From a7fd7220efca641f43e15dc01d6cc6a4b89359ef Mon Sep 17 00:00:00 2001
From: zyliang2001 <zhongyuan_liang@berkeley.edu>
Date: Sun, 12 May 2024 15:33:43 -0700
Subject: [PATCH] add competing_methods_local.py

---
 .../real_data_ablation_visulization_new.ipynb | 16451 ++++++++++++++--
 .../scripts/competing_methods_local.py        |   551 +
 2 files changed, 15069 insertions(+), 1933 deletions(-)
 create mode 100644 feature_importance/scripts/competing_methods_local.py

diff --git a/feature_importance/real_data_ablation_visulization_new.ipynb b/feature_importance/real_data_ablation_visulization_new.ipynb
index 128ea01..5de3aa4 100644
--- a/feature_importance/real_data_ablation_visulization_new.ipynb
+++ b/feature_importance/real_data_ablation_visulization_new.ipynb
@@ -21,7 +21,7 @@
    "source": [
     "# directory = './results/mdi_local.real_data_regression/diabetes_regression_parallel/varying_sample_row_n/'\n",
     "# directory = './results/mdi_local.real_data_classification/diabetes_classification_parallel/varying_sample_row_n/'\n",
-    "directory = './results/mdi_local.real_data_regression/diabetes_regression_parallel/varying_sample_row_n'\n",
+    "directory = './results/mdi_local.real_data_regression/diabetes_regr/varying_sample_row_n'\n",
     "folder_names = [folder for folder in os.listdir(directory) if os.path.isdir(os.path.join(directory, folder))]\n",
     "experiments_seeds = []\n",
     "for folder_name in folder_names:\n",
@@ -48,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -78,159 +78,578 @@
        "      <th>n_estimators</th>\n",
        "      <th>min_samples_leaf</th>\n",
        "      <th>max_features</th>\n",
-       "      <th>cv_ridge</th>\n",
-       "      <th>calc_loo_coef</th>\n",
+       "      <th>random_state</th>\n",
        "      <th>include_raw</th>\n",
-       "      <th>sample_split</th>\n",
        "      <th>fit_on</th>\n",
        "      <th>model</th>\n",
        "      <th>fi</th>\n",
-       "      <th>splitting_strategy</th>\n",
        "      <th>train_size</th>\n",
+       "      <th>test_size</th>\n",
        "      <th>num_features</th>\n",
        "      <th>data_split_seed</th>\n",
-       "      <th>test_size</th>\n",
-       "      <th>test_all_mse</th>\n",
-       "      <th>test_all_r2</th>\n",
+       "      <th>test_all_mse_rf</th>\n",
+       "      <th>test_all_r2_rf</th>\n",
+       "      <th>test_all_mse_rf_plus</th>\n",
+       "      <th>test_all_r2_rf_plus</th>\n",
+       "      <th>sample_train_0</th>\n",
        "      <th>sample_test_0</th>\n",
+       "      <th>sample_train_1</th>\n",
        "      <th>sample_test_1</th>\n",
+       "      <th>sample_train_2</th>\n",
        "      <th>sample_test_2</th>\n",
+       "      <th>sample_train_3</th>\n",
        "      <th>sample_test_3</th>\n",
+       "      <th>sample_train_4</th>\n",
        "      <th>sample_test_4</th>\n",
+       "      <th>sample_train_5</th>\n",
        "      <th>sample_test_5</th>\n",
+       "      <th>sample_train_6</th>\n",
        "      <th>sample_test_6</th>\n",
+       "      <th>sample_train_7</th>\n",
        "      <th>sample_test_7</th>\n",
+       "      <th>sample_train_8</th>\n",
        "      <th>sample_test_8</th>\n",
+       "      <th>sample_train_9</th>\n",
        "      <th>sample_test_9</th>\n",
+       "      <th>sample_train_10</th>\n",
        "      <th>sample_test_10</th>\n",
+       "      <th>sample_train_11</th>\n",
        "      <th>sample_test_11</th>\n",
+       "      <th>sample_train_12</th>\n",
        "      <th>sample_test_12</th>\n",
+       "      <th>sample_train_13</th>\n",
        "      <th>sample_test_13</th>\n",
+       "      <th>sample_train_14</th>\n",
        "      <th>sample_test_14</th>\n",
+       "      <th>sample_train_15</th>\n",
        "      <th>sample_test_15</th>\n",
+       "      <th>sample_train_16</th>\n",
        "      <th>sample_test_16</th>\n",
+       "      <th>sample_train_17</th>\n",
        "      <th>sample_test_17</th>\n",
+       "      <th>sample_train_18</th>\n",
        "      <th>sample_test_18</th>\n",
+       "      <th>sample_train_19</th>\n",
        "      <th>sample_test_19</th>\n",
+       "      <th>sample_train_20</th>\n",
        "      <th>sample_test_20</th>\n",
+       "      <th>sample_train_21</th>\n",
        "      <th>sample_test_21</th>\n",
+       "      <th>sample_train_22</th>\n",
        "      <th>sample_test_22</th>\n",
+       "      <th>sample_train_23</th>\n",
        "      <th>sample_test_23</th>\n",
+       "      <th>sample_train_24</th>\n",
        "      <th>sample_test_24</th>\n",
+       "      <th>sample_train_25</th>\n",
        "      <th>sample_test_25</th>\n",
+       "      <th>sample_train_26</th>\n",
        "      <th>sample_test_26</th>\n",
+       "      <th>sample_train_27</th>\n",
        "      <th>sample_test_27</th>\n",
+       "      <th>sample_train_28</th>\n",
        "      <th>sample_test_28</th>\n",
+       "      <th>sample_train_29</th>\n",
        "      <th>sample_test_29</th>\n",
+       "      <th>sample_train_30</th>\n",
        "      <th>sample_test_30</th>\n",
+       "      <th>sample_train_31</th>\n",
        "      <th>sample_test_31</th>\n",
+       "      <th>sample_train_32</th>\n",
        "      <th>sample_test_32</th>\n",
+       "      <th>sample_train_33</th>\n",
        "      <th>sample_test_33</th>\n",
+       "      <th>sample_train_34</th>\n",
        "      <th>sample_test_34</th>\n",
+       "      <th>sample_train_35</th>\n",
        "      <th>sample_test_35</th>\n",
+       "      <th>sample_train_36</th>\n",
        "      <th>sample_test_36</th>\n",
+       "      <th>sample_train_37</th>\n",
        "      <th>sample_test_37</th>\n",
+       "      <th>sample_train_38</th>\n",
        "      <th>sample_test_38</th>\n",
+       "      <th>sample_train_39</th>\n",
        "      <th>sample_test_39</th>\n",
+       "      <th>sample_train_40</th>\n",
        "      <th>sample_test_40</th>\n",
+       "      <th>sample_train_41</th>\n",
        "      <th>sample_test_41</th>\n",
+       "      <th>sample_train_42</th>\n",
        "      <th>sample_test_42</th>\n",
+       "      <th>sample_train_43</th>\n",
        "      <th>sample_test_43</th>\n",
+       "      <th>sample_train_44</th>\n",
        "      <th>sample_test_44</th>\n",
+       "      <th>sample_train_45</th>\n",
        "      <th>sample_test_45</th>\n",
+       "      <th>sample_train_46</th>\n",
        "      <th>sample_test_46</th>\n",
+       "      <th>sample_train_47</th>\n",
        "      <th>sample_test_47</th>\n",
+       "      <th>sample_train_48</th>\n",
        "      <th>sample_test_48</th>\n",
+       "      <th>sample_train_49</th>\n",
        "      <th>sample_test_49</th>\n",
+       "      <th>sample_train_50</th>\n",
        "      <th>sample_test_50</th>\n",
+       "      <th>sample_train_51</th>\n",
        "      <th>sample_test_51</th>\n",
+       "      <th>sample_train_52</th>\n",
        "      <th>sample_test_52</th>\n",
+       "      <th>sample_train_53</th>\n",
        "      <th>sample_test_53</th>\n",
+       "      <th>sample_train_54</th>\n",
        "      <th>sample_test_54</th>\n",
+       "      <th>sample_train_55</th>\n",
        "      <th>sample_test_55</th>\n",
+       "      <th>sample_train_56</th>\n",
        "      <th>sample_test_56</th>\n",
+       "      <th>sample_train_57</th>\n",
        "      <th>sample_test_57</th>\n",
+       "      <th>sample_train_58</th>\n",
        "      <th>sample_test_58</th>\n",
+       "      <th>sample_train_59</th>\n",
        "      <th>sample_test_59</th>\n",
+       "      <th>sample_train_60</th>\n",
        "      <th>sample_test_60</th>\n",
+       "      <th>sample_train_61</th>\n",
        "      <th>sample_test_61</th>\n",
+       "      <th>sample_train_62</th>\n",
        "      <th>sample_test_62</th>\n",
+       "      <th>sample_train_63</th>\n",
        "      <th>sample_test_63</th>\n",
+       "      <th>sample_train_64</th>\n",
        "      <th>sample_test_64</th>\n",
+       "      <th>sample_train_65</th>\n",
        "      <th>sample_test_65</th>\n",
+       "      <th>sample_train_66</th>\n",
        "      <th>sample_test_66</th>\n",
+       "      <th>sample_train_67</th>\n",
        "      <th>sample_test_67</th>\n",
+       "      <th>sample_train_68</th>\n",
        "      <th>sample_test_68</th>\n",
+       "      <th>sample_train_69</th>\n",
        "      <th>sample_test_69</th>\n",
+       "      <th>sample_train_70</th>\n",
        "      <th>sample_test_70</th>\n",
+       "      <th>sample_train_71</th>\n",
        "      <th>sample_test_71</th>\n",
+       "      <th>sample_train_72</th>\n",
        "      <th>sample_test_72</th>\n",
+       "      <th>sample_train_73</th>\n",
        "      <th>sample_test_73</th>\n",
+       "      <th>sample_train_74</th>\n",
        "      <th>sample_test_74</th>\n",
+       "      <th>sample_train_75</th>\n",
        "      <th>sample_test_75</th>\n",
+       "      <th>sample_train_76</th>\n",
        "      <th>sample_test_76</th>\n",
+       "      <th>sample_train_77</th>\n",
        "      <th>sample_test_77</th>\n",
+       "      <th>sample_train_78</th>\n",
        "      <th>sample_test_78</th>\n",
+       "      <th>sample_train_79</th>\n",
        "      <th>sample_test_79</th>\n",
+       "      <th>sample_train_80</th>\n",
        "      <th>sample_test_80</th>\n",
+       "      <th>sample_train_81</th>\n",
        "      <th>sample_test_81</th>\n",
+       "      <th>sample_train_82</th>\n",
        "      <th>sample_test_82</th>\n",
+       "      <th>sample_train_83</th>\n",
        "      <th>sample_test_83</th>\n",
+       "      <th>sample_train_84</th>\n",
        "      <th>sample_test_84</th>\n",
+       "      <th>sample_train_85</th>\n",
        "      <th>sample_test_85</th>\n",
+       "      <th>sample_train_86</th>\n",
        "      <th>sample_test_86</th>\n",
+       "      <th>sample_train_87</th>\n",
        "      <th>sample_test_87</th>\n",
+       "      <th>sample_train_88</th>\n",
        "      <th>sample_test_88</th>\n",
+       "      <th>sample_train_89</th>\n",
        "      <th>sample_test_89</th>\n",
+       "      <th>sample_train_90</th>\n",
        "      <th>sample_test_90</th>\n",
+       "      <th>sample_train_91</th>\n",
        "      <th>sample_test_91</th>\n",
+       "      <th>sample_train_92</th>\n",
        "      <th>sample_test_92</th>\n",
+       "      <th>sample_train_93</th>\n",
        "      <th>sample_test_93</th>\n",
+       "      <th>sample_train_94</th>\n",
        "      <th>sample_test_94</th>\n",
+       "      <th>sample_train_95</th>\n",
        "      <th>sample_test_95</th>\n",
+       "      <th>sample_train_96</th>\n",
        "      <th>sample_test_96</th>\n",
+       "      <th>sample_train_97</th>\n",
        "      <th>sample_test_97</th>\n",
+       "      <th>sample_train_98</th>\n",
        "      <th>sample_test_98</th>\n",
+       "      <th>sample_train_99</th>\n",
        "      <th>sample_test_99</th>\n",
        "      <th>ablation_seed_0</th>\n",
-       "      <th>ablation_seed_1</th>\n",
-       "      <th>ablation_seed_2</th>\n",
-       "      <th>ablation_seed_3</th>\n",
-       "      <th>ablation_seed_4</th>\n",
-       "      <th>ablation_seed_5</th>\n",
-       "      <th>ablation_seed_6</th>\n",
-       "      <th>ablation_seed_7</th>\n",
-       "      <th>ablation_seed_8</th>\n",
-       "      <th>ablation_seed_9</th>\n",
        "      <th>fi_time</th>\n",
-       "      <th>MSE_before_ablation</th>\n",
-       "      <th>R_2_before_ablation</th>\n",
-       "      <th>MSE_after_ablation_1</th>\n",
-       "      <th>R_2_after_ablation_1</th>\n",
-       "      <th>MSE_after_ablation_2</th>\n",
-       "      <th>R_2_after_ablation_2</th>\n",
-       "      <th>MSE_after_ablation_3</th>\n",
-       "      <th>R_2_after_ablation_3</th>\n",
-       "      <th>MSE_after_ablation_4</th>\n",
-       "      <th>R_2_after_ablation_4</th>\n",
-       "      <th>MSE_after_ablation_5</th>\n",
-       "      <th>R_2_after_ablation_5</th>\n",
-       "      <th>MSE_after_ablation_6</th>\n",
-       "      <th>R_2_after_ablation_6</th>\n",
-       "      <th>MSE_after_ablation_7</th>\n",
-       "      <th>R_2_after_ablation_7</th>\n",
-       "      <th>MSE_after_ablation_8</th>\n",
-       "      <th>R_2_after_ablation_8</th>\n",
-       "      <th>MSE_after_ablation_9</th>\n",
-       "      <th>R_2_after_ablation_9</th>\n",
-       "      <th>MSE_after_ablation_10</th>\n",
-       "      <th>R_2_after_ablation_10</th>\n",
-       "      <th>ablation_time</th>\n",
+       "      <th>RF_Regressor_train_subset_MSE_before_ablation</th>\n",
+       "      <th>RF_Regressor_train_subset_R_2_before_ablation</th>\n",
+       "      <th>RF_Regressor_train_subset_MSE_after_ablation_1</th>\n",
+       "      <th>RF_Regressor_train_subset_R_2_after_ablation_1</th>\n",
+       "      <th>RF_Regressor_train_subset_MSE_after_ablation_2</th>\n",
+       "      <th>RF_Regressor_train_subset_R_2_after_ablation_2</th>\n",
+       "      <th>RF_Regressor_train_subset_MSE_after_ablation_3</th>\n",
+       "      <th>RF_Regressor_train_subset_R_2_after_ablation_3</th>\n",
+       "      <th>RF_Regressor_train_subset_MSE_after_ablation_4</th>\n",
+       "      <th>RF_Regressor_train_subset_R_2_after_ablation_4</th>\n",
+       "      <th>RF_Regressor_train_subset_MSE_after_ablation_5</th>\n",
+       "      <th>RF_Regressor_train_subset_R_2_after_ablation_5</th>\n",
+       "      <th>RF_Regressor_train_subset_MSE_after_ablation_6</th>\n",
+       "      <th>RF_Regressor_train_subset_R_2_after_ablation_6</th>\n",
+       "      <th>RF_Regressor_train_subset_MSE_after_ablation_7</th>\n",
+       "      <th>RF_Regressor_train_subset_R_2_after_ablation_7</th>\n",
+       "      <th>RF_Regressor_train_subset_MSE_after_ablation_8</th>\n",
+       "      <th>RF_Regressor_train_subset_R_2_after_ablation_8</th>\n",
+       "      <th>RF_Regressor_train_subset_MSE_after_ablation_9</th>\n",
+       "      <th>RF_Regressor_train_subset_R_2_after_ablation_9</th>\n",
+       "      <th>RF_Regressor_train_subset_MSE_after_ablation_10</th>\n",
+       "      <th>RF_Regressor_train_subset_R_2_after_ablation_10</th>\n",
+       "      <th>Linear_train_subset_MSE_before_ablation</th>\n",
+       "      <th>Linear_train_subset_R_2_before_ablation</th>\n",
+       "      <th>Linear_train_subset_MSE_after_ablation_1</th>\n",
+       "      <th>Linear_train_subset_R_2_after_ablation_1</th>\n",
+       "      <th>Linear_train_subset_MSE_after_ablation_2</th>\n",
+       "      <th>Linear_train_subset_R_2_after_ablation_2</th>\n",
+       "      <th>Linear_train_subset_MSE_after_ablation_3</th>\n",
+       "      <th>Linear_train_subset_R_2_after_ablation_3</th>\n",
+       "      <th>Linear_train_subset_MSE_after_ablation_4</th>\n",
+       "      <th>Linear_train_subset_R_2_after_ablation_4</th>\n",
+       "      <th>Linear_train_subset_MSE_after_ablation_5</th>\n",
+       "      <th>Linear_train_subset_R_2_after_ablation_5</th>\n",
+       "      <th>Linear_train_subset_MSE_after_ablation_6</th>\n",
+       "      <th>Linear_train_subset_R_2_after_ablation_6</th>\n",
+       "      <th>Linear_train_subset_MSE_after_ablation_7</th>\n",
+       "      <th>Linear_train_subset_R_2_after_ablation_7</th>\n",
+       "      <th>Linear_train_subset_MSE_after_ablation_8</th>\n",
+       "      <th>Linear_train_subset_R_2_after_ablation_8</th>\n",
+       "      <th>Linear_train_subset_MSE_after_ablation_9</th>\n",
+       "      <th>Linear_train_subset_R_2_after_ablation_9</th>\n",
+       "      <th>Linear_train_subset_MSE_after_ablation_10</th>\n",
+       "      <th>Linear_train_subset_R_2_after_ablation_10</th>\n",
+       "      <th>XGB_Regressor_train_subset_MSE_before_ablation</th>\n",
+       "      <th>XGB_Regressor_train_subset_R_2_before_ablation</th>\n",
+       "      <th>XGB_Regressor_train_subset_MSE_after_ablation_1</th>\n",
+       "      <th>XGB_Regressor_train_subset_R_2_after_ablation_1</th>\n",
+       "      <th>XGB_Regressor_train_subset_MSE_after_ablation_2</th>\n",
+       "      <th>XGB_Regressor_train_subset_R_2_after_ablation_2</th>\n",
+       "      <th>XGB_Regressor_train_subset_MSE_after_ablation_3</th>\n",
+       "      <th>XGB_Regressor_train_subset_R_2_after_ablation_3</th>\n",
+       "      <th>XGB_Regressor_train_subset_MSE_after_ablation_4</th>\n",
+       "      <th>XGB_Regressor_train_subset_R_2_after_ablation_4</th>\n",
+       "      <th>XGB_Regressor_train_subset_MSE_after_ablation_5</th>\n",
+       "      <th>XGB_Regressor_train_subset_R_2_after_ablation_5</th>\n",
+       "      <th>XGB_Regressor_train_subset_MSE_after_ablation_6</th>\n",
+       "      <th>XGB_Regressor_train_subset_R_2_after_ablation_6</th>\n",
+       "      <th>XGB_Regressor_train_subset_MSE_after_ablation_7</th>\n",
+       "      <th>XGB_Regressor_train_subset_R_2_after_ablation_7</th>\n",
+       "      <th>XGB_Regressor_train_subset_MSE_after_ablation_8</th>\n",
+       "      <th>XGB_Regressor_train_subset_R_2_after_ablation_8</th>\n",
+       "      <th>XGB_Regressor_train_subset_MSE_after_ablation_9</th>\n",
+       "      <th>XGB_Regressor_train_subset_R_2_after_ablation_9</th>\n",
+       "      <th>XGB_Regressor_train_subset_MSE_after_ablation_10</th>\n",
+       "      <th>XGB_Regressor_train_subset_R_2_after_ablation_10</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_MSE_before_ablation</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_R_2_before_ablation</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_MSE_after_ablation_1</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_R_2_after_ablation_1</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_MSE_after_ablation_2</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_R_2_after_ablation_2</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_MSE_after_ablation_3</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_R_2_after_ablation_3</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_MSE_after_ablation_4</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_R_2_after_ablation_4</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_MSE_after_ablation_5</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_R_2_after_ablation_5</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_MSE_after_ablation_6</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_R_2_after_ablation_6</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_MSE_after_ablation_7</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_R_2_after_ablation_7</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_MSE_after_ablation_8</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_R_2_after_ablation_8</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_MSE_after_ablation_9</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_R_2_after_ablation_9</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_MSE_after_ablation_10</th>\n",
+       "      <th>RF_Plus_Regressor_train_subset_R_2_after_ablation_10</th>\n",
+       "      <th>train_subset_ablation_time</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_before_ablation</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_before_ablation</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_1</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_1</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_2</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_2</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_3</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_3</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_4</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_4</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_5</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_5</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_6</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_6</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_7</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_7</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_8</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_8</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_9</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_9</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_10</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_10</th>\n",
+       "      <th>Linear_test_subset_MSE_before_ablation</th>\n",
+       "      <th>Linear_test_subset_R_2_before_ablation</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_1</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_1</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_2</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_2</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_3</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_3</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_4</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_4</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_5</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_5</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_6</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_6</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_7</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_7</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_8</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_8</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_9</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_9</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_10</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_10</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_before_ablation</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_before_ablation</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_1</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_1</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_2</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_2</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_3</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_3</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_4</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_4</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_5</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_5</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_6</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_6</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_7</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_7</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_8</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_8</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_9</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_9</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_10</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_10</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_before_ablation</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_before_ablation</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_1</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_1</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_2</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_2</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_3</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_3</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_4</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_4</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_5</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_5</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_6</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_6</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_7</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_7</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_8</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_8</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_9</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_9</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_10</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_10</th>\n",
+       "      <th>test_subset_ablation_time</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_before_ablation_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_before_ablation_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_1_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_1_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_2_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_2_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_3_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_3_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_4_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_4_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_5_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_5_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_6_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_6_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_7_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_7_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_8_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_8_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_9_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_9_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_MSE_after_ablation_10_blank</th>\n",
+       "      <th>RF_Regressor_test_subset_R_2_after_ablation_10_blank</th>\n",
+       "      <th>Linear_test_subset_MSE_before_ablation_blank</th>\n",
+       "      <th>Linear_test_subset_R_2_before_ablation_blank</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_1_blank</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_1_blank</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_2_blank</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_2_blank</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_3_blank</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_3_blank</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_4_blank</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_4_blank</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_5_blank</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_5_blank</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_6_blank</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_6_blank</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_7_blank</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_7_blank</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_8_blank</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_8_blank</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_9_blank</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_9_blank</th>\n",
+       "      <th>Linear_test_subset_MSE_after_ablation_10_blank</th>\n",
+       "      <th>Linear_test_subset_R_2_after_ablation_10_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_before_ablation_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_before_ablation_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_1_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_1_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_2_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_2_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_3_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_3_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_4_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_4_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_5_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_5_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_6_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_6_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_7_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_7_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_8_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_8_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_9_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_9_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_MSE_after_ablation_10_blank</th>\n",
+       "      <th>XGB_Regressor_test_subset_R_2_after_ablation_10_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_before_ablation_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_before_ablation_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_1_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_1_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_2_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_2_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_3_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_3_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_4_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_4_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_5_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_5_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_6_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_6_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_7_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_7_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_8_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_8_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_9_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_9_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_MSE_after_ablation_10_blank</th>\n",
+       "      <th>RF_Plus_Regressor_test_subset_R_2_after_ablation_10_blank</th>\n",
+       "      <th>test_subset_blank_ablation_time</th>\n",
+       "      <th>RF_Regressor_test_MSE_before_ablation</th>\n",
+       "      <th>RF_Regressor_test_R_2_before_ablation</th>\n",
+       "      <th>RF_Regressor_test_MSE_after_ablation_1</th>\n",
+       "      <th>RF_Regressor_test_R_2_after_ablation_1</th>\n",
+       "      <th>RF_Regressor_test_MSE_after_ablation_2</th>\n",
+       "      <th>RF_Regressor_test_R_2_after_ablation_2</th>\n",
+       "      <th>RF_Regressor_test_MSE_after_ablation_3</th>\n",
+       "      <th>RF_Regressor_test_R_2_after_ablation_3</th>\n",
+       "      <th>RF_Regressor_test_MSE_after_ablation_4</th>\n",
+       "      <th>RF_Regressor_test_R_2_after_ablation_4</th>\n",
+       "      <th>RF_Regressor_test_MSE_after_ablation_5</th>\n",
+       "      <th>RF_Regressor_test_R_2_after_ablation_5</th>\n",
+       "      <th>RF_Regressor_test_MSE_after_ablation_6</th>\n",
+       "      <th>RF_Regressor_test_R_2_after_ablation_6</th>\n",
+       "      <th>RF_Regressor_test_MSE_after_ablation_7</th>\n",
+       "      <th>RF_Regressor_test_R_2_after_ablation_7</th>\n",
+       "      <th>RF_Regressor_test_MSE_after_ablation_8</th>\n",
+       "      <th>RF_Regressor_test_R_2_after_ablation_8</th>\n",
+       "      <th>RF_Regressor_test_MSE_after_ablation_9</th>\n",
+       "      <th>RF_Regressor_test_R_2_after_ablation_9</th>\n",
+       "      <th>RF_Regressor_test_MSE_after_ablation_10</th>\n",
+       "      <th>RF_Regressor_test_R_2_after_ablation_10</th>\n",
+       "      <th>Linear_test_MSE_before_ablation</th>\n",
+       "      <th>Linear_test_R_2_before_ablation</th>\n",
+       "      <th>Linear_test_MSE_after_ablation_1</th>\n",
+       "      <th>Linear_test_R_2_after_ablation_1</th>\n",
+       "      <th>Linear_test_MSE_after_ablation_2</th>\n",
+       "      <th>Linear_test_R_2_after_ablation_2</th>\n",
+       "      <th>Linear_test_MSE_after_ablation_3</th>\n",
+       "      <th>Linear_test_R_2_after_ablation_3</th>\n",
+       "      <th>Linear_test_MSE_after_ablation_4</th>\n",
+       "      <th>Linear_test_R_2_after_ablation_4</th>\n",
+       "      <th>Linear_test_MSE_after_ablation_5</th>\n",
+       "      <th>Linear_test_R_2_after_ablation_5</th>\n",
+       "      <th>Linear_test_MSE_after_ablation_6</th>\n",
+       "      <th>Linear_test_R_2_after_ablation_6</th>\n",
+       "      <th>Linear_test_MSE_after_ablation_7</th>\n",
+       "      <th>Linear_test_R_2_after_ablation_7</th>\n",
+       "      <th>Linear_test_MSE_after_ablation_8</th>\n",
+       "      <th>Linear_test_R_2_after_ablation_8</th>\n",
+       "      <th>Linear_test_MSE_after_ablation_9</th>\n",
+       "      <th>Linear_test_R_2_after_ablation_9</th>\n",
+       "      <th>Linear_test_MSE_after_ablation_10</th>\n",
+       "      <th>Linear_test_R_2_after_ablation_10</th>\n",
+       "      <th>XGB_Regressor_test_MSE_before_ablation</th>\n",
+       "      <th>XGB_Regressor_test_R_2_before_ablation</th>\n",
+       "      <th>XGB_Regressor_test_MSE_after_ablation_1</th>\n",
+       "      <th>XGB_Regressor_test_R_2_after_ablation_1</th>\n",
+       "      <th>XGB_Regressor_test_MSE_after_ablation_2</th>\n",
+       "      <th>XGB_Regressor_test_R_2_after_ablation_2</th>\n",
+       "      <th>XGB_Regressor_test_MSE_after_ablation_3</th>\n",
+       "      <th>XGB_Regressor_test_R_2_after_ablation_3</th>\n",
+       "      <th>XGB_Regressor_test_MSE_after_ablation_4</th>\n",
+       "      <th>XGB_Regressor_test_R_2_after_ablation_4</th>\n",
+       "      <th>XGB_Regressor_test_MSE_after_ablation_5</th>\n",
+       "      <th>XGB_Regressor_test_R_2_after_ablation_5</th>\n",
+       "      <th>XGB_Regressor_test_MSE_after_ablation_6</th>\n",
+       "      <th>XGB_Regressor_test_R_2_after_ablation_6</th>\n",
+       "      <th>XGB_Regressor_test_MSE_after_ablation_7</th>\n",
+       "      <th>XGB_Regressor_test_R_2_after_ablation_7</th>\n",
+       "      <th>XGB_Regressor_test_MSE_after_ablation_8</th>\n",
+       "      <th>XGB_Regressor_test_R_2_after_ablation_8</th>\n",
+       "      <th>XGB_Regressor_test_MSE_after_ablation_9</th>\n",
+       "      <th>XGB_Regressor_test_R_2_after_ablation_9</th>\n",
+       "      <th>XGB_Regressor_test_MSE_after_ablation_10</th>\n",
+       "      <th>XGB_Regressor_test_R_2_after_ablation_10</th>\n",
+       "      <th>RF_Plus_Regressor_test_MSE_before_ablation</th>\n",
+       "      <th>RF_Plus_Regressor_test_R_2_before_ablation</th>\n",
+       "      <th>RF_Plus_Regressor_test_MSE_after_ablation_1</th>\n",
+       "      <th>RF_Plus_Regressor_test_R_2_after_ablation_1</th>\n",
+       "      <th>RF_Plus_Regressor_test_MSE_after_ablation_2</th>\n",
+       "      <th>RF_Plus_Regressor_test_R_2_after_ablation_2</th>\n",
+       "      <th>RF_Plus_Regressor_test_MSE_after_ablation_3</th>\n",
+       "      <th>RF_Plus_Regressor_test_R_2_after_ablation_3</th>\n",
+       "      <th>RF_Plus_Regressor_test_MSE_after_ablation_4</th>\n",
+       "      <th>RF_Plus_Regressor_test_R_2_after_ablation_4</th>\n",
+       "      <th>RF_Plus_Regressor_test_MSE_after_ablation_5</th>\n",
+       "      <th>RF_Plus_Regressor_test_R_2_after_ablation_5</th>\n",
+       "      <th>RF_Plus_Regressor_test_MSE_after_ablation_6</th>\n",
+       "      <th>RF_Plus_Regressor_test_R_2_after_ablation_6</th>\n",
+       "      <th>RF_Plus_Regressor_test_MSE_after_ablation_7</th>\n",
+       "      <th>RF_Plus_Regressor_test_R_2_after_ablation_7</th>\n",
+       "      <th>RF_Plus_Regressor_test_MSE_after_ablation_8</th>\n",
+       "      <th>RF_Plus_Regressor_test_R_2_after_ablation_8</th>\n",
+       "      <th>RF_Plus_Regressor_test_MSE_after_ablation_9</th>\n",
+       "      <th>RF_Plus_Regressor_test_R_2_after_ablation_9</th>\n",
+       "      <th>RF_Plus_Regressor_test_MSE_after_ablation_10</th>\n",
+       "      <th>RF_Plus_Regressor_test_R_2_after_ablation_10</th>\n",
+       "      <th>test_data_ablation_time</th>\n",
        "      <th>split_seed</th>\n",
-       "      <th>rf_model</th>\n",
-       "      <th>index</th>\n",
-       "      <th>var</th>\n",
-       "      <th>true_support</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -239,29 +658,491 @@
        "      <td>NaN</td>\n",
        "      <td>keep_all_rows</td>\n",
        "      <td>0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
        "      <td>0.33</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>42</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>RF</td>\n",
-       "      <td>LFI_with_raw_CV_RF</td>\n",
-       "      <td>train-test</td>\n",
+       "      <td>Kernel_SHAP_RF_plus</td>\n",
        "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
        "      <td>10</td>\n",
-       "      <td>7</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
        "      <td>146</td>\n",
-       "      <td>3015.657705</td>\n",
-       "      <td>0.493287</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3332</td>\n",
+       "      <td>1.100033e+02</td>\n",
+       "      <td>1560.226278</td>\n",
+       "      <td>0.748821</td>\n",
+       "      <td>3105.140954</td>\n",
+       "      <td>0.500107</td>\n",
+       "      <td>4680.457304</td>\n",
+       "      <td>0.246499</td>\n",
+       "      <td>5345.237182</td>\n",
+       "      <td>0.139476</td>\n",
+       "      <td>5621.235738</td>\n",
+       "      <td>0.095044</td>\n",
+       "      <td>5885.828104</td>\n",
+       "      <td>0.052447</td>\n",
+       "      <td>6148.573093</td>\n",
+       "      <td>0.010148</td>\n",
+       "      <td>6205.630468</td>\n",
+       "      <td>0.000963</td>\n",
+       "      <td>6230.666830</td>\n",
+       "      <td>-0.003068</td>\n",
+       "      <td>6211.967914</td>\n",
+       "      <td>-0.000058</td>\n",
+       "      <td>6217.761101</td>\n",
+       "      <td>-0.000990</td>\n",
+       "      <td>2773.786252</td>\n",
+       "      <td>0.553451</td>\n",
+       "      <td>4402.816911</td>\n",
+       "      <td>0.291196</td>\n",
+       "      <td>6303.728760</td>\n",
+       "      <td>-0.014830</td>\n",
+       "      <td>6777.894219</td>\n",
+       "      <td>-0.091165</td>\n",
+       "      <td>6465.183261</td>\n",
+       "      <td>-0.040822</td>\n",
+       "      <td>6644.208016</td>\n",
+       "      <td>-0.069643</td>\n",
+       "      <td>6513.775559</td>\n",
+       "      <td>-0.048645</td>\n",
+       "      <td>6333.137612</td>\n",
+       "      <td>-0.019565</td>\n",
+       "      <td>6242.724804</td>\n",
+       "      <td>-0.005009</td>\n",
+       "      <td>6297.496442</td>\n",
+       "      <td>-0.013827</td>\n",
+       "      <td>6241.224187</td>\n",
+       "      <td>-0.004768</td>\n",
+       "      <td>0.001407</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2696.880707</td>\n",
+       "      <td>0.565832</td>\n",
+       "      <td>5593.989216</td>\n",
+       "      <td>0.099430</td>\n",
+       "      <td>6030.233446</td>\n",
+       "      <td>0.029200</td>\n",
+       "      <td>6156.693283</td>\n",
+       "      <td>0.008841</td>\n",
+       "      <td>6310.788981</td>\n",
+       "      <td>-0.015967</td>\n",
+       "      <td>6315.686798</td>\n",
+       "      <td>-0.016755</td>\n",
+       "      <td>6257.543441</td>\n",
+       "      <td>-0.007395</td>\n",
+       "      <td>6301.159739</td>\n",
+       "      <td>-0.014417</td>\n",
+       "      <td>6369.458649</td>\n",
+       "      <td>-0.025412</td>\n",
+       "      <td>6399.030428</td>\n",
+       "      <td>-0.030173</td>\n",
+       "      <td>1755.232030</td>\n",
+       "      <td>0.717427</td>\n",
+       "      <td>3370.721700</td>\n",
+       "      <td>0.457351</td>\n",
+       "      <td>5033.081361</td>\n",
+       "      <td>0.189730</td>\n",
+       "      <td>5603.873072</td>\n",
+       "      <td>0.097839</td>\n",
+       "      <td>5770.561601</td>\n",
+       "      <td>0.071004</td>\n",
+       "      <td>5993.354385</td>\n",
+       "      <td>0.035137</td>\n",
+       "      <td>6157.479830</td>\n",
+       "      <td>0.008714</td>\n",
+       "      <td>6169.354786</td>\n",
+       "      <td>0.006803</td>\n",
+       "      <td>6204.077562</td>\n",
+       "      <td>0.001213</td>\n",
+       "      <td>6219.253749</td>\n",
+       "      <td>-0.001231</td>\n",
+       "      <td>6227.196584</td>\n",
+       "      <td>-0.002509</td>\n",
+       "      <td>3.004975</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>4259.723539</td>\n",
+       "      <td>0.251332</td>\n",
+       "      <td>4780.640098</td>\n",
+       "      <td>0.159779</td>\n",
+       "      <td>5118.448138</td>\n",
+       "      <td>0.100407</td>\n",
+       "      <td>5384.525394</td>\n",
+       "      <td>0.053643</td>\n",
+       "      <td>5597.291153</td>\n",
+       "      <td>0.016248</td>\n",
+       "      <td>5706.589815</td>\n",
+       "      <td>-0.002962</td>\n",
+       "      <td>5854.865348</td>\n",
+       "      <td>-0.029022</td>\n",
+       "      <td>5722.936199</td>\n",
+       "      <td>-0.005835</td>\n",
+       "      <td>5733.032101</td>\n",
+       "      <td>-0.007609</td>\n",
+       "      <td>5694.982647</td>\n",
+       "      <td>-0.000922</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>4326.329333</td>\n",
+       "      <td>0.239626</td>\n",
+       "      <td>5680.537038</td>\n",
+       "      <td>0.001617</td>\n",
+       "      <td>6090.560694</td>\n",
+       "      <td>-0.070447</td>\n",
+       "      <td>5869.370626</td>\n",
+       "      <td>-0.031571</td>\n",
+       "      <td>5654.955342</td>\n",
+       "      <td>0.006113</td>\n",
+       "      <td>5387.844531</td>\n",
+       "      <td>0.053059</td>\n",
+       "      <td>5372.422990</td>\n",
+       "      <td>0.055770</td>\n",
+       "      <td>5711.058919</td>\n",
+       "      <td>-0.003747</td>\n",
+       "      <td>5812.098625</td>\n",
+       "      <td>-0.021506</td>\n",
+       "      <td>5717.320268</td>\n",
+       "      <td>-0.004848</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5663.150057</td>\n",
+       "      <td>0.004673</td>\n",
+       "      <td>6387.120890</td>\n",
+       "      <td>-0.122569</td>\n",
+       "      <td>6144.627220</td>\n",
+       "      <td>-0.079949</td>\n",
+       "      <td>6306.092066</td>\n",
+       "      <td>-0.108327</td>\n",
+       "      <td>6258.404300</td>\n",
+       "      <td>-0.099946</td>\n",
+       "      <td>5883.812587</td>\n",
+       "      <td>-0.034110</td>\n",
+       "      <td>5720.796758</td>\n",
+       "      <td>-0.005459</td>\n",
+       "      <td>5604.671368</td>\n",
+       "      <td>0.014951</td>\n",
+       "      <td>5803.500933</td>\n",
+       "      <td>-0.019994</td>\n",
+       "      <td>5882.396688</td>\n",
+       "      <td>-0.033861</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>4156.423306</td>\n",
+       "      <td>0.269488</td>\n",
+       "      <td>4881.588132</td>\n",
+       "      <td>0.142036</td>\n",
+       "      <td>5262.850887</td>\n",
+       "      <td>0.075028</td>\n",
+       "      <td>5473.220647</td>\n",
+       "      <td>0.038054</td>\n",
+       "      <td>5598.310448</td>\n",
+       "      <td>0.016069</td>\n",
+       "      <td>5637.208754</td>\n",
+       "      <td>0.009232</td>\n",
+       "      <td>5750.081084</td>\n",
+       "      <td>-0.010606</td>\n",
+       "      <td>5721.605801</td>\n",
+       "      <td>-0.005601</td>\n",
+       "      <td>5745.226426</td>\n",
+       "      <td>-0.009752</td>\n",
+       "      <td>5703.860350</td>\n",
+       "      <td>-0.002482</td>\n",
+       "      <td>2.991860</td>\n",
+       "      <td>5690.855277</td>\n",
+       "      <td>-0.000196</td>\n",
+       "      <td>3900.885622</td>\n",
+       "      <td>0.314400</td>\n",
+       "      <td>3732.276211</td>\n",
+       "      <td>0.344034</td>\n",
+       "      <td>3730.110995</td>\n",
+       "      <td>0.344414</td>\n",
+       "      <td>3665.889265</td>\n",
+       "      <td>0.355702</td>\n",
+       "      <td>3668.186612</td>\n",
+       "      <td>0.355298</td>\n",
+       "      <td>3573.172142</td>\n",
+       "      <td>0.371997</td>\n",
+       "      <td>3442.931083</td>\n",
+       "      <td>0.394888</td>\n",
+       "      <td>3489.034040</td>\n",
+       "      <td>0.386785</td>\n",
+       "      <td>3457.266633</td>\n",
+       "      <td>0.392368</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>5697.087768</td>\n",
+       "      <td>-0.001292</td>\n",
+       "      <td>3576.578453</td>\n",
+       "      <td>0.371398</td>\n",
+       "      <td>2854.464261</td>\n",
+       "      <td>0.498314</td>\n",
+       "      <td>3112.725069</td>\n",
+       "      <td>0.452923</td>\n",
+       "      <td>3123.888078</td>\n",
+       "      <td>0.450961</td>\n",
+       "      <td>3103.885219</td>\n",
+       "      <td>0.454477</td>\n",
+       "      <td>3199.263428</td>\n",
+       "      <td>0.437713</td>\n",
+       "      <td>3237.712280</td>\n",
+       "      <td>0.430956</td>\n",
+       "      <td>3085.056434</td>\n",
+       "      <td>0.457786</td>\n",
+       "      <td>2884.579155</td>\n",
+       "      <td>0.493021</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>5927.974713</td>\n",
+       "      <td>-0.041871</td>\n",
+       "      <td>4523.722381</td>\n",
+       "      <td>0.204933</td>\n",
+       "      <td>5499.383403</td>\n",
+       "      <td>0.033456</td>\n",
+       "      <td>5190.471687</td>\n",
+       "      <td>0.087749</td>\n",
+       "      <td>4794.562546</td>\n",
+       "      <td>0.157332</td>\n",
+       "      <td>4945.995309</td>\n",
+       "      <td>0.130716</td>\n",
+       "      <td>4784.005090</td>\n",
+       "      <td>0.159187</td>\n",
+       "      <td>4722.280636</td>\n",
+       "      <td>0.170035</td>\n",
+       "      <td>4943.264450</td>\n",
+       "      <td>0.131196</td>\n",
+       "      <td>4823.564596</td>\n",
+       "      <td>0.152234</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5692.961661</td>\n",
+       "      <td>-0.000567</td>\n",
+       "      <td>3539.281150</td>\n",
+       "      <td>0.377954</td>\n",
+       "      <td>3279.092990</td>\n",
+       "      <td>0.423683</td>\n",
+       "      <td>3301.061095</td>\n",
+       "      <td>0.419822</td>\n",
+       "      <td>3167.654180</td>\n",
+       "      <td>0.443269</td>\n",
+       "      <td>3156.553375</td>\n",
+       "      <td>0.445220</td>\n",
+       "      <td>3171.160339</td>\n",
+       "      <td>0.442653</td>\n",
+       "      <td>3064.219692</td>\n",
+       "      <td>0.461448</td>\n",
+       "      <td>3085.577085</td>\n",
+       "      <td>0.457694</td>\n",
+       "      <td>3070.134655</td>\n",
+       "      <td>0.460408</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3.134215</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -351,82 +1232,2822 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
        "      <td>NaN</td>\n",
+       "      <td>keep_all_rows</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>42</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>RF</td>\n",
+       "      <td>LFI_evaluate_on_all_RF_plus</td>\n",
+       "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
+       "      <td>146</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3332</td>\n",
+       "      <td>8.700483e-01</td>\n",
+       "      <td>1560.226278</td>\n",
+       "      <td>0.748821</td>\n",
+       "      <td>1224.301747</td>\n",
+       "      <td>0.802901</td>\n",
+       "      <td>982.458065</td>\n",
+       "      <td>0.841835</td>\n",
+       "      <td>919.082699</td>\n",
+       "      <td>0.852038</td>\n",
+       "      <td>898.768273</td>\n",
+       "      <td>0.855308</td>\n",
+       "      <td>953.690118</td>\n",
+       "      <td>0.846467</td>\n",
+       "      <td>1006.699397</td>\n",
+       "      <td>0.837933</td>\n",
+       "      <td>1119.200648</td>\n",
+       "      <td>0.819821</td>\n",
+       "      <td>1642.139538</td>\n",
+       "      <td>0.735634</td>\n",
+       "      <td>3083.859130</td>\n",
+       "      <td>0.503533</td>\n",
+       "      <td>6217.761101</td>\n",
+       "      <td>-0.000990</td>\n",
+       "      <td>2773.786252</td>\n",
+       "      <td>0.553451</td>\n",
+       "      <td>2057.348794</td>\n",
+       "      <td>0.668790</td>\n",
+       "      <td>1804.465388</td>\n",
+       "      <td>0.709501</td>\n",
+       "      <td>1593.991046</td>\n",
+       "      <td>0.743385</td>\n",
+       "      <td>1556.610785</td>\n",
+       "      <td>0.749403</td>\n",
+       "      <td>1412.376033</td>\n",
+       "      <td>0.772623</td>\n",
+       "      <td>1438.612884</td>\n",
+       "      <td>0.768399</td>\n",
+       "      <td>1536.750265</td>\n",
+       "      <td>0.752600</td>\n",
+       "      <td>1772.269918</td>\n",
+       "      <td>0.714684</td>\n",
+       "      <td>2759.035226</td>\n",
+       "      <td>0.555826</td>\n",
+       "      <td>6241.224187</td>\n",
+       "      <td>-0.004768</td>\n",
+       "      <td>0.001407</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>364.025357</td>\n",
+       "      <td>0.941396</td>\n",
+       "      <td>354.067865</td>\n",
+       "      <td>0.942999</td>\n",
+       "      <td>397.791381</td>\n",
+       "      <td>0.935960</td>\n",
+       "      <td>502.775310</td>\n",
+       "      <td>0.919059</td>\n",
+       "      <td>609.851427</td>\n",
+       "      <td>0.901821</td>\n",
+       "      <td>729.615402</td>\n",
+       "      <td>0.882540</td>\n",
+       "      <td>921.900192</td>\n",
+       "      <td>0.851584</td>\n",
+       "      <td>1506.686398</td>\n",
+       "      <td>0.757440</td>\n",
+       "      <td>3150.501923</td>\n",
+       "      <td>0.492804</td>\n",
+       "      <td>6399.030428</td>\n",
+       "      <td>-0.030173</td>\n",
+       "      <td>1755.232030</td>\n",
+       "      <td>0.717427</td>\n",
+       "      <td>1190.387662</td>\n",
+       "      <td>0.808361</td>\n",
+       "      <td>956.049592</td>\n",
+       "      <td>0.846087</td>\n",
+       "      <td>891.727934</td>\n",
+       "      <td>0.856442</td>\n",
+       "      <td>882.658032</td>\n",
+       "      <td>0.857902</td>\n",
+       "      <td>897.752791</td>\n",
+       "      <td>0.855472</td>\n",
+       "      <td>926.046246</td>\n",
+       "      <td>0.850917</td>\n",
+       "      <td>1004.626808</td>\n",
+       "      <td>0.838266</td>\n",
+       "      <td>1382.551903</td>\n",
+       "      <td>0.777425</td>\n",
+       "      <td>2594.805946</td>\n",
+       "      <td>0.582265</td>\n",
+       "      <td>6227.196584</td>\n",
+       "      <td>-0.002509</td>\n",
+       "      <td>2.971459</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>3682.721333</td>\n",
+       "      <td>0.352743</td>\n",
+       "      <td>3624.591442</td>\n",
+       "      <td>0.362960</td>\n",
+       "      <td>3713.833671</td>\n",
+       "      <td>0.347275</td>\n",
+       "      <td>3798.229404</td>\n",
+       "      <td>0.332442</td>\n",
+       "      <td>3790.831137</td>\n",
+       "      <td>0.333742</td>\n",
+       "      <td>3816.280024</td>\n",
+       "      <td>0.329270</td>\n",
+       "      <td>3773.388434</td>\n",
+       "      <td>0.336808</td>\n",
+       "      <td>3983.541473</td>\n",
+       "      <td>0.299873</td>\n",
+       "      <td>4041.403836</td>\n",
+       "      <td>0.289703</td>\n",
+       "      <td>5694.982647</td>\n",
+       "      <td>-0.000922</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>3867.011502</td>\n",
+       "      <td>0.320353</td>\n",
+       "      <td>4260.207234</td>\n",
+       "      <td>0.251247</td>\n",
+       "      <td>4046.272300</td>\n",
+       "      <td>0.288847</td>\n",
+       "      <td>3956.159508</td>\n",
+       "      <td>0.304685</td>\n",
+       "      <td>3981.592702</td>\n",
+       "      <td>0.300215</td>\n",
+       "      <td>3917.892289</td>\n",
+       "      <td>0.311411</td>\n",
+       "      <td>3663.874887</td>\n",
+       "      <td>0.356056</td>\n",
+       "      <td>3165.345648</td>\n",
+       "      <td>0.443675</td>\n",
+       "      <td>3523.437707</td>\n",
+       "      <td>0.380738</td>\n",
+       "      <td>5717.320268</td>\n",
+       "      <td>-0.004848</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>4866.932199</td>\n",
+       "      <td>0.144612</td>\n",
+       "      <td>4899.739724</td>\n",
+       "      <td>0.138846</td>\n",
+       "      <td>4783.145411</td>\n",
+       "      <td>0.159338</td>\n",
+       "      <td>4816.397287</td>\n",
+       "      <td>0.153494</td>\n",
+       "      <td>5107.078897</td>\n",
+       "      <td>0.102405</td>\n",
+       "      <td>5258.638693</td>\n",
+       "      <td>0.075768</td>\n",
+       "      <td>5416.790211</td>\n",
+       "      <td>0.047972</td>\n",
+       "      <td>5834.369177</td>\n",
+       "      <td>-0.025420</td>\n",
+       "      <td>4705.225488</td>\n",
+       "      <td>0.173033</td>\n",
+       "      <td>5882.396688</td>\n",
+       "      <td>-0.033861</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3471.864640</td>\n",
+       "      <td>0.389802</td>\n",
+       "      <td>3486.333001</td>\n",
+       "      <td>0.387259</td>\n",
+       "      <td>3611.243736</td>\n",
+       "      <td>0.365306</td>\n",
+       "      <td>3705.911667</td>\n",
+       "      <td>0.348667</td>\n",
+       "      <td>3733.439437</td>\n",
+       "      <td>0.343829</td>\n",
+       "      <td>3723.835992</td>\n",
+       "      <td>0.345517</td>\n",
+       "      <td>3612.080540</td>\n",
+       "      <td>0.365159</td>\n",
+       "      <td>3593.612817</td>\n",
+       "      <td>0.368405</td>\n",
+       "      <td>3649.438374</td>\n",
+       "      <td>0.358593</td>\n",
+       "      <td>5703.860350</td>\n",
+       "      <td>-0.002482</td>\n",
+       "      <td>2.980400</td>\n",
+       "      <td>5690.855277</td>\n",
+       "      <td>-0.000196</td>\n",
+       "      <td>5986.662287</td>\n",
+       "      <td>-0.052186</td>\n",
+       "      <td>6158.925678</td>\n",
+       "      <td>-0.082462</td>\n",
+       "      <td>6203.819782</td>\n",
+       "      <td>-0.090352</td>\n",
+       "      <td>6178.406573</td>\n",
+       "      <td>-0.085886</td>\n",
+       "      <td>5951.580659</td>\n",
+       "      <td>-0.046020</td>\n",
+       "      <td>5760.578266</td>\n",
+       "      <td>-0.012451</td>\n",
+       "      <td>5236.251340</td>\n",
+       "      <td>0.079703</td>\n",
+       "      <td>4681.276775</td>\n",
+       "      <td>0.177242</td>\n",
+       "      <td>3850.883830</td>\n",
+       "      <td>0.323188</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>5697.087768</td>\n",
+       "      <td>-0.001292</td>\n",
+       "      <td>7731.277811</td>\n",
+       "      <td>-0.358811</td>\n",
+       "      <td>8594.954336</td>\n",
+       "      <td>-0.510606</td>\n",
+       "      <td>8293.794298</td>\n",
+       "      <td>-0.457676</td>\n",
+       "      <td>7645.455972</td>\n",
+       "      <td>-0.343727</td>\n",
+       "      <td>7383.180729</td>\n",
+       "      <td>-0.297631</td>\n",
+       "      <td>6999.911882</td>\n",
+       "      <td>-0.230270</td>\n",
+       "      <td>6051.225123</td>\n",
+       "      <td>-0.063533</td>\n",
+       "      <td>5284.335387</td>\n",
+       "      <td>0.071252</td>\n",
+       "      <td>3861.037265</td>\n",
+       "      <td>0.321403</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>5927.974713</td>\n",
+       "      <td>-0.041871</td>\n",
+       "      <td>6749.325244</td>\n",
+       "      <td>-0.186228</td>\n",
+       "      <td>6845.593048</td>\n",
+       "      <td>-0.203147</td>\n",
+       "      <td>6878.336059</td>\n",
+       "      <td>-0.208902</td>\n",
+       "      <td>6901.019021</td>\n",
+       "      <td>-0.212889</td>\n",
+       "      <td>6778.178000</td>\n",
+       "      <td>-0.191299</td>\n",
+       "      <td>6726.076565</td>\n",
+       "      <td>-0.182142</td>\n",
+       "      <td>5862.757334</td>\n",
+       "      <td>-0.030409</td>\n",
+       "      <td>5582.142464</td>\n",
+       "      <td>0.018910</td>\n",
+       "      <td>4914.607973</td>\n",
+       "      <td>0.136233</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5692.961661</td>\n",
+       "      <td>-0.000567</td>\n",
+       "      <td>6283.797269</td>\n",
+       "      <td>-0.104409</td>\n",
+       "      <td>6605.318062</td>\n",
+       "      <td>-0.160918</td>\n",
+       "      <td>6633.938056</td>\n",
+       "      <td>-0.165948</td>\n",
+       "      <td>6540.513150</td>\n",
+       "      <td>-0.149528</td>\n",
+       "      <td>6278.642720</td>\n",
+       "      <td>-0.103503</td>\n",
+       "      <td>6031.687238</td>\n",
+       "      <td>-0.060099</td>\n",
+       "      <td>5428.249210</td>\n",
+       "      <td>0.045958</td>\n",
+       "      <td>4773.786804</td>\n",
+       "      <td>0.160983</td>\n",
+       "      <td>3708.604262</td>\n",
+       "      <td>0.348194</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3.121053</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>3387.684689</td>\n",
+       "      <td>0.323568</td>\n",
+       "      <td>3534.123014</td>\n",
+       "      <td>0.294328</td>\n",
+       "      <td>3600.170374</td>\n",
+       "      <td>0.281141</td>\n",
+       "      <td>3639.511782</td>\n",
+       "      <td>0.273285</td>\n",
+       "      <td>3708.990664</td>\n",
+       "      <td>0.259412</td>\n",
+       "      <td>3697.531197</td>\n",
+       "      <td>0.261700</td>\n",
+       "      <td>3660.936882</td>\n",
+       "      <td>0.269007</td>\n",
+       "      <td>3722.992497</td>\n",
+       "      <td>0.256616</td>\n",
+       "      <td>3600.200177</td>\n",
+       "      <td>0.281135</td>\n",
+       "      <td>5045.942083</td>\n",
+       "      <td>-0.007542</td>\n",
+       "      <td>2812.181431</td>\n",
+       "      <td>0.438481</td>\n",
+       "      <td>3884.401258</td>\n",
+       "      <td>0.224387</td>\n",
+       "      <td>4569.781011</td>\n",
+       "      <td>0.087535</td>\n",
+       "      <td>4483.194097</td>\n",
+       "      <td>0.104824</td>\n",
+       "      <td>4212.058512</td>\n",
+       "      <td>0.158963</td>\n",
+       "      <td>4001.133135</td>\n",
+       "      <td>0.201079</td>\n",
+       "      <td>4050.476546</td>\n",
+       "      <td>0.191226</td>\n",
+       "      <td>3768.240194</td>\n",
+       "      <td>0.247581</td>\n",
+       "      <td>3309.405271</td>\n",
+       "      <td>0.339199</td>\n",
+       "      <td>3316.099239</td>\n",
+       "      <td>0.337862</td>\n",
+       "      <td>5091.119263</td>\n",
+       "      <td>-0.016563</td>\n",
+       "      <td>4334.561660</td>\n",
+       "      <td>0.134502</td>\n",
+       "      <td>4524.143914</td>\n",
+       "      <td>0.096647</td>\n",
+       "      <td>4766.258375</td>\n",
+       "      <td>0.048303</td>\n",
+       "      <td>4510.954941</td>\n",
+       "      <td>0.099281</td>\n",
+       "      <td>4554.623897</td>\n",
+       "      <td>0.090561</td>\n",
+       "      <td>4880.692484</td>\n",
+       "      <td>0.025454</td>\n",
+       "      <td>5006.056321</td>\n",
+       "      <td>0.000422</td>\n",
+       "      <td>4922.411384</td>\n",
+       "      <td>0.017124</td>\n",
+       "      <td>5301.392822</td>\n",
+       "      <td>-0.058549</td>\n",
+       "      <td>4150.807298</td>\n",
+       "      <td>0.171193</td>\n",
+       "      <td>5108.658749</td>\n",
+       "      <td>-0.020065</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>3326.873177</td>\n",
+       "      <td>0.335711</td>\n",
+       "      <td>3561.858993</td>\n",
+       "      <td>0.288790</td>\n",
+       "      <td>3645.611207</td>\n",
+       "      <td>0.272067</td>\n",
+       "      <td>3702.007841</td>\n",
+       "      <td>0.260806</td>\n",
+       "      <td>3755.917945</td>\n",
+       "      <td>0.250042</td>\n",
+       "      <td>3731.923076</td>\n",
+       "      <td>0.254833</td>\n",
+       "      <td>3613.207121</td>\n",
+       "      <td>0.278537</td>\n",
+       "      <td>3515.520108</td>\n",
+       "      <td>0.298043</td>\n",
+       "      <td>3320.013305</td>\n",
+       "      <td>0.337081</td>\n",
+       "      <td>5066.139070</td>\n",
+       "      <td>-0.011575</td>\n",
+       "      <td>3.175685</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
        "      <td>NaN</td>\n",
+       "      <td>keep_all_rows</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>42</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>224</td>\n",
-       "      <td>4847</td>\n",
-       "      <td>6229</td>\n",
-       "      <td>7033</td>\n",
-       "      <td>4246</td>\n",
-       "      <td>4462</td>\n",
-       "      <td>2467</td>\n",
-       "      <td>704</td>\n",
-       "      <td>6974</td>\n",
-       "      <td>7100</td>\n",
-       "      <td>87.258065</td>\n",
-       "      <td>3015.657705</td>\n",
-       "      <td>0.493287</td>\n",
-       "      <td>4431.464328</td>\n",
-       "      <td>0.255393</td>\n",
-       "      <td>5395.476701</td>\n",
-       "      <td>0.093413</td>\n",
-       "      <td>5961.563954</td>\n",
-       "      <td>-0.001705</td>\n",
-       "      <td>6127.256083</td>\n",
-       "      <td>-0.029546</td>\n",
-       "      <td>6329.519071</td>\n",
-       "      <td>-0.063531</td>\n",
-       "      <td>6440.261355</td>\n",
-       "      <td>-0.082139</td>\n",
-       "      <td>6543.210590</td>\n",
-       "      <td>-0.099437</td>\n",
-       "      <td>6598.214822</td>\n",
-       "      <td>-0.108680</td>\n",
-       "      <td>6668.503871</td>\n",
-       "      <td>-0.120490</td>\n",
-       "      <td>6754.906732</td>\n",
-       "      <td>-0.135008</td>\n",
-       "      <td>2.449821</td>\n",
-       "      <td>7</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>RF</td>\n",
+       "      <td>LFI_evaluate_on_oob_RF_plus</td>\n",
+       "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
+       "      <td>146</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3332</td>\n",
+       "      <td>9.664435e-01</td>\n",
+       "      <td>1560.226278</td>\n",
+       "      <td>0.748821</td>\n",
+       "      <td>1231.959172</td>\n",
+       "      <td>0.801668</td>\n",
+       "      <td>957.519494</td>\n",
+       "      <td>0.845850</td>\n",
+       "      <td>907.029621</td>\n",
+       "      <td>0.853978</td>\n",
+       "      <td>906.562337</td>\n",
+       "      <td>0.854054</td>\n",
+       "      <td>945.750849</td>\n",
+       "      <td>0.847745</td>\n",
+       "      <td>1017.115451</td>\n",
+       "      <td>0.836256</td>\n",
+       "      <td>1155.360491</td>\n",
+       "      <td>0.814000</td>\n",
+       "      <td>1708.601919</td>\n",
+       "      <td>0.724934</td>\n",
+       "      <td>3069.863836</td>\n",
+       "      <td>0.505786</td>\n",
+       "      <td>6217.761101</td>\n",
+       "      <td>-0.000990</td>\n",
+       "      <td>2773.786252</td>\n",
+       "      <td>0.553451</td>\n",
+       "      <td>2061.699518</td>\n",
+       "      <td>0.668089</td>\n",
+       "      <td>1906.627907</td>\n",
+       "      <td>0.693054</td>\n",
+       "      <td>1684.314559</td>\n",
+       "      <td>0.728844</td>\n",
+       "      <td>1568.330209</td>\n",
+       "      <td>0.747516</td>\n",
+       "      <td>1477.539721</td>\n",
+       "      <td>0.762133</td>\n",
+       "      <td>1501.177954</td>\n",
+       "      <td>0.758327</td>\n",
+       "      <td>1582.980295</td>\n",
+       "      <td>0.745158</td>\n",
+       "      <td>1784.440051</td>\n",
+       "      <td>0.712725</td>\n",
+       "      <td>2669.768745</td>\n",
+       "      <td>0.570197</td>\n",
+       "      <td>6241.224187</td>\n",
+       "      <td>-0.004768</td>\n",
+       "      <td>0.001407</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>373.371025</td>\n",
+       "      <td>0.939891</td>\n",
+       "      <td>341.936315</td>\n",
+       "      <td>0.944952</td>\n",
+       "      <td>407.787926</td>\n",
+       "      <td>0.934351</td>\n",
+       "      <td>525.128601</td>\n",
+       "      <td>0.915460</td>\n",
+       "      <td>549.134604</td>\n",
+       "      <td>0.911595</td>\n",
+       "      <td>751.175252</td>\n",
+       "      <td>0.879069</td>\n",
+       "      <td>1030.051317</td>\n",
+       "      <td>0.834173</td>\n",
+       "      <td>1532.167609</td>\n",
+       "      <td>0.753338</td>\n",
+       "      <td>3078.346079</td>\n",
+       "      <td>0.504421</td>\n",
+       "      <td>6399.030428</td>\n",
+       "      <td>-0.030173</td>\n",
+       "      <td>1755.232030</td>\n",
+       "      <td>0.717427</td>\n",
+       "      <td>1206.527447</td>\n",
+       "      <td>0.805763</td>\n",
+       "      <td>954.271198</td>\n",
+       "      <td>0.846373</td>\n",
+       "      <td>890.390362</td>\n",
+       "      <td>0.856657</td>\n",
+       "      <td>873.406275</td>\n",
+       "      <td>0.859391</td>\n",
+       "      <td>901.754276</td>\n",
+       "      <td>0.854828</td>\n",
+       "      <td>937.233182</td>\n",
+       "      <td>0.849116</td>\n",
+       "      <td>1041.215452</td>\n",
+       "      <td>0.832376</td>\n",
+       "      <td>1417.912500</td>\n",
+       "      <td>0.771732</td>\n",
+       "      <td>2542.253339</td>\n",
+       "      <td>0.590726</td>\n",
+       "      <td>6227.196584</td>\n",
+       "      <td>-0.002509</td>\n",
+       "      <td>2.971773</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>3682.721333</td>\n",
+       "      <td>0.352743</td>\n",
+       "      <td>3624.591442</td>\n",
+       "      <td>0.362960</td>\n",
+       "      <td>3713.833671</td>\n",
+       "      <td>0.347275</td>\n",
+       "      <td>3798.229404</td>\n",
+       "      <td>0.332442</td>\n",
+       "      <td>3790.831137</td>\n",
+       "      <td>0.333742</td>\n",
+       "      <td>3816.280024</td>\n",
+       "      <td>0.329270</td>\n",
+       "      <td>3773.388434</td>\n",
+       "      <td>0.336808</td>\n",
+       "      <td>3983.541473</td>\n",
+       "      <td>0.299873</td>\n",
+       "      <td>4041.403836</td>\n",
+       "      <td>0.289703</td>\n",
+       "      <td>5694.982647</td>\n",
+       "      <td>-0.000922</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>3867.011502</td>\n",
+       "      <td>0.320353</td>\n",
+       "      <td>4260.207234</td>\n",
+       "      <td>0.251247</td>\n",
+       "      <td>4046.272300</td>\n",
+       "      <td>0.288847</td>\n",
+       "      <td>3956.159508</td>\n",
+       "      <td>0.304685</td>\n",
+       "      <td>3981.592702</td>\n",
+       "      <td>0.300215</td>\n",
+       "      <td>3917.892289</td>\n",
+       "      <td>0.311411</td>\n",
+       "      <td>3663.874887</td>\n",
+       "      <td>0.356056</td>\n",
+       "      <td>3165.345648</td>\n",
+       "      <td>0.443675</td>\n",
+       "      <td>3523.437707</td>\n",
+       "      <td>0.380738</td>\n",
+       "      <td>5717.320268</td>\n",
+       "      <td>-0.004848</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>4866.932199</td>\n",
+       "      <td>0.144612</td>\n",
+       "      <td>4899.739724</td>\n",
+       "      <td>0.138846</td>\n",
+       "      <td>4783.145411</td>\n",
+       "      <td>0.159338</td>\n",
+       "      <td>4816.397287</td>\n",
+       "      <td>0.153494</td>\n",
+       "      <td>5107.078897</td>\n",
+       "      <td>0.102405</td>\n",
+       "      <td>5258.638693</td>\n",
+       "      <td>0.075768</td>\n",
+       "      <td>5416.790211</td>\n",
+       "      <td>0.047972</td>\n",
+       "      <td>5834.369177</td>\n",
+       "      <td>-0.025420</td>\n",
+       "      <td>4705.225488</td>\n",
+       "      <td>0.173033</td>\n",
+       "      <td>5882.396688</td>\n",
+       "      <td>-0.033861</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3471.864640</td>\n",
+       "      <td>0.389802</td>\n",
+       "      <td>3486.333001</td>\n",
+       "      <td>0.387259</td>\n",
+       "      <td>3611.243736</td>\n",
+       "      <td>0.365306</td>\n",
+       "      <td>3705.911667</td>\n",
+       "      <td>0.348667</td>\n",
+       "      <td>3733.439437</td>\n",
+       "      <td>0.343829</td>\n",
+       "      <td>3723.835992</td>\n",
+       "      <td>0.345517</td>\n",
+       "      <td>3612.080540</td>\n",
+       "      <td>0.365159</td>\n",
+       "      <td>3593.612817</td>\n",
+       "      <td>0.368405</td>\n",
+       "      <td>3649.438374</td>\n",
+       "      <td>0.358593</td>\n",
+       "      <td>5703.860350</td>\n",
+       "      <td>-0.002482</td>\n",
+       "      <td>2.991520</td>\n",
+       "      <td>5690.855277</td>\n",
+       "      <td>-0.000196</td>\n",
+       "      <td>5986.662287</td>\n",
+       "      <td>-0.052186</td>\n",
+       "      <td>6158.925678</td>\n",
+       "      <td>-0.082462</td>\n",
+       "      <td>6203.819782</td>\n",
+       "      <td>-0.090352</td>\n",
+       "      <td>6178.406573</td>\n",
+       "      <td>-0.085886</td>\n",
+       "      <td>5951.580659</td>\n",
+       "      <td>-0.046020</td>\n",
+       "      <td>5760.578266</td>\n",
+       "      <td>-0.012451</td>\n",
+       "      <td>5236.251340</td>\n",
+       "      <td>0.079703</td>\n",
+       "      <td>4681.276775</td>\n",
+       "      <td>0.177242</td>\n",
+       "      <td>3850.883830</td>\n",
+       "      <td>0.323188</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>5697.087768</td>\n",
+       "      <td>-0.001292</td>\n",
+       "      <td>7731.277811</td>\n",
+       "      <td>-0.358811</td>\n",
+       "      <td>8594.954336</td>\n",
+       "      <td>-0.510606</td>\n",
+       "      <td>8293.794298</td>\n",
+       "      <td>-0.457676</td>\n",
+       "      <td>7645.455972</td>\n",
+       "      <td>-0.343727</td>\n",
+       "      <td>7383.180729</td>\n",
+       "      <td>-0.297631</td>\n",
+       "      <td>6999.911882</td>\n",
+       "      <td>-0.230270</td>\n",
+       "      <td>6051.225123</td>\n",
+       "      <td>-0.063533</td>\n",
+       "      <td>5284.335387</td>\n",
+       "      <td>0.071252</td>\n",
+       "      <td>3861.037265</td>\n",
+       "      <td>0.321403</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>5927.974713</td>\n",
+       "      <td>-0.041871</td>\n",
+       "      <td>6749.325244</td>\n",
+       "      <td>-0.186228</td>\n",
+       "      <td>6845.593048</td>\n",
+       "      <td>-0.203147</td>\n",
+       "      <td>6878.336059</td>\n",
+       "      <td>-0.208902</td>\n",
+       "      <td>6901.019021</td>\n",
+       "      <td>-0.212889</td>\n",
+       "      <td>6778.178000</td>\n",
+       "      <td>-0.191299</td>\n",
+       "      <td>6726.076565</td>\n",
+       "      <td>-0.182142</td>\n",
+       "      <td>5862.757334</td>\n",
+       "      <td>-0.030409</td>\n",
+       "      <td>5582.142464</td>\n",
+       "      <td>0.018910</td>\n",
+       "      <td>4914.607973</td>\n",
+       "      <td>0.136233</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5692.961661</td>\n",
+       "      <td>-0.000567</td>\n",
+       "      <td>6283.797269</td>\n",
+       "      <td>-0.104409</td>\n",
+       "      <td>6605.318062</td>\n",
+       "      <td>-0.160918</td>\n",
+       "      <td>6633.938056</td>\n",
+       "      <td>-0.165948</td>\n",
+       "      <td>6540.513150</td>\n",
+       "      <td>-0.149528</td>\n",
+       "      <td>6278.642720</td>\n",
+       "      <td>-0.103503</td>\n",
+       "      <td>6031.687238</td>\n",
+       "      <td>-0.060099</td>\n",
+       "      <td>5428.249210</td>\n",
+       "      <td>0.045958</td>\n",
+       "      <td>4773.786804</td>\n",
+       "      <td>0.160983</td>\n",
+       "      <td>3708.604262</td>\n",
+       "      <td>0.348194</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3.105442</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>3387.684689</td>\n",
+       "      <td>0.323568</td>\n",
+       "      <td>3534.123014</td>\n",
+       "      <td>0.294328</td>\n",
+       "      <td>3600.170374</td>\n",
+       "      <td>0.281141</td>\n",
+       "      <td>3639.511782</td>\n",
+       "      <td>0.273285</td>\n",
+       "      <td>3708.990664</td>\n",
+       "      <td>0.259412</td>\n",
+       "      <td>3697.531197</td>\n",
+       "      <td>0.261700</td>\n",
+       "      <td>3660.936882</td>\n",
+       "      <td>0.269007</td>\n",
+       "      <td>3722.992497</td>\n",
+       "      <td>0.256616</td>\n",
+       "      <td>3600.200177</td>\n",
+       "      <td>0.281135</td>\n",
+       "      <td>5045.942083</td>\n",
+       "      <td>-0.007542</td>\n",
+       "      <td>2812.181431</td>\n",
+       "      <td>0.438481</td>\n",
+       "      <td>3884.401258</td>\n",
+       "      <td>0.224387</td>\n",
+       "      <td>4569.781011</td>\n",
+       "      <td>0.087535</td>\n",
+       "      <td>4483.194097</td>\n",
+       "      <td>0.104824</td>\n",
+       "      <td>4212.058512</td>\n",
+       "      <td>0.158963</td>\n",
+       "      <td>4001.133135</td>\n",
+       "      <td>0.201079</td>\n",
+       "      <td>4050.476546</td>\n",
+       "      <td>0.191226</td>\n",
+       "      <td>3768.240194</td>\n",
+       "      <td>0.247581</td>\n",
+       "      <td>3309.405271</td>\n",
+       "      <td>0.339199</td>\n",
+       "      <td>3316.099239</td>\n",
+       "      <td>0.337862</td>\n",
+       "      <td>5091.119263</td>\n",
+       "      <td>-0.016563</td>\n",
+       "      <td>4334.561660</td>\n",
+       "      <td>0.134502</td>\n",
+       "      <td>4524.143914</td>\n",
+       "      <td>0.096647</td>\n",
+       "      <td>4766.258375</td>\n",
+       "      <td>0.048303</td>\n",
+       "      <td>4510.954941</td>\n",
+       "      <td>0.099281</td>\n",
+       "      <td>4554.623897</td>\n",
+       "      <td>0.090561</td>\n",
+       "      <td>4880.692484</td>\n",
+       "      <td>0.025454</td>\n",
+       "      <td>5006.056321</td>\n",
+       "      <td>0.000422</td>\n",
+       "      <td>4922.411384</td>\n",
+       "      <td>0.017124</td>\n",
+       "      <td>5301.392822</td>\n",
+       "      <td>-0.058549</td>\n",
+       "      <td>4150.807298</td>\n",
+       "      <td>0.171193</td>\n",
+       "      <td>5108.658749</td>\n",
+       "      <td>-0.020065</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>3326.873177</td>\n",
+       "      <td>0.335711</td>\n",
+       "      <td>3561.858993</td>\n",
+       "      <td>0.288790</td>\n",
+       "      <td>3645.611207</td>\n",
+       "      <td>0.272067</td>\n",
+       "      <td>3702.007841</td>\n",
+       "      <td>0.260806</td>\n",
+       "      <td>3755.917945</td>\n",
+       "      <td>0.250042</td>\n",
+       "      <td>3731.923076</td>\n",
+       "      <td>0.254833</td>\n",
+       "      <td>3613.207121</td>\n",
+       "      <td>0.278537</td>\n",
+       "      <td>3515.520108</td>\n",
+       "      <td>0.298043</td>\n",
+       "      <td>3320.013305</td>\n",
+       "      <td>0.337081</td>\n",
+       "      <td>5066.139070</td>\n",
+       "      <td>-0.011575</td>\n",
+       "      <td>3.190413</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>3</th>\n",
        "      <td>NaN</td>\n",
        "      <td>keep_all_rows</td>\n",
        "      <td>0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
        "      <td>0.33</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>False</td>\n",
+       "      <td>42</td>\n",
        "      <td>NaN</td>\n",
        "      <td>oob</td>\n",
-       "      <td>test</td>\n",
        "      <td>RF</td>\n",
-       "      <td>LFI_with_raw_OOB_RF</td>\n",
-       "      <td>train-test</td>\n",
+       "      <td>LFI_fit_on_OOB_RF</td>\n",
        "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
        "      <td>10</td>\n",
-       "      <td>7</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
        "      <td>146</td>\n",
-       "      <td>3015.657705</td>\n",
-       "      <td>0.493287</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3332</td>\n",
+       "      <td>7.152557e-07</td>\n",
+       "      <td>1560.226278</td>\n",
+       "      <td>0.748821</td>\n",
+       "      <td>1204.904752</td>\n",
+       "      <td>0.806024</td>\n",
+       "      <td>983.631167</td>\n",
+       "      <td>0.841646</td>\n",
+       "      <td>911.860444</td>\n",
+       "      <td>0.853201</td>\n",
+       "      <td>871.787720</td>\n",
+       "      <td>0.859652</td>\n",
+       "      <td>936.443478</td>\n",
+       "      <td>0.849243</td>\n",
+       "      <td>997.771935</td>\n",
+       "      <td>0.839370</td>\n",
+       "      <td>1139.542091</td>\n",
+       "      <td>0.816546</td>\n",
+       "      <td>1633.265532</td>\n",
+       "      <td>0.737062</td>\n",
+       "      <td>3170.142087</td>\n",
+       "      <td>0.489642</td>\n",
+       "      <td>6217.761101</td>\n",
+       "      <td>-0.000990</td>\n",
+       "      <td>2773.786252</td>\n",
+       "      <td>0.553451</td>\n",
+       "      <td>1996.331770</td>\n",
+       "      <td>0.678613</td>\n",
+       "      <td>1775.825247</td>\n",
+       "      <td>0.714112</td>\n",
+       "      <td>1832.173829</td>\n",
+       "      <td>0.705040</td>\n",
+       "      <td>1959.156449</td>\n",
+       "      <td>0.684598</td>\n",
+       "      <td>2102.410892</td>\n",
+       "      <td>0.661535</td>\n",
+       "      <td>2083.256160</td>\n",
+       "      <td>0.664619</td>\n",
+       "      <td>2047.378904</td>\n",
+       "      <td>0.670395</td>\n",
+       "      <td>2085.789177</td>\n",
+       "      <td>0.664211</td>\n",
+       "      <td>3041.524062</td>\n",
+       "      <td>0.510349</td>\n",
+       "      <td>6241.224187</td>\n",
+       "      <td>-0.004768</td>\n",
+       "      <td>0.001407</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>460.383084</td>\n",
+       "      <td>0.925883</td>\n",
+       "      <td>427.197907</td>\n",
+       "      <td>0.931226</td>\n",
+       "      <td>489.674146</td>\n",
+       "      <td>0.921168</td>\n",
+       "      <td>578.206053</td>\n",
+       "      <td>0.906915</td>\n",
+       "      <td>589.688779</td>\n",
+       "      <td>0.905067</td>\n",
+       "      <td>635.663240</td>\n",
+       "      <td>0.897665</td>\n",
+       "      <td>751.386573</td>\n",
+       "      <td>0.879035</td>\n",
+       "      <td>1262.128631</td>\n",
+       "      <td>0.796811</td>\n",
+       "      <td>3236.102932</td>\n",
+       "      <td>0.479023</td>\n",
+       "      <td>6399.030428</td>\n",
+       "      <td>-0.030173</td>\n",
+       "      <td>1755.232030</td>\n",
+       "      <td>0.717427</td>\n",
+       "      <td>1225.954937</td>\n",
+       "      <td>0.802635</td>\n",
+       "      <td>985.284510</td>\n",
+       "      <td>0.841380</td>\n",
+       "      <td>949.832815</td>\n",
+       "      <td>0.847087</td>\n",
+       "      <td>937.209307</td>\n",
+       "      <td>0.849120</td>\n",
+       "      <td>1010.783840</td>\n",
+       "      <td>0.837275</td>\n",
+       "      <td>1056.105663</td>\n",
+       "      <td>0.829979</td>\n",
+       "      <td>1162.783711</td>\n",
+       "      <td>0.812805</td>\n",
+       "      <td>1514.737757</td>\n",
+       "      <td>0.756144</td>\n",
+       "      <td>2773.211638</td>\n",
+       "      <td>0.553544</td>\n",
+       "      <td>6227.196584</td>\n",
+       "      <td>-0.002509</td>\n",
+       "      <td>2.990132</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>3800.644079</td>\n",
+       "      <td>0.332018</td>\n",
+       "      <td>3906.801199</td>\n",
+       "      <td>0.313360</td>\n",
+       "      <td>3804.371109</td>\n",
+       "      <td>0.331363</td>\n",
+       "      <td>3875.535756</td>\n",
+       "      <td>0.318855</td>\n",
+       "      <td>3922.961319</td>\n",
+       "      <td>0.310520</td>\n",
+       "      <td>3852.735276</td>\n",
+       "      <td>0.322862</td>\n",
+       "      <td>3886.957778</td>\n",
+       "      <td>0.316848</td>\n",
+       "      <td>4009.534694</td>\n",
+       "      <td>0.295304</td>\n",
+       "      <td>4107.088223</td>\n",
+       "      <td>0.278159</td>\n",
+       "      <td>5694.982647</td>\n",
+       "      <td>-0.000922</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>3353.017924</td>\n",
+       "      <td>0.410690</td>\n",
+       "      <td>3598.856082</td>\n",
+       "      <td>0.367483</td>\n",
+       "      <td>3217.562079</td>\n",
+       "      <td>0.434497</td>\n",
+       "      <td>3349.323334</td>\n",
+       "      <td>0.411340</td>\n",
+       "      <td>3219.002947</td>\n",
+       "      <td>0.434244</td>\n",
+       "      <td>3216.134430</td>\n",
+       "      <td>0.434748</td>\n",
+       "      <td>3117.622733</td>\n",
+       "      <td>0.452062</td>\n",
+       "      <td>3362.944815</td>\n",
+       "      <td>0.408946</td>\n",
+       "      <td>3663.553880</td>\n",
+       "      <td>0.356112</td>\n",
+       "      <td>5717.320268</td>\n",
+       "      <td>-0.004848</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5221.624403</td>\n",
+       "      <td>0.082273</td>\n",
+       "      <td>5425.987457</td>\n",
+       "      <td>0.046355</td>\n",
+       "      <td>5253.502691</td>\n",
+       "      <td>0.076671</td>\n",
+       "      <td>5409.522899</td>\n",
+       "      <td>0.049249</td>\n",
+       "      <td>5488.709082</td>\n",
+       "      <td>0.035332</td>\n",
+       "      <td>5497.980328</td>\n",
+       "      <td>0.033702</td>\n",
+       "      <td>5527.674806</td>\n",
+       "      <td>0.028483</td>\n",
+       "      <td>5498.148181</td>\n",
+       "      <td>0.033673</td>\n",
+       "      <td>4920.017006</td>\n",
+       "      <td>0.135282</td>\n",
+       "      <td>5882.396688</td>\n",
+       "      <td>-0.033861</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3571.261418</td>\n",
+       "      <td>0.372333</td>\n",
+       "      <td>3703.628917</td>\n",
+       "      <td>0.349069</td>\n",
+       "      <td>3510.163300</td>\n",
+       "      <td>0.383071</td>\n",
+       "      <td>3616.782768</td>\n",
+       "      <td>0.364332</td>\n",
+       "      <td>3685.075055</td>\n",
+       "      <td>0.352330</td>\n",
+       "      <td>3583.982527</td>\n",
+       "      <td>0.370097</td>\n",
+       "      <td>3578.599664</td>\n",
+       "      <td>0.371043</td>\n",
+       "      <td>3655.844760</td>\n",
+       "      <td>0.357467</td>\n",
+       "      <td>3739.161349</td>\n",
+       "      <td>0.342824</td>\n",
+       "      <td>5703.860350</td>\n",
+       "      <td>-0.002482</td>\n",
+       "      <td>2.966910</td>\n",
+       "      <td>5690.855277</td>\n",
+       "      <td>-0.000196</td>\n",
+       "      <td>5873.796183</td>\n",
+       "      <td>-0.032349</td>\n",
+       "      <td>5840.046470</td>\n",
+       "      <td>-0.026417</td>\n",
+       "      <td>5908.717202</td>\n",
+       "      <td>-0.038487</td>\n",
+       "      <td>5866.125428</td>\n",
+       "      <td>-0.031001</td>\n",
+       "      <td>5775.753585</td>\n",
+       "      <td>-0.015118</td>\n",
+       "      <td>5561.415579</td>\n",
+       "      <td>0.022553</td>\n",
+       "      <td>5144.463387</td>\n",
+       "      <td>0.095835</td>\n",
+       "      <td>4484.077396</td>\n",
+       "      <td>0.211901</td>\n",
+       "      <td>3770.743766</td>\n",
+       "      <td>0.337273</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>5697.087768</td>\n",
+       "      <td>-0.001292</td>\n",
+       "      <td>5618.329931</td>\n",
+       "      <td>0.012550</td>\n",
+       "      <td>5412.395087</td>\n",
+       "      <td>0.048744</td>\n",
+       "      <td>5782.479655</td>\n",
+       "      <td>-0.016300</td>\n",
+       "      <td>6096.084306</td>\n",
+       "      <td>-0.071417</td>\n",
+       "      <td>6392.071549</td>\n",
+       "      <td>-0.123439</td>\n",
+       "      <td>6149.281822</td>\n",
+       "      <td>-0.080767</td>\n",
+       "      <td>5930.658400</td>\n",
+       "      <td>-0.042343</td>\n",
+       "      <td>5066.256675</td>\n",
+       "      <td>0.109580</td>\n",
+       "      <td>3852.270404</td>\n",
+       "      <td>0.322944</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>5927.974713</td>\n",
+       "      <td>-0.041871</td>\n",
+       "      <td>6061.779926</td>\n",
+       "      <td>-0.065388</td>\n",
+       "      <td>6367.572188</td>\n",
+       "      <td>-0.119133</td>\n",
+       "      <td>6396.907148</td>\n",
+       "      <td>-0.124289</td>\n",
+       "      <td>6655.406136</td>\n",
+       "      <td>-0.169721</td>\n",
+       "      <td>6568.467442</td>\n",
+       "      <td>-0.154441</td>\n",
+       "      <td>6088.197100</td>\n",
+       "      <td>-0.070031</td>\n",
+       "      <td>5701.841851</td>\n",
+       "      <td>-0.002127</td>\n",
+       "      <td>5075.965919</td>\n",
+       "      <td>0.107874</td>\n",
+       "      <td>4818.588697</td>\n",
+       "      <td>0.153109</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5692.961661</td>\n",
+       "      <td>-0.000567</td>\n",
+       "      <td>5857.228756</td>\n",
+       "      <td>-0.029437</td>\n",
+       "      <td>5823.060851</td>\n",
+       "      <td>-0.023432</td>\n",
+       "      <td>5886.458046</td>\n",
+       "      <td>-0.034575</td>\n",
+       "      <td>5893.321324</td>\n",
+       "      <td>-0.035781</td>\n",
+       "      <td>5777.273350</td>\n",
+       "      <td>-0.015385</td>\n",
+       "      <td>5563.638180</td>\n",
+       "      <td>0.022163</td>\n",
+       "      <td>5170.035694</td>\n",
+       "      <td>0.091340</td>\n",
+       "      <td>4549.568875</td>\n",
+       "      <td>0.200390</td>\n",
+       "      <td>3623.593391</td>\n",
+       "      <td>0.363135</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3.104165</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>3516.390182</td>\n",
+       "      <td>0.297869</td>\n",
+       "      <td>3675.468895</td>\n",
+       "      <td>0.266105</td>\n",
+       "      <td>3712.231287</td>\n",
+       "      <td>0.258765</td>\n",
+       "      <td>3654.463602</td>\n",
+       "      <td>0.270300</td>\n",
+       "      <td>3664.767231</td>\n",
+       "      <td>0.268242</td>\n",
+       "      <td>3706.921036</td>\n",
+       "      <td>0.259825</td>\n",
+       "      <td>3625.651668</td>\n",
+       "      <td>0.276053</td>\n",
+       "      <td>3656.873557</td>\n",
+       "      <td>0.269818</td>\n",
+       "      <td>3701.203765</td>\n",
+       "      <td>0.260967</td>\n",
+       "      <td>5045.942083</td>\n",
+       "      <td>-0.007542</td>\n",
+       "      <td>2812.181431</td>\n",
+       "      <td>0.438481</td>\n",
+       "      <td>3338.764129</td>\n",
+       "      <td>0.333337</td>\n",
+       "      <td>3569.437220</td>\n",
+       "      <td>0.287277</td>\n",
+       "      <td>3307.486722</td>\n",
+       "      <td>0.339582</td>\n",
+       "      <td>3417.631791</td>\n",
+       "      <td>0.317589</td>\n",
+       "      <td>3449.017350</td>\n",
+       "      <td>0.311322</td>\n",
+       "      <td>3556.338175</td>\n",
+       "      <td>0.289893</td>\n",
+       "      <td>3300.256441</td>\n",
+       "      <td>0.341025</td>\n",
+       "      <td>3292.521244</td>\n",
+       "      <td>0.342570</td>\n",
+       "      <td>3417.153161</td>\n",
+       "      <td>0.317684</td>\n",
+       "      <td>5091.119263</td>\n",
+       "      <td>-0.016563</td>\n",
+       "      <td>4334.561660</td>\n",
+       "      <td>0.134502</td>\n",
+       "      <td>4612.567123</td>\n",
+       "      <td>0.078992</td>\n",
+       "      <td>4839.681417</td>\n",
+       "      <td>0.033643</td>\n",
+       "      <td>4884.048692</td>\n",
+       "      <td>0.024784</td>\n",
+       "      <td>4925.059030</td>\n",
+       "      <td>0.016595</td>\n",
+       "      <td>4899.264049</td>\n",
+       "      <td>0.021746</td>\n",
+       "      <td>5087.225013</td>\n",
+       "      <td>-0.015785</td>\n",
+       "      <td>5089.029683</td>\n",
+       "      <td>-0.016146</td>\n",
+       "      <td>5042.049269</td>\n",
+       "      <td>-0.006765</td>\n",
+       "      <td>4531.611867</td>\n",
+       "      <td>0.095156</td>\n",
+       "      <td>5108.658749</td>\n",
+       "      <td>-0.020065</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>3372.726630</td>\n",
+       "      <td>0.326555</td>\n",
+       "      <td>3571.439453</td>\n",
+       "      <td>0.286877</td>\n",
+       "      <td>3562.836728</td>\n",
+       "      <td>0.288595</td>\n",
+       "      <td>3534.701787</td>\n",
+       "      <td>0.294213</td>\n",
+       "      <td>3583.094001</td>\n",
+       "      <td>0.284550</td>\n",
+       "      <td>3585.022514</td>\n",
+       "      <td>0.284165</td>\n",
+       "      <td>3450.743171</td>\n",
+       "      <td>0.310977</td>\n",
+       "      <td>3436.433191</td>\n",
+       "      <td>0.313835</td>\n",
+       "      <td>3436.462807</td>\n",
+       "      <td>0.313829</td>\n",
+       "      <td>5066.139070</td>\n",
+       "      <td>-0.011575</td>\n",
+       "      <td>3.190980</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
        "      <td>NaN</td>\n",
+       "      <td>keep_all_rows</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>42</td>\n",
+       "      <td>False</td>\n",
+       "      <td>inbag</td>\n",
+       "      <td>RF</td>\n",
+       "      <td>LFI_fit_on_inbag_RF</td>\n",
+       "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
+       "      <td>146</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3332</td>\n",
