diff --git a/example-notebook/example_classification_model.ipynb b/example-notebook/example_classification_model.ipynb
index cc5d67f..213e915 100644
--- a/example-notebook/example_classification_model.ipynb
+++ b/example-notebook/example_classification_model.ipynb
@@ -12,8 +12,7 @@
     "import inspect\n",
     "\n",
     "import numpy as np\n",
-    "import pandas as pd\n",
-    "import plotly.graph_objects as go"
+    "import pandas as pd"
    ]
   },
   {
@@ -37,10 +36,10 @@
     {
      "data": {
       "text/html": [
-       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(max_depth=6, oob_score=True)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestClassifier</label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier(max_depth=6, oob_score=True)</pre></div></div></div></div></div>"
+       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(max_depth=6, oob_score=True, random_state=123)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestClassifier</label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier(max_depth=6, oob_score=True, random_state=123)</pre></div></div></div></div></div>"
       ],
       "text/plain": [
-       "RandomForestClassifier(max_depth=6, oob_score=True)"
+       "RandomForestClassifier(max_depth=6, oob_score=True, random_state=123)"
       ]
      },
      "execution_count": 2,
@@ -59,10 +58,10 @@
     "                           random_state=12, shuffle=False, weights = [0.8, 0.2])\n",
     "\n",
     "# Train - test split\n",
-    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, stratify = y, random_state=0)\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, stratify = y, random_state=123)\n",
     "\n",
     "# Train a RF classifier\n",
-    "cls = RandomForestClassifier(max_depth=6, oob_score=True)\n",
+    "cls = RandomForestClassifier(max_depth=6, oob_score=True, random_state=123)\n",
     "cls.fit(X_train, y_train)"
    ]
   },
@@ -271,76 +270,76 @@
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@@ -354,7 +353,7 @@
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@@ -30019,9 +30126,9 @@
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@@ -30056,12 +30163,12 @@
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@@ -30183,8 +30290,8 @@
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@@ -30203,8 +30310,8 @@
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@@ -30633,8 +30740,8 @@
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@@ -30943,20 +31050,20 @@
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@@ -31073,18 +31180,18 @@
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@@ -31093,20 +31200,20 @@
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@@ -31223,18 +31330,18 @@
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@@ -31243,20 +31350,20 @@
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@@ -31275,12 +31382,12 @@
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@@ -31373,18 +31480,18 @@
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@@ -31393,20 +31500,20 @@
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@@ -31523,18 +31630,18 @@
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@@ -31543,20 +31650,20 @@
            [
             "TN",
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@@ -31575,12 +31682,12 @@
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@@ -31597,13 +31704,13 @@
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@@ -31673,18 +31780,18 @@
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@@ -31694,8 +31801,8 @@
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@@ -31725,8 +31832,8 @@
          "yaxis": "y",
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@@ -31747,13 +31854,13 @@
             "matthews_corr_coef"
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@@ -31823,18 +31930,18 @@
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@@ -31844,8 +31951,8 @@
             "TN",
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-            "0.8225723465835135",
+            "1257.0893779217704",
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@@ -31875,8 +31982,8 @@
          "yaxis": "y",
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@@ -31897,13 +32004,13 @@
             "matthews_corr_coef"
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@@ -31973,18 +32080,18 @@
            [
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             "False Negative",
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-            "0.08071056633960108",
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+            "0.10875",
+            "161.13118464124804",
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@@ -31994,8 +32101,8 @@
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+            "1257.0893779217704",
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@@ -32025,8 +32132,8 @@
          "yaxis": "y",
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-           88
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+           87
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@@ -32047,13 +32154,13 @@
             "matthews_corr_coef"
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+            0.5729,
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@@ -32123,18 +32230,18 @@
            [
             "FN",
             "False Negative",
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-            "153.93354129826648",
-            "0.10163845848685925",
-            "168.50212500055386",
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+            "0.10384944723117555",
+            "160.78781355513289",
             "1.0"
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            [
             "TP",
             "True Positive",
-            "0.08625",
-            "114.7842985947121",
-            "0.07578919492962567",
+            "0.0925",
+            "134.55465212079778",
+            "0.08664660162554745",
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@@ -32144,8 +32251,8 @@
             "TN",
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             "0.7975",
-            "1245.8027814343134",
-            "0.8225723465835135",
+            "1257.0893779217704",
+            "0.8095039511432769",
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@@ -32175,8 +32282,8 @@
          "yaxis": "y",
          "z": [
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-           69
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+           74
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@@ -32197,13 +32304,13 @@
             "matthews_corr_coef"
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-            0.8638,
-            0.6636,
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+            0.875,
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@@ -32273,18 +32380,18 @@
            [
             "FN",
             "False Negative",
-            "0.13625",
-            "186.30600259924444",
-            "0.12301318316548886",
-            "224.70653303467944",
+            "0.125",
+            "182.85246932044817",
+            "0.11774802889187963",
+            "184.4339177596242",
             "1.0"
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            [
             "TP",
             "True Positive",
-            "0.06625",
-            "82.41183729373408",
-            "0.05441447025099603",
+            "0.0775",
+            "112.97136108290502",
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@@ -32294,8 +32401,8 @@
             "TN",
             "True Negative",
             "0.7975",
-            "1245.8027814343134",
-            "0.8225723465835135",
+            "1257.0893779217704",
+            "0.8095039511432769",
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@@ -32325,8 +32432,8 @@
          "yaxis": "y",
          "z": [
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-           53
+           100,
+           62
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@@ -32424,17 +32531,17 @@
             "FN",
             "False Negative",
             "0.15625",
-            "209.6388247800527",
-            "0.1384192607402926",
-            "252.1485585551059",
+            "230.46963757370906",
+            "0.14841115159441484",
+            "252.4453206382273",
             "1.0"
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            [
             "TP",
             "True Positive",
             "0.04625",
-            "59.079015112925795",
-            "0.03900839267619227",
+            "65.35419282964408",
+            "0.04208489726230809",
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@@ -32444,8 +32551,8 @@
             "TN",
             "True Negative",
             "0.7975",
-            "1245.8027814343134",
-            "0.8225723465835135",
+            "1257.0893779217704",
+            "0.8095039511432769",
             "0.0",
             "0.0"
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@@ -32497,13 +32604,13 @@
             "matthews_corr_coef"
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            [
-            0.82,
-            0.5556,
-            0.2,
+            0.8225,
+            0.5617,
+            0.2198,
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-            0.1111,
-            0.1662,
-            0.3011
+            0.1235,
+            0.1834,
+            0.3178
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@@ -32573,18 +32680,18 @@
            [
             "FN",
             "False Negative",
-            "0.18",
-            "236.29551189292005",
-            "0.1560200030065194",
-            "288.6712720024449",
+            "0.1775",
+            "251.6884982657499",
+            "0.16207505797262522",
+            "297.0679451832217",
             "1.0"
            ],
            [
             "TP",
             "True Positive",
-            "0.0225",
-            "32.4223280000585",
-            "0.02140765040996553",
+            "0.025",
+            "44.13533213760327",
+            "0.02842099088409771",
             "0.0",
             "0.0"
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@@ -32594,8 +32701,8 @@
             "TN",
             "True Negative",
             "0.7975",
-            "1245.8027814343134",
-            "0.8225723465835135",
+            "1257.0893779217704",
+            "0.8095039511432769",
             "0.0",
             "0.0"
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@@ -32625,8 +32732,8 @@
          "yaxis": "y",
          "z": [
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-           144,
-           18
+           142,
+           20
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           [
            638,
@@ -32724,17 +32831,17 @@
             "FN",
             "False Negative",
             "0.19125",
-            "255.26650105650583",
-            "0.16854607158322849",
-            "312.21597561121956",
+            "280.47531897194443",
+            "0.18061235970453737",
+            "323.03954305629406",
             "1.0"
            ],
            [
             "TP",
             "True Positive",
             "0.01125",
-            "13.45133883647267",
-            "0.008881581833256385",
+            "15.34851143140878",
+            "0.00988368915218561",
             "0.0",
             "0.0"
            ]
@@ -32744,8 +32851,8 @@
             "TN",
             "True Negative",
             "0.7975",
-            "1245.8027814343134",
-            "0.8225723465835135",
+            "1257.0893779217704",
+            "0.8095039511432769",
             "0.0",
             "0.0"
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@@ -32797,13 +32904,13 @@
             "matthews_corr_coef"
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-            0.7988,
-            0.5031,
-            0.0123,
+            0.8025,
+            0.5123,
+            0.0482,
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-            0.0062,
-            0.0098,
-            0.0702
+            0.0247,
+            0.0388,
+            0.1407
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@@ -32873,18 +32980,18 @@
            [
             "FN",
             "False Negative",
-            "0.20125",
-            "267.6671571190814",
-            "0.1767339139195764",
-            "333.5383172558866",
+            "0.1975",
+            "292.12182623355056",
+            "0.18811213960155257",
+            "334.4136394144375",
             "1.0"
            ],
            [
             "TP",
             "True Positive",
-            "0.00125",
-            "1.0506827738970272",
-            "0.0006937394969084216",
+            "0.005",
+            "3.702004169802719",
+            "0.0023839092551704625",
             "0.0",
             "0.0"
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@@ -32894,8 +33001,8 @@
             "TN",
             "True Negative",
             "0.7975",
-            "1245.8027814343134",
-            "0.8225723465835135",
+            "1257.0893779217704",
+            "0.8095039511432769",
             "0.0",
             "0.0"
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@@ -32925,8 +33032,8 @@
          "yaxis": "y",
          "z": [
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-           161,
-           1
+           158,
+           4
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            638,
@@ -33024,9 +33131,9 @@
             "FN",
             "False Negative",
             "0.2025",
-            "268.7178398929784",
-            "0.1774276534164848",
-            "334.14171075190933",
+            "295.82383040335327",
+            "0.190496048856723",
+            "341.24398702319485",
             "1.0"
            ],
            [
@@ -33044,8 +33151,8 @@
             "TN",
             "True Negative",
             "0.7975",
-            "1245.8027814343134",
-            "0.8225723465835135",
+            "1257.0893779217704",
+            "0.8095039511432769",
             "0.0",
             "0.0"
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@@ -33174,9 +33281,9 @@
             "FN",
             "False Negative",
             "0.2025",
-            "268.7178398929784",
-            "0.1774276534164848",
-            "334.14171075190933",
+            "295.82383040335327",
+            "0.190496048856723",
+            "341.24398702319485",
             "1.0"
            ],
            [
@@ -33194,8 +33301,8 @@
             "TN",
             "True Negative",
             "0.7975",
-            "1245.8027814343134",
-            "0.8225723465835135",
+            "1257.0893779217704",
+            "0.8095039511432769",
             "0.0",
             "0.0"
            ],
