From 62be4e73a09f1720227b5ff9501292bca022a152 Mon Sep 17 00:00:00 2001
From: GretaVilla <gretavilla96@gmail.com>
Date: Thu, 21 Jul 2022 08:20:06 +0000
Subject: [PATCH] updated example notebook

---
 .../example_classification_model.ipynb        | 20969 ++++++++--------
 1 file changed, 10523 insertions(+), 10446 deletions(-)

diff --git a/example-notebook/example_classification_model.ipynb b/example-notebook/example_classification_model.ipynb
index f6eb67a..cc5d67f 100644
--- a/example-notebook/example_classification_model.ipynb
+++ b/example-notebook/example_classification_model.ipynb
@@ -12,7 +12,8 @@
     "import inspect\n",
     "\n",
     "import numpy as np\n",
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "import plotly.graph_objects as go"
    ]
   },
   {
@@ -168,9 +169,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "ce81fd05",
-   "metadata": {},
+   "metadata": {
+    "scrolled": false
+   },
    "outputs": [
     {
      "data": {
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        "                            \n",
-       "var gd = document.getElementById('b93df3ec-0ab7-40b1-9f5f-1dd35436c483');\n",
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        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -29894,7 +29971,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "id": "7aedaf7c",
    "metadata": {},
    "outputs": [],
@@ -29908,7 +29985,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "id": "2ac95faf",
    "metadata": {},
    "outputs": [],
@@ -29922,7 +29999,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "id": "f9b8ee1c",
    "metadata": {},
    "outputs": [
@@ -29942,9 +30019,9 @@
             "brier_score"
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            [
-            0.9987,
-            0.9953,
-            0.0416
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+            0.9969,
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@@ -29979,12 +30056,12 @@
             "cost"
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-            0.35,
-            0.25,
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@@ -30170,13 +30247,13 @@
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-            0.6293,
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@@ -30266,19 +30343,19 @@
            [
             "TN",
             "True Negative",
-            "0.20625",
-            "289.0117001354516",
-            "0.19082718060462442",
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             "False Positive",
-            "0.59125",
-            "956.7910812988622",
-            "0.6317451659788894",
-            "4730",
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@@ -30302,8 +30379,8 @@
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@@ -30320,13 +30397,13 @@
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@@ -30416,19 +30493,19 @@
            [
             "TN",
             "True Negative",
-            "0.51875",
-            "792.4510143593927",
-            "0.5232355394837115",
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             "False Positive",
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@@ -30452,8 +30529,8 @@
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@@ -30470,13 +30547,13 @@
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@@ -30566,19 +30643,19 @@
            [
             "TN",
             "True Negative",
-            "0.675",
-            "1046.6093255058906",
-            "0.6910499010496562",
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@@ -30602,8 +30679,8 @@
            162
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@@ -30620,13 +30697,13 @@
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@@ -30696,19 +30773,19 @@
            [
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@@ -30716,20 +30793,20 @@
            [
             "TN",
             "True Negative",
-            "0.75625",
-            "1205.4374825343048",
-            "0.7959201516040663",
-            "0.0",
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             "False Positive",
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-            "0.026652194979447267",
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-            "0.997493519812341"
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@@ -30748,12 +30825,12 @@
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+           162
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@@ -30770,13 +30847,13 @@
             "matthews_corr_coef"
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@@ -30846,18 +30923,18 @@
            [
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             "True Positive",
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@@ -30867,8 +30944,8 @@
             "TN",
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             "0.7825",
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-            "0.8110873096567426",
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@@ -30876,10 +30953,10 @@
             "FP",
             "False Positive",
             "0.015",
-            "17.394325262300363",
-            "0.011485036926771152",
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@@ -30898,8 +30975,8 @@
          "yaxis": "y",
          "z": [
           [
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@@ -30920,13 +30997,13 @@
             "matthews_corr_coef"
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@@ -30996,18 +31073,18 @@
            [
             "FN",
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-            "4.590718716868791",
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             "True Positive",
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@@ -31016,20 +31093,20 @@
            [
             "TN",
             "True Negative",
-            "0.78875",
-            "1236.5910764120326",
-            "0.8164900886779013",
+            "0.79375",
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-            "70.0",
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@@ -31048,12 +31125,12 @@
          "yaxis": "y",
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+           159
           ],
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@@ -31070,13 +31147,13 @@
             "matthews_corr_coef"
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@@ -31147,17 +31224,17 @@
             "FN",
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-            "0.006520008680141876",
-            "4.780097132211418",
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@@ -31166,20 +31243,20 @@
            [
             "TN",
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-            "1244.8727790372325",
-            "0.8219582893141805",
+            "0.795",
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@@ -31202,8 +31279,8 @@
            157
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@@ -31220,13 +31297,13 @@
             "matthews_corr_coef"
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@@ -31296,18 +31373,18 @@
            [
             "FN",
             "False Negative",
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-            "0.013868149829616688",
-            "8.425196296614697",
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@@ -31316,20 +31393,20 @@
            [
             "TN",
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-            "1244.8727790372325",
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@@ -31348,12 +31425,12 @@
          "yaxis": "y",
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@@ -31447,17 +31524,17 @@
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@@ -31479,7 +31556,7 @@
             "0.9300023970808013",
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@@ -31520,13 +31597,13 @@
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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;4,770.00</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;1,514.52<br>Total cost: &#36;2,020.00</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;1,514.52<br>Total cost: &#36;860.00</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;1,514.52<br>Total cost: &#36;380.00</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;1,514.52<br>Total cost: &#36;122.75</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;1,514.52<br>Total cost: &#36;33.12</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;1,514.52<br>Total cost: &#36;24.14</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;1,514.52<br>Total cost: &#36;33.05</span>",
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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;25.26</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;26.74</span>",
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@@ -33832,7 +33909,7 @@
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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;49.06</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;36.25</span>",
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@@ -33893,7 +33970,7 @@
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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;1,514.52<br>Total cost: &#36;76.21</span>",
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@@ -33954,7 +34031,7 @@
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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;1,514.52<br>Total cost: &#36;105.07</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;127.57</span>",
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@@ -34015,7 +34092,7 @@
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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;140.65</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;168.50</span>",
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@@ -34076,7 +34153,7 @@
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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;191.14</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;224.71</span>",
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@@ -34137,7 +34214,7 @@
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              {
               "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;242.94</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;252.15</span>",
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@@ -34198,7 +34275,7 @@
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              {
               "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;291.25</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;288.67</span>",
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@@ -34259,7 +34336,7 @@
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              {
               "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;310.16</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;312.22</span>",
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@@ -34320,7 +34397,7 @@
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              {
               "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;332.14</span>",
+               "text": "<b>Interactive Confusion Matrix for the Training Set</b><br><span style=\"font-size: 13px;\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;333.54</span>",
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@@ -35298,9 +35375,9 @@
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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>\",\"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 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>\",\"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 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>\",\"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 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>\",\"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 Training Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;127.57</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 Training Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;168.50</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 Training Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;224.71</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 Training Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;252.15</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 Training Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;288.67</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 Training Set</b><br><span style=\\\"font-size: 13px;\\\">Total obs: 800<br>Total amount: &#36;1,514.52<br>Total cost: &#36;312.22</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 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>\",\"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 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>\",\"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 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>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"1.0\",\"method\":\"update\"}]}]},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('eceff658-5ae2-489b-b2ae-a8e39b542d9f');\n",