+       "      <td>1.553854e+00</td>\n",
+       "      <td>1560.226278</td>\n",
+       "      <td>0.748821</td>\n",
+       "      <td>1204.904752</td>\n",
+       "      <td>0.806024</td>\n",
+       "      <td>983.631167</td>\n",
+       "      <td>0.841646</td>\n",
+       "      <td>911.860444</td>\n",
+       "      <td>0.853201</td>\n",
+       "      <td>871.787720</td>\n",
+       "      <td>0.859652</td>\n",
+       "      <td>936.443478</td>\n",
+       "      <td>0.849243</td>\n",
+       "      <td>997.771935</td>\n",
+       "      <td>0.839370</td>\n",
+       "      <td>1139.542091</td>\n",
+       "      <td>0.816546</td>\n",
+       "      <td>1633.265532</td>\n",
+       "      <td>0.737062</td>\n",
+       "      <td>3170.142087</td>\n",
+       "      <td>0.489642</td>\n",
+       "      <td>6217.761101</td>\n",
+       "      <td>-0.000990</td>\n",
+       "      <td>2773.786252</td>\n",
+       "      <td>0.553451</td>\n",
+       "      <td>1996.331770</td>\n",
+       "      <td>0.678613</td>\n",
+       "      <td>1775.825247</td>\n",
+       "      <td>0.714112</td>\n",
+       "      <td>1832.173829</td>\n",
+       "      <td>0.705040</td>\n",
+       "      <td>1959.156449</td>\n",
+       "      <td>0.684598</td>\n",
+       "      <td>2102.410892</td>\n",
+       "      <td>0.661535</td>\n",
+       "      <td>2083.256160</td>\n",
+       "      <td>0.664619</td>\n",
+       "      <td>2047.378904</td>\n",
+       "      <td>0.670395</td>\n",
+       "      <td>2085.789177</td>\n",
+       "      <td>0.664211</td>\n",
+       "      <td>3041.524062</td>\n",
+       "      <td>0.510349</td>\n",
+       "      <td>6241.224187</td>\n",
+       "      <td>-0.004768</td>\n",
+       "      <td>0.001407</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>460.383084</td>\n",
+       "      <td>0.925883</td>\n",
+       "      <td>427.197907</td>\n",
+       "      <td>0.931226</td>\n",
+       "      <td>489.674146</td>\n",
+       "      <td>0.921168</td>\n",
+       "      <td>578.206053</td>\n",
+       "      <td>0.906915</td>\n",
+       "      <td>589.688779</td>\n",
+       "      <td>0.905067</td>\n",
+       "      <td>635.663240</td>\n",
+       "      <td>0.897665</td>\n",
+       "      <td>751.386573</td>\n",
+       "      <td>0.879035</td>\n",
+       "      <td>1262.128631</td>\n",
+       "      <td>0.796811</td>\n",
+       "      <td>3236.102932</td>\n",
+       "      <td>0.479023</td>\n",
+       "      <td>6399.030428</td>\n",
+       "      <td>-0.030173</td>\n",
+       "      <td>1755.232030</td>\n",
+       "      <td>0.717427</td>\n",
+       "      <td>1225.954937</td>\n",
+       "      <td>0.802635</td>\n",
+       "      <td>985.284510</td>\n",
+       "      <td>0.841380</td>\n",
+       "      <td>949.832815</td>\n",
+       "      <td>0.847087</td>\n",
+       "      <td>937.209307</td>\n",
+       "      <td>0.849120</td>\n",
+       "      <td>1010.783840</td>\n",
+       "      <td>0.837275</td>\n",
+       "      <td>1056.105663</td>\n",
+       "      <td>0.829979</td>\n",
+       "      <td>1162.783711</td>\n",
+       "      <td>0.812805</td>\n",
+       "      <td>1514.737757</td>\n",
+       "      <td>0.756144</td>\n",
+       "      <td>2773.211638</td>\n",
+       "      <td>0.553544</td>\n",
+       "      <td>6227.196584</td>\n",
+       "      <td>-0.002509</td>\n",
+       "      <td>2.981433</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>3800.644079</td>\n",
+       "      <td>0.332018</td>\n",
+       "      <td>3906.801199</td>\n",
+       "      <td>0.313360</td>\n",
+       "      <td>3804.371109</td>\n",
+       "      <td>0.331363</td>\n",
+       "      <td>3875.535756</td>\n",
+       "      <td>0.318855</td>\n",
+       "      <td>3922.961319</td>\n",
+       "      <td>0.310520</td>\n",
+       "      <td>3852.735276</td>\n",
+       "      <td>0.322862</td>\n",
+       "      <td>3886.957778</td>\n",
+       "      <td>0.316848</td>\n",
+       "      <td>4009.534694</td>\n",
+       "      <td>0.295304</td>\n",
+       "      <td>4107.088223</td>\n",
+       "      <td>0.278159</td>\n",
+       "      <td>5694.982647</td>\n",
+       "      <td>-0.000922</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>3353.017924</td>\n",
+       "      <td>0.410690</td>\n",
+       "      <td>3598.856082</td>\n",
+       "      <td>0.367483</td>\n",
+       "      <td>3217.562079</td>\n",
+       "      <td>0.434497</td>\n",
+       "      <td>3349.323334</td>\n",
+       "      <td>0.411340</td>\n",
+       "      <td>3219.002947</td>\n",
+       "      <td>0.434244</td>\n",
+       "      <td>3216.134430</td>\n",
+       "      <td>0.434748</td>\n",
+       "      <td>3117.622733</td>\n",
+       "      <td>0.452062</td>\n",
+       "      <td>3362.944815</td>\n",
+       "      <td>0.408946</td>\n",
+       "      <td>3663.553880</td>\n",
+       "      <td>0.356112</td>\n",
+       "      <td>5717.320268</td>\n",
+       "      <td>-0.004848</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5221.624403</td>\n",
+       "      <td>0.082273</td>\n",
+       "      <td>5425.987457</td>\n",
+       "      <td>0.046355</td>\n",
+       "      <td>5253.502691</td>\n",
+       "      <td>0.076671</td>\n",
+       "      <td>5409.522899</td>\n",
+       "      <td>0.049249</td>\n",
+       "      <td>5488.709082</td>\n",
+       "      <td>0.035332</td>\n",
+       "      <td>5497.980328</td>\n",
+       "      <td>0.033702</td>\n",
+       "      <td>5527.674806</td>\n",
+       "      <td>0.028483</td>\n",
+       "      <td>5498.148181</td>\n",
+       "      <td>0.033673</td>\n",
+       "      <td>4920.017006</td>\n",
+       "      <td>0.135282</td>\n",
+       "      <td>5882.396688</td>\n",
+       "      <td>-0.033861</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3571.261418</td>\n",
+       "      <td>0.372333</td>\n",
+       "      <td>3703.628917</td>\n",
+       "      <td>0.349069</td>\n",
+       "      <td>3510.163300</td>\n",
+       "      <td>0.383071</td>\n",
+       "      <td>3616.782768</td>\n",
+       "      <td>0.364332</td>\n",
+       "      <td>3685.075055</td>\n",
+       "      <td>0.352330</td>\n",
+       "      <td>3583.982527</td>\n",
+       "      <td>0.370097</td>\n",
+       "      <td>3578.599664</td>\n",
+       "      <td>0.371043</td>\n",
+       "      <td>3655.844760</td>\n",
+       "      <td>0.357467</td>\n",
+       "      <td>3739.161349</td>\n",
+       "      <td>0.342824</td>\n",
+       "      <td>5703.860350</td>\n",
+       "      <td>-0.002482</td>\n",
+       "      <td>2.978796</td>\n",
+       "      <td>5690.855277</td>\n",
+       "      <td>-0.000196</td>\n",
+       "      <td>5873.796183</td>\n",
+       "      <td>-0.032349</td>\n",
+       "      <td>5840.046470</td>\n",
+       "      <td>-0.026417</td>\n",
+       "      <td>5908.717202</td>\n",
+       "      <td>-0.038487</td>\n",
+       "      <td>5866.125428</td>\n",
+       "      <td>-0.031001</td>\n",
+       "      <td>5775.753585</td>\n",
+       "      <td>-0.015118</td>\n",
+       "      <td>5561.415579</td>\n",
+       "      <td>0.022553</td>\n",
+       "      <td>5144.463387</td>\n",
+       "      <td>0.095835</td>\n",
+       "      <td>4484.077396</td>\n",
+       "      <td>0.211901</td>\n",
+       "      <td>3770.743766</td>\n",
+       "      <td>0.337273</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>5697.087768</td>\n",
+       "      <td>-0.001292</td>\n",
+       "      <td>5618.329931</td>\n",
+       "      <td>0.012550</td>\n",
+       "      <td>5412.395087</td>\n",
+       "      <td>0.048744</td>\n",
+       "      <td>5782.479655</td>\n",
+       "      <td>-0.016300</td>\n",
+       "      <td>6096.084306</td>\n",
+       "      <td>-0.071417</td>\n",
+       "      <td>6392.071549</td>\n",
+       "      <td>-0.123439</td>\n",
+       "      <td>6149.281822</td>\n",
+       "      <td>-0.080767</td>\n",
+       "      <td>5930.658400</td>\n",
+       "      <td>-0.042343</td>\n",
+       "      <td>5066.256675</td>\n",
+       "      <td>0.109580</td>\n",
+       "      <td>3852.270404</td>\n",
+       "      <td>0.322944</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>5927.974713</td>\n",
+       "      <td>-0.041871</td>\n",
+       "      <td>6061.779926</td>\n",
+       "      <td>-0.065388</td>\n",
+       "      <td>6367.572188</td>\n",
+       "      <td>-0.119133</td>\n",
+       "      <td>6396.907148</td>\n",
+       "      <td>-0.124289</td>\n",
+       "      <td>6655.406136</td>\n",
+       "      <td>-0.169721</td>\n",
+       "      <td>6568.467442</td>\n",
+       "      <td>-0.154441</td>\n",
+       "      <td>6088.197100</td>\n",
+       "      <td>-0.070031</td>\n",
+       "      <td>5701.841851</td>\n",
+       "      <td>-0.002127</td>\n",
+       "      <td>5075.965919</td>\n",
+       "      <td>0.107874</td>\n",
+       "      <td>4818.588697</td>\n",
+       "      <td>0.153109</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5692.961661</td>\n",
+       "      <td>-0.000567</td>\n",
+       "      <td>5857.228756</td>\n",
+       "      <td>-0.029437</td>\n",
+       "      <td>5823.060851</td>\n",
+       "      <td>-0.023432</td>\n",
+       "      <td>5886.458046</td>\n",
+       "      <td>-0.034575</td>\n",
+       "      <td>5893.321324</td>\n",
+       "      <td>-0.035781</td>\n",
+       "      <td>5777.273350</td>\n",
+       "      <td>-0.015385</td>\n",
+       "      <td>5563.638180</td>\n",
+       "      <td>0.022163</td>\n",
+       "      <td>5170.035694</td>\n",
+       "      <td>0.091340</td>\n",
+       "      <td>4549.568875</td>\n",
+       "      <td>0.200390</td>\n",
+       "      <td>3623.593391</td>\n",
+       "      <td>0.363135</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3.108740</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>3516.390182</td>\n",
+       "      <td>0.297869</td>\n",
+       "      <td>3675.468895</td>\n",
+       "      <td>0.266105</td>\n",
+       "      <td>3712.231287</td>\n",
+       "      <td>0.258765</td>\n",
+       "      <td>3654.463602</td>\n",
+       "      <td>0.270300</td>\n",
+       "      <td>3664.767231</td>\n",
+       "      <td>0.268242</td>\n",
+       "      <td>3706.921036</td>\n",
+       "      <td>0.259825</td>\n",
+       "      <td>3625.651668</td>\n",
+       "      <td>0.276053</td>\n",
+       "      <td>3656.873557</td>\n",
+       "      <td>0.269818</td>\n",
+       "      <td>3701.203765</td>\n",
+       "      <td>0.260967</td>\n",
+       "      <td>5045.942083</td>\n",
+       "      <td>-0.007542</td>\n",
+       "      <td>2812.181431</td>\n",
+       "      <td>0.438481</td>\n",
+       "      <td>3338.764129</td>\n",
+       "      <td>0.333337</td>\n",
+       "      <td>3569.437220</td>\n",
+       "      <td>0.287277</td>\n",
+       "      <td>3307.486722</td>\n",
+       "      <td>0.339582</td>\n",
+       "      <td>3417.631791</td>\n",
+       "      <td>0.317589</td>\n",
+       "      <td>3449.017350</td>\n",
+       "      <td>0.311322</td>\n",
+       "      <td>3556.338175</td>\n",
+       "      <td>0.289893</td>\n",
+       "      <td>3300.256441</td>\n",
+       "      <td>0.341025</td>\n",
+       "      <td>3292.521244</td>\n",
+       "      <td>0.342570</td>\n",
+       "      <td>3417.153161</td>\n",
+       "      <td>0.317684</td>\n",
+       "      <td>5091.119263</td>\n",
+       "      <td>-0.016563</td>\n",
+       "      <td>4334.561660</td>\n",
+       "      <td>0.134502</td>\n",
+       "      <td>4612.567123</td>\n",
+       "      <td>0.078992</td>\n",
+       "      <td>4839.681417</td>\n",
+       "      <td>0.033643</td>\n",
+       "      <td>4884.048692</td>\n",
+       "      <td>0.024784</td>\n",
+       "      <td>4925.059030</td>\n",
+       "      <td>0.016595</td>\n",
+       "      <td>4899.264049</td>\n",
+       "      <td>0.021746</td>\n",
+       "      <td>5087.225013</td>\n",
+       "      <td>-0.015785</td>\n",
+       "      <td>5089.029683</td>\n",
+       "      <td>-0.016146</td>\n",
+       "      <td>5042.049269</td>\n",
+       "      <td>-0.006765</td>\n",
+       "      <td>4531.611867</td>\n",
+       "      <td>0.095156</td>\n",
+       "      <td>5108.658749</td>\n",
+       "      <td>-0.020065</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>3372.726630</td>\n",
+       "      <td>0.326555</td>\n",
+       "      <td>3571.439453</td>\n",
+       "      <td>0.286877</td>\n",
+       "      <td>3562.836728</td>\n",
+       "      <td>0.288595</td>\n",
+       "      <td>3534.701787</td>\n",
+       "      <td>0.294213</td>\n",
+       "      <td>3583.094001</td>\n",
+       "      <td>0.284550</td>\n",
+       "      <td>3585.022514</td>\n",
+       "      <td>0.284165</td>\n",
+       "      <td>3450.743171</td>\n",
+       "      <td>0.310977</td>\n",
+       "      <td>3436.433191</td>\n",
+       "      <td>0.313835</td>\n",
+       "      <td>3436.462807</td>\n",
+       "      <td>0.313829</td>\n",
+       "      <td>5066.139070</td>\n",
+       "      <td>-0.011575</td>\n",
+       "      <td>3.194187</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
        "      <td>NaN</td>\n",
+       "      <td>keep_all_rows</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>42</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>RF</td>\n",
+       "      <td>LIME_RF_plus</td>\n",
+       "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
+       "      <td>146</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3332</td>\n",
+       "      <td>1.261518e+02</td>\n",
+       "      <td>1560.226278</td>\n",
+       "      <td>0.748821</td>\n",
+       "      <td>3099.885567</td>\n",
+       "      <td>0.500953</td>\n",
+       "      <td>4473.900143</td>\n",
+       "      <td>0.279752</td>\n",
+       "      <td>5129.536759</td>\n",
+       "      <td>0.174202</td>\n",
+       "      <td>5467.741993</td>\n",
+       "      <td>0.119754</td>\n",
+       "      <td>5674.115921</td>\n",
+       "      <td>0.086531</td>\n",
+       "      <td>6047.626442</td>\n",
+       "      <td>0.026400</td>\n",
+       "      <td>6192.782101</td>\n",
+       "      <td>0.003031</td>\n",
+       "      <td>6223.725298</td>\n",
+       "      <td>-0.001950</td>\n",
+       "      <td>6229.025578</td>\n",
+       "      <td>-0.002804</td>\n",
+       "      <td>6217.761101</td>\n",
+       "      <td>-0.000990</td>\n",
+       "      <td>2773.786252</td>\n",
+       "      <td>0.553451</td>\n",
+       "      <td>4325.203829</td>\n",
+       "      <td>0.303690</td>\n",
+       "      <td>6102.137862</td>\n",
+       "      <td>0.017624</td>\n",
+       "      <td>6573.887428</td>\n",
+       "      <td>-0.058323</td>\n",
+       "      <td>6624.238212</td>\n",
+       "      <td>-0.066429</td>\n",
+       "      <td>6341.988700</td>\n",
+       "      <td>-0.020990</td>\n",
+       "      <td>6306.626551</td>\n",
+       "      <td>-0.015297</td>\n",
+       "      <td>6120.586264</td>\n",
+       "      <td>0.014654</td>\n",
+       "      <td>5937.480627</td>\n",
+       "      <td>0.044132</td>\n",
+       "      <td>6170.551747</td>\n",
+       "      <td>0.006610</td>\n",
+       "      <td>6241.224187</td>\n",
+       "      <td>-0.004768</td>\n",
+       "      <td>0.001407</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2865.035314</td>\n",
+       "      <td>0.538761</td>\n",
+       "      <td>5208.021761</td>\n",
+       "      <td>0.161567</td>\n",
+       "      <td>5736.287318</td>\n",
+       "      <td>0.076522</td>\n",
+       "      <td>5906.219960</td>\n",
+       "      <td>0.049164</td>\n",
+       "      <td>5776.760162</td>\n",
+       "      <td>0.070006</td>\n",
+       "      <td>6075.463240</td>\n",
+       "      <td>0.021918</td>\n",
+       "      <td>6405.069217</td>\n",
+       "      <td>-0.031145</td>\n",
+       "      <td>6382.236279</td>\n",
+       "      <td>-0.027469</td>\n",
+       "      <td>6446.071680</td>\n",
+       "      <td>-0.037746</td>\n",
+       "      <td>6399.030428</td>\n",
+       "      <td>-0.030173</td>\n",
+       "      <td>1755.232030</td>\n",
+       "      <td>0.717427</td>\n",
+       "      <td>3333.985637</td>\n",
+       "      <td>0.463265</td>\n",
+       "      <td>4844.514907</td>\n",
+       "      <td>0.220087</td>\n",
+       "      <td>5449.991355</td>\n",
+       "      <td>0.122612</td>\n",
+       "      <td>5679.216734</td>\n",
+       "      <td>0.085709</td>\n",
+       "      <td>5763.863392</td>\n",
+       "      <td>0.072082</td>\n",
+       "      <td>6064.635452</td>\n",
+       "      <td>0.023661</td>\n",
+       "      <td>6127.749135</td>\n",
+       "      <td>0.013501</td>\n",
+       "      <td>6137.830523</td>\n",
+       "      <td>0.011878</td>\n",
+       "      <td>6202.329501</td>\n",
+       "      <td>0.001494</td>\n",
+       "      <td>6227.196584</td>\n",
+       "      <td>-0.002509</td>\n",
+       "      <td>3.027545</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>4048.241358</td>\n",
+       "      <td>0.288501</td>\n",
+       "      <td>4729.482316</td>\n",
+       "      <td>0.168770</td>\n",
+       "      <td>5139.660820</td>\n",
+       "      <td>0.096679</td>\n",
+       "      <td>5383.474055</td>\n",
+       "      <td>0.053827</td>\n",
+       "      <td>5677.213710</td>\n",
+       "      <td>0.002201</td>\n",
+       "      <td>5870.877865</td>\n",
+       "      <td>-0.031836</td>\n",
+       "      <td>5830.906037</td>\n",
+       "      <td>-0.024811</td>\n",
+       "      <td>5751.261795</td>\n",
+       "      <td>-0.010813</td>\n",
+       "      <td>5679.168096</td>\n",
+       "      <td>0.001858</td>\n",
+       "      <td>5694.982647</td>\n",
+       "      <td>-0.000922</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>4108.063893</td>\n",
+       "      <td>0.277987</td>\n",
+       "      <td>5338.661961</td>\n",
+       "      <td>0.061703</td>\n",
+       "      <td>6428.849941</td>\n",
+       "      <td>-0.129903</td>\n",
+       "      <td>6287.122093</td>\n",
+       "      <td>-0.104993</td>\n",
+       "      <td>5890.963205</td>\n",
+       "      <td>-0.035366</td>\n",
+       "      <td>5659.611324</td>\n",
+       "      <td>0.005295</td>\n",
+       "      <td>5418.470287</td>\n",
+       "      <td>0.047677</td>\n",
+       "      <td>5643.797588</td>\n",
+       "      <td>0.008074</td>\n",
+       "      <td>5823.874055</td>\n",
+       "      <td>-0.023575</td>\n",
+       "      <td>5717.320268</td>\n",
+       "      <td>-0.004848</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5242.092923</td>\n",
+       "      <td>0.078676</td>\n",
+       "      <td>6206.183940</td>\n",
+       "      <td>-0.090768</td>\n",
+       "      <td>5973.253485</td>\n",
+       "      <td>-0.049829</td>\n",
+       "      <td>5824.264793</td>\n",
+       "      <td>-0.023644</td>\n",
+       "      <td>5791.508734</td>\n",
+       "      <td>-0.017887</td>\n",
+       "      <td>5745.419634</td>\n",
+       "      <td>-0.009786</td>\n",
+       "      <td>5859.804057</td>\n",
+       "      <td>-0.029890</td>\n",
+       "      <td>5789.304847</td>\n",
+       "      <td>-0.017499</td>\n",
+       "      <td>5815.335515</td>\n",
+       "      <td>-0.022074</td>\n",
+       "      <td>5882.396688</td>\n",
+       "      <td>-0.033861</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3976.135001</td>\n",
+       "      <td>0.301174</td>\n",
+       "      <td>4843.087855</td>\n",
+       "      <td>0.148803</td>\n",
+       "      <td>5331.431481</td>\n",
+       "      <td>0.062974</td>\n",
+       "      <td>5501.146959</td>\n",
+       "      <td>0.033146</td>\n",
+       "      <td>5711.727166</td>\n",
+       "      <td>-0.003865</td>\n",
+       "      <td>5814.682068</td>\n",
+       "      <td>-0.021960</td>\n",
+       "      <td>5711.880518</td>\n",
+       "      <td>-0.003892</td>\n",
+       "      <td>5707.560802</td>\n",
+       "      <td>-0.003132</td>\n",
+       "      <td>5691.898652</td>\n",
+       "      <td>-0.000380</td>\n",
+       "      <td>5703.860350</td>\n",
+       "      <td>-0.002482</td>\n",
+       "      <td>3.013968</td>\n",
+       "      <td>5690.855277</td>\n",
+       "      <td>-0.000196</td>\n",
+       "      <td>4086.216994</td>\n",
+       "      <td>0.281827</td>\n",
+       "      <td>3680.293160</td>\n",
+       "      <td>0.353170</td>\n",
+       "      <td>3660.019495</td>\n",
+       "      <td>0.356733</td>\n",
+       "      <td>3560.828599</td>\n",
+       "      <td>0.374166</td>\n",
+       "      <td>3502.334248</td>\n",
+       "      <td>0.384447</td>\n",
+       "      <td>3447.728353</td>\n",
+       "      <td>0.394044</td>\n",
+       "      <td>3431.559956</td>\n",
+       "      <td>0.396886</td>\n",
+       "      <td>3403.035941</td>\n",
+       "      <td>0.401899</td>\n",
+       "      <td>3441.301503</td>\n",
+       "      <td>0.395174</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>5697.087768</td>\n",
+       "      <td>-0.001292</td>\n",
+       "      <td>3572.904588</td>\n",
+       "      <td>0.372044</td>\n",
+       "      <td>2942.457541</td>\n",
+       "      <td>0.482848</td>\n",
+       "      <td>2871.082826</td>\n",
+       "      <td>0.495393</td>\n",
+       "      <td>2873.537803</td>\n",
+       "      <td>0.494961</td>\n",
+       "      <td>3074.482971</td>\n",
+       "      <td>0.459644</td>\n",
+       "      <td>3114.757048</td>\n",
+       "      <td>0.452566</td>\n",
+       "      <td>3234.426999</td>\n",
+       "      <td>0.431533</td>\n",
+       "      <td>3077.153296</td>\n",
+       "      <td>0.459175</td>\n",
+       "      <td>2926.359804</td>\n",
+       "      <td>0.485678</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>5927.974713</td>\n",
+       "      <td>-0.041871</td>\n",
+       "      <td>5246.691081</td>\n",
+       "      <td>0.077868</td>\n",
+       "      <td>5168.438902</td>\n",
+       "      <td>0.091621</td>\n",
+       "      <td>5139.623124</td>\n",
+       "      <td>0.096685</td>\n",
+       "      <td>4651.262483</td>\n",
+       "      <td>0.182517</td>\n",
+       "      <td>4744.715989</td>\n",
+       "      <td>0.166092</td>\n",
+       "      <td>4889.782431</td>\n",
+       "      <td>0.140596</td>\n",
+       "      <td>4754.159030</td>\n",
+       "      <td>0.164433</td>\n",
+       "      <td>4446.012689</td>\n",
+       "      <td>0.218591</td>\n",
+       "      <td>4565.780690</td>\n",
+       "      <td>0.197541</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5692.961661</td>\n",
+       "      <td>-0.000567</td>\n",
+       "      <td>3692.255312</td>\n",
+       "      <td>0.351068</td>\n",
+       "      <td>3249.450765</td>\n",
+       "      <td>0.428893</td>\n",
+       "      <td>3201.613924</td>\n",
+       "      <td>0.437300</td>\n",
+       "      <td>3062.135367</td>\n",
+       "      <td>0.461814</td>\n",
+       "      <td>3043.321233</td>\n",
+       "      <td>0.465121</td>\n",
+       "      <td>3057.768958</td>\n",
+       "      <td>0.462582</td>\n",
+       "      <td>3093.329710</td>\n",
+       "      <td>0.456332</td>\n",
+       "      <td>3048.554031</td>\n",
+       "      <td>0.464201</td>\n",
+       "      <td>3074.688192</td>\n",
+       "      <td>0.459608</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3.144127</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -516,79 +4137,1079 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
        "      <td>NaN</td>\n",
+       "      <td>keep_all_rows</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>42</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>224</td>\n",
-       "      <td>4847</td>\n",
-       "      <td>6229</td>\n",
-       "      <td>7033</td>\n",
-       "      <td>4246</td>\n",
-       "      <td>4462</td>\n",
-       "      <td>2467</td>\n",
-       "      <td>704</td>\n",
-       "      <td>6974</td>\n",
-       "      <td>7100</td>\n",
-       "      <td>2.991500</td>\n",
-       "      <td>3015.657705</td>\n",
-       "      <td>0.493287</td>\n",
-       "      <td>4403.317011</td>\n",
-       "      <td>0.260123</td>\n",
-       "      <td>5510.475704</td>\n",
-       "      <td>0.074090</td>\n",
-       "      <td>6062.766174</td>\n",
-       "      <td>-0.018710</td>\n",
-       "      <td>6420.107254</td>\n",
-       "      <td>-0.078753</td>\n",
-       "      <td>6550.611119</td>\n",
-       "      <td>-0.100681</td>\n",
-       "      <td>6699.697074</td>\n",
-       "      <td>-0.125731</td>\n",
-       "      <td>6768.142298</td>\n",
-       "      <td>-0.137232</td>\n",
-       "      <td>6787.349203</td>\n",
-       "      <td>-0.140459</td>\n",
-       "      <td>6725.982194</td>\n",
-       "      <td>-0.130148</td>\n",
-       "      <td>6754.906732</td>\n",
-       "      <td>-0.135008</td>\n",
-       "      <td>2.449706</td>\n",
-       "      <td>7</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>RF</td>\n",
+       "      <td>TreeSHAP_RF</td>\n",
+       "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
        "      <td>1</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
        "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
+       "      <td>146</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3332</td>\n",
+       "      <td>1.584394e-01</td>\n",
+       "      <td>1560.226278</td>\n",
+       "      <td>0.748821</td>\n",
+       "      <td>3268.405271</td>\n",
+       "      <td>0.473823</td>\n",
+       "      <td>4758.914375</td>\n",
+       "      <td>0.233868</td>\n",
+       "      <td>5371.800781</td>\n",
+       "      <td>0.135200</td>\n",
+       "      <td>5798.672050</td>\n",
+       "      <td>0.066478</td>\n",
+       "      <td>6102.623086</td>\n",
+       "      <td>0.017546</td>\n",
+       "      <td>6271.987550</td>\n",
+       "      <td>-0.009720</td>\n",
+       "      <td>6365.432161</td>\n",
+       "      <td>-0.024764</td>\n",
+       "      <td>6477.362969</td>\n",
+       "      <td>-0.042783</td>\n",
+       "      <td>6353.931481</td>\n",
+       "      <td>-0.022912</td>\n",
+       "      <td>6217.761101</td>\n",
+       "      <td>-0.000990</td>\n",
+       "      <td>2773.786252</td>\n",
+       "      <td>0.553451</td>\n",
+       "      <td>4197.477443</td>\n",
+       "      <td>0.324253</td>\n",
+       "      <td>6358.548732</td>\n",
+       "      <td>-0.023655</td>\n",
+       "      <td>6874.466575</td>\n",
+       "      <td>-0.106713</td>\n",
+       "      <td>7399.316777</td>\n",
+       "      <td>-0.191208</td>\n",
+       "      <td>8097.594290</td>\n",
+       "      <td>-0.303622</td>\n",
+       "      <td>8026.337366</td>\n",
+       "      <td>-0.292151</td>\n",
+       "      <td>8202.867868</td>\n",
+       "      <td>-0.320570</td>\n",
+       "      <td>8332.384586</td>\n",
+       "      <td>-0.341421</td>\n",
+       "      <td>7483.042100</td>\n",
+       "      <td>-0.204686</td>\n",
+       "      <td>6241.224187</td>\n",
+       "      <td>-0.004768</td>\n",
+       "      <td>0.001407</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>3184.712151</td>\n",
+       "      <td>0.487297</td>\n",
+       "      <td>5726.515555</td>\n",
+       "      <td>0.078095</td>\n",
+       "      <td>6234.543420</td>\n",
+       "      <td>-0.003692</td>\n",
+       "      <td>6718.637132</td>\n",
+       "      <td>-0.081626</td>\n",
+       "      <td>7449.397458</td>\n",
+       "      <td>-0.199270</td>\n",
+       "      <td>7626.843981</td>\n",
+       "      <td>-0.227837</td>\n",
+       "      <td>7620.226359</td>\n",
+       "      <td>-0.226772</td>\n",
+       "      <td>7620.752275</td>\n",
+       "      <td>-0.226856</td>\n",
+       "      <td>6932.722207</td>\n",
+       "      <td>-0.116091</td>\n",
+       "      <td>6399.030428</td>\n",
+       "      <td>-0.030173</td>\n",
+       "      <td>1755.232030</td>\n",
+       "      <td>0.717427</td>\n",
+       "      <td>3432.287429</td>\n",
+       "      <td>0.447440</td>\n",
+       "      <td>5113.308103</td>\n",
+       "      <td>0.176814</td>\n",
+       "      <td>5692.122774</td>\n",
+       "      <td>0.083632</td>\n",
+       "      <td>6092.455515</td>\n",
+       "      <td>0.019183</td>\n",
+       "      <td>6420.165128</td>\n",
+       "      <td>-0.033575</td>\n",
+       "      <td>6520.133145</td>\n",
+       "      <td>-0.049669</td>\n",
+       "      <td>6611.646483</td>\n",
+       "      <td>-0.064401</td>\n",
+       "      <td>6723.436105</td>\n",
+       "      <td>-0.082398</td>\n",
+       "      <td>6499.612714</td>\n",
+       "      <td>-0.046365</td>\n",
+       "      <td>6227.196584</td>\n",
+       "      <td>-0.002509</td>\n",
+       "      <td>2.990433</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>3701.989983</td>\n",
+       "      <td>0.349357</td>\n",
+       "      <td>4762.970100</td>\n",
+       "      <td>0.162884</td>\n",
+       "      <td>5106.260614</td>\n",
+       "      <td>0.102549</td>\n",
+       "      <td>5372.809333</td>\n",
+       "      <td>0.055702</td>\n",
+       "      <td>5656.091826</td>\n",
+       "      <td>0.005913</td>\n",
+       "      <td>5746.690284</td>\n",
+       "      <td>-0.010010</td>\n",
+       "      <td>5760.281610</td>\n",
+       "      <td>-0.012398</td>\n",
+       "      <td>5843.946484</td>\n",
+       "      <td>-0.027103</td>\n",
+       "      <td>5799.539931</td>\n",
+       "      <td>-0.019298</td>\n",
+       "      <td>5694.982647</td>\n",
+       "      <td>-0.000922</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>3585.600872</td>\n",
+       "      <td>0.369813</td>\n",
+       "      <td>5297.441473</td>\n",
+       "      <td>0.068948</td>\n",
+       "      <td>5754.918266</td>\n",
+       "      <td>-0.011456</td>\n",
+       "      <td>6422.112787</td>\n",
+       "      <td>-0.128719</td>\n",
+       "      <td>6679.999801</td>\n",
+       "      <td>-0.174044</td>\n",
+       "      <td>7502.490767</td>\n",
+       "      <td>-0.318600</td>\n",
+       "      <td>7751.025255</td>\n",
+       "      <td>-0.362282</td>\n",
+       "      <td>7645.674192</td>\n",
+       "      <td>-0.343766</td>\n",
+       "      <td>6927.902611</td>\n",
+       "      <td>-0.217614</td>\n",
+       "      <td>5717.320268</td>\n",
+       "      <td>-0.004848</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5006.837854</td>\n",
+       "      <td>0.120023</td>\n",
+       "      <td>6206.237669</td>\n",
+       "      <td>-0.090777</td>\n",
+       "      <td>6201.528572</td>\n",
+       "      <td>-0.089950</td>\n",
+       "      <td>6483.481003</td>\n",
+       "      <td>-0.139504</td>\n",
+       "      <td>6481.391234</td>\n",
+       "      <td>-0.139137</td>\n",
+       "      <td>6699.659634</td>\n",
+       "      <td>-0.177499</td>\n",
+       "      <td>6853.300394</td>\n",
+       "      <td>-0.204502</td>\n",
+       "      <td>6809.972532</td>\n",
+       "      <td>-0.196887</td>\n",
+       "      <td>6450.150022</td>\n",
+       "      <td>-0.133646</td>\n",
+       "      <td>5882.396688</td>\n",
+       "      <td>-0.033861</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3499.232238</td>\n",
+       "      <td>0.384992</td>\n",
+       "      <td>4793.914878</td>\n",
+       "      <td>0.157445</td>\n",
+       "      <td>5183.699038</td>\n",
+       "      <td>0.088939</td>\n",
+       "      <td>5553.097810</td>\n",
+       "      <td>0.024015</td>\n",
+       "      <td>5808.933075</td>\n",
+       "      <td>-0.020949</td>\n",
+       "      <td>5977.813977</td>\n",
+       "      <td>-0.050631</td>\n",
+       "      <td>5985.911458</td>\n",
+       "      <td>-0.052054</td>\n",
+       "      <td>6038.611196</td>\n",
+       "      <td>-0.061316</td>\n",
+       "      <td>5903.352603</td>\n",
+       "      <td>-0.037544</td>\n",
+       "      <td>5703.860350</td>\n",
+       "      <td>-0.002482</td>\n",
+       "      <td>2.963179</td>\n",
+       "      <td>5690.855277</td>\n",
+       "      <td>-0.000196</td>\n",
+       "      <td>4558.765651</td>\n",
+       "      <td>0.198774</td>\n",
+       "      <td>3816.791331</td>\n",
+       "      <td>0.329180</td>\n",
+       "      <td>3694.336217</td>\n",
+       "      <td>0.350702</td>\n",
+       "      <td>3662.985673</td>\n",
+       "      <td>0.356212</td>\n",
+       "      <td>3497.848121</td>\n",
+       "      <td>0.385236</td>\n",
+       "      <td>3514.578979</td>\n",
+       "      <td>0.382295</td>\n",
+       "      <td>3534.432385</td>\n",
+       "      <td>0.378806</td>\n",
+       "      <td>3465.347170</td>\n",
+       "      <td>0.390948</td>\n",
+       "      <td>3428.234442</td>\n",
+       "      <td>0.397471</td>\n",
+       "      <td>3410.413034</td>\n",
+       "      <td>0.400603</td>\n",
+       "      <td>5697.087768</td>\n",
+       "      <td>-0.001292</td>\n",
+       "      <td>4204.954770</td>\n",
+       "      <td>0.260958</td>\n",
+       "      <td>3069.687928</td>\n",
+       "      <td>0.460487</td>\n",
+       "      <td>3110.636490</td>\n",
+       "      <td>0.453290</td>\n",
+       "      <td>3061.993379</td>\n",
+       "      <td>0.461839</td>\n",
+       "      <td>3233.551276</td>\n",
+       "      <td>0.431687</td>\n",
+       "      <td>3135.607783</td>\n",
+       "      <td>0.448901</td>\n",
+       "      <td>3538.231064</td>\n",
+       "      <td>0.378138</td>\n",
+       "      <td>3603.125433</td>\n",
+       "      <td>0.366733</td>\n",
+       "      <td>3092.156171</td>\n",
+       "      <td>0.456538</td>\n",
+       "      <td>2762.331869</td>\n",
+       "      <td>0.514506</td>\n",
+       "      <td>5927.974713</td>\n",
+       "      <td>-0.041871</td>\n",
+       "      <td>5259.759296</td>\n",
+       "      <td>0.075571</td>\n",
+       "      <td>5734.716233</td>\n",
+       "      <td>-0.007905</td>\n",
+       "      <td>5085.638759</td>\n",
+       "      <td>0.106173</td>\n",
+       "      <td>4851.120481</td>\n",
+       "      <td>0.147391</td>\n",
+       "      <td>4779.701808</td>\n",
+       "      <td>0.159943</td>\n",
+       "      <td>4638.881004</td>\n",
+       "      <td>0.184693</td>\n",
+       "      <td>4736.804112</td>\n",
+       "      <td>0.167483</td>\n",
+       "      <td>4669.148880</td>\n",
+       "      <td>0.179374</td>\n",
+       "      <td>4652.765117</td>\n",
+       "      <td>0.182253</td>\n",
+       "      <td>4704.555069</td>\n",
+       "      <td>0.173151</td>\n",
+       "      <td>5692.961661</td>\n",
+       "      <td>-0.000567</td>\n",
+       "      <td>4262.862083</td>\n",
+       "      <td>0.250781</td>\n",
+       "      <td>3409.202561</td>\n",
+       "      <td>0.400816</td>\n",
+       "      <td>3317.792625</td>\n",
+       "      <td>0.416881</td>\n",
+       "      <td>3285.085157</td>\n",
+       "      <td>0.422630</td>\n",
+       "      <td>3203.417563</td>\n",
+       "      <td>0.436983</td>\n",
+       "      <td>3150.207306</td>\n",
+       "      <td>0.446335</td>\n",
+       "      <td>3182.110831</td>\n",
+       "      <td>0.440728</td>\n",
+       "      <td>3113.356599</td>\n",
+       "      <td>0.452812</td>\n",
+       "      <td>3026.985850</td>\n",
+       "      <td>0.467992</td>\n",
+       "      <td>3046.972064</td>\n",
+       "      <td>0.464479</td>\n",
+       "      <td>3.110208</td>\n",
+       "      <td>3200.179236</td>\n",
+       "      <td>0.361008</td>\n",
+       "      <td>3244.148978</td>\n",
+       "      <td>0.352229</td>\n",
+       "      <td>4158.576016</td>\n",
+       "      <td>0.169642</td>\n",
+       "      <td>4452.045519</td>\n",
+       "      <td>0.111043</td>\n",
+       "      <td>4744.309656</td>\n",
+       "      <td>0.052686</td>\n",
+       "      <td>5008.474725</td>\n",
+       "      <td>-0.000061</td>\n",
+       "      <td>5105.230928</td>\n",
+       "      <td>-0.019381</td>\n",
+       "      <td>5108.415363</td>\n",
+       "      <td>-0.020016</td>\n",
+       "      <td>5157.255286</td>\n",
+       "      <td>-0.029768</td>\n",
+       "      <td>5118.605560</td>\n",
+       "      <td>-0.022051</td>\n",
+       "      <td>5045.942083</td>\n",
+       "      <td>-0.007542</td>\n",
+       "      <td>2812.181431</td>\n",
+       "      <td>0.438481</td>\n",
+       "      <td>3223.643175</td>\n",
+       "      <td>0.356323</td>\n",
+       "      <td>4779.152798</td>\n",
+       "      <td>0.045729</td>\n",
+       "      <td>5181.933392</td>\n",
+       "      <td>-0.034696</td>\n",
+       "      <td>5733.012441</td>\n",
+       "      <td>-0.144732</td>\n",
+       "      <td>5980.653659</td>\n",
+       "      <td>-0.194179</td>\n",
+       "      <td>6712.454732</td>\n",
+       "      <td>-0.340301</td>\n",
+       "      <td>6956.683367</td>\n",
+       "      <td>-0.389067</td>\n",
+       "      <td>7010.983147</td>\n",
+       "      <td>-0.399909</td>\n",
+       "      <td>6241.391628</td>\n",
+       "      <td>-0.246242</td>\n",
+       "      <td>5091.119263</td>\n",
+       "      <td>-0.016563</td>\n",
+       "      <td>4334.561660</td>\n",
+       "      <td>0.134502</td>\n",
+       "      <td>4228.269872</td>\n",
+       "      <td>0.155726</td>\n",
+       "      <td>5358.696530</td>\n",
+       "      <td>-0.069991</td>\n",
+       "      <td>5391.346711</td>\n",
+       "      <td>-0.076510</td>\n",
+       "      <td>5722.741118</td>\n",
+       "      <td>-0.142681</td>\n",
+       "      <td>5628.190229</td>\n",
+       "      <td>-0.123802</td>\n",
+       "      <td>5865.000967</td>\n",
+       "      <td>-0.171087</td>\n",
+       "      <td>5987.863657</td>\n",
+       "      <td>-0.195619</td>\n",
+       "      <td>5960.932583</td>\n",
+       "      <td>-0.190242</td>\n",
+       "      <td>5588.622161</td>\n",
+       "      <td>-0.115901</td>\n",
+       "      <td>5108.658749</td>\n",
+       "      <td>-0.020065</td>\n",
+       "      <td>2964.400000</td>\n",
+       "      <td>0.408087</td>\n",
+       "      <td>3084.586711</td>\n",
+       "      <td>0.384089</td>\n",
+       "      <td>4210.107012</td>\n",
+       "      <td>0.159352</td>\n",
+       "      <td>4578.246563</td>\n",
+       "      <td>0.085844</td>\n",
+       "      <td>4930.979916</td>\n",
+       "      <td>0.015413</td>\n",
+       "      <td>5180.763926</td>\n",
+       "      <td>-0.034462</td>\n",
+       "      <td>5335.773234</td>\n",
+       "      <td>-0.065414</td>\n",
+       "      <td>5337.800891</td>\n",
+       "      <td>-0.065819</td>\n",
+       "      <td>5397.205079</td>\n",
+       "      <td>-0.077680</td>\n",
+       "      <td>5239.421246</td>\n",
+       "      <td>-0.046175</td>\n",
+       "      <td>5066.139070</td>\n",
+       "      <td>-0.011575</td>\n",
+       "      <td>3.174683</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>7</th>\n",
        "      <td>NaN</td>\n",
        "      <td>keep_all_rows</td>\n",
        "      <td>0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
        "      <td>0.33</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>42</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>RF</td>\n",
-       "      <td>LFI_with_raw_RF</td>\n",
-       "      <td>train-test</td>\n",
+       "      <td>Kernel_SHAP_RF_plus</td>\n",
        "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3437.298393</td>\n",
+       "      <td>0.416259</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
        "      <td>10</td>\n",
-       "      <td>7</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
        "      <td>146</td>\n",
-       "      <td>3015.657705</td>\n",
-       "      <td>0.493287</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>6637</td>\n",
+       "      <td>1.115040e+02</td>\n",
+       "      <td>1927.875643</td>\n",
+       "      <td>0.690111</td>\n",
+       "      <td>3562.472499</td>\n",
+       "      <td>0.427364</td>\n",
+       "      <td>4592.190659</td>\n",
+       "      <td>0.261845</td>\n",
+       "      <td>5190.796783</td>\n",
+       "      <td>0.165625</td>\n",
+       "      <td>5552.198048</td>\n",
+       "      <td>0.107533</td>\n",
+       "      <td>5823.936799</td>\n",
+       "      <td>0.063853</td>\n",
+       "      <td>5930.830908</td>\n",
+       "      <td>0.046671</td>\n",
+       "      <td>5983.595727</td>\n",
+       "      <td>0.038189</td>\n",
+       "      <td>6129.607424</td>\n",
+       "      <td>0.014719</td>\n",
+       "      <td>6249.809908</td>\n",
+       "      <td>-0.004602</td>\n",
+       "      <td>6343.745251</td>\n",
+       "      <td>-0.019702</td>\n",
+       "      <td>3130.434578</td>\n",
+       "      <td>0.496810</td>\n",
+       "      <td>5471.923404</td>\n",
+       "      <td>0.120436</td>\n",
+       "      <td>6768.330268</td>\n",
+       "      <td>-0.087950</td>\n",
+       "      <td>7245.208413</td>\n",
+       "      <td>-0.164604</td>\n",
+       "      <td>6907.517012</td>\n",
+       "      <td>-0.110323</td>\n",
+       "      <td>6756.492648</td>\n",
+       "      <td>-0.086047</td>\n",
+       "      <td>6891.751402</td>\n",
+       "      <td>-0.107789</td>\n",
+       "      <td>6658.866288</td>\n",
+       "      <td>-0.070355</td>\n",
+       "      <td>6922.945244</td>\n",
+       "      <td>-0.112803</td>\n",
+       "      <td>6415.479526</td>\n",
+       "      <td>-0.031232</td>\n",
+       "      <td>6225.444916</td>\n",
+       "      <td>-0.000686</td>\n",
+       "      <td>0.001840</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2770.667150</td>\n",
+       "      <td>0.554639</td>\n",
+       "      <td>4285.355715</td>\n",
+       "      <td>0.311167</td>\n",
+       "      <td>5215.945499</td>\n",
+       "      <td>0.161582</td>\n",
+       "      <td>6031.213015</td>\n",
+       "      <td>0.030535</td>\n",
+       "      <td>6217.809516</td>\n",
+       "      <td>0.000541</td>\n",
+       "      <td>6046.948423</td>\n",
+       "      <td>0.028006</td>\n",
+       "      <td>5961.335184</td>\n",
+       "      <td>0.041767</td>\n",
+       "      <td>5801.206601</td>\n",
+       "      <td>0.067507</td>\n",
+       "      <td>6130.228964</td>\n",
+       "      <td>0.014619</td>\n",
+       "      <td>6333.359200</td>\n",
+       "      <td>-0.018032</td>\n",
+       "      <td>2017.030505</td>\n",
+       "      <td>0.675780</td>\n",
+       "      <td>3801.255643</td>\n",
+       "      <td>0.388981</td>\n",
+       "      <td>4996.251092</td>\n",
+       "      <td>0.196896</td>\n",
+       "      <td>5614.315776</td>\n",
+       "      <td>0.097548</td>\n",
+       "      <td>5847.832161</td>\n",
+       "      <td>0.060012</td>\n",
+       "      <td>6068.729178</td>\n",
+       "      <td>0.024505</td>\n",
+       "      <td>6140.515977</td>\n",
+       "      <td>0.012966</td>\n",
+       "      <td>6095.643350</td>\n",
+       "      <td>0.020179</td>\n",
+       "      <td>6249.864187</td>\n",
+       "      <td>-0.004611</td>\n",
+       "      <td>6223.378741</td>\n",
+       "      <td>-0.000354</td>\n",
+       "      <td>6260.105758</td>\n",
+       "      <td>-0.006257</td>\n",
+       "      <td>3.049816</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>3895.372858</td>\n",
+       "      <td>0.294848</td>\n",
+       "      <td>4312.150112</td>\n",
+       "      <td>0.219401</td>\n",
+       "      <td>4738.738762</td>\n",
+       "      <td>0.142179</td>\n",
+       "      <td>4923.554232</td>\n",
+       "      <td>0.108723</td>\n",
+       "      <td>5040.689564</td>\n",
+       "      <td>0.087519</td>\n",
+       "      <td>5157.728678</td>\n",
+       "      <td>0.066332</td>\n",
+       "      <td>5311.720295</td>\n",
+       "      <td>0.038456</td>\n",
+       "      <td>5419.271537</td>\n",
+       "      <td>0.018987</td>\n",
+       "      <td>5564.489311</td>\n",
+       "      <td>-0.007301</td>\n",
+       "      <td>5618.072852</td>\n",
+       "      <td>-0.017001</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>3877.570017</td>\n",
+       "      <td>0.298070</td>\n",
+       "      <td>5033.553967</td>\n",
+       "      <td>0.088810</td>\n",
+       "      <td>5822.078570</td>\n",
+       "      <td>-0.053931</td>\n",
+       "      <td>5580.986173</td>\n",
+       "      <td>-0.010287</td>\n",
+       "      <td>5682.079542</td>\n",
+       "      <td>-0.028588</td>\n",
+       "      <td>5149.312105</td>\n",
+       "      <td>0.067856</td>\n",
+       "      <td>5123.516486</td>\n",
+       "      <td>0.072525</td>\n",
+       "      <td>5251.797866</td>\n",
+       "      <td>0.049303</td>\n",
+       "      <td>5747.226252</td>\n",
+       "      <td>-0.040381</td>\n",
+       "      <td>5536.029781</td>\n",
+       "      <td>-0.002149</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>5476.668839</td>\n",
+       "      <td>0.008596</td>\n",
+       "      <td>4661.160519</td>\n",
+       "      <td>0.156222</td>\n",
+       "      <td>5111.077454</td>\n",
+       "      <td>0.074777</td>\n",
+       "      <td>5569.656104</td>\n",
+       "      <td>-0.008236</td>\n",
+       "      <td>5894.009671</td>\n",
+       "      <td>-0.066952</td>\n",
+       "      <td>6102.834890</td>\n",
+       "      <td>-0.104754</td>\n",
+       "      <td>5977.663905</td>\n",
+       "      <td>-0.082095</td>\n",
+       "      <td>6080.326402</td>\n",
+       "      <td>-0.100679</td>\n",
+       "      <td>5708.417432</td>\n",
+       "      <td>-0.033355</td>\n",
+       "      <td>5609.010074</td>\n",
+       "      <td>-0.015360</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3644.744958</td>\n",
+       "      <td>0.340217</td>\n",
+       "      <td>4346.101445</td>\n",
+       "      <td>0.213255</td>\n",
+       "      <td>4903.545850</td>\n",
+       "      <td>0.112345</td>\n",
+       "      <td>5044.049928</td>\n",
+       "      <td>0.086910</td>\n",
+       "      <td>5195.748925</td>\n",
+       "      <td>0.059449</td>\n",
+       "      <td>5189.082306</td>\n",
+       "      <td>0.060656</td>\n",
+       "      <td>5231.594149</td>\n",
+       "      <td>0.052961</td>\n",
+       "      <td>5364.865495</td>\n",
+       "      <td>0.028835</td>\n",
+       "      <td>5542.554796</td>\n",
+       "      <td>-0.003330</td>\n",
+       "      <td>5547.769113</td>\n",
+       "      <td>-0.004274</td>\n",
+       "      <td>3.042776</td>\n",
+       "      <td>5543.626866</td>\n",
+       "      <td>-0.003524</td>\n",
+       "      <td>4480.627263</td>\n",
+       "      <td>0.188903</td>\n",
+       "      <td>3913.568908</td>\n",
+       "      <td>0.291554</td>\n",
+       "      <td>3624.319125</td>\n",
+       "      <td>0.343915</td>\n",
+       "      <td>3463.818153</td>\n",
+       "      <td>0.372969</td>\n",
+       "      <td>3414.504828</td>\n",
+       "      <td>0.381896</td>\n",
+       "      <td>3281.548298</td>\n",
+       "      <td>0.405964</td>\n",
+       "      <td>3260.406251</td>\n",
+       "      <td>0.409791</td>\n",
+       "      <td>3320.375314</td>\n",
+       "      <td>0.398935</td>\n",
+       "      <td>3465.241587</td>\n",
+       "      <td>0.372711</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>5550.991125</td>\n",
+       "      <td>-0.004858</td>\n",
+       "      <td>4301.428937</td>\n",
+       "      <td>0.221342</td>\n",
+       "      <td>4066.603793</td>\n",
+       "      <td>0.263851</td>\n",
+       "      <td>3961.388960</td>\n",
+       "      <td>0.282897</td>\n",
+       "      <td>4017.022315</td>\n",
+       "      <td>0.272826</td>\n",
+       "      <td>3629.317433</td>\n",
+       "      <td>0.343010</td>\n",
+       "      <td>3874.265299</td>\n",
+       "      <td>0.298669</td>\n",
+       "      <td>3824.032280</td>\n",
+       "      <td>0.307762</td>\n",
+       "      <td>3559.997727</td>\n",
+       "      <td>0.355558</td>\n",
+       "      <td>3170.918445</td>\n",
+       "      <td>0.425991</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>7184.675801</td>\n",
+       "      <td>-0.300592</td>\n",
+       "      <td>5884.898217</td>\n",
+       "      <td>-0.065302</td>\n",
+       "      <td>5055.341214</td>\n",
+       "      <td>0.084867</td>\n",
+       "      <td>4588.457105</td>\n",
+       "      <td>0.169383</td>\n",
+       "      <td>4152.802374</td>\n",
+       "      <td>0.248247</td>\n",
+       "      <td>4107.164724</td>\n",
+       "      <td>0.256508</td>\n",
+       "      <td>4031.156335</td>\n",
+       "      <td>0.270268</td>\n",
+       "      <td>4085.959629</td>\n",
+       "      <td>0.260347</td>\n",
+       "      <td>4115.945076</td>\n",
+       "      <td>0.254919</td>\n",
+       "      <td>4312.987728</td>\n",
+       "      <td>0.219250</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>5524.322649</td>\n",
+       "      <td>-0.000030</td>\n",
+       "      <td>4230.450035</td>\n",
+       "      <td>0.234191</td>\n",
+       "      <td>3664.285184</td>\n",
+       "      <td>0.336680</td>\n",
+       "      <td>3466.214789</td>\n",
+       "      <td>0.372535</td>\n",
+       "      <td>3329.760049</td>\n",
+       "      <td>0.397237</td>\n",
+       "      <td>3226.202337</td>\n",
+       "      <td>0.415983</td>\n",
+       "      <td>3181.070986</td>\n",
+       "      <td>0.424153</td>\n",
+       "      <td>3217.168483</td>\n",
+       "      <td>0.417618</td>\n",
+       "      <td>3223.270552</td>\n",
+       "      <td>0.416514</td>\n",
+       "      <td>3229.110784</td>\n",
+       "      <td>0.415456</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3.214758</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -678,244 +5299,2822 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
        "      <td>NaN</td>\n",
+       "      <td>keep_all_rows</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>42</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>224</td>\n",
-       "      <td>4847</td>\n",
-       "      <td>6229</td>\n",
-       "      <td>7033</td>\n",
-       "      <td>4246</td>\n",
-       "      <td>4462</td>\n",
-       "      <td>2467</td>\n",
-       "      <td>704</td>\n",
-       "      <td>6974</td>\n",
-       "      <td>7100</td>\n",
-       "      <td>3.529108</td>\n",
-       "      <td>3015.657705</td>\n",
-       "      <td>0.493287</td>\n",
-       "      <td>4350.242507</td>\n",
-       "      <td>0.269041</td>\n",
-       "      <td>5528.366306</td>\n",
-       "      <td>0.071084</td>\n",
-       "      <td>6008.104990</td>\n",
-       "      <td>-0.009525</td>\n",
-       "      <td>6190.662160</td>\n",
-       "      <td>-0.040200</td>\n",
-       "      <td>6400.736746</td>\n",
-       "      <td>-0.075498</td>\n",
-       "      <td>6540.444309</td>\n",
-       "      <td>-0.098973</td>\n",
-       "      <td>6621.351976</td>\n",
-       "      <td>-0.112567</td>\n",
-       "      <td>6725.345707</td>\n",
-       "      <td>-0.130041</td>\n",
-       "      <td>6728.526559</td>\n",
-       "      <td>-0.130575</td>\n",
-       "      <td>6754.906732</td>\n",
-       "      <td>-0.135008</td>\n",
-       "      <td>2.461490</td>\n",
-       "      <td>7</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>RF</td>\n",
+       "      <td>LFI_evaluate_on_all_RF_plus</td>\n",
+       "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
        "      <td>2</td>\n",
+       "      <td>3437.298393</td>\n",
+       "      <td>0.416259</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
        "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
+       "      <td>146</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>6637</td>\n",
+       "      <td>8.782661e-01</td>\n",
+       "      <td>1927.875643</td>\n",
+       "      <td>0.690111</td>\n",
+       "      <td>1525.203931</td>\n",
+       "      <td>0.754837</td>\n",
+       "      <td>1465.973768</td>\n",
+       "      <td>0.764358</td>\n",
+       "      <td>1416.958304</td>\n",
+       "      <td>0.772236</td>\n",
+       "      <td>1366.812131</td>\n",
+       "      <td>0.780297</td>\n",
+       "      <td>1359.582062</td>\n",
+       "      <td>0.781459</td>\n",
+       "      <td>1393.550258</td>\n",
+       "      <td>0.775999</td>\n",
+       "      <td>1596.107200</td>\n",
+       "      <td>0.743440</td>\n",
+       "      <td>2289.081305</td>\n",
+       "      <td>0.632050</td>\n",
+       "      <td>3673.758960</td>\n",
+       "      <td>0.409475</td>\n",
+       "      <td>6343.745251</td>\n",
+       "      <td>-0.019702</td>\n",
+       "      <td>3130.434578</td>\n",
+       "      <td>0.496810</td>\n",
+       "      <td>2450.351408</td>\n",
+       "      <td>0.606127</td>\n",
+       "      <td>2374.977794</td>\n",
+       "      <td>0.618243</td>\n",
+       "      <td>2187.018823</td>\n",
+       "      <td>0.648456</td>\n",
+       "      <td>2108.627843</td>\n",
+       "      <td>0.661056</td>\n",
+       "      <td>1877.335950</td>\n",
+       "      <td>0.698235</td>\n",
+       "      <td>1845.469687</td>\n",
+       "      <td>0.703357</td>\n",
+       "      <td>1879.350777</td>\n",
+       "      <td>0.697911</td>\n",
+       "      <td>2030.316336</td>\n",
+       "      <td>0.673644</td>\n",
+       "      <td>2894.803656</td>\n",
+       "      <td>0.534686</td>\n",
+       "      <td>6225.444916</td>\n",
+       "      <td>-0.000686</td>\n",
+       "      <td>0.001840</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>442.086625</td>\n",
+       "      <td>0.928938</td>\n",
+       "      <td>504.738178</td>\n",
+       "      <td>0.918868</td>\n",
+       "      <td>627.273788</td>\n",
+       "      <td>0.899171</td>\n",
+       "      <td>677.907561</td>\n",
+       "      <td>0.891032</td>\n",
+       "      <td>786.828452</td>\n",
+       "      <td>0.873524</td>\n",
+       "      <td>1157.407545</td>\n",
+       "      <td>0.813957</td>\n",
+       "      <td>1444.492069</td>\n",
+       "      <td>0.767811</td>\n",
+       "      <td>3190.412015</td>\n",
+       "      <td>0.487169</td>\n",
+       "      <td>5177.222072</td>\n",
+       "      <td>0.167807</td>\n",
+       "      <td>6333.359200</td>\n",
+       "      <td>-0.018032</td>\n",
+       "      <td>2017.030505</td>\n",
+       "      <td>0.675780</td>\n",
+       "      <td>1413.250718</td>\n",
+       "      <td>0.772832</td>\n",
+       "      <td>1262.787840</td>\n",
+       "      <td>0.797018</td>\n",
+       "      <td>1198.751241</td>\n",
+       "      <td>0.807311</td>\n",
+       "      <td>1158.986543</td>\n",
+       "      <td>0.813703</td>\n",
+       "      <td>1151.220679</td>\n",
+       "      <td>0.814951</td>\n",
+       "      <td>1215.421176</td>\n",
+       "      <td>0.804632</td>\n",
+       "      <td>1337.778758</td>\n",
+       "      <td>0.784964</td>\n",
+       "      <td>1780.641363</td>\n",
+       "      <td>0.713777</td>\n",
+       "      <td>2965.038673</td>\n",
+       "      <td>0.523396</td>\n",
+       "      <td>6260.105758</td>\n",
+       "      <td>-0.006257</td>\n",
+       "      <td>3.026189</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>3558.217762</td>\n",
+       "      <td>0.355880</td>\n",
+       "      <td>3570.874949</td>\n",
+       "      <td>0.353589</td>\n",
+       "      <td>3655.883928</td>\n",
+       "      <td>0.338201</td>\n",
+       "      <td>3660.297740</td>\n",
+       "      <td>0.337402</td>\n",
+       "      <td>3689.264818</td>\n",
+       "      <td>0.332158</td>\n",
+       "      <td>3615.649035</td>\n",
+       "      <td>0.345484</td>\n",
+       "      <td>3579.523161</td>\n",
+       "      <td>0.352024</td>\n",
+       "      <td>3764.500724</td>\n",
+       "      <td>0.318538</td>\n",
+       "      <td>4238.113142</td>\n",
+       "      <td>0.232804</td>\n",
+       "      <td>5618.072852</td>\n",
+       "      <td>-0.017001</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>4181.166763</td>\n",
+       "      <td>0.243112</td>\n",
+       "      <td>4858.228914</td>\n",
+       "      <td>0.120548</td>\n",
+       "      <td>5708.018452</td>\n",
+       "      <td>-0.033283</td>\n",
+       "      <td>5853.333284</td>\n",
+       "      <td>-0.059588</td>\n",
+       "      <td>4738.061696</td>\n",
+       "      <td>0.142301</td>\n",
+       "      <td>4462.579153</td>\n",
+       "      <td>0.192170</td>\n",
+       "      <td>3944.618640</td>\n",
+       "      <td>0.285933</td>\n",
+       "      <td>3600.173893</td>\n",
+       "      <td>0.348285</td>\n",
+       "      <td>3786.807108</td>\n",
+       "      <td>0.314500</td>\n",
+       "      <td>5536.029781</td>\n",
+       "      <td>-0.002149</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>4370.710438</td>\n",
+       "      <td>0.208800</td>\n",
+       "      <td>4433.861520</td>\n",
+       "      <td>0.197369</td>\n",
+       "      <td>4776.279527</td>\n",
+       "      <td>0.135383</td>\n",
+       "      <td>4842.416773</td>\n",
+       "      <td>0.123411</td>\n",
+       "      <td>4770.416282</td>\n",
+       "      <td>0.136444</td>\n",
+       "      <td>4528.462907</td>\n",
+       "      <td>0.180244</td>\n",
+       "      <td>4434.376185</td>\n",
+       "      <td>0.197276</td>\n",
+       "      <td>4835.140333</td>\n",
+       "      <td>0.124728</td>\n",
+       "      <td>5316.349497</td>\n",
+       "      <td>0.037618</td>\n",
+       "      <td>5609.010074</td>\n",
+       "      <td>-0.015360</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3481.940338</td>\n",
+       "      <td>0.369688</td>\n",
+       "      <td>3608.708610</td>\n",
+       "      <td>0.346740</td>\n",
+       "      <td>3869.595797</td>\n",
+       "      <td>0.299514</td>\n",
+       "      <td>3923.548159</td>\n",
+       "      <td>0.289747</td>\n",
+       "      <td>3792.525562</td>\n",
+       "      <td>0.313465</td>\n",
+       "      <td>3707.398492</td>\n",
+       "      <td>0.328875</td>\n",
+       "      <td>3588.804588</td>\n",
+       "      <td>0.350343</td>\n",
+       "      <td>3484.225415</td>\n",
+       "      <td>0.369275</td>\n",
+       "      <td>3845.333225</td>\n",
+       "      <td>0.303906</td>\n",
+       "      <td>5547.769113</td>\n",
+       "      <td>-0.004274</td>\n",
+       "      <td>3.020110</td>\n",
+       "      <td>5543.626866</td>\n",
+       "      <td>-0.003524</td>\n",
+       "      <td>6059.949519</td>\n",
+       "      <td>-0.096991</td>\n",
+       "      <td>6262.345857</td>\n",
+       "      <td>-0.133629</td>\n",
+       "      <td>6185.000808</td>\n",
+       "      <td>-0.119628</td>\n",
+       "      <td>6001.141984</td>\n",
+       "      <td>-0.086345</td>\n",
+       "      <td>5819.113022</td>\n",
+       "      <td>-0.053394</td>\n",
+       "      <td>5526.564089</td>\n",
+       "      <td>-0.000436</td>\n",
+       "      <td>5183.886517</td>\n",
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+       "      <td>4616.515445</td>\n",
+       "      <td>0.164304</td>\n",
+       "      <td>3909.223674</td>\n",
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+       "      <td>-0.004858</td>\n",
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+       "      <td>-0.766268</td>\n",
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+       "      <td>-0.788655</td>\n",
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+       "      <td>-0.650869</td>\n",
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+       "      <td>-0.404901</td>\n",
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+       "      <td>-0.260918</td>\n",
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+       "      <td>0.285869</td>\n",
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+       "      <td>-0.300592</td>\n",
+       "      <td>7099.406392</td>\n",
+       "      <td>-0.285156</td>\n",
+       "      <td>7439.524327</td>\n",
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+       "      <td>6914.661539</td>\n",
+       "      <td>-0.251713</td>\n",
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+       "      <td>-0.238059</td>\n",
+       "      <td>6589.453409</td>\n",
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+       "      <td>-0.153197</td>\n",
+       "      <td>6859.047150</td>\n",
+       "      <td>-0.241646</td>\n",
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+       "      <td>-0.234458</td>\n",
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+       "      <td>6353.814038</td>\n",
+       "      <td>-0.150187</td>\n",
+       "      <td>5931.376390</td>\n",
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+       "      <td>3437.298393</td>\n",
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+       "      <td>3573.831811</td>\n",
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+       "      <td>0.358326</td>\n",
+       "      <td>4409.459248</td>\n",
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+       "      <td>6145.563162</td>\n",
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+       "      <td>0.268333</td>\n",
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+       "      <td>0.199872</td>\n",
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+       "      <td>0.149859</td>\n",
+       "      <td>4880.398239</td>\n",
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+       "      <td>3643.933158</td>\n",
+       "      <td>0.381167</td>\n",
+       "      <td>3384.266459</td>\n",
+       "      <td>0.425265</td>\n",
+       "      <td>3561.186850</td>\n",
+       "      <td>0.395220</td>\n",
+       "      <td>5896.806501</td>\n",
+       "      <td>-0.001428</td>\n",
+       "      <td>4495.091537</td>\n",
+       "      <td>0.236619</td>\n",
+       "      <td>4493.888887</td>\n",
+       "      <td>0.236823</td>\n",
+       "      <td>4468.486909</td>\n",
+       "      <td>0.241137</td>\n",
+       "      <td>4559.134181</td>\n",
+       "      <td>0.225743</td>\n",
+       "      <td>4661.668152</td>\n",
+       "      <td>0.208330</td>\n",
+       "      <td>4730.897154</td>\n",
+       "      <td>0.196573</td>\n",
+       "      <td>4388.789155</td>\n",
+       "      <td>0.254672</td>\n",
+       "      <td>4300.031324</td>\n",
+       "      <td>0.269745</td>\n",
+       "      <td>4490.809604</td>\n",
+       "      <td>0.237346</td>\n",
+       "      <td>5611.630639</td>\n",
+       "      <td>0.047002</td>\n",
+       "      <td>6130.415877</td>\n",
+       "      <td>-0.041101</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>3347.325036</td>\n",
+       "      <td>0.431539</td>\n",
+       "      <td>3456.953573</td>\n",
+       "      <td>0.412921</td>\n",
+       "      <td>3551.114436</td>\n",
+       "      <td>0.396930</td>\n",
+       "      <td>3567.710551</td>\n",
+       "      <td>0.394112</td>\n",
+       "      <td>3530.744015</td>\n",
+       "      <td>0.400390</td>\n",
+       "      <td>3409.263149</td>\n",
+       "      <td>0.421020</td>\n",
+       "      <td>3358.449533</td>\n",
+       "      <td>0.429650</td>\n",
+       "      <td>3374.216506</td>\n",
+       "      <td>0.426972</td>\n",
+       "      <td>3804.723494</td>\n",
+       "      <td>0.353861</td>\n",
+       "      <td>6013.940639</td>\n",
+       "      <td>-0.021320</td>\n",
+       "      <td>3.235980</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>9</th>\n",
        "      <td>NaN</td>\n",
        "      <td>keep_all_rows</td>\n",
        "      <td>0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
        "      <td>0.33</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>inbag</td>\n",
+       "      <td>42</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>RF</td>\n",
-       "      <td>MDI_RF</td>\n",
-       "      <td>train-test</td>\n",
+       "      <td>LFI_evaluate_on_oob_RF_plus</td>\n",
        "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3437.298393</td>\n",
+       "      <td>0.416259</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
        "      <td>10</td>\n",
-       "      <td>7</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
        "      <td>146</td>\n",
-       "      <td>3015.657705</td>\n",
-       "      <td>0.493287</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>6637</td>\n",
+       "      <td>9.791458e-01</td>\n",
+       "      <td>1927.875643</td>\n",
+       "      <td>0.690111</td>\n",
+       "      <td>1523.170845</td>\n",
+       "      <td>0.755164</td>\n",
+       "      <td>1461.311688</td>\n",
+       "      <td>0.765107</td>\n",
+       "      <td>1390.409446</td>\n",
+       "      <td>0.776504</td>\n",
+       "      <td>1379.051797</td>\n",
+       "      <td>0.778329</td>\n",
+       "      <td>1372.906809</td>\n",
+       "      <td>0.779317</td>\n",
+       "      <td>1450.212251</td>\n",
+       "      <td>0.766891</td>\n",
+       "      <td>1673.416669</td>\n",
+       "      <td>0.731013</td>\n",
+       "      <td>2327.406106</td>\n",
+       "      <td>0.625890</td>\n",
+       "      <td>3698.582566</td>\n",
+       "      <td>0.405485</td>\n",
+       "      <td>6343.745251</td>\n",
+       "      <td>-0.019702</td>\n",
+       "      <td>3130.434578</td>\n",
+       "      <td>0.496810</td>\n",
+       "      <td>2426.288570</td>\n",
+       "      <td>0.609995</td>\n",
+       "      <td>2446.918195</td>\n",
+       "      <td>0.606679</td>\n",
+       "      <td>2194.882100</td>\n",
+       "      <td>0.647192</td>\n",
+       "      <td>2105.147014</td>\n",
+       "      <td>0.661616</td>\n",
+       "      <td>1906.509510</td>\n",
+       "      <td>0.693545</td>\n",
+       "      <td>1785.735483</td>\n",
+       "      <td>0.712959</td>\n",
+       "      <td>1869.695365</td>\n",
+       "      <td>0.699463</td>\n",
+       "      <td>2143.694503</td>\n",
+       "      <td>0.655420</td>\n",
+       "      <td>2909.026812</td>\n",
+       "      <td>0.532399</td>\n",
+       "      <td>6225.444916</td>\n",
+       "      <td>-0.000686</td>\n",
+       "      <td>0.001840</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>444.696689</td>\n",
+       "      <td>0.928519</td>\n",
+       "      <td>521.513116</td>\n",
+       "      <td>0.916171</td>\n",
+       "      <td>519.183385</td>\n",
+       "      <td>0.916546</td>\n",
+       "      <td>689.145844</td>\n",
+       "      <td>0.889226</td>\n",
+       "      <td>804.758792</td>\n",
+       "      <td>0.870642</td>\n",
+       "      <td>1326.761995</td>\n",
+       "      <td>0.786735</td>\n",
+       "      <td>1779.275851</td>\n",
+       "      <td>0.713997</td>\n",
+       "      <td>3379.981956</td>\n",
+       "      <td>0.456697</td>\n",
+       "      <td>5179.518941</td>\n",
+       "      <td>0.167438</td>\n",
+       "      <td>6333.359200</td>\n",
+       "      <td>-0.018032</td>\n",
+       "      <td>2017.030505</td>\n",
+       "      <td>0.675780</td>\n",
+       "      <td>1393.610285</td>\n",
+       "      <td>0.775989</td>\n",
+       "      <td>1294.519009</td>\n",
+       "      <td>0.791917</td>\n",
+       "      <td>1191.314396</td>\n",
+       "      <td>0.808507</td>\n",
+       "      <td>1166.111801</td>\n",
+       "      <td>0.812558</td>\n",
+       "      <td>1183.508230</td>\n",
+       "      <td>0.809761</td>\n",
+       "      <td>1248.642304</td>\n",
+       "      <td>0.799292</td>\n",
+       "      <td>1383.541567</td>\n",
+       "      <td>0.777608</td>\n",
+       "      <td>1799.952374</td>\n",
+       "      <td>0.710673</td>\n",
+       "      <td>2999.453272</td>\n",
+       "      <td>0.517864</td>\n",
+       "      <td>6260.105758</td>\n",
+       "      <td>-0.006257</td>\n",
+       "      <td>3.030437</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>3558.217762</td>\n",
+       "      <td>0.355880</td>\n",
+       "      <td>3570.874949</td>\n",
+       "      <td>0.353589</td>\n",
+       "      <td>3655.883928</td>\n",
+       "      <td>0.338201</td>\n",
+       "      <td>3660.297740</td>\n",
+       "      <td>0.337402</td>\n",
+       "      <td>3689.264818</td>\n",
+       "      <td>0.332158</td>\n",
+       "      <td>3615.649035</td>\n",
+       "      <td>0.345484</td>\n",
+       "      <td>3579.523161</td>\n",
+       "      <td>0.352024</td>\n",
+       "      <td>3764.500724</td>\n",
+       "      <td>0.318538</td>\n",
+       "      <td>4238.113142</td>\n",
+       "      <td>0.232804</td>\n",
+       "      <td>5618.072852</td>\n",
+       "      <td>-0.017001</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>4181.166763</td>\n",
+       "      <td>0.243112</td>\n",
+       "      <td>4858.228914</td>\n",
+       "      <td>0.120548</td>\n",
+       "      <td>5708.018452</td>\n",
+       "      <td>-0.033283</td>\n",
+       "      <td>5853.333284</td>\n",
+       "      <td>-0.059588</td>\n",
+       "      <td>4738.061696</td>\n",
+       "      <td>0.142301</td>\n",
+       "      <td>4462.579153</td>\n",
+       "      <td>0.192170</td>\n",
+       "      <td>3944.618640</td>\n",
+       "      <td>0.285933</td>\n",
+       "      <td>3600.173893</td>\n",
+       "      <td>0.348285</td>\n",
+       "      <td>3786.807108</td>\n",
+       "      <td>0.314500</td>\n",
+       "      <td>5536.029781</td>\n",
+       "      <td>-0.002149</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>4370.710438</td>\n",
+       "      <td>0.208800</td>\n",
+       "      <td>4433.861520</td>\n",
+       "      <td>0.197369</td>\n",
+       "      <td>4776.279527</td>\n",
+       "      <td>0.135383</td>\n",
+       "      <td>4842.416773</td>\n",
+       "      <td>0.123411</td>\n",
+       "      <td>4770.416282</td>\n",
+       "      <td>0.136444</td>\n",
+       "      <td>4528.462907</td>\n",
+       "      <td>0.180244</td>\n",
+       "      <td>4434.376185</td>\n",
+       "      <td>0.197276</td>\n",
+       "      <td>4835.140333</td>\n",
+       "      <td>0.124728</td>\n",
+       "      <td>5316.349497</td>\n",
+       "      <td>0.037618</td>\n",
+       "      <td>5609.010074</td>\n",
+       "      <td>-0.015360</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3481.940338</td>\n",
+       "      <td>0.369688</td>\n",
+       "      <td>3608.708610</td>\n",
+       "      <td>0.346740</td>\n",
+       "      <td>3869.595797</td>\n",
+       "      <td>0.299514</td>\n",
+       "      <td>3923.548159</td>\n",
+       "      <td>0.289747</td>\n",
+       "      <td>3792.525562</td>\n",
+       "      <td>0.313465</td>\n",
+       "      <td>3707.398492</td>\n",
+       "      <td>0.328875</td>\n",
+       "      <td>3588.804588</td>\n",
+       "      <td>0.350343</td>\n",
+       "      <td>3484.225415</td>\n",
+       "      <td>0.369275</td>\n",
+       "      <td>3845.333225</td>\n",
+       "      <td>0.303906</td>\n",
+       "      <td>5547.769113</td>\n",
+       "      <td>-0.004274</td>\n",
+       "      <td>3.037859</td>\n",
+       "      <td>5543.626866</td>\n",
+       "      <td>-0.003524</td>\n",
+       "      <td>6059.949519</td>\n",
+       "      <td>-0.096991</td>\n",
+       "      <td>6262.345857</td>\n",
+       "      <td>-0.133629</td>\n",
+       "      <td>6185.000808</td>\n",
+       "      <td>-0.119628</td>\n",
+       "      <td>6001.141984</td>\n",
+       "      <td>-0.086345</td>\n",
+       "      <td>5819.113022</td>\n",
+       "      <td>-0.053394</td>\n",
+       "      <td>5526.564089</td>\n",
+       "      <td>-0.000436</td>\n",
+       "      <td>5183.886517</td>\n",
+       "      <td>0.061597</td>\n",
+       "      <td>4616.515445</td>\n",
+       "      <td>0.164304</td>\n",
+       "      <td>3909.223674</td>\n",
+       "      <td>0.292340</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>5550.991125</td>\n",
+       "      <td>-0.004858</td>\n",
+       "      <td>7918.115487</td>\n",
+       "      <td>-0.433362</td>\n",
+       "      <td>9757.143926</td>\n",
+       "      <td>-0.766268</td>\n",
+       "      <td>9880.812638</td>\n",
+       "      <td>-0.788655</td>\n",
+       "      <td>9119.659767</td>\n",
+       "      <td>-0.650869</td>\n",
+       "      <td>7760.892902</td>\n",
+       "      <td>-0.404901</td>\n",
+       "      <td>6965.510737</td>\n",
+       "      <td>-0.260918</td>\n",
+       "      <td>6263.897191</td>\n",
+       "      <td>-0.133910</td>\n",
+       "      <td>5405.996381</td>\n",
+       "      <td>0.021390</td>\n",
+       "      <td>3944.972060</td>\n",
+       "      <td>0.285869</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>7184.675801</td>\n",
+       "      <td>-0.300592</td>\n",
+       "      <td>7099.406392</td>\n",
+       "      <td>-0.285156</td>\n",
+       "      <td>7439.524327</td>\n",
+       "      <td>-0.346726</td>\n",
+       "      <td>6914.661539</td>\n",
+       "      <td>-0.251713</td>\n",
+       "      <td>6839.235012</td>\n",
+       "      <td>-0.238059</td>\n",
+       "      <td>6589.453409</td>\n",
+       "      <td>-0.192843</td>\n",
+       "      <td>6650.110149</td>\n",
+       "      <td>-0.203824</td>\n",
+       "      <td>6411.525142</td>\n",
+       "      <td>-0.160634</td>\n",
+       "      <td>5430.062326</td>\n",
+       "      <td>0.017033</td>\n",
+       "      <td>5170.423195</td>\n",
+       "      <td>0.064034</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>5524.322649</td>\n",
+       "      <td>-0.000030</td>\n",
+       "      <td>6370.440181</td>\n",
+       "      <td>-0.153197</td>\n",
+       "      <td>6859.047150</td>\n",
+       "      <td>-0.241646</td>\n",
+       "      <td>6819.337352</td>\n",
+       "      <td>-0.234458</td>\n",
+       "      <td>6619.977438</td>\n",
+       "      <td>-0.198369</td>\n",
+       "      <td>6353.814038</td>\n",
+       "      <td>-0.150187</td>\n",
+       "      <td>5931.376390</td>\n",
+       "      <td>-0.073716</td>\n",
+       "      <td>5459.421047</td>\n",
+       "      <td>0.011719</td>\n",
+       "      <td>4764.525278</td>\n",
+       "      <td>0.137511</td>\n",
+       "      <td>3696.295537</td>\n",
+       "      <td>0.330885</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3.164527</td>\n",
+       "      <td>3437.298393</td>\n",
+       "      <td>0.416259</td>\n",
+       "      <td>3519.189637</td>\n",
+       "      <td>0.402352</td>\n",
+       "      <td>3562.255246</td>\n",
+       "      <td>0.395038</td>\n",
+       "      <td>3570.347941</td>\n",
+       "      <td>0.393664</td>\n",
+       "      <td>3573.831811</td>\n",
+       "      <td>0.393072</td>\n",
+       "      <td>3569.071928</td>\n",
+       "      <td>0.393881</td>\n",
+       "      <td>3501.142623</td>\n",
+       "      <td>0.405417</td>\n",
+       "      <td>3476.657220</td>\n",
+       "      <td>0.409575</td>\n",
+       "      <td>3778.434077</td>\n",
+       "      <td>0.358326</td>\n",
+       "      <td>4409.459248</td>\n",
+       "      <td>0.251162</td>\n",
+       "      <td>6145.563162</td>\n",
+       "      <td>-0.043673</td>\n",
+       "      <td>2976.908910</td>\n",
+       "      <td>0.494445</td>\n",
+       "      <td>4308.345336</td>\n",
+       "      <td>0.268333</td>\n",
+       "      <td>4711.469958</td>\n",
+       "      <td>0.199872</td>\n",
+       "      <td>5005.967893</td>\n",
+       "      <td>0.149859</td>\n",
+       "      <td>4880.398239</td>\n",
+       "      <td>0.171184</td>\n",
+       "      <td>4401.663608</td>\n",
+       "      <td>0.252485</td>\n",
+       "      <td>3937.784025</td>\n",
+       "      <td>0.331264</td>\n",
+       "      <td>3643.933158</td>\n",
+       "      <td>0.381167</td>\n",
+       "      <td>3384.266459</td>\n",
+       "      <td>0.425265</td>\n",
+       "      <td>3561.186850</td>\n",
+       "      <td>0.395220</td>\n",
+       "      <td>5896.806501</td>\n",
+       "      <td>-0.001428</td>\n",
+       "      <td>4495.091537</td>\n",
+       "      <td>0.236619</td>\n",
+       "      <td>4493.888887</td>\n",
+       "      <td>0.236823</td>\n",
+       "      <td>4468.486909</td>\n",
+       "      <td>0.241137</td>\n",
+       "      <td>4559.134181</td>\n",
+       "      <td>0.225743</td>\n",
+       "      <td>4661.668152</td>\n",
+       "      <td>0.208330</td>\n",
+       "      <td>4730.897154</td>\n",
+       "      <td>0.196573</td>\n",
+       "      <td>4388.789155</td>\n",
+       "      <td>0.254672</td>\n",
+       "      <td>4300.031324</td>\n",
+       "      <td>0.269745</td>\n",
+       "      <td>4490.809604</td>\n",
+       "      <td>0.237346</td>\n",
+       "      <td>5611.630639</td>\n",
+       "      <td>0.047002</td>\n",
+       "      <td>6130.415877</td>\n",
+       "      <td>-0.041101</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>3347.325036</td>\n",
+       "      <td>0.431539</td>\n",
+       "      <td>3456.953573</td>\n",
+       "      <td>0.412921</td>\n",
+       "      <td>3551.114436</td>\n",
+       "      <td>0.396930</td>\n",
+       "      <td>3567.710551</td>\n",
+       "      <td>0.394112</td>\n",
+       "      <td>3530.744015</td>\n",
+       "      <td>0.400390</td>\n",
+       "      <td>3409.263149</td>\n",
+       "      <td>0.421020</td>\n",
+       "      <td>3358.449533</td>\n",
+       "      <td>0.429650</td>\n",
+       "      <td>3374.216506</td>\n",
+       "      <td>0.426972</td>\n",
+       "      <td>3804.723494</td>\n",
+       "      <td>0.353861</td>\n",
+       "      <td>6013.940639</td>\n",
+       "      <td>-0.021320</td>\n",
+       "      <td>3.261289</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
        "      <td>NaN</td>\n",
+       "      <td>keep_all_rows</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>42</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>224</td>\n",
-       "      <td>4847</td>\n",
-       "      <td>6229</td>\n",
-       "      <td>7033</td>\n",
-       "      <td>4246</td>\n",
-       "      <td>4462</td>\n",
-       "      <td>2467</td>\n",
-       "      <td>704</td>\n",
-       "      <td>6974</td>\n",
-       "      <td>7100</td>\n",
-       "      <td>1.448320</td>\n",
-       "      <td>3015.657705</td>\n",
-       "      <td>0.493287</td>\n",
-       "      <td>4450.729741</td>\n",
-       "      <td>0.252156</td>\n",
-       "      <td>5401.335532</td>\n",
-       "      <td>0.092429</td>\n",
-       "      <td>5872.831654</td>\n",
-       "      <td>0.013205</td>\n",
-       "      <td>6229.387859</td>\n",
-       "      <td>-0.046707</td>\n",
-       "      <td>6497.063836</td>\n",
-       "      <td>-0.091683</td>\n",
-       "      <td>6638.438945</td>\n",
-       "      <td>-0.115438</td>\n",
-       "      <td>6708.991358</td>\n",
-       "      <td>-0.127293</td>\n",
-       "      <td>6692.120871</td>\n",
-       "      <td>-0.124458</td>\n",
-       "      <td>6704.867772</td>\n",
-       "      <td>-0.126600</td>\n",
-       "      <td>6754.906732</td>\n",
-       "      <td>-0.135008</td>\n",
-       "      <td>2.445521</td>\n",
-       "      <td>7</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
+       "      <td>oob</td>\n",
+       "      <td>RF</td>\n",
+       "      <td>LFI_fit_on_OOB_RF</td>\n",
+       "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3437.298393</td>\n",
+       "      <td>0.416259</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
        "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
+       "      <td>146</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>6637</td>\n",
+       "      <td>7.152557e-07</td>\n",
+       "      <td>1927.875643</td>\n",
+       "      <td>0.690111</td>\n",
+       "      <td>1572.110064</td>\n",
+       "      <td>0.747297</td>\n",
+       "      <td>1410.956871</td>\n",
+       "      <td>0.773201</td>\n",
+       "      <td>1316.987527</td>\n",
+       "      <td>0.788306</td>\n",
+       "      <td>1298.405818</td>\n",
+       "      <td>0.791293</td>\n",
+       "      <td>1355.717040</td>\n",
+       "      <td>0.782080</td>\n",
+       "      <td>1457.293557</td>\n",
+       "      <td>0.765753</td>\n",
+       "      <td>1727.444156</td>\n",
+       "      <td>0.722328</td>\n",
+       "      <td>2255.740529</td>\n",
+       "      <td>0.637409</td>\n",
+       "      <td>3808.452175</td>\n",
+       "      <td>0.387825</td>\n",
+       "      <td>6343.745251</td>\n",
+       "      <td>-0.019702</td>\n",
+       "      <td>3130.434578</td>\n",
+       "      <td>0.496810</td>\n",
+       "      <td>2311.290876</td>\n",
+       "      <td>0.628480</td>\n",
+       "      <td>2464.648176</td>\n",
+       "      <td>0.603829</td>\n",
+       "      <td>2438.505250</td>\n",
+       "      <td>0.608032</td>\n",
+       "      <td>2549.467005</td>\n",
+       "      <td>0.590195</td>\n",
+       "      <td>2991.107948</td>\n",
+       "      <td>0.519206</td>\n",
+       "      <td>2910.721264</td>\n",
+       "      <td>0.532127</td>\n",
+       "      <td>2701.720683</td>\n",
+       "      <td>0.565722</td>\n",
+       "      <td>2648.362901</td>\n",
+       "      <td>0.574299</td>\n",
+       "      <td>3308.921978</td>\n",
+       "      <td>0.468120</td>\n",
+       "      <td>6225.444916</td>\n",
+       "      <td>-0.000686</td>\n",
+       "      <td>0.001840</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>435.154057</td>\n",
+       "      <td>0.930053</td>\n",
+       "      <td>578.295870</td>\n",
+       "      <td>0.907044</td>\n",
+       "      <td>794.145855</td>\n",
+       "      <td>0.872348</td>\n",
+       "      <td>871.571031</td>\n",
+       "      <td>0.859903</td>\n",
+       "      <td>1081.560635</td>\n",
+       "      <td>0.826149</td>\n",
+       "      <td>1246.903340</td>\n",
+       "      <td>0.799571</td>\n",
+       "      <td>1719.377957</td>\n",
+       "      <td>0.723625</td>\n",
+       "      <td>2961.601207</td>\n",
+       "      <td>0.523948</td>\n",
+       "      <td>4995.888570</td>\n",
+       "      <td>0.196955</td>\n",
+       "      <td>6333.359200</td>\n",
+       "      <td>-0.018032</td>\n",
+       "      <td>2017.030505</td>\n",
+       "      <td>0.675780</td>\n",
+       "      <td>1500.174492</td>\n",
+       "      <td>0.758860</td>\n",
+       "      <td>1410.452919</td>\n",
+       "      <td>0.773282</td>\n",
+       "      <td>1308.224056</td>\n",
+       "      <td>0.789714</td>\n",
+       "      <td>1299.349343</td>\n",
+       "      <td>0.791141</td>\n",
+       "      <td>1409.016837</td>\n",
+       "      <td>0.773513</td>\n",
+       "      <td>1485.060067</td>\n",
+       "      <td>0.761290</td>\n",
+       "      <td>1597.797518</td>\n",
+       "      <td>0.743168</td>\n",
+       "      <td>1922.213523</td>\n",
+       "      <td>0.691021</td>\n",
+       "      <td>3248.260264</td>\n",
+       "      <td>0.477871</td>\n",
+       "      <td>6260.105758</td>\n",
+       "      <td>-0.006257</td>\n",
+       "      <td>3.060483</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>3455.808647</td>\n",
+       "      <td>0.374419</td>\n",
+       "      <td>3610.099622</td>\n",
+       "      <td>0.346489</td>\n",
+       "      <td>3523.699975</td>\n",
+       "      <td>0.362129</td>\n",
+       "      <td>3583.408306</td>\n",
+       "      <td>0.351320</td>\n",
+       "      <td>3666.488037</td>\n",
+       "      <td>0.336281</td>\n",
+       "      <td>3500.532396</td>\n",
+       "      <td>0.366323</td>\n",
+       "      <td>3411.978401</td>\n",
+       "      <td>0.382353</td>\n",
+       "      <td>3793.541142</td>\n",
+       "      <td>0.313281</td>\n",
+       "      <td>4491.964609</td>\n",
+       "      <td>0.186851</td>\n",
+       "      <td>5618.072852</td>\n",
+       "      <td>-0.017001</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>3359.597858</td>\n",
+       "      <td>0.391835</td>\n",
+       "      <td>4094.407850</td>\n",
+       "      <td>0.258818</td>\n",
+       "      <td>3821.636052</td>\n",
+       "      <td>0.308196</td>\n",
+       "      <td>4357.392043</td>\n",
+       "      <td>0.211211</td>\n",
+       "      <td>3988.468877</td>\n",
+       "      <td>0.277995</td>\n",
+       "      <td>3657.376673</td>\n",
+       "      <td>0.337930</td>\n",
+       "      <td>3642.295782</td>\n",
+       "      <td>0.340660</td>\n",
+       "      <td>3710.705518</td>\n",
+       "      <td>0.328277</td>\n",
+       "      <td>4181.940191</td>\n",
+       "      <td>0.242972</td>\n",
+       "      <td>5536.029781</td>\n",
+       "      <td>-0.002149</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>4789.281846</td>\n",
+       "      <td>0.133029</td>\n",
+       "      <td>4764.126729</td>\n",
+       "      <td>0.137583</td>\n",
+       "      <td>4501.718813</td>\n",
+       "      <td>0.185085</td>\n",
+       "      <td>4486.412339</td>\n",
+       "      <td>0.187856</td>\n",
+       "      <td>4577.017632</td>\n",
+       "      <td>0.171454</td>\n",
+       "      <td>4030.408408</td>\n",
+       "      <td>0.270403</td>\n",
+       "      <td>4164.757158</td>\n",
+       "      <td>0.246083</td>\n",
+       "      <td>4655.410411</td>\n",
+       "      <td>0.157263</td>\n",
+       "      <td>5707.611037</td>\n",
+       "      <td>-0.033209</td>\n",
+       "      <td>5609.010074</td>\n",
+       "      <td>-0.015360</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3221.678714</td>\n",
+       "      <td>0.416802</td>\n",
+       "      <td>3474.465849</td>\n",
+       "      <td>0.371041</td>\n",
+       "      <td>3393.050948</td>\n",
+       "      <td>0.385779</td>\n",
+       "      <td>3561.101073</td>\n",
+       "      <td>0.355358</td>\n",
+       "      <td>3646.349430</td>\n",
+       "      <td>0.339927</td>\n",
+       "      <td>3437.397264</td>\n",
+       "      <td>0.377752</td>\n",
+       "      <td>3317.558821</td>\n",
+       "      <td>0.399445</td>\n",
+       "      <td>3530.358142</td>\n",
+       "      <td>0.360924</td>\n",
+       "      <td>4162.315216</td>\n",
+       "      <td>0.246525</td>\n",
+       "      <td>5547.769113</td>\n",
+       "      <td>-0.004274</td>\n",
+       "      <td>3.026658</td>\n",
+       "      <td>5543.626866</td>\n",
+       "      <td>-0.003524</td>\n",
+       "      <td>6284.314734</td>\n",
+       "      <td>-0.137606</td>\n",
+       "      <td>6072.578360</td>\n",
+       "      <td>-0.099277</td>\n",
+       "      <td>6234.109511</td>\n",
+       "      <td>-0.128518</td>\n",
+       "      <td>5964.712206</td>\n",
+       "      <td>-0.079751</td>\n",
+       "      <td>5742.733447</td>\n",
+       "      <td>-0.039567</td>\n",
+       "      <td>5556.985278</td>\n",
+       "      <td>-0.005943</td>\n",
+       "      <td>5187.552173</td>\n",
+       "      <td>0.060933</td>\n",
+       "      <td>4506.011319</td>\n",
+       "      <td>0.184308</td>\n",
+       "      <td>3736.817523</td>\n",
+       "      <td>0.323550</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>5550.991125</td>\n",
+       "      <td>-0.004858</td>\n",
+       "      <td>6150.935027</td>\n",
+       "      <td>-0.113461</td>\n",
+       "      <td>5635.380876</td>\n",
+       "      <td>-0.020134</td>\n",
+       "      <td>6467.328287</td>\n",
+       "      <td>-0.170736</td>\n",
+       "      <td>6114.466386</td>\n",
+       "      <td>-0.106860</td>\n",
+       "      <td>6601.702513</td>\n",
+       "      <td>-0.195061</td>\n",
+       "      <td>6913.487485</td>\n",
+       "      <td>-0.251501</td>\n",
+       "      <td>6544.022553</td>\n",
+       "      <td>-0.184619</td>\n",
+       "      <td>5142.066714</td>\n",
+       "      <td>0.069167</td>\n",
+       "      <td>3663.554786</td>\n",
+       "      <td>0.336812</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>7184.675801</td>\n",
+       "      <td>-0.300592</td>\n",
+       "      <td>7255.271317</td>\n",
+       "      <td>-0.313372</td>\n",
+       "      <td>7160.553797</td>\n",
+       "      <td>-0.296226</td>\n",
+       "      <td>7295.401713</td>\n",
+       "      <td>-0.320636</td>\n",
+       "      <td>7344.721454</td>\n",
+       "      <td>-0.329564</td>\n",
+       "      <td>7165.914039</td>\n",
+       "      <td>-0.297196</td>\n",
+       "      <td>7031.633772</td>\n",
+       "      <td>-0.272888</td>\n",
+       "      <td>6159.847620</td>\n",
+       "      <td>-0.115075</td>\n",
+       "      <td>5297.260877</td>\n",
+       "      <td>0.041073</td>\n",
+       "      <td>4487.539375</td>\n",
+       "      <td>0.187652</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>5524.322649</td>\n",
+       "      <td>-0.000030</td>\n",
+       "      <td>6354.448813</td>\n",
+       "      <td>-0.150302</td>\n",
+       "      <td>6022.427944</td>\n",
+       "      <td>-0.090199</td>\n",
+       "      <td>6276.691914</td>\n",
+       "      <td>-0.136226</td>\n",
+       "      <td>6049.035162</td>\n",
+       "      <td>-0.095015</td>\n",
+       "      <td>5950.884124</td>\n",
+       "      <td>-0.077247</td>\n",
+       "      <td>5823.013695</td>\n",
+       "      <td>-0.054100</td>\n",
+       "      <td>5430.793410</td>\n",
+       "      <td>0.016901</td>\n",
+       "      <td>4560.145429</td>\n",
+       "      <td>0.174508</td>\n",
+       "      <td>3505.487000</td>\n",
+       "      <td>0.365426</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3.169741</td>\n",
+       "      <td>3437.298393</td>\n",
+       "      <td>0.416259</td>\n",
+       "      <td>3489.803822</td>\n",
+       "      <td>0.407342</td>\n",
+       "      <td>3614.039346</td>\n",
+       "      <td>0.386244</td>\n",
+       "      <td>3544.498754</td>\n",