@@ -33299,7 +33406,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;6,380.00</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;6,380.00</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -33360,7 +33467,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;4,770.00</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;4,830.00</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -33421,7 +33528,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;2,020.00</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;2,170.00</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -33482,7 +33589,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;860.00</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;900.00</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -33543,7 +33650,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;380.00</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;280.00</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -33604,7 +33711,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;122.75</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;110.83</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -33665,7 +33772,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;33.12</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;53.54</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -33726,7 +33833,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;24.14</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;16.49</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -33787,7 +33894,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;33.05</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;24.63</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -33848,7 +33955,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;26.74</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;33.37</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -33909,7 +34016,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;36.25</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;50.85</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -33970,7 +34077,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;76.21</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;81.83</span>",
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+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;136.90</span>",
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@@ -34092,7 +34199,7 @@
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+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;160.79</span>",
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@@ -34153,7 +34260,7 @@
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+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;184.43</span>",
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@@ -34214,7 +34321,7 @@
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+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;252.45</span>",
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@@ -34275,7 +34382,7 @@
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+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;297.07</span>",
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@@ -34336,7 +34443,7 @@
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+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;323.04</span>",
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@@ -34397,7 +34504,7 @@
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              {
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-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;333.54</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;334.41</span>",
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@@ -34458,7 +34565,7 @@
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              {
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-               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;334.14</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;341.24</span>",
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@@ -34519,7 +34626,7 @@
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+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;341.24</span>",
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@@ -35348,7 +35455,7 @@
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+         "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,552.91<br>Total cost: &#36;6,380.00</span>",
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@@ -35482,156 +35589,156 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0.05</td>\n",
-       "      <td>0.4038</td>\n",
-       "      <td>0.6262</td>\n",
-       "      <td>0.1203</td>\n",
-       "      <td>0.4045</td>\n",
-       "      <td>0.2529</td>\n",
-       "      <td>0.2535</td>\n",
+       "      <td>0.3962</td>\n",
+       "      <td>0.6215</td>\n",
+       "      <td>0.1150</td>\n",
+       "      <td>0.4015</td>\n",
+       "      <td>0.2470</td>\n",
+       "      <td>0.2512</td>\n",
        "      <td>1.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.10</td>\n",
-       "      <td>0.7475</td>\n",
-       "      <td>0.8417</td>\n",
-       "      <td>0.4664</td>\n",
-       "      <td>0.6160</td>\n",
-       "      <td>0.5515</td>\n",
-       "      <td>0.4451</td>\n",
+       "      <td>0.7288</td>\n",
+       "      <td>0.8299</td>\n",
+       "      <td>0.4400</td>\n",
+       "      <td>0.5989</td>\n",
+       "      <td>0.5311</td>\n",
+       "      <td>0.4274</td>\n",
        "      <td>1.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.15</td>\n",
-       "      <td>0.8925</td>\n",
-       "      <td>0.9326</td>\n",
-       "      <td>0.7222</td>\n",
-       "      <td>0.7902</td>\n",
-       "      <td>0.7518</td>\n",
-       "      <td>0.6532</td>\n",
+       "      <td>0.8875</td>\n",
+       "      <td>0.9295</td>\n",
+       "      <td>0.7115</td>\n",
+       "      <td>0.7826</td>\n",
+       "      <td>0.7431</td>\n",
+       "      <td>0.6429</td>\n",
        "      <td>1.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.20</td>\n",
-       "      <td>0.9525</td>\n",
-       "      <td>0.9702</td>\n",
-       "      <td>0.8648</td>\n",
-       "      <td>0.8950</td>\n",
-       "      <td>0.8728</td>\n",
-       "      <td>0.8100</td>\n",
+       "      <td>0.9650</td>\n",
+       "      <td>0.9781</td>\n",
+       "      <td>0.8982</td>\n",
+       "      <td>0.9205</td>\n",
+       "      <td>0.9029</td>\n",
+       "      <td>0.8526</td>\n",
        "      <td>1.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>0.25</td>\n",
-       "      <td>0.9825</td>\n",
-       "      <td>0.9844</td>\n",
-       "      <td>0.9470</td>\n",
-       "      <td>0.9581</td>\n",
-       "      <td>0.9477</td>\n",
-       "      <td>0.9302</td>\n",
+       "      <td>0.9838</td>\n",
+       "      <td>0.9852</td>\n",
+       "      <td>0.9507</td>\n",
+       "      <td>0.9610</td>\n",
+       "      <td>0.9513</td>\n",
+       "      <td>0.9357</td>\n",
        "      <td>0.9877</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>0.30</td>\n",
-       "      <td>0.9925</td>\n",
-       "      <td>0.9884</td>\n",
-       "      <td>0.9768</td>\n",
-       "      <td>0.9815</td>\n",
-       "      <td>0.9768</td>\n",
-       "      <td>0.9815</td>\n",
-       "      <td>0.9815</td>\n",
+       "      <td>0.9862</td>\n",
+       "      <td>0.9776</td>\n",
+       "      <td>0.9573</td>\n",
+       "      <td>0.9659</td>\n",
+       "      <td>0.9573</td>\n",
+       "      <td>0.9689</td>\n",
+       "      <td>0.9630</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>0.35</td>\n",
-       "      <td>0.9912</td>\n",
-       "      <td>0.9830</td>\n",
-       "      <td>0.9727</td>\n",
-       "      <td>0.9782</td>\n",
-       "      <td>0.9728</td>\n",
-       "      <td>0.9874</td>\n",
-       "      <td>0.9691</td>\n",
+       "      <td>0.9875</td>\n",
+       "      <td>0.9714</td>\n",
+       "      <td>0.9606</td>\n",
+       "      <td>0.9684</td>\n",
+       "      <td>0.9611</td>\n",
+       "      <td>0.9935</td>\n",
+       "      <td>0.9444</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>0.40</td>\n",
-       "      <td>0.9800</td>\n",
-       "      <td>0.9552</td>\n",
-       "      <td>0.9363</td>\n",
-       "      <td>0.9487</td>\n",
-       "      <td>0.9374</td>\n",
-       "      <td>0.9867</td>\n",
-       "      <td>0.9136</td>\n",
+       "      <td>0.9762</td>\n",
+       "      <td>0.9414</td>\n",
+       "      <td>0.9231</td>\n",
+       "      <td>0.9377</td>\n",
+       "      <td>0.9258</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>0.8827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>0.45</td>\n",
-       "      <td>0.9762</td>\n",
-       "      <td>0.9437</td>\n",
-       "      <td>0.9235</td>\n",
-       "      <td>0.9381</td>\n",
-       "      <td>0.9256</td>\n",
-       "      <td>0.9931</td>\n",
-       "      <td>0.8889</td>\n",
+       "      <td>0.9675</td>\n",
+       "      <td>0.9198</td>\n",
+       "      <td>0.8930</td>\n",
+       "      <td>0.9128</td>\n",
+       "      <td>0.8981</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>0.8395</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>0.50</td>\n",
-       "      <td>0.9612</td>\n",
-       "      <td>0.9043</td>\n",
-       "      <td>0.8708</td>\n",
-       "      <td>0.8942</td>\n",
-       "      <td>0.8782</td>\n",
+       "      <td>0.9512</td>\n",
+       "      <td>0.8796</td>\n",
+       "      <td>0.8342</td>\n",
+       "      <td>0.8632</td>\n",
+       "      <td>0.8459</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.8086</td>\n",
+       "      <td>0.7593</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>0.55</td>\n",
-       "      <td>0.9350</td>\n",
-       "      <td>0.8395</td>\n",
-       "      <td>0.7714</td>\n",
-       "      <td>0.8088</td>\n",
-       "      <td>0.7924</td>\n",
+       "      <td>0.9325</td>\n",
+       "      <td>0.8333</td>\n",
+       "      <td>0.7613</td>\n",
+       "      <td>0.8000</td>\n",
+       "      <td>0.7840</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.6790</td>\n",
+       "      <td>0.6667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>0.60</td>\n",
-       "      <td>0.9075</td>\n",
-       "      <td>0.7716</td>\n",
-       "      <td>0.6548</td>\n",
-       "      <td>0.7040</td>\n",
-       "      <td>0.6977</td>\n",
+       "      <td>0.9062</td>\n",
+       "      <td>0.7685</td>\n",
+       "      <td>0.6491</td>\n",
+       "      <td>0.6988</td>\n",
+       "      <td>0.6932</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.5432</td>\n",
+       "      <td>0.5370</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>0.65</td>\n",
-       "      <td>0.8838</td>\n",
-       "      <td>0.7130</td>\n",
-       "      <td>0.5420</td>\n",
-       "      <td>0.5974</td>\n",
-       "      <td>0.6097</td>\n",
+       "      <td>0.8900</td>\n",
+       "      <td>0.7284</td>\n",
+       "      <td>0.5729</td>\n",
+       "      <td>0.6271</td>\n",
+       "      <td>0.6336</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.4259</td>\n",
+       "      <td>0.4568</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>0.70</td>\n",
-       "      <td>0.8638</td>\n",
-       "      <td>0.6636</td>\n",
-       "      <td>0.4368</td>\n",
-       "      <td>0.4930</td>\n",
-       "      <td>0.5286</td>\n",
+       "      <td>0.8750</td>\n",
+       "      <td>0.6914</td>\n",
+       "      <td>0.4972</td>\n",
+       "      <td>0.5536</td>\n",
+       "      <td>0.5752</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.3272</td>\n",
+       "      <td>0.3827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
@@ -35647,13 +35754,13 @@
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>0.80</td>\n",
-       "      <td>0.8200</td>\n",
-       "      <td>0.5556</td>\n",
-       "      <td>0.1662</td>\n",
-       "      <td>0.2000</td>\n",
-       "      <td>0.3011</td>\n",
+       "      <td>0.8225</td>\n",
+       "      <td>0.5617</td>\n",
+       "      <td>0.1834</td>\n",
+       "      <td>0.2198</td>\n",
+       "      <td>0.3178</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.1111</td>\n",
+       "      <td>0.1235</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
@@ -35669,13 +35776,13 @@
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>0.90</td>\n",
-       "      <td>0.7988</td>\n",
-       "      <td>0.5031</td>\n",
-       "      <td>0.0098</td>\n",
-       "      <td>0.0123</td>\n",
-       "      <td>0.0702</td>\n",
+       "      <td>0.8025</td>\n",
+       "      <td>0.5123</td>\n",
+       "      <td>0.0388</td>\n",
+       "      <td>0.0482</td>\n",
+       "      <td>0.1407</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.0062</td>\n",
+       "      <td>0.0247</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
@@ -35706,47 +35813,47 @@
       "text/plain": [
        "    threshold  accuracy  balanced_accuracy  cohens_kappa  f1_score  \\\n",
        "0        0.00    0.2025             0.5000        0.0000    0.3368   \n",
-       "1        0.05    0.4038             0.6262        0.1203    0.4045   \n",
-       "2        0.10    0.7475             0.8417        0.4664    0.6160   \n",
-       "3        0.15    0.8925             0.9326        0.7222    0.7902   \n",
-       "4        0.20    0.9525             0.9702        0.8648    0.8950   \n",
-       "5        0.25    0.9825             0.9844        0.9470    0.9581   \n",
-       "6        0.30    0.9925             0.9884        0.9768    0.9815   \n",
-       "7        0.35    0.9912             0.9830        0.9727    0.9782   \n",
-       "8        0.40    0.9800             0.9552        0.9363    0.9487   \n",
-       "9        0.45    0.9762             0.9437        0.9235    0.9381   \n",
-       "10       0.50    0.9612             0.9043        0.8708    0.8942   \n",
-       "11       0.55    0.9350             0.8395        0.7714    0.8088   \n",
-       "12       0.60    0.9075             0.7716        0.6548    0.7040   \n",
-       "13       0.65    0.8838             0.7130        0.5420    0.5974   \n",
-       "14       0.70    0.8638             0.6636        0.4368    0.4930   \n",
+       "1        0.05    0.3962             0.6215        0.1150    0.4015   \n",
+       "2        0.10    0.7288             0.8299        0.4400    0.5989   \n",
+       "3        0.15    0.8875             0.9295        0.7115    0.7826   \n",
+       "4        0.20    0.9650             0.9781        0.8982    0.9205   \n",
+       "5        0.25    0.9838             0.9852        0.9507    0.9610   \n",
+       "6        0.30    0.9862             0.9776        0.9573    0.9659   \n",
+       "7        0.35    0.9875             0.9714        0.9606    0.9684   \n",
+       "8        0.40    0.9762             0.9414        0.9231    0.9377   \n",
+       "9        0.45    0.9675             0.9198        0.8930    0.9128   \n",
+       "10       0.50    0.9512             0.8796        0.8342    0.8632   \n",
+       "11       0.55    0.9325             0.8333        0.7613    0.8000   \n",
+       "12       0.60    0.9062             0.7685        0.6491    0.6988   \n",
+       "13       0.65    0.8900             0.7284        0.5729    0.6271   \n",
+       "14       0.70    0.8750             0.6914        0.4972    0.5536   \n",
        "15       0.75    0.8438             0.6142        0.3207    0.3719   \n",
-       "16       0.80    0.8200             0.5556        0.1662    0.2000   \n",
+       "16       0.80    0.8225             0.5617        0.1834    0.2198   \n",
        "17       0.85    0.8088             0.5278        0.0858    0.1053   \n",
-       "18       0.90    0.7988             0.5031        0.0098    0.0123   \n",
+       "18       0.90    0.8025             0.5123        0.0388    0.0482   \n",
        "19       0.95    0.7975             0.5000        0.0000    0.0000   \n",
        "20       1.00    0.7975             0.5000        0.0000    0.0000   \n",
        "\n",
        "    matthews_corr_coef  precision  recall  \n",