+       "var gd = document.getElementById('53a07b34-a036-4d63-8a6e-2ccaeac4793d');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -35355,7 +35432,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "id": "2e95785a",
    "metadata": {},
    "outputs": [
@@ -35405,90 +35482,90 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0.05</td>\n",
-       "      <td>0.4088</td>\n",
-       "      <td>0.6293</td>\n",
-       "      <td>0.1238</td>\n",
-       "      <td>0.4065</td>\n",
-       "      <td>0.2569</td>\n",
-       "      <td>0.2551</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>1.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.10</td>\n",
-       "      <td>0.7212</td>\n",
-       "      <td>0.8252</td>\n",
-       "      <td>0.4298</td>\n",
-       "      <td>0.5923</td>\n",
-       "      <td>0.5232</td>\n",
-       "      <td>0.4208</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>1.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.15</td>\n",
-       "      <td>0.8775</td>\n",
-       "      <td>0.9232</td>\n",
-       "      <td>0.6906</td>\n",
-       "      <td>0.7678</td>\n",
-       "      <td>0.7262</td>\n",
-       "      <td>0.6231</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>1.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.20</td>\n",
-       "      <td>0.9562</td>\n",
-       "      <td>0.9680</td>\n",
-       "      <td>0.8736</td>\n",
-       "      <td>0.9014</td>\n",
-       "      <td>0.8791</td>\n",
-       "      <td>0.8290</td>\n",
-       "      <td>0.9877</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>1.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>0.25</td>\n",
-       "      <td>0.9812</td>\n",
-       "      <td>0.9813</td>\n",
-       "      <td>0.9431</td>\n",
-       "      <td>0.9550</td>\n",
-       "      <td>0.9437</td>\n",
-       "      <td>0.9298</td>\n",
-       "      <td>0.9815</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>0.9877</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>0.30</td>\n",
-       "      <td>0.9862</td>\n",
-       "      <td>0.9822</td>\n",
-       "      <td>0.9577</td>\n",
-       "      <td>0.9664</td>\n",
-       "      <td>0.9578</td>\n",
-       "      <td>0.9576</td>\n",
-       "      <td>0.9753</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",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>0.35</td>\n",
-       "      <td>0.9925</td>\n",
-       "      <td>0.9838</td>\n",
-       "      <td>0.9766</td>\n",
-       "      <td>0.9812</td>\n",
-       "      <td>0.9767</td>\n",
-       "      <td>0.9937</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",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>0.40</td>\n",
-       "      <td>0.9850</td>\n",
-       "      <td>0.9653</td>\n",
-       "      <td>0.9525</td>\n",
-       "      <td>0.9618</td>\n",
-       "      <td>0.9532</td>\n",
-       "      <td>0.9934</td>\n",
-       "      <td>0.9321</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",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
@@ -35504,101 +35581,101 @@
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>0.50</td>\n",
-       "      <td>0.9575</td>\n",
-       "      <td>0.8951</td>\n",
-       "      <td>0.8572</td>\n",
-       "      <td>0.8828</td>\n",
-       "      <td>0.8661</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>1.0000</td>\n",
-       "      <td>0.7901</td>\n",
+       "      <td>0.8086</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>0.55</td>\n",
-       "      <td>0.9338</td>\n",
-       "      <td>0.8364</td>\n",
-       "      <td>0.7664</td>\n",
-       "      <td>0.8044</td>\n",
-       "      <td>0.7882</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>1.0000</td>\n",
-       "      <td>0.6728</td>\n",
+       "      <td>0.6790</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>0.60</td>\n",
-       "      <td>0.9200</td>\n",
-       "      <td>0.8025</td>\n",
-       "      <td>0.7095</td>\n",
-       "      <td>0.7538</td>\n",
-       "      <td>0.7415</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>1.0000</td>\n",
-       "      <td>0.6049</td>\n",
+       "      <td>0.5432</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>0.65</td>\n",
-       "      <td>0.8975</td>\n",
-       "      <td>0.7469</td>\n",
-       "      <td>0.6088</td>\n",
-       "      <td>0.6612</td>\n",
-       "      <td>0.6615</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>1.0000</td>\n",
-       "      <td>0.4938</td>\n",
+       "      <td>0.4259</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>0.70</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>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>1.0000</td>\n",
-       "      <td>0.3827</td>\n",
+       "      <td>0.3272</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>0.75</td>\n",
-       "      <td>0.8450</td>\n",
-       "      <td>0.6173</td>\n",
-       "      <td>0.3283</td>\n",
-       "      <td>0.3800</td>\n",
-       "      <td>0.4432</td>\n",
+       "      <td>0.8438</td>\n",
+       "      <td>0.6142</td>\n",
+       "      <td>0.3207</td>\n",
+       "      <td>0.3719</td>\n",
+       "      <td>0.4370</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.2346</td>\n",
+       "      <td>0.2284</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>0.80</td>\n",
-       "      <td>0.8212</td>\n",
-       "      <td>0.5586</td>\n",
-       "      <td>0.1749</td>\n",
-       "      <td>0.2099</td>\n",
-       "      <td>0.3095</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>1.0000</td>\n",
-       "      <td>0.1173</td>\n",
+       "      <td>0.1111</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>0.85</td>\n",
-       "      <td>0.8112</td>\n",
-       "      <td>0.5340</td>\n",
-       "      <td>0.1041</td>\n",
-       "      <td>0.1272</td>\n",
-       "      <td>0.2343</td>\n",
+       "      <td>0.8088</td>\n",
+       "      <td>0.5278</td>\n",
+       "      <td>0.0858</td>\n",
+       "      <td>0.1053</td>\n",
+       "      <td>0.2117</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.0679</td>\n",
+       "      <td>0.0556</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>0.90</td>\n",
-       "      <td>0.8000</td>\n",
-       "      <td>0.5062</td>\n",
-       "      <td>0.0195</td>\n",
-       "      <td>0.0244</td>\n",
-       "      <td>0.0993</td>\n",
-       "      <td>1.0000</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>1.0000</td>\n",
+       "      <td>0.0062</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
@@ -35629,47 +35706,47 @@
       "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    0.4088             0.6293        0.1238    0.4065   \n",
-       "2        0.10    0.7212             0.8252        0.4298    0.5923   \n",
-       "3        0.15    0.8775             0.9232        0.6906    0.7678   \n",
-       "4        0.20    0.9562             0.9680        0.8736    0.9014   \n",
-       "5        0.25    0.9812             0.9813        0.9431    0.9550   \n",
-       "6        0.30    0.9862             0.9822        0.9577    0.9664   \n",
-       "7        0.35    0.9925             0.9838        0.9766    0.9812   \n",
-       "8        0.40    0.9850             0.9653        0.9525    0.9618   \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    0.9575             0.8951        0.8572    0.8828   \n",
-       "11       0.55    0.9338             0.8364        0.7664    0.8044   \n",
-       "12       0.60    0.9200             0.8025        0.7095    0.7538   \n",
-       "13       0.65    0.8975             0.7469        0.6088    0.6612   \n",
-       "14       0.70    0.8750             0.6914        0.4972    0.5536   \n",
-       "15       0.75    0.8450             0.6173        0.3283    0.3800   \n",
-       "16       0.80    0.8212             0.5586        0.1749    0.2099   \n",
-       "17       0.85    0.8112             0.5340        0.1041    0.1272   \n",
-       "18       0.90    0.8000             0.5062        0.0195    0.0244   \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",
+       "15       0.75    0.8438             0.6142        0.3207    0.3719   \n",
+       "16       0.80    0.8200             0.5556        0.1662    0.2000   \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",
        "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               0.2569     0.2551  1.0000  \n",
-       "2               0.5232     0.4208  1.0000  \n",
-       "3               0.7262     0.6231  1.0000  \n",
-       "4               0.8791     0.8290  0.9877  \n",
-       "5               0.9437     0.9298  0.9815  \n",
-       "6               0.9578     0.9576  0.9753  \n",
-       "7               0.9767     0.9937  0.9691  \n",
-       "8               0.9532     0.9934  0.9321  \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              0.8661     1.0000  0.7901  \n",
-       "11              0.7882     1.0000  0.6728  \n",
-       "12              0.7415     1.0000  0.6049  \n",
-       "13              0.6615     1.0000  0.4938  \n",
-       "14              0.5752     1.0000  0.3827  \n",
-       "15              0.4432     1.0000  0.2346  \n",
-       "16              0.3095     1.0000  0.1173  \n",
-       "17              0.2343     1.0000  0.0679  \n",
-       "18              0.0993     1.0000  0.0123  \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",
+       "15              0.4370     1.0000  0.2284  \n",
+       "16              0.3011     1.0000  0.1111  \n",
+       "17              0.2117     1.0000  0.0556  \n",
+       "18              0.0702     1.0000  0.0062  \n",
        "19              0.0000     1.0000  0.0000  \n",
        "20              0.0000     1.0000  0.0000  "
       ]
@@ -35706,17 +35783,17 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>roc_auc</td>\n",
-       "      <td>0.9987</td>\n",
+       "      <td>0.9991</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>pr_auc</td>\n",
-       "      <td>0.9953</td>\n",
+       "      <td>0.9969</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>brier_score</td>\n",
-       "      <td>0.0416</td>\n",
+       "      <td>0.0423</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -35724,9 +35801,9 @@
       ],
       "text/plain": [
        "  invariant_metric   value\n",
-       "0          roc_auc  0.9987\n",
-       "1           pr_auc  0.9953\n",
-       "2      brier_score  0.0416"
+       "0          roc_auc  0.9991\n",
+       "1           pr_auc  0.9969\n",
+       "2      brier_score  0.0423"
       ]
      },
      "metadata": {},
@@ -35761,17 +35838,17 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>kappa</td>\n",
-       "      <td>0.35</td>\n",
+       "      <td>0.30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>mcc</td>\n",
-       "      <td>0.35</td>\n",
+       "      <td>0.30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>roc</td>\n",
-       "      <td>0.25</td>\n",
+       "      <td>0.30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -35786,7 +35863,7 @@
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>f05_score</td>\n",
-       "      <td>0.35</td>\n",
+       "      <td>0.30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
@@ -35799,12 +35876,12 @@
       ],
       "text/plain": [
        "  optimized_metric  optimal_threshold\n",
-       "0            kappa               0.35\n",
-       "1              mcc               0.35\n",
-       "2              roc               0.25\n",
+       "0            kappa               0.30\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               0.35\n",
+       "5        f05_score               0.30\n",
        "6             cost               0.35"
       ]
      },
@@ -35819,7 +35896,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "id": "b56550be",
    "metadata": {},
    "outputs": [],
@@ -35836,7 +35913,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "id": "8303ae71",
    "metadata": {},
    "outputs": [
@@ -35856,9 +35933,9 @@
             "brier_score"
            ],
            [