+       "      <td>0.398054</td>\n",
+       "      <td>3581.908104</td>\n",
+       "      <td>0.391701</td>\n",
+       "      <td>3562.931373</td>\n",
+       "      <td>0.394924</td>\n",
+       "      <td>3536.781220</td>\n",
+       "      <td>0.399364</td>\n",
+       "      <td>3613.363492</td>\n",
+       "      <td>0.386359</td>\n",
+       "      <td>3831.041200</td>\n",
+       "      <td>0.349392</td>\n",
+       "      <td>4592.534737</td>\n",
+       "      <td>0.220071</td>\n",
+       "      <td>6145.563162</td>\n",
+       "      <td>-0.043673</td>\n",
+       "      <td>2976.908910</td>\n",
+       "      <td>0.494445</td>\n",
+       "      <td>3277.563835</td>\n",
+       "      <td>0.443386</td>\n",
+       "      <td>3593.608566</td>\n",
+       "      <td>0.389714</td>\n",
+       "      <td>3718.889717</td>\n",
+       "      <td>0.368438</td>\n",
+       "      <td>4093.453354</td>\n",
+       "      <td>0.304827</td>\n",
+       "      <td>3864.686554</td>\n",
+       "      <td>0.343678</td>\n",
+       "      <td>3653.115531</td>\n",
+       "      <td>0.379608</td>\n",
+       "      <td>3604.515229</td>\n",
+       "      <td>0.387862</td>\n",
+       "      <td>3486.063140</td>\n",
+       "      <td>0.407978</td>\n",
+       "      <td>3875.980045</td>\n",
+       "      <td>0.341760</td>\n",
+       "      <td>5896.806501</td>\n",
+       "      <td>-0.001428</td>\n",
+       "      <td>4495.091537</td>\n",
+       "      <td>0.236619</td>\n",
+       "      <td>4747.208036</td>\n",
+       "      <td>0.193803</td>\n",
+       "      <td>4783.254587</td>\n",
+       "      <td>0.187682</td>\n",
+       "      <td>4537.022953</td>\n",
+       "      <td>0.229498</td>\n",
+       "      <td>4520.578531</td>\n",
+       "      <td>0.232291</td>\n",
+       "      <td>4436.665610</td>\n",
+       "      <td>0.246541</td>\n",
+       "      <td>4304.815707</td>\n",
+       "      <td>0.268933</td>\n",
+       "      <td>4699.659966</td>\n",
+       "      <td>0.201878</td>\n",
+       "      <td>5127.710262</td>\n",
+       "      <td>0.129184</td>\n",
+       "      <td>5998.762614</td>\n",
+       "      <td>-0.018743</td>\n",
+       "      <td>6130.415877</td>\n",
+       "      <td>-0.041101</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>3163.967316</td>\n",
+       "      <td>0.462678</td>\n",
+       "      <td>3276.242220</td>\n",
+       "      <td>0.443611</td>\n",
+       "      <td>3295.759344</td>\n",
+       "      <td>0.440296</td>\n",
+       "      <td>3420.956769</td>\n",
+       "      <td>0.419034</td>\n",
+       "      <td>3405.242276</td>\n",
+       "      <td>0.421703</td>\n",
+       "      <td>3399.894723</td>\n",
+       "      <td>0.422611</td>\n",
+       "      <td>3407.995517</td>\n",
+       "      <td>0.421236</td>\n",
+       "      <td>3443.107371</td>\n",
+       "      <td>0.415273</td>\n",
+       "      <td>4046.739770</td>\n",
+       "      <td>0.312761</td>\n",
+       "      <td>6013.940639</td>\n",
+       "      <td>-0.021320</td>\n",
+       "      <td>3.266821</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>11</th>\n",
        "      <td>NaN</td>\n",
        "      <td>keep_all_rows</td>\n",
        "      <td>0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
        "      <td>0.33</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>42</td>\n",
+       "      <td>False</td>\n",
+       "      <td>inbag</td>\n",
        "      <td>RF</td>\n",
-       "      <td>TreeSHAP_RF</td>\n",
-       "      <td>train-test</td>\n",
+       "      <td>LFI_fit_on_inbag_RF</td>\n",
        "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3437.298393</td>\n",
+       "      <td>0.416259</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
        "      <td>10</td>\n",
-       "      <td>7</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
        "      <td>146</td>\n",
-       "      <td>3015.657705</td>\n",
-       "      <td>0.493287</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>6637</td>\n",
+       "      <td>1.561928e+00</td>\n",
+       "      <td>1927.875643</td>\n",
+       "      <td>0.690111</td>\n",
+       "      <td>1572.110064</td>\n",
+       "      <td>0.747297</td>\n",
+       "      <td>1410.956871</td>\n",
+       "      <td>0.773201</td>\n",
+       "      <td>1316.987527</td>\n",
+       "      <td>0.788306</td>\n",
+       "      <td>1298.405818</td>\n",
+       "      <td>0.791293</td>\n",
+       "      <td>1355.717040</td>\n",
+       "      <td>0.782080</td>\n",
+       "      <td>1457.293557</td>\n",
+       "      <td>0.765753</td>\n",
+       "      <td>1727.444156</td>\n",
+       "      <td>0.722328</td>\n",
+       "      <td>2255.740529</td>\n",
+       "      <td>0.637409</td>\n",
+       "      <td>3808.452175</td>\n",
+       "      <td>0.387825</td>\n",
+       "      <td>6343.745251</td>\n",
+       "      <td>-0.019702</td>\n",
+       "      <td>3130.434578</td>\n",
+       "      <td>0.496810</td>\n",
+       "      <td>2311.290876</td>\n",
+       "      <td>0.628480</td>\n",
+       "      <td>2464.648176</td>\n",
+       "      <td>0.603829</td>\n",
+       "      <td>2438.505250</td>\n",
+       "      <td>0.608032</td>\n",
+       "      <td>2549.467005</td>\n",
+       "      <td>0.590195</td>\n",
+       "      <td>2991.107948</td>\n",
+       "      <td>0.519206</td>\n",
+       "      <td>2910.721264</td>\n",
+       "      <td>0.532127</td>\n",
+       "      <td>2701.720683</td>\n",
+       "      <td>0.565722</td>\n",
+       "      <td>2648.362901</td>\n",
+       "      <td>0.574299</td>\n",
+       "      <td>3308.921978</td>\n",
+       "      <td>0.468120</td>\n",
+       "      <td>6225.444916</td>\n",
+       "      <td>-0.000686</td>\n",
+       "      <td>0.001840</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>435.154057</td>\n",
+       "      <td>0.930053</td>\n",
+       "      <td>578.295870</td>\n",
+       "      <td>0.907044</td>\n",
+       "      <td>794.145855</td>\n",
+       "      <td>0.872348</td>\n",
+       "      <td>871.571031</td>\n",
+       "      <td>0.859903</td>\n",
+       "      <td>1081.560635</td>\n",
+       "      <td>0.826149</td>\n",
+       "      <td>1246.903340</td>\n",
+       "      <td>0.799571</td>\n",
+       "      <td>1719.377957</td>\n",
+       "      <td>0.723625</td>\n",
+       "      <td>2961.601207</td>\n",
+       "      <td>0.523948</td>\n",
+       "      <td>4995.888570</td>\n",
+       "      <td>0.196955</td>\n",
+       "      <td>6333.359200</td>\n",
+       "      <td>-0.018032</td>\n",
+       "      <td>2017.030505</td>\n",
+       "      <td>0.675780</td>\n",
+       "      <td>1500.174492</td>\n",
+       "      <td>0.758860</td>\n",
+       "      <td>1410.452919</td>\n",
+       "      <td>0.773282</td>\n",
+       "      <td>1308.224056</td>\n",
+       "      <td>0.789714</td>\n",
+       "      <td>1299.349343</td>\n",
+       "      <td>0.791141</td>\n",
+       "      <td>1409.016837</td>\n",
+       "      <td>0.773513</td>\n",
+       "      <td>1485.060067</td>\n",
+       "      <td>0.761290</td>\n",
+       "      <td>1597.797518</td>\n",
+       "      <td>0.743168</td>\n",
+       "      <td>1922.213523</td>\n",
+       "      <td>0.691021</td>\n",
+       "      <td>3248.260264</td>\n",
+       "      <td>0.477871</td>\n",
+       "      <td>6260.105758</td>\n",
+       "      <td>-0.006257</td>\n",
+       "      <td>3.035136</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>3455.808647</td>\n",
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+       "      <td>3610.099622</td>\n",
+       "      <td>0.346489</td>\n",
+       "      <td>3523.699975</td>\n",
+       "      <td>0.362129</td>\n",
+       "      <td>3583.408306</td>\n",
+       "      <td>0.351320</td>\n",
+       "      <td>3666.488037</td>\n",
+       "      <td>0.336281</td>\n",
+       "      <td>3500.532396</td>\n",
+       "      <td>0.366323</td>\n",
+       "      <td>3411.978401</td>\n",
+       "      <td>0.382353</td>\n",
+       "      <td>3793.541142</td>\n",
+       "      <td>0.313281</td>\n",
+       "      <td>4491.964609</td>\n",
+       "      <td>0.186851</td>\n",
+       "      <td>5618.072852</td>\n",
+       "      <td>-0.017001</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>3359.597858</td>\n",
+       "      <td>0.391835</td>\n",
+       "      <td>4094.407850</td>\n",
+       "      <td>0.258818</td>\n",
+       "      <td>3821.636052</td>\n",
+       "      <td>0.308196</td>\n",
+       "      <td>4357.392043</td>\n",
+       "      <td>0.211211</td>\n",
+       "      <td>3988.468877</td>\n",
+       "      <td>0.277995</td>\n",
+       "      <td>3657.376673</td>\n",
+       "      <td>0.337930</td>\n",
+       "      <td>3642.295782</td>\n",
+       "      <td>0.340660</td>\n",
+       "      <td>3710.705518</td>\n",
+       "      <td>0.328277</td>\n",
+       "      <td>4181.940191</td>\n",
+       "      <td>0.242972</td>\n",
+       "      <td>5536.029781</td>\n",
+       "      <td>-0.002149</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>4789.281846</td>\n",
+       "      <td>0.133029</td>\n",
+       "      <td>4764.126729</td>\n",
+       "      <td>0.137583</td>\n",
+       "      <td>4501.718813</td>\n",
+       "      <td>0.185085</td>\n",
+       "      <td>4486.412339</td>\n",
+       "      <td>0.187856</td>\n",
+       "      <td>4577.017632</td>\n",
+       "      <td>0.171454</td>\n",
+       "      <td>4030.408408</td>\n",
+       "      <td>0.270403</td>\n",
+       "      <td>4164.757158</td>\n",
+       "      <td>0.246083</td>\n",
+       "      <td>4655.410411</td>\n",
+       "      <td>0.157263</td>\n",
+       "      <td>5707.611037</td>\n",
+       "      <td>-0.033209</td>\n",
+       "      <td>5609.010074</td>\n",
+       "      <td>-0.015360</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3221.678714</td>\n",
+       "      <td>0.416802</td>\n",
+       "      <td>3474.465849</td>\n",
+       "      <td>0.371041</td>\n",
+       "      <td>3393.050948</td>\n",
+       "      <td>0.385779</td>\n",
+       "      <td>3561.101073</td>\n",
+       "      <td>0.355358</td>\n",
+       "      <td>3646.349430</td>\n",
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+       "      <td>6072.578360</td>\n",
+       "      <td>-0.099277</td>\n",
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+       "      <td>5964.712206</td>\n",
+       "      <td>-0.079751</td>\n",
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+       "      <td>-0.039567</td>\n",
+       "      <td>5556.985278</td>\n",
+       "      <td>-0.005943</td>\n",
+       "      <td>5187.552173</td>\n",
+       "      <td>0.060933</td>\n",
+       "      <td>4506.011319</td>\n",
+       "      <td>0.184308</td>\n",
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+       "      <td>-0.020134</td>\n",
+       "      <td>6467.328287</td>\n",
+       "      <td>-0.170736</td>\n",
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+       "      <td>-0.106860</td>\n",
+       "      <td>6601.702513</td>\n",
+       "      <td>-0.195061</td>\n",
+       "      <td>6913.487485</td>\n",
+       "      <td>-0.251501</td>\n",
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+       "      <td>0.069167</td>\n",
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+       "      <td>-0.313372</td>\n",
+       "      <td>7160.553797</td>\n",
+       "      <td>-0.296226</td>\n",
+       "      <td>7295.401713</td>\n",
+       "      <td>-0.320636</td>\n",
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+       "      <td>-0.329564</td>\n",
+       "      <td>7165.914039</td>\n",
+       "      <td>-0.297196</td>\n",
+       "      <td>7031.633772</td>\n",
+       "      <td>-0.272888</td>\n",
+       "      <td>6159.847620</td>\n",
+       "      <td>-0.115075</td>\n",
+       "      <td>5297.260877</td>\n",
+       "      <td>0.041073</td>\n",
+       "      <td>4487.539375</td>\n",
+       "      <td>0.187652</td>\n",
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+       "      <td>0.209667</td>\n",
+       "      <td>5524.322649</td>\n",
+       "      <td>-0.000030</td>\n",
+       "      <td>6354.448813</td>\n",
+       "      <td>-0.150302</td>\n",
+       "      <td>6022.427944</td>\n",
+       "      <td>-0.090199</td>\n",
+       "      <td>6276.691914</td>\n",
+       "      <td>-0.136226</td>\n",
+       "      <td>6049.035162</td>\n",
+       "      <td>-0.095015</td>\n",
+       "      <td>5950.884124</td>\n",
+       "      <td>-0.077247</td>\n",
+       "      <td>5823.013695</td>\n",
+       "      <td>-0.054100</td>\n",
+       "      <td>5430.793410</td>\n",
+       "      <td>0.016901</td>\n",
+       "      <td>4560.145429</td>\n",
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+       "      <td>3505.487000</td>\n",
+       "      <td>0.365426</td>\n",
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+       "      <td>3.168274</td>\n",
+       "      <td>3437.298393</td>\n",
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+       "      <td>3489.803822</td>\n",
+       "      <td>0.407342</td>\n",
+       "      <td>3614.039346</td>\n",
+       "      <td>0.386244</td>\n",
+       "      <td>3544.498754</td>\n",
+       "      <td>0.398054</td>\n",
+       "      <td>3581.908104</td>\n",
+       "      <td>0.391701</td>\n",
+       "      <td>3562.931373</td>\n",
+       "      <td>0.394924</td>\n",
+       "      <td>3536.781220</td>\n",
+       "      <td>0.399364</td>\n",
+       "      <td>3613.363492</td>\n",
+       "      <td>0.386359</td>\n",
+       "      <td>3831.041200</td>\n",
+       "      <td>0.349392</td>\n",
+       "      <td>4592.534737</td>\n",
+       "      <td>0.220071</td>\n",
+       "      <td>6145.563162</td>\n",
+       "      <td>-0.043673</td>\n",
+       "      <td>2976.908910</td>\n",
+       "      <td>0.494445</td>\n",
+       "      <td>3277.563835</td>\n",
+       "      <td>0.443386</td>\n",
+       "      <td>3593.608566</td>\n",
+       "      <td>0.389714</td>\n",
+       "      <td>3718.889717</td>\n",
+       "      <td>0.368438</td>\n",
+       "      <td>4093.453354</td>\n",
+       "      <td>0.304827</td>\n",
+       "      <td>3864.686554</td>\n",
+       "      <td>0.343678</td>\n",
+       "      <td>3653.115531</td>\n",
+       "      <td>0.379608</td>\n",
+       "      <td>3604.515229</td>\n",
+       "      <td>0.387862</td>\n",
+       "      <td>3486.063140</td>\n",
+       "      <td>0.407978</td>\n",
+       "      <td>3875.980045</td>\n",
+       "      <td>0.341760</td>\n",
+       "      <td>5896.806501</td>\n",
+       "      <td>-0.001428</td>\n",
+       "      <td>4495.091537</td>\n",
+       "      <td>0.236619</td>\n",
+       "      <td>4747.208036</td>\n",
+       "      <td>0.193803</td>\n",
+       "      <td>4783.254587</td>\n",
+       "      <td>0.187682</td>\n",
+       "      <td>4537.022953</td>\n",
+       "      <td>0.229498</td>\n",
+       "      <td>4520.578531</td>\n",
+       "      <td>0.232291</td>\n",
+       "      <td>4436.665610</td>\n",
+       "      <td>0.246541</td>\n",
+       "      <td>4304.815707</td>\n",
+       "      <td>0.268933</td>\n",
+       "      <td>4699.659966</td>\n",
+       "      <td>0.201878</td>\n",
+       "      <td>5127.710262</td>\n",
+       "      <td>0.129184</td>\n",
+       "      <td>5998.762614</td>\n",
+       "      <td>-0.018743</td>\n",
+       "      <td>6130.415877</td>\n",
+       "      <td>-0.041101</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>3163.967316</td>\n",
+       "      <td>0.462678</td>\n",
+       "      <td>3276.242220</td>\n",
+       "      <td>0.443611</td>\n",
+       "      <td>3295.759344</td>\n",
+       "      <td>0.440296</td>\n",
+       "      <td>3420.956769</td>\n",
+       "      <td>0.419034</td>\n",
+       "      <td>3405.242276</td>\n",
+       "      <td>0.421703</td>\n",
+       "      <td>3399.894723</td>\n",
+       "      <td>0.422611</td>\n",
+       "      <td>3407.995517</td>\n",
+       "      <td>0.421236</td>\n",
+       "      <td>3443.107371</td>\n",
+       "      <td>0.415273</td>\n",
+       "      <td>4046.739770</td>\n",
+       "      <td>0.312761</td>\n",
+       "      <td>6013.940639</td>\n",
+       "      <td>-0.021320</td>\n",
+       "      <td>3.251678</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
        "      <td>NaN</td>\n",
+       "      <td>keep_all_rows</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>42</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>RF</td>\n",
+       "      <td>LIME_RF_plus</td>\n",
+       "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3437.298393</td>\n",
+       "      <td>0.416259</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
+       "      <td>288</td>\n",
+       "      <td>46</td>\n",
+       "      <td>165</td>\n",
+       "      <td>103</td>\n",
+       "      <td>126</td>\n",
+       "      <td>145</td>\n",
+       "      <td>221</td>\n",
+       "      <td>111</td>\n",
+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "      <td>172</td>\n",
+       "      <td>53</td>\n",
+       "      <td>96</td>\n",
+       "      <td>109</td>\n",
+       "      <td>146</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>6637</td>\n",
+       "      <td>1.282661e+02</td>\n",
+       "      <td>1927.875643</td>\n",
+       "      <td>0.690111</td>\n",
+       "      <td>3109.520999</td>\n",
+       "      <td>0.500172</td>\n",
+       "      <td>4367.053821</td>\n",
+       "      <td>0.298034</td>\n",
+       "      <td>4900.797649</td>\n",
+       "      <td>0.212240</td>\n",
+       "      <td>5257.624292</td>\n",
+       "      <td>0.154883</td>\n",
+       "      <td>5559.710031</td>\n",
+       "      <td>0.106325</td>\n",
+       "      <td>5726.054872</td>\n",
+       "      <td>0.079587</td>\n",
+       "      <td>5945.354548</td>\n",
+       "      <td>0.044336</td>\n",
+       "      <td>6091.859900</td>\n",
+       "      <td>0.020787</td>\n",
+       "      <td>6250.015618</td>\n",
+       "      <td>-0.004635</td>\n",
+       "      <td>6343.745251</td>\n",
+       "      <td>-0.019702</td>\n",
+       "      <td>3130.434578</td>\n",
+       "      <td>0.496810</td>\n",
+       "      <td>4714.722460</td>\n",
+       "      <td>0.242150</td>\n",
+       "      <td>6105.826571</td>\n",
+       "      <td>0.018542</td>\n",
+       "      <td>6584.890623</td>\n",
+       "      <td>-0.058464</td>\n",
+       "      <td>6646.873519</td>\n",
+       "      <td>-0.068427</td>\n",
+       "      <td>6519.513551</td>\n",
+       "      <td>-0.047955</td>\n",
+       "      <td>6388.461319</td>\n",
+       "      <td>-0.026889</td>\n",
+       "      <td>6356.562562</td>\n",
+       "      <td>-0.021762</td>\n",
+       "      <td>6658.999064</td>\n",
+       "      <td>-0.070376</td>\n",
+       "      <td>6507.733715</td>\n",
+       "      <td>-0.046061</td>\n",
+       "      <td>6225.444916</td>\n",
+       "      <td>-0.000686</td>\n",
+       "      <td>0.001840</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2614.660509</td>\n",
+       "      <td>0.579716</td>\n",
+       "      <td>4011.036737</td>\n",
+       "      <td>0.355261</td>\n",
+       "      <td>4626.061442</td>\n",
+       "      <td>0.256401</td>\n",
+       "      <td>5360.039469</td>\n",
+       "      <td>0.138420</td>\n",
+       "      <td>5496.277855</td>\n",
+       "      <td>0.116521</td>\n",
+       "      <td>5723.620207</td>\n",
+       "      <td>0.079978</td>\n",
+       "      <td>5871.165197</td>\n",
+       "      <td>0.056261</td>\n",
+       "      <td>5823.804436</td>\n",
+       "      <td>0.063874</td>\n",
+       "      <td>6057.440646</td>\n",
+       "      <td>0.026319</td>\n",
+       "      <td>6333.359200</td>\n",
+       "      <td>-0.018032</td>\n",
+       "      <td>2017.030505</td>\n",
+       "      <td>0.675780</td>\n",
+       "      <td>3301.428184</td>\n",
+       "      <td>0.469324</td>\n",
+       "      <td>4709.730207</td>\n",
+       "      <td>0.242952</td>\n",
+       "      <td>5279.249795</td>\n",
+       "      <td>0.151407</td>\n",
+       "      <td>5527.754058</td>\n",
+       "      <td>0.111462</td>\n",
+       "      <td>5840.230736</td>\n",
+       "      <td>0.061234</td>\n",
+       "      <td>5936.438486</td>\n",
+       "      <td>0.045769</td>\n",
+       "      <td>6028.816518</td>\n",
+       "      <td>0.030920</td>\n",
+       "      <td>6178.794235</td>\n",
+       "      <td>0.006813</td>\n",
+       "      <td>6262.315775</td>\n",
+       "      <td>-0.006613</td>\n",
+       "      <td>6260.105758</td>\n",
+       "      <td>-0.006257</td>\n",
+       "      <td>3.051310</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>4026.851269</td>\n",
+       "      <td>0.271047</td>\n",
+       "      <td>4516.035721</td>\n",
+       "      <td>0.182493</td>\n",
+       "      <td>4748.938547</td>\n",
+       "      <td>0.140332</td>\n",
+       "      <td>4941.877165</td>\n",
+       "      <td>0.105406</td>\n",
+       "      <td>4969.681684</td>\n",
+       "      <td>0.100373</td>\n",
+       "      <td>5154.442990</td>\n",
+       "      <td>0.066927</td>\n",
+       "      <td>5341.277991</td>\n",
+       "      <td>0.033105</td>\n",
+       "      <td>5474.523439</td>\n",
+       "      <td>0.008985</td>\n",
+       "      <td>5605.647985</td>\n",
+       "      <td>-0.014752</td>\n",
+       "      <td>5618.072852</td>\n",
+       "      <td>-0.017001</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>3866.856717</td>\n",
+       "      <td>0.300010</td>\n",
+       "      <td>5228.037016</td>\n",
+       "      <td>0.053605</td>\n",
+       "      <td>6052.572833</td>\n",
+       "      <td>-0.095655</td>\n",
+       "      <td>5818.615867</td>\n",
+       "      <td>-0.053304</td>\n",
+       "      <td>5470.311063</td>\n",
+       "      <td>0.009747</td>\n",
+       "      <td>5377.332323</td>\n",
+       "      <td>0.026579</td>\n",
+       "      <td>5430.146636</td>\n",
+       "      <td>0.017018</td>\n",
+       "      <td>5432.133645</td>\n",
+       "      <td>0.016658</td>\n",
+       "      <td>5612.659759</td>\n",
+       "      <td>-0.016021</td>\n",
+       "      <td>5536.029781</td>\n",
+       "      <td>-0.002149</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>5596.208326</td>\n",
+       "      <td>-0.013043</td>\n",
+       "      <td>5069.165736</td>\n",
+       "      <td>0.082364</td>\n",
+       "      <td>5229.397452</td>\n",
+       "      <td>0.053358</td>\n",
+       "      <td>5260.595538</td>\n",
+       "      <td>0.047711</td>\n",
+       "      <td>4997.583762</td>\n",
+       "      <td>0.095322</td>\n",
+       "      <td>5310.226848</td>\n",
+       "      <td>0.038726</td>\n",
+       "      <td>5506.008923</td>\n",
+       "      <td>0.003285</td>\n",
+       "      <td>5683.735374</td>\n",
+       "      <td>-0.028887</td>\n",
+       "      <td>5609.859541</td>\n",
+       "      <td>-0.015514</td>\n",
+       "      <td>5609.010074</td>\n",
+       "      <td>-0.015360</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3648.528436</td>\n",
+       "      <td>0.339532</td>\n",
+       "      <td>4505.943008</td>\n",
+       "      <td>0.184320</td>\n",
+       "      <td>4947.766249</td>\n",
+       "      <td>0.104340</td>\n",
+       "      <td>5130.663384</td>\n",
+       "      <td>0.071231</td>\n",
+       "      <td>5136.050537</td>\n",
+       "      <td>0.070256</td>\n",
+       "      <td>5299.074872</td>\n",
+       "      <td>0.040745</td>\n",
+       "      <td>5419.978290</td>\n",
+       "      <td>0.018859</td>\n",
+       "      <td>5484.714656</td>\n",
+       "      <td>0.007140</td>\n",
+       "      <td>5548.526627</td>\n",
+       "      <td>-0.004411</td>\n",
+       "      <td>5547.769113</td>\n",
+       "      <td>-0.004274</td>\n",
+       "      <td>3.111742</td>\n",
+       "      <td>5543.626866</td>\n",
+       "      <td>-0.003524</td>\n",
+       "      <td>4142.868705</td>\n",
+       "      <td>0.250045</td>\n",
+       "      <td>3839.908244</td>\n",
+       "      <td>0.304888</td>\n",
+       "      <td>3610.965299</td>\n",
+       "      <td>0.346332</td>\n",
+       "      <td>3556.368685</td>\n",
+       "      <td>0.356215</td>\n",
+       "      <td>3537.703576</td>\n",
+       "      <td>0.359594</td>\n",
+       "      <td>3489.817951</td>\n",
+       "      <td>0.368262</td>\n",
+       "      <td>3452.269962</td>\n",
+       "      <td>0.375059</td>\n",
+       "      <td>3353.110915</td>\n",
+       "      <td>0.393009</td>\n",
+       "      <td>3358.555596</td>\n",
+       "      <td>0.392024</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>5550.991125</td>\n",
+       "      <td>-0.004858</td>\n",
+       "      <td>4323.816533</td>\n",
+       "      <td>0.217289</td>\n",
+       "      <td>3702.086702</td>\n",
+       "      <td>0.329837</td>\n",
+       "      <td>3762.841060</td>\n",
+       "      <td>0.318839</td>\n",
+       "      <td>4024.668959</td>\n",
+       "      <td>0.271442</td>\n",
+       "      <td>3762.872076</td>\n",
+       "      <td>0.318833</td>\n",
+       "      <td>3433.628586</td>\n",
+       "      <td>0.378434</td>\n",
+       "      <td>3251.617190</td>\n",
+       "      <td>0.411382</td>\n",
+       "      <td>3181.910344</td>\n",
+       "      <td>0.424001</td>\n",
+       "      <td>3111.954175</td>\n",
+       "      <td>0.436664</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>7184.675801</td>\n",
+       "      <td>-0.300592</td>\n",
+       "      <td>5570.110934</td>\n",
+       "      <td>-0.008319</td>\n",
+       "      <td>4624.913806</td>\n",
+       "      <td>0.162784</td>\n",
+       "      <td>4751.365722</td>\n",
+       "      <td>0.139893</td>\n",
+       "      <td>4557.087951</td>\n",
+       "      <td>0.175062</td>\n",
+       "      <td>4564.018922</td>\n",
+       "      <td>0.173807</td>\n",
+       "      <td>4225.575459</td>\n",
+       "      <td>0.235073</td>\n",
+       "      <td>4241.381251</td>\n",
+       "      <td>0.232212</td>\n",
+       "      <td>4227.567044</td>\n",
+       "      <td>0.234713</td>\n",
+       "      <td>4219.306238</td>\n",
+       "      <td>0.236208</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>5524.322649</td>\n",
+       "      <td>-0.000030</td>\n",
+       "      <td>4120.139081</td>\n",
+       "      <td>0.254160</td>\n",
+       "      <td>3555.359385</td>\n",
+       "      <td>0.356398</td>\n",
+       "      <td>3411.494272</td>\n",
+       "      <td>0.382441</td>\n",
+       "      <td>3353.409505</td>\n",
+       "      <td>0.392955</td>\n",
+       "      <td>3346.904615</td>\n",
+       "      <td>0.394133</td>\n",
+       "      <td>3288.471242</td>\n",
+       "      <td>0.404711</td>\n",
+       "      <td>3221.614162</td>\n",
+       "      <td>0.416813</td>\n",
+       "      <td>3171.630384</td>\n",
+       "      <td>0.425862</td>\n",
+       "      <td>3183.173646</td>\n",
+       "      <td>0.423772</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3.175503</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -1004,1561 +8203,6949 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>224</td>\n",
-       "      <td>4847</td>\n",
-       "      <td>6229</td>\n",
-       "      <td>7033</td>\n",
-       "      <td>4246</td>\n",
-       "      <td>4462</td>\n",
-       "      <td>2467</td>\n",
-       "      <td>704</td>\n",
-       "      <td>6974</td>\n",
-       "      <td>7100</td>\n",
-       "      <td>0.166827</td>\n",
-       "      <td>3015.657705</td>\n",
-       "      <td>0.493287</td>\n",
-       "      <td>4425.135054</td>\n",
-       "      <td>0.256457</td>\n",
-       "      <td>5571.449691</td>\n",
-       "      <td>0.063845</td>\n",
-       "      <td>6052.897939</td>\n",
-       "      <td>-0.017051</td>\n",
-       "      <td>6391.870115</td>\n",
-       "      <td>-0.074008</td>\n",
-       "      <td>6662.404069</td>\n",
-       "      <td>-0.119465</td>\n",
-       "      <td>6724.232910</td>\n",
-       "      <td>-0.129854</td>\n",
-       "      <td>6712.329030</td>\n",
-       "      <td>-0.127854</td>\n",
-       "      <td>6746.616969</td>\n",
-       "      <td>-0.133615</td>\n",
-       "      <td>6754.743785</td>\n",
-       "      <td>-0.134981</td>\n",
-       "      <td>6754.906732</td>\n",
-       "      <td>-0.135008</td>\n",
-       "      <td>2.448545</td>\n",
-       "      <td>7</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>75</th>\n",
+       "      <th>13</th>\n",
        "      <td>NaN</td>\n",
        "      <td>keep_all_rows</td>\n",
        "      <td>0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
        "      <td>0.33</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>inbag</td>\n",
+       "      <td>42</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>RF</td>\n",
-       "      <td>MDI_RF</td>\n",
-       "      <td>train-test</td>\n",
+       "      <td>TreeSHAP_RF</td>\n",
        "      <td>296</td>\n",
+       "      <td>146</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3437.298393</td>\n",
+       "      <td>0.416259</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>274</td>\n",
+       "      <td>69</td>\n",
+       "      <td>155</td>\n",
+       "      <td>30</td>\n",
+       "      <td>84</td>\n",
+       "      <td>39</td>\n",
+       "      <td>82</td>\n",
+       "      <td>2</td>\n",
+       "      <td>261</td>\n",
+       "      <td>124</td>\n",
+       "      <td>9</td>\n",
        "      <td>10</td>\n",
+       "      <td>42</td>\n",
+       "      <td>68</td>\n",
+       "      <td>277</td>\n",
+       "      <td>51</td>\n",
+       "      <td>282</td>\n",
+       "      <td>71</td>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>148</td>\n",
+       "      <td>102</td>\n",
+       "      <td>211</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>76</td>\n",
+       "      <td>218</td>\n",
+       "      <td>142</td>\n",
+       "      <td>262</td>\n",
+       "      <td>127</td>\n",
+       "      <td>46</td>\n",
+       "      <td>95</td>\n",
+       "      <td>45</td>\n",
+       "      <td>70</td>\n",
+       "      <td>236</td>\n",
+       "      <td>93</td>\n",
+       "      <td>228</td>\n",
+       "      <td>67</td>\n",
+       "      <td>132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>105</td>\n",
+       "      <td>167</td>\n",
+       "      <td>82</td>\n",
+       "      <td>152</td>\n",
+       "      <td>136</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>113</td>\n",
+       "      <td>54</td>\n",
        "      <td>5</td>\n",
+       "      <td>28</td>\n",
+       "      <td>238</td>\n",
+       "      <td>74</td>\n",
+       "      <td>251</td>\n",
+       "      <td>119</td>\n",
+       "      <td>170</td>\n",
+       "      <td>18</td>\n",
+       "      <td>186</td>\n",
+       "      <td>9</td>\n",
+       "      <td>193</td>\n",
+       "      <td>58</td>\n",
+       "      <td>33</td>\n",
+       "      <td>99</td>\n",
+       "      <td>222</td>\n",
+       "      <td>73</td>\n",
+       "      <td>216</td>\n",
+       "      <td>97</td>\n",
+       "      <td>197</td>\n",
+       "      <td>128</td>\n",
+       "      <td>73</td>\n",
+       "      <td>122</td>\n",
+       "      <td>182</td>\n",
+       "      <td>55</td>\n",
+       "      <td>119</td>\n",
+       "      <td>90</td>\n",
+       "      <td>285</td>\n",
+       "      <td>129</td>\n",
+       "      <td>202</td>\n",
+       "      <td>79</td>\n",
+       "      <td>204</td>\n",
+       "      <td>4</td>\n",
+       "      <td>179</td>\n",
+       "      <td>87</td>\n",
+       "      <td>177</td>\n",
+       "      <td>83</td>\n",
+       "      <td>111</td>\n",
+       "      <td>115</td>\n",
+       "      <td>59</td>\n",
+       "      <td>81</td>\n",
+       "      <td>226</td>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>144</td>\n",
+       "      <td>77</td>\n",
+       "      <td>78</td>\n",
+       "      <td>6</td>\n",
+       "      <td>126</td>\n",
+       "      <td>175</td>\n",
+       "      <td>132</td>\n",
+       "      <td>164</td>\n",
+       "      <td>106</td>\n",
+       "      <td>140</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61</td>\n",
+       "      <td>22</td>\n",
+       "      <td>143</td>\n",
+       "      <td>245</td>\n",
+       "      <td>131</td>\n",
+       "      <td>24</td>\n",
+       "      <td>123</td>\n",
+       "      <td>56</td>\n",
+       "      <td>89</td>\n",
+       "      <td>144</td>\n",
+       "      <td>33</td>\n",
+       "      <td>124</td>\n",
+       "      <td>133</td>\n",
+       "      <td>97</td>\n",
+       "      <td>14</td>\n",
+       "      <td>63</td>\n",
+       "      <td>88</td>\n",
+       "      <td>17</td>\n",
+       "      <td>140</td>\n",
+       "      <td>215</td>\n",
+       "      <td>11</td>\n",
+       "      <td>219</td>\n",
+       "      <td>13</td>\n",
+       "      <td>183</td>\n",
+       "      <td>15</td>\n",
+       "      <td>114</td>\n",
+       "      <td>139</td>\n",
+       "      <td>76</td>\n",
+       "      <td>64</td>\n",
+       "      <td>284</td>\n",
+       "      <td>19</td>\n",
+       "      <td>66</td>\n",
+       "      <td>44</td>\n",
+       "      <td>178</td>\n",
+       "      <td>35</td>\n",
+       "      <td>154</td>\n",
+       "      <td>56</td>\n",
+       "      <td>75</td>\n",
+       "      <td>6</td>\n",
+       "      <td>19</td>\n",
+       "      <td>107</td>\n",
+       "      <td>108</td>\n",
+       "      <td>12</td>\n",
+       "      <td>79</td>\n",
+       "      <td>113</td>\n",
+       "      <td>118</td>\n",
+       "      <td>141</td>\n",
+       "      <td>72</td>\n",
+       "      <td>49</td>\n",
+       "      <td>15</td>\n",
+       "      <td>25</td>\n",
+       "      <td>10</td>\n",
+       "      <td>41</td>\n",
+       "      <td>101</td>\n",
+       "      <td>38</td>\n",
+       "      <td>68</td>\n",
+       "      <td>130</td>\n",
+       "      <td>125</td>\n",
+       "      <td>42</td>\n",
+       "      <td>37</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>101</td>\n",
+       "      <td>293</td>\n",
+       "      <td>125</td>\n",
+       "      <td>139</td>\n",
+       "      <td>1</td>\n",
+       "      <td>266</td>\n",
+       "      <td>137</td>\n",
+       "      <td>67</td>\n",
+       "      <td>65</td>\n",
+       "      <td>90</td>\n",
+       "      <td>22</td>\n",
+       "      <td>69</td>\n",
+       "      <td>85</td>\n",
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+       "      <td>173</td>\n",
+       "      <td>100</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
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-       "      <td>7500.322118</td>\n",
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-       "      <td>7560.531068</td>\n",
-       "      <td>-0.186037</td>\n",
-       "      <td>7623.677720</td>\n",
-       "      <td>-0.195943</td>\n",
-       "      <td>7620.889900</td>\n",
-       "      <td>-0.195506</td>\n",
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-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>76</th>\n",
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-       "      <td>100.0</td>\n",
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-       "      <td>0.33</td>\n",
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-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
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-       "      <td>TreeSHAP_RF</td>\n",
-       "      <td>train-test</td>\n",
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-       "      <td>10</td>\n",
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-       "      <td>0.271465</td>\n",
-       "      <td>5625.114534</td>\n",
-       "      <td>0.117576</td>\n",
-       "      <td>6479.673837</td>\n",
-       "      <td>-0.016480</td>\n",
-       "      <td>7087.133723</td>\n",
-       "      <td>-0.111774</td>\n",
-       "      <td>7414.971343</td>\n",
-       "      <td>-0.163203</td>\n",
-       "      <td>7523.826113</td>\n",
-       "      <td>-0.180279</td>\n",
-       "      <td>7625.821932</td>\n",
-       "      <td>-0.196279</td>\n",
-       "      <td>7658.318127</td>\n",
-       "      <td>-0.201377</td>\n",
-       "      <td>7654.377608</td>\n",
-       "      <td>-0.200759</td>\n",
-       "      <td>7620.889900</td>\n",
-       "      <td>-0.195506</td>\n",
-       "      <td>1.182896</td>\n",
-       "      <td>5</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>77</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>keep_all_rows</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>RF_plus</td>\n",
-       "      <td>Kernel_SHAP_RF_plus</td>\n",
-       "      <td>train-test</td>\n",
-       "      <td>296</td>\n",
-       "      <td>10</td>\n",
-       "      <td>5</td>\n",
-       "      <td>100</td>\n",
-       "      <td>3176.917990</td>\n",
-       "      <td>0.501630</td>\n",
-       "      <td>82.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>139.0</td>\n",
-       "      <td>84.0</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>92.0</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>120.0</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>122.0</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>81.0</td>\n",
-       "      <td>143.0</td>\n",
-       "      <td>124.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>132.0</td>\n",
-       "      <td>127.0</td>\n",
-       "      <td>88.0</td>\n",
-       "      <td>135.0</td>\n",
-       "      <td>138.0</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>80.0</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>131.0</td>\n",
-       "      <td>108.0</td>\n",
-       "      <td>112.0</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>83.0</td>\n",
-       "      <td>102.0</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>107.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>78.0</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>52.0</td>\n",
-       "      <td>34.0</td>\n",
-       "      <td>144.0</td>\n",
-       "      <td>105.0</td>\n",
-       "      <td>89.0</td>\n",
-       "      <td>74.0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>75.0</td>\n",
-       "      <td>136.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>137.0</td>\n",
-       "      <td>101.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>79.0</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>119.0</td>\n",
-       "      <td>113.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>142.0</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>94.0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>91.0</td>\n",
-       "      <td>56.0</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>104.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>123.0</td>\n",
-       "      <td>76.0</td>\n",
-       "      <td>125.0</td>\n",
-       "      <td>95.0</td>\n",
-       "      <td>134.0</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>129.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>32.0</td>\n",
-       "      <td>110.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>128.0</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>145.0</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>103.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>99.0</td>\n",
-       "      <td>6734</td>\n",
-       "      <td>8731</td>\n",
-       "      <td>5921</td>\n",
-       "      <td>9043</td>\n",
-       "      <td>526</td>\n",
-       "      <td>8382</td>\n",
-       "      <td>3923</td>\n",
-       "      <td>2646</td>\n",
-       "      <td>9942</td>\n",
-       "      <td>5732</td>\n",
-       "      <td>29.754058</td>\n",
-       "      <td>3058.202408</td>\n",
-       "      <td>0.478782</td>\n",
-       "      <td>4223.564334</td>\n",
-       "      <td>0.280166</td>\n",
-       "      <td>5540.213154</td>\n",
-       "      <td>0.055766</td>\n",
-       "      <td>6100.799366</td>\n",
-       "      <td>-0.039777</td>\n",
-       "      <td>6404.189310</td>\n",
-       "      <td>-0.091484</td>\n",
-       "      <td>6705.799392</td>\n",
-       "      <td>-0.142889</td>\n",
-       "      <td>6918.319441</td>\n",
-       "      <td>-0.179109</td>\n",
-       "      <td>7039.701464</td>\n",
-       "      <td>-0.199796</td>\n",
-       "      <td>7041.718704</td>\n",
-       "      <td>-0.200140</td>\n",
-       "      <td>7051.753892</td>\n",
-       "      <td>-0.201851</td>\n",
-       "      <td>7018.716589</td>\n",
-       "      <td>-0.196220</td>\n",
-       "      <td>23.125059</td>\n",
-       "      <td>5</td>\n",
-       "      <td>RandomForestRegressor(max_features=0.33, min_s...</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>78</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>keep_all_rows</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>RF_plus</td>\n",
-       "      <td>LFI_with_raw_RF_plus</td>\n",
-       "      <td>train-test</td>\n",
-       "      <td>296</td>\n",
-       "      <td>10</td>\n",
-       "      <td>5</td>\n",
-       "      <td>100</td>\n",
-       "      <td>3176.917990</td>\n",
-       "      <td>0.501630</td>\n",
-       "      <td>82.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>139.0</td>\n",
-       "      <td>84.0</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>92.0</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>120.0</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>122.0</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>81.0</td>\n",
-       "      <td>143.0</td>\n",
-       "      <td>124.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>132.0</td>\n",
-       "      <td>127.0</td>\n",
-       "      <td>88.0</td>\n",
-       "      <td>135.0</td>\n",
-       "      <td>138.0</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>80.0</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>131.0</td>\n",
-       "      <td>108.0</td>\n",
-       "      <td>112.0</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>83.0</td>\n",
-       "      <td>102.0</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>107.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>78.0</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>52.0</td>\n",
-       "      <td>34.0</td>\n",
-       "      <td>144.0</td>\n",
-       "      <td>105.0</td>\n",
-       "      <td>89.0</td>\n",
-       "      <td>74.0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>75.0</td>\n",
-       "      <td>136.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>137.0</td>\n",
-       "      <td>101.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>79.0</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>119.0</td>\n",
-       "      <td>113.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>142.0</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>94.0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>91.0</td>\n",
-       "      <td>56.0</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>104.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>123.0</td>\n",
-       "      <td>76.0</td>\n",
-       "      <td>125.0</td>\n",
-       "      <td>95.0</td>\n",
-       "      <td>134.0</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>129.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>32.0</td>\n",
-       "      <td>110.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>128.0</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>145.0</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>103.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>99.0</td>\n",
-       "      <td>6734</td>\n",
-       "      <td>8731</td>\n",
-       "      <td>5921</td>\n",
-       "      <td>9043</td>\n",
-       "      <td>526</td>\n",
-       "      <td>8382</td>\n",
-       "      <td>3923</td>\n",
-       "      <td>2646</td>\n",
-       "      <td>9942</td>\n",
-       "      <td>5732</td>\n",
-       "      <td>0.437314</td>\n",
-       "      <td>3058.202408</td>\n",
-       "      <td>0.478782</td>\n",
-       "      <td>4118.945235</td>\n",
-       "      <td>0.297996</td>\n",
-       "      <td>5522.440952</td>\n",
-       "      <td>0.058795</td>\n",
-       "      <td>6139.370419</td>\n",
-       "      <td>-0.046350</td>\n",
-       "      <td>6561.148099</td>\n",
-       "      <td>-0.118235</td>\n",
-       "      <td>6779.508319</td>\n",
-       "      <td>-0.155451</td>\n",
-       "      <td>6876.299938</td>\n",
-       "      <td>-0.171947</td>\n",
-       "      <td>6935.213602</td>\n",
-       "      <td>-0.181988</td>\n",
-       "      <td>7002.733329</td>\n",
-       "      <td>-0.193496</td>\n",
-       "      <td>7019.751192</td>\n",
-       "      <td>-0.196396</td>\n",
-       "      <td>7018.716589</td>\n",
-       "      <td>-0.196220</td>\n",
-       "      <td>23.535761</td>\n",
-       "      <td>5</td>\n",
-       "      <td>RandomForestRegressor(max_features=0.33, min_s...</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>79</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>keep_all_rows</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>RF_plus</td>\n",
-       "      <td>LIME_RF_plus</td>\n",
-       "      <td>train-test</td>\n",
-       "      <td>296</td>\n",
-       "      <td>10</td>\n",
-       "      <td>5</td>\n",
-       "      <td>100</td>\n",
-       "      <td>3176.917990</td>\n",
-       "      <td>0.501630</td>\n",
-       "      <td>82.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>139.0</td>\n",
-       "      <td>84.0</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>92.0</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>120.0</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>122.0</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>81.0</td>\n",
-       "      <td>143.0</td>\n",
-       "      <td>124.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>132.0</td>\n",
-       "      <td>127.0</td>\n",
-       "      <td>88.0</td>\n",
-       "      <td>135.0</td>\n",
-       "      <td>138.0</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>80.0</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>131.0</td>\n",
-       "      <td>108.0</td>\n",
-       "      <td>112.0</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>83.0</td>\n",
-       "      <td>102.0</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>107.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>78.0</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>52.0</td>\n",
-       "      <td>34.0</td>\n",
-       "      <td>144.0</td>\n",
-       "      <td>105.0</td>\n",
-       "      <td>89.0</td>\n",
-       "      <td>74.0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>75.0</td>\n",
-       "      <td>136.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>137.0</td>\n",
-       "      <td>101.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>79.0</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>119.0</td>\n",
-       "      <td>113.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>142.0</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>94.0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>91.0</td>\n",
-       "      <td>56.0</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>104.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>123.0</td>\n",
-       "      <td>76.0</td>\n",
-       "      <td>125.0</td>\n",
-       "      <td>95.0</td>\n",
-       "      <td>134.0</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>129.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>32.0</td>\n",
-       "      <td>110.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>128.0</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>145.0</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>103.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>99.0</td>\n",
-       "      <td>6734</td>\n",
-       "      <td>8731</td>\n",
-       "      <td>5921</td>\n",
-       "      <td>9043</td>\n",
-       "      <td>526</td>\n",
-       "      <td>8382</td>\n",
-       "      <td>3923</td>\n",
-       "      <td>2646</td>\n",
-       "      <td>9942</td>\n",
-       "      <td>5732</td>\n",
-       "      <td>68.105400</td>\n",
-       "      <td>3058.202408</td>\n",
-       "      <td>0.478782</td>\n",
-       "      <td>4213.920895</td>\n",
-       "      <td>0.281809</td>\n",
-       "      <td>5618.801778</td>\n",
-       "      <td>0.042372</td>\n",
-       "      <td>6167.544944</td>\n",
-       "      <td>-0.051152</td>\n",
-       "      <td>6554.712486</td>\n",
-       "      <td>-0.117138</td>\n",
-       "      <td>6770.764955</td>\n",
-       "      <td>-0.153961</td>\n",
-       "      <td>6933.509996</td>\n",
-       "      <td>-0.181698</td>\n",
-       "      <td>6983.510919</td>\n",
-       "      <td>-0.190220</td>\n",
-       "      <td>7023.012024</td>\n",
-       "      <td>-0.196952</td>\n",
-       "      <td>7014.183445</td>\n",
-       "      <td>-0.195447</td>\n",
-       "      <td>7018.716589</td>\n",
-       "      <td>-0.196220</td>\n",
-       "      <td>22.972130</td>\n",
-       "      <td>5</td>\n",
-       "      <td>RandomForestRegressor(max_features=0.33, min_s...</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>86</td>\n",
+       "      <td>17</td>\n",
+       "      <td>6637</td>\n",
+       "      <td>1.634643e-01</td>\n",
+       "      <td>1927.875643</td>\n",
+       "      <td>0.690111</td>\n",
+       "      <td>3648.046855</td>\n",
+       "      <td>0.413608</td>\n",
+       "      <td>4663.968079</td>\n",
+       "      <td>0.250308</td>\n",
+       "      <td>5276.779727</td>\n",
+       "      <td>0.151804</td>\n",
+       "      <td>5668.300418</td>\n",
+       "      <td>0.088870</td>\n",
+       "      <td>5899.474492</td>\n",
+       "      <td>0.051711</td>\n",
+       "      <td>6161.711302</td>\n",
+       "      <td>0.009559</td>\n",
+       "      <td>6307.626281</td>\n",
+       "      <td>-0.013896</td>\n",
+       "      <td>6400.352823</td>\n",
+       "      <td>-0.028801</td>\n",
+       "      <td>6411.099838</td>\n",
+       "      <td>-0.030528</td>\n",
+       "      <td>6343.745251</td>\n",
+       "      <td>-0.019702</td>\n",
+       "      <td>3130.434578</td>\n",
+       "      <td>0.496810</td>\n",
+       "      <td>4848.773452</td>\n",
+       "      <td>0.220602</td>\n",
+       "      <td>6321.689589</td>\n",
+       "      <td>-0.016156</td>\n",
+       "      <td>7039.310510</td>\n",
+       "      <td>-0.131508</td>\n",
+       "      <td>7011.464701</td>\n",
+       "      <td>-0.127032</td>\n",
+       "      <td>7180.041192</td>\n",
+       "      <td>-0.154129</td>\n",
+       "      <td>7056.070810</td>\n",
+       "      <td>-0.134202</td>\n",
+       "      <td>7220.415792</td>\n",
+       "      <td>-0.160619</td>\n",
+       "      <td>7172.810087</td>\n",
+       "      <td>-0.152967</td>\n",
+       "      <td>6703.049603</td>\n",
+       "      <td>-0.077457</td>\n",
+       "      <td>6225.444916</td>\n",
+       "      <td>-0.000686</td>\n",
+       "      <td>0.001840</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>3054.804662</td>\n",
+       "      <td>0.508967</td>\n",
+       "      <td>4347.174669</td>\n",
+       "      <td>0.301230</td>\n",
+       "      <td>5189.719811</td>\n",
+       "      <td>0.165798</td>\n",
+       "      <td>6036.784654</td>\n",
+       "      <td>0.029640</td>\n",
+       "      <td>6178.749301</td>\n",
+       "      <td>0.006820</td>\n",
+       "      <td>6746.193421</td>\n",
+       "      <td>-0.084392</td>\n",
+       "      <td>7390.571254</td>\n",
+       "      <td>-0.187970</td>\n",
+       "      <td>8213.129708</td>\n",
+       "      <td>-0.320189</td>\n",
+       "      <td>7506.355539</td>\n",
+       "      <td>-0.206581</td>\n",
+       "      <td>6333.359200</td>\n",
+       "      <td>-0.018032</td>\n",
+       "      <td>2017.030505</td>\n",
+       "      <td>0.675780</td>\n",
+       "      <td>3716.877522</td>\n",
+       "      <td>0.402544</td>\n",
+       "      <td>4866.469586</td>\n",
+       "      <td>0.217758</td>\n",
+       "      <td>5635.324262</td>\n",
+       "      <td>0.094171</td>\n",
+       "      <td>5954.037079</td>\n",
+       "      <td>0.042941</td>\n",
+       "      <td>6170.692927</td>\n",
+       "      <td>0.008115</td>\n",
+       "      <td>6347.531144</td>\n",
+       "      <td>-0.020310</td>\n",
+       "      <td>6464.553065</td>\n",
+       "      <td>-0.039120</td>\n",
+       "      <td>6491.749138</td>\n",
+       "      <td>-0.043492</td>\n",
+       "      <td>6409.746200</td>\n",
+       "      <td>-0.030311</td>\n",
+       "      <td>6260.105758</td>\n",
+       "      <td>-0.006257</td>\n",
+       "      <td>3.038810</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>4021.620332</td>\n",
+       "      <td>0.271994</td>\n",
+       "      <td>4531.378883</td>\n",
+       "      <td>0.179716</td>\n",
+       "      <td>4919.642005</td>\n",
+       "      <td>0.109431</td>\n",
+       "      <td>5110.223495</td>\n",
+       "      <td>0.074932</td>\n",
+       "      <td>5304.215014</td>\n",
+       "      <td>0.039815</td>\n",
+       "      <td>5429.068366</td>\n",
+       "      <td>0.017213</td>\n",
+       "      <td>5471.686247</td>\n",
+       "      <td>0.009498</td>\n",
+       "      <td>5549.894640</td>\n",
+       "      <td>-0.004659</td>\n",
+       "      <td>5596.798049</td>\n",
+       "      <td>-0.013150</td>\n",
+       "      <td>5618.072852</td>\n",
+       "      <td>-0.017001</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>3976.243223</td>\n",
+       "      <td>0.280208</td>\n",
+       "      <td>5109.490769</td>\n",
+       "      <td>0.075064</td>\n",
+       "      <td>5957.614171</td>\n",
+       "      <td>-0.078466</td>\n",
+       "      <td>6223.879640</td>\n",
+       "      <td>-0.126666</td>\n",
+       "      <td>6575.709648</td>\n",
+       "      <td>-0.190355</td>\n",
+       "      <td>6429.296225</td>\n",
+       "      <td>-0.163851</td>\n",
+       "      <td>7034.743552</td>\n",
+       "      <td>-0.273451</td>\n",
+       "      <td>7758.052473</td>\n",
+       "      <td>-0.404387</td>\n",
+       "      <td>6369.885100</td>\n",
+       "      <td>-0.153096</td>\n",
+       "      <td>5536.029781</td>\n",
+       "      <td>-0.002149</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>5379.048677</td>\n",
+       "      <td>0.026268</td>\n",
+       "      <td>4861.281425</td>\n",
+       "      <td>0.119996</td>\n",
+       "      <td>5688.500589</td>\n",
+       "      <td>-0.029750</td>\n",
+       "      <td>5990.657599</td>\n",
+       "      <td>-0.084447</td>\n",
+       "      <td>6159.060705</td>\n",
+       "      <td>-0.114932</td>\n",
+       "      <td>6179.638782</td>\n",
+       "      <td>-0.118657</td>\n",
+       "      <td>5990.715089</td>\n",
+       "      <td>-0.084458</td>\n",
+       "      <td>5932.973677</td>\n",
+       "      <td>-0.074005</td>\n",
+       "      <td>6194.983414</td>\n",
+       "      <td>-0.121435</td>\n",
+       "      <td>5609.010074</td>\n",
+       "      <td>-0.015360</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3774.131774</td>\n",
+       "      <td>0.316795</td>\n",
+       "      <td>4522.142858</td>\n",
+       "      <td>0.181388</td>\n",
+       "      <td>5108.455276</td>\n",
+       "      <td>0.075252</td>\n",
+       "      <td>5303.022089</td>\n",
+       "      <td>0.040031</td>\n",
+       "      <td>5514.812671</td>\n",
+       "      <td>0.001692</td>\n",
+       "      <td>5611.573415</td>\n",
+       "      <td>-0.015824</td>\n",
+       "      <td>5710.926308</td>\n",
+       "      <td>-0.033810</td>\n",
+       "      <td>5856.884342</td>\n",
+       "      <td>-0.060231</td>\n",
+       "      <td>5631.588298</td>\n",
+       "      <td>-0.019448</td>\n",
+       "      <td>5547.769113</td>\n",
+       "      <td>-0.004274</td>\n",
+       "      <td>3.027577</td>\n",
+       "      <td>5543.626866</td>\n",
+       "      <td>-0.003524</td>\n",
+       "      <td>4430.615495</td>\n",
+       "      <td>0.197956</td>\n",
+       "      <td>3861.525882</td>\n",
+       "      <td>0.300975</td>\n",
+       "      <td>3444.287577</td>\n",
+       "      <td>0.376504</td>\n",
+       "      <td>3484.297276</td>\n",
+       "      <td>0.369262</td>\n",
+       "      <td>3484.286595</td>\n",
+       "      <td>0.369264</td>\n",
+       "      <td>3441.586030</td>\n",
+       "      <td>0.376993</td>\n",
+       "      <td>3459.565988</td>\n",
+       "      <td>0.373739</td>\n",
+       "      <td>3452.069410</td>\n",
+       "      <td>0.375096</td>\n",
+       "      <td>3428.988895</td>\n",
+       "      <td>0.379274</td>\n",
+       "      <td>3421.721759</td>\n",
+       "      <td>0.380589</td>\n",
+       "      <td>5550.991125</td>\n",
+       "      <td>-0.004858</td>\n",
+       "      <td>4223.518581</td>\n",
+       "      <td>0.235446</td>\n",
+       "      <td>3685.948674</td>\n",
+       "      <td>0.332758</td>\n",
+       "      <td>3939.264839</td>\n",
+       "      <td>0.286902</td>\n",
+       "      <td>3923.225254</td>\n",
+       "      <td>0.289806</td>\n",
+       "      <td>3920.894116</td>\n",
+       "      <td>0.290228</td>\n",
+       "      <td>4003.932380</td>\n",
+       "      <td>0.275196</td>\n",
+       "      <td>4047.167237</td>\n",
+       "      <td>0.267369</td>\n",
+       "      <td>3688.418423</td>\n",
+       "      <td>0.332311</td>\n",
+       "      <td>3605.651229</td>\n",
+       "      <td>0.347294</td>\n",
+       "      <td>3128.357663</td>\n",
+       "      <td>0.433695</td>\n",
+       "      <td>7184.675801</td>\n",
+       "      <td>-0.300592</td>\n",
+       "      <td>6190.575388</td>\n",
+       "      <td>-0.120637</td>\n",
+       "      <td>5178.160839</td>\n",
+       "      <td>0.062633</td>\n",
+       "      <td>4334.431448</td>\n",
+       "      <td>0.215368</td>\n",
+       "      <td>4243.621571</td>\n",
+       "      <td>0.231807</td>\n",
+       "      <td>4319.479829</td>\n",
+       "      <td>0.218074</td>\n",
+       "      <td>4456.798833</td>\n",
+       "      <td>0.193216</td>\n",
+       "      <td>4406.731708</td>\n",
+       "      <td>0.202280</td>\n",
+       "      <td>4291.736740</td>\n",
+       "      <td>0.223097</td>\n",
+       "      <td>4249.362232</td>\n",
+       "      <td>0.230767</td>\n",
+       "      <td>4365.923845</td>\n",
+       "      <td>0.209667</td>\n",
+       "      <td>5524.322649</td>\n",
+       "      <td>-0.000030</td>\n",
+       "      <td>4152.993798</td>\n",
+       "      <td>0.248212</td>\n",
+       "      <td>3523.755204</td>\n",
+       "      <td>0.362119</td>\n",
+       "      <td>3332.989949</td>\n",
+       "      <td>0.396652</td>\n",
+       "      <td>3399.158140</td>\n",
+       "      <td>0.384674</td>\n",
+       "      <td>3386.176708</td>\n",
+       "      <td>0.387024</td>\n",
+       "      <td>3369.957455</td>\n",
+       "      <td>0.389960</td>\n",
+       "      <td>3324.299422</td>\n",
+       "      <td>0.398225</td>\n",
+       "      <td>3205.014869</td>\n",
+       "      <td>0.419818</td>\n",
+       "      <td>3231.390788</td>\n",
+       "      <td>0.415044</td>\n",
+       "      <td>3209.089988</td>\n",
+       "      <td>0.419081</td>\n",
+       "      <td>3.197937</td>\n",
+       "      <td>3437.298393</td>\n",
+       "      <td>0.416259</td>\n",
+       "      <td>4223.630783</td>\n",
+       "      <td>0.282720</td>\n",
+       "      <td>4903.786550</td>\n",
+       "      <td>0.167212</td>\n",
+       "      <td>5243.397410</td>\n",
+       "      <td>0.109538</td>\n",
+       "      <td>5475.362978</td>\n",
+       "      <td>0.070144</td>\n",
+       "      <td>5730.524429</td>\n",
+       "      <td>0.026811</td>\n",
+       "      <td>5881.368357</td>\n",
+       "      <td>0.001194</td>\n",
+       "      <td>6002.525979</td>\n",
+       "      <td>-0.019382</td>\n",
+       "      <td>6066.530258</td>\n",
+       "      <td>-0.030251</td>\n",
+       "      <td>6127.599586</td>\n",
+       "      <td>-0.040622</td>\n",
+       "      <td>6145.563162</td>\n",
+       "      <td>-0.043673</td>\n",
+       "      <td>2976.908910</td>\n",
+       "      <td>0.494445</td>\n",
+       "      <td>4227.566604</td>\n",
+       "      <td>0.282052</td>\n",
+       "      <td>5582.794455</td>\n",
+       "      <td>0.051899</td>\n",
+       "      <td>6255.663389</td>\n",
+       "      <td>-0.062371</td>\n",
+       "      <td>6648.985842</td>\n",
+       "      <td>-0.129167</td>\n",
+       "      <td>7066.532831</td>\n",
+       "      <td>-0.200077</td>\n",
+       "      <td>7256.021006</td>\n",
+       "      <td>-0.232257</td>\n",
+       "      <td>7556.539522</td>\n",
+       "      <td>-0.283293</td>\n",
+       "      <td>7879.194874</td>\n",
+       "      <td>-0.338088</td>\n",
+       "      <td>6484.666428</td>\n",
+       "      <td>-0.101261</td>\n",
+       "      <td>5896.806501</td>\n",
+       "      <td>-0.001428</td>\n",
+       "      <td>4495.091537</td>\n",
+       "      <td>0.236619</td>\n",
+       "      <td>5247.174195</td>\n",
+       "      <td>0.108896</td>\n",
+       "      <td>5445.850421</td>\n",
+       "      <td>0.075156</td>\n",
+       "      <td>6151.248872</td>\n",
+       "      <td>-0.044639</td>\n",
+       "      <td>6445.738297</td>\n",
+       "      <td>-0.094651</td>\n",
+       "      <td>6586.651850</td>\n",
+       "      <td>-0.118581</td>\n",
+       "      <td>6682.729294</td>\n",
+       "      <td>-0.134898</td>\n",
+       "      <td>6707.326806</td>\n",
+       "      <td>-0.139075</td>\n",
+       "      <td>6475.430293</td>\n",
+       "      <td>-0.099693</td>\n",
+       "      <td>6731.963871</td>\n",
+       "      <td>-0.143259</td>\n",
+       "      <td>6130.415877</td>\n",
+       "      <td>-0.041101</td>\n",
+       "      <td>3125.297639</td>\n",
+       "      <td>0.469245</td>\n",
+       "      <td>3999.159750</td>\n",
+       "      <td>0.320841</td>\n",
+       "      <td>4898.566561</td>\n",
+       "      <td>0.168099</td>\n",
+       "      <td>5429.561460</td>\n",
+       "      <td>0.077922</td>\n",
+       "      <td>5674.346755</td>\n",
+       "      <td>0.036351</td>\n",
+       "      <td>5922.243019</td>\n",
+       "      <td>-0.005748</td>\n",
+       "      <td>6086.555294</td>\n",
+       "      <td>-0.033652</td>\n",
+       "      <td>6207.451828</td>\n",
+       "      <td>-0.054183</td>\n",
+       "      <td>6257.734088</td>\n",
+       "      <td>-0.062723</td>\n",
+       "      <td>6050.221036</td>\n",
+       "      <td>-0.027482</td>\n",
+       "      <td>6013.940639</td>\n",
+       "      <td>-0.021320</td>\n",
+       "      <td>3.274135</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>80 rows × 159 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "    sample_row_n sample_row_n_name  rep  n_estimators  min_samples_leaf  \\\n",
-       "0            NaN     keep_all_rows    0         100.0               5.0   \n",
-       "1            NaN     keep_all_rows    0         100.0               5.0   \n",
-       "2            NaN     keep_all_rows    0         100.0               5.0   \n",
-       "3            NaN     keep_all_rows    0         100.0               5.0   \n",
-       "4            NaN     keep_all_rows    0         100.0               5.0   \n",
-       "..           ...               ...  ...           ...               ...   \n",
-       "75           NaN     keep_all_rows    0         100.0               5.0   \n",
-       "76           NaN     keep_all_rows    0         100.0               5.0   \n",
-       "77           NaN     keep_all_rows    0           NaN               NaN   \n",
-       "78           NaN     keep_all_rows    0           NaN               NaN   \n",
-       "79           NaN     keep_all_rows    0           NaN               NaN   \n",
-       "\n",
-       "    max_features  cv_ridge calc_loo_coef include_raw sample_split fit_on  \\\n",
-       "0           0.33       5.0         False         NaN          NaN    NaN   \n",
-       "1           0.33       NaN         False         NaN          oob   test   \n",
-       "2           0.33       NaN           NaN         NaN          NaN    NaN   \n",
-       "3           0.33       0.0         False       False        inbag    NaN   \n",
-       "4           0.33       NaN           NaN         NaN          NaN    NaN   \n",
-       "..           ...       ...           ...         ...          ...    ...   \n",
-       "75          0.33       0.0         False       False        inbag    NaN   \n",
-       "76          0.33       NaN           NaN         NaN          NaN    NaN   \n",
-       "77           NaN       NaN           NaN         NaN          NaN    NaN   \n",
-       "78           NaN       NaN           NaN         NaN          NaN    NaN   \n",
-       "79           NaN       NaN           NaN         NaN          NaN    NaN   \n",
-       "\n",
-       "      model                    fi splitting_strategy  train_size  \\\n",
-       "0        RF    LFI_with_raw_CV_RF         train-test         296   \n",
-       "1        RF   LFI_with_raw_OOB_RF         train-test         296   \n",
-       "2        RF       LFI_with_raw_RF         train-test         296   \n",
-       "3        RF                MDI_RF         train-test         296   \n",
-       "4        RF           TreeSHAP_RF         train-test         296   \n",
-       "..      ...                   ...                ...         ...   \n",
-       "75       RF                MDI_RF         train-test         296   \n",
-       "76       RF           TreeSHAP_RF         train-test         296   \n",
-       "77  RF_plus   Kernel_SHAP_RF_plus         train-test         296   \n",
-       "78  RF_plus  LFI_with_raw_RF_plus         train-test         296   \n",
-       "79  RF_plus          LIME_RF_plus         train-test         296   \n",
-       "\n",
-       "    num_features  data_split_seed  test_size  test_all_mse  test_all_r2  \\\n",
-       "0             10                7        146   3015.657705     0.493287   \n",
-       "1             10                7        146   3015.657705     0.493287   \n",
-       "2             10                7        146   3015.657705     0.493287   \n",
-       "3             10                7        146   3015.657705     0.493287   \n",
-       "4             10                7        146   3015.657705     0.493287   \n",
-       "..           ...              ...        ...           ...          ...   \n",
-       "75            10                5        146   3364.534109     0.472198   \n",
-       "76            10                5        146   3364.534109     0.472198   \n",
-       "77            10                5        100   3176.917990     0.501630   \n",
-       "78            10                5        100   3176.917990     0.501630   \n",
-       "79            10                5        100   3176.917990     0.501630   \n",
-       "\n",
-       "    sample_test_0  sample_test_1  sample_test_2  sample_test_3  sample_test_4  \\\n",
-       "0             NaN            NaN            NaN            NaN            NaN   \n",
-       "1             NaN            NaN            NaN            NaN            NaN   \n",
-       "2             NaN            NaN            NaN            NaN            NaN   \n",
-       "3             NaN            NaN            NaN            NaN            NaN   \n",
-       "4             NaN            NaN            NaN            NaN            NaN   \n",
-       "..            ...            ...            ...            ...            ...   \n",
-       "75            NaN            NaN            NaN            NaN            NaN   \n",
-       "76            NaN            NaN            NaN            NaN            NaN   \n",
-       "77           82.0            6.0          139.0           84.0           40.0   \n",
-       "78           82.0            6.0          139.0           84.0           40.0   \n",
-       "79           82.0            6.0          139.0           84.0           40.0   \n",
-       "\n",
-       "    sample_test_5  sample_test_6  sample_test_7  sample_test_8  sample_test_9  \\\n",
-       "0             NaN            NaN            NaN            NaN            NaN   \n",
-       "1             NaN            NaN            NaN            NaN            NaN   \n",
-       "2             NaN            NaN            NaN            NaN            NaN   \n",
-       "3             NaN            NaN            NaN            NaN            NaN   \n",
-       "4             NaN            NaN            NaN            NaN            NaN   \n",
-       "..            ...            ...            ...            ...            ...   \n",
-       "75            NaN            NaN            NaN            NaN            NaN   \n",
-       "76            NaN            NaN            NaN            NaN            NaN   \n",
-       "77           30.0           92.0           27.0          120.0           25.0   \n",
-       "78           30.0           92.0           27.0          120.0           25.0   \n",
-       "79           30.0           92.0           27.0          120.0           25.0   \n",
-       "\n",
-       "    sample_test_10  sample_test_11  sample_test_12  sample_test_13  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77           122.0            85.0            81.0           143.0   \n",
-       "78           122.0            85.0            81.0           143.0   \n",
-       "79           122.0            85.0            81.0           143.0   \n",
-       "\n",
-       "    sample_test_14  sample_test_15  sample_test_16  sample_test_17  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77           124.0            58.0           132.0           127.0   \n",
-       "78           124.0            58.0           132.0           127.0   \n",
-       "79           124.0            58.0           132.0           127.0   \n",
-       "\n",
-       "    sample_test_18  sample_test_19  sample_test_20  sample_test_21  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            88.0           135.0           138.0            35.0   \n",
-       "78            88.0           135.0           138.0            35.0   \n",
-       "79            88.0           135.0           138.0            35.0   \n",
-       "\n",
-       "    sample_test_22  sample_test_23  sample_test_24  sample_test_25  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            80.0            17.0           131.0           108.0   \n",
-       "78            80.0            17.0           131.0           108.0   \n",
-       "79            80.0            17.0           131.0           108.0   \n",
-       "\n",
-       "    sample_test_26  sample_test_27  sample_test_28  sample_test_29  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77           112.0            36.0            83.0           102.0   \n",
-       "78           112.0            36.0            83.0           102.0   \n",
-       "79           112.0            36.0            83.0           102.0   \n",
-       "\n",
-       "    sample_test_30  sample_test_31  sample_test_32  sample_test_33  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            28.0            46.0            69.0           107.0   \n",
-       "78            28.0            46.0            69.0           107.0   \n",
-       "79            28.0            46.0            69.0           107.0   \n",
-       "\n",
-       "    sample_test_34  sample_test_35  sample_test_36  sample_test_37  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            60.0            78.0            70.0            52.0   \n",
-       "78            60.0            78.0            70.0            52.0   \n",
-       "79            60.0            78.0            70.0            52.0   \n",
-       "\n",
-       "    sample_test_38  sample_test_39  sample_test_40  sample_test_41  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            34.0           144.0           105.0            89.0   \n",
-       "78            34.0           144.0           105.0            89.0   \n",
-       "79            34.0           144.0           105.0            89.0   \n",
-       "\n",
-       "    sample_test_42  sample_test_43  sample_test_44  sample_test_45  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            74.0            15.0            75.0           136.0   \n",
-       "78            74.0            15.0            75.0           136.0   \n",
-       "79            74.0            15.0            75.0           136.0   \n",
-       "\n",
-       "    sample_test_46  sample_test_47  sample_test_48  sample_test_49  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            16.0            12.0           137.0           101.0   \n",
-       "78            16.0            12.0           137.0           101.0   \n",
-       "79            16.0            12.0           137.0           101.0   \n",
-       "\n",
-       "    sample_test_50  sample_test_51  sample_test_52  sample_test_53  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77             3.0            71.0            72.0             7.0   \n",
-       "78             3.0            71.0            72.0             7.0   \n",
-       "79             3.0            71.0            72.0             7.0   \n",
-       "\n",
-       "    sample_test_54  sample_test_55  sample_test_56  sample_test_57  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            79.0            64.0            59.0           119.0   \n",
-       "78            79.0            64.0            59.0           119.0   \n",
-       "79            79.0            64.0            59.0           119.0   \n",
-       "\n",
-       "    sample_test_58  sample_test_59  sample_test_60  sample_test_61  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77           113.0             2.0           142.0            57.0   \n",
-       "78           113.0             2.0           142.0            57.0   \n",
-       "79           113.0             2.0           142.0            57.0   \n",
-       "\n",
-       "    sample_test_62  sample_test_63  sample_test_64  sample_test_65  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            54.0            94.0            68.0             5.0   \n",
-       "78            54.0            94.0            68.0             5.0   \n",
-       "79            54.0            94.0            68.0             5.0   \n",
-       "\n",
-       "    sample_test_66  sample_test_67  sample_test_68  sample_test_69  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77             1.0            91.0            56.0            14.0   \n",
-       "78             1.0            91.0            56.0            14.0   \n",
-       "79             1.0            91.0            56.0            14.0   \n",
-       "\n",
-       "    sample_test_70  sample_test_71  sample_test_72  sample_test_73  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            20.0           104.0            47.0           123.0   \n",
-       "78            20.0           104.0            47.0           123.0   \n",
-       "79            20.0           104.0            47.0           123.0   \n",
-       "\n",
-       "    sample_test_74  sample_test_75  sample_test_76  sample_test_77  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            76.0           125.0            95.0           134.0   \n",
-       "78            76.0           125.0            95.0           134.0   \n",
-       "79            76.0           125.0            95.0           134.0   \n",
-       "\n",
-       "    sample_test_78  sample_test_79  sample_test_80  sample_test_81  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            38.0            13.0           129.0            22.0   \n",
-       "78            38.0            13.0           129.0            22.0   \n",
-       "79            38.0            13.0           129.0            22.0   \n",
-       "\n",
-       "    sample_test_82  sample_test_83  sample_test_84  sample_test_85  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            32.0           110.0            62.0            11.0   \n",
-       "78            32.0           110.0            62.0            11.0   \n",
-       "79            32.0           110.0            62.0            11.0   \n",
-       "\n",
-       "    sample_test_86  sample_test_87  sample_test_88  sample_test_89  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            23.0           128.0            65.0           145.0   \n",
-       "78            23.0           128.0            65.0           145.0   \n",
-       "79            23.0           128.0            65.0           145.0   \n",
-       "\n",
-       "    sample_test_90  sample_test_91  sample_test_92  sample_test_93  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77            44.0           116.0            39.0            45.0   \n",
-       "78            44.0           116.0            39.0            45.0   \n",
-       "79            44.0           116.0            39.0            45.0   \n",
-       "\n",
-       "    sample_test_94  sample_test_95  sample_test_96  sample_test_97  \\\n",
-       "0              NaN             NaN             NaN             NaN   \n",
-       "1              NaN             NaN             NaN             NaN   \n",
-       "2              NaN             NaN             NaN             NaN   \n",
-       "3              NaN             NaN             NaN             NaN   \n",
-       "4              NaN             NaN             NaN             NaN   \n",
-       "..             ...             ...             ...             ...   \n",
-       "75             NaN             NaN             NaN             NaN   \n",
-       "76             NaN             NaN             NaN             NaN   \n",
-       "77           103.0            63.0            18.0            19.0   \n",
-       "78           103.0            63.0            18.0            19.0   \n",
-       "79           103.0            63.0            18.0            19.0   \n",
-       "\n",
-       "    sample_test_98  sample_test_99  ablation_seed_0  ablation_seed_1  \\\n",
-       "0              NaN             NaN              224             4847   \n",
-       "1              NaN             NaN              224             4847   \n",
-       "2              NaN             NaN              224             4847   \n",
-       "3              NaN             NaN              224             4847   \n",
-       "4              NaN             NaN              224             4847   \n",
-       "..             ...             ...              ...              ...   \n",
-       "75             NaN             NaN             3861              146   \n",
-       "76             NaN             NaN             3861              146   \n",
-       "77            43.0            99.0             6734             8731   \n",
-       "78            43.0            99.0             6734             8731   \n",
-       "79            43.0            99.0             6734             8731   \n",
-       "\n",
-       "    ablation_seed_2  ablation_seed_3  ablation_seed_4  ablation_seed_5  \\\n",
-       "0              6229             7033             4246             4462   \n",
-       "1              6229             7033             4246             4462   \n",
-       "2              6229             7033             4246             4462   \n",
-       "3              6229             7033             4246             4462   \n",
-       "4              6229             7033             4246             4462   \n",
-       "..              ...              ...              ...              ...   \n",
-       "75             5855             1493             3971             5711   \n",
-       "76             5855             1493             3971             5711   \n",
-       "77             5921             9043              526             8382   \n",
-       "78             5921             9043              526             8382   \n",
-       "79             5921             9043              526             8382   \n",
-       "\n",
-       "    ablation_seed_6  ablation_seed_7  ablation_seed_8  ablation_seed_9  \\\n",
-       "0              2467              704             6974             7100   \n",
-       "1              2467              704             6974             7100   \n",
-       "2              2467              704             6974             7100   \n",
-       "3              2467              704             6974             7100   \n",
-       "4              2467              704             6974             7100   \n",
-       "..              ...              ...              ...              ...   \n",
-       "75             8760             4156             1273             9581   \n",
-       "76             8760             4156             1273             9581   \n",
-       "77             3923             2646             9942             5732   \n",
-       "78             3923             2646             9942             5732   \n",
-       "79             3923             2646             9942             5732   \n",
-       "\n",
-       "      fi_time  MSE_before_ablation  R_2_before_ablation  MSE_after_ablation_1  \\\n",
-       "0   87.258065          3015.657705             0.493287           4431.464328   \n",
-       "1    2.991500          3015.657705             0.493287           4403.317011   \n",
-       "2    3.529108          3015.657705             0.493287           4350.242507   \n",
-       "3    1.448320          3015.657705             0.493287           4450.729741   \n",
-       "4    0.166827          3015.657705             0.493287           4425.135054   \n",
-       "..        ...                  ...                  ...                   ...   \n",
-       "75   0.651751          3364.534109             0.472198           4589.284370   \n",
-       "76   0.071407          3364.534109             0.472198           4644.131916   \n",
-       "77  29.754058          3058.202408             0.478782           4223.564334   \n",
-       "78   0.437314          3058.202408             0.478782           4118.945235   \n",
-       "79  68.105400          3058.202408             0.478782           4213.920895   \n",
-       "\n",
-       "    R_2_after_ablation_1  MSE_after_ablation_2  R_2_after_ablation_2  \\\n",
-       "0               0.255393           5395.476701              0.093413   \n",
-       "1               0.260123           5510.475704              0.074090   \n",
-       "2               0.269041           5528.366306              0.071084   \n",
-       "3               0.252156           5401.335532              0.092429   \n",
-       "4               0.256457           5571.449691              0.063845   \n",
-       "..                   ...                   ...                   ...   \n",
-       "75              0.280069           5510.440643              0.135565   \n",
-       "76              0.271465           5625.114534              0.117576   \n",
-       "77              0.280166           5540.213154              0.055766   \n",
-       "78              0.297996           5522.440952              0.058795   \n",
-       "79              0.281809           5618.801778              0.042372   \n",
-       "\n",
-       "    MSE_after_ablation_3  R_2_after_ablation_3  MSE_after_ablation_4  \\\n",
-       "0            5961.563954             -0.001705           6127.256083   \n",
-       "1            6062.766174             -0.018710           6420.107254   \n",
-       "2            6008.104990             -0.009525           6190.662160   \n",
-       "3            5872.831654              0.013205           6229.387859   \n",
-       "4            6052.897939             -0.017051           6391.870115   \n",
-       "..                   ...                   ...                   ...   \n",
-       "75           6269.197133              0.016537           6802.626607   \n",
-       "76           6479.673837             -0.016480           7087.133723   \n",
-       "77           6100.799366             -0.039777           6404.189310   \n",
-       "78           6139.370419             -0.046350           6561.148099   \n",
-       "79           6167.544944             -0.051152           6554.712486   \n",
-       "\n",
-       "    R_2_after_ablation_4  MSE_after_ablation_5  R_2_after_ablation_5  \\\n",
-       "0              -0.029546           6329.519071             -0.063531   \n",
-       "1              -0.078753           6550.611119             -0.100681   \n",
-       "2              -0.040200           6400.736746             -0.075498   \n",
-       "3              -0.046707           6497.063836             -0.091683   \n",
-       "4              -0.074008           6662.404069             -0.119465   \n",
-       "..                   ...                   ...                   ...   \n",
-       "75             -0.067143           7182.245130             -0.126694   \n",
-       "76             -0.111774           7414.971343             -0.163203   \n",
-       "77             -0.091484           6705.799392             -0.142889   \n",
-       "78             -0.118235           6779.508319             -0.155451   \n",
-       "79             -0.117138           6770.764955             -0.153961   \n",
-       "\n",
-       "    MSE_after_ablation_6  R_2_after_ablation_6  MSE_after_ablation_7  \\\n",
-       "0            6440.261355             -0.082139           6543.210590   \n",
-       "1            6699.697074             -0.125731           6768.142298   \n",
-       "2            6540.444309             -0.098973           6621.351976   \n",
-       "3            6638.438945             -0.115438           6708.991358   \n",
-       "4            6724.232910             -0.129854           6712.329030   \n",
-       "..                   ...                   ...                   ...   \n",
-       "75           7383.240571             -0.158225           7500.322118   \n",
-       "76           7523.826113             -0.180279           7625.821932   \n",
-       "77           6918.319441             -0.179109           7039.701464   \n",
-       "78           6876.299938             -0.171947           6935.213602   \n",
-       "79           6933.509996             -0.181698           6983.510919   \n",
-       "\n",
-       "    R_2_after_ablation_7  MSE_after_ablation_8  R_2_after_ablation_8  \\\n",
-       "0              -0.099437           6598.214822             -0.108680   \n",
-       "1              -0.137232           6787.349203             -0.140459   \n",
-       "2              -0.112567           6725.345707             -0.130041   \n",
-       "3              -0.127293           6692.120871             -0.124458   \n",
-       "4              -0.127854           6746.616969             -0.133615   \n",
-       "..                   ...                   ...                   ...   \n",
-       "75             -0.176592           7560.531068             -0.186037   \n",
-       "76             -0.196279           7658.318127             -0.201377   \n",
-       "77             -0.199796           7041.718704             -0.200140   \n",
-       "78             -0.181988           7002.733329             -0.193496   \n",
-       "79             -0.190220           7023.012024             -0.196952   \n",
-       "\n",
-       "    MSE_after_ablation_9  R_2_after_ablation_9  MSE_after_ablation_10  \\\n",
-       "0            6668.503871             -0.120490            6754.906732   \n",
-       "1            6725.982194             -0.130148            6754.906732   \n",
-       "2            6728.526559             -0.130575            6754.906732   \n",
-       "3            6704.867772             -0.126600            6754.906732   \n",
-       "4            6754.743785             -0.134981            6754.906732   \n",
-       "..                   ...                   ...                    ...   \n",
-       "75           7623.677720             -0.195943            7620.889900   \n",
-       "76           7654.377608             -0.200759            7620.889900   \n",
-       "77           7051.753892             -0.201851            7018.716589   \n",
-       "78           7019.751192             -0.196396            7018.716589   \n",
-       "79           7014.183445             -0.195447            7018.716589   \n",
-       "\n",
-       "    R_2_after_ablation_10  ablation_time  split_seed  \\\n",
-       "0               -0.135008       2.449821           7   \n",
-       "1               -0.135008       2.449706           7   \n",
-       "2               -0.135008       2.461490           7   \n",
-       "3               -0.135008       2.445521           7   \n",
-       "4               -0.135008       2.448545           7   \n",
-       "..                    ...            ...         ...   \n",
-       "75              -0.195506       1.181488           5   \n",