        "0               0.0000     0.2025  1.0000  \n",
-       "1               0.2529     0.2535  1.0000  \n",
-       "2               0.5515     0.4451  1.0000  \n",
-       "3               0.7518     0.6532  1.0000  \n",
-       "4               0.8728     0.8100  1.0000  \n",
-       "5               0.9477     0.9302  0.9877  \n",
-       "6               0.9768     0.9815  0.9815  \n",
-       "7               0.9728     0.9874  0.9691  \n",
-       "8               0.9374     0.9867  0.9136  \n",
-       "9               0.9256     0.9931  0.8889  \n",
-       "10              0.8782     1.0000  0.8086  \n",
-       "11              0.7924     1.0000  0.6790  \n",
-       "12              0.6977     1.0000  0.5432  \n",
-       "13              0.6097     1.0000  0.4259  \n",
-       "14              0.5286     1.0000  0.3272  \n",
+       "1               0.2470     0.2512  1.0000  \n",
+       "2               0.5311     0.4274  1.0000  \n",
+       "3               0.7431     0.6429  1.0000  \n",
+       "4               0.9029     0.8526  1.0000  \n",
+       "5               0.9513     0.9357  0.9877  \n",
+       "6               0.9573     0.9689  0.9630  \n",
+       "7               0.9611     0.9935  0.9444  \n",
+       "8               0.9258     1.0000  0.8827  \n",
+       "9               0.8981     1.0000  0.8395  \n",
+       "10              0.8459     1.0000  0.7593  \n",
+       "11              0.7840     1.0000  0.6667  \n",
+       "12              0.6932     1.0000  0.5370  \n",
+       "13              0.6336     1.0000  0.4568  \n",
+       "14              0.5752     1.0000  0.3827  \n",
        "15              0.4370     1.0000  0.2284  \n",
-       "16              0.3011     1.0000  0.1111  \n",
+       "16              0.3178     1.0000  0.1235  \n",
        "17              0.2117     1.0000  0.0556  \n",
-       "18              0.0702     1.0000  0.0062  \n",
+       "18              0.1407     1.0000  0.0247  \n",
        "19              0.0000     1.0000  0.0000  \n",
        "20              0.0000     1.0000  0.0000  "
       ]
@@ -35783,17 +35890,17 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>roc_auc</td>\n",
-       "      <td>0.9991</td>\n",
+       "      <td>0.9992</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>pr_auc</td>\n",
-       "      <td>0.9969</td>\n",
+       "      <td>0.9971</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>brier_score</td>\n",
-       "      <td>0.0423</td>\n",
+       "      <td>0.0438</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -35801,9 +35908,9 @@
       ],
       "text/plain": [
        "  invariant_metric   value\n",
-       "0          roc_auc  0.9991\n",
-       "1           pr_auc  0.9969\n",
-       "2      brier_score  0.0423"
+       "0          roc_auc  0.9992\n",
+       "1           pr_auc  0.9971\n",
+       "2      brier_score  0.0438"
       ]
      },
      "metadata": {},
@@ -35838,7 +35945,7 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>kappa</td>\n",
-       "      <td>0.30</td>\n",
+       "      <td>0.25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -35848,22 +35955,22 @@
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>roc</td>\n",
-       "      <td>0.30</td>\n",
+       "      <td>0.25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>f1_score</td>\n",
-       "      <td>0.30</td>\n",
+       "      <td>0.25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>f2_score</td>\n",
-       "      <td>0.30</td>\n",
+       "      <td>0.25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>f05_score</td>\n",
-       "      <td>0.30</td>\n",
+       "      <td>0.35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
@@ -35876,12 +35983,12 @@
       ],
       "text/plain": [
        "  optimized_metric  optimal_threshold\n",
-       "0            kappa               0.30\n",
+       "0            kappa               0.25\n",
        "1              mcc               0.30\n",
-       "2              roc               0.30\n",
-       "3         f1_score               0.30\n",
-       "4         f2_score               0.30\n",
-       "5        f05_score               0.30\n",
+       "2              roc               0.25\n",
+       "3         f1_score               0.25\n",
+       "4         f2_score               0.25\n",
+       "5        f05_score               0.35\n",
        "6             cost               0.35"
       ]
      },
@@ -35933,9 +36040,9 @@
             "brier_score"
            ],
            [
-            0.9765,
-            0.9298,
-            0.0781
+            0.9551,
+            0.903,
+            0.0821
            ]
           ]
          },
@@ -36069,8 +36176,8 @@
             "TP",
             "True Positive",
             "0.205",
-            "72.86745537208714",
-            "0.1947068966519799",
+            "45.76146486171245",
+            "0.1362559921584607",
             "0",
             "0.0"
            ]
@@ -36089,8 +36196,8 @@
             "FP",
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@@ -37880,8 +37987,8 @@
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@@ -37911,8 +38018,8 @@
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@@ -37933,13 +38040,13 @@
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@@ -38009,18 +38116,18 @@
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@@ -38030,8 +38137,8 @@
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@@ -38061,8 +38168,8 @@
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@@ -38083,13 +38190,13 @@
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@@ -38159,18 +38266,18 @@
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@@ -38180,8 +38287,8 @@
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@@ -38211,8 +38318,8 @@
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@@ -38310,17 +38417,17 @@
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            [
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@@ -38330,8 +38437,8 @@
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@@ -38383,13 +38490,13 @@
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@@ -38459,18 +38566,18 @@
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-            "0.195",
-            "68.889771347314",
-            "0.18407824894676017",
-            "73.79278059838701",
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+            "44.465446343576545",
+            "0.13239706217057706",
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            [
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-            "0.01",
-            "3.9776840247731453",
-            "0.010628647705219747",
+            "0.005",
+            "1.2960185181359063",
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@@ -38480,8 +38587,8 @@
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@@ -38511,8 +38618,8 @@
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@@ -38533,13 +38640,13 @@
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@@ -38609,18 +38716,18 @@
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-            "70.42532140997045",
-            "0.18818134525809535",
-            "73.81946233147164",
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+            "45.76146486171245",
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-            "2.442133962116683",
-            "0.006525551393884547",
+            "0.0",
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@@ -38630,8 +38737,8 @@
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-            "0.8052931033480204",
+            "290.08772706588775",
+            "0.8637440078415395",
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@@ -38661,8 +38768,8 @@
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@@ -38760,9 +38867,9 @@
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@@ -38780,8 +38887,8 @@
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@@ -38910,9 +39017,9 @@
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@@ -38930,8 +39037,8 @@
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@@ -39060,9 +39167,9 @@
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@@ -39080,8 +39187,8 @@
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@@ -39185,7 +39292,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;1,590.00</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;1,590.00</span>",
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@@ -39246,7 +39353,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;1,310.00</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;1,380.00</span>",
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@@ -39307,7 +39414,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;820.00</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;752.30</span>",
                "y": 0.965,
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@@ -39368,7 +39475,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;480.00</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;492.30</span>",
                "y": 0.965,
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@@ -39429,7 +39536,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;261.34</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;304.25</span>",
                "y": 0.965,
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@@ -39490,7 +39597,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;167.33</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;169.48</span>",
                "y": 0.965,
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@@ -39551,7 +39658,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;75.89</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;89.48</span>",
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@@ -39612,7 +39719,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;45.90</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;33.27</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -39673,7 +39780,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;19.67</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;31.56</span>",
                "y": 0.965,
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@@ -39734,7 +39841,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;24.61</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;34.52</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -39795,7 +39902,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;39.28</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;38.65</span>",
                "y": 0.965,
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@@ -39856,7 +39963,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;51.48</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;48.37</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -39917,7 +40024,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;57.25</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;54.87</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -39978,7 +40085,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;63.95</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;59.47</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -40039,7 +40146,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;68.10</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;59.47</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -40100,7 +40207,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;73.42</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;63.02</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -40161,7 +40268,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;73.79</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.34</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -40222,7 +40329,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;73.82</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -40283,7 +40390,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;75.97</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>",
                "y": 0.965,
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@@ -40344,7 +40451,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;75.97</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -40405,7 +40512,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;75.97</span>",
+               "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -41234,7 +41341,7 @@
          }
         },
         "title": {
-         "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;1,590.00</span>",
+         "text": "<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;1,590.00</span>",
          "y": 0.965,
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@@ -41261,9 +41368,9 @@
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Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;169.48</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.25\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;89.48</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.3\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;33.27</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.35\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;31.56</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.4\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;34.52</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.45\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;38.65</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.5\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;48.37</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.55\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;54.87</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.6\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;59.47</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.65\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;59.47</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.7\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;63.02</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.75\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.34</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.8\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.85\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.9\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.95\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true]},{\"title\":{\"text\":\"<b>Interactive Confusion Matrix for the Testing Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"1.0\",\"method\":\"update\"}]}]},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('7b88c42f-db00-4317-8a18-c60847b8be0b');\n",
+       "var gd = document.getElementById('915a6425-378e-4f94-8f82-02a000312f11');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -41359,112 +41466,112 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0.05</td>\n",
-       "      <td>0.345</td>\n",
-       "      <td>0.5881</td>\n",
-       "      <td>0.0806</td>\n",
-       "      <td>0.3850</td>\n",
-       "      <td>0.2049</td>\n",
-       "      <td>0.2384</td>\n",
+       "      <td>0.310</td>\n",
+       "      <td>0.5660</td>\n",
+       "      <td>0.0587</td>\n",
+       "      <td>0.3727</td>\n",
+       "      <td>0.1739</td>\n",
+       "      <td>0.2291</td>\n",
        "      <td>1.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.10</td>\n",
-       "      <td>0.590</td>\n",
-       "      <td>0.7421</td>\n",
-       "      <td>0.2780</td>\n",
-       "      <td>0.5000</td>\n",