-            0.9787,
-            0.9401,
-            0.0766
+            0.9765,
+            0.9298,
+            0.0781
            ]
           ]
          },
@@ -36056,13 +36133,13 @@
             "matthews_corr_coef"
            ],
            [
-            0.31,
-            0.566,
-            0.3727,
-            0.2291,
+            0.345,
+            0.5881,
+            0.385,
+            0.2384,
             1,
-            0.0587,
-            0.1739
+            0.0806,
+            0.2049
            ]
           ]
          },
@@ -36152,19 +36229,19 @@
            [
             "TN",
             "True Negative",
-            "0.105",
-            "33.56911262184398",
-            "0.08969899811355023",
+            "0.14",
+            "47.63137464973022",
+            "0.12727433796006205",
             "0",
             "0.0"
            ],
            [
             "FP",
             "False Positive",
-            "0.69",
-            "267.80521093150065",
-            "0.7155941052344701",
-            "1380",
+            "0.655",
+            "253.7429489036144",
+            "0.6780187653879582",
+            "1310",
             "1.0"
            ]
           ]
@@ -36188,8 +36265,8 @@
            41
           ],
           [
-           21,
-           138
+           28,
+           131
           ]
          ]
         },
@@ -36206,13 +36283,13 @@
             "matthews_corr_coef"
            ],
            [
-            0.58,
-            0.7358,
-            0.494,
-            0.328,
+            0.59,
+            0.7421,
+            0.5,
+            0.3333,
             1,
-            0.268,
-            0.3933
+            0.278,
+            0.4018
            ]
           ]
          },
@@ -36302,19 +36379,19 @@
            [
             "TN",
             "True Negative",
-            "0.375",
-            "127.58462754021932",
-            "0.3409149772282393",
+            "0.385",
+            "125.15780291458711",
+            "0.3344303334436774",
             "0",
             "0.0"
            ],
            [
             "FP",
             "False Positive",
-            "0.42",
-            "173.78969601312536",
-            "0.46437812611978113",
-            "840",
+            "0.41",
+            "176.21652063875754",
+            "0.470862769904343",
+            "820",
             "1.0"
            ]
           ]
@@ -36338,8 +36415,8 @@
            41
           ],
           [
-           75,
-           84
+           77,
+           82
           ]
          ]
         },
@@ -36356,13 +36433,13 @@
             "matthews_corr_coef"
            ],
            [
-            0.745,
-            0.8396,
-            0.6165,
-            0.4457,
+            0.76,
+            0.8491,
+            0.6308,
+            0.4607,
             1,
-            0.4647,
-            0.5502
+            0.4867,
+            0.5671
            ]
           ]
          },
@@ -36452,19 +36529,19 @@
            [
             "TN",
             "True Negative",
-            "0.54",
-            "203.79179864705432",
-            "0.5445458260491547",
+            "0.555",
+            "190.99299201977917",
+            "0.5103465266977444",
             "0",
             "0.0"
            ],
            [
             "FP",
             "False Positive",
-            "0.255",
-            "97.58252490629039",
-            "0.2607472772988659",
-            "510",
+            "0.24",
+            "110.38133153356556",
+            "0.29494657665027624",
+            "480",
             "1.0"
            ]
           ]
@@ -36488,8 +36565,8 @@
            41
           ],
           [
-           108,
-           51
+           111,
+           48
           ]
          ]
         },
@@ -36506,13 +36583,13 @@
             "matthews_corr_coef"
            ],
            [
-            0.845,
-            0.8844,
-            0.7156,
-            0.5735,
+            0.86,
+            0.8938,
+            0.7358,
+            0.6,
             0.9512,
-            0.6179,
-            0.6552
+            0.6471,
+            0.6789
            ]
           ]
          },
@@ -36586,7 +36663,7 @@
             "0.6251232012418714",
             "0.0016703725678004226",
             "1.344894199285141",
-            "0.00461615846394483"
+            "0.005146051172744969"
            ],
            [
             "TP",
@@ -36602,20 +36679,20 @@
            [
             "TN",
             "True Negative",
-            "0.65",
-            "243.70494571559675",
-            "0.651196524384188",
+            "0.665",
+            "243.8079379221918",
+            "0.6514717267063092",
             "0.0",
             "0.0"
            ],
            [
             "FP",
             "False Positive",
-            "0.145",
-            "57.6693778377479",
-            "0.15409657896383244",
-            "290.0",
-            "0.9953838415360552"
+            "0.13",
+            "57.566385631152926",
+            "0.15382137664171142",
+            "260.0",
+            "0.9948539488272551"
            ]
           ]
          ],
@@ -36638,8 +36715,8 @@
            39
           ],
           [
-           130,
-           29
+           133,
+           26
           ]
          ]
         },
@@ -36656,13 +36733,13 @@
             "matthews_corr_coef"
            ],
            [
-            0.905,
-            0.9131,
-            0.8,
-            0.7037,
-            0.9268,
-            0.7392,
-            0.7513
+            0.9,
+            0.9009,
+            0.7872,
+            0.6981,
+            0.9024,
+            0.7233,
+            0.7334
            ]
           ]
          },
@@ -36732,18 +36809,18 @@
            [
             "FN",
             "False Negative",
-            "0.015",
-            "1.2293970251154875",
-            "0.0032850341526418593",
-            "2.345582562388622",
-            "0.014448083682764982"
+            "0.02",
+            "6.822356233107266",
+            "0.01822980922305479",
+            "7.325754355171846",
+            "0.04378139147439269"
            ],
            [
             "TP",
             "True Positive",
-            "0.19",
-            "71.63805834697165",
-            "0.19142186249933804",
+            "0.185",
+            "66.04509913897986",
+            "0.1764770874289251",
             "0.0",
             "0.0"
            ]
@@ -36753,8 +36830,8 @@
             "TN",
             "True Negative",
             "0.715",
-            "272.5537310133594",
-            "0.72828248036857",
+            "269.25116969896123",
+            "0.719457807388763",
             "0.0",
             "0.0"
            ],
@@ -36762,10 +36839,10 @@
             "FP",
             "False Positive",
             "0.08",
-            "28.820592539985313",
-            "0.07701062297945058",
+            "32.12315385438341",
+            "0.08583529595925742",
             "160.0",
-            "0.985551916317235"
+            "0.9562186085256072"
            ]
           ]
          ],
@@ -36784,8 +36861,8 @@
          "yaxis": "y",
          "z": [
           [
-           3,
-           38
+           4,
+           37
           ],
           [
            143,
@@ -36806,13 +36883,13 @@
             "matthews_corr_coef"
            ],
            [
-            0.92,
-            0.8863,
-            0.8095,
-            0.7907,
-            0.8293,
-            0.7589,
-            0.7593
+            0.925,
+            0.8714,
+            0.8101,
+            0.8421,
+            0.7805,
+            0.7635,
+            0.7643
            ]
           ]
          },
@@ -36882,18 +36959,18 @@
            [
             "FN",
             "False Negative",
-            "0.035",
-            "7.930299404809222",
-            "0.02119031025231779",
-            "12.159958766820816",
-            "0.11902861858603342"
+            "0.045",
+            "10.569108509441273",
+            "0.028241391273279477",
+            "15.892400978643142",
+            "0.2094070127405169"
            ],
            [
             "TP",
             "True Positive",
-            "0.17",
-            "64.93715596727792",
-            "0.17351658639966214",
+            "0.16",
+            "62.29834686264587",
+            "0.16646550537870045",
             "0.0",
             "0.0"
            ]
@@ -36902,20 +36979,20 @@
            [
             "TN",
             "True Negative",
-            "0.75",
-            "283.5526744421958",
-            "0.7576724203705064",
+            "0.765",
+            "289.99069525696893",
+            "0.7748752586887154",
             "0.0",
             "0.0"
            ],
            [
             "FP",
             "False Positive",
-            "0.045",
-            "17.82164911114895",
-            "0.047620682977514234",
-            "90.0",
-            "0.8809713814139666"
+            "0.03",
+            "11.383628296375777",
+            "0.03041784465930509",
+            "60.0",
+            "0.7905929872594831"
            ]
           ]
          ],
@@ -36934,12 +37011,12 @@
          "yaxis": "y",
          "z": [
           [
-           7,
-           34
+           9,
+           32
           ],
           [
-           150,
-           9
+           153,
+           6
           ]
          ]
         },
@@ -36956,13 +37033,13 @@
             "matthews_corr_coef"
            ],
            [
-            0.95,
-            0.8961,
-            0.8684,
-            0.9429,
-            0.8049,
-            0.8378,
-            0.8418
+            0.935,
+            0.8686,
+            0.8267,
+            0.9118,
+            0.7561,
+            0.7871,
+            0.7923
            ]
           ]
          },
@@ -37032,18 +37109,18 @@
            [
             "FN",
             "False Negative",
-            "0.04",
-            "10.021459429736248",
-            "0.02677803493375613",
-            "14.362641434426344",
-            "0.417972566568677"
+            "0.05",
+            "13.708980060200544",
+            "0.03663134591643784",
+            "15.903119454423587",
+            "0.346449645327776"
            ],
            [
             "TP",
             "True Positive",
-            "0.165",
-            "62.845995942350896",
-            "0.1679288617182238",
+            "0.155",
+            "59.15847531188659",
+            "0.15807555073554205",
             "0.0",
             "0.0"
            ]
@@ -37052,20 +37129,20 @@
            [
             "TN",
             "True Negative",
-            "0.785",
-            "294.81013905712535",
-            "0.7877531469191386",
+            "0.78",
+            "294.3646548367677",
+            "0.7865627821724853",
             "0.0",
             "0.0"
            ],
            [
             "FP",
             "False Positive",
-            "0.01",
-            "6.5641844962192515",
-            "0.017539956428881707",
-            "20.0",
-            "0.582027433431323"
+            "0.015",
+            "7.009668716576897",
+            "0.01873032117553499",
+            "30.0",
+            "0.653550354672224"
            ]
           ]
          ],
@@ -37084,12 +37161,12 @@
          "yaxis": "y",
          "z": [
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+               "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>",
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+               "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>",
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+               "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>",
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+               "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>",
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+               "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>",
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+               "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>",
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+               "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>",
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@@ -40145,7 +40222,7 @@
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+               "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>",