-       "76              -0.195506       1.182896           5   \n",
-       "77              -0.196220      23.125059           5   \n",
-       "78              -0.196220      23.535761           5   \n",
-       "79              -0.196220      22.972130           5   \n",
-       "\n",
-       "                                             rf_model  index  var  \\\n",
-       "0                                                 NaN      0    0   \n",
-       "1                                                 NaN      1    0   \n",
-       "2                                                 NaN      2    0   \n",
-       "3                                                 NaN      3    0   \n",
-       "4                                                 NaN      4    0   \n",
-       "..                                                ...    ...  ...   \n",
-       "75                                                NaN      3    0   \n",
-       "76                                                NaN      4    0   \n",
-       "77  RandomForestRegressor(max_features=0.33, min_s...      5    0   \n",
-       "78  RandomForestRegressor(max_features=0.33, min_s...      6    0   \n",
-       "79  RandomForestRegressor(max_features=0.33, min_s...      7    0   \n",
-       "\n",
-       "    true_support  \n",
-       "0            1.0  \n",
-       "1            1.0  \n",
-       "2            1.0  \n",
-       "3            1.0  \n",
-       "4            1.0  \n",
-       "..           ...  \n",
-       "75           1.0  \n",
-       "76           1.0  \n",
-       "77           1.0  \n",
-       "78           1.0  \n",
-       "79           1.0  \n",
-       "\n",
-       "[80 rows x 159 columns]"
+       "0            NaN     keep_all_rows    0           100                 5   \n",
+       "1            NaN     keep_all_rows    0           100                 5   \n",
+       "2            NaN     keep_all_rows    0           100                 5   \n",
+       "3            NaN     keep_all_rows    0           100                 5   \n",
+       "4            NaN     keep_all_rows    0           100                 5   \n",
+       "5            NaN     keep_all_rows    0           100                 5   \n",
+       "6            NaN     keep_all_rows    0           100                 5   \n",
+       "7            NaN     keep_all_rows    0           100                 5   \n",
+       "8            NaN     keep_all_rows    0           100                 5   \n",
+       "9            NaN     keep_all_rows    0           100                 5   \n",
+       "10           NaN     keep_all_rows    0           100                 5   \n",
+       "11           NaN     keep_all_rows    0           100                 5   \n",
+       "12           NaN     keep_all_rows    0           100                 5   \n",
+       "13           NaN     keep_all_rows    0           100                 5   \n",
+       "\n",
+       "    max_features  random_state include_raw fit_on model  \\\n",
+       "0           0.33            42         NaN    NaN    RF   \n",
+       "1           0.33            42         NaN    NaN    RF   \n",
+       "2           0.33            42         NaN    NaN    RF   \n",
+       "3           0.33            42         NaN    oob    RF   \n",
+       "4           0.33            42       False  inbag    RF   \n",
+       "5           0.33            42         NaN    NaN    RF   \n",
+       "6           0.33            42         NaN    NaN    RF   \n",
+       "7           0.33            42         NaN    NaN    RF   \n",
+       "8           0.33            42         NaN    NaN    RF   \n",
+       "9           0.33            42         NaN    NaN    RF   \n",
+       "10          0.33            42         NaN    oob    RF   \n",
+       "11          0.33            42       False  inbag    RF   \n",
+       "12          0.33            42         NaN    NaN    RF   \n",
+       "13          0.33            42         NaN    NaN    RF   \n",
+       "\n",
+       "                             fi  train_size  test_size  num_features  \\\n",
+       "0           Kernel_SHAP_RF_plus         296        146            10   \n",
+       "1   LFI_evaluate_on_all_RF_plus         296        146            10   \n",
+       "2   LFI_evaluate_on_oob_RF_plus         296        146            10   \n",
+       "3             LFI_fit_on_OOB_RF         296        146            10   \n",
+       "4           LFI_fit_on_inbag_RF         296        146            10   \n",
+       "5                  LIME_RF_plus         296        146            10   \n",
+       "6                   TreeSHAP_RF         296        146            10   \n",
+       "7           Kernel_SHAP_RF_plus         296        146            10   \n",
+       "8   LFI_evaluate_on_all_RF_plus         296        146            10   \n",
+       "9   LFI_evaluate_on_oob_RF_plus         296        146            10   \n",
+       "10            LFI_fit_on_OOB_RF         296        146            10   \n",
+       "11          LFI_fit_on_inbag_RF         296        146            10   \n",
+       "12                 LIME_RF_plus         296        146            10   \n",
+       "13                  TreeSHAP_RF         296        146            10   \n",
+       "\n",
+       "    data_split_seed  test_all_mse_rf  test_all_r2_rf  test_all_mse_rf_plus  \\\n",
+       "0                 1      3200.179236        0.361008           2964.400000   \n",
+       "1                 1      3200.179236        0.361008           2964.400000   \n",
+       "2                 1      3200.179236        0.361008           2964.400000   \n",
+       "3                 1      3200.179236        0.361008           2964.400000   \n",
+       "4                 1      3200.179236        0.361008           2964.400000   \n",
+       "5                 1      3200.179236        0.361008           2964.400000   \n",
+       "6                 1      3200.179236        0.361008           2964.400000   \n",
+       "7                 2      3437.298393        0.416259           3125.297639   \n",
+       "8                 2      3437.298393        0.416259           3125.297639   \n",
+       "9                 2      3437.298393        0.416259           3125.297639   \n",
+       "10                2      3437.298393        0.416259           3125.297639   \n",
+       "11                2      3437.298393        0.416259           3125.297639   \n",
+       "12                2      3437.298393        0.416259           3125.297639   \n",
+       "13                2      3437.298393        0.416259           3125.297639   \n",
+       "\n",
+       "    test_all_r2_rf_plus  sample_train_0  sample_test_0  sample_train_1  \\\n",
+       "0              0.408087             274             69             155   \n",
+       "1              0.408087             274             69             155   \n",
+       "2              0.408087             274             69             155   \n",
+       "3              0.408087             274             69             155   \n",
+       "4              0.408087             274             69             155   \n",
+       "5              0.408087             274             69             155   \n",
+       "6              0.408087             274             69             155   \n",
+       "7              0.469245             274             69             155   \n",
+       "8              0.469245             274             69             155   \n",
+       "9              0.469245             274             69             155   \n",
+       "10             0.469245             274             69             155   \n",
+       "11             0.469245             274             69             155   \n",
+       "12             0.469245             274             69             155   \n",
+       "13             0.469245             274             69             155   \n",
+       "\n",
+       "    sample_test_1  sample_train_2  sample_test_2  sample_train_3  \\\n",
+       "0              30              84             39              82   \n",
+       "1              30              84             39              82   \n",
+       "2              30              84             39              82   \n",
+       "3              30              84             39              82   \n",
+       "4              30              84             39              82   \n",
+       "5              30              84             39              82   \n",
+       "6              30              84             39              82   \n",
+       "7              30              84             39              82   \n",
+       "8              30              84             39              82   \n",
+       "9              30              84             39              82   \n",
+       "10             30              84             39              82   \n",
+       "11             30              84             39              82   \n",
+       "12             30              84             39              82   \n",
+       "13             30              84             39              82   \n",
+       "\n",
+       "    sample_test_3  sample_train_4  sample_test_4  sample_train_5  \\\n",
+       "0               2             261            124               9   \n",
+       "1               2             261            124               9   \n",
+       "2               2             261            124               9   \n",
+       "3               2             261            124               9   \n",
+       "4               2             261            124               9   \n",
+       "5               2             261            124               9   \n",
+       "6               2             261            124               9   \n",
+       "7               2             261            124               9   \n",
+       "8               2             261            124               9   \n",
+       "9               2             261            124               9   \n",
+       "10              2             261            124               9   \n",
+       "11              2             261            124               9   \n",
+       "12              2             261            124               9   \n",
+       "13              2             261            124               9   \n",
+       "\n",
+       "    sample_test_5  sample_train_6  sample_test_6  sample_train_7  \\\n",
+       "0              10              42             68             277   \n",
+       "1              10              42             68             277   \n",
+       "2              10              42             68             277   \n",
+       "3              10              42             68             277   \n",
+       "4              10              42             68             277   \n",
+       "5              10              42             68             277   \n",
+       "6              10              42             68             277   \n",
+       "7              10              42             68             277   \n",
+       "8              10              42             68             277   \n",
+       "9              10              42             68             277   \n",
+       "10             10              42             68             277   \n",
+       "11             10              42             68             277   \n",
+       "12             10              42             68             277   \n",
+       "13             10              42             68             277   \n",
+       "\n",
+       "    sample_test_7  sample_train_8  sample_test_8  sample_train_9  \\\n",
+       "0              51             282             71              92   \n",
+       "1              51             282             71              92   \n",
+       "2              51             282             71              92   \n",
+       "3              51             282             71              92   \n",
+       "4              51             282             71              92   \n",
+       "5              51             282             71              92   \n",
+       "6              51             282             71              92   \n",
+       "7              51             282             71              92   \n",
+       "8              51             282             71              92   \n",
+       "9              51             282             71              92   \n",
+       "10             51             282             71              92   \n",
+       "11             51             282             71              92   \n",
+       "12             51             282             71              92   \n",
+       "13             51             282             71              92   \n",
+       "\n",
+       "    sample_test_9  sample_train_10  sample_test_10  sample_train_11  \\\n",
+       "0              77              148             102              211   \n",
+       "1              77              148             102              211   \n",
+       "2              77              148             102              211   \n",
+       "3              77              148             102              211   \n",
+       "4              77              148             102              211   \n",
+       "5              77              148             102              211   \n",
+       "6              77              148             102              211   \n",
+       "7              77              148             102              211   \n",
+       "8              77              148             102              211   \n",
+       "9              77              148             102              211   \n",
+       "10             77              148             102              211   \n",
+       "11             77              148             102              211   \n",
+       "12             77              148             102              211   \n",
+       "13             77              148             102              211   \n",
+       "\n",
+       "    sample_test_11  sample_train_12  sample_test_12  sample_train_13  \\\n",
+       "0               80               60              76              218   \n",
+       "1               80               60              76              218   \n",
+       "2               80               60              76              218   \n",
+       "3               80               60              76              218   \n",
+       "4               80               60              76              218   \n",
+       "5               80               60              76              218   \n",
+       "6               80               60              76              218   \n",
+       "7               80               60              76              218   \n",
+       "8               80               60              76              218   \n",
+       "9               80               60              76              218   \n",
+       "10              80               60              76              218   \n",
+       "11              80               60              76              218   \n",
+       "12              80               60              76              218   \n",
+       "13              80               60              76              218   \n",
+       "\n",
+       "    sample_test_13  sample_train_14  sample_test_14  sample_train_15  \\\n",
+       "0              142              262             127               46   \n",
+       "1              142              262             127               46   \n",
+       "2              142              262             127               46   \n",
+       "3              142              262             127               46   \n",
+       "4              142              262             127               46   \n",
+       "5              142              262             127               46   \n",
+       "6              142              262             127               46   \n",
+       "7              142              262             127               46   \n",
+       "8              142              262             127               46   \n",
+       "9              142              262             127               46   \n",
+       "10             142              262             127               46   \n",
+       "11             142              262             127               46   \n",
+       "12             142              262             127               46   \n",
+       "13             142              262             127               46   \n",
+       "\n",
+       "    sample_test_15  sample_train_16  sample_test_16  sample_train_17  \\\n",
+       "0               95               45              70              236   \n",
+       "1               95               45              70              236   \n",
+       "2               95               45              70              236   \n",
+       "3               95               45              70              236   \n",
+       "4               95               45              70              236   \n",
+       "5               95               45              70              236   \n",
+       "6               95               45              70              236   \n",
+       "7               95               45              70              236   \n",
+       "8               95               45              70              236   \n",
+       "9               95               45              70              236   \n",
+       "10              95               45              70              236   \n",
+       "11              95               45              70              236   \n",
+       "12              95               45              70              236   \n",
+       "13              95               45              70              236   \n",
+       "\n",
+       "    sample_test_17  sample_train_18  sample_test_18  sample_train_19  \\\n",
+       "0               93              228              67              132   \n",
+       "1               93              228              67              132   \n",
+       "2               93              228              67              132   \n",
+       "3               93              228              67              132   \n",
+       "4               93              228              67              132   \n",
+       "5               93              228              67              132   \n",
+       "6               93              228              67              132   \n",
+       "7               93              228              67              132   \n",
+       "8               93              228              67              132   \n",
+       "9               93              228              67              132   \n",
+       "10              93              228              67              132   \n",
+       "11              93              228              67              132   \n",
+       "12              93              228              67              132   \n",
+       "13              93              228              67              132   \n",
+       "\n",
+       "    sample_test_19  sample_train_20  sample_test_20  sample_train_21  \\\n",
+       "0                0              143             105              167   \n",
+       "1                0              143             105              167   \n",
+       "2                0              143             105              167   \n",
+       "3                0              143             105              167   \n",
+       "4                0              143             105              167   \n",
+       "5                0              143             105              167   \n",
+       "6                0              143             105              167   \n",
+       "7                0              143             105              167   \n",
+       "8                0              143             105              167   \n",
+       "9                0              143             105              167   \n",
+       "10               0              143             105              167   \n",
+       "11               0              143             105              167   \n",
+       "12               0              143             105              167   \n",
+       "13               0              143             105              167   \n",
+       "\n",
+       "    sample_test_21  sample_train_22  sample_test_22  sample_train_23  \\\n",
+       "0               82              152             136               93   \n",
+       "1               82              152             136               93   \n",
+       "2               82              152             136               93   \n",
+       "3               82              152             136               93   \n",
+       "4               82              152             136               93   \n",
+       "5               82              152             136               93   \n",
+       "6               82              152             136               93   \n",
+       "7               82              152             136               93   \n",
+       "8               82              152             136               93   \n",
+       "9               82              152             136               93   \n",
+       "10              82              152             136               93   \n",
+       "11              82              152             136               93   \n",
+       "12              82              152             136               93   \n",
+       "13              82              152             136               93   \n",
+       "\n",
+       "    sample_test_23  sample_train_24  sample_test_24  sample_train_25  \\\n",
+       "0               40              113              54                5   \n",
+       "1               40              113              54                5   \n",
+       "2               40              113              54                5   \n",
+       "3               40              113              54                5   \n",
+       "4               40              113              54                5   \n",
+       "5               40              113              54                5   \n",
+       "6               40              113              54                5   \n",
+       "7               40              113              54                5   \n",
+       "8               40              113              54                5   \n",
+       "9               40              113              54                5   \n",
+       "10              40              113              54                5   \n",
+       "11              40              113              54                5   \n",
+       "12              40              113              54                5   \n",
+       "13              40              113              54                5   \n",
+       "\n",
+       "    sample_test_25  sample_train_26  sample_test_26  sample_train_27  \\\n",
+       "0               28              238              74              251   \n",
+       "1               28              238              74              251   \n",
+       "2               28              238              74              251   \n",
+       "3               28              238              74              251   \n",
+       "4               28              238              74              251   \n",
+       "5               28              238              74              251   \n",
+       "6               28              238              74              251   \n",
+       "7               28              238              74              251   \n",
+       "8               28              238              74              251   \n",
+       "9               28              238              74              251   \n",
+       "10              28              238              74              251   \n",
+       "11              28              238              74              251   \n",
+       "12              28              238              74              251   \n",
+       "13              28              238              74              251   \n",
+       "\n",
+       "    sample_test_27  sample_train_28  sample_test_28  sample_train_29  \\\n",
+       "0              119              170              18              186   \n",
+       "1              119              170              18              186   \n",
+       "2              119              170              18              186   \n",
+       "3              119              170              18              186   \n",
+       "4              119              170              18              186   \n",
+       "5              119              170              18              186   \n",
+       "6              119              170              18              186   \n",
+       "7              119              170              18              186   \n",
+       "8              119              170              18              186   \n",
+       "9              119              170              18              186   \n",
+       "10             119              170              18              186   \n",
+       "11             119              170              18              186   \n",
+       "12             119              170              18              186   \n",
+       "13             119              170              18              186   \n",
+       "\n",
+       "    sample_test_29  sample_train_30  sample_test_30  sample_train_31  \\\n",
+       "0                9              193              58               33   \n",
+       "1                9              193              58               33   \n",
+       "2                9              193              58               33   \n",
+       "3                9              193              58               33   \n",
+       "4                9              193              58               33   \n",
+       "5                9              193              58               33   \n",
+       "6                9              193              58               33   \n",
+       "7                9              193              58               33   \n",
+       "8                9              193              58               33   \n",
+       "9                9              193              58               33   \n",
+       "10               9              193              58               33   \n",
+       "11               9              193              58               33   \n",
+       "12               9              193              58               33   \n",
+       "13               9              193              58               33   \n",
+       "\n",
+       "    sample_test_31  sample_train_32  sample_test_32  sample_train_33  \\\n",
+       "0               99              222              73              216   \n",
+       "1               99              222              73              216   \n",
+       "2               99              222              73              216   \n",
+       "3               99              222              73              216   \n",
+       "4               99              222              73              216   \n",
+       "5               99              222              73              216   \n",
+       "6               99              222              73              216   \n",
+       "7               99              222              73              216   \n",
+       "8               99              222              73              216   \n",
+       "9               99              222              73              216   \n",
+       "10              99              222              73              216   \n",
+       "11              99              222              73              216   \n",
+       "12              99              222              73              216   \n",
+       "13              99              222              73              216   \n",
+       "\n",
+       "    sample_test_33  sample_train_34  sample_test_34  sample_train_35  \\\n",
+       "0               97              197             128               73   \n",
+       "1               97              197             128               73   \n",
+       "2               97              197             128               73   \n",
+       "3               97              197             128               73   \n",
+       "4               97              197             128               73   \n",
+       "5               97              197             128               73   \n",
+       "6               97              197             128               73   \n",
+       "7               97              197             128               73   \n",
+       "8               97              197             128               73   \n",
+       "9               97              197             128               73   \n",
+       "10              97              197             128               73   \n",
+       "11              97              197             128               73   \n",
+       "12              97              197             128               73   \n",
+       "13              97              197             128               73   \n",
+       "\n",
+       "    sample_test_35  sample_train_36  sample_test_36  sample_train_37  \\\n",
+       "0              122              182              55              119   \n",
+       "1              122              182              55              119   \n",
+       "2              122              182              55              119   \n",
+       "3              122              182              55              119   \n",
+       "4              122              182              55              119   \n",
+       "5              122              182              55              119   \n",
+       "6              122              182              55              119   \n",
+       "7              122              182              55              119   \n",
+       "8              122              182              55              119   \n",
+       "9              122              182              55              119   \n",
+       "10             122              182              55              119   \n",
+       "11             122              182              55              119   \n",
+       "12             122              182              55              119   \n",
+       "13             122              182              55              119   \n",
+       "\n",
+       "    sample_test_37  sample_train_38  sample_test_38  sample_train_39  \\\n",
+       "0               90              285             129              202   \n",
+       "1               90              285             129              202   \n",
+       "2               90              285             129              202   \n",
+       "3               90              285             129              202   \n",
+       "4               90              285             129              202   \n",
+       "5               90              285             129              202   \n",
+       "6               90              285             129              202   \n",
+       "7               90              285             129              202   \n",
+       "8               90              285             129              202   \n",
+       "9               90              285             129              202   \n",
+       "10              90              285             129              202   \n",
+       "11              90              285             129              202   \n",
+       "12              90              285             129              202   \n",
+       "13              90              285             129              202   \n",
+       "\n",
+       "    sample_test_39  sample_train_40  sample_test_40  sample_train_41  \\\n",
+       "0               79              204               4              179   \n",
+       "1               79              204               4              179   \n",
+       "2               79              204               4              179   \n",
+       "3               79              204               4              179   \n",
+       "4               79              204               4              179   \n",
+       "5               79              204               4              179   \n",
+       "6               79              204               4              179   \n",
+       "7               79              204               4              179   \n",
+       "8               79              204               4              179   \n",
+       "9               79              204               4              179   \n",
+       "10              79              204               4              179   \n",
+       "11              79              204               4              179   \n",
+       "12              79              204               4              179   \n",
+       "13              79              204               4              179   \n",
+       "\n",
+       "    sample_test_41  sample_train_42  sample_test_42  sample_train_43  \\\n",
+       "0               87              177              83              111   \n",
+       "1               87              177              83              111   \n",
+       "2               87              177              83              111   \n",
+       "3               87              177              83              111   \n",
+       "4               87              177              83              111   \n",
+       "5               87              177              83              111   \n",
+       "6               87              177              83              111   \n",
+       "7               87              177              83              111   \n",
+       "8               87              177              83              111   \n",
+       "9               87              177              83              111   \n",
+       "10              87              177              83              111   \n",
+       "11              87              177              83              111   \n",
+       "12              87              177              83              111   \n",
+       "13              87              177              83              111   \n",
+       "\n",
+       "    sample_test_43  sample_train_44  sample_test_44  sample_train_45  \\\n",
+       "0              115               59              81              226   \n",
+       "1              115               59              81              226   \n",
+       "2              115               59              81              226   \n",
+       "3              115               59              81              226   \n",
+       "4              115               59              81              226   \n",
+       "5              115               59              81              226   \n",
+       "6              115               59              81              226   \n",
+       "7              115               59              81              226   \n",
+       "8              115               59              81              226   \n",
+       "9              115               59              81              226   \n",
+       "10             115               59              81              226   \n",
+       "11             115               59              81              226   \n",
+       "12             115               59              81              226   \n",
+       "13             115               59              81              226   \n",
+       "\n",
+       "    sample_test_45  sample_train_46  sample_test_46  sample_train_47  \\\n",
+       "0               72               25             144               77   \n",
+       "1               72               25             144               77   \n",
+       "2               72               25             144               77   \n",
+       "3               72               25             144               77   \n",
+       "4               72               25             144               77   \n",
+       "5               72               25             144               77   \n",
+       "6               72               25             144               77   \n",
+       "7               72               25             144               77   \n",
+       "8               72               25             144               77   \n",
+       "9               72               25             144               77   \n",
+       "10              72               25             144               77   \n",
+       "11              72               25             144               77   \n",
+       "12              72               25             144               77   \n",
+       "13              72               25             144               77   \n",
+       "\n",
+       "    sample_test_47  sample_train_48  sample_test_48  sample_train_49  \\\n",
+       "0               78                6             126              175   \n",
+       "1               78                6             126              175   \n",
+       "2               78                6             126              175   \n",
+       "3               78                6             126              175   \n",
+       "4               78                6             126              175   \n",
+       "5               78                6             126              175   \n",
+       "6               78                6             126              175   \n",
+       "7               78                6             126              175   \n",
+       "8               78                6             126              175   \n",
+       "9               78                6             126              175   \n",
+       "10              78                6             126              175   \n",
+       "11              78                6             126              175   \n",
+       "12              78                6             126              175   \n",
+       "13              78                6             126              175   \n",
+       "\n",
+       "    sample_test_49  sample_train_50  sample_test_50  sample_train_51  \\\n",
+       "0              132              164             106              140   \n",
+       "1              132              164             106              140   \n",
+       "2              132              164             106              140   \n",
+       "3              132              164             106              140   \n",
+       "4              132              164             106              140   \n",
+       "5              132              164             106              140   \n",
+       "6              132              164             106              140   \n",
+       "7              132              164             106              140   \n",
+       "8              132              164             106              140   \n",
+       "9              132              164             106              140   \n",
+       "10             132              164             106              140   \n",
+       "11             132              164             106              140   \n",
+       "12             132              164             106              140   \n",
+       "13             132              164             106              140   \n",
+       "\n",
+       "    sample_test_51  sample_train_52  sample_test_52  sample_train_53  \\\n",
+       "0               75               30              61               22   \n",
+       "1               75               30              61               22   \n",
+       "2               75               30              61               22   \n",
+       "3               75               30              61               22   \n",
+       "4               75               30              61               22   \n",
+       "5               75               30              61               22   \n",
+       "6               75               30              61               22   \n",
+       "7               75               30              61               22   \n",
+       "8               75               30              61               22   \n",
+       "9               75               30              61               22   \n",
+       "10              75               30              61               22   \n",
+       "11              75               30              61               22   \n",
+       "12              75               30              61               22   \n",
+       "13              75               30              61               22   \n",
+       "\n",
+       "    sample_test_53  sample_train_54  sample_test_54  sample_train_55  \\\n",
+       "0              143              245             131               24   \n",
+       "1              143              245             131               24   \n",
+       "2              143              245             131               24   \n",
+       "3              143              245             131               24   \n",
+       "4              143              245             131               24   \n",
+       "5              143              245             131               24   \n",
+       "6              143              245             131               24   \n",
+       "7              143              245             131               24   \n",
+       "8              143              245             131               24   \n",
+       "9              143              245             131               24   \n",
+       "10             143              245             131               24   \n",
+       "11             143              245             131               24   \n",
+       "12             143              245             131               24   \n",
+       "13             143              245             131               24   \n",
+       "\n",
+       "    sample_test_55  sample_train_56  sample_test_56  sample_train_57  \\\n",
+       "0              123               56              89              144   \n",
+       "1              123               56              89              144   \n",
+       "2              123               56              89              144   \n",
+       "3              123               56              89              144   \n",
+       "4              123               56              89              144   \n",
+       "5              123               56              89              144   \n",
+       "6              123               56              89              144   \n",
+       "7              123               56              89              144   \n",
+       "8              123               56              89              144   \n",
+       "9              123               56              89              144   \n",
+       "10             123               56              89              144   \n",
+       "11             123               56              89              144   \n",
+       "12             123               56              89              144   \n",
+       "13             123               56              89              144   \n",
+       "\n",
+       "    sample_test_57  sample_train_58  sample_test_58  sample_train_59  \\\n",
+       "0               33              124             133               97   \n",
+       "1               33              124             133               97   \n",
+       "2               33              124             133               97   \n",
+       "3               33              124             133               97   \n",
+       "4               33              124             133               97   \n",
+       "5               33              124             133               97   \n",
+       "6               33              124             133               97   \n",
+       "7               33              124             133               97   \n",
+       "8               33              124             133               97   \n",
+       "9               33              124             133               97   \n",
+       "10              33              124             133               97   \n",
+       "11              33              124             133               97   \n",
+       "12              33              124             133               97   \n",
+       "13              33              124             133               97   \n",
+       "\n",
+       "    sample_test_59  sample_train_60  sample_test_60  sample_train_61  \\\n",
+       "0               14               63              88               17   \n",
+       "1               14               63              88               17   \n",
+       "2               14               63              88               17   \n",
+       "3               14               63              88               17   \n",
+       "4               14               63              88               17   \n",
+       "5               14               63              88               17   \n",
+       "6               14               63              88               17   \n",
+       "7               14               63              88               17   \n",
+       "8               14               63              88               17   \n",
+       "9               14               63              88               17   \n",
+       "10              14               63              88               17   \n",
+       "11              14               63              88               17   \n",
+       "12              14               63              88               17   \n",
+       "13              14               63              88               17   \n",
+       "\n",
+       "    sample_test_61  sample_train_62  sample_test_62  sample_train_63  \\\n",
+       "0              140              215              11              219   \n",
+       "1              140              215              11              219   \n",
+       "2              140              215              11              219   \n",
+       "3              140              215              11              219   \n",
+       "4              140              215              11              219   \n",
+       "5              140              215              11              219   \n",
+       "6              140              215              11              219   \n",
+       "7              140              215              11              219   \n",
+       "8              140              215              11              219   \n",
+       "9              140              215              11              219   \n",
+       "10             140              215              11              219   \n",
+       "11             140              215              11              219   \n",
+       "12             140              215              11              219   \n",
+       "13             140              215              11              219   \n",
+       "\n",
+       "    sample_test_63  sample_train_64  sample_test_64  sample_train_65  \\\n",
+       "0               13              183              15              114   \n",
+       "1               13              183              15              114   \n",
+       "2               13              183              15              114   \n",
+       "3               13              183              15              114   \n",
+       "4               13              183              15              114   \n",
+       "5               13              183              15              114   \n",
+       "6               13              183              15              114   \n",
+       "7               13              183              15              114   \n",
+       "8               13              183              15              114   \n",
+       "9               13              183              15              114   \n",
+       "10              13              183              15              114   \n",
+       "11              13              183              15              114   \n",
+       "12              13              183              15              114   \n",
+       "13              13              183              15              114   \n",
+       "\n",
+       "    sample_test_65  sample_train_66  sample_test_66  sample_train_67  \\\n",
+       "0              139               76              64              284   \n",
+       "1              139               76              64              284   \n",
+       "2              139               76              64              284   \n",
+       "3              139               76              64              284   \n",
+       "4              139               76              64              284   \n",
+       "5              139               76              64              284   \n",
+       "6              139               76              64              284   \n",
+       "7              139               76              64              284   \n",
+       "8              139               76              64              284   \n",
+       "9              139               76              64              284   \n",
+       "10             139               76              64              284   \n",
+       "11             139               76              64              284   \n",
+       "12             139               76              64              284   \n",
+       "13             139               76              64              284   \n",
+       "\n",
+       "    sample_test_67  sample_train_68  sample_test_68  sample_train_69  \\\n",
+       "0               19               66              44              178   \n",
+       "1               19               66              44              178   \n",
+       "2               19               66              44              178   \n",
+       "3               19               66              44              178   \n",
+       "4               19               66              44              178   \n",
+       "5               19               66              44              178   \n",
+       "6               19               66              44              178   \n",
+       "7               19               66              44              178   \n",
+       "8               19               66              44              178   \n",
+       "9               19               66              44              178   \n",
+       "10              19               66              44              178   \n",
+       "11              19               66              44              178   \n",
+       "12              19               66              44              178   \n",
+       "13              19               66              44              178   \n",
+       "\n",
+       "    sample_test_69  sample_train_70  sample_test_70  sample_train_71  \\\n",
+       "0               35              154              56               75   \n",
+       "1               35              154              56               75   \n",
+       "2               35              154              56               75   \n",
+       "3               35              154              56               75   \n",
+       "4               35              154              56               75   \n",
+       "5               35              154              56               75   \n",
+       "6               35              154              56               75   \n",
+       "7               35              154              56               75   \n",
+       "8               35              154              56               75   \n",
+       "9               35              154              56               75   \n",
+       "10              35              154              56               75   \n",
+       "11              35              154              56               75   \n",
+       "12              35              154              56               75   \n",
+       "13              35              154              56               75   \n",
+       "\n",
+       "    sample_test_71  sample_train_72  sample_test_72  sample_train_73  \\\n",
+       "0                6               19             107              108   \n",
+       "1                6               19             107              108   \n",
+       "2                6               19             107              108   \n",
+       "3                6               19             107              108   \n",
+       "4                6               19             107              108   \n",
+       "5                6               19             107              108   \n",
+       "6                6               19             107              108   \n",
+       "7                6               19             107              108   \n",
+       "8                6               19             107              108   \n",
+       "9                6               19             107              108   \n",
+       "10               6               19             107              108   \n",
+       "11               6               19             107              108   \n",
+       "12               6               19             107              108   \n",
+       "13               6               19             107              108   \n",
+       "\n",
+       "    sample_test_73  sample_train_74  sample_test_74  sample_train_75  \\\n",
+       "0               12               79             113              118   \n",
+       "1               12               79             113              118   \n",
+       "2               12               79             113              118   \n",
+       "3               12               79             113              118   \n",
+       "4               12               79             113              118   \n",
+       "5               12               79             113              118   \n",
+       "6               12               79             113              118   \n",
+       "7               12               79             113              118   \n",
+       "8               12               79             113              118   \n",
+       "9               12               79             113              118   \n",
+       "10              12               79             113              118   \n",
+       "11              12               79             113              118   \n",
+       "12              12               79             113              118   \n",
+       "13              12               79             113              118   \n",
+       "\n",
+       "    sample_test_75  sample_train_76  sample_test_76  sample_train_77  \\\n",
+       "0              141               72              49               15   \n",
+       "1              141               72              49               15   \n",
+       "2              141               72              49               15   \n",
+       "3              141               72              49               15   \n",
+       "4              141               72              49               15   \n",
+       "5              141               72              49               15   \n",
+       "6              141               72              49               15   \n",
+       "7              141               72              49               15   \n",
+       "8              141               72              49               15   \n",
+       "9              141               72              49               15   \n",
+       "10             141               72              49               15   \n",
+       "11             141               72              49               15   \n",
+       "12             141               72              49               15   \n",
+       "13             141               72              49               15   \n",
+       "\n",
+       "    sample_test_77  sample_train_78  sample_test_78  sample_train_79  \\\n",
+       "0               25               10              41              101   \n",
+       "1               25               10              41              101   \n",
+       "2               25               10              41              101   \n",
+       "3               25               10              41              101   \n",
+       "4               25               10              41              101   \n",
+       "5               25               10              41              101   \n",
+       "6               25               10              41              101   \n",
+       "7               25               10              41              101   \n",
+       "8               25               10              41              101   \n",
+       "9               25               10              41              101   \n",
+       "10              25               10              41              101   \n",
+       "11              25               10              41              101   \n",
+       "12              25               10              41              101   \n",
+       "13              25               10              41              101   \n",
+       "\n",
+       "    sample_test_79  sample_train_80  sample_test_80  sample_train_81  \\\n",
+       "0               38               68             130              125   \n",
+       "1               38               68             130              125   \n",
+       "2               38               68             130              125   \n",
+       "3               38               68             130              125   \n",
+       "4               38               68             130              125   \n",
+       "5               38               68             130              125   \n",
+       "6               38               68             130              125   \n",
+       "7               38               68             130              125   \n",
+       "8               38               68             130              125   \n",
+       "9               38               68             130              125   \n",
+       "10              38               68             130              125   \n",
+       "11              38               68             130              125   \n",
+       "12              38               68             130              125   \n",
+       "13              38               68             130              125   \n",
+       "\n",
+       "    sample_test_81  sample_train_82  sample_test_82  sample_train_83  \\\n",
+       "0               42               37               8               16   \n",
+       "1               42               37               8               16   \n",
+       "2               42               37               8               16   \n",
+       "3               42               37               8               16   \n",
+       "4               42               37               8               16   \n",
+       "5               42               37               8               16   \n",
+       "6               42               37               8               16   \n",
+       "7               42               37               8               16   \n",
+       "8               42               37               8               16   \n",
+       "9               42               37               8               16   \n",
+       "10              42               37               8               16   \n",
+       "11              42               37               8               16   \n",
+       "12              42               37               8               16   \n",
+       "13              42               37               8               16   \n",
+       "\n",
+       "    sample_test_83  sample_train_84  sample_test_84  sample_train_85  \\\n",
+       "0              101              293             125              139   \n",
+       "1              101              293             125              139   \n",
+       "2              101              293             125              139   \n",
+       "3              101              293             125              139   \n",
+       "4              101              293             125              139   \n",
+       "5              101              293             125              139   \n",
+       "6              101              293             125              139   \n",
+       "7              101              293             125              139   \n",
+       "8              101              293             125              139   \n",
+       "9              101              293             125              139   \n",
+       "10             101              293             125              139   \n",
+       "11             101              293             125              139   \n",
+       "12             101              293             125              139   \n",
+       "13             101              293             125              139   \n",
+       "\n",
+       "    sample_test_85  sample_train_86  sample_test_86  sample_train_87  \\\n",
+       "0                1              266             137               67   \n",
+       "1                1              266             137               67   \n",
+       "2                1              266             137               67   \n",
+       "3                1              266             137               67   \n",
+       "4                1              266             137               67   \n",
+       "5                1              266             137               67   \n",
+       "6                1              266             137               67   \n",
+       "7                1              266             137               67   \n",
+       "8                1              266             137               67   \n",
+       "9                1              266             137               67   \n",
+       "10               1              266             137               67   \n",
+       "11               1              266             137               67   \n",
+       "12               1              266             137               67   \n",
+       "13               1              266             137               67   \n",
+       "\n",
+       "    sample_test_87  sample_train_88  sample_test_88  sample_train_89  \\\n",
+       "0               65               90              22               69   \n",
+       "1               65               90              22               69   \n",
+       "2               65               90              22               69   \n",
+       "3               65               90              22               69   \n",
+       "4               65               90              22               69   \n",
+       "5               65               90              22               69   \n",
+       "6               65               90              22               69   \n",
+       "7               65               90              22               69   \n",
+       "8               65               90              22               69   \n",
+       "9               65               90              22               69   \n",
+       "10              65               90              22               69   \n",
+       "11              65               90              22               69   \n",
+       "12              65               90              22               69   \n",
+       "13              65               90              22               69   \n",
+       "\n",
+       "    sample_test_89  sample_train_90  sample_test_90  sample_train_91  \\\n",
+       "0               85              288              46              165   \n",
+       "1               85              288              46              165   \n",
+       "2               85              288              46              165   \n",
+       "3               85              288              46              165   \n",
+       "4               85              288              46              165   \n",
+       "5               85              288              46              165   \n",
+       "6               85              288              46              165   \n",
+       "7               85              288              46              165   \n",
+       "8               85              288              46              165   \n",
+       "9               85              288              46              165   \n",
+       "10              85              288              46              165   \n",
+       "11              85              288              46              165   \n",
+       "12              85              288              46              165   \n",
+       "13              85              288              46              165   \n",
+       "\n",
+       "    sample_test_91  sample_train_92  sample_test_92  sample_train_93  \\\n",
+       "0              103              126             145              221   \n",
+       "1              103              126             145              221   \n",
+       "2              103              126             145              221   \n",
+       "3              103              126             145              221   \n",
+       "4              103              126             145              221   \n",
+       "5              103              126             145              221   \n",
+       "6              103              126             145              221   \n",
+       "7              103              126             145              221   \n",
+       "8              103              126             145              221   \n",
+       "9              103              126             145              221   \n",
+       "10             103              126             145              221   \n",
+       "11             103              126             145              221   \n",
+       "12             103              126             145              221   \n",
+       "13             103              126             145              221   \n",
+       "\n",
+       "    sample_test_93  sample_train_94  sample_test_94  sample_train_95  \\\n",
+       "0              111              173             100               18   \n",
+       "1              111              173             100               18   \n",
+       "2              111              173             100               18   \n",
+       "3              111              173             100               18   \n",
+       "4              111              173             100               18   \n",
+       "5              111              173             100               18   \n",
+       "6              111              173             100               18   \n",
+       "7              111              173             100               18   \n",
+       "8              111              173             100               18   \n",
+       "9              111              173             100               18   \n",
+       "10             111              173             100               18   \n",
+       "11             111              173             100               18   \n",
+       "12             111              173             100               18   \n",
+       "13             111              173             100               18   \n",
+       "\n",
+       "    sample_test_95  sample_train_96  sample_test_96  sample_train_97  \\\n",
+       "0               57              172              53               96   \n",
+       "1               57              172              53               96   \n",
+       "2               57              172              53               96   \n",
+       "3               57              172              53               96   \n",
+       "4               57              172              53               96   \n",
+       "5               57              172              53               96   \n",
+       "6               57              172              53               96   \n",
+       "7               57              172              53               96   \n",
+       "8               57              172              53               96   \n",
+       "9               57              172              53               96   \n",
+       "10              57              172              53               96   \n",
+       "11              57              172              53               96   \n",
+       "12              57              172              53               96   \n",
+       "13              57              172              53               96   \n",
+       "\n",
+       "    sample_test_97  sample_train_98  sample_test_98  sample_train_99  \\\n",
+       "0              109              146              24               86   \n",
+       "1              109              146              24               86   \n",
+       "2              109              146              24               86   \n",
+       "3              109              146              24               86   \n",
+       "4              109              146              24               86   \n",
+       "5              109              146              24               86   \n",
+       "6              109              146              24               86   \n",
+       "7              109              146              24               86   \n",
+       "8              109              146              24               86   \n",
+       "9              109              146              24               86   \n",
+       "10             109              146              24               86   \n",
+       "11             109              146              24               86   \n",
+       "12             109              146              24               86   \n",
+       "13             109              146              24               86   \n",
+       "\n",
+       "    sample_test_99  ablation_seed_0       fi_time  \\\n",
+       "0               17             3332  1.100033e+02   \n",
+       "1               17             3332  8.700483e-01   \n",
+       "2               17             3332  9.664435e-01   \n",
+       "3               17             3332  7.152557e-07   \n",
+       "4               17             3332  1.553854e+00   \n",
+       "5               17             3332  1.261518e+02   \n",
+       "6               17             3332  1.584394e-01   \n",
+       "7               17             6637  1.115040e+02   \n",
+       "8               17             6637  8.782661e-01   \n",
+       "9               17             6637  9.791458e-01   \n",
+       "10              17             6637  7.152557e-07   \n",
+       "11              17             6637  1.561928e+00   \n",
+       "12              17             6637  1.282661e+02   \n",
+       "13              17             6637  1.634643e-01   \n",
+       "\n",
+       "    RF_Regressor_train_subset_MSE_before_ablation  \\\n",
+       "0                                     1560.226278   \n",
+       "1                                     1560.226278   \n",
+       "2                                     1560.226278   \n",
+       "3                                     1560.226278   \n",
+       "4                                     1560.226278   \n",
+       "5                                     1560.226278   \n",
+       "6                                     1560.226278   \n",
+       "7                                     1927.875643   \n",
+       "8                                     1927.875643   \n",
+       "9                                     1927.875643   \n",
+       "10                                    1927.875643   \n",
+       "11                                    1927.875643   \n",
+       "12                                    1927.875643   \n",
+       "13                                    1927.875643   \n",
+       "\n",
+       "    RF_Regressor_train_subset_R_2_before_ablation  \\\n",
+       "0                                        0.748821   \n",
+       "1                                        0.748821   \n",
+       "2                                        0.748821   \n",
+       "3                                        0.748821   \n",
+       "4                                        0.748821   \n",
+       "5                                        0.748821   \n",
+       "6                                        0.748821   \n",
+       "7                                        0.690111   \n",
+       "8                                        0.690111   \n",
+       "9                                        0.690111   \n",
+       "10                                       0.690111   \n",
+       "11                                       0.690111   \n",
+       "12                                       0.690111   \n",
+       "13                                       0.690111   \n",
+       "\n",
+       "    RF_Regressor_train_subset_MSE_after_ablation_1  \\\n",
+       "0                                      3105.140954   \n",
+       "1                                      1224.301747   \n",
+       "2                                      1231.959172   \n",
+       "3                                      1204.904752   \n",
+       "4                                      1204.904752   \n",
+       "5                                      3099.885567   \n",
+       "6                                      3268.405271   \n",
+       "7                                      3562.472499   \n",
+       "8                                      1525.203931   \n",
+       "9                                      1523.170845   \n",
+       "10                                     1572.110064   \n",
+       "11                                     1572.110064   \n",
+       "12                                     3109.520999   \n",
+       "13                                     3648.046855   \n",
+       "\n",
+       "    RF_Regressor_train_subset_R_2_after_ablation_1  \\\n",
+       "0                                         0.500107   \n",
+       "1                                         0.802901   \n",
+       "2                                         0.801668   \n",
+       "3                                         0.806024   \n",
+       "4                                         0.806024   \n",
+       "5                                         0.500953   \n",
+       "6                                         0.473823   \n",
+       "7                                         0.427364   \n",
+       "8                                         0.754837   \n",
+       "9                                         0.755164   \n",
+       "10                                        0.747297   \n",
+       "11                                        0.747297   \n",
+       "12                                        0.500172   \n",
+       "13                                        0.413608   \n",
+       "\n",
+       "    RF_Regressor_train_subset_MSE_after_ablation_2  \\\n",
+       "0                                      4680.457304   \n",
+       "1                                       982.458065   \n",
+       "2                                       957.519494   \n",
+       "3                                       983.631167   \n",
+       "4                                       983.631167   \n",
+       "5                                      4473.900143   \n",
+       "6                                      4758.914375   \n",
+       "7                                      4592.190659   \n",
+       "8                                      1465.973768   \n",
+       "9                                      1461.311688   \n",
+       "10                                     1410.956871   \n",
+       "11                                     1410.956871   \n",
+       "12                                     4367.053821   \n",
+       "13                                     4663.968079   \n",
+       "\n",
+       "    RF_Regressor_train_subset_R_2_after_ablation_2  \\\n",
+       "0                                         0.246499   \n",
+       "1                                         0.841835   \n",
+       "2                                         0.845850   \n",
+       "3                                         0.841646   \n",
+       "4                                         0.841646   \n",
+       "5                                         0.279752   \n",
+       "6                                         0.233868   \n",
+       "7                                         0.261845   \n",
+       "8                                         0.764358   \n",
+       "9                                         0.765107   \n",
+       "10                                        0.773201   \n",
+       "11                                        0.773201   \n",
+       "12                                        0.298034   \n",
+       "13                                        0.250308   \n",
+       "\n",
+       "    RF_Regressor_train_subset_MSE_after_ablation_3  \\\n",
+       "0                                      5345.237182   \n",
+       "1                                       919.082699   \n",
+       "2                                       907.029621   \n",
+       "3                                       911.860444   \n",
+       "4                                       911.860444   \n",
+       "5                                      5129.536759   \n",
+       "6                                      5371.800781   \n",
+       "7                                      5190.796783   \n",
+       "8                                      1416.958304   \n",
+       "9                                      1390.409446   \n",
+       "10                                     1316.987527   \n",
+       "11                                     1316.987527   \n",
+       "12                                     4900.797649   \n",
+       "13                                     5276.779727   \n",
+       "\n",
+       "    RF_Regressor_train_subset_R_2_after_ablation_3  \\\n",
+       "0                                         0.139476   \n",
+       "1                                         0.852038   \n",
+       "2                                         0.853978   \n",
+       "3                                         0.853201   \n",
+       "4                                         0.853201   \n",
+       "5                                         0.174202   \n",
+       "6                                         0.135200   \n",
+       "7                                         0.165625   \n",
+       "8                                         0.772236   \n",
+       "9                                         0.776504   \n",
+       "10                                        0.788306   \n",
+       "11                                        0.788306   \n",
+       "12                                        0.212240   \n",
+       "13                                        0.151804   \n",
+       "\n",
+       "    RF_Regressor_train_subset_MSE_after_ablation_4  \\\n",
+       "0                                      5621.235738   \n",
+       "1                                       898.768273   \n",
+       "2                                       906.562337   \n",
+       "3                                       871.787720   \n",
+       "4                                       871.787720   \n",
+       "5                                      5467.741993   \n",
+       "6                                      5798.672050   \n",
+       "7                                      5552.198048   \n",
+       "8                                      1366.812131   \n",
+       "9                                      1379.051797   \n",
+       "10                                     1298.405818   \n",
+       "11                                     1298.405818   \n",
+       "12                                     5257.624292   \n",
+       "13                                     5668.300418   \n",
+       "\n",
+       "    RF_Regressor_train_subset_R_2_after_ablation_4  \\\n",
+       "0                                         0.095044   \n",
+       "1                                         0.855308   \n",
+       "2                                         0.854054   \n",
+       "3                                         0.859652   \n",
+       "4                                         0.859652   \n",
+       "5                                         0.119754   \n",
+       "6                                         0.066478   \n",
+       "7                                         0.107533   \n",
+       "8                                         0.780297   \n",
+       "9                                         0.778329   \n",
+       "10                                        0.791293   \n",
+       "11                                        0.791293   \n",
+       "12                                        0.154883   \n",
+       "13                                        0.088870   \n",
+       "\n",
+       "    RF_Regressor_train_subset_MSE_after_ablation_5  \\\n",
+       "0                                      5885.828104   \n",
+       "1                                       953.690118   \n",
+       "2                                       945.750849   \n",
+       "3                                       936.443478   \n",
+       "4                                       936.443478   \n",
+       "5                                      5674.115921   \n",
+       "6                                      6102.623086   \n",
+       "7                                      5823.936799   \n",
+       "8                                      1359.582062   \n",
+       "9                                      1372.906809   \n",
+       "10                                     1355.717040   \n",
+       "11                                     1355.717040   \n",
+       "12                                     5559.710031   \n",
+       "13                                     5899.474492   \n",
+       "\n",
+       "    RF_Regressor_train_subset_R_2_after_ablation_5  \\\n",
+       "0                                         0.052447   \n",
+       "1                                         0.846467   \n",
+       "2                                         0.847745   \n",
+       "3                                         0.849243   \n",
+       "4                                         0.849243   \n",
+       "5                                         0.086531   \n",
+       "6                                         0.017546   \n",
+       "7                                         0.063853   \n",
+       "8                                         0.781459   \n",
+       "9                                         0.779317   \n",
+       "10                                        0.782080   \n",
+       "11                                        0.782080   \n",
+       "12                                        0.106325   \n",
+       "13                                        0.051711   \n",
+       "\n",
+       "    RF_Regressor_train_subset_MSE_after_ablation_6  \\\n",
+       "0                                      6148.573093   \n",
+       "1                                      1006.699397   \n",
+       "2                                      1017.115451   \n",
+       "3                                       997.771935   \n",
+       "4                                       997.771935   \n",
+       "5                                      6047.626442   \n",
+       "6                                      6271.987550   \n",
+       "7                                      5930.830908   \n",
+       "8                                      1393.550258   \n",
+       "9                                      1450.212251   \n",
+       "10                                     1457.293557   \n",
+       "11                                     1457.293557   \n",
+       "12                                     5726.054872   \n",
+       "13                                     6161.711302   \n",
+       "\n",
+       "    RF_Regressor_train_subset_R_2_after_ablation_6  \\\n",
+       "0                                         0.010148   \n",
+       "1                                         0.837933   \n",
+       "2                                         0.836256   \n",
+       "3                                         0.839370   \n",
+       "4                                         0.839370   \n",
+       "5                                         0.026400   \n",
+       "6                                        -0.009720   \n",
+       "7                                         0.046671   \n",
+       "8                                         0.775999   \n",
+       "9                                         0.766891   \n",
+       "10                                        0.765753   \n",
+       "11                                        0.765753   \n",
+       "12                                        0.079587   \n",
+       "13                                        0.009559   \n",
+       "\n",
+       "    RF_Regressor_train_subset_MSE_after_ablation_7  \\\n",
+       "0                                      6205.630468   \n",
+       "1                                      1119.200648   \n",
+       "2                                      1155.360491   \n",
+       "3                                      1139.542091   \n",
+       "4                                      1139.542091   \n",
+       "5                                      6192.782101   \n",
+       "6                                      6365.432161   \n",
+       "7                                      5983.595727   \n",
+       "8                                      1596.107200   \n",
+       "9                                      1673.416669   \n",
+       "10                                     1727.444156   \n",
+       "11                                     1727.444156   \n",
+       "12                                     5945.354548   \n",
+       "13                                     6307.626281   \n",
+       "\n",
+       "    RF_Regressor_train_subset_R_2_after_ablation_7  \\\n",
+       "0                                         0.000963   \n",
+       "1                                         0.819821   \n",
+       "2                                         0.814000   \n",
+       "3                                         0.816546   \n",
+       "4                                         0.816546   \n",
+       "5                                         0.003031   \n",
+       "6                                        -0.024764   \n",
+       "7                                         0.038189   \n",
+       "8                                         0.743440   \n",
+       "9                                         0.731013   \n",
+       "10                                        0.722328   \n",
+       "11                                        0.722328   \n",
+       "12                                        0.044336   \n",
+       "13                                       -0.013896   \n",
+       "\n",
+       "    RF_Regressor_train_subset_MSE_after_ablation_8  \\\n",
+       "0                                      6230.666830   \n",
+       "1                                      1642.139538   \n",
+       "2                                      1708.601919   \n",
+       "3                                      1633.265532   \n",
+       "4                                      1633.265532   \n",
+       "5                                      6223.725298   \n",
+       "6                                      6477.362969   \n",
+       "7                                      6129.607424   \n",
+       "8                                      2289.081305   \n",
+       "9                                      2327.406106   \n",
+       "10                                     2255.740529   \n",
+       "11                                     2255.740529   \n",
+       "12                                     6091.859900   \n",
+       "13                                     6400.352823   \n",
+       "\n",
+       "    RF_Regressor_train_subset_R_2_after_ablation_8  \\\n",
+       "0                                        -0.003068   \n",
+       "1                                         0.735634   \n",
+       "2                                         0.724934   \n",
+       "3                                         0.737062   \n",
+       "4                                         0.737062   \n",
+       "5                                        -0.001950   \n",
+       "6                                        -0.042783   \n",
+       "7                                         0.014719   \n",
+       "8                                         0.632050   \n",
+       "9                                         0.625890   \n",
+       "10                                        0.637409   \n",
+       "11                                        0.637409   \n",
+       "12                                        0.020787   \n",
+       "13                                       -0.028801   \n",