-       "      <td>0.4018</td>\n",
-       "      <td>0.3333</td>\n",
-       "      <td>1.0000</td>\n",
+       "      <td>0.620</td>\n",
+       "      <td>0.7520</td>\n",
+       "      <td>0.3018</td>\n",
+       "      <td>0.5128</td>\n",
+       "      <td>0.4115</td>\n",
+       "      <td>0.3478</td>\n",
+       "      <td>0.9756</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.15</td>\n",
-       "      <td>0.760</td>\n",
-       "      <td>0.8491</td>\n",
-       "      <td>0.4867</td>\n",
-       "      <td>0.6308</td>\n",
-       "      <td>0.5671</td>\n",
-       "      <td>0.4607</td>\n",
-       "      <td>1.0000</td>\n",
+       "      <td>0.750</td>\n",
+       "      <td>0.8337</td>\n",
+       "      <td>0.4653</td>\n",
+       "      <td>0.6154</td>\n",
+       "      <td>0.5422</td>\n",
+       "      <td>0.4494</td>\n",
+       "      <td>0.9756</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.20</td>\n",
-       "      <td>0.860</td>\n",
-       "      <td>0.8938</td>\n",
-       "      <td>0.6471</td>\n",
-       "      <td>0.7358</td>\n",
-       "      <td>0.6789</td>\n",
-       "      <td>0.6000</td>\n",
-       "      <td>0.9512</td>\n",
+       "      <td>0.835</td>\n",
+       "      <td>0.8691</td>\n",
+       "      <td>0.5932</td>\n",
+       "      <td>0.6972</td>\n",
+       "      <td>0.6291</td>\n",
+       "      <td>0.5588</td>\n",
+       "      <td>0.9268</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>0.25</td>\n",
-       "      <td>0.900</td>\n",
-       "      <td>0.9009</td>\n",
-       "      <td>0.7233</td>\n",
-       "      <td>0.7872</td>\n",
-       "      <td>0.7334</td>\n",
-       "      <td>0.6981</td>\n",
-       "      <td>0.9024</td>\n",
+       "      <td>0.880</td>\n",
+       "      <td>0.8521</td>\n",
+       "      <td>0.6567</td>\n",
+       "      <td>0.7333</td>\n",
+       "      <td>0.6610</td>\n",
+       "      <td>0.6735</td>\n",
+       "      <td>0.8049</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>0.30</td>\n",
-       "      <td>0.925</td>\n",
-       "      <td>0.8714</td>\n",
-       "      <td>0.7635</td>\n",
-       "      <td>0.8101</td>\n",
-       "      <td>0.7643</td>\n",
-       "      <td>0.8421</td>\n",
-       "      <td>0.7805</td>\n",
+       "      <td>0.920</td>\n",
+       "      <td>0.8773</td>\n",
+       "      <td>0.7546</td>\n",
+       "      <td>0.8049</td>\n",
+       "      <td>0.7546</td>\n",
+       "      <td>0.8049</td>\n",
+       "      <td>0.8049</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>0.35</td>\n",
-       "      <td>0.935</td>\n",
-       "      <td>0.8686</td>\n",
-       "      <td>0.7871</td>\n",
-       "      <td>0.8267</td>\n",
-       "      <td>0.7923</td>\n",
-       "      <td>0.9118</td>\n",
+       "      <td>0.940</td>\n",
+       "      <td>0.8718</td>\n",
+       "      <td>0.8016</td>\n",
+       "      <td>0.8378</td>\n",
+       "      <td>0.8087</td>\n",
+       "      <td>0.9394</td>\n",
        "      <td>0.7561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>0.40</td>\n",
        "      <td>0.930</td>\n",
-       "      <td>0.8293</td>\n",
-       "      <td>0.7541</td>\n",
-       "      <td>0.7941</td>\n",
-       "      <td>0.7780</td>\n",
-       "      <td>1.0000</td>\n",
-       "      <td>0.6585</td>\n",
+       "      <td>0.8383</td>\n",
+       "      <td>0.7591</td>\n",
+       "      <td>0.8000</td>\n",
+       "      <td>0.7758</td>\n",
+       "      <td>0.9655</td>\n",
+       "      <td>0.6829</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>0.45</td>\n",
-       "      <td>0.920</td>\n",
-       "      <td>0.8049</td>\n",
-       "      <td>0.7130</td>\n",
-       "      <td>0.7576</td>\n",
-       "      <td>0.7443</td>\n",
+       "      <td>0.905</td>\n",
+       "      <td>0.7683</td>\n",
+       "      <td>0.6480</td>\n",
+       "      <td>0.6984</td>\n",
+       "      <td>0.6923</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.6098</td>\n",
+       "      <td>0.5366</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>0.50</td>\n",
-       "      <td>0.880</td>\n",
-       "      <td>0.7073</td>\n",
-       "      <td>0.5297</td>\n",
-       "      <td>0.5862</td>\n",
-       "      <td>0.6002</td>\n",
+       "      <td>0.885</td>\n",
+       "      <td>0.7195</td>\n",
+       "      <td>0.5544</td>\n",
+       "      <td>0.6102</td>\n",
+       "      <td>0.6193</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.4146</td>\n",
+       "      <td>0.4390</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
@@ -41480,35 +41587,35 @@
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>0.60</td>\n",
-       "      <td>0.850</td>\n",
-       "      <td>0.6341</td>\n",
-       "      <td>0.3683</td>\n",
-       "      <td>0.4231</td>\n",
-       "      <td>0.4751</td>\n",
+       "      <td>0.845</td>\n",
+       "      <td>0.6220</td>\n",
+       "      <td>0.3390</td>\n",
+       "      <td>0.3922</td>\n",
+       "      <td>0.4518</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.2683</td>\n",
+       "      <td>0.2439</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>0.65</td>\n",
-       "      <td>0.835</td>\n",
-       "      <td>0.5976</td>\n",
-       "      <td>0.2782</td>\n",
-       "      <td>0.3265</td>\n",
-       "      <td>0.4020</td>\n",
+       "      <td>0.830</td>\n",
+       "      <td>0.5854</td>\n",
+       "      <td>0.2466</td>\n",
+       "      <td>0.2917</td>\n",
+       "      <td>0.3750</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.1951</td>\n",
+       "      <td>0.1707</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>0.70</td>\n",
-       "      <td>0.825</td>\n",
-       "      <td>0.5732</td>\n",
-       "      <td>0.2142</td>\n",
-       "      <td>0.2553</td>\n",
-       "      <td>0.3463</td>\n",
+       "      <td>0.830</td>\n",
+       "      <td>0.5854</td>\n",
+       "      <td>0.2466</td>\n",
+       "      <td>0.2917</td>\n",
+       "      <td>0.3750</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.1463</td>\n",
+       "      <td>0.1707</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
@@ -41524,17 +41631,6 @@
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>0.80</td>\n",
-       "      <td>0.805</td>\n",
-       "      <td>0.5244</td>\n",
-       "      <td>0.0754</td>\n",
-       "      <td>0.0930</td>\n",
-       "      <td>0.1979</td>\n",
-       "      <td>1.0000</td>\n",
-       "      <td>0.0488</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>0.85</td>\n",
        "      <td>0.800</td>\n",
        "      <td>0.5122</td>\n",
        "      <td>0.0382</td>\n",
@@ -41544,6 +41640,17 @@
        "      <td>0.0244</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0.85</td>\n",
+       "      <td>0.795</td>\n",
+       "      <td>0.5000</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>0.0000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>0.90</td>\n",
        "      <td>0.795</td>\n",
@@ -41583,46 +41690,46 @@
       "text/plain": [
        "    threshold  accuracy  balanced_accuracy  cohens_kappa  f1_score  \\\n",
        "0        0.00     0.205             0.5000        0.0000    0.3402   \n",
-       "1        0.05     0.345             0.5881        0.0806    0.3850   \n",
-       "2        0.10     0.590             0.7421        0.2780    0.5000   \n",
-       "3        0.15     0.760             0.8491        0.4867    0.6308   \n",
-       "4        0.20     0.860             0.8938        0.6471    0.7358   \n",
-       "5        0.25     0.900             0.9009        0.7233    0.7872   \n",
-       "6        0.30     0.925             0.8714        0.7635    0.8101   \n",
-       "7        0.35     0.935             0.8686        0.7871    0.8267   \n",
-       "8        0.40     0.930             0.8293        0.7541    0.7941   \n",
-       "9        0.45     0.920             0.8049        0.7130    0.7576   \n",
-       "10       0.50     0.880             0.7073        0.5297    0.5862   \n",
+       "1        0.05     0.310             0.5660        0.0587    0.3727   \n",
+       "2        0.10     0.620             0.7520        0.3018    0.5128   \n",
+       "3        0.15     0.750             0.8337        0.4653    0.6154   \n",
+       "4        0.20     0.835             0.8691        0.5932    0.6972   \n",
+       "5        0.25     0.880             0.8521        0.6567    0.7333   \n",
+       "6        0.30     0.920             0.8773        0.7546    0.8049   \n",
+       "7        0.35     0.940             0.8718        0.8016    0.8378   \n",
+       "8        0.40     0.930             0.8383        0.7591    0.8000   \n",
+       "9        0.45     0.905             0.7683        0.6480    0.6984   \n",
+       "10       0.50     0.885             0.7195        0.5544    0.6102   \n",
        "11       0.55     0.860             0.6585        0.4247    0.4815   \n",
-       "12       0.60     0.850             0.6341        0.3683    0.4231   \n",
-       "13       0.65     0.835             0.5976        0.2782    0.3265   \n",
-       "14       0.70     0.825             0.5732        0.2142    0.2553   \n",
+       "12       0.60     0.845             0.6220        0.3390    0.3922   \n",
+       "13       0.65     0.830             0.5854        0.2466    0.2917   \n",
+       "14       0.70     0.830             0.5854        0.2466    0.2917   \n",
        "15       0.75     0.815             0.5488        0.1467    0.1778   \n",
-       "16       0.80     0.805             0.5244        0.0754    0.0930   \n",
-       "17       0.85     0.800             0.5122        0.0382    0.0476   \n",
+       "16       0.80     0.800             0.5122        0.0382    0.0476   \n",
+       "17       0.85     0.795             0.5000        0.0000    0.0000   \n",
        "18       0.90     0.795             0.5000        0.0000    0.0000   \n",
        "19       0.95     0.795             0.5000        0.0000    0.0000   \n",
        "20       1.00     0.795             0.5000        0.0000    0.0000   \n",
        "\n",
        "    matthews_corr_coef  precision  recall  \n",
        "0               0.0000     0.2050  1.0000  \n",
-       "1               0.2049     0.2384  1.0000  \n",
-       "2               0.4018     0.3333  1.0000  \n",
-       "3               0.5671     0.4607  1.0000  \n",
-       "4               0.6789     0.6000  0.9512  \n",
-       "5               0.7334     0.6981  0.9024  \n",
-       "6               0.7643     0.8421  0.7805  \n",
-       "7               0.7923     0.9118  0.7561  \n",
-       "8               0.7780     1.0000  0.6585  \n",
-       "9               0.7443     1.0000  0.6098  \n",
-       "10              0.6002     1.0000  0.4146  \n",
+       "1               0.1739     0.2291  1.0000  \n",
+       "2               0.4115     0.3478  0.9756  \n",
+       "3               0.5422     0.4494  0.9756  \n",
+       "4               0.6291     0.5588  0.9268  \n",
+       "5               0.6610     0.6735  0.8049  \n",
+       "6               0.7546     0.8049  0.8049  \n",
+       "7               0.8087     0.9394  0.7561  \n",
+       "8               0.7758     0.9655  0.6829  \n",
+       "9               0.6923     1.0000  0.5366  \n",
+       "10              0.6193     1.0000  0.4390  \n",
        "11              0.5192     1.0000  0.3171  \n",
-       "12              0.4751     1.0000  0.2683  \n",
-       "13              0.4020     1.0000  0.1951  \n",
-       "14              0.3463     1.0000  0.1463  \n",
+       "12              0.4518     1.0000  0.2439  \n",
+       "13              0.3750     1.0000  0.1707  \n",
+       "14              0.3750     1.0000  0.1707  \n",
        "15              0.2813     1.0000  0.0976  \n",
-       "16              0.1979     1.0000  0.0488  \n",
-       "17              0.1396     1.0000  0.0244  \n",
+       "16              0.1396     1.0000  0.0244  \n",
+       "17              0.0000     1.0000  0.0000  \n",
        "18              0.0000     1.0000  0.0000  \n",
        "19              0.0000     1.0000  0.0000  \n",
        "20              0.0000     1.0000  0.0000  "
@@ -41660,17 +41767,17 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>roc_auc</td>\n",
-       "      <td>0.9765</td>\n",
+       "      <td>0.9551</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>pr_auc</td>\n",
-       "      <td>0.9298</td>\n",
+       "      <td>0.9030</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>brier_score</td>\n",
-       "      <td>0.0781</td>\n",
+       "      <td>0.0821</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -41678,9 +41785,9 @@
       ],
       "text/plain": [
        "  invariant_metric   value\n",
-       "0          roc_auc  0.9765\n",
-       "1           pr_auc  0.9298\n",
-       "2      brier_score  0.0781"
+       "0          roc_auc  0.9551\n",
+       "1           pr_auc  0.9030\n",
+       "2      brier_score  0.0821"
       ]
      },
      "metadata": {},
@@ -41727,17 +41834,17 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>roc_auc</td>\n",
-       "      <td>0.9765</td>\n",
+       "      <td>0.9551</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>pr_auc</td>\n",
-       "      <td>0.9298</td>\n",
+       "      <td>0.9030</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>brier_score</td>\n",
-       "      <td>0.0781</td>\n",
+       "      <td>0.0821</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -41745,9 +41852,9 @@
       ],
       "text/plain": [
        "  invariant_metric   value\n",
-       "0          roc_auc  0.9765\n",
-       "1           pr_auc  0.9298\n",
-       "2      brier_score  0.0781"
+       "0          roc_auc  0.9551\n",
+       "1           pr_auc  0.9030\n",
+       "2      brier_score  0.0821"
       ]
      },
      "execution_count": 18,
@@ -41772,8 +41879,8 @@
     {
      "data": {
       "text/plain": [
-       "array([[153,   6],\n",
-       "       [  9,  32]])"
+       "array([[151,   8],\n",
+       "       [  8,  33]])"
       ]
      },
      "metadata": {},
@@ -41808,37 +41915,37 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>accuracy</td>\n",
-       "      <td>0.9250</td>\n",
+       "      <td>0.9200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>balanced_accuracy</td>\n",
-       "      <td>0.8714</td>\n",
+       "      <td>0.8773</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>f1_score</td>\n",
-       "      <td>0.8101</td>\n",
+       "      <td>0.8049</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>precision</td>\n",
-       "      <td>0.8421</td>\n",
+       "      <td>0.8049</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>recall</td>\n",
-       "      <td>0.7805</td>\n",
+       "      <td>0.8049</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>cohens_kappa</td>\n",
-       "      <td>0.7635</td>\n",
+       "      <td>0.7546</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>matthews_corr_coef</td>\n",
-       "      <td>0.7643</td>\n",
+       "      <td>0.7546</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -41846,13 +41953,13 @@
       ],
       "text/plain": [
        "  threshold_dependent_metric   value\n",
-       "0                   accuracy  0.9250\n",
-       "1          balanced_accuracy  0.8714\n",
-       "2                   f1_score  0.8101\n",
-       "3                  precision  0.8421\n",
-       "4                     recall  0.7805\n",