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&#36;75.89</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;374.24<br>Total cost: &#36;45.90</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;374.24<br>Total cost: &#36;19.67</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;374.24<br>Total cost: &#36;24.61</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;374.24<br>Total cost: &#36;39.28</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;374.24<br>Total cost: &#36;51.48</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;374.24<br>Total cost: &#36;57.25</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;374.24<br>Total cost: &#36;63.95</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;374.24<br>Total cost: &#36;68.10</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;374.24<br>Total cost: &#36;73.42</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;374.24<br>Total cost: &#36;73.79</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;374.24<br>Total cost: &#36;73.82</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;374.24<br>Total cost: &#36;75.97</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;374.24<br>Total cost: &#36;75.97</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;374.24<br>Total cost: &#36;75.97</span>\",\"y\":0.965,\"yanchor\":\"bottom\"}}],\"label\":\"1.0\",\"method\":\"update\"}]}]},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('cf0cf964-5edc-4149-a40a-7923faf73dec');\n",
+       "var gd = document.getElementById('7b88c42f-db00-4317-8a18-c60847b8be0b');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -41232,7 +41309,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "id": "fd3e069f",
    "metadata": {},
    "outputs": [
@@ -41282,112 +41359,112 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0.05</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>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>1.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.10</td>\n",
-       "      <td>0.580</td>\n",
-       "      <td>0.7358</td>\n",
-       "      <td>0.2680</td>\n",
-       "      <td>0.4940</td>\n",
-       "      <td>0.3933</td>\n",
-       "      <td>0.3280</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",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.15</td>\n",
-       "      <td>0.745</td>\n",
-       "      <td>0.8396</td>\n",
-       "      <td>0.4647</td>\n",
-       "      <td>0.6165</td>\n",
-       "      <td>0.5502</td>\n",
-       "      <td>0.4457</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",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.20</td>\n",
-       "      <td>0.845</td>\n",
-       "      <td>0.8844</td>\n",
-       "      <td>0.6179</td>\n",
-       "      <td>0.7156</td>\n",
-       "      <td>0.6552</td>\n",
-       "      <td>0.5735</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",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>0.25</td>\n",
-       "      <td>0.905</td>\n",
-       "      <td>0.9131</td>\n",
-       "      <td>0.7392</td>\n",
-       "      <td>0.8000</td>\n",
-       "      <td>0.7513</td>\n",
-       "      <td>0.7037</td>\n",
-       "      <td>0.9268</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",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>0.30</td>\n",
-       "      <td>0.920</td>\n",
-       "      <td>0.8863</td>\n",
-       "      <td>0.7589</td>\n",
-       "      <td>0.8095</td>\n",
-       "      <td>0.7593</td>\n",
-       "      <td>0.7907</td>\n",
-       "      <td>0.8293</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",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>0.35</td>\n",
-       "      <td>0.950</td>\n",
-       "      <td>0.8961</td>\n",
-       "      <td>0.8378</td>\n",
-       "      <td>0.8684</td>\n",
-       "      <td>0.8418</td>\n",
-       "      <td>0.9429</td>\n",
-       "      <td>0.8049</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>0.7561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>0.40</td>\n",
-       "      <td>0.945</td>\n",
-       "      <td>0.8659</td>\n",
-       "      <td>0.8126</td>\n",
-       "      <td>0.8451</td>\n",
-       "      <td>0.8273</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>0.7317</td>\n",
+       "      <td>0.6585</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>0.45</td>\n",
-       "      <td>0.910</td>\n",
-       "      <td>0.7805</td>\n",
-       "      <td>0.6701</td>\n",
-       "      <td>0.7188</td>\n",
-       "      <td>0.7099</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>1.0000</td>\n",
-       "      <td>0.5610</td>\n",
+       "      <td>0.6098</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>0.50</td>\n",
-       "      <td>0.895</td>\n",
-       "      <td>0.7439</td>\n",
-       "      <td>0.6023</td>\n",
-       "      <td>0.6557</td>\n",
-       "      <td>0.6564</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>1.0000</td>\n",
-       "      <td>0.4878</td>\n",
+       "      <td>0.4146</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
@@ -41403,13 +41480,13 @@
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>0.60</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>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>1.0000</td>\n",
-       "      <td>0.2439</td>\n",
+       "      <td>0.2683</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
@@ -41436,35 +41513,35 @@
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>0.75</td>\n",
-       "      <td>0.810</td>\n",
-       "      <td>0.5366</td>\n",
-       "      <td>0.1115</td>\n",
-       "      <td>0.1364</td>\n",
-       "      <td>0.2430</td>\n",
+       "      <td>0.815</td>\n",
+       "      <td>0.5488</td>\n",
+       "      <td>0.1467</td>\n",
+       "      <td>0.1778</td>\n",
+       "      <td>0.2813</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.0732</td>\n",
+       "      <td>0.0976</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>0.80</td>\n",
-       "      <td>0.810</td>\n",
-       "      <td>0.5366</td>\n",
-       "      <td>0.1115</td>\n",
-       "      <td>0.1364</td>\n",
-       "      <td>0.2430</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>0.0732</td>\n",
+       "      <td>0.0488</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>0.800</td>\n",
+       "      <td>0.5122</td>\n",
+       "      <td>0.0382</td>\n",
+       "      <td>0.0476</td>\n",
+       "      <td>0.1396</td>\n",
        "      <td>1.0000</td>\n",
-       "      <td>0.0000</td>\n",
+       "      <td>0.0244</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
@@ -41506,46 +41583,46 @@
       "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     0.310             0.5660        0.0587    0.3727   \n",
-       "2        0.10     0.580             0.7358        0.2680    0.4940   \n",
-       "3        0.15     0.745             0.8396        0.4647    0.6165   \n",
-       "4        0.20     0.845             0.8844        0.6179    0.7156   \n",
-       "5        0.25     0.905             0.9131        0.7392    0.8000   \n",
-       "6        0.30     0.920             0.8863        0.7589    0.8095   \n",
-       "7        0.35     0.950             0.8961        0.8378    0.8684   \n",
-       "8        0.40     0.945             0.8659        0.8126    0.8451   \n",
-       "9        0.45     0.910             0.7805        0.6701    0.7188   \n",
-       "10       0.50     0.895             0.7439        0.6023    0.6557   \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",
        "11       0.55     0.860             0.6585        0.4247    0.4815   \n",
-       "12       0.60     0.845             0.6220        0.3390    0.3922   \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",
-       "15       0.75     0.810             0.5366        0.1115    0.1364   \n",
-       "16       0.80     0.810             0.5366        0.1115    0.1364   \n",
-       "17       0.85     0.795             0.5000        0.0000    0.0000   \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",
        "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               0.1739     0.2291  1.0000  \n",
-       "2               0.3933     0.3280  1.0000  \n",
-       "3               0.5502     0.4457  1.0000  \n",
-       "4               0.6552     0.5735  0.9512  \n",
-       "5               0.7513     0.7037  0.9268  \n",
-       "6               0.7593     0.7907  0.8293  \n",
-       "7               0.8418     0.9429  0.8049  \n",
-       "8               0.8273     1.0000  0.7317  \n",
-       "9               0.7099     1.0000  0.5610  \n",
-       "10              0.6564     1.0000  0.4878  \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",
        "11              0.5192     1.0000  0.3171  \n",
-       "12              0.4518     1.0000  0.2439  \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",
-       "15              0.2430     1.0000  0.0732  \n",
-       "16              0.2430     1.0000  0.0732  \n",
-       "17              0.0000     1.0000  0.0000  \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",
        "18              0.0000     1.0000  0.0000  \n",
        "19              0.0000     1.0000  0.0000  \n",
        "20              0.0000     1.0000  0.0000  "
@@ -41583,17 +41660,17 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>roc_auc</td>\n",
-       "      <td>0.9787</td>\n",
+       "      <td>0.9765</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>pr_auc</td>\n",
-       "      <td>0.9401</td>\n",
+       "      <td>0.9298</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>brier_score</td>\n",
-       "      <td>0.0766</td>\n",
+       "      <td>0.0781</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -41601,9 +41678,9 @@
       ],
       "text/plain": [
        "  invariant_metric   value\n",
-       "0          roc_auc  0.9787\n",
-       "1           pr_auc  0.9401\n",
-       "2      brier_score  0.0766"
+       "0          roc_auc  0.9765\n",
+       "1           pr_auc  0.9298\n",
+       "2      brier_score  0.0781"
       ]
      },
      "metadata": {},
@@ -41617,7 +41694,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "id": "c00e0cec",
    "metadata": {},
    "outputs": [
@@ -41650,17 +41727,17 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>roc_auc</td>\n",
-       "      <td>0.9787</td>\n",
+       "      <td>0.9765</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>pr_auc</td>\n",
-       "      <td>0.9401</td>\n",
+       "      <td>0.9298</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>brier_score</td>\n",
-       "      <td>0.0766</td>\n",
+       "      <td>0.0781</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -41668,12 +41745,12 @@
       ],
       "text/plain": [
        "  invariant_metric   value\n",
-       "0          roc_auc  0.9787\n",
-       "1           pr_auc  0.9401\n",
-       "2      brier_score  0.0766"
+       "0          roc_auc  0.9765\n",
+       "1           pr_auc  0.9298\n",
+       "2      brier_score  0.0781"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -41688,15 +41765,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 19,
    "id": "0c029219",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[150,   9],\n",
-       "       [  7,  34]])"
+       "array([[153,   6],\n",
+       "       [  9,  32]])"
       ]
      },
      "metadata": {},
@@ -41731,37 +41808,37 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>accuracy</td>\n",
-       "      <td>0.9200</td>\n",
+       "      <td>0.9250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>balanced_accuracy</td>\n",
-       "      <td>0.8863</td>\n",
+       "      <td>0.8714</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>f1_score</td>\n",
-       "      <td>0.8095</td>\n",
+       "      <td>0.8101</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>precision</td>\n",
-       "      <td>0.7907</td>\n",
+       "      <td>0.8421</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>recall</td>\n",
-       "      <td>0.8293</td>\n",
+       "      <td>0.7805</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>cohens_kappa</td>\n",
-       "      <td>0.7589</td>\n",
+       "      <td>0.7635</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>matthews_corr_coef</td>\n",
-       "      <td>0.7593</td>\n",
+       "      <td>0.7643</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -41769,13 +41846,13 @@
       ],
       "text/plain": [
        "  threshold_dependent_metric   value\n",
-       "0                   accuracy  0.9200\n",
-       "1          balanced_accuracy  0.8863\n",
-       "2                   f1_score  0.8095\n",
-       "3                  precision  0.7907\n",
-       "4                     recall  0.8293\n",
-       "5               cohens_kappa  0.7589\n",
-       "6         matthews_corr_coef  0.7593"
+       "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"
       ]
      },