+       "\n",
+       "    RF_Regressor_train_subset_MSE_after_ablation_9  \\\n",
+       "0                                      6211.967914   \n",
+       "1                                      3083.859130   \n",
+       "2                                      3069.863836   \n",
+       "3                                      3170.142087   \n",
+       "4                                      3170.142087   \n",
+       "5                                      6229.025578   \n",
+       "6                                      6353.931481   \n",
+       "7                                      6249.809908   \n",
+       "8                                      3673.758960   \n",
+       "9                                      3698.582566   \n",
+       "10                                     3808.452175   \n",
+       "11                                     3808.452175   \n",
+       "12                                     6250.015618   \n",
+       "13                                     6411.099838   \n",
+       "\n",
+       "    RF_Regressor_train_subset_R_2_after_ablation_9  \\\n",
+       "0                                        -0.000058   \n",
+       "1                                         0.503533   \n",
+       "2                                         0.505786   \n",
+       "3                                         0.489642   \n",
+       "4                                         0.489642   \n",
+       "5                                        -0.002804   \n",
+       "6                                        -0.022912   \n",
+       "7                                        -0.004602   \n",
+       "8                                         0.409475   \n",
+       "9                                         0.405485   \n",
+       "10                                        0.387825   \n",
+       "11                                        0.387825   \n",
+       "12                                       -0.004635   \n",
+       "13                                       -0.030528   \n",
+       "\n",
+       "    RF_Regressor_train_subset_MSE_after_ablation_10  \\\n",
+       "0                                       6217.761101   \n",
+       "1                                       6217.761101   \n",
+       "2                                       6217.761101   \n",
+       "3                                       6217.761101   \n",
+       "4                                       6217.761101   \n",
+       "5                                       6217.761101   \n",
+       "6                                       6217.761101   \n",
+       "7                                       6343.745251   \n",
+       "8                                       6343.745251   \n",
+       "9                                       6343.745251   \n",
+       "10                                      6343.745251   \n",
+       "11                                      6343.745251   \n",
+       "12                                      6343.745251   \n",
+       "13                                      6343.745251   \n",
+       "\n",
+       "    RF_Regressor_train_subset_R_2_after_ablation_10  \\\n",
+       "0                                         -0.000990   \n",
+       "1                                         -0.000990   \n",
+       "2                                         -0.000990   \n",
+       "3                                         -0.000990   \n",
+       "4                                         -0.000990   \n",
+       "5                                         -0.000990   \n",
+       "6                                         -0.000990   \n",
+       "7                                         -0.019702   \n",
+       "8                                         -0.019702   \n",
+       "9                                         -0.019702   \n",
+       "10                                        -0.019702   \n",
+       "11                                        -0.019702   \n",
+       "12                                        -0.019702   \n",
+       "13                                        -0.019702   \n",
+       "\n",
+       "    Linear_train_subset_MSE_before_ablation  \\\n",
+       "0                               2773.786252   \n",
+       "1                               2773.786252   \n",
+       "2                               2773.786252   \n",
+       "3                               2773.786252   \n",
+       "4                               2773.786252   \n",
+       "5                               2773.786252   \n",
+       "6                               2773.786252   \n",
+       "7                               3130.434578   \n",
+       "8                               3130.434578   \n",
+       "9                               3130.434578   \n",
+       "10                              3130.434578   \n",
+       "11                              3130.434578   \n",
+       "12                              3130.434578   \n",
+       "13                              3130.434578   \n",
+       "\n",
+       "    Linear_train_subset_R_2_before_ablation  \\\n",
+       "0                                  0.553451   \n",
+       "1                                  0.553451   \n",
+       "2                                  0.553451   \n",
+       "3                                  0.553451   \n",
+       "4                                  0.553451   \n",
+       "5                                  0.553451   \n",
+       "6                                  0.553451   \n",
+       "7                                  0.496810   \n",
+       "8                                  0.496810   \n",
+       "9                                  0.496810   \n",
+       "10                                 0.496810   \n",
+       "11                                 0.496810   \n",
+       "12                                 0.496810   \n",
+       "13                                 0.496810   \n",
+       "\n",
+       "    Linear_train_subset_MSE_after_ablation_1  \\\n",
+       "0                                4402.816911   \n",
+       "1                                2057.348794   \n",
+       "2                                2061.699518   \n",
+       "3                                1996.331770   \n",
+       "4                                1996.331770   \n",
+       "5                                4325.203829   \n",
+       "6                                4197.477443   \n",
+       "7                                5471.923404   \n",
+       "8                                2450.351408   \n",
+       "9                                2426.288570   \n",
+       "10                               2311.290876   \n",
+       "11                               2311.290876   \n",
+       "12                               4714.722460   \n",
+       "13                               4848.773452   \n",
+       "\n",
+       "    Linear_train_subset_R_2_after_ablation_1  \\\n",
+       "0                                   0.291196   \n",
+       "1                                   0.668790   \n",
+       "2                                   0.668089   \n",
+       "3                                   0.678613   \n",
+       "4                                   0.678613   \n",
+       "5                                   0.303690   \n",
+       "6                                   0.324253   \n",
+       "7                                   0.120436   \n",
+       "8                                   0.606127   \n",
+       "9                                   0.609995   \n",
+       "10                                  0.628480   \n",
+       "11                                  0.628480   \n",
+       "12                                  0.242150   \n",
+       "13                                  0.220602   \n",
+       "\n",
+       "    Linear_train_subset_MSE_after_ablation_2  \\\n",
+       "0                                6303.728760   \n",
+       "1                                1804.465388   \n",
+       "2                                1906.627907   \n",
+       "3                                1775.825247   \n",
+       "4                                1775.825247   \n",
+       "5                                6102.137862   \n",
+       "6                                6358.548732   \n",
+       "7                                6768.330268   \n",
+       "8                                2374.977794   \n",
+       "9                                2446.918195   \n",
+       "10                               2464.648176   \n",
+       "11                               2464.648176   \n",
+       "12                               6105.826571   \n",
+       "13                               6321.689589   \n",
+       "\n",
+       "    Linear_train_subset_R_2_after_ablation_2  \\\n",
+       "0                                  -0.014830   \n",
+       "1                                   0.709501   \n",
+       "2                                   0.693054   \n",
+       "3                                   0.714112   \n",
+       "4                                   0.714112   \n",
+       "5                                   0.017624   \n",
+       "6                                  -0.023655   \n",
+       "7                                  -0.087950   \n",
+       "8                                   0.618243   \n",
+       "9                                   0.606679   \n",
+       "10                                  0.603829   \n",
+       "11                                  0.603829   \n",
+       "12                                  0.018542   \n",
+       "13                                 -0.016156   \n",
+       "\n",
+       "    Linear_train_subset_MSE_after_ablation_3  \\\n",
+       "0                                6777.894219   \n",
+       "1                                1593.991046   \n",
+       "2                                1684.314559   \n",
+       "3                                1832.173829   \n",
+       "4                                1832.173829   \n",
+       "5                                6573.887428   \n",
+       "6                                6874.466575   \n",
+       "7                                7245.208413   \n",
+       "8                                2187.018823   \n",
+       "9                                2194.882100   \n",
+       "10                               2438.505250   \n",
+       "11                               2438.505250   \n",
+       "12                               6584.890623   \n",
+       "13                               7039.310510   \n",
+       "\n",
+       "    Linear_train_subset_R_2_after_ablation_3  \\\n",
+       "0                                  -0.091165   \n",
+       "1                                   0.743385   \n",
+       "2                                   0.728844   \n",
+       "3                                   0.705040   \n",
+       "4                                   0.705040   \n",
+       "5                                  -0.058323   \n",
+       "6                                  -0.106713   \n",
+       "7                                  -0.164604   \n",
+       "8                                   0.648456   \n",
+       "9                                   0.647192   \n",
+       "10                                  0.608032   \n",
+       "11                                  0.608032   \n",
+       "12                                 -0.058464   \n",
+       "13                                 -0.131508   \n",
+       "\n",
+       "    Linear_train_subset_MSE_after_ablation_4  \\\n",
+       "0                                6465.183261   \n",
+       "1                                1556.610785   \n",
+       "2                                1568.330209   \n",
+       "3                                1959.156449   \n",
+       "4                                1959.156449   \n",
+       "5                                6624.238212   \n",
+       "6                                7399.316777   \n",
+       "7                                6907.517012   \n",
+       "8                                2108.627843   \n",
+       "9                                2105.147014   \n",
+       "10                               2549.467005   \n",
+       "11                               2549.467005   \n",
+       "12                               6646.873519   \n",
+       "13                               7011.464701   \n",
+       "\n",
+       "    Linear_train_subset_R_2_after_ablation_4  \\\n",
+       "0                                  -0.040822   \n",
+       "1                                   0.749403   \n",
+       "2                                   0.747516   \n",
+       "3                                   0.684598   \n",
+       "4                                   0.684598   \n",
+       "5                                  -0.066429   \n",
+       "6                                  -0.191208   \n",
+       "7                                  -0.110323   \n",
+       "8                                   0.661056   \n",
+       "9                                   0.661616   \n",
+       "10                                  0.590195   \n",
+       "11                                  0.590195   \n",
+       "12                                 -0.068427   \n",
+       "13                                 -0.127032   \n",
+       "\n",
+       "    Linear_train_subset_MSE_after_ablation_5  \\\n",
+       "0                                6644.208016   \n",
+       "1                                1412.376033   \n",
+       "2                                1477.539721   \n",
+       "3                                2102.410892   \n",
+       "4                                2102.410892   \n",
+       "5                                6341.988700   \n",
+       "6                                8097.594290   \n",
+       "7                                6756.492648   \n",
+       "8                                1877.335950   \n",
+       "9                                1906.509510   \n",
+       "10                               2991.107948   \n",
+       "11                               2991.107948   \n",
+       "12                               6519.513551   \n",
+       "13                               7180.041192   \n",
+       "\n",
+       "    Linear_train_subset_R_2_after_ablation_5  \\\n",
+       "0                                  -0.069643   \n",
+       "1                                   0.772623   \n",
+       "2                                   0.762133   \n",
+       "3                                   0.661535   \n",
+       "4                                   0.661535   \n",
+       "5                                  -0.020990   \n",
+       "6                                  -0.303622   \n",
+       "7                                  -0.086047   \n",
+       "8                                   0.698235   \n",
+       "9                                   0.693545   \n",
+       "10                                  0.519206   \n",
+       "11                                  0.519206   \n",
+       "12                                 -0.047955   \n",
+       "13                                 -0.154129   \n",
+       "\n",
+       "    Linear_train_subset_MSE_after_ablation_6  \\\n",
+       "0                                6513.775559   \n",
+       "1                                1438.612884   \n",
+       "2                                1501.177954   \n",
+       "3                                2083.256160   \n",
+       "4                                2083.256160   \n",
+       "5                                6306.626551   \n",
+       "6                                8026.337366   \n",
+       "7                                6891.751402   \n",
+       "8                                1845.469687   \n",
+       "9                                1785.735483   \n",
+       "10                               2910.721264   \n",
+       "11                               2910.721264   \n",
+       "12                               6388.461319   \n",
+       "13                               7056.070810   \n",
+       "\n",
+       "    Linear_train_subset_R_2_after_ablation_6  \\\n",
+       "0                                  -0.048645   \n",
+       "1                                   0.768399   \n",
+       "2                                   0.758327   \n",
+       "3                                   0.664619   \n",
+       "4                                   0.664619   \n",
+       "5                                  -0.015297   \n",
+       "6                                  -0.292151   \n",
+       "7                                  -0.107789   \n",
+       "8                                   0.703357   \n",
+       "9                                   0.712959   \n",
+       "10                                  0.532127   \n",
+       "11                                  0.532127   \n",
+       "12                                 -0.026889   \n",
+       "13                                 -0.134202   \n",
+       "\n",
+       "    Linear_train_subset_MSE_after_ablation_7  \\\n",
+       "0                                6333.137612   \n",
+       "1                                1536.750265   \n",
+       "2                                1582.980295   \n",
+       "3                                2047.378904   \n",
+       "4                                2047.378904   \n",
+       "5                                6120.586264   \n",
+       "6                                8202.867868   \n",
+       "7                                6658.866288   \n",
+       "8                                1879.350777   \n",
+       "9                                1869.695365   \n",
+       "10                               2701.720683   \n",
+       "11                               2701.720683   \n",
+       "12                               6356.562562   \n",
+       "13                               7220.415792   \n",
+       "\n",
+       "    Linear_train_subset_R_2_after_ablation_7  \\\n",
+       "0                                  -0.019565   \n",
+       "1                                   0.752600   \n",
+       "2                                   0.745158   \n",
+       "3                                   0.670395   \n",
+       "4                                   0.670395   \n",
+       "5                                   0.014654   \n",
+       "6                                  -0.320570   \n",
+       "7                                  -0.070355   \n",
+       "8                                   0.697911   \n",
+       "9                                   0.699463   \n",
+       "10                                  0.565722   \n",
+       "11                                  0.565722   \n",
+       "12                                 -0.021762   \n",
+       "13                                 -0.160619   \n",
+       "\n",
+       "    Linear_train_subset_MSE_after_ablation_8  \\\n",
+       "0                                6242.724804   \n",
+       "1                                1772.269918   \n",
+       "2                                1784.440051   \n",
+       "3                                2085.789177   \n",
+       "4                                2085.789177   \n",
+       "5                                5937.480627   \n",
+       "6                                8332.384586   \n",
+       "7                                6922.945244   \n",
+       "8                                2030.316336   \n",
+       "9                                2143.694503   \n",
+       "10                               2648.362901   \n",
+       "11                               2648.362901   \n",
+       "12                               6658.999064   \n",
+       "13                               7172.810087   \n",
+       "\n",
+       "    Linear_train_subset_R_2_after_ablation_8  \\\n",
+       "0                                  -0.005009   \n",
+       "1                                   0.714684   \n",
+       "2                                   0.712725   \n",
+       "3                                   0.664211   \n",
+       "4                                   0.664211   \n",
+       "5                                   0.044132   \n",
+       "6                                  -0.341421   \n",
+       "7                                  -0.112803   \n",
+       "8                                   0.673644   \n",
+       "9                                   0.655420   \n",
+       "10                                  0.574299   \n",
+       "11                                  0.574299   \n",
+       "12                                 -0.070376   \n",
+       "13                                 -0.152967   \n",
+       "\n",
+       "    Linear_train_subset_MSE_after_ablation_9  \\\n",
+       "0                                6297.496442   \n",
+       "1                                2759.035226   \n",
+       "2                                2669.768745   \n",
+       "3                                3041.524062   \n",
+       "4                                3041.524062   \n",
+       "5                                6170.551747   \n",
+       "6                                7483.042100   \n",
+       "7                                6415.479526   \n",
+       "8                                2894.803656   \n",
+       "9                                2909.026812   \n",
+       "10                               3308.921978   \n",
+       "11                               3308.921978   \n",
+       "12                               6507.733715   \n",
+       "13                               6703.049603   \n",
+       "\n",
+       "    Linear_train_subset_R_2_after_ablation_9  \\\n",
+       "0                                  -0.013827   \n",
+       "1                                   0.555826   \n",
+       "2                                   0.570197   \n",
+       "3                                   0.510349   \n",
+       "4                                   0.510349   \n",
+       "5                                   0.006610   \n",
+       "6                                  -0.204686   \n",
+       "7                                  -0.031232   \n",
+       "8                                   0.534686   \n",
+       "9                                   0.532399   \n",
+       "10                                  0.468120   \n",
+       "11                                  0.468120   \n",
+       "12                                 -0.046061   \n",
+       "13                                 -0.077457   \n",
+       "\n",
+       "    Linear_train_subset_MSE_after_ablation_10  \\\n",
+       "0                                 6241.224187   \n",
+       "1                                 6241.224187   \n",
+       "2                                 6241.224187   \n",
+       "3                                 6241.224187   \n",
+       "4                                 6241.224187   \n",
+       "5                                 6241.224187   \n",
+       "6                                 6241.224187   \n",
+       "7                                 6225.444916   \n",
+       "8                                 6225.444916   \n",
+       "9                                 6225.444916   \n",
+       "10                                6225.444916   \n",
+       "11                                6225.444916   \n",
+       "12                                6225.444916   \n",
+       "13                                6225.444916   \n",
+       "\n",
+       "    Linear_train_subset_R_2_after_ablation_10  \\\n",
+       "0                                   -0.004768   \n",
+       "1                                   -0.004768   \n",
+       "2                                   -0.004768   \n",
+       "3                                   -0.004768   \n",
+       "4                                   -0.004768   \n",
+       "5                                   -0.004768   \n",
+       "6                                   -0.004768   \n",
+       "7                                   -0.000686   \n",
+       "8                                   -0.000686   \n",
+       "9                                   -0.000686   \n",
+       "10                                  -0.000686   \n",
+       "11                                  -0.000686   \n",
+       "12                                  -0.000686   \n",
+       "13                                  -0.000686   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_MSE_before_ablation  \\\n",
+       "0                                         0.001407   \n",
+       "1                                         0.001407   \n",
+       "2                                         0.001407   \n",
+       "3                                         0.001407   \n",
+       "4                                         0.001407   \n",
+       "5                                         0.001407   \n",
+       "6                                         0.001407   \n",
+       "7                                         0.001840   \n",
+       "8                                         0.001840   \n",
+       "9                                         0.001840   \n",
+       "10                                        0.001840   \n",
+       "11                                        0.001840   \n",
+       "12                                        0.001840   \n",
+       "13                                        0.001840   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_R_2_before_ablation  \\\n",
+       "0                                              1.0   \n",
+       "1                                              1.0   \n",
+       "2                                              1.0   \n",
+       "3                                              1.0   \n",
+       "4                                              1.0   \n",
+       "5                                              1.0   \n",
+       "6                                              1.0   \n",
+       "7                                              1.0   \n",
+       "8                                              1.0   \n",
+       "9                                              1.0   \n",
+       "10                                             1.0   \n",
+       "11                                             1.0   \n",
+       "12                                             1.0   \n",
+       "13                                             1.0   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_MSE_after_ablation_1  \\\n",
+       "0                                       2696.880707   \n",
+       "1                                        364.025357   \n",
+       "2                                        373.371025   \n",
+       "3                                        460.383084   \n",
+       "4                                        460.383084   \n",
+       "5                                       2865.035314   \n",
+       "6                                       3184.712151   \n",
+       "7                                       2770.667150   \n",
+       "8                                        442.086625   \n",
+       "9                                        444.696689   \n",
+       "10                                       435.154057   \n",
+       "11                                       435.154057   \n",
+       "12                                      2614.660509   \n",
+       "13                                      3054.804662   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_R_2_after_ablation_1  \\\n",
+       "0                                          0.565832   \n",
+       "1                                          0.941396   \n",
+       "2                                          0.939891   \n",
+       "3                                          0.925883   \n",
+       "4                                          0.925883   \n",
+       "5                                          0.538761   \n",
+       "6                                          0.487297   \n",
+       "7                                          0.554639   \n",
+       "8                                          0.928938   \n",
+       "9                                          0.928519   \n",
+       "10                                         0.930053   \n",
+       "11                                         0.930053   \n",
+       "12                                         0.579716   \n",
+       "13                                         0.508967   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_MSE_after_ablation_2  \\\n",
+       "0                                       5593.989216   \n",
+       "1                                        354.067865   \n",
+       "2                                        341.936315   \n",
+       "3                                        427.197907   \n",
+       "4                                        427.197907   \n",
+       "5                                       5208.021761   \n",
+       "6                                       5726.515555   \n",
+       "7                                       4285.355715   \n",
+       "8                                        504.738178   \n",
+       "9                                        521.513116   \n",
+       "10                                       578.295870   \n",
+       "11                                       578.295870   \n",
+       "12                                      4011.036737   \n",
+       "13                                      4347.174669   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_R_2_after_ablation_2  \\\n",
+       "0                                          0.099430   \n",
+       "1                                          0.942999   \n",
+       "2                                          0.944952   \n",
+       "3                                          0.931226   \n",
+       "4                                          0.931226   \n",
+       "5                                          0.161567   \n",
+       "6                                          0.078095   \n",
+       "7                                          0.311167   \n",
+       "8                                          0.918868   \n",
+       "9                                          0.916171   \n",
+       "10                                         0.907044   \n",
+       "11                                         0.907044   \n",
+       "12                                         0.355261   \n",
+       "13                                         0.301230   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_MSE_after_ablation_3  \\\n",
+       "0                                       6030.233446   \n",
+       "1                                        397.791381   \n",
+       "2                                        407.787926   \n",
+       "3                                        489.674146   \n",
+       "4                                        489.674146   \n",
+       "5                                       5736.287318   \n",
+       "6                                       6234.543420   \n",
+       "7                                       5215.945499   \n",
+       "8                                        627.273788   \n",
+       "9                                        519.183385   \n",
+       "10                                       794.145855   \n",
+       "11                                       794.145855   \n",
+       "12                                      4626.061442   \n",
+       "13                                      5189.719811   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_R_2_after_ablation_3  \\\n",
+       "0                                          0.029200   \n",
+       "1                                          0.935960   \n",
+       "2                                          0.934351   \n",
+       "3                                          0.921168   \n",
+       "4                                          0.921168   \n",
+       "5                                          0.076522   \n",
+       "6                                         -0.003692   \n",
+       "7                                          0.161582   \n",
+       "8                                          0.899171   \n",
+       "9                                          0.916546   \n",
+       "10                                         0.872348   \n",
+       "11                                         0.872348   \n",
+       "12                                         0.256401   \n",
+       "13                                         0.165798   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_MSE_after_ablation_4  \\\n",
+       "0                                       6156.693283   \n",
+       "1                                        502.775310   \n",
+       "2                                        525.128601   \n",
+       "3                                        578.206053   \n",
+       "4                                        578.206053   \n",
+       "5                                       5906.219960   \n",
+       "6                                       6718.637132   \n",
+       "7                                       6031.213015   \n",
+       "8                                        677.907561   \n",
+       "9                                        689.145844   \n",
+       "10                                       871.571031   \n",
+       "11                                       871.571031   \n",
+       "12                                      5360.039469   \n",
+       "13                                      6036.784654   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_R_2_after_ablation_4  \\\n",
+       "0                                          0.008841   \n",
+       "1                                          0.919059   \n",
+       "2                                          0.915460   \n",
+       "3                                          0.906915   \n",
+       "4                                          0.906915   \n",
+       "5                                          0.049164   \n",
+       "6                                         -0.081626   \n",
+       "7                                          0.030535   \n",
+       "8                                          0.891032   \n",
+       "9                                          0.889226   \n",
+       "10                                         0.859903   \n",
+       "11                                         0.859903   \n",
+       "12                                         0.138420   \n",
+       "13                                         0.029640   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_MSE_after_ablation_5  \\\n",
+       "0                                       6310.788981   \n",
+       "1                                        609.851427   \n",
+       "2                                        549.134604   \n",
+       "3                                        589.688779   \n",
+       "4                                        589.688779   \n",
+       "5                                       5776.760162   \n",
+       "6                                       7449.397458   \n",
+       "7                                       6217.809516   \n",
+       "8                                        786.828452   \n",
+       "9                                        804.758792   \n",
+       "10                                      1081.560635   \n",
+       "11                                      1081.560635   \n",
+       "12                                      5496.277855   \n",
+       "13                                      6178.749301   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_R_2_after_ablation_5  \\\n",
+       "0                                         -0.015967   \n",
+       "1                                          0.901821   \n",
+       "2                                          0.911595   \n",
+       "3                                          0.905067   \n",
+       "4                                          0.905067   \n",
+       "5                                          0.070006   \n",
+       "6                                         -0.199270   \n",
+       "7                                          0.000541   \n",
+       "8                                          0.873524   \n",
+       "9                                          0.870642   \n",
+       "10                                         0.826149   \n",
+       "11                                         0.826149   \n",
+       "12                                         0.116521   \n",
+       "13                                         0.006820   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_MSE_after_ablation_6  \\\n",
+       "0                                       6315.686798   \n",
+       "1                                        729.615402   \n",
+       "2                                        751.175252   \n",
+       "3                                        635.663240   \n",
+       "4                                        635.663240   \n",
+       "5                                       6075.463240   \n",
+       "6                                       7626.843981   \n",
+       "7                                       6046.948423   \n",
+       "8                                       1157.407545   \n",
+       "9                                       1326.761995   \n",
+       "10                                      1246.903340   \n",
+       "11                                      1246.903340   \n",
+       "12                                      5723.620207   \n",
+       "13                                      6746.193421   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_R_2_after_ablation_6  \\\n",
+       "0                                         -0.016755   \n",
+       "1                                          0.882540   \n",
+       "2                                          0.879069   \n",
+       "3                                          0.897665   \n",
+       "4                                          0.897665   \n",
+       "5                                          0.021918   \n",
+       "6                                         -0.227837   \n",
+       "7                                          0.028006   \n",
+       "8                                          0.813957   \n",
+       "9                                          0.786735   \n",
+       "10                                         0.799571   \n",
+       "11                                         0.799571   \n",
+       "12                                         0.079978   \n",
+       "13                                        -0.084392   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_MSE_after_ablation_7  \\\n",
+       "0                                       6257.543441   \n",
+       "1                                        921.900192   \n",
+       "2                                       1030.051317   \n",
+       "3                                        751.386573   \n",
+       "4                                        751.386573   \n",
+       "5                                       6405.069217   \n",
+       "6                                       7620.226359   \n",
+       "7                                       5961.335184   \n",
+       "8                                       1444.492069   \n",
+       "9                                       1779.275851   \n",
+       "10                                      1719.377957   \n",
+       "11                                      1719.377957   \n",
+       "12                                      5871.165197   \n",
+       "13                                      7390.571254   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_R_2_after_ablation_7  \\\n",
+       "0                                         -0.007395   \n",
+       "1                                          0.851584   \n",
+       "2                                          0.834173   \n",
+       "3                                          0.879035   \n",
+       "4                                          0.879035   \n",
+       "5                                         -0.031145   \n",
+       "6                                         -0.226772   \n",
+       "7                                          0.041767   \n",
+       "8                                          0.767811   \n",
+       "9                                          0.713997   \n",
+       "10                                         0.723625   \n",
+       "11                                         0.723625   \n",
+       "12                                         0.056261   \n",
+       "13                                        -0.187970   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_MSE_after_ablation_8  \\\n",
+       "0                                       6301.159739   \n",
+       "1                                       1506.686398   \n",
+       "2                                       1532.167609   \n",
+       "3                                       1262.128631   \n",
+       "4                                       1262.128631   \n",
+       "5                                       6382.236279   \n",
+       "6                                       7620.752275   \n",
+       "7                                       5801.206601   \n",
+       "8                                       3190.412015   \n",
+       "9                                       3379.981956   \n",
+       "10                                      2961.601207   \n",
+       "11                                      2961.601207   \n",
+       "12                                      5823.804436   \n",
+       "13                                      8213.129708   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_R_2_after_ablation_8  \\\n",
+       "0                                         -0.014417   \n",
+       "1                                          0.757440   \n",
+       "2                                          0.753338   \n",
+       "3                                          0.796811   \n",
+       "4                                          0.796811   \n",
+       "5                                         -0.027469   \n",
+       "6                                         -0.226856   \n",
+       "7                                          0.067507   \n",
+       "8                                          0.487169   \n",
+       "9                                          0.456697   \n",
+       "10                                         0.523948   \n",
+       "11                                         0.523948   \n",
+       "12                                         0.063874   \n",
+       "13                                        -0.320189   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_MSE_after_ablation_9  \\\n",
+       "0                                       6369.458649   \n",
+       "1                                       3150.501923   \n",
+       "2                                       3078.346079   \n",
+       "3                                       3236.102932   \n",
+       "4                                       3236.102932   \n",
+       "5                                       6446.071680   \n",
+       "6                                       6932.722207   \n",
+       "7                                       6130.228964   \n",
+       "8                                       5177.222072   \n",
+       "9                                       5179.518941   \n",
+       "10                                      4995.888570   \n",
+       "11                                      4995.888570   \n",
+       "12                                      6057.440646   \n",
+       "13                                      7506.355539   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_R_2_after_ablation_9  \\\n",
+       "0                                         -0.025412   \n",
+       "1                                          0.492804   \n",
+       "2                                          0.504421   \n",
+       "3                                          0.479023   \n",
+       "4                                          0.479023   \n",
+       "5                                         -0.037746   \n",
+       "6                                         -0.116091   \n",
+       "7                                          0.014619   \n",
+       "8                                          0.167807   \n",
+       "9                                          0.167438   \n",
+       "10                                         0.196955   \n",
+       "11                                         0.196955   \n",
+       "12                                         0.026319   \n",
+       "13                                        -0.206581   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_MSE_after_ablation_10  \\\n",
+       "0                                        6399.030428   \n",
+       "1                                        6399.030428   \n",
+       "2                                        6399.030428   \n",
+       "3                                        6399.030428   \n",
+       "4                                        6399.030428   \n",
+       "5                                        6399.030428   \n",
+       "6                                        6399.030428   \n",
+       "7                                        6333.359200   \n",
+       "8                                        6333.359200   \n",
+       "9                                        6333.359200   \n",
+       "10                                       6333.359200   \n",
+       "11                                       6333.359200   \n",
+       "12                                       6333.359200   \n",
+       "13                                       6333.359200   \n",
+       "\n",
+       "    XGB_Regressor_train_subset_R_2_after_ablation_10  \\\n",
+       "0                                          -0.030173   \n",
+       "1                                          -0.030173   \n",
+       "2                                          -0.030173   \n",
+       "3                                          -0.030173   \n",
+       "4                                          -0.030173   \n",
+       "5                                          -0.030173   \n",
+       "6                                          -0.030173   \n",
+       "7                                          -0.018032   \n",
+       "8                                          -0.018032   \n",
+       "9                                          -0.018032   \n",
+       "10                                         -0.018032   \n",
+       "11                                         -0.018032   \n",
+       "12                                         -0.018032   \n",
+       "13                                         -0.018032   \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_MSE_before_ablation  \\\n",
+       "0                                         1755.232030    \n",
+       "1                                         1755.232030    \n",
+       "2                                         1755.232030    \n",
+       "3                                         1755.232030    \n",
+       "4                                         1755.232030    \n",
+       "5                                         1755.232030    \n",
+       "6                                         1755.232030    \n",
+       "7                                         2017.030505    \n",
+       "8                                         2017.030505    \n",
+       "9                                         2017.030505    \n",
+       "10                                        2017.030505    \n",
+       "11                                        2017.030505    \n",
+       "12                                        2017.030505    \n",
+       "13                                        2017.030505    \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_R_2_before_ablation  \\\n",
+       "0                                            0.717427    \n",
+       "1                                            0.717427    \n",
+       "2                                            0.717427    \n",
+       "3                                            0.717427    \n",
+       "4                                            0.717427    \n",
+       "5                                            0.717427    \n",
+       "6                                            0.717427    \n",
+       "7                                            0.675780    \n",
+       "8                                            0.675780    \n",
+       "9                                            0.675780    \n",
+       "10                                           0.675780    \n",
+       "11                                           0.675780    \n",
+       "12                                           0.675780    \n",
+       "13                                           0.675780    \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_MSE_after_ablation_1  \\\n",
+       "0                                         3370.721700     \n",
+       "1                                         1190.387662     \n",
+       "2                                         1206.527447     \n",
+       "3                                         1225.954937     \n",
+       "4                                         1225.954937     \n",
+       "5                                         3333.985637     \n",
+       "6                                         3432.287429     \n",
+       "7                                         3801.255643     \n",
+       "8                                         1413.250718     \n",
+       "9                                         1393.610285     \n",
+       "10                                        1500.174492     \n",
+       "11                                        1500.174492     \n",
+       "12                                        3301.428184     \n",
+       "13                                        3716.877522     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_R_2_after_ablation_1  \\\n",
+       "0                                            0.457351     \n",
+       "1                                            0.808361     \n",
+       "2                                            0.805763     \n",
+       "3                                            0.802635     \n",
+       "4                                            0.802635     \n",
+       "5                                            0.463265     \n",
+       "6                                            0.447440     \n",
+       "7                                            0.388981     \n",
+       "8                                            0.772832     \n",
+       "9                                            0.775989     \n",
+       "10                                           0.758860     \n",
+       "11                                           0.758860     \n",
+       "12                                           0.469324     \n",
+       "13                                           0.402544     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_MSE_after_ablation_2  \\\n",
+       "0                                         5033.081361     \n",
+       "1                                          956.049592     \n",
+       "2                                          954.271198     \n",
+       "3                                          985.284510     \n",
+       "4                                          985.284510     \n",
+       "5                                         4844.514907     \n",
+       "6                                         5113.308103     \n",
+       "7                                         4996.251092     \n",
+       "8                                         1262.787840     \n",
+       "9                                         1294.519009     \n",
+       "10                                        1410.452919     \n",
+       "11                                        1410.452919     \n",
+       "12                                        4709.730207     \n",
+       "13                                        4866.469586     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_R_2_after_ablation_2  \\\n",
+       "0                                            0.189730     \n",
+       "1                                            0.846087     \n",
+       "2                                            0.846373     \n",
+       "3                                            0.841380     \n",
+       "4                                            0.841380     \n",
+       "5                                            0.220087     \n",
+       "6                                            0.176814     \n",
+       "7                                            0.196896     \n",
+       "8                                            0.797018     \n",
+       "9                                            0.791917     \n",
+       "10                                           0.773282     \n",
+       "11                                           0.773282     \n",
+       "12                                           0.242952     \n",
+       "13                                           0.217758     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_MSE_after_ablation_3  \\\n",
+       "0                                         5603.873072     \n",
+       "1                                          891.727934     \n",
+       "2                                          890.390362     \n",
+       "3                                          949.832815     \n",
+       "4                                          949.832815     \n",
+       "5                                         5449.991355     \n",
+       "6                                         5692.122774     \n",
+       "7                                         5614.315776     \n",
+       "8                                         1198.751241     \n",
+       "9                                         1191.314396     \n",
+       "10                                        1308.224056     \n",
+       "11                                        1308.224056     \n",
+       "12                                        5279.249795     \n",
+       "13                                        5635.324262     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_R_2_after_ablation_3  \\\n",
+       "0                                            0.097839     \n",
+       "1                                            0.856442     \n",
+       "2                                            0.856657     \n",
+       "3                                            0.847087     \n",
+       "4                                            0.847087     \n",
+       "5                                            0.122612     \n",
+       "6                                            0.083632     \n",
+       "7                                            0.097548     \n",
+       "8                                            0.807311     \n",
+       "9                                            0.808507     \n",
+       "10                                           0.789714     \n",
+       "11                                           0.789714     \n",
+       "12                                           0.151407     \n",
+       "13                                           0.094171     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_MSE_after_ablation_4  \\\n",
+       "0                                         5770.561601     \n",
+       "1                                          882.658032     \n",
+       "2                                          873.406275     \n",
+       "3                                          937.209307     \n",
+       "4                                          937.209307     \n",
+       "5                                         5679.216734     \n",
+       "6                                         6092.455515     \n",
+       "7                                         5847.832161     \n",
+       "8                                         1158.986543     \n",
+       "9                                         1166.111801     \n",
+       "10                                        1299.349343     \n",
+       "11                                        1299.349343     \n",
+       "12                                        5527.754058     \n",
+       "13                                        5954.037079     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_R_2_after_ablation_4  \\\n",
+       "0                                            0.071004     \n",
+       "1                                            0.857902     \n",
+       "2                                            0.859391     \n",
+       "3                                            0.849120     \n",
+       "4                                            0.849120     \n",
+       "5                                            0.085709     \n",
+       "6                                            0.019183     \n",
+       "7                                            0.060012     \n",
+       "8                                            0.813703     \n",
+       "9                                            0.812558     \n",
+       "10                                           0.791141     \n",
+       "11                                           0.791141     \n",
+       "12                                           0.111462     \n",
+       "13                                           0.042941     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_MSE_after_ablation_5  \\\n",
+       "0                                         5993.354385     \n",
+       "1                                          897.752791     \n",
+       "2                                          901.754276     \n",
+       "3                                         1010.783840     \n",
+       "4                                         1010.783840     \n",
+       "5                                         5763.863392     \n",
+       "6                                         6420.165128     \n",
+       "7                                         6068.729178     \n",
+       "8                                         1151.220679     \n",
+       "9                                         1183.508230     \n",
+       "10                                        1409.016837     \n",
+       "11                                        1409.016837     \n",
+       "12                                        5840.230736     \n",
+       "13                                        6170.692927     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_R_2_after_ablation_5  \\\n",
+       "0                                            0.035137     \n",
+       "1                                            0.855472     \n",
+       "2                                            0.854828     \n",
+       "3                                            0.837275     \n",
+       "4                                            0.837275     \n",
+       "5                                            0.072082     \n",
+       "6                                           -0.033575     \n",
+       "7                                            0.024505     \n",
+       "8                                            0.814951     \n",
+       "9                                            0.809761     \n",
+       "10                                           0.773513     \n",
+       "11                                           0.773513     \n",
+       "12                                           0.061234     \n",
+       "13                                           0.008115     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_MSE_after_ablation_6  \\\n",
+       "0                                         6157.479830     \n",
+       "1                                          926.046246     \n",
+       "2                                          937.233182     \n",
+       "3                                         1056.105663     \n",
+       "4                                         1056.105663     \n",
+       "5                                         6064.635452     \n",
+       "6                                         6520.133145     \n",
+       "7                                         6140.515977     \n",
+       "8                                         1215.421176     \n",
+       "9                                         1248.642304     \n",
+       "10                                        1485.060067     \n",
+       "11                                        1485.060067     \n",
+       "12                                        5936.438486     \n",
+       "13                                        6347.531144     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_R_2_after_ablation_6  \\\n",
+       "0                                            0.008714     \n",
+       "1                                            0.850917     \n",
+       "2                                            0.849116     \n",
+       "3                                            0.829979     \n",
+       "4                                            0.829979     \n",
+       "5                                            0.023661     \n",
+       "6                                           -0.049669     \n",
+       "7                                            0.012966     \n",
+       "8                                            0.804632     \n",
+       "9                                            0.799292     \n",
+       "10                                           0.761290     \n",
+       "11                                           0.761290     \n",
+       "12                                           0.045769     \n",
+       "13                                          -0.020310     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_MSE_after_ablation_7  \\\n",
+       "0                                         6169.354786     \n",
+       "1                                         1004.626808     \n",
+       "2                                         1041.215452     \n",
+       "3                                         1162.783711     \n",
+       "4                                         1162.783711     \n",
+       "5                                         6127.749135     \n",
+       "6                                         6611.646483     \n",
+       "7                                         6095.643350     \n",
+       "8                                         1337.778758     \n",
+       "9                                         1383.541567     \n",
+       "10                                        1597.797518     \n",
+       "11                                        1597.797518     \n",
+       "12                                        6028.816518     \n",
+       "13                                        6464.553065     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_R_2_after_ablation_7  \\\n",
+       "0                                            0.006803     \n",
+       "1                                            0.838266     \n",
+       "2                                            0.832376     \n",
+       "3                                            0.812805     \n",
+       "4                                            0.812805     \n",
+       "5                                            0.013501     \n",
+       "6                                           -0.064401     \n",
+       "7                                            0.020179     \n",
+       "8                                            0.784964     \n",
+       "9                                            0.777608     \n",
+       "10                                           0.743168     \n",
+       "11                                           0.743168     \n",
+       "12                                           0.030920     \n",
+       "13                                          -0.039120     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_MSE_after_ablation_8  \\\n",
+       "0                                         6204.077562     \n",
+       "1                                         1382.551903     \n",
+       "2                                         1417.912500     \n",
+       "3                                         1514.737757     \n",
+       "4                                         1514.737757     \n",
+       "5                                         6137.830523     \n",
+       "6                                         6723.436105     \n",
+       "7                                         6249.864187     \n",
+       "8                                         1780.641363     \n",
+       "9                                         1799.952374     \n",
+       "10                                        1922.213523     \n",
+       "11                                        1922.213523     \n",
+       "12                                        6178.794235     \n",
+       "13                                        6491.749138     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_R_2_after_ablation_8  \\\n",
+       "0                                            0.001213     \n",
+       "1                                            0.777425     \n",
+       "2                                            0.771732     \n",
+       "3                                            0.756144     \n",
+       "4                                            0.756144     \n",
+       "5                                            0.011878     \n",
+       "6                                           -0.082398     \n",
+       "7                                           -0.004611     \n",
+       "8                                            0.713777     \n",
+       "9                                            0.710673     \n",
+       "10                                           0.691021     \n",
+       "11                                           0.691021     \n",
+       "12                                           0.006813     \n",
+       "13                                          -0.043492     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_MSE_after_ablation_9  \\\n",
+       "0                                         6219.253749     \n",
+       "1                                         2594.805946     \n",
+       "2                                         2542.253339     \n",
+       "3                                         2773.211638     \n",
+       "4                                         2773.211638     \n",
+       "5                                         6202.329501     \n",
+       "6                                         6499.612714     \n",
+       "7                                         6223.378741     \n",
+       "8                                         2965.038673     \n",
+       "9                                         2999.453272     \n",
+       "10                                        3248.260264     \n",
+       "11                                        3248.260264     \n",
+       "12                                        6262.315775     \n",
+       "13                                        6409.746200     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_R_2_after_ablation_9  \\\n",
+       "0                                           -0.001231     \n",
+       "1                                            0.582265     \n",
+       "2                                            0.590726     \n",
+       "3                                            0.553544     \n",
+       "4                                            0.553544     \n",
+       "5                                            0.001494     \n",
+       "6                                           -0.046365     \n",
+       "7                                           -0.000354     \n",
+       "8                                            0.523396     \n",
+       "9                                            0.517864     \n",
+       "10                                           0.477871     \n",
+       "11                                           0.477871     \n",
+       "12                                          -0.006613     \n",
+       "13                                          -0.030311     \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_MSE_after_ablation_10  \\\n",
+       "0                                         6227.196584      \n",
+       "1                                         6227.196584      \n",
+       "2                                         6227.196584      \n",
+       "3                                         6227.196584      \n",
+       "4                                         6227.196584      \n",
+       "5                                         6227.196584      \n",
+       "6                                         6227.196584      \n",
+       "7                                         6260.105758      \n",
+       "8                                         6260.105758      \n",
+       "9                                         6260.105758      \n",
+       "10                                        6260.105758      \n",
+       "11                                        6260.105758      \n",
+       "12                                        6260.105758      \n",
+       "13                                        6260.105758      \n",
+       "\n",
+       "    RF_Plus_Regressor_train_subset_R_2_after_ablation_10  \\\n",
+       "0                                           -0.002509      \n",
+       "1                                           -0.002509      \n",
+       "2                                           -0.002509      \n",
+       "3                                           -0.002509      \n",
+       "4                                           -0.002509      \n",
+       "5                                           -0.002509      \n",
+       "6                                           -0.002509      \n",
+       "7                                           -0.006257      \n",
+       "8                                           -0.006257      \n",
+       "9                                           -0.006257      \n",
+       "10                                          -0.006257      \n",
+       "11                                          -0.006257      \n",
+       "12                                          -0.006257      \n",
+       "13                                          -0.006257      \n",
+       "\n",
+       "    train_subset_ablation_time  RF_Regressor_test_subset_MSE_before_ablation  \\\n",
+       "0                     3.004975                                   3410.413034   \n",
+       "1                     2.971459                                   3410.413034   \n",
+       "2                     2.971773                                   3410.413034   \n",
+       "3                     2.990132                                   3410.413034   \n",
+       "4                     2.981433                                   3410.413034   \n",
+       "5                     3.027545                                   3410.413034   \n",
+       "6                     2.990433                                   3410.413034   \n",
+       "7                     3.049816                                   3421.721759   \n",
+       "8                     3.026189                                   3421.721759   \n",
+       "9                     3.030437                                   3421.721759   \n",
+       "10                    3.060483                                   3421.721759   \n",
+       "11                    3.035136                                   3421.721759   \n",
+       "12                    3.051310                                   3421.721759   \n",
+       "13                    3.038810                                   3421.721759   \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_before_ablation  \\\n",
+       "0                                       0.400603   \n",
+       "1                                       0.400603   \n",
+       "2                                       0.400603   \n",
+       "3                                       0.400603   \n",
+       "4                                       0.400603   \n",
+       "5                                       0.400603   \n",
+       "6                                       0.400603   \n",
+       "7                                       0.380589   \n",
+       "8                                       0.380589   \n",
+       "9                                       0.380589   \n",
+       "10                                      0.380589   \n",
+       "11                                      0.380589   \n",
+       "12                                      0.380589   \n",
+       "13                                      0.380589   \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_1  \\\n",
+       "0                                     4259.723539   \n",
+       "1                                     3682.721333   \n",
+       "2                                     3682.721333   \n",
+       "3                                     3800.644079   \n",
+       "4                                     3800.644079   \n",
+       "5                                     4048.241358   \n",
+       "6                                     3701.989983   \n",
+       "7                                     3895.372858   \n",
+       "8                                     3558.217762   \n",
+       "9                                     3558.217762   \n",
+       "10                                    3455.808647   \n",
+       "11                                    3455.808647   \n",
+       "12                                    4026.851269   \n",
+       "13                                    4021.620332   \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_1  \\\n",
+       "0                                        0.251332   \n",
+       "1                                        0.352743   \n",
+       "2                                        0.352743   \n",
+       "3                                        0.332018   \n",
+       "4                                        0.332018   \n",
+       "5                                        0.288501   \n",
+       "6                                        0.349357   \n",
+       "7                                        0.294848   \n",
+       "8                                        0.355880   \n",
+       "9                                        0.355880   \n",
+       "10                                       0.374419   \n",
+       "11                                       0.374419   \n",
+       "12                                       0.271047   \n",
+       "13                                       0.271994   \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_2  \\\n",
+       "0                                     4780.640098   \n",
+       "1                                     3624.591442   \n",
+       "2                                     3624.591442   \n",
+       "3                                     3906.801199   \n",
+       "4                                     3906.801199   \n",
+       "5                                     4729.482316   \n",
+       "6                                     4762.970100   \n",
+       "7                                     4312.150112   \n",
+       "8                                     3570.874949   \n",
+       "9                                     3570.874949   \n",
+       "10                                    3610.099622   \n",
+       "11                                    3610.099622   \n",
+       "12                                    4516.035721   \n",
+       "13                                    4531.378883   \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_2  \\\n",
+       "0                                        0.159779   \n",
+       "1                                        0.362960   \n",
+       "2                                        0.362960   \n",
+       "3                                        0.313360   \n",
+       "4                                        0.313360   \n",
+       "5                                        0.168770   \n",
+       "6                                        0.162884   \n",
+       "7                                        0.219401   \n",
+       "8                                        0.353589   \n",
+       "9                                        0.353589   \n",
+       "10                                       0.346489   \n",
+       "11                                       0.346489   \n",
+       "12                                       0.182493   \n",
+       "13                                       0.179716   \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_3  \\\n",
+       "0                                     5118.448138   \n",
+       "1                                     3713.833671   \n",
+       "2                                     3713.833671   \n",
+       "3                                     3804.371109   \n",
+       "4                                     3804.371109   \n",
+       "5                                     5139.660820   \n",
+       "6                                     5106.260614   \n",
+       "7                                     4738.738762   \n",
+       "8                                     3655.883928   \n",
+       "9                                     3655.883928   \n",
+       "10                                    3523.699975   \n",
+       "11                                    3523.699975   \n",
+       "12                                    4748.938547   \n",
+       "13                                    4919.642005   \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_3  \\\n",
+       "0                                        0.100407   \n",
+       "1                                        0.347275   \n",
+       "2                                        0.347275   \n",
+       "3                                        0.331363   \n",
+       "4                                        0.331363   \n",
+       "5                                        0.096679   \n",
+       "6                                        0.102549   \n",
+       "7                                        0.142179   \n",
+       "8                                        0.338201   \n",
+       "9                                        0.338201   \n",
+       "10                                       0.362129   \n",
+       "11                                       0.362129   \n",
+       "12                                       0.140332   \n",
+       "13                                       0.109431   \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_4  \\\n",
+       "0                                     5384.525394   \n",
+       "1                                     3798.229404   \n",
+       "2                                     3798.229404   \n",
+       "3                                     3875.535756   \n",
+       "4                                     3875.535756   \n",
+       "5                                     5383.474055   \n",
+       "6                                     5372.809333   \n",
+       "7                                     4923.554232   \n",
+       "8                                     3660.297740   \n",
+       "9                                     3660.297740   \n",
+       "10                                    3583.408306   \n",
+       "11                                    3583.408306   \n",
+       "12                                    4941.877165   \n",
+       "13                                    5110.223495   \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_4  \\\n",
+       "0                                        0.053643   \n",
+       "1                                        0.332442   \n",
+       "2                                        0.332442   \n",
+       "3                                        0.318855   \n",
+       "4                                        0.318855   \n",
+       "5                                        0.053827   \n",
+       "6                                        0.055702   \n",
+       "7                                        0.108723   \n",
+       "8                                        0.337402   \n",
+       "9                                        0.337402   \n",
+       "10                                       0.351320   \n",
+       "11                                       0.351320   \n",
+       "12                                       0.105406   \n",
+       "13                                       0.074932   \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_5  \\\n",
+       "0                                     5597.291153   \n",
+       "1                                     3790.831137   \n",
+       "2                                     3790.831137   \n",
+       "3                                     3922.961319   \n",
+       "4                                     3922.961319   \n",
+       "5                                     5677.213710   \n",
+       "6                                     5656.091826   \n",
+       "7                                     5040.689564   \n",
+       "8                                     3689.264818   \n",
+       "9                                     3689.264818   \n",
+       "10                                    3666.488037   \n",
+       "11                                    3666.488037   \n",
+       "12                                    4969.681684   \n",
+       "13                                    5304.215014   \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_5  \\\n",
+       "0                                        0.016248   \n",
+       "1                                        0.333742   \n",
+       "2                                        0.333742   \n",
+       "3                                        0.310520   \n",
+       "4                                        0.310520   \n",
+       "5                                        0.002201   \n",
+       "6                                        0.005913   \n",
+       "7                                        0.087519   \n",
+       "8                                        0.332158   \n",
+       "9                                        0.332158   \n",
+       "10                                       0.336281   \n",
+       "11                                       0.336281   \n",
+       "12                                       0.100373   \n",
+       "13                                       0.039815   \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_6  \\\n",
+       "0                                     5706.589815   \n",
+       "1                                     3816.280024   \n",
+       "2                                     3816.280024   \n",
+       "3                                     3852.735276   \n",
+       "4                                     3852.735276   \n",
+       "5                                     5870.877865   \n",
+       "6                                     5746.690284   \n",
+       "7                                     5157.728678   \n",
+       "8                                     3615.649035   \n",
+       "9                                     3615.649035   \n",
+       "10                                    3500.532396   \n",
+       "11                                    3500.532396   \n",
+       "12                                    5154.442990   \n",
+       "13                                    5429.068366   \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_6  \\\n",
+       "0                                       -0.002962   \n",
+       "1                                        0.329270   \n",
+       "2                                        0.329270   \n",
+       "3                                        0.322862   \n",
+       "4                                        0.322862   \n",
+       "5                                       -0.031836   \n",
+       "6                                       -0.010010   \n",
+       "7                                        0.066332   \n",
+       "8                                        0.345484   \n",
+       "9                                        0.345484   \n",
+       "10                                       0.366323   \n",
+       "11                                       0.366323   \n",
+       "12                                       0.066927   \n",
+       "13                                       0.017213   \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_7  \\\n",
+       "0                                     5854.865348   \n",
+       "1                                     3773.388434   \n",
+       "2                                     3773.388434   \n",
+       "3                                     3886.957778   \n",
+       "4                                     3886.957778   \n",
+       "5                                     5830.906037   \n",
+       "6                                     5760.281610   \n",
+       "7                                     5311.720295   \n",
+       "8                                     3579.523161   \n",
+       "9                                     3579.523161   \n",
+       "10                                    3411.978401   \n",
+       "11                                    3411.978401   \n",
+       "12                                    5341.277991   \n",
+       "13                                    5471.686247   \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_7  \\\n",
+       "0                                       -0.029022   \n",
+       "1                                        0.336808   \n",
+       "2                                        0.336808   \n",
+       "3                                        0.316848   \n",
+       "4                                        0.316848   \n",
+       "5                                       -0.024811   \n",
+       "6                                       -0.012398   \n",
+       "7                                        0.038456   \n",
+       "8                                        0.352024   \n",
+       "9                                        0.352024   \n",
+       "10                                       0.382353   \n",
+       "11                                       0.382353   \n",
+       "12                                       0.033105   \n",
+       "13                                       0.009498   \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_8  \\\n",
+       "0                                     5722.936199   \n",
+       "1                                     3983.541473   \n",
+       "2                                     3983.541473   \n",
+       "3                                     4009.534694   \n",
+       "4                                     4009.534694   \n",
+       "5                                     5751.261795   \n",
+       "6                                     5843.946484   \n",
+       "7                                     5419.271537   \n",
+       "8                                     3764.500724   \n",
+       "9                                     3764.500724   \n",
+       "10                                    3793.541142   \n",
+       "11                                    3793.541142   \n",
+       "12                                    5474.523439   \n",
+       "13                                    5549.894640   \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_8  \\\n",
+       "0                                       -0.005835   \n",
+       "1                                        0.299873   \n",
+       "2                                        0.299873   \n",
+       "3                                        0.295304   \n",
+       "4                                        0.295304   \n",
+       "5                                       -0.010813   \n",
+       "6                                       -0.027103   \n",
+       "7                                        0.018987   \n",
+       "8                                        0.318538   \n",
+       "9                                        0.318538   \n",
+       "10                                       0.313281   \n",
+       "11                                       0.313281   \n",
+       "12                                       0.008985   \n",
+       "13                                      -0.004659   \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_9  \\\n",
+       "0                                     5733.032101   \n",
+       "1                                     4041.403836   \n",
+       "2                                     4041.403836   \n",
+       "3                                     4107.088223   \n",
+       "4                                     4107.088223   \n",
+       "5                                     5679.168096   \n",
+       "6                                     5799.539931   \n",
+       "7                                     5564.489311   \n",
+       "8                                     4238.113142   \n",
+       "9                                     4238.113142   \n",
+       "10                                    4491.964609   \n",
+       "11                                    4491.964609   \n",
+       "12                                    5605.647985   \n",