-       "5               cohens_kappa  0.7635\n",
-       "6         matthews_corr_coef  0.7643"
+       "0                   accuracy  0.9200\n",
+       "1          balanced_accuracy  0.8773\n",
+       "2                   f1_score  0.8049\n",
+       "3                  precision  0.8049\n",
+       "4                     recall  0.8049\n",
+       "5               cohens_kappa  0.7546\n",
+       "6         matthews_corr_coef  0.7546"
       ]
      },
      "metadata": {},
@@ -41916,12 +42023,12 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>f1_score</td>\n",
-       "      <td>0.30</td>\n",
+       "      <td>0.25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>f2_score</td>\n",
-       "      <td>0.30</td>\n",
+       "      <td>0.25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -41940,8 +42047,8 @@
       "text/plain": [
        "  optimized_metric  optimal_threshold\n",
        "0            kappa               0.30\n",
-       "1         f1_score               0.30\n",
-       "2         f2_score               0.30\n",
+       "1         f1_score               0.25\n",
+       "2         f2_score               0.25\n",
        "3        f05_score               0.35\n",
        "4             cost               0.35"
       ]
@@ -41983,7 +42090,7 @@
     {
      "data": {
       "text/plain": [
-       "0.3"
+       "0.25"
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@@ -46517,7 +46624,7 @@
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          "showlegend": false,
          "textposition": [
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+          "top left"
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          "type": "scatter",
@@ -46527,7 +46634,7 @@
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          "xaxis": "x3",
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+          45.76146486171245
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          "yaxis": "y3"
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@@ -46541,7 +46648,7 @@
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+          "bottom left"
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          "texttemplate": "cost: &#36;%{y}",
          "type": "scatter",
@@ -46551,7 +46658,7 @@
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          "xaxis": "x3",
          "y": [
-          75.9665774440284
+          68.86430117274301
          ],
          "yaxis": "y3"
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@@ -46660,7 +46767,7 @@
          },
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           "showarrow": false,
-          "text": "Swaps: 0.4",
+          "text": "Swaps: 0.45",
           "x": 0.5,
           "xref": "x2 domain",
           "y": 1.15,
@@ -46668,7 +46775,7 @@
          },
          {
           "showarrow": false,
-          "text": "Swaps: 0.9",
+          "text": "Swaps: 0.85",
           "x": 0.5,
           "xref": "x4 domain",
           "y": 1.15,
@@ -46878,7 +46985,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;1,590.00</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;1,590.00</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -47075,7 +47182,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;1,310.00</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;1,380.00</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -47272,7 +47379,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;820.00</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;752.30</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -47469,7 +47576,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;480.00</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;492.30</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -47666,7 +47773,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;261.34</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;304.25</span>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -47863,7 +47970,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;167.33</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;169.48</span>",
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@@ -48060,7 +48167,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;75.89</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;89.48</span>",
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@@ -48257,7 +48364,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;45.90</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;33.27</span>",
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                "yanchor": "bottom"
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@@ -48454,7 +48561,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;19.67</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;31.56</span>",
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@@ -48651,7 +48758,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;24.61</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;34.52</span>",
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@@ -48848,7 +48955,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;39.28</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;38.65</span>",
                "y": 0.965,
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@@ -49045,7 +49152,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;51.48</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;48.37</span>",
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@@ -49242,7 +49349,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;57.25</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;54.87</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -49439,7 +49546,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;63.95</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;59.47</span>",
                "y": 0.965,
                "yanchor": "bottom"
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@@ -49636,7 +49743,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;68.10</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;59.47</span>",
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@@ -49833,7 +49940,7 @@
              },
              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;73.42</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;63.02</span>",
                "y": 0.965,
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@@ -50030,7 +50137,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;73.79</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.34</span>",
                "y": 0.965,
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@@ -50227,7 +50334,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;73.82</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>",
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                "yanchor": "bottom"
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@@ -50424,7 +50531,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;75.97</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>",
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@@ -50621,7 +50728,7 @@
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              {
               "title": {
-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;75.97</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>",
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@@ -50818,7 +50925,7 @@
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              {
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-               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;75.97</span>",
+               "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>",
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@@ -51647,7 +51754,7 @@
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         },
         "title": {
-         "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;1,590.00</span>",
+         "text": "<b>Interactive Confusion Line Chart</b><br><span style=\"font-size: 13px;\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;1,590.00</span>",
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@@ -51738,9 +51845,9 @@
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style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;1,590.00</span>\",\"y\":0.965,\"yanchor\":\"bottom\"},\"margin\":{\"t\":125},\"sliders\":[{\"active\":0,\"currentvalue\":{\"prefix\":\"Threshold: 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&#36;1,310.00</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.05\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive 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&#36;820.00</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.1\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;480.00</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.15\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: &#36;261.34</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.2\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;374.24<br>Total cost: 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&#36;1,590.00</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.0\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;1,380.00</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.05\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;752.30</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.1\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;492.30</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.15\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;304.25</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.2\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;169.48</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.25\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;89.48</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.3\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;33.27</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.35\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;31.56</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.4\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;34.52</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.45\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;38.65</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.5\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;48.37</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.55\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;54.87</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.6\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;59.47</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.65\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;59.47</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.7\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;63.02</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.75\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.34</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.8\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.85\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.9\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"0.95\",\"method\":\"update\"},{\"args\":[{\"visible\":[true,true,true,true,true,true,true,true,true,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true,true]},{\"title\":{\"text\":\"<b>Interactive Confusion Line Chart</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 200<br>Total amount: &#36;335.85<br>Total cost: &#36;68.86</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"1.0\",\"method\":\"update\"}]}],\"height\":600,\"hovermode\":\"x\"},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('a03d418a-7039-4eb9-8d06-c76866c6567c');\n",
+       "var gd = document.getElementById('9ae66ae7-6b62-458e-9132-5d2ea96ce725');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -51795,7 +51902,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "total amount: $374.24\n"
+      "total amount: $335.85\n"
      ]
     },
     {
@@ -51836,9 +51943,9 @@
        "      <th>0</th>\n",
        "      <td>0.00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>72.867455</td>\n",
+       "      <td>45.761465</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1590.0</td>\n",
        "      <td>0.000000</td>\n",
@@ -51848,262 +51955,262 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0.05</td>\n",
-       "      <td>47.631375</td>\n",
-       "      <td>253.742949</td>\n",
+       "      <td>29.286441</td>\n",
+       "      <td>260.801286</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>72.867455</td>\n",
+       "      <td>45.761465</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1310.0</td>\n",
+       "      <td>1380.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1310.000000</td>\n",
+       "      <td>1380.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.10</td>\n",
-       "      <td>125.157803</td>\n",
-       "      <td>176.216521</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>72.867455</td>\n",
+       "      <td>141.016189</td>\n",
+       "      <td>149.071538</td>\n",
+       "      <td>0.271689</td>\n",
+       "      <td>45.489775</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>820.0</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>750.0</td>\n",
+       "      <td>2.295028</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>820.000000</td>\n",
+       "      <td>752.295028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.15</td>\n",
-       "      <td>190.992992</td>\n",
-       "      <td>110.381332</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>72.867455</td>\n",
+       "      <td>185.252232</td>\n",
+       "      <td>104.835495</td>\n",
+       "      <td>0.271689</td>\n",
+       "      <td>45.489775</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>480.0</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>490.0</td>\n",
+       "      <td>2.295028</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>480.000000</td>\n",
+       "      <td>492.295028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.20</td>\n",
-       "      <td>243.807938</td>\n",
-       "      <td>57.566386</td>\n",
-       "      <td>0.625123</td>\n",
-       "      <td>72.242332</td>\n",
+       "      <td>232.413556</td>\n",
+       "      <td>57.674171</td>\n",
+       "      <td>1.096405</td>\n",
+       "      <td>44.665060</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>260.0</td>\n",
-       "      <td>1.344894</td>\n",
+       "      <td>300.0</td>\n",
+       "      <td>4.251040</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>261.344894</td>\n",
+       "      <td>304.251040</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>0.25</td>\n",
-       "      <td>269.251170</td>\n",
-       "      <td>32.123154</td>\n",
-       "      <td>6.822356</td>\n",
-       "      <td>66.045099</td>\n",
+       "      <td>260.154255</td>\n",
+       "      <td>29.933472</td>\n",
+       "      <td>7.812413</td>\n",
+       "      <td>37.949052</td>\n",
        "      <td>0.0</td>\n",
        "      <td>160.0</td>\n",
-       "      <td>7.325754</td>\n",
+       "      <td>9.483210</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>167.325754</td>\n",
+       "      <td>169.483210</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>0.30</td>\n",
-       "      <td>289.990695</td>\n",
-       "      <td>11.383628</td>\n",
-       "      <td>10.569109</td>\n",
-       "      <td>62.298347</td>\n",
+       "      <td>272.472271</td>\n",
+       "      <td>17.615456</td>\n",
+       "      <td>7.812413</td>\n",
+       "      <td>37.949052</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>15.892401</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9.483210</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.892401</td>\n",
+       "      <td>89.483210</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>0.35</td>\n",
-       "      <td>294.364655</td>\n",
-       "      <td>7.009669</td>\n",
-       "      <td>13.708980</td>\n",
-       "      <td>59.158475</td>\n",
+       "      <td>288.065533</td>\n",
+       "      <td>2.022194</td>\n",
+       "      <td>9.907729</td>\n",
+       "      <td>35.853736</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>15.903119</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>13.266683</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>45.903119</td>\n",
+       "      <td>33.266683</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>0.40</td>\n",
-       "      <td>301.374324</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>16.306414</td>\n",
-       "      <td>56.561041</td>\n",
+       "      <td>289.577899</td>\n",
+       "      <td>0.509828</td>\n",
+       "      <td>12.351725</td>\n",
+       "      <td>33.409740</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>21.557577</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>19.671262</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>19.671262</td>\n",
+       "      <td>31.557577</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>0.45</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>19.198265</td>\n",
-       "      <td>53.669190</td>\n",
+       "      <td>17.779753</td>\n",
+       "      <td>27.981711</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>24.614537</td>\n",
+       "      <td>34.519345</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>24.614537</td>\n",
+       "      <td>34.519345</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>0.50</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>35.100843</td>\n",
-       "      <td>37.766612</td>\n",
+       "      <td>20.335778</td>\n",
+       "      <td>25.425687</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>39.283948</td>\n",
+       "      <td>38.648881</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>39.283948</td>\n",
+       "      <td>38.648881</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>0.55</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>44.417827</td>\n",
-       "      <td>28.449629</td>\n",
+       "      <td>29.250777</td>\n",
+       "      <td>16.510688</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>51.482290</td>\n",
+       "      <td>48.365227</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>51.482290</td>\n",
+       "      <td>48.365227</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>0.60</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>45.888193</td>\n",
-       "      <td>26.979263</td>\n",
+       "      <td>32.638097</td>\n",
+       "      <td>13.123368</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>57.250001</td>\n",
+       "      <td>54.865291</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>57.250001</td>\n",
+       "      <td>54.865291</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>0.65</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>53.460024</td>\n",
-       "      <td>19.407432</td>\n",
+       "      <td>37.377487</td>\n",
+       "      <td>8.383978</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>63.949825</td>\n",
+       "      <td>59.469587</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>63.949825</td>\n",
+       "      <td>59.469587</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>0.70</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>58.676879</td>\n",
-       "      <td>14.190576</td>\n",
+       "      <td>37.377487</td>\n",
+       "      <td>8.383978</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>68.102744</td>\n",
+       "      <td>59.469587</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>68.102744</td>\n",
+       "      <td>59.469587</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>0.75</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>65.132908</td>\n",
-       "      <td>7.734548</td>\n",
+       "      <td>41.623929</td>\n",
+       "      <td>4.137536</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.422285</td>\n",
+       "      <td>63.020812</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.422285</td>\n",
+       "      <td>63.020812</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>0.80</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>68.889771</td>\n",
-       "      <td>3.977684</td>\n",
+       "      <td>44.465446</td>\n",
+       "      <td>1.296019</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.792781</td>\n",
+       "      <td>68.343477</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.792781</td>\n",
+       "      <td>68.343477</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>0.85</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>45.761465</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>70.425321</td>\n",
-       "      <td>2.442134</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.819462</td>\n",
+       "      <td>68.864301</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.819462</td>\n",
+       "      <td>68.864301</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>0.90</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>72.867455</td>\n",
+       "      <td>45.761465</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>0.95</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>72.867455</td>\n",
+       "      <td>45.761465</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>1.00</td>\n",
-       "      <td>301.374324</td>\n",
+       "      <td>290.087727</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>72.867455</td>\n",
+       "      <td>45.761465</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -52111,50 +52218,50 @@
       ],
       "text/plain": [
        "    threshold   amount_TN   amount_FP  amount_FN  amount_TP  cost_TN  cost_FP  \\\n",
-       "0        0.00    0.000000  301.374324   0.000000  72.867455      0.0   1590.0   \n",
-       "1        0.05   47.631375  253.742949   0.000000  72.867455      0.0   1310.0   \n",
-       "2        0.10  125.157803  176.216521   0.000000  72.867455      0.0    820.0   \n",
-       "3        0.15  190.992992  110.381332   0.000000  72.867455      0.0    480.0   \n",
-       "4        0.20  243.807938   57.566386   0.625123  72.242332      0.0    260.0   \n",
-       "5        0.25  269.251170   32.123154   6.822356  66.045099      0.0    160.0   \n",
-       "6        0.30  289.990695   11.383628  10.569109  62.298347      0.0     60.0   \n",
-       "7        0.35  294.364655    7.009669  13.708980  59.158475      0.0     30.0   \n",
-       "8        0.40  301.374324    0.000000  16.306414  56.561041      0.0      0.0   \n",
-       "9        0.45  301.374324    0.000000  19.198265  53.669190      0.0      0.0   \n",
-       "10       0.50  301.374324    0.000000  35.100843  37.766612      0.0      0.0   \n",
-       "11       0.55  301.374324    0.000000  44.417827  28.449629      0.0      0.0   \n",
-       "12       0.60  301.374324    0.000000  45.888193  26.979263      0.0      0.0   \n",
-       "13       0.65  301.374324    0.000000  53.460024  19.407432      0.0      0.0   \n",
-       "14       0.70  301.374324    0.000000  58.676879  14.190576      0.0      0.0   \n",
-       "15       0.75  301.374324    0.000000  65.132908   7.734548      0.0      0.0   \n",
-       "16       0.80  301.374324    0.000000  68.889771   3.977684      0.0      0.0   \n",
-       "17       0.85  301.374324    0.000000  70.425321   2.442134      0.0      0.0   \n",
-       "18       0.90  301.374324    0.000000  72.867455   0.000000      0.0      0.0   \n",
-       "19       0.95  301.374324    0.000000  72.867455   0.000000      0.0      0.0   \n",
-       "20       1.00  301.374324    0.000000  72.867455   0.000000      0.0      0.0   \n",
+       "0        0.00    0.000000  290.087727   0.000000  45.761465      0.0   1590.0   \n",
+       "1        0.05   29.286441  260.801286   0.000000  45.761465      0.0   1380.0   \n",
+       "2        0.10  141.016189  149.071538   0.271689  45.489775      0.0    750.0   \n",
+       "3        0.15  185.252232  104.835495   0.271689  45.489775      0.0    490.0   \n",
+       "4        0.20  232.413556   57.674171   1.096405  44.665060      0.0    300.0   \n",
+       "5        0.25  260.154255   29.933472   7.812413  37.949052      0.0    160.0   \n",
+       "6        0.30  272.472271   17.615456   7.812413  37.949052      0.0     80.0   \n",
+       "7        0.35  288.065533    2.022194   9.907729  35.853736      0.0     20.0   \n",
+       "8        0.40  289.577899    0.509828  12.351725  33.409740      0.0     10.0   \n",
+       "9        0.45  290.087727    0.000000  17.779753  27.981711      0.0      0.0   \n",
+       "10       0.50  290.087727    0.000000  20.335778  25.425687      0.0      0.0   \n",
+       "11       0.55  290.087727    0.000000  29.250777  16.510688      0.0      0.0   \n",
+       "12       0.60  290.087727    0.000000  32.638097  13.123368      0.0      0.0   \n",
+       "13       0.65  290.087727    0.000000  37.377487   8.383978      0.0      0.0   \n",
+       "14       0.70  290.087727    0.000000  37.377487   8.383978      0.0      0.0   \n",
+       "15       0.75  290.087727    0.000000  41.623929   4.137536      0.0      0.0   \n",
+       "16       0.80  290.087727    0.000000  44.465446   1.296019      0.0      0.0   \n",
+       "17       0.85  290.087727    0.000000  45.761465   0.000000      0.0      0.0   \n",
+       "18       0.90  290.087727    0.000000  45.761465   0.000000      0.0      0.0   \n",
+       "19       0.95  290.087727    0.000000  45.761465   0.000000      0.0      0.0   \n",
+       "20       1.00  290.087727    0.000000  45.761465   0.000000      0.0      0.0   \n",
        "\n",
        "      cost_FN  cost_TP   total_cost  \n",
        "0    0.000000      0.0  1590.000000  \n",
-       "1    0.000000      0.0  1310.000000  \n",
-       "2    0.000000      0.0   820.000000  \n",
-       "3    0.000000      0.0   480.000000  \n",
-       "4    1.344894      0.0   261.344894  \n",
-       "5    7.325754      0.0   167.325754  \n",
-       "6   15.892401      0.0    75.892401  \n",
-       "7   15.903119      0.0    45.903119  \n",
-       "8   19.671262      0.0    19.671262  \n",
-       "9   24.614537      0.0    24.614537  \n",
-       "10  39.283948      0.0    39.283948  \n",
-       "11  51.482290      0.0    51.482290  \n",
-       "12  57.250001      0.0    57.250001  \n",
-       "13  63.949825      0.0    63.949825  \n",
-       "14  68.102744      0.0    68.102744  \n",
-       "15  73.422285      0.0    73.422285  \n",
-       "16  73.792781      0.0    73.792781  \n",
-       "17  73.819462      0.0    73.819462  \n",
-       "18  75.966577      0.0    75.966577  \n",
-       "19  75.966577      0.0    75.966577  \n",
-       "20  75.966577      0.0    75.966577  "
+       "1    0.000000      0.0  1380.000000  \n",
+       "2    2.295028      0.0   752.295028  \n",
+       "3    2.295028      0.0   492.295028  \n",
+       "4    4.251040      0.0   304.251040  \n",
+       "5    9.483210      0.0   169.483210  \n",
+       "6    9.483210      0.0    89.483210  \n",
+       "7   13.266683      0.0    33.266683  \n",
+       "8   21.557577      0.0    31.557577  \n",
+       "9   34.519345      0.0    34.519345  \n",
+       "10  38.648881      0.0    38.648881  \n",
+       "11  48.365227      0.0    48.365227  \n",
+       "12  54.865291      0.0    54.865291  \n",
+       "13  59.469587      0.0    59.469587  \n",
+       "14  59.469587      0.0    59.469587  \n",
+       "15  63.020812      0.0    63.020812  \n",
+       "16  68.343477      0.0    68.343477  \n",
+       "17  68.864301      0.0    68.864301  \n",
+       "18  68.864301      0.0    68.864301  \n",
+       "19  68.864301      0.0    68.864301  \n",
+       "20  68.864301      0.0    68.864301  "
       ]
      },
      "execution_count": 24,
@@ -52217,172 +52324,172 @@
        "      <th>1</th>\n",
        "      <td>0.05</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1310.0</td>\n",
+       "      <td>1380.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1310.000000</td>\n",
+       "      <td>1380.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.10</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>820.0</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>750.0</td>\n",
+       "      <td>2.295028</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>820.000000</td>\n",
+       "      <td>752.295028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.15</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>480.0</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>490.0</td>\n",
+       "      <td>2.295028</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>480.000000</td>\n",
+       "      <td>492.295028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.20</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>260.0</td>\n",
-       "      <td>1.344894</td>\n",
+       "      <td>300.0</td>\n",
+       "      <td>4.251040</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>261.344894</td>\n",
+       "      <td>304.251040</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>0.25</td>\n",
        "      <td>0.0</td>\n",
        "      <td>160.0</td>\n",
-       "      <td>7.325754</td>\n",
+       "      <td>9.483210</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>167.325754</td>\n",
+       "      <td>169.483210</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>0.30</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>15.892401</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9.483210</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.892401</td>\n",
+       "      <td>89.483210</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>0.35</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>15.903119</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>13.266683</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>45.903119</td>\n",
+       "      <td>33.266683</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>0.40</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>21.557577</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>19.671262</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>19.671262</td>\n",
+       "      <td>31.557577</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>0.45</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>24.614537</td>\n",
+       "      <td>34.519345</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>24.614537</td>\n",
+       "      <td>34.519345</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>0.50</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>39.283948</td>\n",
+       "      <td>38.648881</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>39.283948</td>\n",
+       "      <td>38.648881</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>0.55</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>51.482290</td>\n",
+       "      <td>48.365227</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>51.482290</td>\n",