      "metadata": {},
@@ -41799,7 +41876,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 20,
    "id": "291a9a46",
    "metadata": {
     "scrolled": true
@@ -41834,17 +41911,17 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>kappa</td>\n",
-       "      <td>0.35</td>\n",
+       "      <td>0.30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>f1_score</td>\n",
-       "      <td>0.35</td>\n",
+       "      <td>0.30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>f2_score</td>\n",
-       "      <td>0.25</td>\n",
+       "      <td>0.30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -41862,14 +41939,14 @@
       ],
       "text/plain": [
        "  optimized_metric  optimal_threshold\n",
-       "0            kappa               0.35\n",
-       "1         f1_score               0.35\n",
-       "2         f2_score               0.25\n",
+       "0            kappa               0.30\n",
+       "1         f1_score               0.30\n",
+       "2         f2_score               0.30\n",
        "3        f05_score               0.35\n",
        "4             cost               0.35"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -41899,17 +41976,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "id": "534ced79",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.25"
+       "0.3"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -41930,7 +42007,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 22,
    "id": "b744cfe1",
    "metadata": {},
    "outputs": [
@@ -41940,7 +42017,7 @@
        "0.35000000000000003"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -41959,7 +42036,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "id": "c892d14a",
    "metadata": {},
    "outputs": [
@@ -42004,13 +42081,13 @@
          "xaxis": "x",
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          "xaxis": "x2",
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@@ -42399,19 +42476,19 @@
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@@ -42486,7 +42563,7 @@
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+          0.9
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@@ -42706,7 +42783,7 @@
          ],
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@@ -42720,7 +42797,7 @@
          "name": "0.05",
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-          "bottom right"
+          "top right"
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@@ -42754,7 +42831,7 @@
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@@ -42778,7 +42855,7 @@
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@@ -42898,7 +42975,7 @@
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@@ -42946,7 +43023,7 @@
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@@ -42970,7 +43047,7 @@
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@@ -43090,7 +43167,7 @@
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@@ -43138,7 +43215,7 @@
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@@ -43282,7 +43359,7 @@
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@@ -43330,7 +43407,7 @@
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@@ -43354,7 +43431,7 @@
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@@ -43474,7 +43551,7 @@
          ],
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@@ -43522,7 +43599,7 @@
          ],
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@@ -43570,7 +43647,7 @@
          ],
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@@ -43594,7 +43671,7 @@
          ],
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@@ -43618,7 +43695,7 @@
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@@ -43666,7 +43743,7 @@
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@@ -43714,7 +43791,7 @@
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@@ -43738,7 +43815,7 @@
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@@ -43762,7 +43839,7 @@
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@@ -43786,7 +43863,7 @@
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@@ -43810,7 +43887,7 @@
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@@ -43858,7 +43935,7 @@
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@@ -43906,7 +43983,7 @@
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@@ -43930,7 +44007,7 @@
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@@ -43954,7 +44031,7 @@
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@@ -43978,7 +44055,7 @@
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@@ -44002,7 +44079,7 @@
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@@ -44146,7 +44223,7 @@
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@@ -44170,7 +44247,7 @@
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@@ -44194,7 +44271,7 @@
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@@ -44338,7 +44415,7 @@
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@@ -44362,7 +44439,7 @@
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          "yaxis": "y3"
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@@ -44386,7 +44463,7 @@
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          "y": [
-          49.0323102039475
+          53.66918996640534
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@@ -44530,7 +44607,7 @@
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@@ -44554,7 +44631,7 @@
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-          36.690096801195935
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@@ -44578,7 +44655,7 @@
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          "y": [
-          41.51977982247911
+          37.76661205789628
          ],
          "yaxis": "y4"
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@@ -44722,7 +44799,7 @@
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          "y": [
-          42.57260857584796
+          44.417826782676855
          ],
          "yaxis": "y3"
         },
@@ -44746,7 +44823,7 @@
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          "xaxis": "x3",
          "y": [
-          51.04636344588072
+          51.48228951704443
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          "yaxis": "y3"
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@@ -44770,7 +44847,7 @@
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          "y": [
-          30.29484679623918
+          28.449628589410278
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          "yaxis": "y4"
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@@ -44914,7 +44991,7 @@
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@@ -44938,7 +45015,7 @@
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@@ -44962,7 +45039,7 @@
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@@ -45106,7 +45183,7 @@
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@@ -45130,7 +45207,7 @@
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@@ -45154,7 +45231,7 @@
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@@ -45298,7 +45375,7 @@
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@@ -45322,7 +45399,7 @@
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@@ -45346,7 +45423,7 @@
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@@ -45360,7 +45437,7 @@
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+          "top left"
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@@ -45490,7 +45567,7 @@
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-          67.67665914143714
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@@ -45514,7 +45591,7 @@
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@@ -45538,7 +45615,7 @@
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@@ -45682,7 +45759,7 @@
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@@ -45706,7 +45783,7 @@
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@@ -45730,7 +45807,7 @@
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-          5.19079623064999
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@@ -45874,7 +45951,7 @@
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-          72.86745537208714
+          70.42532140997045
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@@ -45898,7 +45975,7 @@
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-          75.9665774440284
+          73.81946233147164
          ],
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@@ -45912,7 +45989,7 @@
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          "textposition": [
-          "bottom left"
+          "top left"
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          "texttemplate": "amount: &#36;%{y}",
          "type": "scatter",
@@ -45922,7 +45999,7 @@
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+          2.442133962116683
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@@ -45936,7 +46013,7 @@
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-          "top left"
+          "bottom left"
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          "type": "scatter",
@@ -46591,7 +46668,7 @@
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          {
           "showarrow": false,
-          "text": "Swaps: 0.85",
+          "text": "Swaps: 0.9",
           "x": 0.5,
           "xref": "x4 domain",
           "y": 1.15,
@@ -46998,7 +47075,7 @@
              },
              {
               "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;1,380.00</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -47195,7 +47272,7 @@
              },
              {
               "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;840.00</span>",
+               "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>",
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                "yanchor": "bottom"
               }
@@ -47392,7 +47469,7 @@
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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;510.00</span>",
+               "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>",
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@@ -47589,7 +47666,7 @@
              },
              {
               "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;291.34</span>",
+               "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"
               }
@@ -47786,7 +47863,7 @@
              },
              {
               "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;162.35</span>",
+               "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>",
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                "yanchor": "bottom"
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@@ -47983,7 +48060,7 @@
              },
              {
               "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;102.16</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -48180,7 +48257,7 @@
              },
              {
               "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;34.36</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -48377,7 +48454,7 @@
              },
              {
               "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;18.10</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -48574,7 +48651,7 @@
              },
              {
               "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;30.49</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -48771,7 +48848,7 @@
              },
              {
               "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;36.69</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -48968,7 +49045,7 @@
              },
              {
               "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;51.05</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -49165,7 +49242,7 @@
              },
              {
               "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;60.42</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -49362,7 +49439,7 @@
              },
              {
               "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;63.12</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -49559,7 +49636,7 @@
              },
              {
               "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;70.09</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -49756,7 +49833,7 @@
              },
              {
               "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;73.78</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -49953,7 +50030,7 @@
              },
              {
               "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;73.78</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -50150,7 +50227,7 @@
              },
              {