+       "13                                    5596.798049   \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_9  \\\n",
+       "0                                       -0.007609   \n",
+       "1                                        0.289703   \n",
+       "2                                        0.289703   \n",
+       "3                                        0.278159   \n",
+       "4                                        0.278159   \n",
+       "5                                        0.001858   \n",
+       "6                                       -0.019298   \n",
+       "7                                       -0.007301   \n",
+       "8                                        0.232804   \n",
+       "9                                        0.232804   \n",
+       "10                                       0.186851   \n",
+       "11                                       0.186851   \n",
+       "12                                      -0.014752   \n",
+       "13                                      -0.013150   \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_10  \\\n",
+       "0                                      5694.982647   \n",
+       "1                                      5694.982647   \n",
+       "2                                      5694.982647   \n",
+       "3                                      5694.982647   \n",
+       "4                                      5694.982647   \n",
+       "5                                      5694.982647   \n",
+       "6                                      5694.982647   \n",
+       "7                                      5618.072852   \n",
+       "8                                      5618.072852   \n",
+       "9                                      5618.072852   \n",
+       "10                                     5618.072852   \n",
+       "11                                     5618.072852   \n",
+       "12                                     5618.072852   \n",
+       "13                                     5618.072852   \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_10  \\\n",
+       "0                                        -0.000922   \n",
+       "1                                        -0.000922   \n",
+       "2                                        -0.000922   \n",
+       "3                                        -0.000922   \n",
+       "4                                        -0.000922   \n",
+       "5                                        -0.000922   \n",
+       "6                                        -0.000922   \n",
+       "7                                        -0.017001   \n",
+       "8                                        -0.017001   \n",
+       "9                                        -0.017001   \n",
+       "10                                       -0.017001   \n",
+       "11                                       -0.017001   \n",
+       "12                                       -0.017001   \n",
+       "13                                       -0.017001   \n",
+       "\n",
+       "    Linear_test_subset_MSE_before_ablation  \\\n",
+       "0                              2762.331869   \n",
+       "1                              2762.331869   \n",
+       "2                              2762.331869   \n",
+       "3                              2762.331869   \n",
+       "4                              2762.331869   \n",
+       "5                              2762.331869   \n",
+       "6                              2762.331869   \n",
+       "7                              3128.357663   \n",
+       "8                              3128.357663   \n",
+       "9                              3128.357663   \n",
+       "10                             3128.357663   \n",
+       "11                             3128.357663   \n",
+       "12                             3128.357663   \n",
+       "13                             3128.357663   \n",
+       "\n",
+       "    Linear_test_subset_R_2_before_ablation  \\\n",
+       "0                                 0.514506   \n",
+       "1                                 0.514506   \n",
+       "2                                 0.514506   \n",
+       "3                                 0.514506   \n",
+       "4                                 0.514506   \n",
+       "5                                 0.514506   \n",
+       "6                                 0.514506   \n",
+       "7                                 0.433695   \n",
+       "8                                 0.433695   \n",
+       "9                                 0.433695   \n",
+       "10                                0.433695   \n",
+       "11                                0.433695   \n",
+       "12                                0.433695   \n",
+       "13                                0.433695   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_1  \\\n",
+       "0                               4326.329333   \n",
+       "1                               3867.011502   \n",
+       "2                               3867.011502   \n",
+       "3                               3353.017924   \n",
+       "4                               3353.017924   \n",
+       "5                               4108.063893   \n",
+       "6                               3585.600872   \n",
+       "7                               3877.570017   \n",
+       "8                               4181.166763   \n",
+       "9                               4181.166763   \n",
+       "10                              3359.597858   \n",
+       "11                              3359.597858   \n",
+       "12                              3866.856717   \n",
+       "13                              3976.243223   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_1  \\\n",
+       "0                                  0.239626   \n",
+       "1                                  0.320353   \n",
+       "2                                  0.320353   \n",
+       "3                                  0.410690   \n",
+       "4                                  0.410690   \n",
+       "5                                  0.277987   \n",
+       "6                                  0.369813   \n",
+       "7                                  0.298070   \n",
+       "8                                  0.243112   \n",
+       "9                                  0.243112   \n",
+       "10                                 0.391835   \n",
+       "11                                 0.391835   \n",
+       "12                                 0.300010   \n",
+       "13                                 0.280208   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_2  \\\n",
+       "0                               5680.537038   \n",
+       "1                               4260.207234   \n",
+       "2                               4260.207234   \n",
+       "3                               3598.856082   \n",
+       "4                               3598.856082   \n",
+       "5                               5338.661961   \n",
+       "6                               5297.441473   \n",
+       "7                               5033.553967   \n",
+       "8                               4858.228914   \n",
+       "9                               4858.228914   \n",
+       "10                              4094.407850   \n",
+       "11                              4094.407850   \n",
+       "12                              5228.037016   \n",
+       "13                              5109.490769   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_2  \\\n",
+       "0                                  0.001617   \n",
+       "1                                  0.251247   \n",
+       "2                                  0.251247   \n",
+       "3                                  0.367483   \n",
+       "4                                  0.367483   \n",
+       "5                                  0.061703   \n",
+       "6                                  0.068948   \n",
+       "7                                  0.088810   \n",
+       "8                                  0.120548   \n",
+       "9                                  0.120548   \n",
+       "10                                 0.258818   \n",
+       "11                                 0.258818   \n",
+       "12                                 0.053605   \n",
+       "13                                 0.075064   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_3  \\\n",
+       "0                               6090.560694   \n",
+       "1                               4046.272300   \n",
+       "2                               4046.272300   \n",
+       "3                               3217.562079   \n",
+       "4                               3217.562079   \n",
+       "5                               6428.849941   \n",
+       "6                               5754.918266   \n",
+       "7                               5822.078570   \n",
+       "8                               5708.018452   \n",
+       "9                               5708.018452   \n",
+       "10                              3821.636052   \n",
+       "11                              3821.636052   \n",
+       "12                              6052.572833   \n",
+       "13                              5957.614171   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_3  \\\n",
+       "0                                 -0.070447   \n",
+       "1                                  0.288847   \n",
+       "2                                  0.288847   \n",
+       "3                                  0.434497   \n",
+       "4                                  0.434497   \n",
+       "5                                 -0.129903   \n",
+       "6                                 -0.011456   \n",
+       "7                                 -0.053931   \n",
+       "8                                 -0.033283   \n",
+       "9                                 -0.033283   \n",
+       "10                                 0.308196   \n",
+       "11                                 0.308196   \n",
+       "12                                -0.095655   \n",
+       "13                                -0.078466   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_4  \\\n",
+       "0                               5869.370626   \n",
+       "1                               3956.159508   \n",
+       "2                               3956.159508   \n",
+       "3                               3349.323334   \n",
+       "4                               3349.323334   \n",
+       "5                               6287.122093   \n",
+       "6                               6422.112787   \n",
+       "7                               5580.986173   \n",
+       "8                               5853.333284   \n",
+       "9                               5853.333284   \n",
+       "10                              4357.392043   \n",
+       "11                              4357.392043   \n",
+       "12                              5818.615867   \n",
+       "13                              6223.879640   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_4  \\\n",
+       "0                                 -0.031571   \n",
+       "1                                  0.304685   \n",
+       "2                                  0.304685   \n",
+       "3                                  0.411340   \n",
+       "4                                  0.411340   \n",
+       "5                                 -0.104993   \n",
+       "6                                 -0.128719   \n",
+       "7                                 -0.010287   \n",
+       "8                                 -0.059588   \n",
+       "9                                 -0.059588   \n",
+       "10                                 0.211211   \n",
+       "11                                 0.211211   \n",
+       "12                                -0.053304   \n",
+       "13                                -0.126666   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_5  \\\n",
+       "0                               5654.955342   \n",
+       "1                               3981.592702   \n",
+       "2                               3981.592702   \n",
+       "3                               3219.002947   \n",
+       "4                               3219.002947   \n",
+       "5                               5890.963205   \n",
+       "6                               6679.999801   \n",
+       "7                               5682.079542   \n",
+       "8                               4738.061696   \n",
+       "9                               4738.061696   \n",
+       "10                              3988.468877   \n",
+       "11                              3988.468877   \n",
+       "12                              5470.311063   \n",
+       "13                              6575.709648   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_5  \\\n",
+       "0                                  0.006113   \n",
+       "1                                  0.300215   \n",
+       "2                                  0.300215   \n",
+       "3                                  0.434244   \n",
+       "4                                  0.434244   \n",
+       "5                                 -0.035366   \n",
+       "6                                 -0.174044   \n",
+       "7                                 -0.028588   \n",
+       "8                                  0.142301   \n",
+       "9                                  0.142301   \n",
+       "10                                 0.277995   \n",
+       "11                                 0.277995   \n",
+       "12                                 0.009747   \n",
+       "13                                -0.190355   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_6  \\\n",
+       "0                               5387.844531   \n",
+       "1                               3917.892289   \n",
+       "2                               3917.892289   \n",
+       "3                               3216.134430   \n",
+       "4                               3216.134430   \n",
+       "5                               5659.611324   \n",
+       "6                               7502.490767   \n",
+       "7                               5149.312105   \n",
+       "8                               4462.579153   \n",
+       "9                               4462.579153   \n",
+       "10                              3657.376673   \n",
+       "11                              3657.376673   \n",
+       "12                              5377.332323   \n",
+       "13                              6429.296225   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_6  \\\n",
+       "0                                  0.053059   \n",
+       "1                                  0.311411   \n",
+       "2                                  0.311411   \n",
+       "3                                  0.434748   \n",
+       "4                                  0.434748   \n",
+       "5                                  0.005295   \n",
+       "6                                 -0.318600   \n",
+       "7                                  0.067856   \n",
+       "8                                  0.192170   \n",
+       "9                                  0.192170   \n",
+       "10                                 0.337930   \n",
+       "11                                 0.337930   \n",
+       "12                                 0.026579   \n",
+       "13                                -0.163851   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_7  \\\n",
+       "0                               5372.422990   \n",
+       "1                               3663.874887   \n",
+       "2                               3663.874887   \n",
+       "3                               3117.622733   \n",
+       "4                               3117.622733   \n",
+       "5                               5418.470287   \n",
+       "6                               7751.025255   \n",
+       "7                               5123.516486   \n",
+       "8                               3944.618640   \n",
+       "9                               3944.618640   \n",
+       "10                              3642.295782   \n",
+       "11                              3642.295782   \n",
+       "12                              5430.146636   \n",
+       "13                              7034.743552   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_7  \\\n",
+       "0                                  0.055770   \n",
+       "1                                  0.356056   \n",
+       "2                                  0.356056   \n",
+       "3                                  0.452062   \n",
+       "4                                  0.452062   \n",
+       "5                                  0.047677   \n",
+       "6                                 -0.362282   \n",
+       "7                                  0.072525   \n",
+       "8                                  0.285933   \n",
+       "9                                  0.285933   \n",
+       "10                                 0.340660   \n",
+       "11                                 0.340660   \n",
+       "12                                 0.017018   \n",
+       "13                                -0.273451   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_8  \\\n",
+       "0                               5711.058919   \n",
+       "1                               3165.345648   \n",
+       "2                               3165.345648   \n",
+       "3                               3362.944815   \n",
+       "4                               3362.944815   \n",
+       "5                               5643.797588   \n",
+       "6                               7645.674192   \n",
+       "7                               5251.797866   \n",
+       "8                               3600.173893   \n",
+       "9                               3600.173893   \n",
+       "10                              3710.705518   \n",
+       "11                              3710.705518   \n",
+       "12                              5432.133645   \n",
+       "13                              7758.052473   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_8  \\\n",
+       "0                                 -0.003747   \n",
+       "1                                  0.443675   \n",
+       "2                                  0.443675   \n",
+       "3                                  0.408946   \n",
+       "4                                  0.408946   \n",
+       "5                                  0.008074   \n",
+       "6                                 -0.343766   \n",
+       "7                                  0.049303   \n",
+       "8                                  0.348285   \n",
+       "9                                  0.348285   \n",
+       "10                                 0.328277   \n",
+       "11                                 0.328277   \n",
+       "12                                 0.016658   \n",
+       "13                                -0.404387   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_9  \\\n",
+       "0                               5812.098625   \n",
+       "1                               3523.437707   \n",
+       "2                               3523.437707   \n",
+       "3                               3663.553880   \n",
+       "4                               3663.553880   \n",
+       "5                               5823.874055   \n",
+       "6                               6927.902611   \n",
+       "7                               5747.226252   \n",
+       "8                               3786.807108   \n",
+       "9                               3786.807108   \n",
+       "10                              4181.940191   \n",
+       "11                              4181.940191   \n",
+       "12                              5612.659759   \n",
+       "13                              6369.885100   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_9  \\\n",
+       "0                                 -0.021506   \n",
+       "1                                  0.380738   \n",
+       "2                                  0.380738   \n",
+       "3                                  0.356112   \n",
+       "4                                  0.356112   \n",
+       "5                                 -0.023575   \n",
+       "6                                 -0.217614   \n",
+       "7                                 -0.040381   \n",
+       "8                                  0.314500   \n",
+       "9                                  0.314500   \n",
+       "10                                 0.242972   \n",
+       "11                                 0.242972   \n",
+       "12                                -0.016021   \n",
+       "13                                -0.153096   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_10  \\\n",
+       "0                                5717.320268   \n",
+       "1                                5717.320268   \n",
+       "2                                5717.320268   \n",
+       "3                                5717.320268   \n",
+       "4                                5717.320268   \n",
+       "5                                5717.320268   \n",
+       "6                                5717.320268   \n",
+       "7                                5536.029781   \n",
+       "8                                5536.029781   \n",
+       "9                                5536.029781   \n",
+       "10                               5536.029781   \n",
+       "11                               5536.029781   \n",
+       "12                               5536.029781   \n",
+       "13                               5536.029781   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_10  \\\n",
+       "0                                  -0.004848   \n",
+       "1                                  -0.004848   \n",
+       "2                                  -0.004848   \n",
+       "3                                  -0.004848   \n",
+       "4                                  -0.004848   \n",
+       "5                                  -0.004848   \n",
+       "6                                  -0.004848   \n",
+       "7                                  -0.002149   \n",
+       "8                                  -0.002149   \n",
+       "9                                  -0.002149   \n",
+       "10                                 -0.002149   \n",
+       "11                                 -0.002149   \n",
+       "12                                 -0.002149   \n",
+       "13                                 -0.002149   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_before_ablation  \\\n",
+       "0                                     4704.555069   \n",
+       "1                                     4704.555069   \n",
+       "2                                     4704.555069   \n",
+       "3                                     4704.555069   \n",
+       "4                                     4704.555069   \n",
+       "5                                     4704.555069   \n",
+       "6                                     4704.555069   \n",
+       "7                                     4365.923845   \n",
+       "8                                     4365.923845   \n",
+       "9                                     4365.923845   \n",
+       "10                                    4365.923845   \n",
+       "11                                    4365.923845   \n",
+       "12                                    4365.923845   \n",
+       "13                                    4365.923845   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_before_ablation  \\\n",
+       "0                                        0.173151   \n",
+       "1                                        0.173151   \n",
+       "2                                        0.173151   \n",
+       "3                                        0.173151   \n",
+       "4                                        0.173151   \n",
+       "5                                        0.173151   \n",
+       "6                                        0.173151   \n",
+       "7                                        0.209667   \n",
+       "8                                        0.209667   \n",
+       "9                                        0.209667   \n",
+       "10                                       0.209667   \n",
+       "11                                       0.209667   \n",
+       "12                                       0.209667   \n",
+       "13                                       0.209667   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_1  \\\n",
+       "0                                      5663.150057   \n",
+       "1                                      4866.932199   \n",
+       "2                                      4866.932199   \n",
+       "3                                      5221.624403   \n",
+       "4                                      5221.624403   \n",
+       "5                                      5242.092923   \n",
+       "6                                      5006.837854   \n",
+       "7                                      5476.668839   \n",
+       "8                                      4370.710438   \n",
+       "9                                      4370.710438   \n",
+       "10                                     4789.281846   \n",
+       "11                                     4789.281846   \n",
+       "12                                     5596.208326   \n",
+       "13                                     5379.048677   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_1  \\\n",
+       "0                                         0.004673   \n",
+       "1                                         0.144612   \n",
+       "2                                         0.144612   \n",
+       "3                                         0.082273   \n",
+       "4                                         0.082273   \n",
+       "5                                         0.078676   \n",
+       "6                                         0.120023   \n",
+       "7                                         0.008596   \n",
+       "8                                         0.208800   \n",
+       "9                                         0.208800   \n",
+       "10                                        0.133029   \n",
+       "11                                        0.133029   \n",
+       "12                                       -0.013043   \n",
+       "13                                        0.026268   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_2  \\\n",
+       "0                                      6387.120890   \n",
+       "1                                      4899.739724   \n",
+       "2                                      4899.739724   \n",
+       "3                                      5425.987457   \n",
+       "4                                      5425.987457   \n",
+       "5                                      6206.183940   \n",
+       "6                                      6206.237669   \n",
+       "7                                      4661.160519   \n",
+       "8                                      4433.861520   \n",
+       "9                                      4433.861520   \n",
+       "10                                     4764.126729   \n",
+       "11                                     4764.126729   \n",
+       "12                                     5069.165736   \n",
+       "13                                     4861.281425   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_2  \\\n",
+       "0                                        -0.122569   \n",
+       "1                                         0.138846   \n",
+       "2                                         0.138846   \n",
+       "3                                         0.046355   \n",
+       "4                                         0.046355   \n",
+       "5                                        -0.090768   \n",
+       "6                                        -0.090777   \n",
+       "7                                         0.156222   \n",
+       "8                                         0.197369   \n",
+       "9                                         0.197369   \n",
+       "10                                        0.137583   \n",
+       "11                                        0.137583   \n",
+       "12                                        0.082364   \n",
+       "13                                        0.119996   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_3  \\\n",
+       "0                                      6144.627220   \n",
+       "1                                      4783.145411   \n",
+       "2                                      4783.145411   \n",
+       "3                                      5253.502691   \n",
+       "4                                      5253.502691   \n",
+       "5                                      5973.253485   \n",
+       "6                                      6201.528572   \n",
+       "7                                      5111.077454   \n",
+       "8                                      4776.279527   \n",
+       "9                                      4776.279527   \n",
+       "10                                     4501.718813   \n",
+       "11                                     4501.718813   \n",
+       "12                                     5229.397452   \n",
+       "13                                     5688.500589   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_3  \\\n",
+       "0                                        -0.079949   \n",
+       "1                                         0.159338   \n",
+       "2                                         0.159338   \n",
+       "3                                         0.076671   \n",
+       "4                                         0.076671   \n",
+       "5                                        -0.049829   \n",
+       "6                                        -0.089950   \n",
+       "7                                         0.074777   \n",
+       "8                                         0.135383   \n",
+       "9                                         0.135383   \n",
+       "10                                        0.185085   \n",
+       "11                                        0.185085   \n",
+       "12                                        0.053358   \n",
+       "13                                       -0.029750   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_4  \\\n",
+       "0                                      6306.092066   \n",
+       "1                                      4816.397287   \n",
+       "2                                      4816.397287   \n",
+       "3                                      5409.522899   \n",
+       "4                                      5409.522899   \n",
+       "5                                      5824.264793   \n",
+       "6                                      6483.481003   \n",
+       "7                                      5569.656104   \n",
+       "8                                      4842.416773   \n",
+       "9                                      4842.416773   \n",
+       "10                                     4486.412339   \n",
+       "11                                     4486.412339   \n",
+       "12                                     5260.595538   \n",
+       "13                                     5990.657599   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_4  \\\n",
+       "0                                        -0.108327   \n",
+       "1                                         0.153494   \n",
+       "2                                         0.153494   \n",
+       "3                                         0.049249   \n",
+       "4                                         0.049249   \n",
+       "5                                        -0.023644   \n",
+       "6                                        -0.139504   \n",
+       "7                                        -0.008236   \n",
+       "8                                         0.123411   \n",
+       "9                                         0.123411   \n",
+       "10                                        0.187856   \n",
+       "11                                        0.187856   \n",
+       "12                                        0.047711   \n",
+       "13                                       -0.084447   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_5  \\\n",
+       "0                                      6258.404300   \n",
+       "1                                      5107.078897   \n",
+       "2                                      5107.078897   \n",
+       "3                                      5488.709082   \n",
+       "4                                      5488.709082   \n",
+       "5                                      5791.508734   \n",
+       "6                                      6481.391234   \n",
+       "7                                      5894.009671   \n",
+       "8                                      4770.416282   \n",
+       "9                                      4770.416282   \n",
+       "10                                     4577.017632   \n",
+       "11                                     4577.017632   \n",
+       "12                                     4997.583762   \n",
+       "13                                     6159.060705   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_5  \\\n",
+       "0                                        -0.099946   \n",
+       "1                                         0.102405   \n",
+       "2                                         0.102405   \n",
+       "3                                         0.035332   \n",
+       "4                                         0.035332   \n",
+       "5                                        -0.017887   \n",
+       "6                                        -0.139137   \n",
+       "7                                        -0.066952   \n",
+       "8                                         0.136444   \n",
+       "9                                         0.136444   \n",
+       "10                                        0.171454   \n",
+       "11                                        0.171454   \n",
+       "12                                        0.095322   \n",
+       "13                                       -0.114932   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_6  \\\n",
+       "0                                      5883.812587   \n",
+       "1                                      5258.638693   \n",
+       "2                                      5258.638693   \n",
+       "3                                      5497.980328   \n",
+       "4                                      5497.980328   \n",
+       "5                                      5745.419634   \n",
+       "6                                      6699.659634   \n",
+       "7                                      6102.834890   \n",
+       "8                                      4528.462907   \n",
+       "9                                      4528.462907   \n",
+       "10                                     4030.408408   \n",
+       "11                                     4030.408408   \n",
+       "12                                     5310.226848   \n",
+       "13                                     6179.638782   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_6  \\\n",
+       "0                                        -0.034110   \n",
+       "1                                         0.075768   \n",
+       "2                                         0.075768   \n",
+       "3                                         0.033702   \n",
+       "4                                         0.033702   \n",
+       "5                                        -0.009786   \n",
+       "6                                        -0.177499   \n",
+       "7                                        -0.104754   \n",
+       "8                                         0.180244   \n",
+       "9                                         0.180244   \n",
+       "10                                        0.270403   \n",
+       "11                                        0.270403   \n",
+       "12                                        0.038726   \n",
+       "13                                       -0.118657   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_7  \\\n",
+       "0                                      5720.796758   \n",
+       "1                                      5416.790211   \n",
+       "2                                      5416.790211   \n",
+       "3                                      5527.674806   \n",
+       "4                                      5527.674806   \n",
+       "5                                      5859.804057   \n",
+       "6                                      6853.300394   \n",
+       "7                                      5977.663905   \n",
+       "8                                      4434.376185   \n",
+       "9                                      4434.376185   \n",
+       "10                                     4164.757158   \n",
+       "11                                     4164.757158   \n",
+       "12                                     5506.008923   \n",
+       "13                                     5990.715089   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_7  \\\n",
+       "0                                        -0.005459   \n",
+       "1                                         0.047972   \n",
+       "2                                         0.047972   \n",
+       "3                                         0.028483   \n",
+       "4                                         0.028483   \n",
+       "5                                        -0.029890   \n",
+       "6                                        -0.204502   \n",
+       "7                                        -0.082095   \n",
+       "8                                         0.197276   \n",
+       "9                                         0.197276   \n",
+       "10                                        0.246083   \n",
+       "11                                        0.246083   \n",
+       "12                                        0.003285   \n",
+       "13                                       -0.084458   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_8  \\\n",
+       "0                                      5604.671368   \n",
+       "1                                      5834.369177   \n",
+       "2                                      5834.369177   \n",
+       "3                                      5498.148181   \n",
+       "4                                      5498.148181   \n",
+       "5                                      5789.304847   \n",
+       "6                                      6809.972532   \n",
+       "7                                      6080.326402   \n",
+       "8                                      4835.140333   \n",
+       "9                                      4835.140333   \n",
+       "10                                     4655.410411   \n",
+       "11                                     4655.410411   \n",
+       "12                                     5683.735374   \n",
+       "13                                     5932.973677   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_8  \\\n",
+       "0                                         0.014951   \n",
+       "1                                        -0.025420   \n",
+       "2                                        -0.025420   \n",
+       "3                                         0.033673   \n",
+       "4                                         0.033673   \n",
+       "5                                        -0.017499   \n",
+       "6                                        -0.196887   \n",
+       "7                                        -0.100679   \n",
+       "8                                         0.124728   \n",
+       "9                                         0.124728   \n",
+       "10                                        0.157263   \n",
+       "11                                        0.157263   \n",
+       "12                                       -0.028887   \n",
+       "13                                       -0.074005   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_9  \\\n",
+       "0                                      5803.500933   \n",
+       "1                                      4705.225488   \n",
+       "2                                      4705.225488   \n",
+       "3                                      4920.017006   \n",
+       "4                                      4920.017006   \n",
+       "5                                      5815.335515   \n",
+       "6                                      6450.150022   \n",
+       "7                                      5708.417432   \n",
+       "8                                      5316.349497   \n",
+       "9                                      5316.349497   \n",
+       "10                                     5707.611037   \n",
+       "11                                     5707.611037   \n",
+       "12                                     5609.859541   \n",
+       "13                                     6194.983414   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_9  \\\n",
+       "0                                        -0.019994   \n",
+       "1                                         0.173033   \n",
+       "2                                         0.173033   \n",
+       "3                                         0.135282   \n",
+       "4                                         0.135282   \n",
+       "5                                        -0.022074   \n",
+       "6                                        -0.133646   \n",
+       "7                                        -0.033355   \n",
+       "8                                         0.037618   \n",
+       "9                                         0.037618   \n",
+       "10                                       -0.033209   \n",
+       "11                                       -0.033209   \n",
+       "12                                       -0.015514   \n",
+       "13                                       -0.121435   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_10  \\\n",
+       "0                                       5882.396688   \n",
+       "1                                       5882.396688   \n",
+       "2                                       5882.396688   \n",
+       "3                                       5882.396688   \n",
+       "4                                       5882.396688   \n",
+       "5                                       5882.396688   \n",
+       "6                                       5882.396688   \n",
+       "7                                       5609.010074   \n",
+       "8                                       5609.010074   \n",
+       "9                                       5609.010074   \n",
+       "10                                      5609.010074   \n",
+       "11                                      5609.010074   \n",
+       "12                                      5609.010074   \n",
+       "13                                      5609.010074   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_10  \\\n",
+       "0                                         -0.033861   \n",
+       "1                                         -0.033861   \n",
+       "2                                         -0.033861   \n",
+       "3                                         -0.033861   \n",
+       "4                                         -0.033861   \n",
+       "5                                         -0.033861   \n",
+       "6                                         -0.033861   \n",
+       "7                                         -0.015360   \n",
+       "8                                         -0.015360   \n",
+       "9                                         -0.015360   \n",
+       "10                                        -0.015360   \n",
+       "11                                        -0.015360   \n",
+       "12                                        -0.015360   \n",
+       "13                                        -0.015360   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_before_ablation  \\\n",
+       "0                                         3046.972064   \n",
+       "1                                         3046.972064   \n",
+       "2                                         3046.972064   \n",
+       "3                                         3046.972064   \n",
+       "4                                         3046.972064   \n",
+       "5                                         3046.972064   \n",
+       "6                                         3046.972064   \n",
+       "7                                         3209.089988   \n",
+       "8                                         3209.089988   \n",
+       "9                                         3209.089988   \n",
+       "10                                        3209.089988   \n",
+       "11                                        3209.089988   \n",
+       "12                                        3209.089988   \n",
+       "13                                        3209.089988   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_before_ablation  \\\n",
+       "0                                            0.464479   \n",
+       "1                                            0.464479   \n",
+       "2                                            0.464479   \n",
+       "3                                            0.464479   \n",
+       "4                                            0.464479   \n",
+       "5                                            0.464479   \n",
+       "6                                            0.464479   \n",
+       "7                                            0.419081   \n",
+       "8                                            0.419081   \n",
+       "9                                            0.419081   \n",
+       "10                                           0.419081   \n",
+       "11                                           0.419081   \n",
+       "12                                           0.419081   \n",
+       "13                                           0.419081   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_1  \\\n",
+       "0                                         4156.423306    \n",
+       "1                                         3471.864640    \n",
+       "2                                         3471.864640    \n",
+       "3                                         3571.261418    \n",
+       "4                                         3571.261418    \n",
+       "5                                         3976.135001    \n",
+       "6                                         3499.232238    \n",
+       "7                                         3644.744958    \n",
+       "8                                         3481.940338    \n",
+       "9                                         3481.940338    \n",
+       "10                                        3221.678714    \n",
+       "11                                        3221.678714    \n",
+       "12                                        3648.528436    \n",
+       "13                                        3774.131774    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_1  \\\n",
+       "0                                            0.269488    \n",
+       "1                                            0.389802    \n",
+       "2                                            0.389802    \n",
+       "3                                            0.372333    \n",
+       "4                                            0.372333    \n",
+       "5                                            0.301174    \n",
+       "6                                            0.384992    \n",
+       "7                                            0.340217    \n",
+       "8                                            0.369688    \n",
+       "9                                            0.369688    \n",
+       "10                                           0.416802    \n",
+       "11                                           0.416802    \n",
+       "12                                           0.339532    \n",
+       "13                                           0.316795    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_2  \\\n",
+       "0                                         4881.588132    \n",
+       "1                                         3486.333001    \n",
+       "2                                         3486.333001    \n",
+       "3                                         3703.628917    \n",
+       "4                                         3703.628917    \n",
+       "5                                         4843.087855    \n",
+       "6                                         4793.914878    \n",
+       "7                                         4346.101445    \n",
+       "8                                         3608.708610    \n",
+       "9                                         3608.708610    \n",
+       "10                                        3474.465849    \n",
+       "11                                        3474.465849    \n",
+       "12                                        4505.943008    \n",
+       "13                                        4522.142858    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_2  \\\n",
+       "0                                            0.142036    \n",
+       "1                                            0.387259    \n",
+       "2                                            0.387259    \n",
+       "3                                            0.349069    \n",
+       "4                                            0.349069    \n",
+       "5                                            0.148803    \n",
+       "6                                            0.157445    \n",
+       "7                                            0.213255    \n",
+       "8                                            0.346740    \n",
+       "9                                            0.346740    \n",
+       "10                                           0.371041    \n",
+       "11                                           0.371041    \n",
+       "12                                           0.184320    \n",
+       "13                                           0.181388    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_3  \\\n",
+       "0                                         5262.850887    \n",
+       "1                                         3611.243736    \n",
+       "2                                         3611.243736    \n",
+       "3                                         3510.163300    \n",
+       "4                                         3510.163300    \n",
+       "5                                         5331.431481    \n",
+       "6                                         5183.699038    \n",
+       "7                                         4903.545850    \n",
+       "8                                         3869.595797    \n",
+       "9                                         3869.595797    \n",
+       "10                                        3393.050948    \n",
+       "11                                        3393.050948    \n",
+       "12                                        4947.766249    \n",
+       "13                                        5108.455276    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_3  \\\n",
+       "0                                            0.075028    \n",
+       "1                                            0.365306    \n",
+       "2                                            0.365306    \n",
+       "3                                            0.383071    \n",
+       "4                                            0.383071    \n",
+       "5                                            0.062974    \n",
+       "6                                            0.088939    \n",
+       "7                                            0.112345    \n",
+       "8                                            0.299514    \n",
+       "9                                            0.299514    \n",
+       "10                                           0.385779    \n",
+       "11                                           0.385779    \n",
+       "12                                           0.104340    \n",
+       "13                                           0.075252    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_4  \\\n",
+       "0                                         5473.220647    \n",
+       "1                                         3705.911667    \n",
+       "2                                         3705.911667    \n",
+       "3                                         3616.782768    \n",
+       "4                                         3616.782768    \n",
+       "5                                         5501.146959    \n",
+       "6                                         5553.097810    \n",
+       "7                                         5044.049928    \n",
+       "8                                         3923.548159    \n",
+       "9                                         3923.548159    \n",
+       "10                                        3561.101073    \n",
+       "11                                        3561.101073    \n",
+       "12                                        5130.663384    \n",
+       "13                                        5303.022089    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_4  \\\n",
+       "0                                            0.038054    \n",
+       "1                                            0.348667    \n",
+       "2                                            0.348667    \n",
+       "3                                            0.364332    \n",
+       "4                                            0.364332    \n",
+       "5                                            0.033146    \n",
+       "6                                            0.024015    \n",
+       "7                                            0.086910    \n",
+       "8                                            0.289747    \n",
+       "9                                            0.289747    \n",
+       "10                                           0.355358    \n",
+       "11                                           0.355358    \n",
+       "12                                           0.071231    \n",
+       "13                                           0.040031    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_5  \\\n",
+       "0                                         5598.310448    \n",
+       "1                                         3733.439437    \n",
+       "2                                         3733.439437    \n",
+       "3                                         3685.075055    \n",
+       "4                                         3685.075055    \n",
+       "5                                         5711.727166    \n",
+       "6                                         5808.933075    \n",
+       "7                                         5195.748925    \n",
+       "8                                         3792.525562    \n",
+       "9                                         3792.525562    \n",
+       "10                                        3646.349430    \n",
+       "11                                        3646.349430    \n",
+       "12                                        5136.050537    \n",
+       "13                                        5514.812671    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_5  \\\n",
+       "0                                            0.016069    \n",
+       "1                                            0.343829    \n",
+       "2                                            0.343829    \n",
+       "3                                            0.352330    \n",
+       "4                                            0.352330    \n",
+       "5                                           -0.003865    \n",
+       "6                                           -0.020949    \n",
+       "7                                            0.059449    \n",
+       "8                                            0.313465    \n",
+       "9                                            0.313465    \n",
+       "10                                           0.339927    \n",
+       "11                                           0.339927    \n",
+       "12                                           0.070256    \n",
+       "13                                           0.001692    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_6  \\\n",
+       "0                                         5637.208754    \n",
+       "1                                         3723.835992    \n",
+       "2                                         3723.835992    \n",
+       "3                                         3583.982527    \n",
+       "4                                         3583.982527    \n",
+       "5                                         5814.682068    \n",
+       "6                                         5977.813977    \n",
+       "7                                         5189.082306    \n",
+       "8                                         3707.398492    \n",
+       "9                                         3707.398492    \n",
+       "10                                        3437.397264    \n",
+       "11                                        3437.397264    \n",
+       "12                                        5299.074872    \n",
+       "13                                        5611.573415    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_6  \\\n",
+       "0                                            0.009232    \n",
+       "1                                            0.345517    \n",
+       "2                                            0.345517    \n",
+       "3                                            0.370097    \n",
+       "4                                            0.370097    \n",
+       "5                                           -0.021960    \n",
+       "6                                           -0.050631    \n",
+       "7                                            0.060656    \n",
+       "8                                            0.328875    \n",
+       "9                                            0.328875    \n",
+       "10                                           0.377752    \n",
+       "11                                           0.377752    \n",
+       "12                                           0.040745    \n",
+       "13                                          -0.015824    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_7  \\\n",
+       "0                                         5750.081084    \n",
+       "1                                         3612.080540    \n",
+       "2                                         3612.080540    \n",
+       "3                                         3578.599664    \n",
+       "4                                         3578.599664    \n",
+       "5                                         5711.880518    \n",
+       "6                                         5985.911458    \n",
+       "7                                         5231.594149    \n",
+       "8                                         3588.804588    \n",
+       "9                                         3588.804588    \n",
+       "10                                        3317.558821    \n",
+       "11                                        3317.558821    \n",
+       "12                                        5419.978290    \n",
+       "13                                        5710.926308    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_7  \\\n",
+       "0                                           -0.010606    \n",
+       "1                                            0.365159    \n",
+       "2                                            0.365159    \n",
+       "3                                            0.371043    \n",
+       "4                                            0.371043    \n",
+       "5                                           -0.003892    \n",
+       "6                                           -0.052054    \n",
+       "7                                            0.052961    \n",
+       "8                                            0.350343    \n",
+       "9                                            0.350343    \n",
+       "10                                           0.399445    \n",
+       "11                                           0.399445    \n",
+       "12                                           0.018859    \n",
+       "13                                          -0.033810    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_8  \\\n",
+       "0                                         5721.605801    \n",
+       "1                                         3593.612817    \n",
+       "2                                         3593.612817    \n",
+       "3                                         3655.844760    \n",
+       "4                                         3655.844760    \n",
+       "5                                         5707.560802    \n",
+       "6                                         6038.611196    \n",
+       "7                                         5364.865495    \n",
+       "8                                         3484.225415    \n",
+       "9                                         3484.225415    \n",
+       "10                                        3530.358142    \n",
+       "11                                        3530.358142    \n",
+       "12                                        5484.714656    \n",
+       "13                                        5856.884342    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_8  \\\n",
+       "0                                           -0.005601    \n",
+       "1                                            0.368405    \n",
+       "2                                            0.368405    \n",
+       "3                                            0.357467    \n",
+       "4                                            0.357467    \n",
+       "5                                           -0.003132    \n",
+       "6                                           -0.061316    \n",
+       "7                                            0.028835    \n",
+       "8                                            0.369275    \n",
+       "9                                            0.369275    \n",
+       "10                                           0.360924    \n",
+       "11                                           0.360924    \n",
+       "12                                           0.007140    \n",
+       "13                                          -0.060231    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_9  \\\n",
+       "0                                         5745.226426    \n",
+       "1                                         3649.438374    \n",
+       "2                                         3649.438374    \n",
+       "3                                         3739.161349    \n",
+       "4                                         3739.161349    \n",
+       "5                                         5691.898652    \n",
+       "6                                         5903.352603    \n",
+       "7                                         5542.554796    \n",
+       "8                                         3845.333225    \n",
+       "9                                         3845.333225    \n",
+       "10                                        4162.315216    \n",
+       "11                                        4162.315216    \n",
+       "12                                        5548.526627    \n",
+       "13                                        5631.588298    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_9  \\\n",
+       "0                                           -0.009752    \n",
+       "1                                            0.358593    \n",
+       "2                                            0.358593    \n",
+       "3                                            0.342824    \n",
+       "4                                            0.342824    \n",
+       "5                                           -0.000380    \n",
+       "6                                           -0.037544    \n",
+       "7                                           -0.003330    \n",
+       "8                                            0.303906    \n",
+       "9                                            0.303906    \n",
+       "10                                           0.246525    \n",
+       "11                                           0.246525    \n",
+       "12                                          -0.004411    \n",
+       "13                                          -0.019448    \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_10  \\\n",
+       "0                                         5703.860350     \n",
+       "1                                         5703.860350     \n",
+       "2                                         5703.860350     \n",
+       "3                                         5703.860350     \n",
+       "4                                         5703.860350     \n",
+       "5                                         5703.860350     \n",
+       "6                                         5703.860350     \n",
+       "7                                         5547.769113     \n",
+       "8                                         5547.769113     \n",
+       "9                                         5547.769113     \n",
+       "10                                        5547.769113     \n",
+       "11                                        5547.769113     \n",
+       "12                                        5547.769113     \n",
+       "13                                        5547.769113     \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_10  \\\n",
+       "0                                           -0.002482     \n",
+       "1                                           -0.002482     \n",
+       "2                                           -0.002482     \n",
+       "3                                           -0.002482     \n",
+       "4                                           -0.002482     \n",
+       "5                                           -0.002482     \n",
+       "6                                           -0.002482     \n",
+       "7                                           -0.004274     \n",
+       "8                                           -0.004274     \n",
+       "9                                           -0.004274     \n",
+       "10                                          -0.004274     \n",
+       "11                                          -0.004274     \n",
+       "12                                          -0.004274     \n",
+       "13                                          -0.004274     \n",
+       "\n",
+       "    test_subset_ablation_time  \\\n",
+       "0                    2.991860   \n",
+       "1                    2.980400   \n",
+       "2                    2.991520   \n",
+       "3                    2.966910   \n",
+       "4                    2.978796   \n",
+       "5                    3.013968   \n",
+       "6                    2.963179   \n",
+       "7                    3.042776   \n",
+       "8                    3.020110   \n",
+       "9                    3.037859   \n",
+       "10                   3.026658   \n",
+       "11                   3.035118   \n",
+       "12                   3.111742   \n",
+       "13                   3.027577   \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_before_ablation_blank  \\\n",
+       "0                                         5690.855277    \n",
+       "1                                         5690.855277    \n",
+       "2                                         5690.855277    \n",
+       "3                                         5690.855277    \n",
+       "4                                         5690.855277    \n",
+       "5                                         5690.855277    \n",
+       "6                                         5690.855277    \n",
+       "7                                         5543.626866    \n",
+       "8                                         5543.626866    \n",
+       "9                                         5543.626866    \n",
+       "10                                        5543.626866    \n",
+       "11                                        5543.626866    \n",
+       "12                                        5543.626866    \n",
+       "13                                        5543.626866    \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_before_ablation_blank  \\\n",
+       "0                                           -0.000196    \n",
+       "1                                           -0.000196    \n",
+       "2                                           -0.000196    \n",
+       "3                                           -0.000196    \n",
+       "4                                           -0.000196    \n",
+       "5                                           -0.000196    \n",
+       "6                                           -0.000196    \n",
+       "7                                           -0.003524    \n",
+       "8                                           -0.003524    \n",
+       "9                                           -0.003524    \n",
+       "10                                          -0.003524    \n",
+       "11                                          -0.003524    \n",
+       "12                                          -0.003524    \n",
+       "13                                          -0.003524    \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_1_blank  \\\n",
+       "0                                         3900.885622     \n",
+       "1                                         5986.662287     \n",
+       "2                                         5986.662287     \n",
+       "3                                         5873.796183     \n",
+       "4                                         5873.796183     \n",
+       "5                                         4086.216994     \n",
+       "6                                         4558.765651     \n",
+       "7                                         4480.627263     \n",
+       "8                                         6059.949519     \n",
+       "9                                         6059.949519     \n",
+       "10                                        6284.314734     \n",
+       "11                                        6284.314734     \n",
+       "12                                        4142.868705     \n",
+       "13                                        4430.615495     \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_1_blank  \\\n",
+       "0                                            0.314400     \n",
+       "1                                           -0.052186     \n",
+       "2                                           -0.052186     \n",
+       "3                                           -0.032349     \n",
+       "4                                           -0.032349     \n",
+       "5                                            0.281827     \n",
+       "6                                            0.198774     \n",
+       "7                                            0.188903     \n",
+       "8                                           -0.096991     \n",
+       "9                                           -0.096991     \n",
+       "10                                          -0.137606     \n",
+       "11                                          -0.137606     \n",
+       "12                                           0.250045     \n",
+       "13                                           0.197956     \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_2_blank  \\\n",
+       "0                                         3732.276211     \n",
+       "1                                         6158.925678     \n",
+       "2                                         6158.925678     \n",
+       "3                                         5840.046470     \n",
+       "4                                         5840.046470     \n",
+       "5                                         3680.293160     \n",
+       "6                                         3816.791331     \n",
+       "7                                         3913.568908     \n",
+       "8                                         6262.345857     \n",
+       "9                                         6262.345857     \n",
+       "10                                        6072.578360     \n",
+       "11                                        6072.578360     \n",
+       "12                                        3839.908244     \n",
+       "13                                        3861.525882     \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_2_blank  \\\n",
+       "0                                            0.344034     \n",
+       "1                                           -0.082462     \n",
+       "2                                           -0.082462     \n",
+       "3                                           -0.026417     \n",
+       "4                                           -0.026417     \n",
+       "5                                            0.353170     \n",
+       "6                                            0.329180     \n",
+       "7                                            0.291554     \n",
+       "8                                           -0.133629     \n",
+       "9                                           -0.133629     \n",
+       "10                                          -0.099277     \n",
+       "11                                          -0.099277     \n",
+       "12                                           0.304888     \n",
+       "13                                           0.300975     \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_3_blank  \\\n",
+       "0                                         3730.110995     \n",
+       "1                                         6203.819782     \n",
+       "2                                         6203.819782     \n",
+       "3                                         5908.717202     \n",
+       "4                                         5908.717202     \n",
+       "5                                         3660.019495     \n",
+       "6                                         3694.336217     \n",
+       "7                                         3624.319125     \n",
+       "8                                         6185.000808     \n",
+       "9                                         6185.000808     \n",
+       "10                                        6234.109511     \n",
+       "11                                        6234.109511     \n",
+       "12                                        3610.965299     \n",
+       "13                                        3444.287577     \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_3_blank  \\\n",
+       "0                                            0.344414     \n",
+       "1                                           -0.090352     \n",
+       "2                                           -0.090352     \n",
+       "3                                           -0.038487     \n",
+       "4                                           -0.038487     \n",
+       "5                                            0.356733     \n",
+       "6                                            0.350702     \n",
+       "7                                            0.343915     \n",
+       "8                                           -0.119628     \n",
+       "9                                           -0.119628     \n",
+       "10                                          -0.128518     \n",
+       "11                                          -0.128518     \n",
+       "12                                           0.346332     \n",
+       "13                                           0.376504     \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_4_blank  \\\n",
+       "0                                         3665.889265     \n",
+       "1                                         6178.406573     \n",
+       "2                                         6178.406573     \n",
+       "3                                         5866.125428     \n",
+       "4                                         5866.125428     \n",
+       "5                                         3560.828599     \n",
+       "6                                         3662.985673     \n",
+       "7                                         3463.818153     \n",
+       "8                                         6001.141984     \n",
+       "9                                         6001.141984     \n",
+       "10                                        5964.712206     \n",
+       "11                                        5964.712206     \n",
+       "12                                        3556.368685     \n",
+       "13                                        3484.297276     \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_4_blank  \\\n",
+       "0                                            0.355702     \n",
+       "1                                           -0.085886     \n",
+       "2                                           -0.085886     \n",
+       "3                                           -0.031001     \n",
+       "4                                           -0.031001     \n",
+       "5                                            0.374166     \n",
+       "6                                            0.356212     \n",
+       "7                                            0.372969     \n",
+       "8                                           -0.086345     \n",
+       "9                                           -0.086345     \n",
+       "10                                          -0.079751     \n",
+       "11                                          -0.079751     \n",
+       "12                                           0.356215     \n",
+       "13                                           0.369262     \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_5_blank  \\\n",
+       "0                                         3668.186612     \n",
+       "1                                         5951.580659     \n",
+       "2                                         5951.580659     \n",
+       "3                                         5775.753585     \n",
+       "4                                         5775.753585     \n",
+       "5                                         3502.334248     \n",
+       "6                                         3497.848121     \n",
+       "7                                         3414.504828     \n",
+       "8                                         5819.113022     \n",
+       "9                                         5819.113022     \n",
+       "10                                        5742.733447     \n",
+       "11                                        5742.733447     \n",
+       "12                                        3537.703576     \n",
+       "13                                        3484.286595     \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_5_blank  \\\n",
+       "0                                            0.355298     \n",
+       "1                                           -0.046020     \n",
+       "2                                           -0.046020     \n",
+       "3                                           -0.015118     \n",
+       "4                                           -0.015118     \n",
+       "5                                            0.384447     \n",
+       "6                                            0.385236     \n",
+       "7                                            0.381896     \n",
+       "8                                           -0.053394     \n",
+       "9                                           -0.053394     \n",
+       "10                                          -0.039567     \n",
+       "11                                          -0.039567     \n",
+       "12                                           0.359594     \n",
+       "13                                           0.369264     \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_6_blank  \\\n",
+       "0                                         3573.172142     \n",
+       "1                                         5760.578266     \n",
+       "2                                         5760.578266     \n",
+       "3                                         5561.415579     \n",
+       "4                                         5561.415579     \n",
+       "5                                         3447.728353     \n",
+       "6                                         3514.578979     \n",
+       "7                                         3281.548298     \n",
+       "8                                         5526.564089     \n",
+       "9                                         5526.564089     \n",
+       "10                                        5556.985278     \n",
+       "11                                        5556.985278     \n",
+       "12                                        3489.817951     \n",
+       "13                                        3441.586030     \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_6_blank  \\\n",
+       "0                                            0.371997     \n",
+       "1                                           -0.012451     \n",
+       "2                                           -0.012451     \n",
+       "3                                            0.022553     \n",
+       "4                                            0.022553     \n",
+       "5                                            0.394044     \n",
+       "6                                            0.382295     \n",
+       "7                                            0.405964     \n",
+       "8                                           -0.000436     \n",
+       "9                                           -0.000436     \n",
+       "10                                          -0.005943     \n",
+       "11                                          -0.005943     \n",
+       "12                                           0.368262     \n",
+       "13                                           0.376993     \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_7_blank  \\\n",
+       "0                                         3442.931083     \n",
+       "1                                         5236.251340     \n",
+       "2                                         5236.251340     \n",
+       "3                                         5144.463387     \n",
+       "4                                         5144.463387     \n",
+       "5                                         3431.559956     \n",
+       "6                                         3534.432385     \n",
+       "7                                         3260.406251     \n",
+       "8                                         5183.886517     \n",
+       "9                                         5183.886517     \n",
+       "10                                        5187.552173     \n",
+       "11                                        5187.552173     \n",
+       "12                                        3452.269962     \n",
+       "13                                        3459.565988     \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_7_blank  \\\n",
+       "0                                            0.394888     \n",
+       "1                                            0.079703     \n",
+       "2                                            0.079703     \n",
+       "3                                            0.095835     \n",
+       "4                                            0.095835     \n",
+       "5                                            0.396886     \n",
+       "6                                            0.378806     \n",
+       "7                                            0.409791     \n",
+       "8                                            0.061597     \n",
+       "9                                            0.061597     \n",
+       "10                                           0.060933     \n",
+       "11                                           0.060933     \n",
+       "12                                           0.375059     \n",
+       "13                                           0.373739     \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_8_blank  \\\n",
+       "0                                         3489.034040     \n",
+       "1                                         4681.276775     \n",
+       "2                                         4681.276775     \n",
+       "3                                         4484.077396     \n",
+       "4                                         4484.077396     \n",
+       "5                                         3403.035941     \n",
+       "6                                         3465.347170     \n",
+       "7                                         3320.375314     \n",
+       "8                                         4616.515445     \n",
+       "9                                         4616.515445     \n",
+       "10                                        4506.011319     \n",
+       "11                                        4506.011319     \n",
+       "12                                        3353.110915     \n",
+       "13                                        3452.069410     \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_8_blank  \\\n",
+       "0                                            0.386785     \n",
+       "1                                            0.177242     \n",
+       "2                                            0.177242     \n",
+       "3                                            0.211901     \n",
+       "4                                            0.211901     \n",
+       "5                                            0.401899     \n",
+       "6                                            0.390948     \n",
+       "7                                            0.398935     \n",
+       "8                                            0.164304     \n",
+       "9                                            0.164304     \n",
+       "10                                           0.184308     \n",
+       "11                                           0.184308     \n",
+       "12                                           0.393009     \n",
+       "13                                           0.375096     \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_9_blank  \\\n",
+       "0                                         3457.266633     \n",
+       "1                                         3850.883830     \n",
+       "2                                         3850.883830     \n",
+       "3                                         3770.743766     \n",
+       "4                                         3770.743766     \n",
+       "5                                         3441.301503     \n",
+       "6                                         3428.234442     \n",
+       "7                                         3465.241587     \n",
+       "8                                         3909.223674     \n",
+       "9                                         3909.223674     \n",
+       "10                                        3736.817523     \n",
+       "11                                        3736.817523     \n",
+       "12                                        3358.555596     \n",
+       "13                                        3428.988895     \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_9_blank  \\\n",
+       "0                                            0.392368     \n",
+       "1                                            0.323188     \n",
+       "2                                            0.323188     \n",
+       "3                                            0.337273     \n",
+       "4                                            0.337273     \n",
+       "5                                            0.395174     \n",
+       "6                                            0.397471     \n",
+       "7                                            0.372711     \n",
+       "8                                            0.292340     \n",
+       "9                                            0.292340     \n",
+       "10                                           0.323550     \n",
+       "11                                           0.323550     \n",
+       "12                                           0.392024     \n",
+       "13                                           0.379274     \n",
+       "\n",
+       "    RF_Regressor_test_subset_MSE_after_ablation_10_blank  \\\n",
+       "0                                         3410.413034      \n",
+       "1                                         3410.413034      \n",
+       "2                                         3410.413034      \n",
+       "3                                         3410.413034      \n",
+       "4                                         3410.413034      \n",
+       "5                                         3410.413034      \n",
+       "6                                         3410.413034      \n",
+       "7                                         3421.721759      \n",
+       "8                                         3421.721759      \n",
+       "9                                         3421.721759      \n",
+       "10                                        3421.721759      \n",
+       "11                                        3421.721759      \n",
+       "12                                        3421.721759      \n",
+       "13                                        3421.721759      \n",
+       "\n",
+       "    RF_Regressor_test_subset_R_2_after_ablation_10_blank  \\\n",
+       "0                                            0.400603      \n",
+       "1                                            0.400603      \n",
+       "2                                            0.400603      \n",
+       "3                                            0.400603      \n",
+       "4                                            0.400603      \n",
+       "5                                            0.400603      \n",
+       "6                                            0.400603      \n",
+       "7                                            0.380589      \n",
+       "8                                            0.380589      \n",
+       "9                                            0.380589      \n",
+       "10                                           0.380589      \n",
+       "11                                           0.380589      \n",
+       "12                                           0.380589      \n",
+       "13                                           0.380589      \n",
+       "\n",
+       "    Linear_test_subset_MSE_before_ablation_blank  \\\n",
+       "0                                    5697.087768   \n",
+       "1                                    5697.087768   \n",
+       "2                                    5697.087768   \n",
+       "3                                    5697.087768   \n",
+       "4                                    5697.087768   \n",
+       "5                                    5697.087768   \n",
+       "6                                    5697.087768   \n",
+       "7                                    5550.991125   \n",
+       "8                                    5550.991125   \n",
+       "9                                    5550.991125   \n",
+       "10                                   5550.991125   \n",
+       "11                                   5550.991125   \n",
+       "12                                   5550.991125   \n",
+       "13                                   5550.991125   \n",
+       "\n",
+       "    Linear_test_subset_R_2_before_ablation_blank  \\\n",
+       "0                                      -0.001292   \n",
+       "1                                      -0.001292   \n",
+       "2                                      -0.001292   \n",
+       "3                                      -0.001292   \n",
+       "4                                      -0.001292   \n",
+       "5                                      -0.001292   \n",
+       "6                                      -0.001292   \n",
+       "7                                      -0.004858   \n",
+       "8                                      -0.004858   \n",
+       "9                                      -0.004858   \n",
+       "10                                     -0.004858   \n",
+       "11                                     -0.004858   \n",
+       "12                                     -0.004858   \n",
+       "13                                     -0.004858   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_1_blank  \\\n",
+       "0                                     3576.578453   \n",
+       "1                                     7731.277811   \n",
+       "2                                     7731.277811   \n",
+       "3                                     5618.329931   \n",
+       "4                                     5618.329931   \n",
+       "5                                     3572.904588   \n",
+       "6                                     4204.954770   \n",
+       "7                                     4301.428937   \n",
+       "8                                     7918.115487   \n",
+       "9                                     7918.115487   \n",
+       "10                                    6150.935027   \n",
+       "11                                    6150.935027   \n",
+       "12                                    4323.816533   \n",
+       "13                                    4223.518581   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_1_blank  \\\n",
+       "0                                        0.371398   \n",
+       "1                                       -0.358811   \n",
+       "2                                       -0.358811   \n",
+       "3                                        0.012550   \n",
+       "4                                        0.012550   \n",
+       "5                                        0.372044   \n",
+       "6                                        0.260958   \n",
+       "7                                        0.221342   \n",
+       "8                                       -0.433362   \n",
+       "9                                       -0.433362   \n",
+       "10                                      -0.113461   \n",
+       "11                                      -0.113461   \n",
+       "12                                       0.217289   \n",
+       "13                                       0.235446   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_2_blank  \\\n",
+       "0                                     2854.464261   \n",
+       "1                                     8594.954336   \n",
+       "2                                     8594.954336   \n",
+       "3                                     5412.395087   \n",
+       "4                                     5412.395087   \n",
+       "5                                     2942.457541   \n",
+       "6                                     3069.687928   \n",
+       "7                                     4066.603793   \n",
+       "8                                     9757.143926   \n",
+       "9                                     9757.143926   \n",
+       "10                                    5635.380876   \n",
+       "11                                    5635.380876   \n",
+       "12                                    3702.086702   \n",
+       "13                                    3685.948674   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_2_blank  \\\n",
+       "0                                        0.498314   \n",
+       "1                                       -0.510606   \n",
+       "2                                       -0.510606   \n",
+       "3                                        0.048744   \n",
+       "4                                        0.048744   \n",
+       "5                                        0.482848   \n",
+       "6                                        0.460487   \n",
+       "7                                        0.263851   \n",
+       "8                                       -0.766268   \n",
+       "9                                       -0.766268   \n",
+       "10                                      -0.020134   \n",
+       "11                                      -0.020134   \n",
+       "12                                       0.329837   \n",
+       "13                                       0.332758   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_3_blank  \\\n",
+       "0                                     3112.725069   \n",
+       "1                                     8293.794298   \n",
+       "2                                     8293.794298   \n",
+       "3                                     5782.479655   \n",
+       "4                                     5782.479655   \n",
+       "5                                     2871.082826   \n",
+       "6                                     3110.636490   \n",
+       "7                                     3961.388960   \n",
+       "8                                     9880.812638   \n",
+       "9                                     9880.812638   \n",
+       "10                                    6467.328287   \n",
+       "11                                    6467.328287   \n",
+       "12                                    3762.841060   \n",
+       "13                                    3939.264839   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_3_blank  \\\n",
+       "0                                        0.452923   \n",
+       "1                                       -0.457676   \n",
+       "2                                       -0.457676   \n",
+       "3                                       -0.016300   \n",
+       "4                                       -0.016300   \n",
+       "5                                        0.495393   \n",
+       "6                                        0.453290   \n",
+       "7                                        0.282897   \n",
+       "8                                       -0.788655   \n",
+       "9                                       -0.788655   \n",
+       "10                                      -0.170736   \n",
+       "11                                      -0.170736   \n",
+       "12                                       0.318839   \n",
+       "13                                       0.286902   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_4_blank  \\\n",
+       "0                                     3123.888078   \n",
+       "1                                     7645.455972   \n",
+       "2                                     7645.455972   \n",
+       "3                                     6096.084306   \n",
+       "4                                     6096.084306   \n",
+       "5                                     2873.537803   \n",
+       "6                                     3061.993379   \n",
+       "7                                     4017.022315   \n",
+       "8                                     9119.659767   \n",
+       "9                                     9119.659767   \n",
+       "10                                    6114.466386   \n",
+       "11                                    6114.466386   \n",
+       "12                                    4024.668959   \n",
+       "13                                    3923.225254   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_4_blank  \\\n",
+       "0                                        0.450961   \n",
+       "1                                       -0.343727   \n",
+       "2                                       -0.343727   \n",
+       "3                                       -0.071417   \n",
+       "4                                       -0.071417   \n",
+       "5                                        0.494961   \n",
+       "6                                        0.461839   \n",
+       "7                                        0.272826   \n",
+       "8                                       -0.650869   \n",
+       "9                                       -0.650869   \n",
+       "10                                      -0.106860   \n",
+       "11                                      -0.106860   \n",
+       "12                                       0.271442   \n",
+       "13                                       0.289806   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_5_blank  \\\n",
+       "0                                     3103.885219   \n",
+       "1                                     7383.180729   \n",
+       "2                                     7383.180729   \n",
+       "3                                     6392.071549   \n",
+       "4                                     6392.071549   \n",
+       "5                                     3074.482971   \n",
+       "6                                     3233.551276   \n",
+       "7                                     3629.317433   \n",
+       "8                                     7760.892902   \n",
+       "9                                     7760.892902   \n",
+       "10                                    6601.702513   \n",
+       "11                                    6601.702513   \n",
+       "12                                    3762.872076   \n",
+       "13                                    3920.894116   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_5_blank  \\\n",
+       "0                                        0.454477   \n",
+       "1                                       -0.297631   \n",
+       "2                                       -0.297631   \n",
+       "3                                       -0.123439   \n",
+       "4                                       -0.123439   \n",
+       "5                                        0.459644   \n",
+       "6                                        0.431687   \n",
+       "7                                        0.343010   \n",
+       "8                                       -0.404901   \n",
+       "9                                       -0.404901   \n",
+       "10                                      -0.195061   \n",
+       "11                                      -0.195061   \n",
+       "12                                       0.318833   \n",
+       "13                                       0.290228   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_6_blank  \\\n",
+       "0                                     3199.263428   \n",
+       "1                                     6999.911882   \n",
+       "2                                     6999.911882   \n",
+       "3                                     6149.281822   \n",
+       "4                                     6149.281822   \n",
+       "5                                     3114.757048   \n",
+       "6                                     3135.607783   \n",
+       "7                                     3874.265299   \n",
+       "8                                     6965.510737   \n",
+       "9                                     6965.510737   \n",
+       "10                                    6913.487485   \n",
+       "11                                    6913.487485   \n",
+       "12                                    3433.628586   \n",
+       "13                                    4003.932380   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_6_blank  \\\n",
+       "0                                        0.437713   \n",
+       "1                                       -0.230270   \n",
+       "2                                       -0.230270   \n",
+       "3                                       -0.080767   \n",
+       "4                                       -0.080767   \n",
+       "5                                        0.452566   \n",
+       "6                                        0.448901   \n",
+       "7                                        0.298669   \n",
+       "8                                       -0.260918   \n",
+       "9                                       -0.260918   \n",
+       "10                                      -0.251501   \n",
+       "11                                      -0.251501   \n",
+       "12                                       0.378434   \n",
+       "13                                       0.275196   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_7_blank  \\\n",
+       "0                                     3237.712280   \n",
+       "1                                     6051.225123   \n",
+       "2                                     6051.225123   \n",
+       "3                                     5930.658400   \n",
+       "4                                     5930.658400   \n",
+       "5                                     3234.426999   \n",
+       "6                                     3538.231064   \n",
+       "7                                     3824.032280   \n",
+       "8                                     6263.897191   \n",
+       "9                                     6263.897191   \n",
+       "10                                    6544.022553   \n",
+       "11                                    6544.022553   \n",
+       "12                                    3251.617190   \n",
+       "13                                    4047.167237   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_7_blank  \\\n",
+       "0                                        0.430956   \n",
+       "1                                       -0.063533   \n",
+       "2                                       -0.063533   \n",
+       "3                                       -0.042343   \n",
+       "4                                       -0.042343   \n",
+       "5                                        0.431533   \n",
+       "6                                        0.378138   \n",
+       "7                                        0.307762   \n",
+       "8                                       -0.133910   \n",
+       "9                                       -0.133910   \n",
+       "10                                      -0.184619   \n",
+       "11                                      -0.184619   \n",
+       "12                                       0.411382   \n",
+       "13                                       0.267369   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_8_blank  \\\n",
+       "0                                     3085.056434   \n",
+       "1                                     5284.335387   \n",
+       "2                                     5284.335387   \n",
+       "3                                     5066.256675   \n",
+       "4                                     5066.256675   \n",
+       "5                                     3077.153296   \n",
+       "6                                     3603.125433   \n",
+       "7                                     3559.997727   \n",
+       "8                                     5405.996381   \n",
+       "9                                     5405.996381   \n",
+       "10                                    5142.066714   \n",
+       "11                                    5142.066714   \n",
+       "12                                    3181.910344   \n",
+       "13                                    3688.418423   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_8_blank  \\\n",
+       "0                                        0.457786   \n",
+       "1                                        0.071252   \n",
+       "2                                        0.071252   \n",
+       "3                                        0.109580   \n",
+       "4                                        0.109580   \n",
+       "5                                        0.459175   \n",
+       "6                                        0.366733   \n",
+       "7                                        0.355558   \n",
+       "8                                        0.021390   \n",
+       "9                                        0.021390   \n",
+       "10                                       0.069167   \n",
+       "11                                       0.069167   \n",
+       "12                                       0.424001   \n",
+       "13                                       0.332311   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_9_blank  \\\n",
+       "0                                     2884.579155   \n",
+       "1                                     3861.037265   \n",
+       "2                                     3861.037265   \n",
+       "3                                     3852.270404   \n",
+       "4                                     3852.270404   \n",
+       "5                                     2926.359804   \n",
+       "6                                     3092.156171   \n",
+       "7                                     3170.918445   \n",
+       "8                                     3944.972060   \n",
+       "9                                     3944.972060   \n",
+       "10                                    3663.554786   \n",
+       "11                                    3663.554786   \n",
+       "12                                    3111.954175   \n",
+       "13                                    3605.651229   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_9_blank  \\\n",
+       "0                                        0.493021   \n",
+       "1                                        0.321403   \n",
+       "2                                        0.321403   \n",
+       "3                                        0.322944   \n",
+       "4                                        0.322944   \n",
+       "5                                        0.485678   \n",
+       "6                                        0.456538   \n",
+       "7                                        0.425991   \n",
+       "8                                        0.285869   \n",
+       "9                                        0.285869   \n",
+       "10                                       0.336812   \n",
+       "11                                       0.336812   \n",
+       "12                                       0.436664   \n",
+       "13                                       0.347294   \n",
+       "\n",
+       "    Linear_test_subset_MSE_after_ablation_10_blank  \\\n",
+       "0                                      2762.331869   \n",
+       "1                                      2762.331869   \n",
+       "2                                      2762.331869   \n",
+       "3                                      2762.331869   \n",
+       "4                                      2762.331869   \n",
+       "5                                      2762.331869   \n",
+       "6                                      2762.331869   \n",
+       "7                                      3128.357663   \n",
+       "8                                      3128.357663   \n",
+       "9                                      3128.357663   \n",
+       "10                                     3128.357663   \n",
+       "11                                     3128.357663   \n",
+       "12                                     3128.357663   \n",
+       "13                                     3128.357663   \n",
+       "\n",
+       "    Linear_test_subset_R_2_after_ablation_10_blank  \\\n",
+       "0                                         0.514506   \n",
+       "1                                         0.514506   \n",
+       "2                                         0.514506   \n",
+       "3                                         0.514506   \n",
+       "4                                         0.514506   \n",
+       "5                                         0.514506   \n",
+       "6                                         0.514506   \n",
+       "7                                         0.433695   \n",
+       "8                                         0.433695   \n",
+       "9                                         0.433695   \n",
+       "10                                        0.433695   \n",
+       "11                                        0.433695   \n",
+       "12                                        0.433695   \n",
+       "13                                        0.433695   \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_before_ablation_blank  \\\n",
+       "0                                         5927.974713     \n",
+       "1                                         5927.974713     \n",
+       "2                                         5927.974713     \n",
+       "3                                         5927.974713     \n",
+       "4                                         5927.974713     \n",
+       "5                                         5927.974713     \n",
+       "6                                         5927.974713     \n",
+       "7                                         7184.675801     \n",
+       "8                                         7184.675801     \n",
+       "9                                         7184.675801     \n",
+       "10                                        7184.675801     \n",
+       "11                                        7184.675801     \n",
+       "12                                        7184.675801     \n",
+       "13                                        7184.675801     \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_before_ablation_blank  \\\n",
+       "0                                           -0.041871     \n",
+       "1                                           -0.041871     \n",
+       "2                                           -0.041871     \n",
+       "3                                           -0.041871     \n",
+       "4                                           -0.041871     \n",
+       "5                                           -0.041871     \n",
+       "6                                           -0.041871     \n",
+       "7                                           -0.300592     \n",
+       "8                                           -0.300592     \n",
+       "9                                           -0.300592     \n",
+       "10                                          -0.300592     \n",
+       "11                                          -0.300592     \n",
+       "12                                          -0.300592     \n",
+       "13                                          -0.300592     \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_1_blank  \\\n",
+       "0                                         4523.722381      \n",
+       "1                                         6749.325244      \n",
+       "2                                         6749.325244      \n",
+       "3                                         6061.779926      \n",
+       "4                                         6061.779926      \n",
+       "5                                         5246.691081      \n",
+       "6                                         5259.759296      \n",
+       "7                                         5884.898217      \n",
+       "8                                         7099.406392      \n",
+       "9                                         7099.406392      \n",
+       "10                                        7255.271317      \n",
+       "11                                        7255.271317      \n",
+       "12                                        5570.110934      \n",
+       "13                                        6190.575388      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_1_blank  \\\n",
+       "0                                            0.204933      \n",
+       "1                                           -0.186228      \n",
+       "2                                           -0.186228      \n",
+       "3                                           -0.065388      \n",
+       "4                                           -0.065388      \n",
+       "5                                            0.077868      \n",
+       "6                                            0.075571      \n",
+       "7                                           -0.065302      \n",
+       "8                                           -0.285156      \n",
+       "9                                           -0.285156      \n",
+       "10                                          -0.313372      \n",
+       "11                                          -0.313372      \n",
+       "12                                          -0.008319      \n",
+       "13                                          -0.120637      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_2_blank  \\\n",
+       "0                                         5499.383403      \n",
+       "1                                         6845.593048      \n",
+       "2                                         6845.593048      \n",
+       "3                                         6367.572188      \n",
+       "4                                         6367.572188      \n",
+       "5                                         5168.438902      \n",
+       "6                                         5734.716233      \n",
+       "7                                         5055.341214      \n",
+       "8                                         7439.524327      \n",
+       "9                                         7439.524327      \n",
+       "10                                        7160.553797      \n",
+       "11                                        7160.553797      \n",
+       "12                                        4624.913806      \n",
+       "13                                        5178.160839      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_2_blank  \\\n",
+       "0                                            0.033456      \n",
+       "1                                           -0.203147      \n",
+       "2                                           -0.203147      \n",
+       "3                                           -0.119133      \n",
+       "4                                           -0.119133      \n",
+       "5                                            0.091621      \n",
+       "6                                           -0.007905      \n",
+       "7                                            0.084867      \n",
+       "8                                           -0.346726      \n",
+       "9                                           -0.346726      \n",
+       "10                                          -0.296226      \n",
+       "11                                          -0.296226      \n",
+       "12                                           0.162784      \n",
+       "13                                           0.062633      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_3_blank  \\\n",
+       "0                                         5190.471687      \n",
+       "1                                         6878.336059      \n",
+       "2                                         6878.336059      \n",
+       "3                                         6396.907148      \n",
+       "4                                         6396.907148      \n",
+       "5                                         5139.623124      \n",
+       "6                                         5085.638759      \n",
+       "7                                         4588.457105      \n",
+       "8                                         6914.661539      \n",
+       "9                                         6914.661539      \n",
+       "10                                        7295.401713      \n",
+       "11                                        7295.401713      \n",
+       "12                                        4751.365722      \n",
+       "13                                        4334.431448      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_3_blank  \\\n",
+       "0                                            0.087749      \n",
+       "1                                           -0.208902      \n",
+       "2                                           -0.208902      \n",
+       "3                                           -0.124289      \n",
+       "4                                           -0.124289      \n",
+       "5                                            0.096685      \n",
+       "6                                            0.106173      \n",
+       "7                                            0.169383      \n",
+       "8                                           -0.251713      \n",
+       "9                                           -0.251713      \n",
+       "10                                          -0.320636      \n",
+       "11                                          -0.320636      \n",
+       "12                                           0.139893      \n",
+       "13                                           0.215368      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_4_blank  \\\n",
+       "0                                         4794.562546      \n",
+       "1                                         6901.019021      \n",
+       "2                                         6901.019021      \n",
+       "3                                         6655.406136      \n",
+       "4                                         6655.406136      \n",
+       "5                                         4651.262483      \n",
+       "6                                         4851.120481      \n",
+       "7                                         4152.802374      \n",
+       "8                                         6839.235012      \n",
+       "9                                         6839.235012      \n",
+       "10                                        7344.721454      \n",
+       "11                                        7344.721454      \n",
+       "12                                        4557.087951      \n",
+       "13                                        4243.621571      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_4_blank  \\\n",
+       "0                                            0.157332      \n",
+       "1                                           -0.212889      \n",
+       "2                                           -0.212889      \n",
+       "3                                           -0.169721      \n",
+       "4                                           -0.169721      \n",
+       "5                                            0.182517      \n",
+       "6                                            0.147391      \n",
+       "7                                            0.248247      \n",
+       "8                                           -0.238059      \n",
+       "9                                           -0.238059      \n",
+       "10                                          -0.329564      \n",
+       "11                                          -0.329564      \n",
+       "12                                           0.175062      \n",
+       "13                                           0.231807      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_5_blank  \\\n",
+       "0                                         4945.995309      \n",
+       "1                                         6778.178000      \n",
+       "2                                         6778.178000      \n",
+       "3                                         6568.467442      \n",
+       "4                                         6568.467442      \n",
+       "5                                         4744.715989      \n",
+       "6                                         4779.701808      \n",
+       "7                                         4107.164724      \n",
+       "8                                         6589.453409      \n",
+       "9                                         6589.453409      \n",
+       "10                                        7165.914039      \n",
+       "11                                        7165.914039      \n",
+       "12                                        4564.018922      \n",
+       "13                                        4319.479829      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_5_blank  \\\n",
+       "0                                            0.130716      \n",
+       "1                                           -0.191299      \n",
+       "2                                           -0.191299      \n",
+       "3                                           -0.154441      \n",
+       "4                                           -0.154441      \n",
+       "5                                            0.166092      \n",
+       "6                                            0.159943      \n",
+       "7                                            0.256508      \n",
+       "8                                           -0.192843      \n",
+       "9                                           -0.192843      \n",
+       "10                                          -0.297196      \n",
+       "11                                          -0.297196      \n",
+       "12                                           0.173807      \n",
+       "13                                           0.218074      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_6_blank  \\\n",
+       "0                                         4784.005090      \n",
+       "1                                         6726.076565      \n",
+       "2                                         6726.076565      \n",
+       "3                                         6088.197100      \n",
+       "4                                         6088.197100      \n",
+       "5                                         4889.782431      \n",
+       "6                                         4638.881004      \n",
+       "7                                         4031.156335      \n",
+       "8                                         6650.110149      \n",
+       "9                                         6650.110149      \n",
+       "10                                        7031.633772      \n",
+       "11                                        7031.633772      \n",
+       "12                                        4225.575459      \n",
+       "13                                        4456.798833      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_6_blank  \\\n",
+       "0                                            0.159187      \n",
+       "1                                           -0.182142      \n",
+       "2                                           -0.182142      \n",
+       "3                                           -0.070031      \n",
+       "4                                           -0.070031      \n",
+       "5                                            0.140596      \n",
+       "6                                            0.184693      \n",
+       "7                                            0.270268      \n",
+       "8                                           -0.203824      \n",
+       "9                                           -0.203824      \n",
+       "10                                          -0.272888      \n",
+       "11                                          -0.272888      \n",
+       "12                                           0.235073      \n",
+       "13                                           0.193216      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_7_blank  \\\n",
+       "0                                         4722.280636      \n",
+       "1                                         5862.757334      \n",
+       "2                                         5862.757334      \n",
+       "3                                         5701.841851      \n",
+       "4                                         5701.841851      \n",
+       "5                                         4754.159030      \n",
+       "6                                         4736.804112      \n",
+       "7                                         4085.959629      \n",
+       "8                                         6411.525142      \n",
+       "9                                         6411.525142      \n",
+       "10                                        6159.847620      \n",
+       "11                                        6159.847620      \n",
+       "12                                        4241.381251      \n",
+       "13                                        4406.731708      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_7_blank  \\\n",
+       "0                                            0.170035      \n",
+       "1                                           -0.030409      \n",
+       "2                                           -0.030409      \n",
+       "3                                           -0.002127      \n",
+       "4                                           -0.002127      \n",
+       "5                                            0.164433      \n",
+       "6                                            0.167483      \n",
+       "7                                            0.260347      \n",
+       "8                                           -0.160634      \n",
+       "9                                           -0.160634      \n",
+       "10                                          -0.115075      \n",
+       "11                                          -0.115075      \n",
+       "12                                           0.232212      \n",
+       "13                                           0.202280      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_8_blank  \\\n",
+       "0                                         4943.264450      \n",
+       "1                                         5582.142464      \n",
+       "2                                         5582.142464      \n",
+       "3                                         5075.965919      \n",
+       "4                                         5075.965919      \n",
+       "5                                         4446.012689      \n",
+       "6                                         4669.148880      \n",
+       "7                                         4115.945076      \n",
+       "8                                         5430.062326      \n",
+       "9                                         5430.062326      \n",
+       "10                                        5297.260877      \n",
+       "11                                        5297.260877      \n",
+       "12                                        4227.567044      \n",
+       "13                                        4291.736740      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_8_blank  \\\n",
+       "0                                            0.131196      \n",
+       "1                                            0.018910      \n",
+       "2                                            0.018910      \n",
+       "3                                            0.107874      \n",
+       "4                                            0.107874      \n",
+       "5                                            0.218591      \n",
+       "6                                            0.179374      \n",
+       "7                                            0.254919      \n",
+       "8                                            0.017033      \n",
+       "9                                            0.017033      \n",
+       "10                                           0.041073      \n",
+       "11                                           0.041073      \n",
+       "12                                           0.234713      \n",
+       "13                                           0.223097      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_9_blank  \\\n",
+       "0                                         4823.564596      \n",
+       "1                                         4914.607973      \n",
+       "2                                         4914.607973      \n",
+       "3                                         4818.588697      \n",
+       "4                                         4818.588697      \n",
+       "5                                         4565.780690      \n",
+       "6                                         4652.765117      \n",
+       "7                                         4312.987728      \n",
+       "8                                         5170.423195      \n",
+       "9                                         5170.423195      \n",
+       "10                                        4487.539375      \n",
+       "11                                        4487.539375      \n",
+       "12                                        4219.306238      \n",
+       "13                                        4249.362232      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_9_blank  \\\n",
+       "0                                            0.152234      \n",
+       "1                                            0.136233      \n",
+       "2                                            0.136233      \n",
+       "3                                            0.153109      \n",
+       "4                                            0.153109      \n",
+       "5                                            0.197541      \n",
+       "6                                            0.182253      \n",
+       "7                                            0.219250      \n",
+       "8                                            0.064034      \n",
+       "9                                            0.064034      \n",
+       "10                                           0.187652      \n",
+       "11                                           0.187652      \n",
+       "12                                           0.236208      \n",
+       "13                                           0.230767      \n",
+       "\n",
+       "    XGB_Regressor_test_subset_MSE_after_ablation_10_blank  \\\n",
+       "0                                         4704.555069       \n",
+       "1                                         4704.555069       \n",
+       "2                                         4704.555069       \n",
+       "3                                         4704.555069       \n",
+       "4                                         4704.555069       \n",
+       "5                                         4704.555069       \n",
+       "6                                         4704.555069       \n",
+       "7                                         4365.923845       \n",
+       "8                                         4365.923845       \n",
+       "9                                         4365.923845       \n",
+       "10                                        4365.923845       \n",
+       "11                                        4365.923845       \n",
+       "12                                        4365.923845       \n",
+       "13                                        4365.923845       \n",
+       "\n",
+       "    XGB_Regressor_test_subset_R_2_after_ablation_10_blank  \\\n",
+       "0                                            0.173151       \n",
+       "1                                            0.173151       \n",
+       "2                                            0.173151       \n",
+       "3                                            0.173151       \n",
+       "4                                            0.173151       \n",
+       "5                                            0.173151       \n",
+       "6                                            0.173151       \n",
+       "7                                            0.209667       \n",
+       "8                                            0.209667       \n",
+       "9                                            0.209667       \n",
+       "10                                           0.209667       \n",
+       "11                                           0.209667       \n",
+       "12                                           0.209667       \n",
+       "13                                           0.209667       \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_before_ablation_blank  \\\n",
+       "0                                         5692.961661         \n",
+       "1                                         5692.961661         \n",
+       "2                                         5692.961661         \n",
+       "3                                         5692.961661         \n",
+       "4                                         5692.961661         \n",
+       "5                                         5692.961661         \n",
+       "6                                         5692.961661         \n",
+       "7                                         5524.322649         \n",
+       "8                                         5524.322649         \n",
+       "9                                         5524.322649         \n",
+       "10                                        5524.322649         \n",
+       "11                                        5524.322649         \n",
+       "12                                        5524.322649         \n",
+       "13                                        5524.322649         \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_before_ablation_blank  \\\n",
+       "0                                           -0.000567         \n",
+       "1                                           -0.000567         \n",
+       "2                                           -0.000567         \n",
+       "3                                           -0.000567         \n",
+       "4                                           -0.000567         \n",
+       "5                                           -0.000567         \n",
+       "6                                           -0.000567         \n",
+       "7                                           -0.000030         \n",
+       "8                                           -0.000030         \n",
+       "9                                           -0.000030         \n",
+       "10                                          -0.000030         \n",
+       "11                                          -0.000030         \n",
+       "12                                          -0.000030         \n",
+       "13                                          -0.000030         \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_1_blank  \\\n",
+       "0                                         3539.281150          \n",
+       "1                                         6283.797269          \n",
+       "2                                         6283.797269          \n",
+       "3                                         5857.228756          \n",
+       "4                                         5857.228756          \n",
+       "5                                         3692.255312          \n",
+       "6                                         4262.862083          \n",
+       "7                                         4230.450035          \n",
+       "8                                         6370.440181          \n",
+       "9                                         6370.440181          \n",
+       "10                                        6354.448813          \n",
+       "11                                        6354.448813          \n",
+       "12                                        4120.139081          \n",
+       "13                                        4152.993798          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_1_blank  \\\n",
+       "0                                            0.377954          \n",
+       "1                                           -0.104409          \n",
+       "2                                           -0.104409          \n",
+       "3                                           -0.029437          \n",
+       "4                                           -0.029437          \n",
+       "5                                            0.351068          \n",
+       "6                                            0.250781          \n",
+       "7                                            0.234191          \n",
+       "8                                           -0.153197          \n",
+       "9                                           -0.153197          \n",
+       "10                                          -0.150302          \n",
+       "11                                          -0.150302          \n",
+       "12                                           0.254160          \n",
+       "13                                           0.248212          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_2_blank  \\\n",
+       "0                                         3279.092990          \n",
+       "1                                         6605.318062          \n",
+       "2                                         6605.318062          \n",
+       "3                                         5823.060851          \n",
+       "4                                         5823.060851          \n",
+       "5                                         3249.450765          \n",
+       "6                                         3409.202561          \n",
+       "7                                         3664.285184          \n",
+       "8                                         6859.047150          \n",
+       "9                                         6859.047150          \n",
+       "10                                        6022.427944          \n",
+       "11                                        6022.427944          \n",
+       "12                                        3555.359385          \n",
+       "13                                        3523.755204          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_2_blank  \\\n",
+       "0                                            0.423683          \n",
+       "1                                           -0.160918          \n",
+       "2                                           -0.160918          \n",
+       "3                                           -0.023432          \n",
+       "4                                           -0.023432          \n",
+       "5                                            0.428893          \n",
+       "6                                            0.400816          \n",
+       "7                                            0.336680          \n",
+       "8                                           -0.241646          \n",
+       "9                                           -0.241646          \n",
+       "10                                          -0.090199          \n",
+       "11                                          -0.090199          \n",
+       "12                                           0.356398          \n",
+       "13                                           0.362119          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_3_blank  \\\n",
+       "0                                         3301.061095          \n",
+       "1                                         6633.938056          \n",
+       "2                                         6633.938056          \n",
+       "3                                         5886.458046          \n",
+       "4                                         5886.458046          \n",
+       "5                                         3201.613924          \n",
+       "6                                         3317.792625          \n",
+       "7                                         3466.214789          \n",
+       "8                                         6819.337352          \n",
+       "9                                         6819.337352          \n",
+       "10                                        6276.691914          \n",
+       "11                                        6276.691914          \n",
+       "12                                        3411.494272          \n",
+       "13                                        3332.989949          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_3_blank  \\\n",
+       "0                                            0.419822          \n",
+       "1                                           -0.165948          \n",
+       "2                                           -0.165948          \n",
+       "3                                           -0.034575          \n",
+       "4                                           -0.034575          \n",
+       "5                                            0.437300          \n",
+       "6                                            0.416881          \n",
+       "7                                            0.372535          \n",
+       "8                                           -0.234458          \n",
+       "9                                           -0.234458          \n",
+       "10                                          -0.136226          \n",
+       "11                                          -0.136226          \n",
+       "12                                           0.382441          \n",
+       "13                                           0.396652          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_4_blank  \\\n",
+       "0                                         3167.654180          \n",
+       "1                                         6540.513150          \n",
+       "2                                         6540.513150          \n",
+       "3                                         5893.321324          \n",
+       "4                                         5893.321324          \n",
+       "5                                         3062.135367          \n",
+       "6                                         3285.085157          \n",
+       "7                                         3329.760049          \n",
+       "8                                         6619.977438          \n",
+       "9                                         6619.977438          \n",
+       "10                                        6049.035162          \n",
+       "11                                        6049.035162          \n",
+       "12                                        3353.409505          \n",
+       "13                                        3399.158140          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_4_blank  \\\n",
+       "0                                            0.443269          \n",
+       "1                                           -0.149528          \n",
+       "2                                           -0.149528          \n",
+       "3                                           -0.035781          \n",
+       "4                                           -0.035781          \n",
+       "5                                            0.461814          \n",
+       "6                                            0.422630          \n",
+       "7                                            0.397237          \n",
+       "8                                           -0.198369          \n",
+       "9                                           -0.198369          \n",
+       "10                                          -0.095015          \n",
+       "11                                          -0.095015          \n",
+       "12                                           0.392955          \n",
+       "13                                           0.384674          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_5_blank  \\\n",
+       "0                                         3156.553375          \n",
+       "1                                         6278.642720          \n",
+       "2                                         6278.642720          \n",
+       "3                                         5777.273350          \n",
+       "4                                         5777.273350          \n",
+       "5                                         3043.321233          \n",
+       "6                                         3203.417563          \n",
+       "7                                         3226.202337          \n",
+       "8                                         6353.814038          \n",
+       "9                                         6353.814038          \n",
+       "10                                        5950.884124          \n",
+       "11                                        5950.884124          \n",
+       "12                                        3346.904615          \n",
+       "13                                        3386.176708          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_5_blank  \\\n",
+       "0                                            0.445220          \n",
+       "1                                           -0.103503          \n",
+       "2                                           -0.103503          \n",
+       "3                                           -0.015385          \n",
+       "4                                           -0.015385          \n",
+       "5                                            0.465121          \n",
+       "6                                            0.436983          \n",
+       "7                                            0.415983          \n",
+       "8                                           -0.150187          \n",
+       "9                                           -0.150187          \n",
+       "10                                          -0.077247          \n",
+       "11                                          -0.077247          \n",
+       "12                                           0.394133          \n",
+       "13                                           0.387024          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_6_blank  \\\n",
+       "0                                         3171.160339          \n",
+       "1                                         6031.687238          \n",
+       "2                                         6031.687238          \n",
+       "3                                         5563.638180          \n",
+       "4                                         5563.638180          \n",
+       "5                                         3057.768958          \n",
+       "6                                         3150.207306          \n",
+       "7                                         3181.070986          \n",
+       "8                                         5931.376390          \n",
+       "9                                         5931.376390          \n",
+       "10                                        5823.013695          \n",
+       "11                                        5823.013695          \n",
+       "12                                        3288.471242          \n",
+       "13                                        3369.957455          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_6_blank  \\\n",
+       "0                                            0.442653          \n",
+       "1                                           -0.060099          \n",
+       "2                                           -0.060099          \n",
+       "3                                            0.022163          \n",
+       "4                                            0.022163          \n",
+       "5                                            0.462582          \n",
+       "6                                            0.446335          \n",
+       "7                                            0.424153          \n",
+       "8                                           -0.073716          \n",
+       "9                                           -0.073716          \n",
+       "10                                          -0.054100          \n",
+       "11                                          -0.054100          \n",
+       "12                                           0.404711          \n",
+       "13                                           0.389960          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_7_blank  \\\n",
+       "0                                         3064.219692          \n",
+       "1                                         5428.249210          \n",
+       "2                                         5428.249210          \n",
+       "3                                         5170.035694          \n",
+       "4                                         5170.035694          \n",
+       "5                                         3093.329710          \n",
+       "6                                         3182.110831          \n",
+       "7                                         3217.168483          \n",
+       "8                                         5459.421047          \n",
+       "9                                         5459.421047          \n",
+       "10                                        5430.793410          \n",
+       "11                                        5430.793410          \n",
+       "12                                        3221.614162          \n",
+       "13                                        3324.299422          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_7_blank  \\\n",
+       "0                                            0.461448          \n",
+       "1                                            0.045958          \n",
+       "2                                            0.045958          \n",
+       "3                                            0.091340          \n",
+       "4                                            0.091340          \n",
+       "5                                            0.456332          \n",
+       "6                                            0.440728          \n",
+       "7                                            0.417618          \n",
+       "8                                            0.011719          \n",
+       "9                                            0.011719          \n",
+       "10                                           0.016901          \n",
+       "11                                           0.016901          \n",
+       "12                                           0.416813          \n",
+       "13                                           0.398225          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_8_blank  \\\n",
+       "0                                         3085.577085          \n",
+       "1                                         4773.786804          \n",
+       "2                                         4773.786804          \n",
+       "3                                         4549.568875          \n",
+       "4                                         4549.568875          \n",
+       "5                                         3048.554031          \n",
+       "6                                         3113.356599          \n",
+       "7                                         3223.270552          \n",
+       "8                                         4764.525278          \n",
+       "9                                         4764.525278          \n",
+       "10                                        4560.145429          \n",
+       "11                                        4560.145429          \n",
+       "12                                        3171.630384          \n",
+       "13                                        3205.014869          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_8_blank  \\\n",
+       "0                                            0.457694          \n",
+       "1                                            0.160983          \n",
+       "2                                            0.160983          \n",
+       "3                                            0.200390          \n",
+       "4                                            0.200390          \n",
+       "5                                            0.464201          \n",
+       "6                                            0.452812          \n",
+       "7                                            0.416514          \n",
+       "8                                            0.137511          \n",
+       "9                                            0.137511          \n",
+       "10                                           0.174508          \n",
+       "11                                           0.174508          \n",
+       "12                                           0.425862          \n",
+       "13                                           0.419818          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_9_blank  \\\n",
+       "0                                         3070.134655          \n",
+       "1                                         3708.604262          \n",
+       "2                                         3708.604262          \n",
+       "3                                         3623.593391          \n",
+       "4                                         3623.593391          \n",
+       "5                                         3074.688192          \n",
+       "6                                         3026.985850          \n",
+       "7                                         3229.110784          \n",
+       "8                                         3696.295537          \n",
+       "9                                         3696.295537          \n",
+       "10                                        3505.487000          \n",
+       "11                                        3505.487000          \n",
+       "12                                        3183.173646          \n",
+       "13                                        3231.390788          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_9_blank  \\\n",
+       "0                                            0.460408          \n",
+       "1                                            0.348194          \n",
+       "2                                            0.348194          \n",
+       "3                                            0.363135          \n",
+       "4                                            0.363135          \n",
+       "5                                            0.459608          \n",
+       "6                                            0.467992          \n",
+       "7                                            0.415456          \n",
+       "8                                            0.330885          \n",
+       "9                                            0.330885          \n",
+       "10                                           0.365426          \n",
+       "11                                           0.365426          \n",
+       "12                                           0.423772          \n",
+       "13                                           0.415044          \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_MSE_after_ablation_10_blank  \\\n",
+       "0                                         3046.972064           \n",
+       "1                                         3046.972064           \n",
+       "2                                         3046.972064           \n",
+       "3                                         3046.972064           \n",
+       "4                                         3046.972064           \n",
+       "5                                         3046.972064           \n",
+       "6                                         3046.972064           \n",
+       "7                                         3209.089988           \n",
+       "8                                         3209.089988           \n",
+       "9                                         3209.089988           \n",
+       "10                                        3209.089988           \n",
+       "11                                        3209.089988           \n",
+       "12                                        3209.089988           \n",
+       "13                                        3209.089988           \n",
+       "\n",
+       "    RF_Plus_Regressor_test_subset_R_2_after_ablation_10_blank  \\\n",
+       "0                                            0.464479           \n",
+       "1                                            0.464479           \n",
+       "2                                            0.464479           \n",
+       "3                                            0.464479           \n",
+       "4                                            0.464479           \n",
+       "5                                            0.464479           \n",
+       "6                                            0.464479           \n",
+       "7                                            0.419081           \n",
+       "8                                            0.419081           \n",
+       "9                                            0.419081           \n",
+       "10                                           0.419081           \n",
+       "11                                           0.419081           \n",
+       "12                                           0.419081           \n",
+       "13                                           0.419081           \n",
+       "\n",
+       "    test_subset_blank_ablation_time  RF_Regressor_test_MSE_before_ablation  \\\n",
+       "0                          3.134215                                    NaN   \n",
+       "1                          3.121053                            3200.179236   \n",
+       "2                          3.105442                            3200.179236   \n",
+       "3                          3.104165                            3200.179236   \n",
+       "4                          3.108740                            3200.179236   \n",
+       "5                          3.144127                                    NaN   \n",
+       "6                          3.110208                            3200.179236   \n",
+       "7                          3.214758                                    NaN   \n",
+       "8                          3.176812                            3437.298393   \n",
+       "9                          3.164527                            3437.298393   \n",
+       "10                         3.169741                            3437.298393   \n",
+       "11                         3.168274                            3437.298393   \n",
+       "12                         3.175503                                    NaN   \n",
+       "13                         3.197937                            3437.298393   \n",
+       "\n",
+       "    RF_Regressor_test_R_2_before_ablation  \\\n",
+       "0                                     NaN   \n",
+       "1                                0.361008   \n",
+       "2                                0.361008   \n",
+       "3                                0.361008   \n",
+       "4                                0.361008   \n",
+       "5                                     NaN   \n",
+       "6                                0.361008   \n",
+       "7                                     NaN   \n",
+       "8                                0.416259   \n",
+       "9                                0.416259   \n",
+       "10                               0.416259   \n",
+       "11                               0.416259   \n",
+       "12                                    NaN   \n",
+       "13                               0.416259   \n",
+       "\n",
+       "    RF_Regressor_test_MSE_after_ablation_1  \\\n",
+       "0                                      NaN   \n",
+       "1                              3387.684689   \n",
+       "2                              3387.684689   \n",
+       "3                              3516.390182   \n",
+       "4                              3516.390182   \n",
+       "5                                      NaN   \n",
+       "6                              3244.148978   \n",
+       "7                                      NaN   \n",
+       "8                              3519.189637   \n",
+       "9                              3519.189637   \n",
+       "10                             3489.803822   \n",
+       "11                             3489.803822   \n",
+       "12                                     NaN   \n",
+       "13                             4223.630783   \n",
+       "\n",
+       "    RF_Regressor_test_R_2_after_ablation_1  \\\n",
+       "0                                      NaN   \n",
+       "1                                 0.323568   \n",
+       "2                                 0.323568   \n",
+       "3                                 0.297869   \n",
+       "4                                 0.297869   \n",
+       "5                                      NaN   \n",
+       "6                                 0.352229   \n",
+       "7                                      NaN   \n",
+       "8                                 0.402352   \n",
+       "9                                 0.402352   \n",
+       "10                                0.407342   \n",
+       "11                                0.407342   \n",
+       "12                                     NaN   \n",
+       "13                                0.282720   \n",
+       "\n",
+       "    RF_Regressor_test_MSE_after_ablation_2  \\\n",
+       "0                                      NaN   \n",
+       "1                              3534.123014   \n",
+       "2                              3534.123014   \n",
+       "3                              3675.468895   \n",
+       "4                              3675.468895   \n",
+       "5                                      NaN   \n",
+       "6                              4158.576016   \n",
+       "7                                      NaN   \n",
+       "8                              3562.255246   \n",
+       "9                              3562.255246   \n",
+       "10                             3614.039346   \n",
+       "11                             3614.039346   \n",
+       "12                                     NaN   \n",
+       "13                             4903.786550   \n",
+       "\n",
+       "    RF_Regressor_test_R_2_after_ablation_2  \\\n",
+       "0                                      NaN   \n",
+       "1                                 0.294328   \n",
+       "2                                 0.294328   \n",
+       "3                                 0.266105   \n",
+       "4                                 0.266105   \n",
+       "5                                      NaN   \n",
+       "6                                 0.169642   \n",
+       "7                                      NaN   \n",
+       "8                                 0.395038   \n",
+       "9                                 0.395038   \n",
+       "10                                0.386244   \n",
+       "11                                0.386244   \n",
+       "12                                     NaN   \n",
+       "13                                0.167212   \n",
+       "\n",
+       "    RF_Regressor_test_MSE_after_ablation_3  \\\n",
+       "0                                      NaN   \n",
+       "1                              3600.170374   \n",
+       "2                              3600.170374   \n",
+       "3                              3712.231287   \n",
+       "4                              3712.231287   \n",
+       "5                                      NaN   \n",
+       "6                              4452.045519   \n",
+       "7                                      NaN   \n",
+       "8                              3570.347941   \n",
+       "9                              3570.347941   \n",
+       "10                             3544.498754   \n",
+       "11                             3544.498754   \n",
+       "12                                     NaN   \n",
+       "13                             5243.397410   \n",
+       "\n",
+       "    RF_Regressor_test_R_2_after_ablation_3  \\\n",
+       "0                                      NaN   \n",
+       "1                                 0.281141   \n",
+       "2                                 0.281141   \n",
+       "3                                 0.258765   \n",
+       "4                                 0.258765   \n",
+       "5                                      NaN   \n",
+       "6                                 0.111043   \n",
+       "7                                      NaN   \n",
+       "8                                 0.393664   \n",
+       "9                                 0.393664   \n",
+       "10                                0.398054   \n",
+       "11                                0.398054   \n",
+       "12                                     NaN   \n",
+       "13                                0.109538   \n",
+       "\n",
+       "    RF_Regressor_test_MSE_after_ablation_4  \\\n",
+       "0                                      NaN   \n",
+       "1                              3639.511782   \n",
+       "2                              3639.511782   \n",
+       "3                              3654.463602   \n",
+       "4                              3654.463602   \n",
+       "5                                      NaN   \n",
+       "6                              4744.309656   \n",
+       "7                                      NaN   \n",
+       "8                              3573.831811   \n",
+       "9                              3573.831811   \n",
+       "10                             3581.908104   \n",
+       "11                             3581.908104   \n",
+       "12                                     NaN   \n",
+       "13                             5475.362978   \n",
+       "\n",
+       "    RF_Regressor_test_R_2_after_ablation_4  \\\n",
+       "0                                      NaN   \n",
+       "1                                 0.273285   \n",
+       "2                                 0.273285   \n",
+       "3                                 0.270300   \n",
+       "4                                 0.270300   \n",
+       "5                                      NaN   \n",
+       "6                                 0.052686   \n",
+       "7                                      NaN   \n",
+       "8                                 0.393072   \n",
+       "9                                 0.393072   \n",
+       "10                                0.391701   \n",
+       "11                                0.391701   \n",
+       "12                                     NaN   \n",
+       "13                                0.070144   \n",
+       "\n",
+       "    RF_Regressor_test_MSE_after_ablation_5  \\\n",
+       "0                                      NaN   \n",
+       "1                              3708.990664   \n",
+       "2                              3708.990664   \n",
+       "3                              3664.767231   \n",
+       "4                              3664.767231   \n",
+       "5                                      NaN   \n",
+       "6                              5008.474725   \n",
+       "7                                      NaN   \n",
+       "8                              3569.071928   \n",
+       "9                              3569.071928   \n",
+       "10                             3562.931373   \n",
+       "11                             3562.931373   \n",
+       "12                                     NaN   \n",
+       "13                             5730.524429   \n",
+       "\n",
+       "    RF_Regressor_test_R_2_after_ablation_5  \\\n",
+       "0                                      NaN   \n",
+       "1                                 0.259412   \n",
+       "2                                 0.259412   \n",
+       "3                                 0.268242   \n",
+       "4                                 0.268242   \n",
+       "5                                      NaN   \n",
+       "6                                -0.000061   \n",
+       "7                                      NaN   \n",
+       "8                                 0.393881   \n",
+       "9                                 0.393881   \n",
+       "10                                0.394924   \n",
+       "11                                0.394924   \n",
+       "12                                     NaN   \n",
+       "13                                0.026811   \n",
+       "\n",
+       "    RF_Regressor_test_MSE_after_ablation_6  \\\n",
+       "0                                      NaN   \n",
+       "1                              3697.531197   \n",
+       "2                              3697.531197   \n",
+       "3                              3706.921036   \n",
+       "4                              3706.921036   \n",
+       "5                                      NaN   \n",
+       "6                              5105.230928   \n",
+       "7                                      NaN   \n",
+       "8                              3501.142623   \n",
+       "9                              3501.142623   \n",
+       "10                             3536.781220   \n",
+       "11                             3536.781220   \n",
+       "12                                     NaN   \n",
+       "13                             5881.368357   \n",
+       "\n",
+       "    RF_Regressor_test_R_2_after_ablation_6  \\\n",
+       "0                                      NaN   \n",
+       "1                                 0.261700   \n",
+       "2                                 0.261700   \n",
+       "3                                 0.259825   \n",
+       "4                                 0.259825   \n",
+       "5                                      NaN   \n",
+       "6                                -0.019381   \n",
+       "7                                      NaN   \n",
+       "8                                 0.405417   \n",
+       "9                                 0.405417   \n",
+       "10                                0.399364   \n",
+       "11                                0.399364   \n",
+       "12                                     NaN   \n",
+       "13                                0.001194   \n",
+       "\n",
+       "    RF_Regressor_test_MSE_after_ablation_7  \\\n",
+       "0                                      NaN   \n",
+       "1                              3660.936882   \n",
+       "2                              3660.936882   \n",
+       "3                              3625.651668   \n",
+       "4                              3625.651668   \n",
+       "5                                      NaN   \n",
+       "6                              5108.415363   \n",
+       "7                                      NaN   \n",
+       "8                              3476.657220   \n",
+       "9                              3476.657220   \n",
+       "10                             3613.363492   \n",
+       "11                             3613.363492   \n",
+       "12                                     NaN   \n",
+       "13                             6002.525979   \n",
+       "\n",
+       "    RF_Regressor_test_R_2_after_ablation_7  \\\n",
+       "0                                      NaN   \n",
+       "1                                 0.269007   \n",
+       "2                                 0.269007   \n",
+       "3                                 0.276053   \n",
+       "4                                 0.276053   \n",
+       "5                                      NaN   \n",
+       "6                                -0.020016   \n",
+       "7                                      NaN   \n",
+       "8                                 0.409575   \n",
+       "9                                 0.409575   \n",
+       "10                                0.386359   \n",
+       "11                                0.386359   \n",
+       "12                                     NaN   \n",
+       "13                               -0.019382   \n",
+       "\n",
+       "    RF_Regressor_test_MSE_after_ablation_8  \\\n",
+       "0                                      NaN   \n",
+       "1                              3722.992497   \n",
+       "2                              3722.992497   \n",
+       "3                              3656.873557   \n",
+       "4                              3656.873557   \n",
+       "5                                      NaN   \n",
+       "6                              5157.255286   \n",
+       "7                                      NaN   \n",
+       "8                              3778.434077   \n",
+       "9                              3778.434077   \n",
+       "10                             3831.041200   \n",
+       "11                             3831.041200   \n",
+       "12                                     NaN   \n",
+       "13                             6066.530258   \n",
+       "\n",
+       "    RF_Regressor_test_R_2_after_ablation_8  \\\n",
+       "0                                      NaN   \n",
+       "1                                 0.256616   \n",
+       "2                                 0.256616   \n",
+       "3                                 0.269818   \n",
+       "4                                 0.269818   \n",
+       "5                                      NaN   \n",
+       "6                                -0.029768   \n",
+       "7                                      NaN   \n",
+       "8                                 0.358326   \n",
+       "9                                 0.358326   \n",
+       "10                                0.349392   \n",
+       "11                                0.349392   \n",
+       "12                                     NaN   \n",
+       "13                               -0.030251   \n",
+       "\n",
+       "    RF_Regressor_test_MSE_after_ablation_9  \\\n",
+       "0                                      NaN   \n",
+       "1                              3600.200177   \n",
+       "2                              3600.200177   \n",
+       "3                              3701.203765   \n",
+       "4                              3701.203765   \n",
+       "5                                      NaN   \n",
+       "6                              5118.605560   \n",
+       "7                                      NaN   \n",
+       "8                              4409.459248   \n",
+       "9                              4409.459248   \n",
+       "10                             4592.534737   \n",
+       "11                             4592.534737   \n",
+       "12                                     NaN   \n",
+       "13                             6127.599586   \n",
+       "\n",
+       "    RF_Regressor_test_R_2_after_ablation_9  \\\n",
+       "0                                      NaN   \n",
+       "1                                 0.281135   \n",
+       "2                                 0.281135   \n",
+       "3                                 0.260967   \n",
+       "4                                 0.260967   \n",
+       "5                                      NaN   \n",
+       "6                                -0.022051   \n",
+       "7                                      NaN   \n",
+       "8                                 0.251162   \n",
+       "9                                 0.251162   \n",
+       "10                                0.220071   \n",
+       "11                                0.220071   \n",
+       "12                                     NaN   \n",
+       "13                               -0.040622   \n",
+       "\n",
+       "    RF_Regressor_test_MSE_after_ablation_10  \\\n",
+       "0                                       NaN   \n",
+       "1                               5045.942083   \n",
+       "2                               5045.942083   \n",
+       "3                               5045.942083   \n",
+       "4                               5045.942083   \n",
+       "5                                       NaN   \n",
+       "6                               5045.942083   \n",
+       "7                                       NaN   \n",
+       "8                               6145.563162   \n",
+       "9                               6145.563162   \n",
+       "10                              6145.563162   \n",
+       "11                              6145.563162   \n",
+       "12                                      NaN   \n",
+       "13                              6145.563162   \n",
+       "\n",
+       "    RF_Regressor_test_R_2_after_ablation_10  Linear_test_MSE_before_ablation  \\\n",
+       "0                                       NaN                              NaN   \n",
+       "1                                 -0.007542                      2812.181431   \n",
+       "2                                 -0.007542                      2812.181431   \n",
+       "3                                 -0.007542                      2812.181431   \n",
+       "4                                 -0.007542                      2812.181431   \n",
+       "5                                       NaN                              NaN   \n",
+       "6                                 -0.007542                      2812.181431   \n",
+       "7                                       NaN                              NaN   \n",
+       "8                                 -0.043673                      2976.908910   \n",
+       "9                                 -0.043673                      2976.908910   \n",
+       "10                                -0.043673                      2976.908910   \n",
+       "11                                -0.043673                      2976.908910   \n",
+       "12                                      NaN                              NaN   \n",
+       "13                                -0.043673                      2976.908910   \n",
+       "\n",
+       "    Linear_test_R_2_before_ablation  Linear_test_MSE_after_ablation_1  \\\n",
+       "0                               NaN                               NaN   \n",
+       "1                          0.438481                       3884.401258   \n",
+       "2                          0.438481                       3884.401258   \n",
+       "3                          0.438481                       3338.764129   \n",
+       "4                          0.438481                       3338.764129   \n",
+       "5                               NaN                               NaN   \n",
+       "6                          0.438481                       3223.643175   \n",
+       "7                               NaN                               NaN   \n",
+       "8                          0.494445                       4308.345336   \n",
+       "9                          0.494445                       4308.345336   \n",
+       "10                         0.494445                       3277.563835   \n",
+       "11                         0.494445                       3277.563835   \n",
+       "12                              NaN                               NaN   \n",
+       "13                         0.494445                       4227.566604   \n",
+       "\n",
+       "    Linear_test_R_2_after_ablation_1  Linear_test_MSE_after_ablation_2  \\\n",
+       "0                                NaN                               NaN   \n",
+       "1                           0.224387                       4569.781011   \n",
+       "2                           0.224387                       4569.781011   \n",
+       "3                           0.333337                       3569.437220   \n",
+       "4                           0.333337                       3569.437220   \n",
+       "5                                NaN                               NaN   \n",
+       "6                           0.356323                       4779.152798   \n",
+       "7                                NaN                               NaN   \n",
+       "8                           0.268333                       4711.469958   \n",
+       "9                           0.268333                       4711.469958   \n",
+       "10                          0.443386                       3593.608566   \n",
+       "11                          0.443386                       3593.608566   \n",
+       "12                               NaN                               NaN   \n",
+       "13                          0.282052                       5582.794455   \n",
+       "\n",
+       "    Linear_test_R_2_after_ablation_2  Linear_test_MSE_after_ablation_3  \\\n",
+       "0                                NaN                               NaN   \n",
+       "1                           0.087535                       4483.194097   \n",
+       "2                           0.087535                       4483.194097   \n",
+       "3                           0.287277                       3307.486722   \n",
+       "4                           0.287277                       3307.486722   \n",
+       "5                                NaN                               NaN   \n",
+       "6                           0.045729                       5181.933392   \n",
+       "7                                NaN                               NaN   \n",
+       "8                           0.199872                       5005.967893   \n",
+       "9                           0.199872                       5005.967893   \n",
+       "10                          0.389714                       3718.889717   \n",
+       "11                          0.389714                       3718.889717   \n",
+       "12                               NaN                               NaN   \n",
+       "13                          0.051899                       6255.663389   \n",
+       "\n",
+       "    Linear_test_R_2_after_ablation_3  Linear_test_MSE_after_ablation_4  \\\n",
+       "0                                NaN                               NaN   \n",
+       "1                           0.104824                       4212.058512   \n",
+       "2                           0.104824                       4212.058512   \n",
+       "3                           0.339582                       3417.631791   \n",
+       "4                           0.339582                       3417.631791   \n",
+       "5                                NaN                               NaN   \n",
+       "6                          -0.034696                       5733.012441   \n",
+       "7                                NaN                               NaN   \n",
+       "8                           0.149859                       4880.398239   \n",
+       "9                           0.149859                       4880.398239   \n",
+       "10                          0.368438                       4093.453354   \n",
+       "11                          0.368438                       4093.453354   \n",
+       "12                               NaN                               NaN   \n",
+       "13                         -0.062371                       6648.985842   \n",
+       "\n",
+       "    Linear_test_R_2_after_ablation_4  Linear_test_MSE_after_ablation_5  \\\n",
+       "0                                NaN                               NaN   \n",
+       "1                           0.158963                       4001.133135   \n",
+       "2                           0.158963                       4001.133135   \n",
+       "3                           0.317589                       3449.017350   \n",
+       "4                           0.317589                       3449.017350   \n",
+       "5                                NaN                               NaN   \n",
+       "6                          -0.144732                       5980.653659   \n",
+       "7                                NaN                               NaN   \n",
+       "8                           0.171184                       4401.663608   \n",
+       "9                           0.171184                       4401.663608   \n",
+       "10                          0.304827                       3864.686554   \n",
+       "11                          0.304827                       3864.686554   \n",
+       "12                               NaN                               NaN   \n",
+       "13                         -0.129167                       7066.532831   \n",
+       "\n",
+       "    Linear_test_R_2_after_ablation_5  Linear_test_MSE_after_ablation_6  \\\n",
+       "0                                NaN                               NaN   \n",
+       "1                           0.201079                       4050.476546   \n",
+       "2                           0.201079                       4050.476546   \n",
+       "3                           0.311322                       3556.338175   \n",
+       "4                           0.311322                       3556.338175   \n",
+       "5                                NaN                               NaN   \n",
+       "6                          -0.194179                       6712.454732   \n",
+       "7                                NaN                               NaN   \n",
+       "8                           0.252485                       3937.784025   \n",
+       "9                           0.252485                       3937.784025   \n",
+       "10                          0.343678                       3653.115531   \n",
+       "11                          0.343678                       3653.115531   \n",
+       "12                               NaN                               NaN   \n",
+       "13                         -0.200077                       7256.021006   \n",
+       "\n",
+       "    Linear_test_R_2_after_ablation_6  Linear_test_MSE_after_ablation_7  \\\n",
+       "0                                NaN                               NaN   \n",
+       "1                           0.191226                       3768.240194   \n",
+       "2                           0.191226                       3768.240194   \n",
+       "3                           0.289893                       3300.256441   \n",
+       "4                           0.289893                       3300.256441   \n",
+       "5                                NaN                               NaN   \n",
+       "6                          -0.340301                       6956.683367   \n",
+       "7                                NaN                               NaN   \n",
+       "8                           0.331264                       3643.933158   \n",
+       "9                           0.331264                       3643.933158   \n",
+       "10                          0.379608                       3604.515229   \n",
+       "11                          0.379608                       3604.515229   \n",
+       "12                               NaN                               NaN   \n",
+       "13                         -0.232257                       7556.539522   \n",
+       "\n",
+       "    Linear_test_R_2_after_ablation_7  Linear_test_MSE_after_ablation_8  \\\n",
+       "0                                NaN                               NaN   \n",
+       "1                           0.247581                       3309.405271   \n",
+       "2                           0.247581                       3309.405271   \n",
+       "3                           0.341025                       3292.521244   \n",
+       "4                           0.341025                       3292.521244   \n",
+       "5                                NaN                               NaN   \n",
+       "6                          -0.389067                       7010.983147   \n",
+       "7                                NaN                               NaN   \n",
+       "8                           0.381167                       3384.266459   \n",
+       "9                           0.381167                       3384.266459   \n",
+       "10                          0.387862                       3486.063140   \n",
+       "11                          0.387862                       3486.063140   \n",
+       "12                               NaN                               NaN   \n",
+       "13                         -0.283293                       7879.194874   \n",
+       "\n",
+       "    Linear_test_R_2_after_ablation_8  Linear_test_MSE_after_ablation_9  \\\n",
+       "0                                NaN                               NaN   \n",
+       "1                           0.339199                       3316.099239   \n",
+       "2                           0.339199                       3316.099239   \n",
+       "3                           0.342570                       3417.153161   \n",
+       "4                           0.342570                       3417.153161   \n",
+       "5                                NaN                               NaN   \n",
+       "6                          -0.399909                       6241.391628   \n",
+       "7                                NaN                               NaN   \n",
+       "8                           0.425265                       3561.186850   \n",
+       "9                           0.425265                       3561.186850   \n",
+       "10                          0.407978                       3875.980045   \n",
+       "11                          0.407978                       3875.980045   \n",
+       "12                               NaN                               NaN   \n",
+       "13                         -0.338088                       6484.666428   \n",
+       "\n",
+       "    Linear_test_R_2_after_ablation_9  Linear_test_MSE_after_ablation_10  \\\n",
+       "0                                NaN                                NaN   \n",
+       "1                           0.337862                        5091.119263   \n",
+       "2                           0.337862                        5091.119263   \n",
+       "3                           0.317684                        5091.119263   \n",
+       "4                           0.317684                        5091.119263   \n",
+       "5                                NaN                                NaN   \n",
+       "6                          -0.246242                        5091.119263   \n",
+       "7                                NaN                                NaN   \n",
+       "8                           0.395220                        5896.806501   \n",
+       "9                           0.395220                        5896.806501   \n",
+       "10                          0.341760                        5896.806501   \n",
+       "11                          0.341760                        5896.806501   \n",
+       "12                               NaN                                NaN   \n",
+       "13                         -0.101261                        5896.806501   \n",
+       "\n",
+       "    Linear_test_R_2_after_ablation_10  XGB_Regressor_test_MSE_before_ablation  \\\n",
+       "0                                 NaN                                     NaN   \n",
+       "1                           -0.016563                             4334.561660   \n",
+       "2                           -0.016563                             4334.561660   \n",
+       "3                           -0.016563                             4334.561660   \n",
+       "4                           -0.016563                             4334.561660   \n",
+       "5                                 NaN                                     NaN   \n",
+       "6                           -0.016563                             4334.561660   \n",
+       "7                                 NaN                                     NaN   \n",
+       "8                           -0.001428                             4495.091537   \n",
+       "9                           -0.001428                             4495.091537   \n",
+       "10                          -0.001428                             4495.091537   \n",
+       "11                          -0.001428                             4495.091537   \n",
+       "12                                NaN                                     NaN   \n",
+       "13                          -0.001428                             4495.091537   \n",
+       "\n",
+       "    XGB_Regressor_test_R_2_before_ablation  \\\n",
+       "0                                      NaN   \n",
+       "1                                 0.134502   \n",
+       "2                                 0.134502   \n",
+       "3                                 0.134502   \n",
+       "4                                 0.134502   \n",
+       "5                                      NaN   \n",
+       "6                                 0.134502   \n",
+       "7                                      NaN   \n",
+       "8                                 0.236619   \n",
+       "9                                 0.236619   \n",
+       "10                                0.236619   \n",
+       "11                                0.236619   \n",
+       "12                                     NaN   \n",
+       "13                                0.236619   \n",
+       "\n",
+       "    XGB_Regressor_test_MSE_after_ablation_1  \\\n",
+       "0                                       NaN   \n",
+       "1                               4524.143914   \n",
+       "2                               4524.143914   \n",
+       "3                               4612.567123   \n",
+       "4                               4612.567123   \n",
+       "5                                       NaN   \n",
+       "6                               4228.269872   \n",
+       "7                                       NaN   \n",
+       "8                               4493.888887   \n",
+       "9                               4493.888887   \n",
+       "10                              4747.208036   \n",
+       "11                              4747.208036   \n",
+       "12                                      NaN   \n",
+       "13                              5247.174195   \n",
+       "\n",
+       "    XGB_Regressor_test_R_2_after_ablation_1  \\\n",
+       "0                                       NaN   \n",
+       "1                                  0.096647   \n",
+       "2                                  0.096647   \n",
+       "3                                  0.078992   \n",
+       "4                                  0.078992   \n",
+       "5                                       NaN   \n",
+       "6                                  0.155726   \n",
+       "7                                       NaN   \n",
+       "8                                  0.236823   \n",
+       "9                                  0.236823   \n",
+       "10                                 0.193803   \n",
+       "11                                 0.193803   \n",
+       "12                                      NaN   \n",
+       "13                                 0.108896   \n",
+       "\n",
+       "    XGB_Regressor_test_MSE_after_ablation_2  \\\n",
+       "0                                       NaN   \n",
+       "1                               4766.258375   \n",
+       "2                               4766.258375   \n",
+       "3                               4839.681417   \n",
+       "4                               4839.681417   \n",
+       "5                                       NaN   \n",
+       "6                               5358.696530   \n",
+       "7                                       NaN   \n",
+       "8                               4468.486909   \n",
+       "9                               4468.486909   \n",
+       "10                              4783.254587   \n",
+       "11                              4783.254587   \n",
+       "12                                      NaN   \n",
+       "13                              5445.850421   \n",
+       "\n",
+       "    XGB_Regressor_test_R_2_after_ablation_2  \\\n",
+       "0                                       NaN   \n",
+       "1                                  0.048303   \n",
+       "2                                  0.048303   \n",
+       "3                                  0.033643   \n",
+       "4                                  0.033643   \n",
+       "5                                       NaN   \n",
+       "6                                 -0.069991   \n",
+       "7                                       NaN   \n",
+       "8                                  0.241137   \n",
+       "9                                  0.241137   \n",
+       "10                                 0.187682   \n",
+       "11                                 0.187682   \n",
+       "12                                      NaN   \n",
+       "13                                 0.075156   \n",
+       "\n",
+       "    XGB_Regressor_test_MSE_after_ablation_3  \\\n",
+       "0                                       NaN   \n",
+       "1                               4510.954941   \n",
+       "2                               4510.954941   \n",
+       "3                               4884.048692   \n",
+       "4                               4884.048692   \n",
+       "5                                       NaN   \n",
+       "6                               5391.346711   \n",
+       "7                                       NaN   \n",
+       "8                               4559.134181   \n",
+       "9                               4559.134181   \n",
+       "10                              4537.022953   \n",
+       "11                              4537.022953   \n",
+       "12                                      NaN   \n",
+       "13                              6151.248872   \n",
+       "\n",
+       "    XGB_Regressor_test_R_2_after_ablation_3  \\\n",
+       "0                                       NaN   \n",
+       "1                                  0.099281   \n",
+       "2                                  0.099281   \n",
+       "3                                  0.024784   \n",
+       "4                                  0.024784   \n",
+       "5                                       NaN   \n",
+       "6                                 -0.076510   \n",
+       "7                                       NaN   \n",
+       "8                                  0.225743   \n",
+       "9                                  0.225743   \n",
+       "10                                 0.229498   \n",
+       "11                                 0.229498   \n",
+       "12                                      NaN   \n",
+       "13                                -0.044639   \n",
+       "\n",
+       "    XGB_Regressor_test_MSE_after_ablation_4  \\\n",
+       "0                                       NaN   \n",
+       "1                               4554.623897   \n",
+       "2                               4554.623897   \n",
+       "3                               4925.059030   \n",
+       "4                               4925.059030   \n",
+       "5                                       NaN   \n",
+       "6                               5722.741118   \n",
+       "7                                       NaN   \n",
+       "8                               4661.668152   \n",
+       "9                               4661.668152   \n",
+       "10                              4520.578531   \n",
+       "11                              4520.578531   \n",
+       "12                                      NaN   \n",
+       "13                              6445.738297   \n",
+       "\n",
+       "    XGB_Regressor_test_R_2_after_ablation_4  \\\n",
+       "0                                       NaN   \n",
+       "1                                  0.090561   \n",
+       "2                                  0.090561   \n",
+       "3                                  0.016595   \n",
+       "4                                  0.016595   \n",
+       "5                                       NaN   \n",
+       "6                                 -0.142681   \n",
+       "7                                       NaN   \n",
+       "8                                  0.208330   \n",
+       "9                                  0.208330   \n",
+       "10                                 0.232291   \n",
+       "11                                 0.232291   \n",
+       "12                                      NaN   \n",
+       "13                                -0.094651   \n",
+       "\n",
+       "    XGB_Regressor_test_MSE_after_ablation_5  \\\n",
+       "0                                       NaN   \n",
+       "1                               4880.692484   \n",
+       "2                               4880.692484   \n",
+       "3                               4899.264049   \n",
+       "4                               4899.264049   \n",
+       "5                                       NaN   \n",
+       "6                               5628.190229   \n",
+       "7                                       NaN   \n",
+       "8                               4730.897154   \n",
+       "9                               4730.897154   \n",
+       "10                              4436.665610   \n",
+       "11                              4436.665610   \n",
+       "12                                      NaN   \n",
+       "13                              6586.651850   \n",
+       "\n",
+       "    XGB_Regressor_test_R_2_after_ablation_5  \\\n",
+       "0                                       NaN   \n",
+       "1                                  0.025454   \n",
+       "2                                  0.025454   \n",
+       "3                                  0.021746   \n",
+       "4                                  0.021746   \n",
+       "5                                       NaN   \n",
+       "6                                 -0.123802   \n",
+       "7                                       NaN   \n",
+       "8                                  0.196573   \n",
+       "9                                  0.196573   \n",
+       "10                                 0.246541   \n",
+       "11                                 0.246541   \n",
+       "12                                      NaN   \n",
+       "13                                -0.118581   \n",
+       "\n",
+       "    XGB_Regressor_test_MSE_after_ablation_6  \\\n",
+       "0                                       NaN   \n",
+       "1                               5006.056321   \n",
+       "2                               5006.056321   \n",
+       "3                               5087.225013   \n",
+       "4                               5087.225013   \n",
+       "5                                       NaN   \n",
+       "6                               5865.000967   \n",
+       "7                                       NaN   \n",
+       "8                               4388.789155   \n",
+       "9                               4388.789155   \n",
+       "10                              4304.815707   \n",
+       "11                              4304.815707   \n",
+       "12                                      NaN   \n",
+       "13                              6682.729294   \n",
+       "\n",
+       "    XGB_Regressor_test_R_2_after_ablation_6  \\\n",
+       "0                                       NaN   \n",
+       "1                                  0.000422   \n",
+       "2                                  0.000422   \n",
+       "3                                 -0.015785   \n",
+       "4                                 -0.015785   \n",
+       "5                                       NaN   \n",
+       "6                                 -0.171087   \n",
+       "7                                       NaN   \n",
+       "8                                  0.254672   \n",
+       "9                                  0.254672   \n",
+       "10                                 0.268933   \n",
+       "11                                 0.268933   \n",
+       "12                                      NaN   \n",
+       "13                                -0.134898   \n",
+       "\n",
+       "    XGB_Regressor_test_MSE_after_ablation_7  \\\n",
+       "0                                       NaN   \n",
+       "1                               4922.411384   \n",
+       "2                               4922.411384   \n",
+       "3                               5089.029683   \n",
+       "4                               5089.029683   \n",
+       "5                                       NaN   \n",
+       "6                               5987.863657   \n",
+       "7                                       NaN   \n",
+       "8                               4300.031324   \n",
+       "9                               4300.031324   \n",
+       "10                              4699.659966   \n",
+       "11                              4699.659966   \n",
+       "12                                      NaN   \n",
+       "13                              6707.326806   \n",
+       "\n",
+       "    XGB_Regressor_test_R_2_after_ablation_7  \\\n",
+       "0                                       NaN   \n",
+       "1                                  0.017124   \n",
+       "2                                  0.017124   \n",
+       "3                                 -0.016146   \n",
+       "4                                 -0.016146   \n",
+       "5                                       NaN   \n",
+       "6                                 -0.195619   \n",
+       "7                                       NaN   \n",
+       "8                                  0.269745   \n",
+       "9                                  0.269745   \n",
+       "10                                 0.201878   \n",
+       "11                                 0.201878   \n",
+       "12                                      NaN   \n",
+       "13                                -0.139075   \n",
+       "\n",
+       "    XGB_Regressor_test_MSE_after_ablation_8  \\\n",
+       "0                                       NaN   \n",
+       "1                               5301.392822   \n",
+       "2                               5301.392822   \n",
+       "3                               5042.049269   \n",
+       "4                               5042.049269   \n",
+       "5                                       NaN   \n",
+       "6                               5960.932583   \n",
+       "7                                       NaN   \n",
+       "8                               4490.809604   \n",
+       "9                               4490.809604   \n",
+       "10                              5127.710262   \n",
+       "11                              5127.710262   \n",
+       "12                                      NaN   \n",
+       "13                              6475.430293   \n",
+       "\n",
+       "    XGB_Regressor_test_R_2_after_ablation_8  \\\n",
+       "0                                       NaN   \n",
+       "1                                 -0.058549   \n",
+       "2                                 -0.058549   \n",
+       "3                                 -0.006765   \n",
+       "4                                 -0.006765   \n",
+       "5                                       NaN   \n",
+       "6                                 -0.190242   \n",
+       "7                                       NaN   \n",
+       "8                                  0.237346   \n",
+       "9                                  0.237346   \n",
+       "10                                 0.129184   \n",
+       "11                                 0.129184   \n",
+       "12                                      NaN   \n",
+       "13                                -0.099693   \n",
+       "\n",
+       "    XGB_Regressor_test_MSE_after_ablation_9  \\\n",
+       "0                                       NaN   \n",
+       "1                               4150.807298   \n",
+       "2                               4150.807298   \n",
+       "3                               4531.611867   \n",
+       "4                               4531.611867   \n",
+       "5                                       NaN   \n",
+       "6                               5588.622161   \n",
+       "7                                       NaN   \n",
+       "8                               5611.630639   \n",
+       "9                               5611.630639   \n",
+       "10                              5998.762614   \n",
+       "11                              5998.762614   \n",
+       "12                                      NaN   \n",
+       "13                              6731.963871   \n",
+       "\n",
+       "    XGB_Regressor_test_R_2_after_ablation_9  \\\n",
+       "0                                       NaN   \n",
+       "1                                  0.171193   \n",
+       "2                                  0.171193   \n",
+       "3                                  0.095156   \n",
+       "4                                  0.095156   \n",
+       "5                                       NaN   \n",
+       "6                                 -0.115901   \n",
+       "7                                       NaN   \n",
+       "8                                  0.047002   \n",
+       "9                                  0.047002   \n",
+       "10                                -0.018743   \n",
+       "11                                -0.018743   \n",
+       "12                                      NaN   \n",
+       "13                                -0.143259   \n",
+       "\n",
+       "    XGB_Regressor_test_MSE_after_ablation_10  \\\n",
+       "0                                        NaN   \n",
+       "1                                5108.658749   \n",
+       "2                                5108.658749   \n",
+       "3                                5108.658749   \n",
+       "4                                5108.658749   \n",
+       "5                                        NaN   \n",
+       "6                                5108.658749   \n",
+       "7                                        NaN   \n",
+       "8                                6130.415877   \n",
+       "9                                6130.415877   \n",
+       "10                               6130.415877   \n",
+       "11                               6130.415877   \n",
+       "12                                       NaN   \n",
+       "13                               6130.415877   \n",
+       "\n",
+       "    XGB_Regressor_test_R_2_after_ablation_10  \\\n",
+       "0                                        NaN   \n",
+       "1                                  -0.020065   \n",
+       "2                                  -0.020065   \n",
+       "3                                  -0.020065   \n",
+       "4                                  -0.020065   \n",
+       "5                                        NaN   \n",
+       "6                                  -0.020065   \n",
+       "7                                        NaN   \n",
+       "8                                  -0.041101   \n",
+       "9                                  -0.041101   \n",
+       "10                                 -0.041101   \n",
+       "11                                 -0.041101   \n",
+       "12                                       NaN   \n",
+       "13                                 -0.041101   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_MSE_before_ablation  \\\n",
+       "0                                          NaN   \n",
+       "1                                  2964.400000   \n",
+       "2                                  2964.400000   \n",
+       "3                                  2964.400000   \n",
+       "4                                  2964.400000   \n",
+       "5                                          NaN   \n",
+       "6                                  2964.400000   \n",
+       "7                                          NaN   \n",
+       "8                                  3125.297639   \n",
+       "9                                  3125.297639   \n",
+       "10                                 3125.297639   \n",
+       "11                                 3125.297639   \n",
+       "12                                         NaN   \n",
+       "13                                 3125.297639   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_R_2_before_ablation  \\\n",
+       "0                                          NaN   \n",
+       "1                                     0.408087   \n",
+       "2                                     0.408087   \n",
+       "3                                     0.408087   \n",
+       "4                                     0.408087   \n",
+       "5                                          NaN   \n",
+       "6                                     0.408087   \n",
+       "7                                          NaN   \n",
+       "8                                     0.469245   \n",
+       "9                                     0.469245   \n",
+       "10                                    0.469245   \n",
+       "11                                    0.469245   \n",
+       "12                                         NaN   \n",
+       "13                                    0.469245   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_MSE_after_ablation_1  \\\n",
+       "0                                           NaN   \n",
+       "1                                   3326.873177   \n",
+       "2                                   3326.873177   \n",
+       "3                                   3372.726630   \n",
+       "4                                   3372.726630   \n",
+       "5                                           NaN   \n",
+       "6                                   3084.586711   \n",
+       "7                                           NaN   \n",
+       "8                                   3347.325036   \n",
+       "9                                   3347.325036   \n",
+       "10                                  3163.967316   \n",
+       "11                                  3163.967316   \n",
+       "12                                          NaN   \n",
+       "13                                  3999.159750   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_R_2_after_ablation_1  \\\n",
+       "0                                           NaN   \n",
+       "1                                      0.335711   \n",
+       "2                                      0.335711   \n",
+       "3                                      0.326555   \n",
+       "4                                      0.326555   \n",
+       "5                                           NaN   \n",
+       "6                                      0.384089   \n",
+       "7                                           NaN   \n",
+       "8                                      0.431539   \n",
+       "9                                      0.431539   \n",
+       "10                                     0.462678   \n",
+       "11                                     0.462678   \n",
+       "12                                          NaN   \n",
+       "13                                     0.320841   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_MSE_after_ablation_2  \\\n",
+       "0                                           NaN   \n",
+       "1                                   3561.858993   \n",
+       "2                                   3561.858993   \n",
+       "3                                   3571.439453   \n",
+       "4                                   3571.439453   \n",
+       "5                                           NaN   \n",
+       "6                                   4210.107012   \n",
+       "7                                           NaN   \n",
+       "8                                   3456.953573   \n",
+       "9                                   3456.953573   \n",
+       "10                                  3276.242220   \n",
+       "11                                  3276.242220   \n",
+       "12                                          NaN   \n",
+       "13                                  4898.566561   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_R_2_after_ablation_2  \\\n",
+       "0                                           NaN   \n",
+       "1                                      0.288790   \n",
+       "2                                      0.288790   \n",
+       "3                                      0.286877   \n",
+       "4                                      0.286877   \n",
+       "5                                           NaN   \n",
+       "6                                      0.159352   \n",
+       "7                                           NaN   \n",
+       "8                                      0.412921   \n",
+       "9                                      0.412921   \n",
+       "10                                     0.443611   \n",
+       "11                                     0.443611   \n",
+       "12                                          NaN   \n",
+       "13                                     0.168099   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_MSE_after_ablation_3  \\\n",
+       "0                                           NaN   \n",
+       "1                                   3645.611207   \n",
+       "2                                   3645.611207   \n",
+       "3                                   3562.836728   \n",
+       "4                                   3562.836728   \n",
+       "5                                           NaN   \n",
+       "6                                   4578.246563   \n",
+       "7                                           NaN   \n",
+       "8                                   3551.114436   \n",
+       "9                                   3551.114436   \n",
+       "10                                  3295.759344   \n",
+       "11                                  3295.759344   \n",
+       "12                                          NaN   \n",
+       "13                                  5429.561460   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_R_2_after_ablation_3  \\\n",
+       "0                                           NaN   \n",
+       "1                                      0.272067   \n",
+       "2                                      0.272067   \n",
+       "3                                      0.288595   \n",
+       "4                                      0.288595   \n",
+       "5                                           NaN   \n",
+       "6                                      0.085844   \n",
+       "7                                           NaN   \n",
+       "8                                      0.396930   \n",
+       "9                                      0.396930   \n",
+       "10                                     0.440296   \n",
+       "11                                     0.440296   \n",
+       "12                                          NaN   \n",
+       "13                                     0.077922   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_MSE_after_ablation_4  \\\n",
+       "0                                           NaN   \n",
+       "1                                   3702.007841   \n",
+       "2                                   3702.007841   \n",
+       "3                                   3534.701787   \n",
+       "4                                   3534.701787   \n",
+       "5                                           NaN   \n",
+       "6                                   4930.979916   \n",
+       "7                                           NaN   \n",
+       "8                                   3567.710551   \n",
+       "9                                   3567.710551   \n",
+       "10                                  3420.956769   \n",
+       "11                                  3420.956769   \n",
+       "12                                          NaN   \n",
+       "13                                  5674.346755   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_R_2_after_ablation_4  \\\n",
+       "0                                           NaN   \n",
+       "1                                      0.260806   \n",
+       "2                                      0.260806   \n",
+       "3                                      0.294213   \n",
+       "4                                      0.294213   \n",
+       "5                                           NaN   \n",
+       "6                                      0.015413   \n",
+       "7                                           NaN   \n",
+       "8                                      0.394112   \n",
+       "9                                      0.394112   \n",
+       "10                                     0.419034   \n",
+       "11                                     0.419034   \n",
+       "12                                          NaN   \n",
+       "13                                     0.036351   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_MSE_after_ablation_5  \\\n",
+       "0                                           NaN   \n",
+       "1                                   3755.917945   \n",
+       "2                                   3755.917945   \n",
+       "3                                   3583.094001   \n",
+       "4                                   3583.094001   \n",
+       "5                                           NaN   \n",
+       "6                                   5180.763926   \n",
+       "7                                           NaN   \n",
+       "8                                   3530.744015   \n",
+       "9                                   3530.744015   \n",
+       "10                                  3405.242276   \n",
+       "11                                  3405.242276   \n",
+       "12                                          NaN   \n",
+       "13                                  5922.243019   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_R_2_after_ablation_5  \\\n",
+       "0                                           NaN   \n",
+       "1                                      0.250042   \n",
+       "2                                      0.250042   \n",
+       "3                                      0.284550   \n",
+       "4                                      0.284550   \n",
+       "5                                           NaN   \n",
+       "6                                     -0.034462   \n",
+       "7                                           NaN   \n",
+       "8                                      0.400390   \n",
+       "9                                      0.400390   \n",
+       "10                                     0.421703   \n",
+       "11                                     0.421703   \n",
+       "12                                          NaN   \n",
+       "13                                    -0.005748   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_MSE_after_ablation_6  \\\n",
+       "0                                           NaN   \n",
+       "1                                   3731.923076   \n",
+       "2                                   3731.923076   \n",
+       "3                                   3585.022514   \n",
+       "4                                   3585.022514   \n",
+       "5                                           NaN   \n",
+       "6                                   5335.773234   \n",
+       "7                                           NaN   \n",
+       "8                                   3409.263149   \n",
+       "9                                   3409.263149   \n",
+       "10                                  3399.894723   \n",
+       "11                                  3399.894723   \n",
+       "12                                          NaN   \n",
+       "13                                  6086.555294   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_R_2_after_ablation_6  \\\n",
+       "0                                           NaN   \n",
+       "1                                      0.254833   \n",
+       "2                                      0.254833   \n",
+       "3                                      0.284165   \n",
+       "4                                      0.284165   \n",
+       "5                                           NaN   \n",
+       "6                                     -0.065414   \n",
+       "7                                           NaN   \n",
+       "8                                      0.421020   \n",
+       "9                                      0.421020   \n",
+       "10                                     0.422611   \n",
+       "11                                     0.422611   \n",
+       "12                                          NaN   \n",
+       "13                                    -0.033652   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_MSE_after_ablation_7  \\\n",
+       "0                                           NaN   \n",
+       "1                                   3613.207121   \n",
+       "2                                   3613.207121   \n",
+       "3                                   3450.743171   \n",
+       "4                                   3450.743171   \n",
+       "5                                           NaN   \n",
+       "6                                   5337.800891   \n",
+       "7                                           NaN   \n",
+       "8                                   3358.449533   \n",
+       "9                                   3358.449533   \n",
+       "10                                  3407.995517   \n",
+       "11                                  3407.995517   \n",
+       "12                                          NaN   \n",
+       "13                                  6207.451828   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_R_2_after_ablation_7  \\\n",
+       "0                                           NaN   \n",
+       "1                                      0.278537   \n",
+       "2                                      0.278537   \n",
+       "3                                      0.310977   \n",
+       "4                                      0.310977   \n",
+       "5                                           NaN   \n",
+       "6                                     -0.065819   \n",
+       "7                                           NaN   \n",
+       "8                                      0.429650   \n",
+       "9                                      0.429650   \n",
+       "10                                     0.421236   \n",
+       "11                                     0.421236   \n",
+       "12                                          NaN   \n",
+       "13                                    -0.054183   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_MSE_after_ablation_8  \\\n",
+       "0                                           NaN   \n",
+       "1                                   3515.520108   \n",
+       "2                                   3515.520108   \n",
+       "3                                   3436.433191   \n",
+       "4                                   3436.433191   \n",
+       "5                                           NaN   \n",
+       "6                                   5397.205079   \n",
+       "7                                           NaN   \n",
+       "8                                   3374.216506   \n",
+       "9                                   3374.216506   \n",
+       "10                                  3443.107371   \n",
+       "11                                  3443.107371   \n",
+       "12                                          NaN   \n",
+       "13                                  6257.734088   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_R_2_after_ablation_8  \\\n",
+       "0                                           NaN   \n",
+       "1                                      0.298043   \n",
+       "2                                      0.298043   \n",
+       "3                                      0.313835   \n",
+       "4                                      0.313835   \n",
+       "5                                           NaN   \n",
+       "6                                     -0.077680   \n",
+       "7                                           NaN   \n",
+       "8                                      0.426972   \n",
+       "9                                      0.426972   \n",
+       "10                                     0.415273   \n",
+       "11                                     0.415273   \n",
+       "12                                          NaN   \n",
+       "13                                    -0.062723   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_MSE_after_ablation_9  \\\n",
+       "0                                           NaN   \n",
+       "1                                   3320.013305   \n",
+       "2                                   3320.013305   \n",
+       "3                                   3436.462807   \n",
+       "4                                   3436.462807   \n",
+       "5                                           NaN   \n",
+       "6                                   5239.421246   \n",
+       "7                                           NaN   \n",
+       "8                                   3804.723494   \n",
+       "9                                   3804.723494   \n",
+       "10                                  4046.739770   \n",
+       "11                                  4046.739770   \n",
+       "12                                          NaN   \n",
+       "13                                  6050.221036   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_R_2_after_ablation_9  \\\n",
+       "0                                           NaN   \n",
+       "1                                      0.337081   \n",
+       "2                                      0.337081   \n",
+       "3                                      0.313829   \n",
+       "4                                      0.313829   \n",
+       "5                                           NaN   \n",
+       "6                                     -0.046175   \n",
+       "7                                           NaN   \n",
+       "8                                      0.353861   \n",
+       "9                                      0.353861   \n",
+       "10                                     0.312761   \n",
+       "11                                     0.312761   \n",
+       "12                                          NaN   \n",
+       "13                                    -0.027482   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_MSE_after_ablation_10  \\\n",
+       "0                                            NaN   \n",
+       "1                                    5066.139070   \n",
+       "2                                    5066.139070   \n",
+       "3                                    5066.139070   \n",
+       "4                                    5066.139070   \n",
+       "5                                            NaN   \n",
+       "6                                    5066.139070   \n",
+       "7                                            NaN   \n",
+       "8                                    6013.940639   \n",
+       "9                                    6013.940639   \n",
+       "10                                   6013.940639   \n",
+       "11                                   6013.940639   \n",
+       "12                                           NaN   \n",
+       "13                                   6013.940639   \n",
+       "\n",
+       "    RF_Plus_Regressor_test_R_2_after_ablation_10  test_data_ablation_time  \\\n",
+       "0                                            NaN                      NaN   \n",
+       "1                                      -0.011575                 3.175685   \n",
+       "2                                      -0.011575                 3.190413   \n",
+       "3                                      -0.011575                 3.190980   \n",
+       "4                                      -0.011575                 3.194187   \n",
+       "5                                            NaN                      NaN   \n",
+       "6                                      -0.011575                 3.174683   \n",
+       "7                                            NaN                      NaN   \n",
+       "8                                      -0.021320                 3.235980   \n",
+       "9                                      -0.021320                 3.261289   \n",
+       "10                                     -0.021320                 3.266821   \n",
+       "11                                     -0.021320                 3.251678   \n",
+       "12                                           NaN                      NaN   \n",
+       "13                                     -0.021320                 3.274135   \n",
+       "\n",
+       "    split_seed  \n",
+       "0            1  \n",
+       "1            1  \n",
+       "2            1  \n",
+       "3            1  \n",
+       "4            1  \n",
+       "5            1  \n",
+       "6            1  \n",
+       "7            2  \n",
+       "8            2  \n",
+       "9            2  \n",
+       "10           2  \n",
+       "11           2  \n",
+       "12           2  \n",
+       "13           2  "
       ]
      },
-     "execution_count": 4,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2576,15 +15163,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "                     fi     fi_time\n",
-      "0   Kernel_SHAP_RF_plus   53.592039\n",
-      "1    LFI_with_raw_CV_RF   70.349461\n",
-      "2   LFI_with_raw_OOB_RF    2.535222\n",
-      "3       LFI_with_raw_RF    3.045225\n",
-      "4  LFI_with_raw_RF_plus    0.706900\n",
-      "5          LIME_RF_plus  124.873722\n",
-      "6                MDI_RF    1.098270\n",
-      "7           TreeSHAP_RF    0.108346\n"
+      "                            fi       fi_time\n",
+      "0          Kernel_SHAP_RF_plus  1.107537e+02\n",
+      "1  LFI_evaluate_on_all_RF_plus  8.741572e-01\n",
+      "2  LFI_evaluate_on_oob_RF_plus  9.727947e-01\n",
+      "3            LFI_fit_on_OOB_RF  7.152557e-07\n",
+      "4          LFI_fit_on_inbag_RF  1.557891e+00\n",
+      "5                 LIME_RF_plus  1.272089e+02\n",
+      "6                  TreeSHAP_RF  1.609519e-01\n"
      ]
     }
    ],
@@ -2600,37 +15186,36 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                     fi  ablation_time\n",
-      "0   Kernel_SHAP_RF_plus      37.999997\n",
-      "1    LFI_with_raw_CV_RF       1.801137\n",
-      "2   LFI_with_raw_OOB_RF       1.750226\n",
-      "3       LFI_with_raw_RF       1.777164\n",
-      "4  LFI_with_raw_RF_plus      38.591149\n",
-      "5          LIME_RF_plus      37.662260\n",
-      "6                MDI_RF       1.775139\n",
-      "7           TreeSHAP_RF       1.757286\n"
+     "ename": "KeyError",
+     "evalue": "'Column not found: ablation_time'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[6], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[39m# Print the ablation time\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m averages \u001b[39m=\u001b[39m combined_df\u001b[39m.\u001b[39;49mgroupby(\u001b[39m'\u001b[39;49m\u001b[39mfi\u001b[39;49m\u001b[39m'\u001b[39;49m)[\u001b[39m'\u001b[39;49m\u001b[39mablation_time\u001b[39;49m\u001b[39m'\u001b[39;49m]\u001b[39m.\u001b[39mmean()\u001b[39m.\u001b[39mreset_index()\n\u001b[1;32m      3\u001b[0m \u001b[39mprint\u001b[39m(averages)\n",
+      "File \u001b[0;32m/usr/local/linux/mambaforge-3.11/lib/python3.11/site-packages/pandas/core/groupby/generic.py:1415\u001b[0m, in \u001b[0;36mDataFrameGroupBy.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1406\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(key, \u001b[39mtuple\u001b[39m) \u001b[39mand\u001b[39;00m \u001b[39mlen\u001b[39m(key) \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[1;32m   1407\u001b[0m     \u001b[39m# if len == 1, then it becomes a SeriesGroupBy and this is actually\u001b[39;00m\n\u001b[1;32m   1408\u001b[0m     \u001b[39m# valid syntax, so don't raise warning\u001b[39;00m\n\u001b[1;32m   1409\u001b[0m     warnings\u001b[39m.\u001b[39mwarn(\n\u001b[1;32m   1410\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mIndexing with multiple keys (implicitly converted to a tuple \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m   1411\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mof keys) will be deprecated, use a list instead.\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[1;32m   1412\u001b[0m         \u001b[39mFutureWarning\u001b[39;00m,\n\u001b[1;32m   1413\u001b[0m         stacklevel\u001b[39m=\u001b[39mfind_stack_level(),\n\u001b[1;32m   1414\u001b[0m     )\n\u001b[0;32m-> 1415\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49m\u001b[39m__getitem__\u001b[39;49m(key)\n",
+      "File \u001b[0;32m/usr/local/linux/mambaforge-3.11/lib/python3.11/site-packages/pandas/core/base.py:248\u001b[0m, in \u001b[0;36mSelectionMixin.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    246\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m    247\u001b[0m     \u001b[39mif\u001b[39;00m key \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mobj:\n\u001b[0;32m--> 248\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mColumn not found: \u001b[39m\u001b[39m{\u001b[39;00mkey\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    249\u001b[0m     subset \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mobj[key]\n\u001b[1;32m    250\u001b[0m     ndim \u001b[39m=\u001b[39m subset\u001b[39m.\u001b[39mndim\n",
+      "\u001b[0;31mKeyError\u001b[0m: 'Column not found: ablation_time'"
      ]
     }
    ],
    "source": [
-    "# Print the ablation time\n",
-    "averages = combined_df.groupby('fi')['ablation_time'].mean().reset_index()\n",
-    "print(averages)"
+    "# # Print the ablation time\n",
+    "# averages = combined_df.groupby('fi')['ablation_time'].mean().reset_index()\n",
+    "# print(averages)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "#################### Change the following according to the dataset ####################\n",
     "task = \"regression\" #\"regression\" \"classification\"\n",
     "########################################################################################\n",
-    "methods_rf = [\"LFI_with_raw_RF\", \"LFI_with_raw_CV_RF\", \"LFI_with_raw_OOB_RF\", \"MDI_RF\", \"TreeSHAP_RF\"]\n",
+    "methods_rf = [\"TreeSHAP_RF\", \"LFI_fit_on_inbag_RF\", \"LFI_fit_on_OOB_RF\", \"LFI_evaluate_on_all_RF_plus\", \"LFI_evaluate_on_oob_RF_plus\",\n",
+    "              \"Kernel_SHAP_RF_plus\", \"LIME_RF_plus\"]\n",
     "methods_rf_plus = [\"Kernel_SHAP_RF_plus\",\"LFI_with_raw_RF_plus\", \"LIME_RF_plus\"]\n",
     "n_testsize = combined_df[['train_size', 'test_size']].drop_duplicates()\n",
     "num_features = combined_df['num_features'].drop_duplicates()[0]\n",
@@ -2639,7 +15224,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -2677,7 +15262,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -2725,7 +15310,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
diff --git a/feature_importance/scripts/competing_methods_local.py b/feature_importance/scripts/competing_methods_local.py
new file mode 100644
index 0000000..fe5f8d0
--- /dev/null
+++ b/feature_importance/scripts/competing_methods_local.py
@@ -0,0 +1,551 @@
+import os
+import sys
+import pandas as pd
+import numpy as np
+import sklearn.base
+from sklearn.base import RegressorMixin, ClassifierMixin
+from sklearn.metrics import mean_squared_error
+from functools import reduce
+
+import shap
+import lime
+import lime.lime_tabular
+from imodels.tree.rf_plus.rf_plus.rf_plus_models import RandomForestPlusRegressor, RandomForestPlusClassifier
+from imodels.tree.rf_plus.feature_importance.rfplus_explainer import *
+from sklearn.metrics import r2_score, mean_absolute_error, accuracy_score, roc_auc_score, mean_squared_error
+
+
+# Feature Importance Methods for RF
+def tree_shap_evaluation_RF(X_train, y_train, X_train_subset, y_train_subset, X_test, X_test_subset, fit):
+    """
+    Compute average treeshap value across observations.
+    Larger absolute values indicate more important features.
+    :param X: design matrix
+    :param y: response
+    :param fit: fitted model of interest (tree-based)
+    :return: dataframe of shape: (n_samples, n_features)
+    """
+    def add_abs(a, b):
+        return abs(a) + abs(b)
+
+    subsets = [(X_train_subset, y_train_subset), (X_test, None), (X_test_subset, None)]
+    result_tables = []
+
+    explainer = shap.TreeExplainer(fit)
+
+    for X_data, _ in subsets:
+        shap_values = explainer.shap_values(X_data, check_additivity=False)
+        if sklearn.base.is_classifier(fit):
+            # Shape values are returned as a list of arrays, one for each class
+            results = np.sum(np.abs(shap_values), axis=-1)
+        else:
+            results = np.abs(shap_values)
+
+        result_tables.append(results)
+
+    return tuple(result_tables)
+
+def LFI_evaluation_RF_MDI(X_train, y_train, X_train_subset, y_train_subset, X_test, X_test_subset, fit, **kwargs):
+    if isinstance(fit, RegressorMixin):
+        RFPlus = RandomForestPlusRegressor
+    elif isinstance(fit, ClassifierMixin):
+        RFPlus = RandomForestPlusClassifier
+    else:
+        raise ValueError("Unknown task.")
+    
+    rf_plus_model = RFPlus(rf_model=fit, **kwargs)
+    rf_plus_model.fit(X_train, y_train)
+
+    subsets = [(X_train, y_train), (X_test, None), (X_test_subset, None)]
+    result_tables = []
+
+    for X_data, y_data in subsets:
+        if np.array_equal(X_data, X_train):
+            rf_plus_mdi = RFPlusMDI(rf_plus_model, evaluate_on="inbag")
+        else:
+            rf_plus_mdi = RFPlusMDI(rf_plus_model, evaluate_on="all")
+        num_samples, num_features = X_data.shape
+        local_feature_importances, partial_preds = rf_plus_mdi.explain(X=X_data, y=y_data)
+        abs_local_feature_importances = np.abs(local_feature_importances)
+        abs_partial_preds = np.abs(partial_preds)
+        result_tables.append(abs_local_feature_importances)
+        result_tables.append(abs_partial_preds)
+    return tuple(result_tables)
+
+def LFI_evaluation_RF_OOB(X_train, y_train, X_train_subset, y_train_subset, X_test, X_test_subset, fit, **kwargs):
+    if isinstance(fit, RegressorMixin):
+        RFPlus = RandomForestPlusRegressor
+    elif isinstance(fit, ClassifierMixin):
+        RFPlus = RandomForestPlusClassifier
+    else:
+        raise ValueError("Unknown task.")
+    
+    rf_plus_model = RFPlus(rf_model=fit, **kwargs)
+    rf_plus_model.fit(X_train, y_train)
+
+    subsets = [(X_train, y_train), (X_test, None), (X_test_subset, None)]
+    result_tables = []
+
+    for X_data, y_data in subsets:
+        if np.array_equal(X_data, X_train):
+            rf_plus_mdi = AloRFPlusMDI(rf_plus_model, evaluate_on="oob")
+        else:
+            rf_plus_mdi = AloRFPlusMDI(rf_plus_model, evaluate_on="all")
+        num_samples, num_features = X_data.shape
+        local_feature_importances, partial_preds = rf_plus_mdi.explain(X=X_data, y=y_data)
+        abs_local_feature_importances = np.abs(local_feature_importances)
+        abs_partial_preds = np.abs(partial_preds)
+        result_tables.append(abs_local_feature_importances)
+        result_tables.append(abs_partial_preds)
+    return tuple(result_tables)
+
+
+# Feature Importance Methods for RF+
+def LFI_evaluation_RF_plus(X_train, y_train, X_train_subset, y_train_subset, X_test, X_test_subset, fit):
+    assert isinstance(fit, RandomForestPlusRegressor) or isinstance(fit, RandomForestPlusClassifier)
+    subsets = [(X_train, y_train), (X_test, None), (X_test_subset, None)]
+    result_tables = []
+    rf_plus_mdi = AloRFPlusMDI(fit, evaluate_on="all")
+
+    for X_data, y_data in subsets:
+        num_samples, num_features = X_data.shape
+        local_feature_importances, partial_preds = rf_plus_mdi.explain(X=X_data, y=y_data)
+        abs_local_feature_importances = np.abs(local_feature_importances)
+        abs_partial_preds = np.abs(partial_preds)
+        result_tables.append(abs_local_feature_importances)
+        result_tables.append(abs_partial_preds)
+
+    return tuple(result_tables)
+
+def LFI_evaluation_RF_plus_OOB(X_train, y_train, X_train_subset, y_train_subset, X_test, X_test_subset, fit):
+    assert isinstance(fit, RandomForestPlusRegressor) or isinstance(fit, RandomForestPlusClassifier)
+    subsets = [(X_train, y_train), (X_test, None), (X_test_subset, None)]
+    result_tables = []
+
+    for X_data, y_data in subsets:
+        num_samples, num_features = X_data.shape
+        if np.array_equal(X_data, X_train):
+            rf_plus_mdi = AloRFPlusMDI(fit, evaluate_on="oob")
+        else:
+            rf_plus_mdi = AloRFPlusMDI(fit, evaluate_on="all")
+        local_feature_importances, partial_preds = rf_plus_mdi.explain(X=X_data, y=y_data)
+        abs_local_feature_importances = np.abs(local_feature_importances)
+        abs_partial_preds = np.abs(partial_preds)
+        result_tables.append(abs_local_feature_importances)
+        result_tables.append(abs_partial_preds)
+
+    return tuple(result_tables)
+
+def lime_evaluation_RF_plus(X_train, y_train, X_train_subset, y_train_subset, X_test, X_test_subset, fit):
+    assert isinstance(fit, RandomForestPlusRegressor) or isinstance(fit, RandomForestPlusClassifier)
+    subsets = [(X_train_subset, y_train_subset), (X_test_subset, None)]
+    result_tables = []
+
+    for X_data, _ in subsets:
+        num_samples, num_features = X_data.shape
+        rf_plus_lime = RFPlusLime(fit)
+        lime_values = rf_plus_lime.explain(X_train=X_train, X_test=X_data)
+        lime_scores = np.abs(lime_values)
+        result_tables.append(lime_scores)
+
+    result_table_train_subset, result_table_test_subset = result_tables
+
+    return result_table_train_subset, None, result_table_test_subset
+
+
+def kernel_shap_evaluation_RF_plus(X_train, y_train, X_train_subset, y_train_subset, X_test, X_test_subset, fit):
+    assert isinstance(fit, RandomForestPlusRegressor) or isinstance(fit, RandomForestPlusClassifier)
+    subsets = [(X_train_subset, y_train_subset), (X_test_subset, None)]
+    result_tables = []
+
+    for X_data, _ in subsets:
+        num_samples, num_features = X_data.shape
+        rf_plus_kernel_shap = RFPlusKernelSHAP(fit)
+        kernel_shap_scores = rf_plus_kernel_shap.explain(X_train=X_train, X_test=X_data)
+        kernel_shap_scores = np.abs(kernel_shap_scores)
+        result_tables.append(kernel_shap_scores)
+
+    result_table_train_subset, result_table_test_subset = result_tables
+
+    return result_table_train_subset, None, result_table_test_subset
+
+
+# result_table = pd.DataFrame(kernel_shap_scores, columns=[f'Feature_{i}' for i in range(num_features)])
+# result_tables.append(result_table)
+
+# def MDI_local_sub_stumps(X, y, fit, scoring_fns="auto", return_stability_scores=False, **kwargs):
+#     """
+#     Compute local MDI importance for each feature and sample.
+#     :param X: design matrix
+#     :param y: response
+#     :param fit: fitted model of interest (tree-based)
+#     :return: dataframe of shape: (n_samples, n_features)
+
+#     """
+#     num_samples, num_features = X.shape
+#     if isinstance(fit, RegressorMixin):
+#         RFPlus = RandomForestPlusRegressor
+#     elif isinstance(fit, ClassifierMixin):
+#         RFPlus = RandomForestPlusClassifier
+#     else:
+#         raise ValueError("Unknown task.")
+#     rf_plus_model = RFPlus(rf_model=fit, **kwargs)
+#     rf_plus_model.fit(X, y)
+
+#     try:
+#         mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X, y=y, local_scoring_fns=mean_squared_error, version = "sub", lfi=False)["local"].values
+#         if return_stability_scores:
+#             raise NotImplementedError
+#             stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25)
+#     except ValueError as e:
+#         if str(e) == 'Transformer representation was empty for all trees.':
+#             mdi_plus_scores = np.zeros((num_samples, num_features)) 
+#             stability_scores = None
+#         else:
+#             raise
+#     result_table = pd.DataFrame(mdi_plus_scores, columns=[f'Feature_{i}' for i in range(num_features)])
+
+#     return result_table
+
+# def MDI_local_all_stumps(X, y, fit, scoring_fns="auto", return_stability_scores=False, **kwargs):
+#     """
+#     Wrapper around MDI+ object to get feature importance scores
+    
+#     :param X: ndarray of shape (n_samples, n_features)
+#         The covariate matrix. If a pd.DataFrame object is supplied, then
+#         the column names are used in the output
+#     :param y: ndarray of shape (n_samples, n_targets)
+#         The observed responses.
+#     :param rf_model: scikit-learn random forest object or None
+#         The RF model to be used for interpretation. If None, then a new
+#         RandomForestRegressor or RandomForestClassifier is instantiated.
+#     :param kwargs: additional arguments to pass to
+#         RandomForestPlusRegressor or RandomForestPlusClassifier class.
+#     :return: dataframe - [Var, Importance]
+#                          Var: variable name
+#                          Importance: MDI+ score
+#     """
+#     num_samples, num_features = X.shape
+#     if isinstance(fit, RegressorMixin):
+#         RFPlus = RandomForestPlusRegressor
+#     elif isinstance(fit, ClassifierMixin):
+#         RFPlus = RandomForestPlusClassifier
+#     else:
+#         raise ValueError("Unknown task.")
+#     rf_plus_model = RFPlus(rf_model=fit, **kwargs)
+#     rf_plus_model.fit(X, y)
+
+#     try:
+#         mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X, y=y, local_scoring_fns=mean_squared_error, version = "all", lfi=False)["local"].values
+#         if return_stability_scores:
+#             raise NotImplementedError
+#             stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25)
+#     except ValueError as e:
+#         if str(e) == 'Transformer representation was empty for all trees.':
+#             mdi_plus_scores = np.zeros((num_samples, num_features)) 
+#             stability_scores = None
+#         else:
+#             raise
+#     result_table = pd.DataFrame(mdi_plus_scores, columns=[f'Feature_{i}' for i in range(num_features)])
+
+#     return result_table
+
+
+# def LFI_absolute_sum(X, y, fit, scoring_fns="auto", return_stability_scores=False, **kwargs):
+#     num_samples, num_features = X.shape
+#     if isinstance(fit, RegressorMixin):
+#         RFPlus = RandomForestPlusRegressor
+#     elif isinstance(fit, ClassifierMixin):
+#         RFPlus = RandomForestPlusClassifier
+#     else:
+#         raise ValueError("Unknown task.")
+#     rf_plus_model = RFPlus(rf_model=fit, **kwargs)
+#     rf_plus_model.fit(X, y)
+
+#     try:
+#         mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X, y=y, lfi=True, lfi_abs="outside")["lfi"].values
+#         if return_stability_scores:
+#             raise NotImplementedError
+#             stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25)
+#     except ValueError as e:
+#         if str(e) == 'Transformer representation was empty for all trees.':
+#             mdi_plus_scores = np.zeros((num_samples, num_features)) 
+#             stability_scores = None
+#         else:
+#             raise
+#     result_table = pd.DataFrame(mdi_plus_scores, columns=[f'Feature_{i}' for i in range(num_features)])
+
+#     return result_table
+
+# def lime_local(X, y, fit):
+#     """
+#     Compute LIME local importance for each feature and sample.
+#     Larger values indicate more important features.
+#     :param X: design matrix
+#     :param y: response
+#     :param fit: fitted model of interest (tree-based)
+#     :return: dataframe of shape: (n_samples, n_features)
+
+#     """
+
+#     np.random.seed(1)
+#     num_samples, num_features = X.shape
+#     result = np.zeros((num_samples, num_features))
+#     explainer = lime.lime_tabular.LimeTabularExplainer(X, verbose=False, mode='regression')
+#     for i in range(num_samples):
+#         exp = explainer.explain_instance(X[i], fit.predict, num_features=num_features)
+#         original_feature_importance = exp.as_map()[1]
+#         sorted_feature_importance = sorted(original_feature_importance, key=lambda x: x[0])
+#         for j in range(num_features):
+#             result[i,j] = abs(sorted_feature_importance[j][1])
+#     # Convert the array to a DataFrame
+#     result_table = pd.DataFrame(result, columns=[f'Feature_{i}' for i in range(num_features)])
+
+#     return result_table
+
+# def tree_shap_local(X, y, fit):
+#     """
+#     Compute average treeshap value across observations.
+#     Larger absolute values indicate more important features.
+#     :param X: design matrix
+#     :param y: response
+#     :param fit: fitted model of interest (tree-based)
+#     :return: dataframe of shape: (n_samples, n_features)
+#     """
+#     explainer = shap.TreeExplainer(fit)
+#     shap_values = explainer.shap_values(X, check_additivity=False)
+#     if sklearn.base.is_classifier(fit):
+#         # Shape values are returned as a list of arrays, one for each class
+#         def add_abs(a, b):
+#             return abs(a) + abs(b)
+#         results = np.sum(np.abs(shap_values),axis=-1)
+#     else:
+#         results = abs(shap_values)
+#     result_table = pd.DataFrame(results, columns=[f'Feature_{i}' for i in range(X.shape[1])])
+
+#     return result_table
+
+# def permutation_local(X, y, fit, num_permutations=100):
+#     """
+#     Compute local permutation importance for each feature and sample.
+#     Larger values indicate more important features.
+#     :param X: design matrix
+#     :param y: response
+#     :param fit: fitted model of interest (tree-based)
+#     :num_permutations: Number of permutations for each feature (default is 100)
+#     :return: dataframe of shape: (n_samples, n_features)
+#     """
+
+#     # Get the number of samples and features
+#     num_samples, num_features = X.shape
+
+#     # Initialize array to store local permutation importance
+#     lpi = np.zeros((num_samples, num_features))
+
+#     # For each feature
+#     for k in range(num_features):
+#         # Permute X_k num_permutations times
+#         for b in range(num_permutations):
+#             X_permuted = X.copy()
+#             X_permuted[:, k] = np.random.permutation(X[:, k])
+            
+#             # Feed permuted data through the fitted model
+#             y_pred_permuted = fit.predict(X_permuted)
+
+#             # Calculate MSE for each sample
+#             for i in range(num_samples):
+#                 lpi[i, k] += (y[i]-y_pred_permuted[i])**2
+
+#     lpi /= num_permutations
+
+#     # Convert the array to a DataFrame
+#     result_table = pd.DataFrame(lpi, columns=[f'Feature_{i}' for i in range(num_features)])
+
+#     return result_table
+
+
+# def MDI_local_sub_stumps_evaluate(X_train, y_train, X_test, y_test, fit, scoring_fns="auto", return_stability_scores=False, **kwargs):
+#     """
+#     Compute local MDI importance for each feature and sample.
+#     :param X: design matrix
+#     :param y: response
+#     :param fit: fitted model of interest (tree-based)
+#     :return: dataframe of shape: (n_samples, n_features)
+
+#     """
+#     num_samples, num_features = X_test.shape
+#     if isinstance(fit, RegressorMixin):
+#         RFPlus = RandomForestPlusRegressor
+#     elif isinstance(fit, ClassifierMixin):
+#         RFPlus = RandomForestPlusClassifier
+#     else:
+#         raise ValueError("Unknown task.")
+#     rf_plus_model = RFPlus(rf_model=fit, **kwargs)
+#     rf_plus_model.fit(X_train, y_train)
+
+#     try:
+#         mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X_test, y=y_test, local_scoring_fns=scoring_fns, version = "sub", lfi=False, sample_split=None)["local"].values
+#         if return_stability_scores:
+#             raise NotImplementedError
+#             stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25)
+#     except ValueError as e:
+#         if str(e) == 'Transformer representation was empty for all trees.':
+#             mdi_plus_scores = np.zeros((num_samples, num_features)) 
+#             stability_scores = None
+#         else:
+#             raise
+#     result_table = pd.DataFrame(mdi_plus_scores, columns=[f'Feature_{i}' for i in range(num_features)])
+
+#     return result_table
+
+# def lime_local(X_train, y_train, X_test, y_test, fit):
+#     """
+#     Compute LIME local importance for each feature and sample.
+#     Larger values indicate more important features.
+#     :param X: design matrix
+#     :param y: response
+#     :param fit: fitted model of interest (tree-based)
+#     :return: dataframe of shape: (n_samples, n_features)
+
+#     """
+#     if isinstance(fit, RegressorMixin):
+#         mode='regression'
+#     elif isinstance(fit, ClassifierMixin):
+#         mode='classification'
+#     np.random.seed(1)
+#     num_samples, num_features = X_test.shape
+#     result = np.zeros((num_samples, num_features))
+#     explainer = lime.lime_tabular.LimeTabularExplainer(X_train, verbose=False, mode=mode)
+#     for i in range(num_samples):
+#         exp = explainer.explain_instance(X_test[i], fit.predict, num_features=num_features)
+#         original_feature_importance = exp.as_map()[1]
+#         sorted_feature_importance = sorted(original_feature_importance, key=lambda x: x[0])
+#         for j in range(num_features):
+#             result[i,j] = abs(sorted_feature_importance[j][1])
+#     # Convert the array to a DataFrame
+#     result_table = pd.DataFrame(result, columns=[f'Feature_{i}' for i in range(num_features)])
+
+#     return result_table
+
+# def MDI_local_all_stumps_evaluate(X_train, y_train, X_test, y_test, fit, scoring_fns="auto", return_stability_scores=False, **kwargs):
+#     """
+#     Wrapper around MDI+ object to get feature importance scores
+    
+#     :param X: ndarray of shape (n_samples, n_features)
+#         The covariate matrix. If a pd.DataFrame object is supplied, then
+#         the column names are used in the output
+#     :param y: ndarray of shape (n_samples, n_targets)
+#         The observed responses.
+#     :param rf_model: scikit-learn random forest object or None
+#         The RF model to be used for interpretation. If None, then a new
+#         RandomForestRegressor or RandomForestClassifier is instantiated.
+#     :param kwargs: additional arguments to pass to
+#         RandomForestPlusRegressor or RandomForestPlusClassifier class.
+#     :return: dataframe - [Var, Importance]
+#                          Var: variable name
+#                          Importance: MDI+ score
+#     """
+#     num_samples, num_features = X_test.shape
+#     if isinstance(fit, RegressorMixin):
+#         RFPlus = RandomForestPlusRegressor
+#     elif isinstance(fit, ClassifierMixin):
+#         RFPlus = RandomForestPlusClassifier
+#     else:
+#         raise ValueError("Unknown task.")
+#     rf_plus_model = RFPlus(rf_model=fit, **kwargs)
+#     rf_plus_model.fit(X_train, y_train)
+
+#     try:
+#         mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X_test, y=y_test, local_scoring_fns=scoring_fns, version = "all", lfi=False, sample_split=None)["local"].values
+#         if return_stability_scores:
+#             raise NotImplementedError
+#             stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25)
+#     except ValueError as e:
+#         if str(e) == 'Transformer representation was empty for all trees.':
+#             mdi_plus_scores = np.zeros((num_samples, num_features)) 
+#             stability_scores = None
+#         else:
+#             raise
+#     result_table = pd.DataFrame(mdi_plus_scores, columns=[f'Feature_{i}' for i in range(num_features)])
+
+#     return result_table
+
+# def LFI_ablation_test_evaluation(X_train, y_train, X_test, y_test, fit, scoring_fns="auto", return_stability_scores=False, **kwargs):
+#     num_samples, num_features = X_test.shape
+#     if isinstance(fit, RegressorMixin):
+#         RFPlus = RandomForestPlusRegressor
+#     elif isinstance(fit, ClassifierMixin):
+#         RFPlus = RandomForestPlusClassifier
+#     else:
+#         raise ValueError("Unknown task.")
+#     rf_plus_model = RFPlus(rf_model=fit, **kwargs)
+#     rf_plus_model.fit(X_train, y_train)
+
+#     try:
+#         mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X_test, y=y_test, lfi=True, lfi_abs="none", sample_split=None, train_or_test = "test")["lfi"].values
+#         mdi_plus_scores = np.abs(mdi_plus_scores)
+#         if return_stability_scores:
+#             raise NotImplementedError
+#             stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25)
+#     except ValueError as e:
+#         if str(e) == 'Transformer representation was empty for all trees.':
+#             mdi_plus_scores = np.zeros((num_samples, num_features)) 
+#             stability_scores = None
+#         else:
+#             raise
+#     result_table = pd.DataFrame(mdi_plus_scores, columns=[f'Feature_{i}' for i in range(num_features)])
+
+#     return result_table
+
+######################## Considering not using these methods
+# def LFI_sum_absolute_evaluate(X_train, y_train, X_test, y_test, fit, scoring_fns="auto", return_stability_scores=False, **kwargs):
+#     num_samples, num_features = X_test.shape
+#     if isinstance(fit, RegressorMixin):
+#         RFPlus = RandomForestPlusRegressor
+#     elif isinstance(fit, ClassifierMixin):
+#         RFPlus = RandomForestPlusClassifier
+#     else:
+#         raise ValueError("Unknown task.")
+#     rf_plus_model = RFPlus(rf_model=fit, **kwargs)
+#     rf_plus_model.fit(X_train, y_train)
+
+#     try:
+#         mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X_test, y=y_test, lfi=True, lfi_abs="inside", sample_split=None)["lfi"].values
+#         if return_stability_scores:
+#             raise NotImplementedError
+#             stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25)
+#     except ValueError as e:
+#         if str(e) == 'Transformer representation was empty for all trees.':
+#             mdi_plus_scores = np.zeros((num_samples, num_features)) 
+#             stability_scores = None
+#         else:
+#             raise
+#     result_table = pd.DataFrame(mdi_plus_scores, columns=[f'Feature_{i}' for i in range(num_features)])
+
+#     return result_table
+
+# def LFI_sum_absolute(X, y, fit, scoring_fns="auto", return_stability_scores=False, **kwargs):
+#     num_samples, num_features = X.shape
+#     if isinstance(fit, RegressorMixin):
+#         RFPlus = RandomForestPlusRegressor
+#     elif isinstance(fit, ClassifierMixin):
+#         RFPlus = RandomForestPlusClassifier
+#     else:
+#         raise ValueError("Unknown task.")
+#     rf_plus_model = RFPlus(rf_model=fit, **kwargs)
+#     rf_plus_model.fit(X, y)
+
+#     try:
+#         mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X, y=y, lfi=True, lfi_abs="inside")["lfi"].values
+#         if return_stability_scores:
+#             raise NotImplementedError
+#             stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25)
+#     except ValueError as e:
+#         if str(e) == 'Transformer representation was empty for all trees.':
+#             mdi_plus_scores = np.zeros((num_samples, num_features)) 
+#             stability_scores = None
+#         else:
+#             raise
+#     result_table = pd.DataFrame(mdi_plus_scores, columns=[f'Feature_{i}' for i in range(num_features)])
+
+#     return result_table
\ No newline at end of file