+       "      <td>48.365227</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>0.60</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>57.250001</td>\n",
+       "      <td>54.865291</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>57.250001</td>\n",
+       "      <td>54.865291</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>0.65</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>63.949825</td>\n",
+       "      <td>59.469587</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>63.949825</td>\n",
+       "      <td>59.469587</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>0.70</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>68.102744</td>\n",
+       "      <td>59.469587</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>68.102744</td>\n",
+       "      <td>59.469587</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>0.75</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.422285</td>\n",
+       "      <td>63.020812</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.422285</td>\n",
+       "      <td>63.020812</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>0.80</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.792781</td>\n",
+       "      <td>68.343477</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.792781</td>\n",
+       "      <td>68.343477</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>0.85</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.819462</td>\n",
+       "      <td>68.864301</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.819462</td>\n",
+       "      <td>68.864301</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>0.90</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>0.95</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -52391,25 +52498,25 @@
       "text/plain": [
        "    threshold  cost_TN  cost_FP    cost_FN  cost_TP   total_cost\n",
        "0        0.00      0.0   1590.0   0.000000      0.0  1590.000000\n",
-       "1        0.05      0.0   1310.0   0.000000      0.0  1310.000000\n",
-       "2        0.10      0.0    820.0   0.000000      0.0   820.000000\n",
-       "3        0.15      0.0    480.0   0.000000      0.0   480.000000\n",
-       "4        0.20      0.0    260.0   1.344894      0.0   261.344894\n",
-       "5        0.25      0.0    160.0   7.325754      0.0   167.325754\n",
-       "6        0.30      0.0     60.0  15.892401      0.0    75.892401\n",
-       "7        0.35      0.0     30.0  15.903119      0.0    45.903119\n",
-       "8        0.40      0.0      0.0  19.671262      0.0    19.671262\n",
-       "9        0.45      0.0      0.0  24.614537      0.0    24.614537\n",
-       "10       0.50      0.0      0.0  39.283948      0.0    39.283948\n",
-       "11       0.55      0.0      0.0  51.482290      0.0    51.482290\n",
-       "12       0.60      0.0      0.0  57.250001      0.0    57.250001\n",
-       "13       0.65      0.0      0.0  63.949825      0.0    63.949825\n",
-       "14       0.70      0.0      0.0  68.102744      0.0    68.102744\n",
-       "15       0.75      0.0      0.0  73.422285      0.0    73.422285\n",
-       "16       0.80      0.0      0.0  73.792781      0.0    73.792781\n",
-       "17       0.85      0.0      0.0  73.819462      0.0    73.819462\n",
-       "18       0.90      0.0      0.0  75.966577      0.0    75.966577\n",
-       "19       0.95      0.0      0.0  75.966577      0.0    75.966577"
+       "1        0.05      0.0   1380.0   0.000000      0.0  1380.000000\n",
+       "2        0.10      0.0    750.0   2.295028      0.0   752.295028\n",
+       "3        0.15      0.0    490.0   2.295028      0.0   492.295028\n",
+       "4        0.20      0.0    300.0   4.251040      0.0   304.251040\n",
+       "5        0.25      0.0    160.0   9.483210      0.0   169.483210\n",
+       "6        0.30      0.0     80.0   9.483210      0.0    89.483210\n",
+       "7        0.35      0.0     20.0  13.266683      0.0    33.266683\n",
+       "8        0.40      0.0     10.0  21.557577      0.0    31.557577\n",
+       "9        0.45      0.0      0.0  34.519345      0.0    34.519345\n",
+       "10       0.50      0.0      0.0  38.648881      0.0    38.648881\n",
+       "11       0.55      0.0      0.0  48.365227      0.0    48.365227\n",
+       "12       0.60      0.0      0.0  54.865291      0.0    54.865291\n",
+       "13       0.65      0.0      0.0  59.469587      0.0    59.469587\n",
+       "14       0.70      0.0      0.0  59.469587      0.0    59.469587\n",
+       "15       0.75      0.0      0.0  63.020812      0.0    63.020812\n",
+       "16       0.80      0.0      0.0  68.343477      0.0    68.343477\n",
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        "                            \n",
-       "var gd = document.getElementById('b9c1047e-f651-4ca2-b3d8-dfa6a9be8a8f');\n",
+       "var gd = document.getElementById('34251e83-5ec0-40b0-b766-88973aaf0a4a');\n",
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@@ -53517,9 +53624,9 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0.00</td>\n",
-       "      <td>72.867455</td>\n",
-       "      <td>301.374324</td>\n",
-       "      <td>374.241779</td>\n",
+       "      <td>45.761465</td>\n",
+       "      <td>290.087727</td>\n",
+       "      <td>335.849192</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1590.0</td>\n",
        "      <td>0.000000</td>\n",
@@ -53529,206 +53636,206 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0.05</td>\n",
-       "      <td>72.867455</td>\n",
-       "      <td>253.742949</td>\n",
-       "      <td>326.610404</td>\n",
+       "      <td>45.761465</td>\n",
+       "      <td>260.801286</td>\n",
+       "      <td>306.562751</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1310.0</td>\n",
+       "      <td>1380.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1310.000000</td>\n",
+       "      <td>1380.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.10</td>\n",
-       "      <td>72.867455</td>\n",
-       "      <td>176.216521</td>\n",
-       "      <td>249.083976</td>\n",
+       "      <td>45.489775</td>\n",
+       "      <td>149.071538</td>\n",
+       "      <td>194.561314</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>820.0</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>750.0</td>\n",
+       "      <td>2.295028</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>820.000000</td>\n",
+       "      <td>752.295028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.15</td>\n",
-       "      <td>72.867455</td>\n",
-       "      <td>110.381332</td>\n",
-       "      <td>183.248787</td>\n",
+       "      <td>45.489775</td>\n",
+       "      <td>104.835495</td>\n",
+       "      <td>150.325271</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>480.0</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>490.0</td>\n",
+       "      <td>2.295028</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>480.000000</td>\n",
+       "      <td>492.295028</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.20</td>\n",
-       "      <td>72.242332</td>\n",
-       "      <td>57.566386</td>\n",
-       "      <td>129.808718</td>\n",
+       "      <td>44.665060</td>\n",
+       "      <td>57.674171</td>\n",
+       "      <td>102.339231</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>260.0</td>\n",
-       "      <td>1.344894</td>\n",
+       "      <td>300.0</td>\n",
+       "      <td>4.251040</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>261.344894</td>\n",
+       "      <td>304.251040</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>0.25</td>\n",
-       "      <td>66.045099</td>\n",
-       "      <td>32.123154</td>\n",
-       "      <td>98.168253</td>\n",
+       "      <td>37.949052</td>\n",
+       "      <td>29.933472</td>\n",
+       "      <td>67.882524</td>\n",
        "      <td>0.0</td>\n",
        "      <td>160.0</td>\n",
-       "      <td>7.325754</td>\n",
+       "      <td>9.483210</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>167.325754</td>\n",
+       "      <td>169.483210</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>0.30</td>\n",
-       "      <td>62.298347</td>\n",
-       "      <td>11.383628</td>\n",
-       "      <td>73.681975</td>\n",
+       "      <td>37.949052</td>\n",
+       "      <td>17.615456</td>\n",
+       "      <td>55.564508</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>15.892401</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9.483210</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.892401</td>\n",
+       "      <td>89.483210</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>0.35</td>\n",
-       "      <td>59.158475</td>\n",
-       "      <td>7.009669</td>\n",
-       "      <td>66.168144</td>\n",
+       "      <td>35.853736</td>\n",
+       "      <td>2.022194</td>\n",
+       "      <td>37.875930</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>15.903119</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>13.266683</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>45.903119</td>\n",
+       "      <td>33.266683</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>0.40</td>\n",
-       "      <td>56.561041</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>56.561041</td>\n",
+       "      <td>33.409740</td>\n",
+       "      <td>0.509828</td>\n",
+       "      <td>33.919568</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>21.557577</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>19.671262</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>19.671262</td>\n",
+       "      <td>31.557577</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>0.45</td>\n",
-       "      <td>53.669190</td>\n",
+       "      <td>27.981711</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>53.669190</td>\n",
+       "      <td>27.981711</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>24.614537</td>\n",
+       "      <td>34.519345</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>24.614537</td>\n",
+       "      <td>34.519345</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>0.50</td>\n",
-       "      <td>37.766612</td>\n",
+       "      <td>25.425687</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>37.766612</td>\n",
+       "      <td>25.425687</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>39.283948</td>\n",
+       "      <td>38.648881</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>39.283948</td>\n",
+       "      <td>38.648881</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>0.55</td>\n",
-       "      <td>28.449629</td>\n",
+       "      <td>16.510688</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>28.449629</td>\n",
+       "      <td>16.510688</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>51.482290</td>\n",
+       "      <td>48.365227</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>51.482290</td>\n",
+       "      <td>48.365227</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>0.60</td>\n",
-       "      <td>26.979263</td>\n",
+       "      <td>13.123368</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>26.979263</td>\n",
+       "      <td>13.123368</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>57.250001</td>\n",
+       "      <td>54.865291</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>57.250001</td>\n",
+       "      <td>54.865291</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>0.65</td>\n",
-       "      <td>19.407432</td>\n",
+       "      <td>8.383978</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>19.407432</td>\n",
+       "      <td>8.383978</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>63.949825</td>\n",
+       "      <td>59.469587</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>63.949825</td>\n",
+       "      <td>59.469587</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>0.70</td>\n",
-       "      <td>14.190576</td>\n",
+       "      <td>8.383978</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>14.190576</td>\n",
+       "      <td>8.383978</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>68.102744</td>\n",
+       "      <td>59.469587</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>68.102744</td>\n",
+       "      <td>59.469587</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>0.75</td>\n",
-       "      <td>7.734548</td>\n",
+       "      <td>4.137536</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>7.734548</td>\n",
+       "      <td>4.137536</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.422285</td>\n",
+       "      <td>63.020812</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.422285</td>\n",
+       "      <td>63.020812</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>0.80</td>\n",
-       "      <td>3.977684</td>\n",
+       "      <td>1.296019</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>3.977684</td>\n",
+       "      <td>1.296019</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.792781</td>\n",
+       "      <td>68.343477</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.792781</td>\n",
+       "      <td>68.343477</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>0.85</td>\n",
-       "      <td>2.442134</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>2.442134</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.819462</td>\n",
+       "      <td>68.864301</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.819462</td>\n",
+       "      <td>68.864301</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
@@ -53738,9 +53845,9 @@
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
@@ -53750,9 +53857,9 @@
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
@@ -53762,9 +53869,9 @@
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>68.864301</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -53772,50 +53879,50 @@
       ],
       "text/plain": [
        "    threshold  amount_TP   amount_FP  amount_sum  cost_TN  cost_FP    cost_FN  \\\n",
-       "0        0.00  72.867455  301.374324  374.241779      0.0   1590.0   0.000000   \n",
-       "1        0.05  72.867455  253.742949  326.610404      0.0   1310.0   0.000000   \n",
-       "2        0.10  72.867455  176.216521  249.083976      0.0    820.0   0.000000   \n",
-       "3        0.15  72.867455  110.381332  183.248787      0.0    480.0   0.000000   \n",
-       "4        0.20  72.242332   57.566386  129.808718      0.0    260.0   1.344894   \n",
-       "5        0.25  66.045099   32.123154   98.168253      0.0    160.0   7.325754   \n",
-       "6        0.30  62.298347   11.383628   73.681975      0.0     60.0  15.892401   \n",
-       "7        0.35  59.158475    7.009669   66.168144      0.0     30.0  15.903119   \n",
-       "8        0.40  56.561041    0.000000   56.561041      0.0      0.0  19.671262   \n",
-       "9        0.45  53.669190    0.000000   53.669190      0.0      0.0  24.614537   \n",
-       "10       0.50  37.766612    0.000000   37.766612      0.0      0.0  39.283948   \n",
-       "11       0.55  28.449629    0.000000   28.449629      0.0      0.0  51.482290   \n",
-       "12       0.60  26.979263    0.000000   26.979263      0.0      0.0  57.250001   \n",
-       "13       0.65  19.407432    0.000000   19.407432      0.0      0.0  63.949825   \n",
-       "14       0.70  14.190576    0.000000   14.190576      0.0      0.0  68.102744   \n",
-       "15       0.75   7.734548    0.000000    7.734548      0.0      0.0  73.422285   \n",
-       "16       0.80   3.977684    0.000000    3.977684      0.0      0.0  73.792781   \n",
-       "17       0.85   2.442134    0.000000    2.442134      0.0      0.0  73.819462   \n",
-       "18       0.90   0.000000    0.000000    0.000000      0.0      0.0  75.966577   \n",
-       "19       0.95   0.000000    0.000000    0.000000      0.0      0.0  75.966577   \n",
-       "20       1.00   0.000000    0.000000    0.000000      0.0      0.0  75.966577   \n",
+       "0        0.00  45.761465  290.087727  335.849192      0.0   1590.0   0.000000   \n",
+       "1        0.05  45.761465  260.801286  306.562751      0.0   1380.0   0.000000   \n",
+       "2        0.10  45.489775  149.071538  194.561314      0.0    750.0   2.295028   \n",
+       "3        0.15  45.489775  104.835495  150.325271      0.0    490.0   2.295028   \n",
+       "4        0.20  44.665060   57.674171  102.339231      0.0    300.0   4.251040   \n",
+       "5        0.25  37.949052   29.933472   67.882524      0.0    160.0   9.483210   \n",
+       "6        0.30  37.949052   17.615456   55.564508      0.0     80.0   9.483210   \n",
+       "7        0.35  35.853736    2.022194   37.875930      0.0     20.0  13.266683   \n",
+       "8        0.40  33.409740    0.509828   33.919568      0.0     10.0  21.557577   \n",
+       "9        0.45  27.981711    0.000000   27.981711      0.0      0.0  34.519345   \n",
+       "10       0.50  25.425687    0.000000   25.425687      0.0      0.0  38.648881   \n",
+       "11       0.55  16.510688    0.000000   16.510688      0.0      0.0  48.365227   \n",
+       "12       0.60  13.123368    0.000000   13.123368      0.0      0.0  54.865291   \n",
+       "13       0.65   8.383978    0.000000    8.383978      0.0      0.0  59.469587   \n",
+       "14       0.70   8.383978    0.000000    8.383978      0.0      0.0  59.469587   \n",
+       "15       0.75   4.137536    0.000000    4.137536      0.0      0.0  63.020812   \n",
+       "16       0.80   1.296019    0.000000    1.296019      0.0      0.0  68.343477   \n",
+       "17       0.85   0.000000    0.000000    0.000000      0.0      0.0  68.864301   \n",
+       "18       0.90   0.000000    0.000000    0.000000      0.0      0.0  68.864301   \n",
+       "19       0.95   0.000000    0.000000    0.000000      0.0      0.0  68.864301   \n",
+       "20       1.00   0.000000    0.000000    0.000000      0.0      0.0  68.864301   \n",
        "\n",
        "    cost_TP     cost_sum  \n",
        "0       0.0  1590.000000  \n",
-       "1       0.0  1310.000000  \n",
-       "2       0.0   820.000000  \n",
-       "3       0.0   480.000000  \n",
-       "4       0.0   261.344894  \n",
-       "5       0.0   167.325754  \n",
-       "6       0.0    75.892401  \n",
-       "7       0.0    45.903119  \n",
-       "8       0.0    19.671262  \n",
-       "9       0.0    24.614537  \n",
-       "10      0.0    39.283948  \n",
-       "11      0.0    51.482290  \n",
-       "12      0.0    57.250001  \n",
-       "13      0.0    63.949825  \n",
-       "14      0.0    68.102744  \n",
-       "15      0.0    73.422285  \n",
-       "16      0.0    73.792781  \n",
-       "17      0.0    73.819462  \n",
-       "18      0.0    75.966577  \n",
-       "19      0.0    75.966577  \n",
-       "20      0.0    75.966577  "
+       "1       0.0  1380.000000  \n",
+       "2       0.0   752.295028  \n",
+       "3       0.0   492.295028  \n",
+       "4       0.0   304.251040  \n",
+       "5       0.0   169.483210  \n",
+       "6       0.0    89.483210  \n",
+       "7       0.0    33.266683  \n",
+       "8       0.0    31.557577  \n",
+       "9       0.0    34.519345  \n",
+       "10      0.0    38.648881  \n",
+       "11      0.0    48.365227  \n",
+       "12      0.0    54.865291  \n",
+       "13      0.0    59.469587  \n",
+       "14      0.0    59.469587  \n",
+       "15      0.0    63.020812  \n",
+       "16      0.0    68.343477  \n",
+       "17      0.0    68.864301  \n",
+       "18      0.0    68.864301  \n",
+       "19      0.0    68.864301  \n",
+       "20      0.0    68.864301  "
       ]
      },
      "execution_count": 27,
@@ -53889,7 +53996,53 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
+       "      <th>30</th>\n",
+       "      <td>-2.601367</td>\n",
+       "      <td>-1.514210</td>\n",
+       "      <td>-0.081816</td>\n",
+       "      <td>2.257485</td>\n",
+       "      <td>-5.195684</td>\n",
+       "      <td>-2.953742</td>\n",
+       "      <td>3.949413</td>\n",
+       "      <td>2.761870</td>\n",
+       "      <td>1.651492</td>\n",
+       "      <td>0.180683</td>\n",
+       "      <td>-1.664504</td>\n",
+       "      <td>-1.396264</td>\n",
+       "      <td>-3.826065</td>\n",
+       "      <td>0.941951</td>\n",
+       "      <td>-2.004694</td>\n",
+       "      <td>1.038209</td>\n",
+       "      <td>-0.183376</td>\n",
+       "      <td>1.504055</td>\n",
+       "      <td>-0.797956</td>\n",
+       "      <td>-0.512469</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>-2.568051</td>\n",
+       "      <td>-4.736157</td>\n",
+       "      <td>3.401512</td>\n",
+       "      <td>0.614939</td>\n",
+       "      <td>-0.390128</td>\n",
+       "      <td>-3.364416</td>\n",
+       "      <td>-3.667949</td>\n",
+       "      <td>4.046054</td>\n",
+       "      <td>3.568885</td>\n",
+       "      <td>1.479944</td>\n",
+       "      <td>3.078459</td>\n",
+       "      <td>2.142917</td>\n",
+       "      <td>1.481180</td>\n",
+       "      <td>0.686454</td>\n",
+       "      <td>0.416553</td>\n",
+       "      <td>1.044883</td>\n",
+       "      <td>0.718451</td>\n",
+       "      <td>-1.232943</td>\n",
+       "      <td>0.280403</td>\n",
+       "      <td>1.074427</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
        "      <td>1.466142</td>\n",
        "      <td>2.557351</td>\n",
        "      <td>4.432927</td>\n",
@@ -53912,30 +54065,53 @@
        "      <td>1.163380</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>-0.242065</td>\n",
-       "      <td>-0.308503</td>\n",
-       "      <td>3.760622</td>\n",
-       "      <td>-2.578657</td>\n",
-       "      <td>-1.335929</td>\n",
-       "      <td>-2.963459</td>\n",
-       "      <td>-1.376958</td>\n",
-       "      <td>2.600828</td>\n",
-       "      <td>6.016473</td>\n",
-       "      <td>1.504403</td>\n",
-       "      <td>4.683341</td>\n",
-       "      <td>-3.540326</td>\n",
-       "      <td>-0.026682</td>\n",
-       "      <td>-1.535550</td>\n",
-       "      <td>1.804470</td>\n",
-       "      <td>0.012693</td>\n",
-       "      <td>-0.399791</td>\n",
-       "      <td>-0.187518</td>\n",
-       "      <td>0.904504</td>\n",
-       "      <td>-1.069521</td>\n",
+       "      <th>100</th>\n",
+       "      <td>-0.683903</td>\n",
+       "      <td>-1.137473</td>\n",
+       "      <td>2.989311</td>\n",
+       "      <td>-2.349425</td>\n",
+       "      <td>-2.312612</td>\n",
+       "      <td>-5.200242</td>\n",
+       "      <td>0.138438</td>\n",
+       "      <td>3.786642</td>\n",
+       "      <td>2.184161</td>\n",
+       "      <td>4.529078</td>\n",
+       "      <td>2.959609</td>\n",
+       "      <td>1.633566</td>\n",
+       "      <td>0.520825</td>\n",
+       "      <td>1.296019</td>\n",
+       "      <td>-0.086999</td>\n",
+       "      <td>-0.778458</td>\n",
+       "      <td>0.803152</td>\n",
+       "      <td>1.031072</td>\n",
+       "      <td>-0.212475</td>\n",
+       "      <td>-0.237224</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>149</th>\n",
+       "      <td>-3.892485</td>\n",
+       "      <td>-0.505450</td>\n",
+       "      <td>-1.109240</td>\n",
+       "      <td>1.071018</td>\n",
+       "      <td>-2.246515</td>\n",
+       "      <td>-7.147058</td>\n",
+       "      <td>4.757241</td>\n",
+       "      <td>-0.231286</td>\n",
+       "      <td>-1.420230</td>\n",
+       "      <td>-0.607190</td>\n",
+       "      <td>-1.245410</td>\n",
+       "      <td>0.021053</td>\n",
+       "      <td>-0.001838</td>\n",
+       "      <td>0.741768</td>\n",
+       "      <td>0.088320</td>\n",
+       "      <td>1.367268</td>\n",
+       "      <td>1.927205</td>\n",
+       "      <td>-0.486881</td>\n",
+       "      <td>-1.175421</td>\n",
+       "      <td>1.039506</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>96</th>\n",
+       "      <th>162</th>\n",
        "      <td>-3.049729</td>\n",
        "      <td>-3.784003</td>\n",
        "      <td>1.107009</td>\n",
@@ -53958,73 +54134,27 @@
        "      <td>0.280283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>99</th>\n",
-       "      <td>-1.653646</td>\n",
-       "      <td>-4.421039</td>\n",
-       "      <td>-0.753483</td>\n",
-       "      <td>2.040763</td>\n",
-       "      <td>-3.970115</td>\n",
-       "      <td>-4.770070</td>\n",
-       "      <td>5.446214</td>\n",
-       "      <td>2.601620</td>\n",
-       "      <td>1.523824</td>\n",
-       "      <td>2.914646</td>\n",
-       "      <td>1.196405</td>\n",
-       "      <td>-0.825719</td>\n",
-       "      <td>1.397109</td>\n",
-       "      <td>0.885938</td>\n",
-       "      <td>0.508796</td>\n",
-       "      <td>2.075217</td>\n",
-       "      <td>0.276888</td>\n",
-       "      <td>0.762572</td>\n",
-       "      <td>0.064900</td>\n",
-       "      <td>-1.881491</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>136</th>\n",
-       "      <td>-1.360906</td>\n",
-       "      <td>-0.212136</td>\n",
-       "      <td>2.399920</td>\n",
-       "      <td>0.667694</td>\n",
-       "      <td>2.154019</td>\n",
-       "      <td>-2.325576</td>\n",
-       "      <td>1.052893</td>\n",
-       "      <td>0.141161</td>\n",
-       "      <td>3.810893</td>\n",
-       "      <td>2.855883</td>\n",
-       "      <td>5.371719</td>\n",
-       "      <td>-5.370557</td>\n",
-       "      <td>0.355076</td>\n",
-       "      <td>-2.543752</td>\n",
-       "      <td>1.133172</td>\n",
-       "      <td>1.176871</td>\n",
-       "      <td>0.925120</td>\n",
-       "      <td>1.210851</td>\n",
-       "      <td>-0.547587</td>\n",
-       "      <td>0.559531</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>176</th>\n",
-       "      <td>1.288896</td>\n",
-       "      <td>-0.647020</td>\n",
-       "      <td>3.014068</td>\n",
-       "      <td>-0.501110</td>\n",
-       "      <td>2.388474</td>\n",
-       "      <td>-5.326921</td>\n",
-       "      <td>2.489166</td>\n",
-       "      <td>-2.980914</td>\n",
-       "      <td>-1.745957</td>\n",
-       "      <td>-0.318102</td>\n",
-       "      <td>-1.713305</td>\n",
-       "      <td>-0.246686</td>\n",
-       "      <td>-3.922431</td>\n",
-       "      <td>5.570090</td>\n",
-       "      <td>0.523616</td>\n",
-       "      <td>0.977063</td>\n",
-       "      <td>1.120706</td>\n",
-       "      <td>1.290673</td>\n",
-       "      <td>0.241414</td>\n",
-       "      <td>0.768060</td>\n",
+       "      <th>192</th>\n",
+       "      <td>0.626630</td>\n",
+       "      <td>2.995032</td>\n",
+       "      <td>1.472569</td>\n",
+       "      <td>5.170367</td>\n",
+       "      <td>-0.489948</td>\n",
+       "      <td>-3.800033</td>\n",
+       "      <td>-1.068710</td>\n",
+       "      <td>0.274598</td>\n",
+       "      <td>1.768753</td>\n",
+       "      <td>1.108270</td>\n",
+       "      <td>4.649526</td>\n",
+       "      <td>-2.272895</td>\n",
+       "      <td>1.402271</td>\n",
+       "      <td>-1.062539</td>\n",
+       "      <td>0.290058</td>\n",
+       "      <td>0.188573</td>\n",
+       "      <td>0.997652</td>\n",
+       "      <td>-0.855024</td>\n",
+       "      <td>-2.532455</td>\n",
+       "      <td>0.466048</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -54032,28 +54162,31 @@
       ],
       "text/plain": [
        "           0         1         2         3         4         5         6   \\\n",
-       "15   1.466142  2.557351  4.432927 -1.129646 -0.673413 -3.782365 -1.112528   \n",
-       "24  -0.242065 -0.308503  3.760622 -2.578657 -1.335929 -2.963459 -1.376958   \n",
-       "96  -3.049729 -3.784003  1.107009 -0.201179  0.873662 -3.947325 -2.886823   \n",
-       "99  -1.653646 -4.421039 -0.753483  2.040763 -3.970115 -4.770070  5.446214   \n",
-       "136 -1.360906 -0.212136  2.399920  0.667694  2.154019 -2.325576  1.052893   \n",
-       "176  1.288896 -0.647020  3.014068 -0.501110  2.388474 -5.326921  2.489166   \n",
+       "30  -2.601367 -1.514210 -0.081816  2.257485 -5.195684 -2.953742  3.949413   \n",
+       "47  -2.568051 -4.736157  3.401512  0.614939 -0.390128 -3.364416 -3.667949   \n",
+       "53   1.466142  2.557351  4.432927 -1.129646 -0.673413 -3.782365 -1.112528   \n",
+       "100 -0.683903 -1.137473  2.989311 -2.349425 -2.312612 -5.200242  0.138438   \n",
+       "149 -3.892485 -0.505450 -1.109240  1.071018 -2.246515 -7.147058  4.757241   \n",
+       "162 -3.049729 -3.784003  1.107009 -0.201179  0.873662 -3.947325 -2.886823   \n",
+       "192  0.626630  2.995032  1.472569  5.170367 -0.489948 -3.800033 -1.068710   \n",
        "\n",
        "           7         8         9         10        11        12        13  \\\n",
-       "15   3.371804  4.870778  2.628418  2.974501  3.786003  0.015420 -1.213112   \n",
-       "24   2.600828  6.016473  1.504403  4.683341 -3.540326 -0.026682 -1.535550   \n",
-       "96  -0.819648  5.083153  0.850560  4.091439  0.033962 -2.147115 -2.442134   \n",
-       "99   2.601620  1.523824  2.914646  1.196405 -0.825719  1.397109  0.885938   \n",
-       "136  0.141161  3.810893  2.855883  5.371719 -5.370557  0.355076 -2.543752   \n",
-       "176 -2.980914 -1.745957 -0.318102 -1.713305 -0.246686 -3.922431  5.570090   \n",
+       "30   2.761870  1.651492  0.180683 -1.664504 -1.396264 -3.826065  0.941951   \n",
+       "47   4.046054  3.568885  1.479944  3.078459  2.142917  1.481180  0.686454   \n",
+       "53   3.371804  4.870778  2.628418  2.974501  3.786003  0.015420 -1.213112   \n",
+       "100  3.786642  2.184161  4.529078  2.959609  1.633566  0.520825  1.296019   \n",
+       "149 -0.231286 -1.420230 -0.607190 -1.245410  0.021053 -0.001838  0.741768   \n",
+       "162 -0.819648  5.083153  0.850560  4.091439  0.033962 -2.147115 -2.442134   \n",
+       "192  0.274598  1.768753  1.108270  4.649526 -2.272895  1.402271 -1.062539   \n",
        "\n",
        "           14        15        16        17        18        19  \n",
-       "15   0.290725  1.351958  0.576588 -1.929523 -0.327521  1.163380  \n",
-       "24   1.804470  0.012693 -0.399791 -0.187518  0.904504 -1.069521  \n",
-       "96  -0.254247  0.827896 -3.532146  0.291766 -0.181126  0.280283  \n",
-       "99   0.508796  2.075217  0.276888  0.762572  0.064900 -1.881491  \n",
-       "136  1.133172  1.176871  0.925120  1.210851 -0.547587  0.559531  \n",
-       "176  0.523616  0.977063  1.120706  1.290673  0.241414  0.768060  "
+       "30  -2.004694  1.038209 -0.183376  1.504055 -0.797956 -0.512469  \n",
+       "47   0.416553  1.044883  0.718451 -1.232943  0.280403  1.074427  \n",
+       "53   0.290725  1.351958  0.576588 -1.929523 -0.327521  1.163380  \n",
+       "100 -0.086999 -0.778458  0.803152  1.031072 -0.212475 -0.237224  \n",
+       "149  0.088320  1.367268  1.927205 -0.486881 -1.175421  1.039506  \n",
+       "162 -0.254247  0.827896 -3.532146  0.291766 -0.181126  0.280283  \n",
+       "192  0.290058  0.188573  0.997652 -0.855024 -2.532455  0.466048  "
       ]
      },
      "execution_count": 28,