               "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;75.97</span>",
+               "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>",
                "y": 0.965,
                "yanchor": "bottom"
               }
@@ -51661,9 +51738,9 @@
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&#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;374.24<br>Total cost: &#36;840.00</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;510.00</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;291.34</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: &#36;162.35</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;374.24<br>Total cost: &#36;102.16</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;374.24<br>Total cost: &#36;34.36</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;374.24<br>Total cost: &#36;18.10</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;374.24<br>Total cost: &#36;30.49</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;374.24<br>Total cost: &#36;36.69</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;374.24<br>Total cost: &#36;51.05</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;374.24<br>Total cost: &#36;60.42</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;374.24<br>Total cost: &#36;63.12</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;374.24<br>Total cost: &#36;70.09</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;374.24<br>Total cost: &#36;73.78</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;374.24<br>Total cost: &#36;73.78</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;374.24<br>Total cost: 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Negative\",\"x\":0.225,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.04,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"False Positive\",\"x\":0.775,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.04,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"False Negative\",\"x\":0.225,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.45999999999999996,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":16},\"showarrow\":false,\"text\":\"True Positive\",\"x\":0.775,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":0.45999999999999996,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"showarrow\":false,\"text\":\"Swaps: 0.4\",\"x\":0.5,\"xref\":\"x2 domain\",\"y\":1.15,\"yref\":\"y2 domain\"},{\"showarrow\":false,\"text\":\"Swaps: 0.9\",\"x\":0.5,\"xref\":\"x4 domain\",\"y\":1.15,\"yref\":\"y4 domain\"}],\"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>\",\"y\":0.965,\"yanchor\":\"bottom\"},\"margin\":{\"t\":125},\"sliders\":[{\"active\":0,\"currentvalue\":{\"prefix\":\"Threshold: 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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;374.24<br>Total cost: &#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 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>\",\"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: &#36;167.33</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;374.24<br>Total cost: &#36;75.89</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;374.24<br>Total cost: &#36;45.90</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;374.24<br>Total cost: &#36;19.67</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;374.24<br>Total cost: &#36;24.61</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;374.24<br>Total cost: &#36;39.28</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;374.24<br>Total cost: &#36;51.48</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;374.24<br>Total cost: &#36;57.25</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;374.24<br>Total cost: &#36;63.95</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;374.24<br>Total cost: &#36;68.10</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;374.24<br>Total cost: &#36;73.42</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;374.24<br>Total cost: &#36;73.79</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;374.24<br>Total cost: &#36;73.82</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;374.24<br>Total cost: &#36;75.97</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;374.24<br>Total cost: &#36;75.97</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;374.24<br>Total cost: &#36;75.97</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('d15372f7-c7c0-4062-8d80-100a7035db90');\n",
+       "var gd = document.getElementById('a03d418a-7039-4eb9-8d06-c76866c6567c');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -51710,7 +51787,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 24,
    "id": "2f878e76",
    "metadata": {},
    "outputs": [
@@ -51771,223 +51848,223 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>0.05</td>\n",
-       "      <td>33.569113</td>\n",
-       "      <td>267.805211</td>\n",
+       "      <td>47.631375</td>\n",
+       "      <td>253.742949</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>72.867455</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1380.0</td>\n",
+       "      <td>1310.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1380.000000</td>\n",
+       "      <td>1310.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.10</td>\n",
-       "      <td>127.584628</td>\n",
-       "      <td>173.789696</td>\n",
+       "      <td>125.157803</td>\n",
+       "      <td>176.216521</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>72.867455</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>840.0</td>\n",
+       "      <td>820.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>840.000000</td>\n",
+       "      <td>820.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.15</td>\n",
-       "      <td>203.791799</td>\n",
-       "      <td>97.582525</td>\n",
+       "      <td>190.992992</td>\n",
+       "      <td>110.381332</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>72.867455</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>510.0</td>\n",
+       "      <td>480.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>510.000000</td>\n",
+       "      <td>480.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.20</td>\n",
-       "      <td>243.704946</td>\n",
-       "      <td>57.669378</td>\n",
+       "      <td>243.807938</td>\n",
+       "      <td>57.566386</td>\n",
        "      <td>0.625123</td>\n",
        "      <td>72.242332</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>290.0</td>\n",
+       "      <td>260.0</td>\n",
        "      <td>1.344894</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>291.344894</td>\n",
+       "      <td>261.344894</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>0.25</td>\n",
-       "      <td>272.553731</td>\n",
-       "      <td>28.820593</td>\n",
-       "      <td>1.229397</td>\n",
-       "      <td>71.638058</td>\n",
+       "      <td>269.251170</td>\n",
+       "      <td>32.123154</td>\n",
+       "      <td>6.822356</td>\n",
+       "      <td>66.045099</td>\n",
        "      <td>0.0</td>\n",
        "      <td>160.0</td>\n",
-       "      <td>2.345583</td>\n",
+       "      <td>7.325754</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>162.345583</td>\n",
+       "      <td>167.325754</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>0.30</td>\n",
-       "      <td>283.552674</td>\n",
-       "      <td>17.821649</td>\n",
-       "      <td>7.930299</td>\n",
-       "      <td>64.937156</td>\n",
+       "      <td>289.990695</td>\n",
+       "      <td>11.383628</td>\n",
+       "      <td>10.569109</td>\n",
+       "      <td>62.298347</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>90.0</td>\n",
-       "      <td>12.159959</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>15.892401</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>102.159959</td>\n",
+       "      <td>75.892401</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>0.35</td>\n",
-       "      <td>294.810139</td>\n",
-       "      <td>6.564184</td>\n",
-       "      <td>10.021459</td>\n",
-       "      <td>62.845996</td>\n",
+       "      <td>294.364655</td>\n",
+       "      <td>7.009669</td>\n",
+       "      <td>13.708980</td>\n",
+       "      <td>59.158475</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>14.362641</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>15.903119</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>34.362641</td>\n",
+       "      <td>45.903119</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>15.051133</td>\n",
-       "      <td>57.816322</td>\n",
+       "      <td>16.306414</td>\n",
+       "      <td>56.561041</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>18.098900</td>\n",
+       "      <td>19.671262</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>18.098900</td>\n",
+       "      <td>19.671262</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>0.45</td>\n",
        "      <td>301.374324</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>23.835145</td>\n",
-       "      <td>49.032310</td>\n",
+       "      <td>19.198265</td>\n",
+       "      <td>53.669190</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>30.494433</td>\n",
+       "      <td>24.614537</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>30.494433</td>\n",
+       "      <td>24.614537</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>0.50</td>\n",
        "      <td>301.374324</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>31.347676</td>\n",
-       "      <td>41.519780</td>\n",
+       "      <td>35.100843</td>\n",
+       "      <td>37.766612</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>36.690097</td>\n",
+       "      <td>39.283948</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>36.690097</td>\n",
+       "      <td>39.283948</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>0.55</td>\n",
        "      <td>301.374324</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>42.572609</td>\n",
-       "      <td>30.294847</td>\n",
+       "      <td>44.417827</td>\n",
+       "      <td>28.449629</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>51.046363</td>\n",
+       "      <td>51.482290</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>51.046363</td>\n",
+       "      <td>51.482290</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>0.60</td>\n",
        "      <td>301.374324</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>49.031989</td>\n",
-       "      <td>23.835467</td>\n",
+       "      <td>45.888193</td>\n",
+       "      <td>26.979263</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>60.423588</td>\n",
+       "      <td>57.250001</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>60.423588</td>\n",
+       "      <td>57.250001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>0.65</td>\n",
        "      <td>301.374324</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>58.042550</td>\n",
-       "      <td>14.824906</td>\n",
+       "      <td>53.460024</td>\n",
+       "      <td>19.407432</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>63.124482</td>\n",
+       "      <td>63.949825</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>63.124482</td>\n",
+       "      <td>63.949825</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>0.70</td>\n",
        "      <td>301.374324</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>63.848030</td>\n",
-       "      <td>9.019426</td>\n",
+       "      <td>58.676879</td>\n",
+       "      <td>14.190576</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>70.089669</td>\n",
+       "      <td>68.102744</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>70.089669</td>\n",
+       "      <td>68.102744</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>0.75</td>\n",
        "      <td>301.374324</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>67.676659</td>\n",
-       "      <td>5.190796</td>\n",
+       "      <td>65.132908</td>\n",
+       "      <td>7.734548</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.777361</td>\n",
+       "      <td>73.422285</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.777361</td>\n",
+       "      <td>73.422285</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>0.80</td>\n",
        "      <td>301.374324</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>67.676659</td>\n",
-       "      <td>5.190796</td>\n",
+       "      <td>68.889771</td>\n",
+       "      <td>3.977684</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.777361</td>\n",
+       "      <td>73.792781</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.777361</td>\n",
+       "      <td>73.792781</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>0.85</td>\n",
        "      <td>301.374324</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>72.867455</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>75.966577</td>\n",
+       "      <td>73.819462</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>73.819462</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
@@ -52035,52 +52112,52 @@
       "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   33.569113  267.805211   0.000000  72.867455      0.0   1380.0   \n",
-       "2        0.10  127.584628  173.789696   0.000000  72.867455      0.0    840.0   \n",
-       "3        0.15  203.791799   97.582525   0.000000  72.867455      0.0    510.0   \n",
-       "4        0.20  243.704946   57.669378   0.625123  72.242332      0.0    290.0   \n",
-       "5        0.25  272.553731   28.820593   1.229397  71.638058      0.0    160.0   \n",
-       "6        0.30  283.552674   17.821649   7.930299  64.937156      0.0     90.0   \n",
-       "7        0.35  294.810139    6.564184  10.021459  62.845996      0.0     20.0   \n",
-       "8        0.40  301.374324    0.000000  15.051133  57.816322      0.0      0.0   \n",
-       "9        0.45  301.374324    0.000000  23.835145  49.032310      0.0      0.0   \n",
-       "10       0.50  301.374324    0.000000  31.347676  41.519780      0.0      0.0   \n",
-       "11       0.55  301.374324    0.000000  42.572609  30.294847      0.0      0.0   \n",
-       "12       0.60  301.374324    0.000000  49.031989  23.835467      0.0      0.0   \n",
-       "13       0.65  301.374324    0.000000  58.042550  14.824906      0.0      0.0   \n",
-       "14       0.70  301.374324    0.000000  63.848030   9.019426      0.0      0.0   \n",
-       "15       0.75  301.374324    0.000000  67.676659   5.190796      0.0      0.0   \n",
-       "16       0.80  301.374324    0.000000  67.676659   5.190796      0.0      0.0   \n",
-       "17       0.85  301.374324    0.000000  72.867455   0.000000      0.0      0.0   \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",
        "\n",
        "      cost_FN  cost_TP   total_cost  \n",
        "0    0.000000      0.0  1590.000000  \n",
-       "1    0.000000      0.0  1380.000000  \n",
-       "2    0.000000      0.0   840.000000  \n",
-       "3    0.000000      0.0   510.000000  \n",
-       "4    1.344894      0.0   291.344894  \n",
-       "5    2.345583      0.0   162.345583  \n",
-       "6   12.159959      0.0   102.159959  \n",
-       "7   14.362641      0.0    34.362641  \n",
-       "8   18.098900      0.0    18.098900  \n",
-       "9   30.494433      0.0    30.494433  \n",
-       "10  36.690097      0.0    36.690097  \n",
-       "11  51.046363      0.0    51.046363  \n",
-       "12  60.423588      0.0    60.423588  \n",
-       "13  63.124482      0.0    63.124482  \n",
-       "14  70.089669      0.0    70.089669  \n",
-       "15  73.777361      0.0    73.777361  \n",
-       "16  73.777361      0.0    73.777361  \n",
-       "17  75.966577      0.0    75.966577  \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  "
       ]
      },
-     "execution_count": 25,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -52093,7 +52170,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 25,
    "id": "9580ceca",
    "metadata": {},
    "outputs": [
@@ -52140,154 +52217,154 @@
        "      <th>1</th>\n",
        "      <td>0.05</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1380.0</td>\n",
+       "      <td>1310.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1380.000000</td>\n",
+       "      <td>1310.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.10</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>840.0</td>\n",
+       "      <td>820.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>840.000000</td>\n",
+       "      <td>820.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.15</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>510.0</td>\n",
+       "      <td>480.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>510.000000</td>\n",
+       "      <td>480.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.20</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>290.0</td>\n",
+       "      <td>260.0</td>\n",
        "      <td>1.344894</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>291.344894</td>\n",
+       "      <td>261.344894</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>2.345583</td>\n",
+       "      <td>7.325754</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>162.345583</td>\n",
+       "      <td>167.325754</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>0.30</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>90.0</td>\n",
-       "      <td>12.159959</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>15.892401</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>102.159959</td>\n",
+       "      <td>75.892401</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>0.35</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>14.362641</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>15.903119</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>34.362641</td>\n",
+       "      <td>45.903119</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>0.40</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>18.098900</td>\n",
+       "      <td>19.671262</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>18.098900</td>\n",
+       "      <td>19.671262</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>30.494433</td>\n",
+       "      <td>24.614537</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>30.494433</td>\n",
+       "      <td>24.614537</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>36.690097</td>\n",
+       "      <td>39.283948</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>36.690097</td>\n",
+       "      <td>39.283948</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>51.046363</td>\n",
+       "      <td>51.482290</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>51.046363</td>\n",
+       "      <td>51.482290</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>60.423588</td>\n",
+       "      <td>57.250001</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>60.423588</td>\n",
+       "      <td>57.250001</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>63.124482</td>\n",
+       "      <td>63.949825</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>63.124482</td>\n",
+       "      <td>63.949825</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>70.089669</td>\n",
+       "      <td>68.102744</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>70.089669</td>\n",
+       "      <td>68.102744</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>73.777361</td>\n",
+       "      <td>73.422285</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.777361</td>\n",
+       "      <td>73.422285</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>73.777361</td>\n",
+       "      <td>73.792781</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.777361</td>\n",
+       "      <td>73.792781</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>75.966577</td>\n",
+       "      <td>73.819462</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>73.819462</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
@@ -52314,28 +52391,28 @@
       "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   1380.0   0.000000      0.0  1380.000000\n",
-       "2        0.10      0.0    840.0   0.000000      0.0   840.000000\n",
-       "3        0.15      0.0    510.0   0.000000      0.0   510.000000\n",
-       "4        0.20      0.0    290.0   1.344894      0.0   291.344894\n",
-       "5        0.25      0.0    160.0   2.345583      0.0   162.345583\n",
-       "6        0.30      0.0     90.0  12.159959      0.0   102.159959\n",
-       "7        0.35      0.0     20.0  14.362641      0.0    34.362641\n",
-       "8        0.40      0.0      0.0  18.098900      0.0    18.098900\n",
-       "9        0.45      0.0      0.0  30.494433      0.0    30.494433\n",
-       "10       0.50      0.0      0.0  36.690097      0.0    36.690097\n",
-       "11       0.55      0.0      0.0  51.046363      0.0    51.046363\n",
-       "12       0.60      0.0      0.0  60.423588      0.0    60.423588\n",
-       "13       0.65      0.0      0.0  63.124482      0.0    63.124482\n",
-       "14       0.70      0.0      0.0  70.089669      0.0    70.089669\n",
-       "15       0.75      0.0      0.0  73.777361      0.0    73.777361\n",
-       "16       0.80      0.0      0.0  73.777361      0.0    73.777361\n",
-       "17       0.85      0.0      0.0  75.966577      0.0    75.966577\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"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -52366,7 +52443,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 26,
    "id": "e79e6e49",
    "metadata": {},
    "outputs": [
@@ -52407,23 +52484,23 @@
          ],
          "y": [
           374.2417789254318,
-          340.6726663035878,
-          246.6571513852125,
-          170.44998027837752,
-          129.91171000859316,
-          100.45865088695696,
-          82.75880507842686,
-          69.41018043857015,
-          57.81632190636451,
-          49.0323102039475,
-          41.51977982247911,
-          30.29484679623918,
-          23.83546670872579,
-          14.82490553087267,
-          9.019425501112606,
-          5.19079623064999,
-          5.19079623064999,
-          0,
+          326.6104042757015,
+          249.08397601084468,
+          183.2487869056527,
+          129.80871780199817,
+          98.16825299336327,
+          73.68197515902165,
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+          56.56104116404745,
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+          26.979262739556283,
+          19.40743163691746,
+          14.190576145236072,
+          7.734547783044957,
+          3.9776840247731453,
+          2.442133962116683,
           0,
           0,
           0
@@ -52459,23 +52536,23 @@
          ],
          "y": [
           1590,
-          1380,
-          840,
-          510,
-          291.34489419928514,
-          162.3455825623886,
-          102.15995876682082,
-          34.362641434426344,
-          18.0989003005455,
-          30.494432582761483,
-          36.690096801195935,
-          51.04636344588072,
-          60.42358753087486,
-          63.12448167214795,
-          70.08966944075527,
-          73.77736092708409,
-          73.77736092708409,
-          75.9665774440284,
+          1310,
+          820,
+          480,
+          261.34489419928514,
+          167.32575435517185,
+          75.89240097864314,
+          45.90311945442359,
+          19.671261573181333,
+          24.614537226350823,
+          39.28394845403476,
+          51.48228951704443,
+          57.2500012376907,
+          63.9498247187514,
+          68.1027444523078,
+          73.4222848265958,
+          73.79278059838701,
+          73.81946233147164,
           75.9665774440284,
           75.9665774440284,
           75.9665774440284
@@ -52493,11 +52570,11 @@
          "type": "scatter",
          "x": [
           0.35000000000000003,
-          0.55
+          0.5
          ],
          "y": [
-          34.362641434426344,
-          51.04636344588072
+          45.90311945442359,
+          39.28394845403476
          ]
         }
        ],
@@ -53324,7 +53401,7 @@
          }
         },
         "title": {
-         "text": "<b>Interactive Amount-Cost Line Chart</b><span style='font-size: 13px;'><br>Amount categories: TP + FP<br>Cost categories: TN + FP + FN + TP<br>Swaps at thresholds: 0.35, 0.55",
+         "text": "<b>Interactive Amount-Cost Line Chart</b><span style='font-size: 13px;'><br>Amount categories: TP + FP<br>Cost categories: TN + FP + FN + TP<br>Swaps at thresholds: 0.35, 0.5",
          "y": 0.965,
          "yanchor": "bottom"
         },
@@ -53341,9 +53418,9 @@
        }
       },
       "text/html": [
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Amount-Cost Line Chart</b><span style='font-size: 13px;'><br>Amount categories: TP + FP<br>Cost categories: TN + FP + FN + TP<br>Swaps at thresholds: 0.35, 0.5\",\"y\":0.965,\"yanchor\":\"bottom\"},\"margin\":{\"t\":120},\"height\":600,\"hovermode\":\"x unified\",\"xaxis\":{\"title\":{\"text\":\"Threshold\"}},\"yaxis\":{\"title\":{\"text\":\"Amount/Cost\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('335fd3df-459f-4ee7-b9ec-3c898197fa9c');\n",
+       "var gd = document.getElementById('b9c1047e-f651-4ca2-b3d8-dfa6a9be8a8f');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -53400,7 +53477,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 27,
    "id": "fa57e083",
    "metadata": {},
    "outputs": [
@@ -53453,205 +53530,205 @@
        "      <th>1</th>\n",
        "      <td>0.05</td>\n",
        "      <td>72.867455</td>\n",
-       "      <td>267.805211</td>\n",
-       "      <td>340.672666</td>\n",
+       "      <td>253.742949</td>\n",
+       "      <td>326.610404</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1380.0</td>\n",
+       "      <td>1310.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1380.000000</td>\n",
+       "      <td>1310.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>0.10</td>\n",
        "      <td>72.867455</td>\n",
-       "      <td>173.789696</td>\n",
-       "      <td>246.657151</td>\n",
+       "      <td>176.216521</td>\n",
+       "      <td>249.083976</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>840.0</td>\n",
+       "      <td>820.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>840.000000</td>\n",
+       "      <td>820.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>0.15</td>\n",
        "      <td>72.867455</td>\n",
-       "      <td>97.582525</td>\n",
-       "      <td>170.449980</td>\n",
+       "      <td>110.381332</td>\n",
+       "      <td>183.248787</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>510.0</td>\n",
+       "      <td>480.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>510.000000</td>\n",
+       "      <td>480.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.20</td>\n",
        "      <td>72.242332</td>\n",
-       "      <td>57.669378</td>\n",
-       "      <td>129.911710</td>\n",
+       "      <td>57.566386</td>\n",
+       "      <td>129.808718</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>290.0</td>\n",
+       "      <td>260.0</td>\n",
        "      <td>1.344894</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>291.344894</td>\n",
+       "      <td>261.344894</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>0.25</td>\n",
-       "      <td>71.638058</td>\n",
-       "      <td>28.820593</td>\n",
-       "      <td>100.458651</td>\n",
+       "      <td>66.045099</td>\n",
+       "      <td>32.123154</td>\n",
+       "      <td>98.168253</td>\n",
        "      <td>0.0</td>\n",
        "      <td>160.0</td>\n",
-       "      <td>2.345583</td>\n",
+       "      <td>7.325754</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>162.345583</td>\n",
+       "      <td>167.325754</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>0.30</td>\n",
-       "      <td>64.937156</td>\n",
-       "      <td>17.821649</td>\n",
-       "      <td>82.758805</td>\n",
+       "      <td>62.298347</td>\n",
+       "      <td>11.383628</td>\n",
+       "      <td>73.681975</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>90.0</td>\n",
-       "      <td>12.159959</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>15.892401</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>102.159959</td>\n",
+       "      <td>75.892401</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>0.35</td>\n",
-       "      <td>62.845996</td>\n",
-       "      <td>6.564184</td>\n",
-       "      <td>69.410180</td>\n",
+       "      <td>59.158475</td>\n",
+       "      <td>7.009669</td>\n",
+       "      <td>66.168144</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>14.362641</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>15.903119</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>34.362641</td>\n",
+       "      <td>45.903119</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>0.40</td>\n",
-       "      <td>57.816322</td>\n",
+       "      <td>56.561041</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>57.816322</td>\n",
+       "      <td>56.561041</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>18.098900</td>\n",
+       "      <td>19.671262</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>18.098900</td>\n",
+       "      <td>19.671262</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>0.45</td>\n",
-       "      <td>49.032310</td>\n",
+       "      <td>53.669190</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>49.032310</td>\n",
+       "      <td>53.669190</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>30.494433</td>\n",
+       "      <td>24.614537</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>30.494433</td>\n",
+       "      <td>24.614537</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>0.50</td>\n",
-       "      <td>41.519780</td>\n",
+       "      <td>37.766612</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>41.519780</td>\n",
+       "      <td>37.766612</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>36.690097</td>\n",
+       "      <td>39.283948</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>36.690097</td>\n",
+       "      <td>39.283948</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>0.55</td>\n",
-       "      <td>30.294847</td>\n",
+       "      <td>28.449629</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>30.294847</td>\n",
+       "      <td>28.449629</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>51.046363</td>\n",
+       "      <td>51.482290</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>51.046363</td>\n",
+       "      <td>51.482290</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>0.60</td>\n",
-       "      <td>23.835467</td>\n",
+       "      <td>26.979263</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>23.835467</td>\n",
+       "      <td>26.979263</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>60.423588</td>\n",
+       "      <td>57.250001</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>60.423588</td>\n",
+       "      <td>57.250001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>0.65</td>\n",
-       "      <td>14.824906</td>\n",
+       "      <td>19.407432</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>14.824906</td>\n",
+       "      <td>19.407432</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>63.124482</td>\n",
+       "      <td>63.949825</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>63.124482</td>\n",
+       "      <td>63.949825</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>0.70</td>\n",
-       "      <td>9.019426</td>\n",
+       "      <td>14.190576</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>9.019426</td>\n",
+       "      <td>14.190576</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>70.089669</td>\n",
+       "      <td>68.102744</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>70.089669</td>\n",
+       "      <td>68.102744</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>0.75</td>\n",
-       "      <td>5.190796</td>\n",
+       "      <td>7.734548</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>5.190796</td>\n",
+       "      <td>7.734548</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.777361</td>\n",
+       "      <td>73.422285</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.777361</td>\n",
+       "      <td>73.422285</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>0.80</td>\n",
-       "      <td>5.190796</td>\n",
+       "      <td>3.977684</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>5.190796</td>\n",
+       "      <td>3.977684</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.777361</td>\n",
+       "      <td>73.792781</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>73.777361</td>\n",
+       "      <td>73.792781</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>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>2.442134</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>73.819462</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>75.966577</td>\n",
+       "      <td>73.819462</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
@@ -53696,52 +53773,52 @@
       "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  267.805211  340.672666      0.0   1380.0   0.000000   \n",
-       "2        0.10  72.867455  173.789696  246.657151      0.0    840.0   0.000000   \n",
-       "3        0.15  72.867455   97.582525  170.449980      0.0    510.0   0.000000   \n",
-       "4        0.20  72.242332   57.669378  129.911710      0.0    290.0   1.344894   \n",
-       "5        0.25  71.638058   28.820593  100.458651      0.0    160.0   2.345583   \n",
-       "6        0.30  64.937156   17.821649   82.758805      0.0     90.0  12.159959   \n",
-       "7        0.35  62.845996    6.564184   69.410180      0.0     20.0  14.362641   \n",
-       "8        0.40  57.816322    0.000000   57.816322      0.0      0.0  18.098900   \n",
-       "9        0.45  49.032310    0.000000   49.032310      0.0      0.0  30.494433   \n",
-       "10       0.50  41.519780    0.000000   41.519780      0.0      0.0  36.690097   \n",
-       "11       0.55  30.294847    0.000000   30.294847      0.0      0.0  51.046363   \n",
-       "12       0.60  23.835467    0.000000   23.835467      0.0      0.0  60.423588   \n",
-       "13       0.65  14.824906    0.000000   14.824906      0.0      0.0  63.124482   \n",
-       "14       0.70   9.019426    0.000000    9.019426      0.0      0.0  70.089669   \n",
-       "15       0.75   5.190796    0.000000    5.190796      0.0      0.0  73.777361   \n",
-       "16       0.80   5.190796    0.000000    5.190796      0.0      0.0  73.777361   \n",
-       "17       0.85   0.000000    0.000000    0.000000      0.0      0.0  75.966577   \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",
        "\n",
        "    cost_TP     cost_sum  \n",
        "0       0.0  1590.000000  \n",
-       "1       0.0  1380.000000  \n",
-       "2       0.0   840.000000  \n",
-       "3       0.0   510.000000  \n",
-       "4       0.0   291.344894  \n",
-       "5       0.0   162.345583  \n",
-       "6       0.0   102.159959  \n",
-       "7       0.0    34.362641  \n",
-       "8       0.0    18.098900  \n",
-       "9       0.0    30.494433  \n",
-       "10      0.0    36.690097  \n",
-       "11      0.0    51.046363  \n",
-       "12      0.0    60.423588  \n",
-       "13      0.0    63.124482  \n",
-       "14      0.0    70.089669  \n",
-       "15      0.0    73.777361  \n",
-       "16      0.0    73.777361  \n",
-       "17      0.0    75.966577  \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  "
       ]
      },
-     "execution_count": 28,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -53761,7 +53838,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 28,
    "id": "c0b79d97",
    "metadata": {
     "scrolled": true
@@ -53927,27 +54004,27 @@
        "      <td>0.559531</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>153</th>\n",
-       "      <td>-3.990444</td>\n",
-       "      <td>-2.012808</td>\n",
-       "      <td>-0.529075</td>\n",
-       "      <td>-1.672784</td>\n",
-       "      <td>1.752461</td>\n",
-       "      <td>-0.496798</td>\n",
-       "      <td>4.319588</td>\n",
-       "      <td>0.627060</td>\n",
-       "      <td>0.720677</td>\n",
-       "      <td>3.732722</td>\n",
-       "      <td>5.038381</td>\n",
-       "      <td>-4.937639</td>\n",
-       "      <td>1.935506</td>\n",
-       "      <td>0.398940</td>\n",
-       "      <td>0.615623</td>\n",
-       "      <td>-0.229163</td>\n",
-       "      <td>0.887574</td>\n",
-       "      <td>-0.242865</td>\n",
-       "      <td>1.945119</td>\n",
-       "      <td>0.471980</td>\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",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -53960,7 +54037,7 @@
        "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",
-       "153 -3.990444 -2.012808 -0.529075 -1.672784  1.752461 -0.496798  4.319588   \n",
+       "176  1.288896 -0.647020  3.014068 -0.501110  2.388474 -5.326921  2.489166   \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",
@@ -53968,7 +54045,7 @@
        "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",
-       "153  0.627060  0.720677  3.732722  5.038381 -4.937639  1.935506  0.398940   \n",
+       "176 -2.980914 -1.745957 -0.318102 -1.713305 -0.246686 -3.922431  5.570090   \n",
        "\n",
        "           14        15        16        17        18        19  \n",
        "15   0.290725  1.351958  0.576588 -1.929523 -0.327521  1.163380  \n",
@@ -53976,10 +54053,10 @@
        "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",
-       "153  0.615623 -0.229163  0.887574 -0.242865  1.945119  0.471980  "
+       "176  0.523616  0.977063  1.120706  1.290673  0.241414  0.768060  "
       ]
      },
-     "execution_count": 29,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }