diff --git a/week8/community_contributions/ensemble-updated/day2.4_xgboost.ipynb b/week8/community_contributions/ensemble-updated/day2.4_xgboost.ipynb
index 1820042..a4a1cc6 100644
--- a/week8/community_contributions/ensemble-updated/day2.4_xgboost.ipynb
+++ b/week8/community_contributions/ensemble-updated/day2.4_xgboost.ipynb
@@ -12,27 +12,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "6cd8b15e-f88a-470d-a9a6-b6370effaff9",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: xgboost in c:\\users\\92310\\anaconda3\\envs\\llms\\lib\\site-packages (3.0.0)\n",
-      "Requirement already satisfied: numpy in c:\\users\\92310\\anaconda3\\envs\\llms\\lib\\site-packages (from xgboost) (1.26.4)\n",
-      "Requirement already satisfied: scipy in c:\\users\\92310\\anaconda3\\envs\\llms\\lib\\site-packages (from xgboost) (1.13.1)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!pip install xgboost"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "fbcdfea8-7241-46d7-a771-c0381a3e7063",
    "metadata": {},
    "outputs": [],
@@ -66,7 +56,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "e6e88bd1-f89c-4b98-92fa-aa4bc1575bca",
    "metadata": {},
    "outputs": [],
@@ -78,7 +68,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "98666e73-938e-469d-8987-e6e55ba5e034",
    "metadata": {},
    "outputs": [],
@@ -92,7 +82,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "dc696493-0b6f-48aa-9fa8-b1ae0ecaf3cd",
    "metadata": {},
    "outputs": [],
@@ -107,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "d26a1104-cd11-4361-ab25-85fb576e0582",
    "metadata": {},
    "outputs": [],
@@ -118,7 +108,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "e00b82a9-a8dc-46f1-8ea9-2f07cbc8e60d",
    "metadata": {},
    "outputs": [],
@@ -143,439 +133,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "48894777-101f-4fe5-998c-47079407f340",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style>#sk-container-id-1 {\n",
-       "  /* Definition of color scheme common for light and dark mode */\n",
-       "  --sklearn-color-text: #000;\n",
-       "  --sklearn-color-text-muted: #666;\n",
-       "  --sklearn-color-line: gray;\n",
-       "  /* Definition of color scheme for unfitted estimators */\n",
-       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
-       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
-       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
-       "  --sklearn-color-unfitted-level-3: chocolate;\n",
-       "  /* Definition of color scheme for fitted estimators */\n",
-       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
-       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
-       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
-       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
-       "\n",
-       "  /* Specific color for light theme */\n",
-       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
-       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
-       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
-       "  --sklearn-color-icon: #696969;\n",
-       "\n",
-       "  @media (prefers-color-scheme: dark) {\n",
-       "    /* Redefinition of color scheme for dark theme */\n",
-       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
-       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
-       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
-       "    --sklearn-color-icon: #878787;\n",
-       "  }\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 {\n",
-       "  color: var(--sklearn-color-text);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 pre {\n",
-       "  padding: 0;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 input.sk-hidden--visually {\n",
-       "  border: 0;\n",
-       "  clip: rect(1px 1px 1px 1px);\n",
-       "  clip: rect(1px, 1px, 1px, 1px);\n",
-       "  height: 1px;\n",
-       "  margin: -1px;\n",
-       "  overflow: hidden;\n",
-       "  padding: 0;\n",
-       "  position: absolute;\n",
-       "  width: 1px;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
-       "  border: 1px dashed var(--sklearn-color-line);\n",
-       "  margin: 0 0.4em 0.5em 0.4em;\n",
-       "  box-sizing: border-box;\n",
-       "  padding-bottom: 0.4em;\n",
-       "  background-color: var(--sklearn-color-background);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-container {\n",
-       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
-       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
-       "     so we also need the `!important` here to be able to override the\n",
-       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
-       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
-       "  display: inline-block !important;\n",
-       "  position: relative;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       "div.sk-parallel-item,\n",
-       "div.sk-serial,\n",
-       "div.sk-item {\n",
-       "  /* draw centered vertical line to link estimators */\n",
-       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
-       "  background-size: 2px 100%;\n",
-       "  background-repeat: no-repeat;\n",
-       "  background-position: center center;\n",
-       "}\n",
-       "\n",
-       "/* Parallel-specific style estimator block */\n",
-       "\n",
-       "#sk-container-id-1 div.sk-parallel-item::after {\n",
-       "  content: \"\";\n",
-       "  width: 100%;\n",
-       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
-       "  flex-grow: 1;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-parallel {\n",
-       "  display: flex;\n",
-       "  align-items: stretch;\n",
-       "  justify-content: center;\n",
-       "  background-color: var(--sklearn-color-background);\n",
-       "  position: relative;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-parallel-item {\n",
-       "  display: flex;\n",
-       "  flex-direction: column;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
-       "  align-self: flex-end;\n",
-       "  width: 50%;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
-       "  align-self: flex-start;\n",
-       "  width: 50%;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
-       "  width: 0;\n",
-       "}\n",
-       "\n",
-       "/* Serial-specific style estimator block */\n",
-       "\n",
-       "#sk-container-id-1 div.sk-serial {\n",
-       "  display: flex;\n",
-       "  flex-direction: column;\n",
-       "  align-items: center;\n",
-       "  background-color: var(--sklearn-color-background);\n",
-       "  padding-right: 1em;\n",
-       "  padding-left: 1em;\n",
-       "}\n",
-       "\n",
-       "\n",
-       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
-       "clickable and can be expanded/collapsed.\n",
-       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
-       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
-       "*/\n",
-       "\n",
-       "/* Pipeline and ColumnTransformer style (default) */\n",
-       "\n",
-       "#sk-container-id-1 div.sk-toggleable {\n",
-       "  /* Default theme specific background. It is overwritten whether we have a\n",
-       "  specific estimator or a Pipeline/ColumnTransformer */\n",
-       "  background-color: var(--sklearn-color-background);\n",
-       "}\n",
-       "\n",
-       "/* Toggleable label */\n",
-       "#sk-container-id-1 label.sk-toggleable__label {\n",
-       "  cursor: pointer;\n",
-       "  display: flex;\n",
-       "  width: 100%;\n",
-       "  margin-bottom: 0;\n",
-       "  padding: 0.5em;\n",
-       "  box-sizing: border-box;\n",
-       "  text-align: center;\n",
-       "  align-items: start;\n",
-       "  justify-content: space-between;\n",
-       "  gap: 0.5em;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 label.sk-toggleable__label .caption {\n",
-       "  font-size: 0.6rem;\n",
-       "  font-weight: lighter;\n",
-       "  color: var(--sklearn-color-text-muted);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
-       "  /* Arrow on the left of the label */\n",
-       "  content: \"▸\";\n",
-       "  float: left;\n",
-       "  margin-right: 0.25em;\n",
-       "  color: var(--sklearn-color-icon);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
-       "  color: var(--sklearn-color-text);\n",
-       "}\n",
-       "\n",
-       "/* Toggleable content - dropdown */\n",
-       "\n",
-       "#sk-container-id-1 div.sk-toggleable__content {\n",
-       "  max-height: 0;\n",
-       "  max-width: 0;\n",
-       "  overflow: hidden;\n",
-       "  text-align: left;\n",
-       "  /* unfitted */\n",
-       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
-       "  /* fitted */\n",
-       "  background-color: var(--sklearn-color-fitted-level-0);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
-       "  margin: 0.2em;\n",
-       "  border-radius: 0.25em;\n",
-       "  color: var(--sklearn-color-text);\n",
-       "  /* unfitted */\n",
-       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
-       "  /* unfitted */\n",
-       "  background-color: var(--sklearn-color-fitted-level-0);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
-       "  /* Expand drop-down */\n",
-       "  max-height: 200px;\n",
-       "  max-width: 100%;\n",
-       "  overflow: auto;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
-       "  content: \"▾\";\n",
-       "}\n",
-       "\n",
-       "/* Pipeline/ColumnTransformer-specific style */\n",
-       "\n",
-       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
-       "  color: var(--sklearn-color-text);\n",
-       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
-       "  background-color: var(--sklearn-color-fitted-level-2);\n",
-       "}\n",
-       "\n",
-       "/* Estimator-specific style */\n",
-       "\n",
-       "/* Colorize estimator box */\n",
-       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
-       "  /* unfitted */\n",
-       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
-       "  /* fitted */\n",
-       "  background-color: var(--sklearn-color-fitted-level-2);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
-       "#sk-container-id-1 div.sk-label label {\n",
-       "  /* The background is the default theme color */\n",
-       "  color: var(--sklearn-color-text-on-default-background);\n",
-       "}\n",
-       "\n",
-       "/* On hover, darken the color of the background */\n",
-       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
-       "  color: var(--sklearn-color-text);\n",
-       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
-       "}\n",
-       "\n",
-       "/* Label box, darken color on hover, fitted */\n",
-       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
-       "  color: var(--sklearn-color-text);\n",
-       "  background-color: var(--sklearn-color-fitted-level-2);\n",
-       "}\n",
-       "\n",
-       "/* Estimator label */\n",
-       "\n",
-       "#sk-container-id-1 div.sk-label label {\n",
-       "  font-family: monospace;\n",
-       "  font-weight: bold;\n",
-       "  display: inline-block;\n",
-       "  line-height: 1.2em;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-label-container {\n",
-       "  text-align: center;\n",
-       "}\n",
-       "\n",
-       "/* Estimator-specific */\n",
-       "#sk-container-id-1 div.sk-estimator {\n",
-       "  font-family: monospace;\n",
-       "  border: 1px dotted var(--sklearn-color-border-box);\n",
-       "  border-radius: 0.25em;\n",
-       "  box-sizing: border-box;\n",
-       "  margin-bottom: 0.5em;\n",
-       "  /* unfitted */\n",
-       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-estimator.fitted {\n",
-       "  /* fitted */\n",
-       "  background-color: var(--sklearn-color-fitted-level-0);\n",
-       "}\n",
-       "\n",
-       "/* on hover */\n",
-       "#sk-container-id-1 div.sk-estimator:hover {\n",
-       "  /* unfitted */\n",
-       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
-       "  /* fitted */\n",
-       "  background-color: var(--sklearn-color-fitted-level-2);\n",
-       "}\n",
-       "\n",
-       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
-       "\n",
-       "/* Common style for \"i\" and \"?\" */\n",
-       "\n",
-       ".sk-estimator-doc-link,\n",
-       "a:link.sk-estimator-doc-link,\n",
-       "a:visited.sk-estimator-doc-link {\n",
-       "  float: right;\n",
-       "  font-size: smaller;\n",
-       "  line-height: 1em;\n",
-       "  font-family: monospace;\n",
-       "  background-color: var(--sklearn-color-background);\n",
-       "  border-radius: 1em;\n",
-       "  height: 1em;\n",
-       "  width: 1em;\n",
-       "  text-decoration: none !important;\n",
-       "  margin-left: 0.5em;\n",
-       "  text-align: center;\n",
-       "  /* unfitted */\n",
-       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
-       "  color: var(--sklearn-color-unfitted-level-1);\n",
-       "}\n",
-       "\n",
-       ".sk-estimator-doc-link.fitted,\n",
-       "a:link.sk-estimator-doc-link.fitted,\n",
-       "a:visited.sk-estimator-doc-link.fitted {\n",
-       "  /* fitted */\n",
-       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
-       "  color: var(--sklearn-color-fitted-level-1);\n",
-       "}\n",
-       "\n",
-       "/* On hover */\n",
-       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
-       ".sk-estimator-doc-link:hover,\n",
-       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
-       ".sk-estimator-doc-link:hover {\n",
-       "  /* unfitted */\n",
-       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
-       "  color: var(--sklearn-color-background);\n",
-       "  text-decoration: none;\n",
-       "}\n",
-       "\n",
-       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
-       ".sk-estimator-doc-link.fitted:hover,\n",
-       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
-       ".sk-estimator-doc-link.fitted:hover {\n",
-       "  /* fitted */\n",
-       "  background-color: var(--sklearn-color-fitted-level-3);\n",
-       "  color: var(--sklearn-color-background);\n",
-       "  text-decoration: none;\n",
-       "}\n",
-       "\n",
-       "/* Span, style for the box shown on hovering the info icon */\n",
-       ".sk-estimator-doc-link span {\n",
-       "  display: none;\n",
-       "  z-index: 9999;\n",
-       "  position: relative;\n",
-       "  font-weight: normal;\n",
-       "  right: .2ex;\n",
-       "  padding: .5ex;\n",
-       "  margin: .5ex;\n",
-       "  width: min-content;\n",
-       "  min-width: 20ex;\n",
-       "  max-width: 50ex;\n",
-       "  color: var(--sklearn-color-text);\n",
-       "  box-shadow: 2pt 2pt 4pt #999;\n",
-       "  /* unfitted */\n",
-       "  background: var(--sklearn-color-unfitted-level-0);\n",
-       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
-       "}\n",
-       "\n",
-       ".sk-estimator-doc-link.fitted span {\n",
-       "  /* fitted */\n",
-       "  background: var(--sklearn-color-fitted-level-0);\n",
-       "  border: var(--sklearn-color-fitted-level-3);\n",
-       "}\n",
-       "\n",
-       ".sk-estimator-doc-link:hover span {\n",
-       "  display: block;\n",
-       "}\n",
-       "\n",
-       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
-       "\n",
-       "#sk-container-id-1 a.estimator_doc_link {\n",
-       "  float: right;\n",
-       "  font-size: 1rem;\n",
-       "  line-height: 1em;\n",
-       "  font-family: monospace;\n",
-       "  background-color: var(--sklearn-color-background);\n",
-       "  border-radius: 1rem;\n",
-       "  height: 1rem;\n",
-       "  width: 1rem;\n",
-       "  text-decoration: none;\n",
-       "  /* unfitted */\n",
-       "  color: var(--sklearn-color-unfitted-level-1);\n",
-       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
-       "  /* fitted */\n",
-       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
-       "  color: var(--sklearn-color-fitted-level-1);\n",
-       "}\n",
-       "\n",
-       "/* On hover */\n",
-       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
-       "  /* unfitted */\n",
-       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
-       "  color: var(--sklearn-color-background);\n",
-       "  text-decoration: none;\n",
-       "}\n",
-       "\n",
-       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
-       "  /* fitted */\n",
-       "  background-color: var(--sklearn-color-fitted-level-3);\n",
-       "}\n",
-       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestRegressor(n_jobs=-1, random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>RandomForestRegressor</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.ensemble.RandomForestRegressor.html\">?<span>Documentation for RandomForestRegressor</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>RandomForestRegressor(n_jobs=-1, random_state=42)</pre></div> </div></div></div></div>"
-      ],
-      "text/plain": [
-       "RandomForestRegressor(n_jobs=-1, random_state=42)"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# This next line takes an hour on my M1 Mac!\n",
     "\n",
@@ -593,21 +154,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "62eb7ddf-e1da-481e-84c6-1256547566bd",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['random_forest_model.pkl']"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Save the model to a file\n",
     "\n",
@@ -616,7 +166,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "d281dc5e-761e-4a5e-86b3-29d9c0a33d4a",
    "metadata": {},
    "outputs": [],
@@ -636,7 +186,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "c65dcfb9-d2c1-431c-843d-c5908bc39e3f",
    "metadata": {},
    "outputs": [],
@@ -657,28 +207,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "a6980ca7-fc38-482c-8346-80c435058886",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['xg_boost_model.pkl']"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "joblib.dump(model,'xg_boost_model.pkl')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "a0605f48-04f8-44a3-8d8c-c7be4cd840b2",
    "metadata": {},
    "outputs": [],
@@ -696,7 +235,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "5d438dec-8e5b-4e60-bb6f-c3f82e522dd9",
    "metadata": {},
    "outputs": [],
@@ -709,21 +248,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "afc39369-b97b-4a90-b17e-b20ef501d3c9",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\92310\\anaconda3\\envs\\llms\\Lib\\asyncio\\events.py:84: DeprecationError: 2025-01-27: `modal.Cls.lookup` is deprecated and will be removed in a future release. It can be replaced with `modal.Cls.from_name`.\n",
-      "\n",
-      "See https://modal.com/docs/guide/modal-1-0-migration for more information.\n",
-      "  self._context.run(self._callback, *self._args)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "specialist = SpecialistAgent()\n",
     "frontier = FrontierAgent(collection)\n",
@@ -733,7 +261,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "8e2d0d0a-8bb8-4b39-b046-322828c39244",
    "metadata": {},
    "outputs": [],
@@ -744,7 +272,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "bfe0434f-b29e-4cc0-bad9-b07624665727",
    "metadata": {},
    "outputs": [],
@@ -755,286 +283,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "cdf233ec-264f-4b34-9f2b-27c39692137b",
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-      "\u001b[93m32: Guess: $64.72 Truth: $18.41 Error: $46.31 SLE: 1.49 Item: Large Size Fast Sling Puck Game Board Fo...\u001b[0m\n",
-      "\u001b[92m33: Guess: $136.62 Truth: $110.99 Error: $25.63 SLE: 0.04 Item: Remo Tucked Nuskyn Conga Drumhead, 11.75...\u001b[0m\n",
-      "\u001b[93m34: Guess: $338.80 Truth: $539.99 Error: $201.19 SLE: 0.22 Item: Yamaha FGX830C Solid Top Cutaway Acousti...\u001b[0m\n",
-      "\u001b[92m35: Guess: $79.24 Truth: $41.30 Error: $37.94 SLE: 0.41 Item: Malifaux Third Edition Arcanists Colette...\u001b[0m\n",
-      "\u001b[92m36: Guess: $229.01 Truth: $229.95 Error: $0.94 SLE: 0.00 Item: Rockville RAM12BT 12\" Rechargable Powere...\u001b[0m\n",
-      "\u001b[93m37: Guess: $66.87 Truth: $3.89 Error: $62.98 SLE: 6.92 Item: Monoprice 107193 6.35-mm Stereo Plug to ...\u001b[0m\n",
-      "\u001b[91m38: Guess: $122.38 Truth: $14.61 Error: $107.77 SLE: 4.27 Item: Q-Parts Mini Dome Knob, EBONY ON BLACK\u001b[0m\n",
-      "\u001b[93m39: Guess: $213.17 Truth: $279.99 Error: $66.82 SLE: 0.07 Item: Heng Long Modified Edition 1/16 2.4ghz R...\u001b[0m\n",
-      "\u001b[93m40: Guess: $56.84 Truth: $15.99 Error: $40.85 SLE: 1.50 Item: Levy's Leathers MM8-BRN J.K. Gully Hook,...\u001b[0m\n",
-      "\u001b[93m41: Guess: $68.76 Truth: $9.99 Error: $58.77 SLE: 3.42 Item: CHIAOGOO Nylon Cable, Large, Multicolour\u001b[0m\n",
-      "\u001b[91m42: Guess: $94.21 Truth: $339.99 Error: $245.78 SLE: 1.63 Item: Bunnel Pupil Student Violin Outfit 1/2 S...\u001b[0m\n",
-      "\u001b[92m43: Guess: $61.20 Truth: $38.99 Error: $22.21 SLE: 0.20 Item: UGEARS Mechanical Wooden 3D Puzzle Model...\u001b[0m\n",
-      "\u001b[92m44: Guess: $74.04 Truth: $43.99 Error: $30.05 SLE: 0.26 Item: Puzzled Bundle of Dragons Asian Theme: L...\u001b[0m\n",
-      "\u001b[93m45: Guess: $54.08 Truth: $8.94 Error: $45.14 SLE: 2.93 Item: Barbie Chelsea Doll (6-inch Brunette) We...\u001b[0m\n",
-      "\u001b[91m46: Guess: $140.42 Truth: $46.30 Error: $94.12 SLE: 1.20 Item: amscan Miranda Rights\u001b[0m\n",
-      "\u001b[91m47: Guess: $104.65 Truth: $1.99 Error: $102.66 SLE: 12.71 Item: RetroArcade.us Jamma Standard and Plus C...\u001b[0m\n",
-      "\u001b[93m48: Guess: $62.16 Truth: $16.99 Error: $45.17 SLE: 1.58 Item: Seismic Audio SAGCRBK-20 Black 20-Feet W...\u001b[0m\n",
-      "\u001b[91m49: Guess: $69.97 Truth: $269.99 Error: $200.02 SLE: 1.80 Item: 1000pcs 14g Monte Carlo Poker Club Poker...\u001b[0m\n",
-      "\u001b[93m50: Guess: $86.51 Truth: $39.97 Error: $46.54 SLE: 0.58 Item: Cardfight Vanguard G Start Deck Odyssey ...\u001b[0m\n",
-      "\u001b[93m51: Guess: $68.60 Truth: $17.99 Error: $50.61 SLE: 1.69 Item: GOVOY Color Dough Dentist Doctor Drill a...\u001b[0m\n",
-      "\u001b[93m52: Guess: $74.61 Truth: $19.00 Error: $55.61 SLE: 1.77 Item: Wegrower Hand Chimes, Metal Chord Wind C...\u001b[0m\n",
-      "\u001b[92m53: Guess: $160.10 Truth: $199.00 Error: $38.90 SLE: 0.05 Item: 2.4GHz Wireless Lavalier Microphone Syst...\u001b[0m\n",
-      "\u001b[92m54: Guess: $77.62 Truth: $52.99 Error: $24.63 SLE: 0.14 Item: GLOBACT Steel 50T Center Diff Set Differ...\u001b[0m\n",
-      "\u001b[92m55: Guess: $71.97 Truth: $55.68 Error: $16.29 SLE: 0.06 Item: GENUINE Frigidaire 316442401 Range/Stove...\u001b[0m\n",
-      "\u001b[92m56: Guess: $50.52 Truth: $49.99 Error: $0.53 SLE: 0.00 Item: Jeereal Full Grain Genuine Padded Leathe...\u001b[0m\n",
-      "\u001b[92m57: Guess: $52.02 Truth: $20.99 Error: $31.03 SLE: 0.77 Item: Supplying Demand 8299642 W10135399 Cloth...\u001b[0m\n",
-      "\u001b[93m58: Guess: $77.81 Truth: $29.99 Error: $47.82 SLE: 0.87 Item: Electric Guitar Neck, Paddle Head DIY Un...\u001b[0m\n",
-      "\u001b[92m59: Guess: $167.33 Truth: $129.99 Error: $37.34 SLE: 0.06 Item: MXR M75 Super Badass Distortion Guitar E...\u001b[0m\n",
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-      "\u001b[93m61: Guess: $150.32 Truth: $209.99 Error: $59.67 SLE: 0.11 Item: Vangoa 5 String Banjo Remo Head Closed S...\u001b[0m\n",
-      "\u001b[92m62: Guess: $123.66 Truth: $119.95 Error: $3.71 SLE: 0.00 Item: The Simpsons Exclusive Playset Moe's Bar...\u001b[0m\n",
-      "\u001b[92m63: Guess: $173.36 Truth: $179.00 Error: $5.64 SLE: 0.00 Item: Celestion G12-65 Heritage Guitar Speaker...\u001b[0m\n",
-      "\u001b[91m64: Guess: $145.87 Truth: $17.99 Error: $127.88 SLE: 4.18 Item: Sinnya 6 Pack Filter T HFT600 Filter Com...\u001b[0m\n",
-      "\u001b[92m65: Guess: $62.28 Truth: $22.95 Error: $39.33 SLE: 0.94 Item: PANYARD Steel Drum (JUMBIE JAM)\u001b[0m\n",
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-      "\u001b[92m71: Guess: $140.64 Truth: $101.00 Error: $39.64 SLE: 0.11 Item: LG Electronics AEQ72909602 Refrigerator ...\u001b[0m\n",
-      "\u001b[91m72: Guess: $121.22 Truth: $239.99 Error: $118.77 SLE: 0.46 Item: Korilakkuma San-X Original Plush (Jumbo)\u001b[0m\n",
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-      "\u001b[92m74: Guess: $77.98 Truth: $55.99 Error: $21.99 SLE: 0.11 Item: Haxtec Natural Amethyst Gemstone DND Dic...\u001b[0m\n",
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-      "\u001b[92m76: Guess: $84.37 Truth: $97.49 Error: $13.12 SLE: 0.02 Item: Funko Pop Games: Mortal Combat - Kitana ...\u001b[0m\n",
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-      "\u001b[92m78: Guess: $47.12 Truth: $34.99 Error: $12.13 SLE: 0.08 Item: Veemoon Wedding Cake Topper Figurines Ol...\u001b[0m\n",
-      "\u001b[92m79: Guess: $137.50 Truth: $146.99 Error: $9.49 SLE: 0.00 Item: Kinglos 4/4 White Ebony Fitted Solid Woo...\u001b[0m\n",
-      "\u001b[93m80: Guess: $67.92 Truth: $8.39 Error: $59.53 SLE: 3.97 Item: Reaper Miniatures 2008 Christmas Sophie ...\u001b[0m\n",
-      "\u001b[92m81: Guess: $53.89 Truth: $38.89 Error: $15.00 SLE: 0.10 Item: Greture Sunflower Home Kitchen Decoratio...\u001b[0m\n",
-      "\u001b[92m82: Guess: $99.32 Truth: $97.95 Error: $1.37 SLE: 0.00 Item: Stormcast Eternals Celestant-Prime Hamme...\u001b[0m\n",
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-      "\u001b[93m84: Guess: $92.17 Truth: $41.99 Error: $50.18 SLE: 0.60 Item: Bilingual Quiet Book for Toddlers | Writ...\u001b[0m\n",
-      "\u001b[91m85: Guess: $267.91 Truth: $96.95 Error: $170.96 SLE: 1.02 Item: Exotic Electric Guitar Body Blank Wood V...\u001b[0m\n",
-      "\u001b[93m86: Guess: $249.19 Truth: $179.00 Error: $70.19 SLE: 0.11 Item: CAVALIERE Under Cabinet Range Hood 30\" I...\u001b[0m\n",
-      "\u001b[91m87: Guess: $129.65 Truth: $40.99 Error: $88.66 SLE: 1.29 Item: JUSOP Microphone Isolation Shield with P...\u001b[0m\n",
-      "\u001b[92m88: Guess: $24.42 Truth: $2.39 Error: $22.03 SLE: 4.06 Item: YU-GI-OH! - World of Prophecy (JOTL-EN02...\u001b[0m\n",
-      "\u001b[93m89: Guess: $66.36 Truth: $19.49 Error: $46.87 SLE: 1.42 Item: 240356402 Door Bin Shelf - Compatible Wi...\u001b[0m\n",
-      "\u001b[93m90: Guess: $169.06 Truth: $259.95 Error: $90.89 SLE: 0.18 Item: Odyssey FZPIDDJSXBL Black Label Flight Z...\u001b[0m\n",
-      "\u001b[91m91: Guess: $217.32 Truth: $601.00 Error: $383.68 SLE: 1.03 Item: Samson Expedition XP312w 12” 300 Watt Ba...\u001b[0m\n",
-      "\u001b[92m92: Guess: $46.87 Truth: $29.99 Error: $16.88 SLE: 0.19 Item: Fanattik Yu-Gi-Oh Metal Card White Drago...\u001b[0m\n",
-      "\u001b[93m93: Guess: $44.50 Truth: $2.08 Error: $42.42 SLE: 7.25 Item: Magic The Gathering - Voracious Dragon -...\u001b[0m\n",
-      "\u001b[93m94: Guess: $96.59 Truth: $36.99 Error: $59.60 SLE: 0.89 Item: Marvel Legends Annihilus Series Build-A-...\u001b[0m\n",
-      "\u001b[93m95: Guess: $116.19 Truth: $69.99 Error: $46.20 SLE: 0.25 Item: XPIY Tricycle for Toddlers Age 2 to 4 Ye...\u001b[0m\n",
-      "\u001b[92m96: Guess: $85.97 Truth: $75.00 Error: $10.97 SLE: 0.02 Item: Super Heroes Lego 76133 Spider-Man Car C...\u001b[0m\n",
-      "\u001b[93m97: Guess: $106.46 Truth: $57.98 Error: $48.48 SLE: 0.36 Item: Batman Dark Knight Movie Master Exclusiv...\u001b[0m\n",
-      "\u001b[91m98: Guess: $185.51 Truth: $55.89 Error: $129.62 SLE: 1.41 Item: KOKKO Looper Guitar Pedal Effects Mini L...\u001b[0m\n",
-      "\u001b[92m99: Guess: $58.01 Truth: $58.99 Error: $0.98 SLE: 0.00 Item: Upgraded Microphone Studio Recording Kit...\u001b[0m\n",
-      "\u001b[93m100: Guess: $132.39 Truth: $56.92 Error: $75.47 SLE: 0.70 Item: Redcat Racing Hexfly 3600 25C 11.1V LiPo...\u001b[0m\n",
-      "\u001b[93m101: Guess: $85.97 Truth: $33.99 Error: $51.98 SLE: 0.83 Item: CuberSpeed GAN 356 Air Speed Cube GAN 11...\u001b[0m\n",
-      "\u001b[92m102: Guess: $8.10 Truth: $3.07 Error: $5.03 SLE: 0.65 Item: Yu-Gi-Oh! - Icarus Attack (EOJ-EN055) - ...\u001b[0m\n",
-      "\u001b[91m103: Guess: $219.70 Truth: $48.64 Error: $171.06 SLE: 2.23 Item: Hohner Green Tones 3750 Beginner Drum Se...\u001b[0m\n",
-      "\u001b[93m104: Guess: $76.03 Truth: $32.62 Error: $43.41 SLE: 0.69 Item: Musiclily Pro 13-Hole Aluminum Vintage 6...\u001b[0m\n",
-      "\u001b[93m105: Guess: $195.46 Truth: $149.99 Error: $45.47 SLE: 0.07 Item: PreSonus AudioBox iTwo Studio USB 2.0 Re...\u001b[0m\n",
-      "\u001b[92m106: Guess: $166.09 Truth: $199.95 Error: $33.86 SLE: 0.03 Item: Rockville MOTIONSTRIP Motorized Moving H...\u001b[0m\n",
-      "\u001b[93m107: Guess: $90.18 Truth: $22.88 Error: $67.30 SLE: 1.80 Item: Hot Racing TFF125HM01 Aluminum reinforce...\u001b[0m\n",
-      "\u001b[92m108: Guess: $60.87 Truth: $22.23 Error: $38.64 SLE: 0.96 Item: Disney Cars Toys Movie Die-cast Characte...\u001b[0m\n",
-      "\u001b[92m109: Guess: $67.31 Truth: $62.99 Error: $4.32 SLE: 0.00 Item: HASMX 2 Pack Replacement Humidifier Filt...\u001b[0m\n",
-      "\u001b[91m110: Guess: $168.41 Truth: $299.00 Error: $130.59 SLE: 0.33 Item: Frigidaire 5304495520 Oven Control Board...\u001b[0m\n",
-      "\u001b[93m111: Guess: $72.17 Truth: $1.09 Error: $71.08 SLE: 12.64 Item: Magic: the Gathering - Drake Umbra - Ris...\u001b[0m\n",
-      "\u001b[92m112: Guess: $98.33 Truth: $118.99 Error: $20.66 SLE: 0.04 Item: Mezco Toyz Living Dead Dolls Series 23 -...\u001b[0m\n",
-      "\u001b[92m113: Guess: $121.20 Truth: $119.81 Error: $1.39 SLE: 0.00 Item: Hey! Play! Classic Giant Wooden Blocks T...\u001b[0m\n",
-      "\u001b[92m114: Guess: $37.79 Truth: $21.99 Error: $15.80 SLE: 0.27 Item: Ultra Durable 4581EL2002C Dryer Drum Rol...\u001b[0m\n",
-      "\u001b[93m115: Guess: $81.38 Truth: $21.75 Error: $59.63 SLE: 1.66 Item: RPS PRODUCTS H75-2PK-PDQ-2 Holmes Wick F...\u001b[0m\n",
-      "\u001b[91m116: Guess: $134.92 Truth: $41.88 Error: $93.04 SLE: 1.33 Item: Funko Pop! Moment: Inuyasha - Inuyasha V...\u001b[0m\n",
-      "\u001b[91m117: Guess: $120.88 Truth: $275.00 Error: $154.12 SLE: 0.67 Item: Kotobukiya Dc Comics Batgirl Bishoujo St...\u001b[0m\n",
-      "\u001b[92m118: Guess: $78.57 Truth: $72.99 Error: $5.58 SLE: 0.01 Item: Ravensburger 540 Celestial Map Gloin- in...\u001b[0m\n",
-      "\u001b[92m119: Guess: $42.22 Truth: $29.15 Error: $13.07 SLE: 0.13 Item: Steiff USA Handmade Light Brown Lumpi Li...\u001b[0m\n",
-      "\u001b[92m120: Guess: $114.45 Truth: $98.00 Error: $16.45 SLE: 0.02 Item: Tengen Toppa Gurren Lagann Revoltech #05...\u001b[0m\n",
-      "\u001b[92m121: Guess: $112.92 Truth: $139.99 Error: $27.07 SLE: 0.05 Item: WWE Elite Collection Road Dogg Action Fi...\u001b[0m\n",
-      "\u001b[92m122: Guess: $129.85 Truth: $94.95 Error: $34.90 SLE: 0.10 Item: Singing Machine STVG782BK Groove XL Kara...\u001b[0m\n",
-      "\u001b[93m123: Guess: $92.46 Truth: $41.99 Error: $50.47 SLE: 0.60 Item: Ruibo 88 Key Keyboard Gig Bag Case for E...\u001b[0m\n",
-      "\u001b[91m124: Guess: $133.18 Truth: $19.99 Error: $113.19 SLE: 3.44 Item: STAR WARS The Vintage Collection Snaggle...\u001b[0m\n",
-      "\u001b[92m125: Guess: $162.22 Truth: $197.99 Error: $35.77 SLE: 0.04 Item: Truetone V3 Jekyll & Hyde Overdrive & Di...\u001b[0m\n",
-      "\u001b[93m126: Guess: $61.97 Truth: $12.76 Error: $49.21 SLE: 2.31 Item: 13 Inch Authentic Indian Wooden Bamboo F...\u001b[0m\n",
-      "\u001b[91m127: Guess: $92.24 Truth: $179.95 Error: $87.71 SLE: 0.44 Item: 48 Pack of (12 x 12 x 2)Inch Acoustical ...\u001b[0m\n",
-      "\u001b[92m128: Guess: $33.83 Truth: $16.99 Error: $16.84 SLE: 0.44 Item: Writing Tablet 10 Inch Drawing Pad, Colo...\u001b[0m\n",
-      "\u001b[91m129: Guess: $140.46 Truth: $529.20 Error: $388.74 SLE: 1.75 Item: TAMIYA 1/14 King Hauler 10X8WD Semi Trac...\u001b[0m\n",
-      "\u001b[91m130: Guess: $123.34 Truth: $39.59 Error: $83.75 SLE: 1.25 Item: DIAMOND SELECT TOYS John Wick 3 Casual S...\u001b[0m\n",
-      "\u001b[93m131: Guess: $115.90 Truth: $174.42 Error: $58.52 SLE: 0.16 Item: Bandai Tamashii Nations The Dark Knight ...\u001b[0m\n",
-      "\u001b[92m132: Guess: $52.09 Truth: $17.99 Error: $34.10 SLE: 1.06 Item: Jiayouy 15Pcs 4/4-3/4 Size Violin Fiddle...\u001b[0m\n",
-      "\u001b[92m133: Guess: $181.49 Truth: $149.00 Error: $32.49 SLE: 0.04 Item: Mould King 13082 Pickup Truck Block Kits...\u001b[0m\n",
-      "\u001b[92m134: Guess: $63.70 Truth: $49.99 Error: $13.71 SLE: 0.06 Item: UGEARS 3D Puzzle for Board Games - Woode...\u001b[0m\n",
-      "\u001b[91m135: Guess: $133.03 Truth: $359.99 Error: $226.96 SLE: 0.98 Item: HONEY JOY Inflatable Water Slide, 6 in 1...\u001b[0m\n",
-      "\u001b[91m136: Guess: $128.19 Truth: $24.99 Error: $103.20 SLE: 2.57 Item: ABY Selecor Combiner Switch AB Box New P...\u001b[0m\n",
-      "\u001b[92m137: Guess: $39.62 Truth: $27.99 Error: $11.63 SLE: 0.11 Item: 12 Small Gun Set for Nerf Party Supplies...\u001b[0m\n",
-      "\u001b[91m138: Guess: $144.72 Truth: $247.00 Error: $102.28 SLE: 0.28 Item: Seymour Duncan - 11201-03-Cset - SSL-2 V...\u001b[0m\n",
-      "\u001b[92m139: Guess: $125.48 Truth: $121.15 Error: $4.33 SLE: 0.00 Item: Odyssey Scrim Werks SWLTPSBLK 360 degree...\u001b[0m\n",
-      "\u001b[92m140: Guess: $54.43 Truth: $43.37 Error: $11.06 SLE: 0.05 Item: Natural Goatskin, 22\", Medium\u001b[0m\n",
-      "\u001b[93m141: Guess: $121.34 Truth: $169.99 Error: $48.65 SLE: 0.11 Item: CKYSCHN Remote Control Helicopter, WLtoy...\u001b[0m\n",
-      "\u001b[91m142: Guess: $185.60 Truth: $549.99 Error: $364.39 SLE: 1.17 Item: Goldtone M Bass Microbass Fretless Short...\u001b[0m\n",
-      "\u001b[91m143: Guess: $124.63 Truth: $19.95 Error: $104.68 SLE: 3.21 Item: Remo Diplomat Coated Drumhead, 13\"\u001b[0m\n",
-      "\u001b[92m144: Guess: $38.82 Truth: $18.98 Error: $19.84 SLE: 0.48 Item: MOMOFULL High Chair Decorations for 1st ...\u001b[0m\n",
-      "\u001b[93m145: Guess: $84.84 Truth: $11.99 Error: $72.85 SLE: 3.57 Item: Nature Bound Butterfly Net Bug Catcher f...\u001b[0m\n",
-      "\u001b[92m146: Guess: $95.25 Truth: $56.40 Error: $38.85 SLE: 0.27 Item: Swing Set Stuff Inc. Commercial Rubber B...\u001b[0m\n",
-      "\u001b[92m147: Guess: $163.68 Truth: $179.99 Error: $16.31 SLE: 0.01 Item: Other, 4-String Electric/Acoustic Cutawa...\u001b[0m\n",
-      "\u001b[92m148: Guess: $161.41 Truth: $199.95 Error: $38.54 SLE: 0.05 Item: Classic Heartwood Bugarabu Drum 9\"x24\" -...\u001b[0m\n",
-      "\u001b[92m149: Guess: $54.46 Truth: $34.99 Error: $19.47 SLE: 0.19 Item: Toddler Meerkat Costume\u001b[0m\n",
-      "\u001b[93m150: Guess: $139.59 Truth: $74.95 Error: $64.64 SLE: 0.38 Item: CampCo Sniper Rifle Gun Building Blocks ...\u001b[0m\n",
-      "\u001b[93m151: Guess: $88.12 Truth: $19.99 Error: $68.13 SLE: 2.09 Item: YOCOM Wireless Lavalier Lapel Microphone...\u001b[0m\n",
-      "\u001b[93m152: Guess: $272.65 Truth: $199.99 Error: $72.66 SLE: 0.10 Item: Costzon Inflatable Bounce House, Kids Bo...\u001b[0m\n",
-      "\u001b[91m153: Guess: $239.50 Truth: $99.99 Error: $139.51 SLE: 0.75 Item: Vertex Steel String Clean Drive MKII\u001b[0m\n",
-      "\u001b[92m154: Guess: $63.06 Truth: $28.47 Error: $34.59 SLE: 0.60 Item: Bnineteenteam Drum Clamp Set Durable Zin...\u001b[0m\n",
-      "\u001b[92m155: Guess: $105.34 Truth: $78.89 Error: $26.45 SLE: 0.08 Item: LEGO Castle Gold Getaway\u001b[0m\n",
-      "\u001b[92m156: Guess: $145.55 Truth: $146.00 Error: $0.45 SLE: 0.00 Item: LEGO Technic Ford F-150 Raptor 42126 Mod...\u001b[0m\n",
-      "\u001b[92m157: Guess: $108.79 Truth: $71.98 Error: $36.81 SLE: 0.17 Item: 2020 Topps Garbage Pail Kids Series 2-35...\u001b[0m\n",
-      "\u001b[91m158: Guess: $113.14 Truth: $12.29 Error: $100.85 SLE: 4.62 Item: Pirastro Chromcor 4/4 Violin A String - ...\u001b[0m\n",
-      "\u001b[92m159: Guess: $75.24 Truth: $38.99 Error: $36.25 SLE: 0.42 Item: Savox SC-0252MG Metal Gear Standard Digi...\u001b[0m\n",
-      "\u001b[92m160: Guess: $36.92 Truth: $16.97 Error: $19.95 SLE: 0.56 Item: Techecook 4392065 Dryer Repair Kit with ...\u001b[0m\n",
-      "\u001b[91m161: Guess: $175.84 Truth: $302.49 Error: $126.65 SLE: 0.29 Item: hOmeLabs Digital Countertop Dishwasher w...\u001b[0m\n",
-      "\u001b[92m162: Guess: $28.73 Truth: $24.95 Error: $3.78 SLE: 0.02 Item: Do A Dot Art Fruit Scented Washable Dot ...\u001b[0m\n",
-      "\u001b[92m163: Guess: $116.95 Truth: $79.73 Error: $37.22 SLE: 0.14 Item: Mattel Games FTB29 Phase 10 Strategy Boa...\u001b[0m\n",
-      "\u001b[92m164: Guess: $42.88 Truth: $3.96 Error: $38.92 SLE: 4.75 Item: American Art Classics Paul McCartney Mil...\u001b[0m\n",
-      "\u001b[93m165: Guess: $172.88 Truth: $99.99 Error: $72.89 SLE: 0.30 Item: Replogle Reso REP-S14 Traditional Resona...\u001b[0m\n",
-      "\u001b[91m166: Guess: $217.06 Truth: $32.50 Error: $184.56 SLE: 3.51 Item: Technica Brand Compatible Waste Toner Co...\u001b[0m\n",
-      "\u001b[92m167: Guess: $78.35 Truth: $54.99 Error: $23.36 SLE: 0.12 Item: RCMYou RC Stainless Steel Drive Shaft CV...\u001b[0m\n",
-      "\u001b[91m168: Guess: $116.89 Truth: $6.22 Error: $110.67 SLE: 7.80 Item: BQLZR Guitar Potentiometer B500K Push/Pu...\u001b[0m\n",
-      "\u001b[91m169: Guess: $170.77 Truth: $49.55 Error: $121.22 SLE: 1.50 Item: Vox VFS2A Dual Guitar Footswitch\u001b[0m\n",
-      "\u001b[93m170: Guess: $59.09 Truth: $8.99 Error: $50.10 SLE: 3.22 Item: NUOMI Flannel Cloth Coffee Filter Strain...\u001b[0m\n",
-      "\u001b[93m171: Guess: $151.48 Truth: $92.16 Error: $59.32 SLE: 0.24 Item: Max Factory Genshin Impact Mona (Mirror ...\u001b[0m\n",
-      "\u001b[92m172: Guess: $158.92 Truth: $139.99 Error: $18.93 SLE: 0.02 Item: J Reynolds JR14PK 36-Inch Acoustic Guita...\u001b[0m\n",
-      "\u001b[93m173: Guess: $157.37 Truth: $77.98 Error: $79.39 SLE: 0.48 Item: LEGO City Great Vehicles 60058 SUV with ...\u001b[0m\n",
-      "\u001b[92m174: Guess: $110.15 Truth: $119.95 Error: $9.80 SLE: 0.01 Item: Diamond Select Toys Batman: The Animated...\u001b[0m\n",
-      "\u001b[91m175: Guess: $102.42 Truth: $379.95 Error: $277.53 SLE: 1.70 Item: Fishman Fluence Greg Koch Gristle-Tone S...\u001b[0m\n",
-      "\u001b[92m176: Guess: $78.29 Truth: $64.99 Error: $13.30 SLE: 0.03 Item: Merchants & Marauders\u001b[0m\n",
-      "\u001b[93m177: Guess: $145.93 Truth: $99.00 Error: $46.93 SLE: 0.15 Item: Ryze Tech Tello - Mini Drone Quadcopter ...\u001b[0m\n",
-      "\u001b[92m178: Guess: $55.46 Truth: $37.50 Error: $17.96 SLE: 0.15 Item: Jigsaw Puzzles Switzerland Lion Lucerne ...\u001b[0m\n",
-      "\u001b[91m179: Guess: $258.65 Truth: $99.95 Error: $158.70 SLE: 0.89 Item: Avedis Zildjian Company ZILDJIAN S8S 8-I...\u001b[0m\n",
-      "\u001b[92m180: Guess: $61.59 Truth: $25.59 Error: $36.00 SLE: 0.73 Item: Sueseip Kids Smart Watches Girls with 24...\u001b[0m\n",
-      "\u001b[93m181: Guess: $228.83 Truth: $159.00 Error: $69.83 SLE: 0.13 Item: EMG ACS Acoustic Guitar Soundhole Pickup...\u001b[0m\n",
-      "\u001b[92m182: Guess: $170.61 Truth: $165.10 Error: $5.51 SLE: 0.00 Item: Hipshot Tone-a-Matic Tuneomatic Bridge T...\u001b[0m\n",
-      "\u001b[92m183: Guess: $86.64 Truth: $51.09 Error: $35.55 SLE: 0.27 Item: Sunny toys 28\" Angel Full Body Puppet\u001b[0m\n",
-      "\u001b[91m184: Guess: $126.04 Truth: $291.99 Error: $165.95 SLE: 0.70 Item: Btuty Eb E-flat Alto Saxophone Professio...\u001b[0m\n",
-      "\u001b[91m185: Guess: $100.02 Truth: $13.99 Error: $86.03 SLE: 3.64 Item: Luluo Santa Claus Christmas Kids Santa S...\u001b[0m\n",
-      "\u001b[93m186: Guess: $62.63 Truth: $139.95 Error: $77.32 SLE: 0.63 Item: OEM Samsung Dryer Lint Filter Screen Tra...\u001b[0m\n",
-      "\u001b[92m187: Guess: $46.86 Truth: $9.99 Error: $36.87 SLE: 2.16 Item: Funnlot Hanukkah Games Chanukah Game Han...\u001b[0m\n",
-      "\u001b[92m188: Guess: $37.46 Truth: $9.99 Error: $27.47 SLE: 1.57 Item: Coola Christmas Crafts Kit for Kids - To...\u001b[0m\n",
-      "\u001b[91m189: Guess: $256.96 Truth: $699.99 Error: $443.03 SLE: 1.00 Item: Ibanez AG95QA AG Artcore Expressionist 6...\u001b[0m\n",
-      "\u001b[92m190: Guess: $168.34 Truth: $139.41 Error: $28.93 SLE: 0.04 Item: DW Hobby 3D Flying Airplane YAK55 800mm ...\u001b[0m\n",
-      "\u001b[92m191: Guess: $104.78 Truth: $132.95 Error: $28.17 SLE: 0.06 Item: STEAMFORGED Godtear Eternal Glade Starte...\u001b[0m\n",
-      "\u001b[91m192: Guess: $92.19 Truth: $8.90 Error: $83.29 SLE: 5.03 Item: Interal Shop Guitar and Bass String Mute...\u001b[0m\n",
-      "\u001b[92m193: Guess: $102.51 Truth: $69.41 Error: $33.10 SLE: 0.15 Item: Electrolux 316443601 Door Handle\u001b[0m\n",
-      "\u001b[91m194: Guess: $178.83 Truth: $49.95 Error: $128.88 SLE: 1.59 Item: Maisto R/C 27Mhz (3-Channel) Rock Crawle...\u001b[0m\n",
-      "\u001b[92m195: Guess: $58.70 Truth: $20.99 Error: $37.71 SLE: 1.00 Item: Odowalker Pack of 4 Dishwasher Premium W...\u001b[0m\n",
-      "\u001b[91m196: Guess: $111.60 Truth: $314.95 Error: $203.35 SLE: 1.06 Item: Pokemon TCG: XY Evolutions Elite Trainer...\u001b[0m\n",
-      "\u001b[93m197: Guess: $87.81 Truth: $27.99 Error: $59.82 SLE: 1.25 Item: Transformer Toy Deformation Robot Toy St...\u001b[0m\n",
-      "\u001b[92m198: Guess: $84.79 Truth: $54.99 Error: $29.80 SLE: 0.18 Item: PlanToys Van Walker, Yellow\u001b[0m\n",
-      "\u001b[93m199: Guess: $75.89 Truth: $27.99 Error: $47.90 SLE: 0.95 Item: Living Nature Brown Bear, Realistic Medi...\u001b[0m\n",
-      "\u001b[91m200: Guess: $129.05 Truth: $16.99 Error: $112.06 SLE: 3.91 Item: Silence Razer Mini Shock Mount with Foam...\u001b[0m\n",
-      "\u001b[92m201: Guess: $142.16 Truth: $119.95 Error: $22.21 SLE: 0.03 Item: LEGO NINJAGO Fire Stone Mech 71720 Build...\u001b[0m\n",
-      "\u001b[92m202: Guess: $147.73 Truth: $110.67 Error: $37.06 SLE: 0.08 Item: Saint Seiya Myth Cloth Sea Dragon Kanon ...\u001b[0m\n",
-      "\u001b[92m203: Guess: $93.76 Truth: $57.99 Error: $35.77 SLE: 0.22 Item: Funko POP Games: Fallout 4 Liberty Prime...\u001b[0m\n",
-      "\u001b[92m204: Guess: $154.49 Truth: $169.00 Error: $14.51 SLE: 0.01 Item: Kala KA-CE Satin Mahogany Concert Electr...\u001b[0m\n",
-      "\u001b[92m205: Guess: $134.10 Truth: $108.15 Error: $25.95 SLE: 0.05 Item: Bandaï Saint Seiya Saint Cloth Myth Appe...\u001b[0m\n",
-      "\u001b[93m206: Guess: $87.33 Truth: $30.99 Error: $56.34 SLE: 1.03 Item: LESHITIAN Kids Laptop, 65 Learning Activ...\u001b[0m\n",
-      "\u001b[91m207: Guess: $174.25 Truth: $399.99 Error: $225.74 SLE: 0.69 Item: Causeair Big Inflatable Bounce House wit...\u001b[0m\n",
-      "\u001b[93m208: Guess: $68.68 Truth: $128.89 Error: $60.21 SLE: 0.39 Item: MAYS 3D Metal Puzzle Kit - Moving Mechan...\u001b[0m\n",
-      "\u001b[93m209: Guess: $164.46 Truth: $219.95 Error: $55.49 SLE: 0.08 Item: DisplayGifts Electric Guitar Display Cas...\u001b[0m\n",
-      "\u001b[91m210: Guess: $151.73 Truth: $42.98 Error: $108.75 SLE: 1.55 Item: QT RC Airplane, 2 Channel RC Plane, 2.4G...\u001b[0m\n",
-      "\u001b[93m211: Guess: $98.43 Truth: $37.76 Error: $60.67 SLE: 0.89 Item: Traxxas 5374X BRUSHLESS E-REVO Wheel/TI\u001b[0m\n",
-      "\u001b[92m212: Guess: $138.95 Truth: $98.99 Error: $39.96 SLE: 0.11 Item: Kotobukiya ARTFX+ Star Wars Stormtrooper...\u001b[0m\n",
-      "\u001b[93m213: Guess: $145.08 Truth: $189.95 Error: $44.87 SLE: 0.07 Item: Aosom 12V Ride On Toy Car for Kids with ...\u001b[0m\n",
-      "\u001b[93m214: Guess: $82.96 Truth: $5.48 Error: $77.48 SLE: 6.56 Item: Violin Bow Clip Kit Strings Bow Fixed Gr...\u001b[0m\n",
-      "\u001b[93m215: Guess: $115.10 Truth: $75.00 Error: $40.10 SLE: 0.18 Item: Funko POP Movies: Boondock Saints Connor...\u001b[0m\n",
-      "\u001b[92m216: Guess: $66.48 Truth: $34.99 Error: $31.49 SLE: 0.40 Item: Seasons Viking Princess Costume, Medium ...\u001b[0m\n",
-      "\u001b[93m217: Guess: $91.54 Truth: $16.99 Error: $74.55 SLE: 2.68 Item: Ernie Ball 2566 Aluminum Bronze Medium-L...\u001b[0m\n",
-      "\u001b[92m218: Guess: $40.28 Truth: $19.99 Error: $20.29 SLE: 0.46 Item: Egg Holder for Refrigerator Automatic Ro...\u001b[0m\n",
-      "\u001b[93m219: Guess: $184.21 Truth: $129.99 Error: $54.22 SLE: 0.12 Item: Zoom MS-50G MultiStomp Guitar Effects Pe...\u001b[0m\n",
-      "\u001b[91m220: Guess: $134.25 Truth: $254.35 Error: $120.10 SLE: 0.40 Item: SOUTHBEND RANGE 4440461 Hi Limit Retrofi...\u001b[0m\n",
-      "\u001b[92m221: Guess: $66.39 Truth: $37.99 Error: $28.40 SLE: 0.30 Item: 12 pack Acoustic Panels Self-Adhesive, 1...\u001b[0m\n",
-      "\u001b[93m222: Guess: $165.80 Truth: $219.99 Error: $54.19 SLE: 0.08 Item: Nektar Pacer - USB MIDI Footswitch Contr...\u001b[0m\n",
-      "\u001b[92m223: Guess: $88.71 Truth: $79.98 Error: $8.73 SLE: 0.01 Item: Steel Tongue Drum, Handpan Tank Drum 11 ...\u001b[0m\n",
-      "\u001b[93m224: Guess: $114.98 Truth: $51.95 Error: $63.03 SLE: 0.61 Item: Protect'em Covers Padded Dust Cover with...\u001b[0m\n",
-      "\u001b[93m225: Guess: $161.43 Truth: $94.66 Error: $66.77 SLE: 0.28 Item: Beast Kingdom The Dark Knight Returns: B...\u001b[0m\n",
-      "\u001b[93m226: Guess: $67.52 Truth: $16.99 Error: $50.53 SLE: 1.79 Item: Ant Mag Guitar Hanger Wall Mount Hooks S...\u001b[0m\n",
-      "\u001b[91m227: Guess: $137.12 Truth: $48.95 Error: $88.17 SLE: 1.03 Item: Diamond Select Toys Marvel Select: Gambi...\u001b[0m\n",
-      "\u001b[92m228: Guess: $58.47 Truth: $62.99 Error: $4.52 SLE: 0.01 Item: Shopkins Food Themed Pack Cupcake Collec...\u001b[0m\n",
-      "\u001b[92m229: Guess: $21.29 Truth: $24.95 Error: $3.66 SLE: 0.02 Item: Wettarn 10 Set Graduation Party Balloon ...\u001b[0m\n",
-      "\u001b[93m230: Guess: $125.28 Truth: $63.98 Error: $61.30 SLE: 0.44 Item: Spider-Man Marvel The Amazing Spider-Man...\u001b[0m\n",
-      "\u001b[93m231: Guess: $136.72 Truth: $84.95 Error: $51.77 SLE: 0.22 Item: Hot Wheels Team Hot Wheels Total Control...\u001b[0m\n",
-      "\u001b[93m232: Guess: $90.05 Truth: $39.99 Error: $50.06 SLE: 0.64 Item: DNYSYSJ Mini Portable Washing Machine, P...\u001b[0m\n",
-      "\u001b[92m233: Guess: $54.60 Truth: $42.99 Error: $11.61 SLE: 0.05 Item: Disco Mirror Ball Silver Hanging Balls f...\u001b[0m\n",
-      "\u001b[91m234: Guess: $110.90 Truth: $6.00 Error: $104.90 SLE: 7.68 Item: Djeco Stickers, Knights\u001b[0m\n",
-      "\u001b[92m235: Guess: $35.10 Truth: $28.89 Error: $6.21 SLE: 0.04 Item: PK Power AC/DC Adapter for Kurzweil Arti...\u001b[0m\n",
-      "\u001b[93m236: Guess: $93.33 Truth: $19.99 Error: $73.34 SLE: 2.26 Item: Supplying Demand WE04X20685 WE4M336 Clot...\u001b[0m\n",
-      "\u001b[93m237: Guess: $130.93 Truth: $75.00 Error: $55.93 SLE: 0.30 Item: Nerf N-Strike Maverick - Colors May Vary...\u001b[0m\n",
-      "\u001b[92m238: Guess: $104.04 Truth: $79.99 Error: $24.05 SLE: 0.07 Item: SpeedArmis Giant Wooden 4 in A Row Game ...\u001b[0m\n",
-      "\u001b[91m239: Guess: $104.83 Truth: $11.95 Error: $92.88 SLE: 4.41 Item: BOHS Montessori 1-10 Bead Stair with Hol...\u001b[0m\n",
-      "\u001b[92m240: Guess: $48.70 Truth: $46.39 Error: $2.31 SLE: 0.00 Item: Papillon dog figure made in UK (japan im...\u001b[0m\n",
-      "\u001b[92m241: Guess: $59.68 Truth: $28.99 Error: $30.69 SLE: 0.50 Item: Supplying Demand DG44-01009A 3290424 Ele...\u001b[0m\n",
-      "\u001b[91m242: Guess: $128.82 Truth: $35.96 Error: $92.86 SLE: 1.58 Item: Eenbei Talking Angela Repeats What You S...\u001b[0m\n",
-      "\u001b[92m243: Guess: $45.41 Truth: $56.40 Error: $10.99 SLE: 0.05 Item: Springbok Coca-Cola Red Disc Icon 1500 P...\u001b[0m\n",
-      "\u001b[93m244: Guess: $149.25 Truth: $99.00 Error: $50.25 SLE: 0.17 Item: Saramonic Blink500 2.4GHz Dual-Channel W...\u001b[0m\n",
-      "\u001b[93m245: Guess: $144.93 Truth: $82.88 Error: $62.05 SLE: 0.31 Item: Barbie as Scarlett O'Hara Gone With The ...\u001b[0m\n",
-      "\u001b[92m246: Guess: $107.98 Truth: $84.88 Error: $23.10 SLE: 0.06 Item: DC Collectibles Batman The Animated Seri...\u001b[0m\n",
-      "\u001b[93m247: Guess: $94.02 Truth: $53.00 Error: $41.02 SLE: 0.32 Item: 3rd Eye, or Pineal Chakra A Note Hand Ha...\u001b[0m\n",
-      "\u001b[93m248: Guess: $58.49 Truth: $12.13 Error: $46.36 SLE: 2.28 Item: Yosoo Health Gear Shaking Head Dog Decor...\u001b[0m\n",
-      "\u001b[92m249: Guess: $132.94 Truth: $114.99 Error: $17.95 SLE: 0.02 Item: LEGO Creator Expert Fiat 500 10271 Toy C...\u001b[0m\n",
-      "\u001b[92m250: Guess: $67.26 Truth: $51.29 Error: $15.97 SLE: 0.07 Item: Hohner Blues Harp Harmonica, Key of Ab\u001b[0m\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "Tester.test(rf, test)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "192b94ac-37d0-4569-bc7c-8fc4f92d129b",
    "metadata": {},
    "outputs": [],
@@ -1045,300 +306,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "a3fa01c2-42d9-4ce7-ae36-1d874a0003c1",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "216.84239"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "xg_b(test[0])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "9183aab7-0586-4d43-b212-c40442c7ab34",
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[91m1: Guess: $216.84 Truth: $32.70 Error: $184.14 SLE: 3.48 Item: AXE HEAVEN Stranger Things Eddie's Guita...\u001b[0m\n",
-      "\u001b[93m2: Guess: $128.56 Truth: $213.94 Error: $85.38 SLE: 0.26 Item: Southbend Range 1175016 Natural Gas Valv...\u001b[0m\n",
-      "\u001b[92m3: Guess: $62.34 Truth: $79.99 Error: $17.65 SLE: 0.06 Item: SUNY Party Lights DJ Stage Lighting 12 G...\u001b[0m\n",
-      "\u001b[92m4: Guess: $26.43 Truth: $18.99 Error: $7.44 SLE: 0.10 Item: 113PCS Birthday Party Supplies and Decor...\u001b[0m\n",
-      "\u001b[91m5: Guess: $205.67 Truth: $44.95 Error: $160.72 SLE: 2.26 Item: Artist Unknown A- B Box, Black (T-LPSMR ...\u001b[0m\n",
-      "\u001b[92m6: Guess: $64.13 Truth: $84.99 Error: $20.86 SLE: 0.08 Item: PINK Child’s Practice Chanter by R.G.Har...\u001b[0m\n",
-      "\u001b[91m7: Guess: $69.80 Truth: $592.95 Error: $523.15 SLE: 4.52 Item: PENNZONI 4ft Drum Shield w/Deflectors & ...\u001b[0m\n",
-      "\u001b[91m8: Guess: $118.38 Truth: $325.01 Error: $206.63 SLE: 1.01 Item: LEGO Bionicle Umarak The Destroyer (7131...\u001b[0m\n",
-      "\u001b[92m9: Guess: $65.93 Truth: $90.99 Error: $25.06 SLE: 0.10 Item: (Red) - Hape E3153 Toy, Multicolor\u001b[0m\n",
-      "\u001b[92m10: Guess: $66.06 Truth: $52.39 Error: $13.67 SLE: 0.05 Item: LEGO DUPLO My Town Birthday Party 10832,...\u001b[0m\n",
-      "\u001b[91m11: Guess: $115.36 Truth: $202.47 Error: $87.11 SLE: 0.31 Item: Aquamarine Fate/Grand Order: Alter Ego/O...\u001b[0m\n",
-      "\u001b[92m12: Guess: $139.16 Truth: $161.58 Error: $22.42 SLE: 0.02 Item: Mytheos Kakegurui xx: Mary Saotome 1:7 S...\u001b[0m\n",
-      "\u001b[91m13: Guess: $125.32 Truth: $25.95 Error: $99.37 SLE: 2.39 Item: Rotosond Stainless Steel Roundwound Bass...\u001b[0m\n",
-      "\u001b[92m14: Guess: $32.48 Truth: $44.05 Error: $11.57 SLE: 0.09 Item: DKKY Upgrade Shock Towers Bracket fit fo...\u001b[0m\n",
-      "\u001b[91m15: Guess: $195.89 Truth: $69.99 Error: $125.90 SLE: 1.04 Item: Ranch Concert Ukulele 23 inch Profession...\u001b[0m\n",
-      "\u001b[92m16: Guess: $119.14 Truth: $99.95 Error: $19.19 SLE: 0.03 Item: BOYA Large-Diaphragm Studio Microphone P...\u001b[0m\n",
-      "\u001b[93m17: Guess: $129.97 Truth: $89.69 Error: $40.28 SLE: 0.14 Item: TOYSLY Off-Road Pickup J40 Land Cruiser ...\u001b[0m\n",
-      "\u001b[92m18: Guess: $123.96 Truth: $127.99 Error: $4.03 SLE: 0.00 Item: Medicom The Return of Superman: Cyborg S...\u001b[0m\n",
-      "\u001b[91m19: Guess: $117.00 Truth: $34.94 Error: $82.06 SLE: 1.41 Item: Axe Heaven FS-013 Fender Strat Cream Fin...\u001b[0m\n",
-      "\u001b[92m20: Guess: $40.33 Truth: $34.99 Error: $5.34 SLE: 0.02 Item: Grover CP68 Leather Handle Side Buckle, ...\u001b[0m\n",
-      "\u001b[92m21: Guess: $52.77 Truth: $72.99 Error: $20.22 SLE: 0.10 Item: Costzon 3 in 1 Kids Art Easel, Double-Si...\u001b[0m\n",
-      "\u001b[91m22: Guess: $97.83 Truth: $16.99 Error: $80.84 SLE: 2.90 Item: Hot Wheels id Vehicle The Dark Knight Ba...\u001b[0m\n",
-      "\u001b[92m23: Guess: $0.00 Truth: $5.46 Error: $5.46 SLE: 3.48 Item: \"The Secret Life Of Pets 2\" Green Party ...\u001b[0m\n",
-      "\u001b[92m24: Guess: $61.98 Truth: $23.55 Error: $38.43 SLE: 0.89 Item: Mattel Pixar Spotlight Series Woody Figu...\u001b[0m\n",
-      "\u001b[91m25: Guess: $144.75 Truth: $44.99 Error: $99.76 SLE: 1.33 Item: Strictly Briks Classic Stackable Basepla...\u001b[0m\n",
-      "\u001b[92m26: Guess: $40.48 Truth: $35.99 Error: $4.49 SLE: 0.01 Item: 4-Pack Replacement for Kenmore/Sears 795...\u001b[0m\n",
-      "\u001b[93m27: Guess: $91.15 Truth: $168.88 Error: $77.73 SLE: 0.37 Item: Funko POP Television (Vinyl): Breaking B...\u001b[0m\n",
-      "\u001b[92m28: Guess: $0.00 Truth: $12.99 Error: $12.99 SLE: 6.96 Item: 116 Pcs Dinosaur Themed Party Favors Set...\u001b[0m\n",
-      "\u001b[91m29: Guess: $127.80 Truth: $31.99 Error: $95.81 SLE: 1.86 Item: Barbie Made to Move Exercise, Yoga Doll\u001b[0m\n",
-      "\u001b[92m30: Guess: $78.41 Truth: $72.99 Error: $5.42 SLE: 0.00 Item: 1995 DC vs Marvel Base Set of 100 Cards,...\u001b[0m\n",
-      "\u001b[92m31: Guess: $19.82 Truth: $16.99 Error: $2.83 SLE: 0.02 Item: Clementoni \"Romantic Italy - Venice\" Puz...\u001b[0m\n",
-      "\u001b[93m32: Guess: $86.64 Truth: $18.41 Error: $68.23 SLE: 2.27 Item: Large Size Fast Sling Puck Game Board Fo...\u001b[0m\n",
-      "\u001b[92m33: Guess: $86.78 Truth: $110.99 Error: $24.21 SLE: 0.06 Item: Remo Tucked Nuskyn Conga Drumhead, 11.75...\u001b[0m\n",
-      "\u001b[93m34: Guess: $350.63 Truth: $539.99 Error: $189.36 SLE: 0.19 Item: Yamaha FGX830C Solid Top Cutaway Acousti...\u001b[0m\n",
-      "\u001b[93m35: Guess: $83.35 Truth: $41.30 Error: $42.05 SLE: 0.48 Item: Malifaux Third Edition Arcanists Colette...\u001b[0m\n",
-      "\u001b[92m36: Guess: $213.73 Truth: $229.95 Error: $16.22 SLE: 0.01 Item: Rockville RAM12BT 12\" Rechargable Powere...\u001b[0m\n",
-      "\u001b[92m37: Guess: $9.98 Truth: $3.89 Error: $6.09 SLE: 0.65 Item: Monoprice 107193 6.35-mm Stereo Plug to ...\u001b[0m\n",
-      "\u001b[91m38: Guess: $150.20 Truth: $14.61 Error: $135.59 SLE: 5.16 Item: Q-Parts Mini Dome Knob, EBONY ON BLACK\u001b[0m\n",
-      "\u001b[91m39: Guess: $163.57 Truth: $279.99 Error: $116.42 SLE: 0.29 Item: Heng Long Modified Edition 1/16 2.4ghz R...\u001b[0m\n",
-      "\u001b[92m40: Guess: $0.00 Truth: $15.99 Error: $15.99 SLE: 8.02 Item: Levy's Leathers MM8-BRN J.K. Gully Hook,...\u001b[0m\n",
-      "\u001b[92m41: Guess: $30.73 Truth: $9.99 Error: $20.74 SLE: 1.12 Item: CHIAOGOO Nylon Cable, Large, Multicolour\u001b[0m\n",
-      "\u001b[91m42: Guess: $119.38 Truth: $339.99 Error: $220.61 SLE: 1.08 Item: Bunnel Pupil Student Violin Outfit 1/2 S...\u001b[0m\n",
-      "\u001b[92m43: Guess: $60.59 Truth: $38.99 Error: $21.60 SLE: 0.19 Item: UGEARS Mechanical Wooden 3D Puzzle Model...\u001b[0m\n",
-      "\u001b[92m44: Guess: $32.13 Truth: $43.99 Error: $11.86 SLE: 0.09 Item: Puzzled Bundle of Dragons Asian Theme: L...\u001b[0m\n",
-      "\u001b[92m45: Guess: $35.57 Truth: $8.94 Error: $26.63 SLE: 1.70 Item: Barbie Chelsea Doll (6-inch Brunette) We...\u001b[0m\n",
-      "\u001b[92m46: Guess: $76.27 Truth: $46.30 Error: $29.97 SLE: 0.24 Item: amscan Miranda Rights\u001b[0m\n",
-      "\u001b[92m47: Guess: $38.76 Truth: $1.99 Error: $36.77 SLE: 6.70 Item: RetroArcade.us Jamma Standard and Plus C...\u001b[0m\n",
-      "\u001b[92m48: Guess: $27.40 Truth: $16.99 Error: $10.41 SLE: 0.21 Item: Seismic Audio SAGCRBK-20 Black 20-Feet W...\u001b[0m\n",
-      "\u001b[91m49: Guess: $44.20 Truth: $269.99 Error: $225.79 SLE: 3.21 Item: 1000pcs 14g Monte Carlo Poker Club Poker...\u001b[0m\n",
-      "\u001b[92m50: Guess: $66.26 Truth: $39.97 Error: $26.29 SLE: 0.25 Item: Cardfight Vanguard G Start Deck Odyssey ...\u001b[0m\n",
-      "\u001b[93m51: Guess: $65.75 Truth: $17.99 Error: $47.76 SLE: 1.58 Item: GOVOY Color Dough Dentist Doctor Drill a...\u001b[0m\n",
-      "\u001b[92m52: Guess: $42.44 Truth: $19.00 Error: $23.44 SLE: 0.60 Item: Wegrower Hand Chimes, Metal Chord Wind C...\u001b[0m\n",
-      "\u001b[92m53: Guess: $167.88 Truth: $199.00 Error: $31.12 SLE: 0.03 Item: 2.4GHz Wireless Lavalier Microphone Syst...\u001b[0m\n",
-      "\u001b[92m54: Guess: $26.41 Truth: $52.99 Error: $26.58 SLE: 0.46 Item: GLOBACT Steel 50T Center Diff Set Differ...\u001b[0m\n",
-      "\u001b[92m55: Guess: $66.99 Truth: $55.68 Error: $11.31 SLE: 0.03 Item: GENUINE Frigidaire 316442401 Range/Stove...\u001b[0m\n",
-      "\u001b[92m56: Guess: $65.69 Truth: $49.99 Error: $15.70 SLE: 0.07 Item: Jeereal Full Grain Genuine Padded Leathe...\u001b[0m\n",
-      "\u001b[92m57: Guess: $43.51 Truth: $20.99 Error: $22.52 SLE: 0.50 Item: Supplying Demand 8299642 W10135399 Cloth...\u001b[0m\n",
-      "\u001b[93m58: Guess: $105.76 Truth: $29.99 Error: $75.77 SLE: 1.53 Item: Electric Guitar Neck, Paddle Head DIY Un...\u001b[0m\n",
-      "\u001b[93m59: Guess: $190.88 Truth: $129.99 Error: $60.89 SLE: 0.15 Item: MXR M75 Super Badass Distortion Guitar E...\u001b[0m\n",
-      "\u001b[91m60: Guess: $220.38 Truth: $45.95 Error: $174.43 SLE: 2.40 Item: TCFUNDY DMX 512 Controller, 192 Channel ...\u001b[0m\n",
-      "\u001b[92m61: Guess: $180.20 Truth: $209.99 Error: $29.79 SLE: 0.02 Item: Vangoa 5 String Banjo Remo Head Closed S...\u001b[0m\n",
-      "\u001b[92m62: Guess: $107.66 Truth: $119.95 Error: $12.29 SLE: 0.01 Item: The Simpsons Exclusive Playset Moe's Bar...\u001b[0m\n",
-      "\u001b[92m63: Guess: $167.39 Truth: $179.00 Error: $11.61 SLE: 0.00 Item: Celestion G12-65 Heritage Guitar Speaker...\u001b[0m\n",
-      "\u001b[93m64: Guess: $86.71 Truth: $17.99 Error: $68.72 SLE: 2.34 Item: Sinnya 6 Pack Filter T HFT600 Filter Com...\u001b[0m\n",
-      "\u001b[92m65: Guess: $50.57 Truth: $22.95 Error: $27.62 SLE: 0.59 Item: PANYARD Steel Drum (JUMBIE JAM)\u001b[0m\n",
-      "\u001b[91m66: Guess: $206.57 Truth: $89.00 Error: $117.57 SLE: 0.70 Item: Zwide Professional Wireless Lavalier Mic...\u001b[0m\n",
-      "\u001b[92m67: Guess: $89.95 Truth: $82.90 Error: $7.05 SLE: 0.01 Item: Good Smile Re: Zero - Starting Life in A...\u001b[0m\n",
-      "\u001b[91m68: Guess: $88.44 Truth: $219.99 Error: $131.55 SLE: 0.82 Item: Latin Percussion LP981 LP Timbale Stand,...\u001b[0m\n",
-      "\u001b[92m69: Guess: $44.66 Truth: $43.59 Error: $1.07 SLE: 0.00 Item: Replacement Water filter for Maytag UKF-...\u001b[0m\n",
-      "\u001b[91m70: Guess: $189.13 Truth: $19.95 Error: $169.18 SLE: 4.86 Item: Monster Trombone Care and Cleaning Kit |...\u001b[0m\n",
-      "\u001b[92m71: Guess: $85.77 Truth: $101.00 Error: $15.23 SLE: 0.03 Item: LG Electronics AEQ72909602 Refrigerator ...\u001b[0m\n",
-      "\u001b[91m72: Guess: $109.51 Truth: $239.99 Error: $130.48 SLE: 0.61 Item: Korilakkuma San-X Original Plush (Jumbo)\u001b[0m\n",
-      "\u001b[93m73: Guess: $90.11 Truth: $28.61 Error: $61.50 SLE: 1.26 Item: Great Eastern Entertainment Cowboy Bebop...\u001b[0m\n",
-      "\u001b[92m74: Guess: $78.61 Truth: $55.99 Error: $22.62 SLE: 0.11 Item: Haxtec Natural Amethyst Gemstone DND Dic...\u001b[0m\n",
-      "\u001b[92m75: Guess: $87.18 Truth: $49.43 Error: $37.75 SLE: 0.31 Item: Pop 587 The Elder Scrolls V Skyrim Sheog...\u001b[0m\n",
-      "\u001b[92m76: Guess: $98.66 Truth: $97.49 Error: $1.17 SLE: 0.00 Item: Funko Pop Games: Mortal Combat - Kitana ...\u001b[0m\n",
-      "\u001b[91m77: Guess: $237.84 Truth: $439.99 Error: $202.15 SLE: 0.38 Item: SKB 3I-3019-12BC iSeries 30 1/2\" x 19 1/...\u001b[0m\n",
-      "\u001b[92m78: Guess: $56.88 Truth: $34.99 Error: $21.89 SLE: 0.23 Item: Veemoon Wedding Cake Topper Figurines Ol...\u001b[0m\n",
-      "\u001b[92m79: Guess: $162.12 Truth: $146.99 Error: $15.13 SLE: 0.01 Item: Kinglos 4/4 White Ebony Fitted Solid Woo...\u001b[0m\n",
-      "\u001b[92m80: Guess: $37.11 Truth: $8.39 Error: $28.72 SLE: 1.96 Item: Reaper Miniatures 2008 Christmas Sophie ...\u001b[0m\n",
-      "\u001b[92m81: Guess: $30.77 Truth: $38.89 Error: $8.12 SLE: 0.05 Item: Greture Sunflower Home Kitchen Decoratio...\u001b[0m\n",
-      "\u001b[92m82: Guess: $126.47 Truth: $97.95 Error: $28.52 SLE: 0.06 Item: Stormcast Eternals Celestant-Prime Hamme...\u001b[0m\n",
-      "\u001b[93m83: Guess: $137.08 Truth: $199.99 Error: $62.91 SLE: 0.14 Item: JIM DUNLOP Slash Wah Guitar Effects Peda...\u001b[0m\n",
-      "\u001b[92m84: Guess: $75.84 Truth: $41.99 Error: $33.85 SLE: 0.34 Item: Bilingual Quiet Book for Toddlers | Writ...\u001b[0m\n",
-      "\u001b[91m85: Guess: $246.62 Truth: $96.95 Error: $149.67 SLE: 0.86 Item: Exotic Electric Guitar Body Blank Wood V...\u001b[0m\n",
-      "\u001b[91m86: Guess: $282.58 Truth: $179.00 Error: $103.58 SLE: 0.21 Item: CAVALIERE Under Cabinet Range Hood 30\" I...\u001b[0m\n",
-      "\u001b[93m87: Guess: $115.83 Truth: $40.99 Error: $74.84 SLE: 1.05 Item: JUSOP Microphone Isolation Shield with P...\u001b[0m\n",
-      "\u001b[92m88: Guess: $11.10 Truth: $2.39 Error: $8.71 SLE: 1.62 Item: YU-GI-OH! - World of Prophecy (JOTL-EN02...\u001b[0m\n",
-      "\u001b[92m89: Guess: $48.59 Truth: $19.49 Error: $29.10 SLE: 0.78 Item: 240356402 Door Bin Shelf - Compatible Wi...\u001b[0m\n",
-      "\u001b[93m90: Guess: $206.88 Truth: $259.95 Error: $53.07 SLE: 0.05 Item: Odyssey FZPIDDJSXBL Black Label Flight Z...\u001b[0m\n",
-      "\u001b[91m91: Guess: $169.55 Truth: $601.00 Error: $431.45 SLE: 1.59 Item: Samson Expedition XP312w 12” 300 Watt Ba...\u001b[0m\n",
-      "\u001b[92m92: Guess: $53.01 Truth: $29.99 Error: $23.02 SLE: 0.31 Item: Fanattik Yu-Gi-Oh Metal Card White Drago...\u001b[0m\n",
-      "\u001b[93m93: Guess: $61.31 Truth: $2.08 Error: $59.23 SLE: 9.04 Item: Magic The Gathering - Voracious Dragon -...\u001b[0m\n",
-      "\u001b[93m94: Guess: $85.56 Truth: $36.99 Error: $48.57 SLE: 0.68 Item: Marvel Legends Annihilus Series Build-A-...\u001b[0m\n",
-      "\u001b[92m95: Guess: $102.11 Truth: $69.99 Error: $32.12 SLE: 0.14 Item: XPIY Tricycle for Toddlers Age 2 to 4 Ye...\u001b[0m\n",
-      "\u001b[92m96: Guess: $87.02 Truth: $75.00 Error: $12.02 SLE: 0.02 Item: Super Heroes Lego 76133 Spider-Man Car C...\u001b[0m\n",
-      "\u001b[92m97: Guess: $93.47 Truth: $57.98 Error: $35.49 SLE: 0.22 Item: Batman Dark Knight Movie Master Exclusiv...\u001b[0m\n",
-      "\u001b[93m98: Guess: $129.67 Truth: $55.89 Error: $73.78 SLE: 0.69 Item: KOKKO Looper Guitar Pedal Effects Mini L...\u001b[0m\n",
-      "\u001b[92m99: Guess: $49.16 Truth: $58.99 Error: $9.83 SLE: 0.03 Item: Upgraded Microphone Studio Recording Kit...\u001b[0m\n",
-      "\u001b[92m100: Guess: $67.88 Truth: $56.92 Error: $10.96 SLE: 0.03 Item: Redcat Racing Hexfly 3600 25C 11.1V LiPo...\u001b[0m\n",
-      "\u001b[93m101: Guess: $83.44 Truth: $33.99 Error: $49.45 SLE: 0.78 Item: CuberSpeed GAN 356 Air Speed Cube GAN 11...\u001b[0m\n",
-      "\u001b[92m102: Guess: $0.00 Truth: $3.07 Error: $3.07 SLE: 1.97 Item: Yu-Gi-Oh! - Icarus Attack (EOJ-EN055) - ...\u001b[0m\n",
-      "\u001b[91m103: Guess: $164.87 Truth: $48.64 Error: $116.23 SLE: 1.46 Item: Hohner Green Tones 3750 Beginner Drum Se...\u001b[0m\n",
-      "\u001b[92m104: Guess: $22.46 Truth: $32.62 Error: $10.16 SLE: 0.13 Item: Musiclily Pro 13-Hole Aluminum Vintage 6...\u001b[0m\n",
-      "\u001b[93m105: Guess: $215.32 Truth: $149.99 Error: $65.33 SLE: 0.13 Item: PreSonus AudioBox iTwo Studio USB 2.0 Re...\u001b[0m\n",
-      "\u001b[92m106: Guess: $163.63 Truth: $199.95 Error: $36.32 SLE: 0.04 Item: Rockville MOTIONSTRIP Motorized Moving H...\u001b[0m\n",
-      "\u001b[93m107: Guess: $66.90 Truth: $22.88 Error: $44.02 SLE: 1.09 Item: Hot Racing TFF125HM01 Aluminum reinforce...\u001b[0m\n",
-      "\u001b[92m108: Guess: $53.69 Truth: $22.23 Error: $31.46 SLE: 0.73 Item: Disney Cars Toys Movie Die-cast Characte...\u001b[0m\n",
-      "\u001b[92m109: Guess: $40.12 Truth: $62.99 Error: $22.87 SLE: 0.20 Item: HASMX 2 Pack Replacement Humidifier Filt...\u001b[0m\n",
-      "\u001b[91m110: Guess: $173.65 Truth: $299.00 Error: $125.35 SLE: 0.29 Item: Frigidaire 5304495520 Oven Control Board...\u001b[0m\n",
-      "\u001b[92m111: Guess: $22.33 Truth: $1.09 Error: $21.24 SLE: 5.82 Item: Magic: the Gathering - Drake Umbra - Ris...\u001b[0m\n",
-      "\u001b[93m112: Guess: $59.99 Truth: $118.99 Error: $59.00 SLE: 0.46 Item: Mezco Toyz Living Dead Dolls Series 23 -...\u001b[0m\n",
-      "\u001b[92m113: Guess: $107.98 Truth: $119.81 Error: $11.83 SLE: 0.01 Item: Hey! Play! Classic Giant Wooden Blocks T...\u001b[0m\n",
-      "\u001b[92m114: Guess: $12.46 Truth: $21.99 Error: $9.53 SLE: 0.29 Item: Ultra Durable 4581EL2002C Dryer Drum Rol...\u001b[0m\n",
-      "\u001b[93m115: Guess: $97.20 Truth: $21.75 Error: $75.45 SLE: 2.14 Item: RPS PRODUCTS H75-2PK-PDQ-2 Holmes Wick F...\u001b[0m\n",
-      "\u001b[93m116: Guess: $108.61 Truth: $41.88 Error: $66.73 SLE: 0.88 Item: Funko Pop! Moment: Inuyasha - Inuyasha V...\u001b[0m\n",
-      "\u001b[91m117: Guess: $138.18 Truth: $275.00 Error: $136.82 SLE: 0.47 Item: Kotobukiya Dc Comics Batgirl Bishoujo St...\u001b[0m\n",
-      "\u001b[92m118: Guess: $80.64 Truth: $72.99 Error: $7.65 SLE: 0.01 Item: Ravensburger 540 Celestial Map Gloin- in...\u001b[0m\n",
-      "\u001b[92m119: Guess: $27.36 Truth: $29.15 Error: $1.79 SLE: 0.00 Item: Steiff USA Handmade Light Brown Lumpi Li...\u001b[0m\n",
-      "\u001b[92m120: Guess: $111.74 Truth: $98.00 Error: $13.74 SLE: 0.02 Item: Tengen Toppa Gurren Lagann Revoltech #05...\u001b[0m\n",
-      "\u001b[92m121: Guess: $165.23 Truth: $139.99 Error: $25.24 SLE: 0.03 Item: WWE Elite Collection Road Dogg Action Fi...\u001b[0m\n",
-      "\u001b[92m122: Guess: $128.78 Truth: $94.95 Error: $33.83 SLE: 0.09 Item: Singing Machine STVG782BK Groove XL Kara...\u001b[0m\n",
-      "\u001b[92m123: Guess: $52.15 Truth: $41.99 Error: $10.16 SLE: 0.04 Item: Ruibo 88 Key Keyboard Gig Bag Case for E...\u001b[0m\n",
-      "\u001b[93m124: Guess: $90.89 Truth: $19.99 Error: $70.90 SLE: 2.18 Item: STAR WARS The Vintage Collection Snaggle...\u001b[0m\n",
-      "\u001b[92m125: Guess: $185.91 Truth: $197.99 Error: $12.08 SLE: 0.00 Item: Truetone V3 Jekyll & Hyde Overdrive & Di...\u001b[0m\n",
-      "\u001b[93m126: Guess: $74.40 Truth: $12.76 Error: $61.64 SLE: 2.89 Item: 13 Inch Authentic Indian Wooden Bamboo F...\u001b[0m\n",
-      "\u001b[91m127: Guess: $82.67 Truth: $179.95 Error: $97.28 SLE: 0.59 Item: 48 Pack of (12 x 12 x 2)Inch Acoustical ...\u001b[0m\n",
-      "\u001b[92m128: Guess: $16.87 Truth: $16.99 Error: $0.12 SLE: 0.00 Item: Writing Tablet 10 Inch Drawing Pad, Colo...\u001b[0m\n",
-      "\u001b[91m129: Guess: $163.72 Truth: $529.20 Error: $365.48 SLE: 1.37 Item: TAMIYA 1/14 King Hauler 10X8WD Semi Trac...\u001b[0m\n",
-      "\u001b[92m130: Guess: $66.88 Truth: $39.59 Error: $27.29 SLE: 0.26 Item: DIAMOND SELECT TOYS John Wick 3 Casual S...\u001b[0m\n",
-      "\u001b[92m131: Guess: $153.05 Truth: $174.42 Error: $21.37 SLE: 0.02 Item: Bandai Tamashii Nations The Dark Knight ...\u001b[0m\n",
-      "\u001b[93m132: Guess: $78.08 Truth: $17.99 Error: $60.09 SLE: 2.03 Item: Jiayouy 15Pcs 4/4-3/4 Size Violin Fiddle...\u001b[0m\n",
-      "\u001b[92m133: Guess: $142.79 Truth: $149.00 Error: $6.21 SLE: 0.00 Item: Mould King 13082 Pickup Truck Block Kits...\u001b[0m\n",
-      "\u001b[92m134: Guess: $29.66 Truth: $49.99 Error: $20.33 SLE: 0.26 Item: UGEARS 3D Puzzle for Board Games - Woode...\u001b[0m\n",
-      "\u001b[91m135: Guess: $109.24 Truth: $359.99 Error: $250.75 SLE: 1.41 Item: HONEY JOY Inflatable Water Slide, 6 in 1...\u001b[0m\n",
-      "\u001b[91m136: Guess: $130.35 Truth: $24.99 Error: $105.36 SLE: 2.62 Item: ABY Selecor Combiner Switch AB Box New P...\u001b[0m\n",
-      "\u001b[92m137: Guess: $29.88 Truth: $27.99 Error: $1.89 SLE: 0.00 Item: 12 Small Gun Set for Nerf Party Supplies...\u001b[0m\n",
-      "\u001b[91m138: Guess: $114.26 Truth: $247.00 Error: $132.74 SLE: 0.59 Item: Seymour Duncan - 11201-03-Cset - SSL-2 V...\u001b[0m\n",
-      "\u001b[92m139: Guess: $120.96 Truth: $121.15 Error: $0.19 SLE: 0.00 Item: Odyssey Scrim Werks SWLTPSBLK 360 degree...\u001b[0m\n",
-      "\u001b[92m140: Guess: $30.69 Truth: $43.37 Error: $12.68 SLE: 0.11 Item: Natural Goatskin, 22\", Medium\u001b[0m\n",
-      "\u001b[92m141: Guess: $131.81 Truth: $169.99 Error: $38.18 SLE: 0.06 Item: CKYSCHN Remote Control Helicopter, WLtoy...\u001b[0m\n",
-      "\u001b[91m142: Guess: $182.45 Truth: $549.99 Error: $367.54 SLE: 1.21 Item: Goldtone M Bass Microbass Fretless Short...\u001b[0m\n",
-      "\u001b[91m143: Guess: $123.84 Truth: $19.95 Error: $103.89 SLE: 3.19 Item: Remo Diplomat Coated Drumhead, 13\"\u001b[0m\n",
-      "\u001b[92m144: Guess: $37.78 Truth: $18.98 Error: $18.80 SLE: 0.44 Item: MOMOFULL High Chair Decorations for 1st ...\u001b[0m\n",
-      "\u001b[92m145: Guess: $44.59 Truth: $11.99 Error: $32.60 SLE: 1.58 Item: Nature Bound Butterfly Net Bug Catcher f...\u001b[0m\n",
-      "\u001b[92m146: Guess: $93.17 Truth: $56.40 Error: $36.77 SLE: 0.25 Item: Swing Set Stuff Inc. Commercial Rubber B...\u001b[0m\n",
-      "\u001b[92m147: Guess: $194.32 Truth: $179.99 Error: $14.33 SLE: 0.01 Item: Other, 4-String Electric/Acoustic Cutawa...\u001b[0m\n",
-      "\u001b[92m148: Guess: $163.00 Truth: $199.95 Error: $36.95 SLE: 0.04 Item: Classic Heartwood Bugarabu Drum 9\"x24\" -...\u001b[0m\n",
-      "\u001b[92m149: Guess: $38.25 Truth: $34.99 Error: $3.26 SLE: 0.01 Item: Toddler Meerkat Costume\u001b[0m\n",
-      "\u001b[93m150: Guess: $144.80 Truth: $74.95 Error: $69.85 SLE: 0.43 Item: CampCo Sniper Rifle Gun Building Blocks ...\u001b[0m\n",
-      "\u001b[93m151: Guess: $64.77 Truth: $19.99 Error: $44.78 SLE: 1.30 Item: YOCOM Wireless Lavalier Lapel Microphone...\u001b[0m\n",
-      "\u001b[91m152: Guess: $360.97 Truth: $199.99 Error: $160.98 SLE: 0.35 Item: Costzon Inflatable Bounce House, Kids Bo...\u001b[0m\n",
-      "\u001b[91m153: Guess: $292.05 Truth: $99.99 Error: $192.06 SLE: 1.13 Item: Vertex Steel String Clean Drive MKII\u001b[0m\n",
-      "\u001b[92m154: Guess: $52.57 Truth: $28.47 Error: $24.10 SLE: 0.36 Item: Bnineteenteam Drum Clamp Set Durable Zin...\u001b[0m\n",
-      "\u001b[93m155: Guess: $133.00 Truth: $78.89 Error: $54.11 SLE: 0.27 Item: LEGO Castle Gold Getaway\u001b[0m\n",
-      "\u001b[92m156: Guess: $159.70 Truth: $146.00 Error: $13.70 SLE: 0.01 Item: LEGO Technic Ford F-150 Raptor 42126 Mod...\u001b[0m\n",
-      "\u001b[92m157: Guess: $106.21 Truth: $71.98 Error: $34.23 SLE: 0.15 Item: 2020 Topps Garbage Pail Kids Series 2-35...\u001b[0m\n",
-      "\u001b[91m158: Guess: $160.51 Truth: $12.29 Error: $148.22 SLE: 6.24 Item: Pirastro Chromcor 4/4 Violin A String - ...\u001b[0m\n",
-      "\u001b[93m159: Guess: $79.32 Truth: $38.99 Error: $40.33 SLE: 0.49 Item: Savox SC-0252MG Metal Gear Standard Digi...\u001b[0m\n",
-      "\u001b[93m160: Guess: $72.08 Truth: $16.97 Error: $55.11 SLE: 1.97 Item: Techecook 4392065 Dryer Repair Kit with ...\u001b[0m\n",
-      "\u001b[92m161: Guess: $277.93 Truth: $302.49 Error: $24.56 SLE: 0.01 Item: hOmeLabs Digital Countertop Dishwasher w...\u001b[0m\n",
-      "\u001b[92m162: Guess: $0.00 Truth: $24.95 Error: $24.95 SLE: 10.60 Item: Do A Dot Art Fruit Scented Washable Dot ...\u001b[0m\n",
-      "\u001b[92m163: Guess: $66.94 Truth: $79.73 Error: $12.79 SLE: 0.03 Item: Mattel Games FTB29 Phase 10 Strategy Boa...\u001b[0m\n",
-      "\u001b[93m164: Guess: $50.87 Truth: $3.96 Error: $46.91 SLE: 5.51 Item: American Art Classics Paul McCartney Mil...\u001b[0m\n",
-      "\u001b[92m165: Guess: $136.76 Truth: $99.99 Error: $36.77 SLE: 0.10 Item: Replogle Reso REP-S14 Traditional Resona...\u001b[0m\n",
-      "\u001b[91m166: Guess: $134.43 Truth: $32.50 Error: $101.93 SLE: 1.95 Item: Technica Brand Compatible Waste Toner Co...\u001b[0m\n",
-      "\u001b[92m167: Guess: $60.02 Truth: $54.99 Error: $5.03 SLE: 0.01 Item: RCMYou RC Stainless Steel Drive Shaft CV...\u001b[0m\n",
-      "\u001b[92m168: Guess: $42.70 Truth: $6.22 Error: $36.48 SLE: 3.24 Item: BQLZR Guitar Potentiometer B500K Push/Pu...\u001b[0m\n",
-      "\u001b[91m169: Guess: $133.41 Truth: $49.55 Error: $83.86 SLE: 0.96 Item: Vox VFS2A Dual Guitar Footswitch\u001b[0m\n",
-      "\u001b[92m170: Guess: $37.26 Truth: $8.99 Error: $28.27 SLE: 1.80 Item: NUOMI Flannel Cloth Coffee Filter Strain...\u001b[0m\n",
-      "\u001b[92m171: Guess: $112.17 Truth: $92.16 Error: $20.01 SLE: 0.04 Item: Max Factory Genshin Impact Mona (Mirror ...\u001b[0m\n",
-      "\u001b[92m172: Guess: $112.60 Truth: $139.99 Error: $27.39 SLE: 0.05 Item: J Reynolds JR14PK 36-Inch Acoustic Guita...\u001b[0m\n",
-      "\u001b[91m173: Guess: $165.99 Truth: $77.98 Error: $88.01 SLE: 0.56 Item: LEGO City Great Vehicles 60058 SUV with ...\u001b[0m\n",
-      "\u001b[92m174: Guess: $128.69 Truth: $119.95 Error: $8.74 SLE: 0.00 Item: Diamond Select Toys Batman: The Animated...\u001b[0m\n",
-      "\u001b[91m175: Guess: $108.46 Truth: $379.95 Error: $271.49 SLE: 1.56 Item: Fishman Fluence Greg Koch Gristle-Tone S...\u001b[0m\n",
-      "\u001b[92m176: Guess: $78.30 Truth: $64.99 Error: $13.31 SLE: 0.03 Item: Merchants & Marauders\u001b[0m\n",
-      "\u001b[93m177: Guess: $157.23 Truth: $99.00 Error: $58.23 SLE: 0.21 Item: Ryze Tech Tello - Mini Drone Quadcopter ...\u001b[0m\n",
-      "\u001b[92m178: Guess: $19.49 Truth: $37.50 Error: $18.01 SLE: 0.40 Item: Jigsaw Puzzles Switzerland Lion Lucerne ...\u001b[0m\n",
-      "\u001b[91m179: Guess: $181.41 Truth: $99.95 Error: $81.46 SLE: 0.35 Item: Avedis Zildjian Company ZILDJIAN S8S 8-I...\u001b[0m\n",
-      "\u001b[92m180: Guess: $47.71 Truth: $25.59 Error: $22.12 SLE: 0.37 Item: Sueseip Kids Smart Watches Girls with 24...\u001b[0m\n",
-      "\u001b[93m181: Guess: $220.99 Truth: $159.00 Error: $61.99 SLE: 0.11 Item: EMG ACS Acoustic Guitar Soundhole Pickup...\u001b[0m\n",
-      "\u001b[92m182: Guess: $193.44 Truth: $165.10 Error: $28.34 SLE: 0.02 Item: Hipshot Tone-a-Matic Tuneomatic Bridge T...\u001b[0m\n",
-      "\u001b[93m183: Guess: $110.67 Truth: $51.09 Error: $59.58 SLE: 0.58 Item: Sunny toys 28\" Angel Full Body Puppet\u001b[0m\n",
-      "\u001b[91m184: Guess: $98.69 Truth: $291.99 Error: $193.30 SLE: 1.16 Item: Btuty Eb E-flat Alto Saxophone Professio...\u001b[0m\n",
-      "\u001b[93m185: Guess: $73.88 Truth: $13.99 Error: $59.89 SLE: 2.59 Item: Luluo Santa Claus Christmas Kids Santa S...\u001b[0m\n",
-      "\u001b[91m186: Guess: $53.97 Truth: $139.95 Error: $85.98 SLE: 0.89 Item: OEM Samsung Dryer Lint Filter Screen Tra...\u001b[0m\n",
-      "\u001b[92m187: Guess: $33.44 Truth: $9.99 Error: $23.45 SLE: 1.30 Item: Funnlot Hanukkah Games Chanukah Game Han...\u001b[0m\n",
-      "\u001b[92m188: Guess: $20.04 Truth: $9.99 Error: $10.05 SLE: 0.42 Item: Coola Christmas Crafts Kit for Kids - To...\u001b[0m\n",
-      "\u001b[91m189: Guess: $267.83 Truth: $699.99 Error: $432.16 SLE: 0.92 Item: Ibanez AG95QA AG Artcore Expressionist 6...\u001b[0m\n",
-      "\u001b[92m190: Guess: $104.57 Truth: $139.41 Error: $34.84 SLE: 0.08 Item: DW Hobby 3D Flying Airplane YAK55 800mm ...\u001b[0m\n",
-      "\u001b[93m191: Guess: $173.63 Truth: $132.95 Error: $40.68 SLE: 0.07 Item: STEAMFORGED Godtear Eternal Glade Starte...\u001b[0m\n",
-      "\u001b[92m192: Guess: $29.32 Truth: $8.90 Error: $20.42 SLE: 1.25 Item: Interal Shop Guitar and Bass String Mute...\u001b[0m\n",
-      "\u001b[92m193: Guess: $89.49 Truth: $69.41 Error: $20.08 SLE: 0.06 Item: Electrolux 316443601 Door Handle\u001b[0m\n",
-      "\u001b[91m194: Guess: $177.10 Truth: $49.95 Error: $127.15 SLE: 1.57 Item: Maisto R/C 27Mhz (3-Channel) Rock Crawle...\u001b[0m\n",
-      "\u001b[92m195: Guess: $48.67 Truth: $20.99 Error: $27.68 SLE: 0.66 Item: Odowalker Pack of 4 Dishwasher Premium W...\u001b[0m\n",
-      "\u001b[91m196: Guess: $75.60 Truth: $314.95 Error: $239.35 SLE: 2.01 Item: Pokemon TCG: XY Evolutions Elite Trainer...\u001b[0m\n",
-      "\u001b[91m197: Guess: $109.21 Truth: $27.99 Error: $81.22 SLE: 1.78 Item: Transformer Toy Deformation Robot Toy St...\u001b[0m\n",
-      "\u001b[92m198: Guess: $51.07 Truth: $54.99 Error: $3.92 SLE: 0.01 Item: PlanToys Van Walker, Yellow\u001b[0m\n",
-      "\u001b[93m199: Guess: $76.24 Truth: $27.99 Error: $48.25 SLE: 0.96 Item: Living Nature Brown Bear, Realistic Medi...\u001b[0m\n",
-      "\u001b[93m200: Guess: $64.64 Truth: $16.99 Error: $47.65 SLE: 1.68 Item: Silence Razer Mini Shock Mount with Foam...\u001b[0m\n",
-      "\u001b[92m201: Guess: $123.32 Truth: $119.95 Error: $3.37 SLE: 0.00 Item: LEGO NINJAGO Fire Stone Mech 71720 Build...\u001b[0m\n",
-      "\u001b[92m202: Guess: $111.22 Truth: $110.67 Error: $0.55 SLE: 0.00 Item: Saint Seiya Myth Cloth Sea Dragon Kanon ...\u001b[0m\n",
-      "\u001b[92m203: Guess: $76.65 Truth: $57.99 Error: $18.66 SLE: 0.08 Item: Funko POP Games: Fallout 4 Liberty Prime...\u001b[0m\n",
-      "\u001b[92m204: Guess: $170.29 Truth: $169.00 Error: $1.29 SLE: 0.00 Item: Kala KA-CE Satin Mahogany Concert Electr...\u001b[0m\n",
-      "\u001b[92m205: Guess: $127.41 Truth: $108.15 Error: $19.26 SLE: 0.03 Item: Bandaï Saint Seiya Saint Cloth Myth Appe...\u001b[0m\n",
-      "\u001b[92m206: Guess: $67.69 Truth: $30.99 Error: $36.70 SLE: 0.58 Item: LESHITIAN Kids Laptop, 65 Learning Activ...\u001b[0m\n",
-      "\u001b[91m207: Guess: $183.16 Truth: $399.99 Error: $216.83 SLE: 0.61 Item: Causeair Big Inflatable Bounce House wit...\u001b[0m\n",
-      "\u001b[93m208: Guess: $55.71 Truth: $128.89 Error: $73.18 SLE: 0.69 Item: MAYS 3D Metal Puzzle Kit - Moving Mechan...\u001b[0m\n",
-      "\u001b[92m209: Guess: $193.34 Truth: $219.95 Error: $26.61 SLE: 0.02 Item: DisplayGifts Electric Guitar Display Cas...\u001b[0m\n",
-      "\u001b[91m210: Guess: $164.56 Truth: $42.98 Error: $121.58 SLE: 1.76 Item: QT RC Airplane, 2 Channel RC Plane, 2.4G...\u001b[0m\n",
-      "\u001b[92m211: Guess: $21.25 Truth: $37.76 Error: $16.51 SLE: 0.31 Item: Traxxas 5374X BRUSHLESS E-REVO Wheel/TI\u001b[0m\n",
-      "\u001b[93m212: Guess: $154.61 Truth: $98.99 Error: $55.62 SLE: 0.20 Item: Kotobukiya ARTFX+ Star Wars Stormtrooper...\u001b[0m\n",
-      "\u001b[93m213: Guess: $126.97 Truth: $189.95 Error: $62.98 SLE: 0.16 Item: Aosom 12V Ride On Toy Car for Kids with ...\u001b[0m\n",
-      "\u001b[93m214: Guess: $46.51 Truth: $5.48 Error: $41.03 SLE: 3.97 Item: Violin Bow Clip Kit Strings Bow Fixed Gr...\u001b[0m\n",
-      "\u001b[92m215: Guess: $94.02 Truth: $75.00 Error: $19.02 SLE: 0.05 Item: Funko POP Movies: Boondock Saints Connor...\u001b[0m\n",
-      "\u001b[93m216: Guess: $77.05 Truth: $34.99 Error: $42.06 SLE: 0.60 Item: Seasons Viking Princess Costume, Medium ...\u001b[0m\n",
-      "\u001b[93m217: Guess: $57.96 Truth: $16.99 Error: $40.97 SLE: 1.41 Item: Ernie Ball 2566 Aluminum Bronze Medium-L...\u001b[0m\n",
-      "\u001b[92m218: Guess: $26.03 Truth: $19.99 Error: $6.04 SLE: 0.06 Item: Egg Holder for Refrigerator Automatic Ro...\u001b[0m\n",
-      "\u001b[92m219: Guess: $128.01 Truth: $129.99 Error: $1.98 SLE: 0.00 Item: Zoom MS-50G MultiStomp Guitar Effects Pe...\u001b[0m\n",
-      "\u001b[91m220: Guess: $141.79 Truth: $254.35 Error: $112.56 SLE: 0.34 Item: SOUTHBEND RANGE 4440461 Hi Limit Retrofi...\u001b[0m\n",
-      "\u001b[92m221: Guess: $15.55 Truth: $37.99 Error: $22.44 SLE: 0.73 Item: 12 pack Acoustic Panels Self-Adhesive, 1...\u001b[0m\n",
-      "\u001b[92m222: Guess: $180.67 Truth: $219.99 Error: $39.32 SLE: 0.04 Item: Nektar Pacer - USB MIDI Footswitch Contr...\u001b[0m\n",
-      "\u001b[92m223: Guess: $108.29 Truth: $79.98 Error: $28.31 SLE: 0.09 Item: Steel Tongue Drum, Handpan Tank Drum 11 ...\u001b[0m\n",
-      "\u001b[93m224: Guess: $106.90 Truth: $51.95 Error: $54.95 SLE: 0.51 Item: Protect'em Covers Padded Dust Cover with...\u001b[0m\n",
-      "\u001b[93m225: Guess: $152.05 Truth: $94.66 Error: $57.39 SLE: 0.22 Item: Beast Kingdom The Dark Knight Returns: B...\u001b[0m\n",
-      "\u001b[92m226: Guess: $0.00 Truth: $16.99 Error: $16.99 SLE: 8.35 Item: Ant Mag Guitar Hanger Wall Mount Hooks S...\u001b[0m\n",
-      "\u001b[93m227: Guess: $99.62 Truth: $48.95 Error: $50.67 SLE: 0.49 Item: Diamond Select Toys Marvel Select: Gambi...\u001b[0m\n",
-      "\u001b[92m228: Guess: $36.01 Truth: $62.99 Error: $26.98 SLE: 0.30 Item: Shopkins Food Themed Pack Cupcake Collec...\u001b[0m\n",
-      "\u001b[92m229: Guess: $5.21 Truth: $24.95 Error: $19.74 SLE: 2.05 Item: Wettarn 10 Set Graduation Party Balloon ...\u001b[0m\n",
-      "\u001b[92m230: Guess: $84.18 Truth: $63.98 Error: $20.20 SLE: 0.07 Item: Spider-Man Marvel The Amazing Spider-Man...\u001b[0m\n",
-      "\u001b[91m231: Guess: $176.17 Truth: $84.95 Error: $91.22 SLE: 0.52 Item: Hot Wheels Team Hot Wheels Total Control...\u001b[0m\n",
-      "\u001b[91m232: Guess: $122.51 Truth: $39.99 Error: $82.52 SLE: 1.22 Item: DNYSYSJ Mini Portable Washing Machine, P...\u001b[0m\n",
-      "\u001b[92m233: Guess: $21.89 Truth: $42.99 Error: $21.10 SLE: 0.43 Item: Disco Mirror Ball Silver Hanging Balls f...\u001b[0m\n",
-      "\u001b[93m234: Guess: $68.01 Truth: $6.00 Error: $62.01 SLE: 5.24 Item: Djeco Stickers, Knights\u001b[0m\n",
-      "\u001b[92m235: Guess: $18.26 Truth: $28.89 Error: $10.63 SLE: 0.19 Item: PK Power AC/DC Adapter for Kurzweil Arti...\u001b[0m\n",
-      "\u001b[93m236: Guess: $62.63 Truth: $19.99 Error: $42.64 SLE: 1.23 Item: Supplying Demand WE04X20685 WE4M336 Clot...\u001b[0m\n",
-      "\u001b[92m237: Guess: $63.71 Truth: $75.00 Error: $11.29 SLE: 0.03 Item: Nerf N-Strike Maverick - Colors May Vary...\u001b[0m\n",
-      "\u001b[92m238: Guess: $103.35 Truth: $79.99 Error: $23.36 SLE: 0.06 Item: SpeedArmis Giant Wooden 4 in A Row Game ...\u001b[0m\n",
-      "\u001b[91m239: Guess: $120.66 Truth: $11.95 Error: $108.71 SLE: 5.02 Item: BOHS Montessori 1-10 Bead Stair with Hol...\u001b[0m\n",
-      "\u001b[93m240: Guess: $98.68 Truth: $46.39 Error: $52.29 SLE: 0.55 Item: Papillon dog figure made in UK (japan im...\u001b[0m\n",
-      "\u001b[92m241: Guess: $44.45 Truth: $28.99 Error: $15.46 SLE: 0.17 Item: Supplying Demand DG44-01009A 3290424 Ele...\u001b[0m\n",
-      "\u001b[92m242: Guess: $68.10 Truth: $35.96 Error: $32.14 SLE: 0.39 Item: Eenbei Talking Angela Repeats What You S...\u001b[0m\n",
-      "\u001b[92m243: Guess: $61.53 Truth: $56.40 Error: $5.13 SLE: 0.01 Item: Springbok Coca-Cola Red Disc Icon 1500 P...\u001b[0m\n",
-      "\u001b[93m244: Guess: $154.38 Truth: $99.00 Error: $55.38 SLE: 0.19 Item: Saramonic Blink500 2.4GHz Dual-Channel W...\u001b[0m\n",
-      "\u001b[91m245: Guess: $166.72 Truth: $82.88 Error: $83.84 SLE: 0.48 Item: Barbie as Scarlett O'Hara Gone With The ...\u001b[0m\n",
-      "\u001b[92m246: Guess: $105.58 Truth: $84.88 Error: $20.70 SLE: 0.05 Item: DC Collectibles Batman The Animated Seri...\u001b[0m\n",
-      "\u001b[93m247: Guess: $109.66 Truth: $53.00 Error: $56.66 SLE: 0.51 Item: 3rd Eye, or Pineal Chakra A Note Hand Ha...\u001b[0m\n",
-      "\u001b[91m248: Guess: $104.01 Truth: $12.13 Error: $91.88 SLE: 4.32 Item: Yosoo Health Gear Shaking Head Dog Decor...\u001b[0m\n",
-      "\u001b[93m249: Guess: $163.88 Truth: $114.99 Error: $48.89 SLE: 0.12 Item: LEGO Creator Expert Fiat 500 10271 Toy C...\u001b[0m\n",
-      "\u001b[92m250: Guess: $82.07 Truth: $51.29 Error: $30.78 SLE: 0.21 Item: Hohner Blues Harp Harmonica, Key of Ab\u001b[0m\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "Tester.test(xg_b, test)"
    ]
@@ -1353,7 +336,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "9f759bd2-7a7e-4c1a-80a0-e12470feca89",
    "metadata": {},
    "outputs": [],
@@ -1363,21 +346,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "id": "e44dbd25-fb95-4b6b-bbbb-8da5fc817105",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "150.0\n",
-      "139.99\n",
-      "193.3397000000001\n",
-      "208.99522\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(specialist.price(product))\n",
     "print(frontier.price(product))\n",
@@ -1387,18 +359,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "1779b353-e2bb-4fc7-be7c-93057e4d688a",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 250/250 [14:22<00:00,  3.45s/it]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "specialists = []\n",
     "frontiers = []\n",
@@ -1417,7 +381,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "f0bca725-4e34-405b-8d90-41d67086a25d",
    "metadata": {},
    "outputs": [],
@@ -1440,24 +404,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "baac4947-02d8-4d12-82ed-9ace3c0bee39",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Specialist: 0.25\n",
-      "Frontier: 0.41\n",
-      "RandomForest: -0.21\n",
-      "XGBoost: -0.28\n",
-      "Min: 0.69\n",
-      "Max: 0.25\n",
-      "Intercept=17.02\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Train a Linear Regression - current\n",
     "np.random.seed(42)\n",
@@ -1474,23 +424,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "id": "702de4cb-2311-4753-9c05-f3a0fa7e9990",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Specialist: 0.39\n",
-      "Frontier: 0.54\n",
-      "RandomForest: -0.20\n",
-      "Min: 0.27\n",
-      "Max: 0.03\n",
-      "Intercept=17.26\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Train a Linear Regression - old vals w/o xg\n",
     "np.random.seed(42)\n",
@@ -1507,42 +444,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "0bdf6e68-28a3-4ed2-b17e-de0ede923d34",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['ensemble_model.pkl']"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "joblib.dump(lr, 'ensemble_model.pkl')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "id": "e762441a-9470-4dd7-8a8f-ec0430e908c7",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\92310\\anaconda3\\envs\\llms\\Lib\\asyncio\\events.py:84: DeprecationError: 2025-01-27: `modal.Cls.lookup` is deprecated and will be removed in a future release. It can be replaced with `modal.Cls.from_name`.\n",
-      "\n",
-      "See https://modal.com/docs/guide/modal-1-0-migration for more information.\n",
-      "  self._context.run(self._callback, *self._args)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from agents.ensemble_agent import EnsembleAgent\n",
     "ensemble = EnsembleAgent(collection)"
@@ -1550,49 +465,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "id": "1a29f03c-8010-43b7-ae7d-1bc85ca6e8e2",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "158.23674746407366"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ensemble.price(product) #old val"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "id": "13dbf002-eba6-4c7a-898f-d697f68ca28e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "161.80814036965486"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ensemble.price(product)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "id": "e6a5e226-a508-43d5-aa42-cefbde72ffdf",
    "metadata": {},
    "outputs": [],
@@ -1603,556 +496,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "id": "8397b1ef-2ea3-4af8-bb34-36594e0600cc",
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[92m1: Guess: $41.09 Truth: $32.70 Error: $8.39 SLE: 0.05 Item: AXE HEAVEN Stranger Things Eddie's Guita...\u001b[0m\n",
-      "\u001b[91m2: Guess: $119.92 Truth: $213.94 Error: $94.02 SLE: 0.33 Item: Southbend Range 1175016 Natural Gas Valv...\u001b[0m\n",
-      "\u001b[92m3: Guess: $66.59 Truth: $79.99 Error: $13.40 SLE: 0.03 Item: SUNY Party Lights DJ Stage Lighting 12 G...\u001b[0m\n",
-      "\u001b[92m4: Guess: $39.05 Truth: $18.99 Error: $20.06 SLE: 0.48 Item: 113PCS Birthday Party Supplies and Decor...\u001b[0m\n",
-      "\u001b[92m5: Guess: $51.55 Truth: $44.95 Error: $6.60 SLE: 0.02 Item: Artist Unknown A- B Box, Black (T-LPSMR ...\u001b[0m\n",
-      "\u001b[92m6: Guess: $82.03 Truth: $84.99 Error: $2.96 SLE: 0.00 Item: PINK Child’s Practice Chanter by R.G.Har...\u001b[0m\n",
-      "\u001b[93m7: Guess: $400.21 Truth: $592.95 Error: $192.74 SLE: 0.15 Item: PENNZONI 4ft Drum Shield w/Deflectors & ...\u001b[0m\n",
-      "\u001b[91m8: Guess: $101.05 Truth: $325.01 Error: $223.96 SLE: 1.35 Item: LEGO Bionicle Umarak The Destroyer (7131...\u001b[0m\n",
-      "\u001b[92m9: Guess: $116.59 Truth: $90.99 Error: $25.60 SLE: 0.06 Item: (Red) - Hape E3153 Toy, Multicolor\u001b[0m\n",
-      "\u001b[93m10: Guess: $99.74 Truth: $52.39 Error: $47.35 SLE: 0.40 Item: LEGO DUPLO My Town Birthday Party 10832,...\u001b[0m\n",
-      "\u001b[92m11: Guess: $226.31 Truth: $202.47 Error: $23.84 SLE: 0.01 Item: Aquamarine Fate/Grand Order: Alter Ego/O...\u001b[0m\n",
-      "\u001b[93m12: Guess: $240.87 Truth: $161.58 Error: $79.29 SLE: 0.16 Item: Mytheos Kakegurui xx: Mary Saotome 1:7 S...\u001b[0m\n",
-      "\u001b[92m13: Guess: $32.53 Truth: $25.95 Error: $6.58 SLE: 0.05 Item: Rotosond Stainless Steel Roundwound Bass...\u001b[0m\n",
-      "\u001b[92m14: Guess: $36.37 Truth: $44.05 Error: $7.68 SLE: 0.03 Item: DKKY Upgrade Shock Towers Bracket fit fo...\u001b[0m\n",
-      "\u001b[92m15: Guess: $83.35 Truth: $69.99 Error: $13.36 SLE: 0.03 Item: Ranch Concert Ukulele 23 inch Profession...\u001b[0m\n",
-      "\u001b[92m16: Guess: $124.69 Truth: $99.95 Error: $24.74 SLE: 0.05 Item: BOYA Large-Diaphragm Studio Microphone P...\u001b[0m\n",
-      "\u001b[93m17: Guess: $154.31 Truth: $89.69 Error: $64.62 SLE: 0.29 Item: TOYSLY Off-Road Pickup J40 Land Cruiser ...\u001b[0m\n",
-      "\u001b[92m18: Guess: $107.86 Truth: $127.99 Error: $20.13 SLE: 0.03 Item: Medicom The Return of Superman: Cyborg S...\u001b[0m\n",
-      "\u001b[92m19: Guess: $32.66 Truth: $34.94 Error: $2.28 SLE: 0.00 Item: Axe Heaven FS-013 Fender Strat Cream Fin...\u001b[0m\n",
-      "\u001b[92m20: Guess: $29.92 Truth: $34.99 Error: $5.07 SLE: 0.02 Item: Grover CP68 Leather Handle Side Buckle, ...\u001b[0m\n",
-      "\u001b[92m21: Guess: $92.53 Truth: $72.99 Error: $19.54 SLE: 0.05 Item: Costzon 3 in 1 Kids Art Easel, Double-Si...\u001b[0m\n",
-      "\u001b[92m22: Guess: $27.39 Truth: $16.99 Error: $10.40 SLE: 0.21 Item: Hot Wheels id Vehicle The Dark Knight Ba...\u001b[0m\n",
-      "\u001b[92m23: Guess: $20.85 Truth: $5.46 Error: $15.39 SLE: 1.48 Item: \"The Secret Life Of Pets 2\" Green Party ...\u001b[0m\n",
-      "\u001b[93m24: Guess: $65.19 Truth: $23.55 Error: $41.64 SLE: 0.98 Item: Mattel Pixar Spotlight Series Woody Figu...\u001b[0m\n",
-      "\u001b[92m25: Guess: $49.28 Truth: $44.99 Error: $4.29 SLE: 0.01 Item: Strictly Briks Classic Stackable Basepla...\u001b[0m\n",
-      "\u001b[92m26: Guess: $48.02 Truth: $35.99 Error: $12.03 SLE: 0.08 Item: 4-Pack Replacement for Kenmore/Sears 795...\u001b[0m\n",
-      "\u001b[93m27: Guess: $106.88 Truth: $168.88 Error: $62.00 SLE: 0.21 Item: Funko POP Television (Vinyl): Breaking B...\u001b[0m\n",
-      "\u001b[92m28: Guess: $45.74 Truth: $12.99 Error: $32.75 SLE: 1.46 Item: 116 Pcs Dinosaur Themed Party Favors Set...\u001b[0m\n",
-      "\u001b[92m29: Guess: $44.05 Truth: $31.99 Error: $12.06 SLE: 0.10 Item: Barbie Made to Move Exercise, Yoga Doll\u001b[0m\n",
-      "\u001b[93m30: Guess: $125.95 Truth: $72.99 Error: $52.96 SLE: 0.29 Item: 1995 DC vs Marvel Base Set of 100 Cards,...\u001b[0m\n",
-      "\u001b[92m31: Guess: $36.39 Truth: $16.99 Error: $19.40 SLE: 0.54 Item: Clementoni \"Romantic Italy - Venice\" Puz...\u001b[0m\n",
-      "\u001b[91m32: Guess: $117.39 Truth: $18.41 Error: $98.98 SLE: 3.27 Item: Large Size Fast Sling Puck Game Board Fo...\u001b[0m\n",
-      "\u001b[93m33: Guess: $59.21 Truth: $110.99 Error: $51.78 SLE: 0.39 Item: Remo Tucked Nuskyn Conga Drumhead, 11.75...\u001b[0m\n",
-      "\u001b[93m34: Guess: $664.42 Truth: $539.99 Error: $124.43 SLE: 0.04 Item: Yamaha FGX830C Solid Top Cutaway Acousti...\u001b[0m\n",
-      "\u001b[92m35: Guess: $61.07 Truth: $41.30 Error: $19.77 SLE: 0.15 Item: Malifaux Third Edition Arcanists Colette...\u001b[0m\n",
-      "\u001b[93m36: Guess: $307.29 Truth: $229.95 Error: $77.34 SLE: 0.08 Item: Rockville RAM12BT 12\" Rechargable Powere...\u001b[0m\n",
-      "\u001b[92m37: Guess: $14.79 Truth: $3.89 Error: $10.90 SLE: 1.37 Item: Monoprice 107193 6.35-mm Stereo Plug to ...\u001b[0m\n",
-      "\u001b[92m38: Guess: $9.90 Truth: $14.61 Error: $4.71 SLE: 0.13 Item: Q-Parts Mini Dome Knob, EBONY ON BLACK\u001b[0m\n",
-      "\u001b[92m39: Guess: $280.49 Truth: $279.99 Error: $0.50 SLE: 0.00 Item: Heng Long Modified Edition 1/16 2.4ghz R...\u001b[0m\n",
-      "\u001b[92m40: Guess: $24.83 Truth: $15.99 Error: $8.84 SLE: 0.18 Item: Levy's Leathers MM8-BRN J.K. Gully Hook,...\u001b[0m\n",
-      "\u001b[92m41: Guess: $17.75 Truth: $9.99 Error: $7.76 SLE: 0.29 Item: CHIAOGOO Nylon Cable, Large, Multicolour\u001b[0m\n",
-      "\u001b[93m42: Guess: $225.93 Truth: $339.99 Error: $114.06 SLE: 0.17 Item: Bunnel Pupil Student Violin Outfit 1/2 S...\u001b[0m\n",
-      "\u001b[92m43: Guess: $52.72 Truth: $38.99 Error: $13.73 SLE: 0.09 Item: UGEARS Mechanical Wooden 3D Puzzle Model...\u001b[0m\n",
-      "\u001b[92m44: Guess: $52.96 Truth: $43.99 Error: $8.97 SLE: 0.03 Item: Puzzled Bundle of Dragons Asian Theme: L...\u001b[0m\n",
-      "\u001b[92m45: Guess: $19.59 Truth: $8.94 Error: $10.65 SLE: 0.53 Item: Barbie Chelsea Doll (6-inch Brunette) We...\u001b[0m\n",
-      "\u001b[92m46: Guess: $34.98 Truth: $46.30 Error: $11.32 SLE: 0.07 Item: amscan Miranda Rights\u001b[0m\n",
-      "\u001b[92m47: Guess: $12.45 Truth: $1.99 Error: $10.46 SLE: 2.26 Item: RetroArcade.us Jamma Standard and Plus C...\u001b[0m\n",
-      "\u001b[92m48: Guess: $28.38 Truth: $16.99 Error: $11.39 SLE: 0.24 Item: Seismic Audio SAGCRBK-20 Black 20-Feet W...\u001b[0m\n",
-      "\u001b[93m49: Guess: $215.39 Truth: $269.99 Error: $54.60 SLE: 0.05 Item: 1000pcs 14g Monte Carlo Poker Club Poker...\u001b[0m\n",
-      "\u001b[92m50: Guess: $25.10 Truth: $39.97 Error: $14.87 SLE: 0.20 Item: Cardfight Vanguard G Start Deck Odyssey ...\u001b[0m\n",
-      "\u001b[92m51: Guess: $36.19 Truth: $17.99 Error: $18.20 SLE: 0.45 Item: GOVOY Color Dough Dentist Doctor Drill a...\u001b[0m\n",
-      "\u001b[92m52: Guess: $43.36 Truth: $19.00 Error: $24.36 SLE: 0.63 Item: Wegrower Hand Chimes, Metal Chord Wind C...\u001b[0m\n",
-      "\u001b[92m53: Guess: $225.35 Truth: $199.00 Error: $26.35 SLE: 0.02 Item: 2.4GHz Wireless Lavalier Microphone Syst...\u001b[0m\n",
-      "\u001b[92m54: Guess: $58.21 Truth: $52.99 Error: $5.22 SLE: 0.01 Item: GLOBACT Steel 50T Center Diff Set Differ...\u001b[0m\n",
-      "\u001b[92m55: Guess: $71.48 Truth: $55.68 Error: $15.80 SLE: 0.06 Item: GENUINE Frigidaire 316442401 Range/Stove...\u001b[0m\n",
-      "\u001b[92m56: Guess: $52.72 Truth: $49.99 Error: $2.73 SLE: 0.00 Item: Jeereal Full Grain Genuine Padded Leathe...\u001b[0m\n",
-      "\u001b[92m57: Guess: $54.28 Truth: $20.99 Error: $33.29 SLE: 0.85 Item: Supplying Demand 8299642 W10135399 Cloth...\u001b[0m\n",
-      "\u001b[92m58: Guess: $60.40 Truth: $29.99 Error: $30.41 SLE: 0.47 Item: Electric Guitar Neck, Paddle Head DIY Un...\u001b[0m\n",
-      "\u001b[92m59: Guess: $157.43 Truth: $129.99 Error: $27.44 SLE: 0.04 Item: MXR M75 Super Badass Distortion Guitar E...\u001b[0m\n",
-      "\u001b[93m60: Guess: $92.67 Truth: $45.95 Error: $46.72 SLE: 0.48 Item: TCFUNDY DMX 512 Controller, 192 Channel ...\u001b[0m\n",
-      "\u001b[92m61: Guess: $175.85 Truth: $209.99 Error: $34.14 SLE: 0.03 Item: Vangoa 5 String Banjo Remo Head Closed S...\u001b[0m\n",
-      "\u001b[92m62: Guess: $146.44 Truth: $119.95 Error: $26.49 SLE: 0.04 Item: The Simpsons Exclusive Playset Moe's Bar...\u001b[0m\n",
-      "\u001b[93m63: Guess: $257.26 Truth: $179.00 Error: $78.26 SLE: 0.13 Item: Celestion G12-65 Heritage Guitar Speaker...\u001b[0m\n",
-      "\u001b[92m64: Guess: $13.80 Truth: $17.99 Error: $4.19 SLE: 0.06 Item: Sinnya 6 Pack Filter T HFT600 Filter Com...\u001b[0m\n",
-      "\u001b[92m65: Guess: $25.33 Truth: $22.95 Error: $2.38 SLE: 0.01 Item: PANYARD Steel Drum (JUMBIE JAM)\u001b[0m\n",
-      "\u001b[92m66: Guess: $84.50 Truth: $89.00 Error: $4.50 SLE: 0.00 Item: Zwide Professional Wireless Lavalier Mic...\u001b[0m\n",
-      "\u001b[92m67: Guess: $70.59 Truth: $82.90 Error: $12.31 SLE: 0.03 Item: Good Smile Re: Zero - Starting Life in A...\u001b[0m\n",
-      "\u001b[92m68: Guess: $221.15 Truth: $219.99 Error: $1.16 SLE: 0.00 Item: Latin Percussion LP981 LP Timbale Stand,...\u001b[0m\n",
-      "\u001b[92m69: Guess: $47.62 Truth: $43.59 Error: $4.03 SLE: 0.01 Item: Replacement Water filter for Maytag UKF-...\u001b[0m\n",
-      "\u001b[92m70: Guess: $29.93 Truth: $19.95 Error: $9.98 SLE: 0.15 Item: Monster Trombone Care and Cleaning Kit |...\u001b[0m\n",
-      "\u001b[92m71: Guess: $128.17 Truth: $101.00 Error: $27.17 SLE: 0.06 Item: LG Electronics AEQ72909602 Refrigerator ...\u001b[0m\n",
-      "\u001b[93m72: Guess: $144.58 Truth: $239.99 Error: $95.41 SLE: 0.25 Item: Korilakkuma San-X Original Plush (Jumbo)\u001b[0m\n",
-      "\u001b[92m73: Guess: $26.56 Truth: $28.61 Error: $2.05 SLE: 0.01 Item: Great Eastern Entertainment Cowboy Bebop...\u001b[0m\n",
-      "\u001b[92m74: Guess: $76.81 Truth: $55.99 Error: $20.82 SLE: 0.10 Item: Haxtec Natural Amethyst Gemstone DND Dic...\u001b[0m\n",
-      "\u001b[92m75: Guess: $67.17 Truth: $49.43 Error: $17.74 SLE: 0.09 Item: Pop 587 The Elder Scrolls V Skyrim Sheog...\u001b[0m\n",
-      "\u001b[93m76: Guess: $40.78 Truth: $97.49 Error: $56.71 SLE: 0.74 Item: Funko Pop Games: Mortal Combat - Kitana ...\u001b[0m\n",
-      "\u001b[92m77: Guess: $385.82 Truth: $439.99 Error: $54.17 SLE: 0.02 Item: SKB 3I-3019-12BC iSeries 30 1/2\" x 19 1/...\u001b[0m\n",
-      "\u001b[92m78: Guess: $26.16 Truth: $34.99 Error: $8.83 SLE: 0.08 Item: Veemoon Wedding Cake Topper Figurines Ol...\u001b[0m\n",
-      "\u001b[92m79: Guess: $178.37 Truth: $146.99 Error: $31.38 SLE: 0.04 Item: Kinglos 4/4 White Ebony Fitted Solid Woo...\u001b[0m\n",
-      "\u001b[92m80: Guess: $14.90 Truth: $8.39 Error: $6.51 SLE: 0.28 Item: Reaper Miniatures 2008 Christmas Sophie ...\u001b[0m\n",
-      "\u001b[92m81: Guess: $44.54 Truth: $38.89 Error: $5.65 SLE: 0.02 Item: Greture Sunflower Home Kitchen Decoratio...\u001b[0m\n",
-      "\u001b[93m82: Guess: $51.42 Truth: $97.95 Error: $46.53 SLE: 0.40 Item: Stormcast Eternals Celestant-Prime Hamme...\u001b[0m\n",
-      "\u001b[92m83: Guess: $210.94 Truth: $199.99 Error: $10.95 SLE: 0.00 Item: JIM DUNLOP Slash Wah Guitar Effects Peda...\u001b[0m\n",
-      "\u001b[92m84: Guess: $35.61 Truth: $41.99 Error: $6.38 SLE: 0.03 Item: Bilingual Quiet Book for Toddlers | Writ...\u001b[0m\n",
-      "\u001b[92m85: Guess: $78.49 Truth: $96.95 Error: $18.46 SLE: 0.04 Item: Exotic Electric Guitar Body Blank Wood V...\u001b[0m\n",
-      "\u001b[93m86: Guess: $257.37 Truth: $179.00 Error: $78.37 SLE: 0.13 Item: CAVALIERE Under Cabinet Range Hood 30\" I...\u001b[0m\n",
-      "\u001b[92m87: Guess: $48.80 Truth: $40.99 Error: $7.81 SLE: 0.03 Item: JUSOP Microphone Isolation Shield with P...\u001b[0m\n",
-      "\u001b[92m88: Guess: $16.11 Truth: $2.39 Error: $13.72 SLE: 2.62 Item: YU-GI-OH! - World of Prophecy (JOTL-EN02...\u001b[0m\n",
-      "\u001b[92m89: Guess: $41.44 Truth: $19.49 Error: $21.95 SLE: 0.53 Item: 240356402 Door Bin Shelf - Compatible Wi...\u001b[0m\n",
-      "\u001b[92m90: Guess: $259.79 Truth: $259.95 Error: $0.16 SLE: 0.00 Item: Odyssey FZPIDDJSXBL Black Label Flight Z...\u001b[0m\n",
-      "\u001b[93m91: Guess: $457.71 Truth: $601.00 Error: $143.29 SLE: 0.07 Item: Samson Expedition XP312w 12” 300 Watt Ba...\u001b[0m\n",
-      "\u001b[92m92: Guess: $47.88 Truth: $29.99 Error: $17.89 SLE: 0.21 Item: Fanattik Yu-Gi-Oh Metal Card White Drago...\u001b[0m\n",
-      "\u001b[92m93: Guess: $11.74 Truth: $2.08 Error: $9.66 SLE: 2.02 Item: Magic The Gathering - Voracious Dragon -...\u001b[0m\n",
-      "\u001b[93m94: Guess: $80.68 Truth: $36.99 Error: $43.69 SLE: 0.59 Item: Marvel Legends Annihilus Series Build-A-...\u001b[0m\n",
-      "\u001b[92m95: Guess: $89.98 Truth: $69.99 Error: $19.99 SLE: 0.06 Item: XPIY Tricycle for Toddlers Age 2 to 4 Ye...\u001b[0m\n",
-      "\u001b[92m96: Guess: $39.77 Truth: $75.00 Error: $35.23 SLE: 0.39 Item: Super Heroes Lego 76133 Spider-Man Car C...\u001b[0m\n",
-      "\u001b[92m97: Guess: $76.36 Truth: $57.98 Error: $18.38 SLE: 0.07 Item: Batman Dark Knight Movie Master Exclusiv...\u001b[0m\n",
-      "\u001b[92m98: Guess: $40.14 Truth: $55.89 Error: $15.75 SLE: 0.11 Item: KOKKO Looper Guitar Pedal Effects Mini L...\u001b[0m\n",
-      "\u001b[92m99: Guess: $68.56 Truth: $58.99 Error: $9.57 SLE: 0.02 Item: Upgraded Microphone Studio Recording Kit...\u001b[0m\n",
-      "\u001b[92m100: Guess: $53.25 Truth: $56.92 Error: $3.67 SLE: 0.00 Item: Redcat Racing Hexfly 3600 25C 11.1V LiPo...\u001b[0m\n",
-      "\u001b[92m101: Guess: $64.19 Truth: $33.99 Error: $30.20 SLE: 0.39 Item: CuberSpeed GAN 356 Air Speed Cube GAN 11...\u001b[0m\n",
-      "\u001b[92m102: Guess: $17.55 Truth: $3.07 Error: $14.48 SLE: 2.30 Item: Yu-Gi-Oh! - Icarus Attack (EOJ-EN055) - ...\u001b[0m\n",
-      "\u001b[92m103: Guess: $61.69 Truth: $48.64 Error: $13.05 SLE: 0.05 Item: Hohner Green Tones 3750 Beginner Drum Se...\u001b[0m\n",
-      "\u001b[92m104: Guess: $43.13 Truth: $32.62 Error: $10.51 SLE: 0.07 Item: Musiclily Pro 13-Hole Aluminum Vintage 6...\u001b[0m\n",
-      "\u001b[91m105: Guess: $233.62 Truth: $149.99 Error: $83.63 SLE: 0.19 Item: PreSonus AudioBox iTwo Studio USB 2.0 Re...\u001b[0m\n",
-      "\u001b[92m106: Guess: $231.39 Truth: $199.95 Error: $31.44 SLE: 0.02 Item: Rockville MOTIONSTRIP Motorized Moving H...\u001b[0m\n",
-      "\u001b[93m107: Guess: $70.86 Truth: $22.88 Error: $47.98 SLE: 1.21 Item: Hot Racing TFF125HM01 Aluminum reinforce...\u001b[0m\n",
-      "\u001b[92m108: Guess: $31.51 Truth: $22.23 Error: $9.28 SLE: 0.11 Item: Disney Cars Toys Movie Die-cast Characte...\u001b[0m\n",
-      "\u001b[92m109: Guess: $41.83 Truth: $62.99 Error: $21.16 SLE: 0.16 Item: HASMX 2 Pack Replacement Humidifier Filt...\u001b[0m\n",
-      "\u001b[92m110: Guess: $246.67 Truth: $299.00 Error: $52.33 SLE: 0.04 Item: Frigidaire 5304495520 Oven Control Board...\u001b[0m\n",
-      "\u001b[92m111: Guess: $7.53 Truth: $1.09 Error: $6.44 SLE: 1.98 Item: Magic: the Gathering - Drake Umbra - Ris...\u001b[0m\n",
-      "\u001b[92m112: Guess: $154.03 Truth: $118.99 Error: $35.04 SLE: 0.07 Item: Mezco Toyz Living Dead Dolls Series 23 -...\u001b[0m\n",
-      "\u001b[92m113: Guess: $80.64 Truth: $119.81 Error: $39.17 SLE: 0.15 Item: Hey! Play! Classic Giant Wooden Blocks T...\u001b[0m\n",
-      "\u001b[92m114: Guess: $34.52 Truth: $21.99 Error: $12.53 SLE: 0.19 Item: Ultra Durable 4581EL2002C Dryer Drum Rol...\u001b[0m\n",
-      "\u001b[92m115: Guess: $42.67 Truth: $21.75 Error: $20.92 SLE: 0.43 Item: RPS PRODUCTS H75-2PK-PDQ-2 Holmes Wick F...\u001b[0m\n",
-      "\u001b[92m116: Guess: $38.98 Truth: $41.88 Error: $2.90 SLE: 0.00 Item: Funko Pop! Moment: Inuyasha - Inuyasha V...\u001b[0m\n",
-      "\u001b[93m117: Guess: $180.15 Truth: $275.00 Error: $94.85 SLE: 0.18 Item: Kotobukiya Dc Comics Batgirl Bishoujo St...\u001b[0m\n",
-      "\u001b[92m118: Guess: $55.61 Truth: $72.99 Error: $17.38 SLE: 0.07 Item: Ravensburger 540 Celestial Map Gloin- in...\u001b[0m\n",
-      "\u001b[93m119: Guess: $70.42 Truth: $29.15 Error: $41.27 SLE: 0.74 Item: Steiff USA Handmade Light Brown Lumpi Li...\u001b[0m\n",
-      "\u001b[92m120: Guess: $101.05 Truth: $98.00 Error: $3.05 SLE: 0.00 Item: Tengen Toppa Gurren Lagann Revoltech #05...\u001b[0m\n",
-      "\u001b[92m121: Guess: $123.16 Truth: $139.99 Error: $16.83 SLE: 0.02 Item: WWE Elite Collection Road Dogg Action Fi...\u001b[0m\n",
-      "\u001b[93m122: Guess: $138.91 Truth: $94.95 Error: $43.96 SLE: 0.14 Item: Singing Machine STVG782BK Groove XL Kara...\u001b[0m\n",
-      "\u001b[92m123: Guess: $55.80 Truth: $41.99 Error: $13.81 SLE: 0.08 Item: Ruibo 88 Key Keyboard Gig Bag Case for E...\u001b[0m\n",
-      "\u001b[92m124: Guess: $54.98 Truth: $19.99 Error: $34.99 SLE: 0.96 Item: STAR WARS The Vintage Collection Snaggle...\u001b[0m\n",
-      "\u001b[92m125: Guess: $161.95 Truth: $197.99 Error: $36.04 SLE: 0.04 Item: Truetone V3 Jekyll & Hyde Overdrive & Di...\u001b[0m\n",
-      "\u001b[92m126: Guess: $33.18 Truth: $12.76 Error: $20.42 SLE: 0.83 Item: 13 Inch Authentic Indian Wooden Bamboo F...\u001b[0m\n",
-      "\u001b[92m127: Guess: $204.04 Truth: $179.95 Error: $24.09 SLE: 0.02 Item: 48 Pack of (12 x 12 x 2)Inch Acoustical ...\u001b[0m\n",
-      "\u001b[92m128: Guess: $38.97 Truth: $16.99 Error: $21.98 SLE: 0.64 Item: Writing Tablet 10 Inch Drawing Pad, Colo...\u001b[0m\n",
-      "\u001b[92m129: Guess: $493.01 Truth: $529.20 Error: $36.19 SLE: 0.00 Item: TAMIYA 1/14 King Hauler 10X8WD Semi Trac...\u001b[0m\n",
-      "\u001b[92m130: Guess: $38.14 Truth: $39.59 Error: $1.45 SLE: 0.00 Item: DIAMOND SELECT TOYS John Wick 3 Casual S...\u001b[0m\n",
-      "\u001b[92m131: Guess: $187.32 Truth: $174.42 Error: $12.90 SLE: 0.01 Item: Bandai Tamashii Nations The Dark Knight ...\u001b[0m\n",
-      "\u001b[92m132: Guess: $37.63 Truth: $17.99 Error: $19.64 SLE: 0.50 Item: Jiayouy 15Pcs 4/4-3/4 Size Violin Fiddle...\u001b[0m\n",
-      "\u001b[92m133: Guess: $180.69 Truth: $149.00 Error: $31.69 SLE: 0.04 Item: Mould King 13082 Pickup Truck Block Kits...\u001b[0m\n",
-      "\u001b[92m134: Guess: $45.14 Truth: $49.99 Error: $4.85 SLE: 0.01 Item: UGEARS 3D Puzzle for Board Games - Woode...\u001b[0m\n",
-      "\u001b[92m135: Guess: $310.89 Truth: $359.99 Error: $49.10 SLE: 0.02 Item: HONEY JOY Inflatable Water Slide, 6 in 1...\u001b[0m\n",
-      "\u001b[92m136: Guess: $29.21 Truth: $24.99 Error: $4.22 SLE: 0.02 Item: ABY Selecor Combiner Switch AB Box New P...\u001b[0m\n",
-      "\u001b[92m137: Guess: $52.54 Truth: $27.99 Error: $24.55 SLE: 0.38 Item: 12 Small Gun Set for Nerf Party Supplies...\u001b[0m\n",
-      "\u001b[93m138: Guess: $194.88 Truth: $247.00 Error: $52.12 SLE: 0.06 Item: Seymour Duncan - 11201-03-Cset - SSL-2 V...\u001b[0m\n",
-      "\u001b[93m139: Guess: $73.26 Truth: $121.15 Error: $47.89 SLE: 0.25 Item: Odyssey Scrim Werks SWLTPSBLK 360 degree...\u001b[0m\n",
-      "\u001b[92m140: Guess: $32.02 Truth: $43.37 Error: $11.35 SLE: 0.09 Item: Natural Goatskin, 22\", Medium\u001b[0m\n",
-      "\u001b[93m141: Guess: $129.96 Truth: $169.99 Error: $40.03 SLE: 0.07 Item: CKYSCHN Remote Control Helicopter, WLtoy...\u001b[0m\n",
-      "\u001b[92m142: Guess: $598.42 Truth: $549.99 Error: $48.43 SLE: 0.01 Item: Goldtone M Bass Microbass Fretless Short...\u001b[0m\n",
-      "\u001b[92m143: Guess: $27.36 Truth: $19.95 Error: $7.41 SLE: 0.09 Item: Remo Diplomat Coated Drumhead, 13\"\u001b[0m\n",
-      "\u001b[92m144: Guess: $22.62 Truth: $18.98 Error: $3.64 SLE: 0.03 Item: MOMOFULL High Chair Decorations for 1st ...\u001b[0m\n",
-      "\u001b[92m145: Guess: $18.15 Truth: $11.99 Error: $6.16 SLE: 0.15 Item: Nature Bound Butterfly Net Bug Catcher f...\u001b[0m\n",
-      "\u001b[92m146: Guess: $72.06 Truth: $56.40 Error: $15.66 SLE: 0.06 Item: Swing Set Stuff Inc. Commercial Rubber B...\u001b[0m\n",
-      "\u001b[93m147: Guess: $130.93 Truth: $179.99 Error: $49.06 SLE: 0.10 Item: Other, 4-String Electric/Acoustic Cutawa...\u001b[0m\n",
-      "\u001b[92m148: Guess: $167.87 Truth: $199.95 Error: $32.08 SLE: 0.03 Item: Classic Heartwood Bugarabu Drum 9\"x24\" -...\u001b[0m\n",
-      "\u001b[92m149: Guess: $47.89 Truth: $34.99 Error: $12.90 SLE: 0.09 Item: Toddler Meerkat Costume\u001b[0m\n",
-      "\u001b[92m150: Guess: $62.81 Truth: $74.95 Error: $12.14 SLE: 0.03 Item: CampCo Sniper Rifle Gun Building Blocks ...\u001b[0m\n",
-      "\u001b[92m151: Guess: $51.07 Truth: $19.99 Error: $31.08 SLE: 0.83 Item: YOCOM Wireless Lavalier Lapel Microphone...\u001b[0m\n",
-      "\u001b[91m152: Guess: $282.20 Truth: $199.99 Error: $82.21 SLE: 0.12 Item: Costzon Inflatable Bounce House, Kids Bo...\u001b[0m\n",
-      "\u001b[91m153: Guess: $296.93 Truth: $99.99 Error: $196.94 SLE: 1.17 Item: Vertex Steel String Clean Drive MKII\u001b[0m\n",
-      "\u001b[92m154: Guess: $35.84 Truth: $28.47 Error: $7.37 SLE: 0.05 Item: Bnineteenteam Drum Clamp Set Durable Zin...\u001b[0m\n",
-      "\u001b[92m155: Guess: $116.39 Truth: $78.89 Error: $37.50 SLE: 0.15 Item: LEGO Castle Gold Getaway\u001b[0m\n",
-      "\u001b[92m156: Guess: $141.95 Truth: $146.00 Error: $4.05 SLE: 0.00 Item: LEGO Technic Ford F-150 Raptor 42126 Mod...\u001b[0m\n",
-      "\u001b[92m157: Guess: $61.30 Truth: $71.98 Error: $10.68 SLE: 0.03 Item: 2020 Topps Garbage Pail Kids Series 2-35...\u001b[0m\n",
-      "\u001b[92m158: Guess: $22.25 Truth: $12.29 Error: $9.96 SLE: 0.31 Item: Pirastro Chromcor 4/4 Violin A String - ...\u001b[0m\n",
-      "\u001b[92m159: Guess: $76.01 Truth: $38.99 Error: $37.02 SLE: 0.43 Item: Savox SC-0252MG Metal Gear Standard Digi...\u001b[0m\n",
-      "\u001b[92m160: Guess: $44.07 Truth: $16.97 Error: $27.10 SLE: 0.85 Item: Techecook 4392065 Dryer Repair Kit with ...\u001b[0m\n",
-      "\u001b[92m161: Guess: $260.33 Truth: $302.49 Error: $42.16 SLE: 0.02 Item: hOmeLabs Digital Countertop Dishwasher w...\u001b[0m\n",
-      "\u001b[92m162: Guess: $38.60 Truth: $24.95 Error: $13.65 SLE: 0.18 Item: Do A Dot Art Fruit Scented Washable Dot ...\u001b[0m\n",
-      "\u001b[93m163: Guess: $31.03 Truth: $79.73 Error: $48.70 SLE: 0.85 Item: Mattel Games FTB29 Phase 10 Strategy Boa...\u001b[0m\n",
-      "\u001b[92m164: Guess: $18.62 Truth: $3.96 Error: $14.66 SLE: 1.89 Item: American Art Classics Paul McCartney Mil...\u001b[0m\n",
-      "\u001b[93m165: Guess: $28.44 Truth: $99.99 Error: $71.55 SLE: 1.52 Item: Replogle Reso REP-S14 Traditional Resona...\u001b[0m\n",
-      "\u001b[92m166: Guess: $14.73 Truth: $32.50 Error: $17.77 SLE: 0.57 Item: Technica Brand Compatible Waste Toner Co...\u001b[0m\n",
-      "\u001b[92m167: Guess: $50.91 Truth: $54.99 Error: $4.08 SLE: 0.01 Item: RCMYou RC Stainless Steel Drive Shaft CV...\u001b[0m\n",
-      "\u001b[92m168: Guess: $8.28 Truth: $6.22 Error: $2.06 SLE: 0.06 Item: BQLZR Guitar Potentiometer B500K Push/Pu...\u001b[0m\n",
-      "\u001b[92m169: Guess: $64.41 Truth: $49.55 Error: $14.86 SLE: 0.07 Item: Vox VFS2A Dual Guitar Footswitch\u001b[0m\n",
-      "\u001b[92m170: Guess: $19.32 Truth: $8.99 Error: $10.33 SLE: 0.50 Item: NUOMI Flannel Cloth Coffee Filter Strain...\u001b[0m\n",
-      "\u001b[92m171: Guess: $105.89 Truth: $92.16 Error: $13.73 SLE: 0.02 Item: Max Factory Genshin Impact Mona (Mirror ...\u001b[0m\n",
-      "\u001b[93m172: Guess: $83.19 Truth: $139.99 Error: $56.80 SLE: 0.27 Item: J Reynolds JR14PK 36-Inch Acoustic Guita...\u001b[0m\n",
-      "\u001b[92m173: Guess: $63.86 Truth: $77.98 Error: $14.12 SLE: 0.04 Item: LEGO City Great Vehicles 60058 SUV with ...\u001b[0m\n",
-      "\u001b[92m174: Guess: $131.78 Truth: $119.95 Error: $11.83 SLE: 0.01 Item: Diamond Select Toys Batman: The Animated...\u001b[0m\n",
-      "\u001b[93m175: Guess: $301.10 Truth: $379.95 Error: $78.85 SLE: 0.05 Item: Fishman Fluence Greg Koch Gristle-Tone S...\u001b[0m\n",
-      "\u001b[92m176: Guess: $71.12 Truth: $64.99 Error: $6.13 SLE: 0.01 Item: Merchants & Marauders\u001b[0m\n",
-      "\u001b[91m177: Guess: $194.50 Truth: $99.00 Error: $95.50 SLE: 0.45 Item: Ryze Tech Tello - Mini Drone Quadcopter ...\u001b[0m\n",
-      "\u001b[92m178: Guess: $36.69 Truth: $37.50 Error: $0.81 SLE: 0.00 Item: Jigsaw Puzzles Switzerland Lion Lucerne ...\u001b[0m\n",
-      "\u001b[92m179: Guess: $129.32 Truth: $99.95 Error: $29.37 SLE: 0.07 Item: Avedis Zildjian Company ZILDJIAN S8S 8-I...\u001b[0m\n",
-      "\u001b[92m180: Guess: $42.77 Truth: $25.59 Error: $17.18 SLE: 0.25 Item: Sueseip Kids Smart Watches Girls with 24...\u001b[0m\n",
-      "\u001b[92m181: Guess: $120.95 Truth: $159.00 Error: $38.05 SLE: 0.07 Item: EMG ACS Acoustic Guitar Soundhole Pickup...\u001b[0m\n",
-      "\u001b[93m182: Guess: $111.58 Truth: $165.10 Error: $53.52 SLE: 0.15 Item: Hipshot Tone-a-Matic Tuneomatic Bridge T...\u001b[0m\n",
-      "\u001b[92m183: Guess: $60.68 Truth: $51.09 Error: $9.59 SLE: 0.03 Item: Sunny toys 28\" Angel Full Body Puppet\u001b[0m\n",
-      "\u001b[92m184: Guess: $321.23 Truth: $291.99 Error: $29.24 SLE: 0.01 Item: Btuty Eb E-flat Alto Saxophone Professio...\u001b[0m\n",
-      "\u001b[92m185: Guess: $37.48 Truth: $13.99 Error: $23.49 SLE: 0.89 Item: Luluo Santa Claus Christmas Kids Santa S...\u001b[0m\n",
-      "\u001b[93m186: Guess: $73.31 Truth: $139.95 Error: $66.64 SLE: 0.41 Item: OEM Samsung Dryer Lint Filter Screen Tra...\u001b[0m\n",
-      "\u001b[92m187: Guess: $22.40 Truth: $9.99 Error: $12.41 SLE: 0.57 Item: Funnlot Hanukkah Games Chanukah Game Han...\u001b[0m\n",
-      "\u001b[92m188: Guess: $37.30 Truth: $9.99 Error: $27.31 SLE: 1.56 Item: Coola Christmas Crafts Kit for Kids - To...\u001b[0m\n",
-      "\u001b[92m189: Guess: $606.10 Truth: $699.99 Error: $93.89 SLE: 0.02 Item: Ibanez AG95QA AG Artcore Expressionist 6...\u001b[0m\n",
-      "\u001b[92m190: Guess: $136.17 Truth: $139.41 Error: $3.24 SLE: 0.00 Item: DW Hobby 3D Flying Airplane YAK55 800mm ...\u001b[0m\n",
-      "\u001b[92m191: Guess: $131.41 Truth: $132.95 Error: $1.54 SLE: 0.00 Item: STEAMFORGED Godtear Eternal Glade Starte...\u001b[0m\n",
-      "\u001b[92m192: Guess: $20.22 Truth: $8.90 Error: $11.32 SLE: 0.58 Item: Interal Shop Guitar and Bass String Mute...\u001b[0m\n",
-      "\u001b[92m193: Guess: $63.37 Truth: $69.41 Error: $6.04 SLE: 0.01 Item: Electrolux 316443601 Door Handle\u001b[0m\n",
-      "\u001b[92m194: Guess: $49.89 Truth: $49.95 Error: $0.06 SLE: 0.00 Item: Maisto R/C 27Mhz (3-Channel) Rock Crawle...\u001b[0m\n",
-      "\u001b[92m195: Guess: $23.19 Truth: $20.99 Error: $2.20 SLE: 0.01 Item: Odowalker Pack of 4 Dishwasher Premium W...\u001b[0m\n",
-      "\u001b[93m196: Guess: $223.89 Truth: $314.95 Error: $91.06 SLE: 0.12 Item: Pokemon TCG: XY Evolutions Elite Trainer...\u001b[0m\n",
-      "\u001b[93m197: Guess: $79.94 Truth: $27.99 Error: $51.95 SLE: 1.05 Item: Transformer Toy Deformation Robot Toy St...\u001b[0m\n",
-      "\u001b[92m198: Guess: $65.24 Truth: $54.99 Error: $10.25 SLE: 0.03 Item: PlanToys Van Walker, Yellow\u001b[0m\n",
-      "\u001b[92m199: Guess: $29.95 Truth: $27.99 Error: $1.96 SLE: 0.00 Item: Living Nature Brown Bear, Realistic Medi...\u001b[0m\n",
-      "\u001b[92m200: Guess: $19.81 Truth: $16.99 Error: $2.82 SLE: 0.02 Item: Silence Razer Mini Shock Mount with Foam...\u001b[0m\n",
-      "\u001b[92m201: Guess: $152.04 Truth: $119.95 Error: $32.09 SLE: 0.06 Item: LEGO NINJAGO Fire Stone Mech 71720 Build...\u001b[0m\n",
-      "\u001b[92m202: Guess: $108.48 Truth: $110.67 Error: $2.19 SLE: 0.00 Item: Saint Seiya Myth Cloth Sea Dragon Kanon ...\u001b[0m\n",
-      "\u001b[92m203: Guess: $47.42 Truth: $57.99 Error: $10.57 SLE: 0.04 Item: Funko POP Games: Fallout 4 Liberty Prime...\u001b[0m\n",
-      "\u001b[93m204: Guess: $217.23 Truth: $169.00 Error: $48.23 SLE: 0.06 Item: Kala KA-CE Satin Mahogany Concert Electr...\u001b[0m\n",
-      "\u001b[92m205: Guess: $91.32 Truth: $108.15 Error: $16.83 SLE: 0.03 Item: Bandaï Saint Seiya Saint Cloth Myth Appe...\u001b[0m\n",
-      "\u001b[92m206: Guess: $41.29 Truth: $30.99 Error: $10.30 SLE: 0.08 Item: LESHITIAN Kids Laptop, 65 Learning Activ...\u001b[0m\n",
-      "\u001b[93m207: Guess: $260.21 Truth: $399.99 Error: $139.78 SLE: 0.18 Item: Causeair Big Inflatable Bounce House wit...\u001b[0m\n",
-      "\u001b[93m208: Guess: $62.12 Truth: $128.89 Error: $66.77 SLE: 0.52 Item: MAYS 3D Metal Puzzle Kit - Moving Mechan...\u001b[0m\n",
-      "\u001b[92m209: Guess: $183.81 Truth: $219.95 Error: $36.14 SLE: 0.03 Item: DisplayGifts Electric Guitar Display Cas...\u001b[0m\n",
-      "\u001b[92m210: Guess: $36.39 Truth: $42.98 Error: $6.59 SLE: 0.03 Item: QT RC Airplane, 2 Channel RC Plane, 2.4G...\u001b[0m\n",
-      "\u001b[92m211: Guess: $62.95 Truth: $37.76 Error: $25.19 SLE: 0.25 Item: Traxxas 5374X BRUSHLESS E-REVO Wheel/TI\u001b[0m\n",
-      "\u001b[92m212: Guess: $117.29 Truth: $98.99 Error: $18.30 SLE: 0.03 Item: Kotobukiya ARTFX+ Star Wars Stormtrooper...\u001b[0m\n",
-      "\u001b[92m213: Guess: $213.49 Truth: $189.95 Error: $23.54 SLE: 0.01 Item: Aosom 12V Ride On Toy Car for Kids with ...\u001b[0m\n",
-      "\u001b[92m214: Guess: $16.50 Truth: $5.48 Error: $11.02 SLE: 0.99 Item: Violin Bow Clip Kit Strings Bow Fixed Gr...\u001b[0m\n",
-      "\u001b[92m215: Guess: $58.64 Truth: $75.00 Error: $16.36 SLE: 0.06 Item: Funko POP Movies: Boondock Saints Connor...\u001b[0m\n",
-      "\u001b[92m216: Guess: $60.02 Truth: $34.99 Error: $25.03 SLE: 0.28 Item: Seasons Viking Princess Costume, Medium ...\u001b[0m\n",
-      "\u001b[92m217: Guess: $19.51 Truth: $16.99 Error: $2.52 SLE: 0.02 Item: Ernie Ball 2566 Aluminum Bronze Medium-L...\u001b[0m\n",
-      "\u001b[92m218: Guess: $31.12 Truth: $19.99 Error: $11.13 SLE: 0.18 Item: Egg Holder for Refrigerator Automatic Ro...\u001b[0m\n",
-      "\u001b[93m219: Guess: $196.25 Truth: $129.99 Error: $66.26 SLE: 0.17 Item: Zoom MS-50G MultiStomp Guitar Effects Pe...\u001b[0m\n",
-      "\u001b[91m220: Guess: $83.95 Truth: $254.35 Error: $170.40 SLE: 1.21 Item: SOUTHBEND RANGE 4440461 Hi Limit Retrofi...\u001b[0m\n",
-      "\u001b[92m221: Guess: $43.07 Truth: $37.99 Error: $5.08 SLE: 0.02 Item: 12 pack Acoustic Panels Self-Adhesive, 1...\u001b[0m\n",
-      "\u001b[93m222: Guess: $136.66 Truth: $219.99 Error: $83.33 SLE: 0.22 Item: Nektar Pacer - USB MIDI Footswitch Contr...\u001b[0m\n",
-      "\u001b[92m223: Guess: $63.63 Truth: $79.98 Error: $16.35 SLE: 0.05 Item: Steel Tongue Drum, Handpan Tank Drum 11 ...\u001b[0m\n",
-      "\u001b[92m224: Guess: $36.79 Truth: $51.95 Error: $15.16 SLE: 0.11 Item: Protect'em Covers Padded Dust Cover with...\u001b[0m\n",
-      "\u001b[93m225: Guess: $145.17 Truth: $94.66 Error: $50.51 SLE: 0.18 Item: Beast Kingdom The Dark Knight Returns: B...\u001b[0m\n",
-      "\u001b[92m226: Guess: $29.14 Truth: $16.99 Error: $12.15 SLE: 0.27 Item: Ant Mag Guitar Hanger Wall Mount Hooks S...\u001b[0m\n",
-      "\u001b[92m227: Guess: $40.36 Truth: $48.95 Error: $8.59 SLE: 0.04 Item: Diamond Select Toys Marvel Select: Gambi...\u001b[0m\n",
-      "\u001b[92m228: Guess: $57.25 Truth: $62.99 Error: $5.74 SLE: 0.01 Item: Shopkins Food Themed Pack Cupcake Collec...\u001b[0m\n",
-      "\u001b[92m229: Guess: $36.67 Truth: $24.95 Error: $11.72 SLE: 0.14 Item: Wettarn 10 Set Graduation Party Balloon ...\u001b[0m\n",
-      "\u001b[92m230: Guess: $70.92 Truth: $63.98 Error: $6.94 SLE: 0.01 Item: Spider-Man Marvel The Amazing Spider-Man...\u001b[0m\n",
-      "\u001b[93m231: Guess: $27.81 Truth: $84.95 Error: $57.14 SLE: 1.19 Item: Hot Wheels Team Hot Wheels Total Control...\u001b[0m\n",
-      "\u001b[92m232: Guess: $50.76 Truth: $39.99 Error: $10.77 SLE: 0.05 Item: DNYSYSJ Mini Portable Washing Machine, P...\u001b[0m\n",
-      "\u001b[92m233: Guess: $39.94 Truth: $42.99 Error: $3.05 SLE: 0.01 Item: Disco Mirror Ball Silver Hanging Balls f...\u001b[0m\n",
-      "\u001b[92m234: Guess: $8.17 Truth: $6.00 Error: $2.17 SLE: 0.07 Item: Djeco Stickers, Knights\u001b[0m\n",
-      "\u001b[92m235: Guess: $34.96 Truth: $28.89 Error: $6.07 SLE: 0.03 Item: PK Power AC/DC Adapter for Kurzweil Arti...\u001b[0m\n",
-      "\u001b[92m236: Guess: $28.20 Truth: $19.99 Error: $8.21 SLE: 0.11 Item: Supplying Demand WE04X20685 WE4M336 Clot...\u001b[0m\n",
-      "\u001b[92m237: Guess: $38.10 Truth: $75.00 Error: $36.90 SLE: 0.44 Item: Nerf N-Strike Maverick - Colors May Vary...\u001b[0m\n",
-      "\u001b[92m238: Guess: $70.22 Truth: $79.99 Error: $9.77 SLE: 0.02 Item: SpeedArmis Giant Wooden 4 in A Row Game ...\u001b[0m\n",
-      "\u001b[92m239: Guess: $33.01 Truth: $11.95 Error: $21.06 SLE: 0.93 Item: BOHS Montessori 1-10 Bead Stair with Hol...\u001b[0m\n",
-      "\u001b[92m240: Guess: $67.19 Truth: $46.39 Error: $20.80 SLE: 0.13 Item: Papillon dog figure made in UK (japan im...\u001b[0m\n",
-      "\u001b[92m241: Guess: $40.36 Truth: $28.99 Error: $11.37 SLE: 0.10 Item: Supplying Demand DG44-01009A 3290424 Ele...\u001b[0m\n",
-      "\u001b[92m242: Guess: $26.38 Truth: $35.96 Error: $9.58 SLE: 0.09 Item: Eenbei Talking Angela Repeats What You S...\u001b[0m\n",
-      "\u001b[92m243: Guess: $54.50 Truth: $56.40 Error: $1.90 SLE: 0.00 Item: Springbok Coca-Cola Red Disc Icon 1500 P...\u001b[0m\n",
-      "\u001b[91m244: Guess: $246.59 Truth: $99.00 Error: $147.59 SLE: 0.82 Item: Saramonic Blink500 2.4GHz Dual-Channel W...\u001b[0m\n",
-      "\u001b[92m245: Guess: $108.53 Truth: $82.88 Error: $25.65 SLE: 0.07 Item: Barbie as Scarlett O'Hara Gone With The ...\u001b[0m\n",
-      "\u001b[92m246: Guess: $61.43 Truth: $84.88 Error: $23.45 SLE: 0.10 Item: DC Collectibles Batman The Animated Seri...\u001b[0m\n",
-      "\u001b[92m247: Guess: $58.27 Truth: $53.00 Error: $5.27 SLE: 0.01 Item: 3rd Eye, or Pineal Chakra A Note Hand Ha...\u001b[0m\n",
-      "\u001b[92m248: Guess: $17.79 Truth: $12.13 Error: $5.66 SLE: 0.13 Item: Yosoo Health Gear Shaking Head Dog Decor...\u001b[0m\n",
-      "\u001b[92m249: Guess: $119.90 Truth: $114.99 Error: $4.91 SLE: 0.00 Item: LEGO Creator Expert Fiat 500 10271 Toy C...\u001b[0m\n",
-      "\u001b[92m250: Guess: $69.12 Truth: $51.29 Error: $17.83 SLE: 0.09 Item: Hohner Blues Harp Harmonica, Key of Ab\u001b[0m\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "Tester.test(ensemble_pricer, test) #old "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "id": "0d26c9ff-994b-4799-af51-09d00ddc0c06",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[92m1: Guess: $22.95 Truth: $32.70 Error: $9.75 SLE: 0.12 Item: AXE HEAVEN Stranger Things Eddie's Guita...\u001b[0m\n",
-      "\u001b[91m2: Guess: $116.05 Truth: $213.94 Error: $97.89 SLE: 0.37 Item: Southbend Range 1175016 Natural Gas Valv...\u001b[0m\n",
-      "\u001b[92m3: Guess: $73.23 Truth: $79.99 Error: $6.76 SLE: 0.01 Item: SUNY Party Lights DJ Stage Lighting 12 G...\u001b[0m\n",
-      "\u001b[92m4: Guess: $42.82 Truth: $18.99 Error: $23.83 SLE: 0.62 Item: 113PCS Birthday Party Supplies and Decor...\u001b[0m\n",
-      "\u001b[92m5: Guess: $49.75 Truth: $44.95 Error: $4.80 SLE: 0.01 Item: Artist Unknown A- B Box, Black (T-LPSMR ...\u001b[0m\n",
-      "\u001b[92m6: Guess: $86.15 Truth: $84.99 Error: $1.16 SLE: 0.00 Item: PINK Child’s Practice Chanter by R.G.Har...\u001b[0m\n",
-      "\u001b[93m7: Guess: $396.52 Truth: $592.95 Error: $196.43 SLE: 0.16 Item: PENNZONI 4ft Drum Shield w/Deflectors & ...\u001b[0m\n",
-      "\u001b[91m8: Guess: $98.95 Truth: $325.01 Error: $226.06 SLE: 1.40 Item: LEGO Bionicle Umarak The Destroyer (7131...\u001b[0m\n",
-      "\u001b[92m9: Guess: $114.12 Truth: $90.99 Error: $23.13 SLE: 0.05 Item: (Red) - Hape E3153 Toy, Multicolor\u001b[0m\n",
-      "\u001b[93m10: Guess: $100.00 Truth: $52.39 Error: $47.61 SLE: 0.41 Item: LEGO DUPLO My Town Birthday Party 10832,...\u001b[0m\n",
-      "\u001b[92m11: Guess: $230.26 Truth: $202.47 Error: $27.79 SLE: 0.02 Item: Aquamarine Fate/Grand Order: Alter Ego/O...\u001b[0m\n",
-      "\u001b[93m12: Guess: $234.08 Truth: $161.58 Error: $72.50 SLE: 0.14 Item: Mytheos Kakegurui xx: Mary Saotome 1:7 S...\u001b[0m\n",
-      "\u001b[92m13: Guess: $27.85 Truth: $25.95 Error: $1.90 SLE: 0.00 Item: Rotosond Stainless Steel Roundwound Bass...\u001b[0m\n",
-      "\u001b[92m14: Guess: $39.92 Truth: $44.05 Error: $4.13 SLE: 0.01 Item: DKKY Upgrade Shock Towers Bracket fit fo...\u001b[0m\n",
-      "\u001b[92m15: Guess: $78.22 Truth: $69.99 Error: $8.23 SLE: 0.01 Item: Ranch Concert Ukulele 23 inch Profession...\u001b[0m\n",
-      "\u001b[92m16: Guess: $131.47 Truth: $99.95 Error: $31.52 SLE: 0.07 Item: BOYA Large-Diaphragm Studio Microphone P...\u001b[0m\n",
-      "\u001b[93m17: Guess: $159.30 Truth: $89.69 Error: $69.61 SLE: 0.32 Item: TOYSLY Off-Road Pickup J40 Land Cruiser ...\u001b[0m\n",
-      "\u001b[92m18: Guess: $109.09 Truth: $127.99 Error: $18.90 SLE: 0.03 Item: Medicom The Return of Superman: Cyborg S...\u001b[0m\n",
-      "\u001b[92m19: Guess: $26.83 Truth: $34.94 Error: $8.11 SLE: 0.07 Item: Axe Heaven FS-013 Fender Strat Cream Fin...\u001b[0m\n",
-      "\u001b[92m20: Guess: $29.99 Truth: $34.99 Error: $5.00 SLE: 0.02 Item: Grover CP68 Leather Handle Side Buckle, ...\u001b[0m\n",
-      "\u001b[92m21: Guess: $98.27 Truth: $72.99 Error: $25.28 SLE: 0.09 Item: Costzon 3 in 1 Kids Art Easel, Double-Si...\u001b[0m\n",
-      "\u001b[92m22: Guess: $24.36 Truth: $16.99 Error: $7.37 SLE: 0.12 Item: Hot Wheels id Vehicle The Dark Knight Ba...\u001b[0m\n",
-      "\u001b[92m23: Guess: $22.19 Truth: $5.46 Error: $16.73 SLE: 1.63 Item: \"The Secret Life Of Pets 2\" Green Party ...\u001b[0m\n",
-      "\u001b[93m24: Guess: $71.60 Truth: $23.55 Error: $48.05 SLE: 1.18 Item: Mattel Pixar Spotlight Series Woody Figu...\u001b[0m\n",
-      "\u001b[92m25: Guess: $40.62 Truth: $44.99 Error: $4.37 SLE: 0.01 Item: Strictly Briks Classic Stackable Basepla...\u001b[0m\n",
-      "\u001b[92m26: Guess: $46.15 Truth: $35.99 Error: $10.16 SLE: 0.06 Item: 4-Pack Replacement for Kenmore/Sears 795...\u001b[0m\n",
-      "\u001b[93m27: Guess: $108.44 Truth: $168.88 Error: $60.44 SLE: 0.19 Item: Funko POP Television (Vinyl): Breaking B...\u001b[0m\n",
-      "\u001b[92m28: Guess: $38.97 Truth: $12.99 Error: $25.98 SLE: 1.10 Item: 116 Pcs Dinosaur Themed Party Favors Set...\u001b[0m\n",
-      "\u001b[92m29: Guess: $33.61 Truth: $31.99 Error: $1.62 SLE: 0.00 Item: Barbie Made to Move Exercise, Yoga Doll\u001b[0m\n",
-      "\u001b[93m30: Guess: $131.25 Truth: $72.99 Error: $58.26 SLE: 0.34 Item: 1995 DC vs Marvel Base Set of 100 Cards,...\u001b[0m\n",
-      "\u001b[92m31: Guess: $44.31 Truth: $16.99 Error: $27.32 SLE: 0.85 Item: Clementoni \"Romantic Italy - Venice\" Puz...\u001b[0m\n",
-      "\u001b[91m32: Guess: $116.05 Truth: $18.41 Error: $97.64 SLE: 3.23 Item: Large Size Fast Sling Puck Game Board Fo...\u001b[0m\n",
-      "\u001b[93m33: Guess: $69.98 Truth: $110.99 Error: $41.01 SLE: 0.21 Item: Remo Tucked Nuskyn Conga Drumhead, 11.75...\u001b[0m\n",
-      "\u001b[93m34: Guess: $677.08 Truth: $539.99 Error: $137.09 SLE: 0.05 Item: Yamaha FGX830C Solid Top Cutaway Acousti...\u001b[0m\n",
-      "\u001b[92m35: Guess: $59.68 Truth: $41.30 Error: $18.38 SLE: 0.13 Item: Malifaux Third Edition Arcanists Colette...\u001b[0m\n",
-      "\u001b[91m36: Guess: $325.93 Truth: $229.95 Error: $95.98 SLE: 0.12 Item: Rockville RAM12BT 12\" Rechargable Powere...\u001b[0m\n",
-      "\u001b[92m37: Guess: $26.27 Truth: $3.89 Error: $22.38 SLE: 2.95 Item: Monoprice 107193 6.35-mm Stereo Plug to ...\u001b[0m\n",
-      "\u001b[92m38: Guess: $0.00 Truth: $14.61 Error: $14.61 SLE: 7.55 Item: Q-Parts Mini Dome Knob, EBONY ON BLACK\u001b[0m\n",
-      "\u001b[92m39: Guess: $279.03 Truth: $279.99 Error: $0.96 SLE: 0.00 Item: Heng Long Modified Edition 1/16 2.4ghz R...\u001b[0m\n",
-      "\u001b[92m40: Guess: $30.16 Truth: $15.99 Error: $14.17 SLE: 0.37 Item: Levy's Leathers MM8-BRN J.K. Gully Hook,...\u001b[0m\n",
-      "\u001b[92m41: Guess: $23.02 Truth: $9.99 Error: $13.03 SLE: 0.61 Item: CHIAOGOO Nylon Cable, Large, Multicolour\u001b[0m\n",
-      "\u001b[93m42: Guess: $220.65 Truth: $339.99 Error: $119.34 SLE: 0.19 Item: Bunnel Pupil Student Violin Outfit 1/2 S...\u001b[0m\n",
-      "\u001b[92m43: Guess: $49.07 Truth: $38.99 Error: $10.08 SLE: 0.05 Item: UGEARS Mechanical Wooden 3D Puzzle Model...\u001b[0m\n",
-      "\u001b[92m44: Guess: $59.02 Truth: $43.99 Error: $15.03 SLE: 0.08 Item: Puzzled Bundle of Dragons Asian Theme: L...\u001b[0m\n",
-      "\u001b[92m45: Guess: $20.69 Truth: $8.94 Error: $11.75 SLE: 0.61 Item: Barbie Chelsea Doll (6-inch Brunette) We...\u001b[0m\n",
-      "\u001b[92m46: Guess: $45.53 Truth: $46.30 Error: $0.77 SLE: 0.00 Item: amscan Miranda Rights\u001b[0m\n",
-      "\u001b[92m47: Guess: $22.58 Truth: $1.99 Error: $20.59 SLE: 4.26 Item: RetroArcade.us Jamma Standard and Plus C...\u001b[0m\n",
-      "\u001b[92m48: Guess: $35.25 Truth: $16.99 Error: $18.26 SLE: 0.49 Item: Seismic Audio SAGCRBK-20 Black 20-Feet W...\u001b[0m\n",
-      "\u001b[92m49: Guess: $218.81 Truth: $269.99 Error: $51.18 SLE: 0.04 Item: 1000pcs 14g Monte Carlo Poker Club Poker...\u001b[0m\n",
-      "\u001b[92m50: Guess: $24.67 Truth: $39.97 Error: $15.30 SLE: 0.22 Item: Cardfight Vanguard G Start Deck Odyssey ...\u001b[0m\n",
-      "\u001b[92m51: Guess: $35.12 Truth: $17.99 Error: $17.13 SLE: 0.41 Item: GOVOY Color Dough Dentist Doctor Drill a...\u001b[0m\n",
-      "\u001b[92m52: Guess: $47.99 Truth: $19.00 Error: $28.99 SLE: 0.80 Item: Wegrower Hand Chimes, Metal Chord Wind C...\u001b[0m\n",
-      "\u001b[92m53: Guess: $238.80 Truth: $199.00 Error: $39.80 SLE: 0.03 Item: 2.4GHz Wireless Lavalier Microphone Syst...\u001b[0m\n",
-      "\u001b[92m54: Guess: $60.86 Truth: $52.99 Error: $7.87 SLE: 0.02 Item: GLOBACT Steel 50T Center Diff Set Differ...\u001b[0m\n",
-      "\u001b[92m55: Guess: $74.80 Truth: $55.68 Error: $19.12 SLE: 0.08 Item: GENUINE Frigidaire 316442401 Range/Stove...\u001b[0m\n",
-      "\u001b[92m56: Guess: $48.41 Truth: $49.99 Error: $1.58 SLE: 0.00 Item: Jeereal Full Grain Genuine Padded Leathe...\u001b[0m\n",
-      "\u001b[92m57: Guess: $53.97 Truth: $20.99 Error: $32.98 SLE: 0.84 Item: Supplying Demand 8299642 W10135399 Cloth...\u001b[0m\n",
-      "\u001b[92m58: Guess: $53.23 Truth: $29.99 Error: $23.24 SLE: 0.31 Item: Electric Guitar Neck, Paddle Head DIY Un...\u001b[0m\n",
-      "\u001b[92m59: Guess: $159.95 Truth: $129.99 Error: $29.96 SLE: 0.04 Item: MXR M75 Super Badass Distortion Guitar E...\u001b[0m\n",
-      "\u001b[92m60: Guess: $83.77 Truth: $45.95 Error: $37.82 SLE: 0.35 Item: TCFUNDY DMX 512 Controller, 192 Channel ...\u001b[0m\n",
-      "\u001b[92m61: Guess: $170.31 Truth: $209.99 Error: $39.68 SLE: 0.04 Item: Vangoa 5 String Banjo Remo Head Closed S...\u001b[0m\n",
-      "\u001b[92m62: Guess: $155.14 Truth: $119.95 Error: $35.19 SLE: 0.07 Item: The Simpsons Exclusive Playset Moe's Bar...\u001b[0m\n",
-      "\u001b[91m63: Guess: $265.95 Truth: $179.00 Error: $86.95 SLE: 0.16 Item: Celestion G12-65 Heritage Guitar Speaker...\u001b[0m\n",
-      "\u001b[92m64: Guess: $19.05 Truth: $17.99 Error: $1.06 SLE: 0.00 Item: Sinnya 6 Pack Filter T HFT600 Filter Com...\u001b[0m\n",
-      "\u001b[92m65: Guess: $22.14 Truth: $22.95 Error: $0.81 SLE: 0.00 Item: PANYARD Steel Drum (JUMBIE JAM)\u001b[0m\n",
-      "\u001b[92m66: Guess: $78.55 Truth: $89.00 Error: $10.45 SLE: 0.02 Item: Zwide Professional Wireless Lavalier Mic...\u001b[0m\n",
-      "\u001b[92m67: Guess: $71.80 Truth: $82.90 Error: $11.10 SLE: 0.02 Item: Good Smile Re: Zero - Starting Life in A...\u001b[0m\n",
-      "\u001b[92m68: Guess: $219.40 Truth: $219.99 Error: $0.59 SLE: 0.00 Item: Latin Percussion LP981 LP Timbale Stand,...\u001b[0m\n",
-      "\u001b[92m69: Guess: $47.32 Truth: $43.59 Error: $3.73 SLE: 0.01 Item: Replacement Water filter for Maytag UKF-...\u001b[0m\n",
-      "\u001b[92m70: Guess: $22.43 Truth: $19.95 Error: $2.48 SLE: 0.01 Item: Monster Trombone Care and Cleaning Kit |...\u001b[0m\n",
-      "\u001b[92m71: Guess: $136.65 Truth: $101.00 Error: $35.65 SLE: 0.09 Item: LG Electronics AEQ72909602 Refrigerator ...\u001b[0m\n",
-      "\u001b[91m72: Guess: $143.28 Truth: $239.99 Error: $96.71 SLE: 0.26 Item: Korilakkuma San-X Original Plush (Jumbo)\u001b[0m\n",
-      "\u001b[92m73: Guess: $24.01 Truth: $28.61 Error: $4.60 SLE: 0.03 Item: Great Eastern Entertainment Cowboy Bebop...\u001b[0m\n",
-      "\u001b[92m74: Guess: $79.36 Truth: $55.99 Error: $23.37 SLE: 0.12 Item: Haxtec Natural Amethyst Gemstone DND Dic...\u001b[0m\n",
-      "\u001b[92m75: Guess: $67.66 Truth: $49.43 Error: $18.23 SLE: 0.10 Item: Pop 587 The Elder Scrolls V Skyrim Sheog...\u001b[0m\n",
-      "\u001b[93m76: Guess: $31.87 Truth: $97.49 Error: $65.62 SLE: 1.20 Item: Funko Pop Games: Mortal Combat - Kitana ...\u001b[0m\n",
-      "\u001b[92m77: Guess: $393.35 Truth: $439.99 Error: $46.64 SLE: 0.01 Item: SKB 3I-3019-12BC iSeries 30 1/2\" x 19 1/...\u001b[0m\n",
-      "\u001b[92m78: Guess: $22.20 Truth: $34.99 Error: $12.79 SLE: 0.19 Item: Veemoon Wedding Cake Topper Figurines Ol...\u001b[0m\n",
-      "\u001b[92m79: Guess: $178.02 Truth: $146.99 Error: $31.03 SLE: 0.04 Item: Kinglos 4/4 White Ebony Fitted Solid Woo...\u001b[0m\n",
-      "\u001b[92m80: Guess: $18.96 Truth: $8.39 Error: $10.57 SLE: 0.57 Item: Reaper Miniatures 2008 Christmas Sophie ...\u001b[0m\n",
-      "\u001b[92m81: Guess: $48.80 Truth: $38.89 Error: $9.91 SLE: 0.05 Item: Greture Sunflower Home Kitchen Decoratio...\u001b[0m\n",
-      "\u001b[93m82: Guess: $45.47 Truth: $97.95 Error: $52.48 SLE: 0.57 Item: Stormcast Eternals Celestant-Prime Hamme...\u001b[0m\n",
-      "\u001b[92m83: Guess: $207.04 Truth: $199.99 Error: $7.05 SLE: 0.00 Item: JIM DUNLOP Slash Wah Guitar Effects Peda...\u001b[0m\n",
-      "\u001b[92m84: Guess: $35.67 Truth: $41.99 Error: $6.32 SLE: 0.03 Item: Bilingual Quiet Book for Toddlers | Writ...\u001b[0m\n",
-      "\u001b[92m85: Guess: $64.22 Truth: $96.95 Error: $32.73 SLE: 0.17 Item: Exotic Electric Guitar Body Blank Wood V...\u001b[0m\n",
-      "\u001b[91m86: Guess: $265.31 Truth: $179.00 Error: $86.31 SLE: 0.15 Item: CAVALIERE Under Cabinet Range Hood 30\" I...\u001b[0m\n",
-      "\u001b[92m87: Guess: $44.41 Truth: $40.99 Error: $3.42 SLE: 0.01 Item: JUSOP Microphone Isolation Shield with P...\u001b[0m\n",
-      "\u001b[92m88: Guess: $17.45 Truth: $2.39 Error: $15.06 SLE: 2.87 Item: YU-GI-OH! - World of Prophecy (JOTL-EN02...\u001b[0m\n",
-      "\u001b[92m89: Guess: $43.50 Truth: $19.49 Error: $24.01 SLE: 0.60 Item: 240356402 Door Bin Shelf - Compatible Wi...\u001b[0m\n",
-      "\u001b[92m90: Guess: $260.22 Truth: $259.95 Error: $0.27 SLE: 0.00 Item: Odyssey FZPIDDJSXBL Black Label Flight Z...\u001b[0m\n",
-      "\u001b[93m91: Guess: $392.02 Truth: $601.00 Error: $208.98 SLE: 0.18 Item: Samson Expedition XP312w 12” 300 Watt Ba...\u001b[0m\n",
-      "\u001b[92m92: Guess: $45.49 Truth: $29.99 Error: $15.50 SLE: 0.16 Item: Fanattik Yu-Gi-Oh Metal Card White Drago...\u001b[0m\n",
-      "\u001b[92m93: Guess: $7.53 Truth: $2.08 Error: $5.45 SLE: 1.04 Item: Magic The Gathering - Voracious Dragon -...\u001b[0m\n",
-      "\u001b[93m94: Guess: $80.51 Truth: $36.99 Error: $43.52 SLE: 0.58 Item: Marvel Legends Annihilus Series Build-A-...\u001b[0m\n",
-      "\u001b[92m95: Guess: $86.71 Truth: $69.99 Error: $16.72 SLE: 0.04 Item: XPIY Tricycle for Toddlers Age 2 to 4 Ye...\u001b[0m\n",
-      "\u001b[92m96: Guess: $37.12 Truth: $75.00 Error: $37.88 SLE: 0.48 Item: Super Heroes Lego 76133 Spider-Man Car C...\u001b[0m\n",
-      "\u001b[92m97: Guess: $76.64 Truth: $57.98 Error: $18.66 SLE: 0.08 Item: Batman Dark Knight Movie Master Exclusiv...\u001b[0m\n",
-      "\u001b[92m98: Guess: $58.14 Truth: $55.89 Error: $2.25 SLE: 0.00 Item: KOKKO Looper Guitar Pedal Effects Mini L...\u001b[0m\n",
-      "\u001b[92m99: Guess: $49.57 Truth: $58.99 Error: $9.42 SLE: 0.03 Item: Upgraded Microphone Studio Recording Kit...\u001b[0m\n",
-      "\u001b[92m100: Guess: $73.30 Truth: $56.92 Error: $16.38 SLE: 0.06 Item: Redcat Racing Hexfly 3600 25C 11.1V LiPo...\u001b[0m\n",
-      "\u001b[92m101: Guess: $64.54 Truth: $33.99 Error: $30.55 SLE: 0.39 Item: CuberSpeed GAN 356 Air Speed Cube GAN 11...\u001b[0m\n",
-      "\u001b[92m102: Guess: $18.30 Truth: $3.07 Error: $15.23 SLE: 2.42 Item: Yu-Gi-Oh! - Icarus Attack (EOJ-EN055) - ...\u001b[0m\n",
-      "\u001b[92m103: Guess: $57.80 Truth: $48.64 Error: $9.16 SLE: 0.03 Item: Hohner Green Tones 3750 Beginner Drum Se...\u001b[0m\n",
-      "\u001b[92m104: Guess: $51.86 Truth: $32.62 Error: $19.24 SLE: 0.20 Item: Musiclily Pro 13-Hole Aluminum Vintage 6...\u001b[0m\n",
-      "\u001b[91m105: Guess: $242.81 Truth: $149.99 Error: $92.82 SLE: 0.23 Item: PreSonus AudioBox iTwo Studio USB 2.0 Re...\u001b[0m\n",
-      "\u001b[93m106: Guess: $241.34 Truth: $199.95 Error: $41.39 SLE: 0.04 Item: Rockville MOTIONSTRIP Motorized Moving H...\u001b[0m\n",
-      "\u001b[93m107: Guess: $77.29 Truth: $22.88 Error: $54.41 SLE: 1.41 Item: Hot Racing TFF125HM01 Aluminum reinforce...\u001b[0m\n",
-      "\u001b[92m108: Guess: $25.70 Truth: $22.23 Error: $3.47 SLE: 0.02 Item: Disney Cars Toys Movie Die-cast Characte...\u001b[0m\n",
-      "\u001b[92m109: Guess: $46.31 Truth: $62.99 Error: $16.68 SLE: 0.09 Item: HASMX 2 Pack Replacement Humidifier Filt...\u001b[0m\n",
-      "\u001b[92m110: Guess: $254.35 Truth: $299.00 Error: $44.65 SLE: 0.03 Item: Frigidaire 5304495520 Oven Control Board...\u001b[0m\n",
-      "\u001b[92m111: Guess: $15.55 Truth: $1.09 Error: $14.46 SLE: 4.28 Item: Magic: the Gathering - Drake Umbra - Ris...\u001b[0m\n",
-      "\u001b[92m112: Guess: $147.32 Truth: $118.99 Error: $28.33 SLE: 0.04 Item: Mezco Toyz Living Dead Dolls Series 23 -...\u001b[0m\n",
-      "\u001b[92m113: Guess: $80.87 Truth: $119.81 Error: $38.94 SLE: 0.15 Item: Hey! Play! Classic Giant Wooden Blocks T...\u001b[0m\n",
-      "\u001b[92m114: Guess: $40.67 Truth: $21.99 Error: $18.68 SLE: 0.35 Item: Ultra Durable 4581EL2002C Dryer Drum Rol...\u001b[0m\n",
-      "\u001b[92m115: Guess: $37.19 Truth: $21.75 Error: $15.44 SLE: 0.27 Item: RPS PRODUCTS H75-2PK-PDQ-2 Holmes Wick F...\u001b[0m\n",
-      "\u001b[92m116: Guess: $35.96 Truth: $41.88 Error: $5.92 SLE: 0.02 Item: Funko Pop! Moment: Inuyasha - Inuyasha V...\u001b[0m\n",
-      "\u001b[93m117: Guess: $189.46 Truth: $275.00 Error: $85.54 SLE: 0.14 Item: Kotobukiya Dc Comics Batgirl Bishoujo St...\u001b[0m\n",
-      "\u001b[92m118: Guess: $52.36 Truth: $72.99 Error: $20.63 SLE: 0.11 Item: Ravensburger 540 Celestial Map Gloin- in...\u001b[0m\n",
-      "\u001b[92m119: Guess: $66.87 Truth: $29.15 Error: $37.72 SLE: 0.66 Item: Steiff USA Handmade Light Brown Lumpi Li...\u001b[0m\n",
-      "\u001b[92m120: Guess: $103.45 Truth: $98.00 Error: $5.45 SLE: 0.00 Item: Tengen Toppa Gurren Lagann Revoltech #05...\u001b[0m\n",
-      "\u001b[92m121: Guess: $125.87 Truth: $139.99 Error: $14.12 SLE: 0.01 Item: WWE Elite Collection Road Dogg Action Fi...\u001b[0m\n",
-      "\u001b[93m122: Guess: $142.59 Truth: $94.95 Error: $47.64 SLE: 0.16 Item: Singing Machine STVG782BK Groove XL Kara...\u001b[0m\n",
-      "\u001b[92m123: Guess: $64.21 Truth: $41.99 Error: $22.22 SLE: 0.17 Item: Ruibo 88 Key Keyboard Gig Bag Case for E...\u001b[0m\n",
-      "\u001b[93m124: Guess: $62.24 Truth: $19.99 Error: $42.25 SLE: 1.22 Item: STAR WARS The Vintage Collection Snaggle...\u001b[0m\n",
-      "\u001b[93m125: Guess: $154.59 Truth: $197.99 Error: $43.40 SLE: 0.06 Item: Truetone V3 Jekyll & Hyde Overdrive & Di...\u001b[0m\n",
-      "\u001b[92m126: Guess: $30.01 Truth: $12.76 Error: $17.25 SLE: 0.66 Item: 13 Inch Authentic Indian Wooden Bamboo F...\u001b[0m\n",
-      "\u001b[92m127: Guess: $206.97 Truth: $179.95 Error: $27.02 SLE: 0.02 Item: 48 Pack of (12 x 12 x 2)Inch Acoustical ...\u001b[0m\n",
-      "\u001b[92m128: Guess: $41.11 Truth: $16.99 Error: $24.12 SLE: 0.72 Item: Writing Tablet 10 Inch Drawing Pad, Colo...\u001b[0m\n",
-      "\u001b[92m129: Guess: $479.59 Truth: $529.20 Error: $49.61 SLE: 0.01 Item: TAMIYA 1/14 King Hauler 10X8WD Semi Trac...\u001b[0m\n",
-      "\u001b[92m130: Guess: $45.10 Truth: $39.59 Error: $5.51 SLE: 0.02 Item: DIAMOND SELECT TOYS John Wick 3 Casual S...\u001b[0m\n",
-      "\u001b[92m131: Guess: $185.84 Truth: $174.42 Error: $11.42 SLE: 0.00 Item: Bandai Tamashii Nations The Dark Knight ...\u001b[0m\n",
-      "\u001b[92m132: Guess: $33.84 Truth: $17.99 Error: $15.85 SLE: 0.37 Item: Jiayouy 15Pcs 4/4-3/4 Size Violin Fiddle...\u001b[0m\n",
-      "\u001b[92m133: Guess: $186.73 Truth: $149.00 Error: $37.73 SLE: 0.05 Item: Mould King 13082 Pickup Truck Block Kits...\u001b[0m\n",
-      "\u001b[92m134: Guess: $51.14 Truth: $49.99 Error: $1.15 SLE: 0.00 Item: UGEARS 3D Puzzle for Board Games - Woode...\u001b[0m\n",
-      "\u001b[92m135: Guess: $311.02 Truth: $359.99 Error: $48.97 SLE: 0.02 Item: HONEY JOY Inflatable Water Slide, 6 in 1...\u001b[0m\n",
-      "\u001b[92m136: Guess: $21.99 Truth: $24.99 Error: $3.00 SLE: 0.02 Item: ABY Selecor Combiner Switch AB Box New P...\u001b[0m\n",
-      "\u001b[92m137: Guess: $54.17 Truth: $27.99 Error: $26.18 SLE: 0.41 Item: 12 Small Gun Set for Nerf Party Supplies...\u001b[0m\n",
-      "\u001b[92m138: Guess: $199.21 Truth: $247.00 Error: $47.79 SLE: 0.05 Item: Seymour Duncan - 11201-03-Cset - SSL-2 V...\u001b[0m\n",
-      "\u001b[93m139: Guess: $69.71 Truth: $121.15 Error: $51.44 SLE: 0.30 Item: Odyssey Scrim Werks SWLTPSBLK 360 degree...\u001b[0m\n",
-      "\u001b[92m140: Guess: $31.46 Truth: $43.37 Error: $11.91 SLE: 0.10 Item: Natural Goatskin, 22\", Medium\u001b[0m\n",
-      "\u001b[92m141: Guess: $136.21 Truth: $169.99 Error: $33.78 SLE: 0.05 Item: CKYSCHN Remote Control Helicopter, WLtoy...\u001b[0m\n",
-      "\u001b[92m142: Guess: $606.89 Truth: $549.99 Error: $56.90 SLE: 0.01 Item: Goldtone M Bass Microbass Fretless Short...\u001b[0m\n",
-      "\u001b[92m143: Guess: $19.85 Truth: $19.95 Error: $0.10 SLE: 0.00 Item: Remo Diplomat Coated Drumhead, 13\"\u001b[0m\n",
-      "\u001b[92m144: Guess: $19.90 Truth: $18.98 Error: $0.92 SLE: 0.00 Item: MOMOFULL High Chair Decorations for 1st ...\u001b[0m\n",
-      "\u001b[92m145: Guess: $22.54 Truth: $11.99 Error: $10.55 SLE: 0.35 Item: Nature Bound Butterfly Net Bug Catcher f...\u001b[0m\n",
-      "\u001b[92m146: Guess: $71.69 Truth: $56.40 Error: $15.29 SLE: 0.06 Item: Swing Set Stuff Inc. Commercial Rubber B...\u001b[0m\n",
-      "\u001b[93m147: Guess: $121.95 Truth: $179.99 Error: $58.04 SLE: 0.15 Item: Other, 4-String Electric/Acoustic Cutawa...\u001b[0m\n",
-      "\u001b[92m148: Guess: $166.22 Truth: $199.95 Error: $33.73 SLE: 0.03 Item: Classic Heartwood Bugarabu Drum 9\"x24\" -...\u001b[0m\n",
-      "\u001b[92m149: Guess: $52.00 Truth: $34.99 Error: $17.01 SLE: 0.15 Item: Toddler Meerkat Costume\u001b[0m\n",
-      "\u001b[92m150: Guess: $58.75 Truth: $74.95 Error: $16.20 SLE: 0.06 Item: CampCo Sniper Rifle Gun Building Blocks ...\u001b[0m\n",
-      "\u001b[92m151: Guess: $56.42 Truth: $19.99 Error: $36.43 SLE: 1.01 Item: YOCOM Wireless Lavalier Lapel Microphone...\u001b[0m\n",
-      "\u001b[93m152: Guess: $278.74 Truth: $199.99 Error: $78.75 SLE: 0.11 Item: Costzon Inflatable Bounce House, Kids Bo...\u001b[0m\n",
-      "\u001b[91m153: Guess: $302.09 Truth: $99.99 Error: $202.10 SLE: 1.21 Item: Vertex Steel String Clean Drive MKII\u001b[0m\n",
-      "\u001b[92m154: Guess: $34.97 Truth: $28.47 Error: $6.50 SLE: 0.04 Item: Bnineteenteam Drum Clamp Set Durable Zin...\u001b[0m\n",
-      "\u001b[92m155: Guess: $117.49 Truth: $78.89 Error: $38.60 SLE: 0.16 Item: LEGO Castle Gold Getaway\u001b[0m\n",
-      "\u001b[92m156: Guess: $136.92 Truth: $146.00 Error: $9.08 SLE: 0.00 Item: LEGO Technic Ford F-150 Raptor 42126 Mod...\u001b[0m\n",
-      "\u001b[92m157: Guess: $60.18 Truth: $71.98 Error: $11.80 SLE: 0.03 Item: 2020 Topps Garbage Pail Kids Series 2-35...\u001b[0m\n",
-      "\u001b[92m158: Guess: $14.38 Truth: $12.29 Error: $2.09 SLE: 0.02 Item: Pirastro Chromcor 4/4 Violin A String - ...\u001b[0m\n",
-      "\u001b[92m159: Guess: $76.30 Truth: $38.99 Error: $37.31 SLE: 0.43 Item: Savox SC-0252MG Metal Gear Standard Digi...\u001b[0m\n",
-      "\u001b[92m160: Guess: $42.84 Truth: $16.97 Error: $25.87 SLE: 0.80 Item: Techecook 4392065 Dryer Repair Kit with ...\u001b[0m\n",
-      "\u001b[92m161: Guess: $250.59 Truth: $302.49 Error: $51.90 SLE: 0.04 Item: hOmeLabs Digital Countertop Dishwasher w...\u001b[0m\n",
-      "\u001b[92m162: Guess: $32.60 Truth: $24.95 Error: $7.65 SLE: 0.07 Item: Do A Dot Art Fruit Scented Washable Dot ...\u001b[0m\n",
-      "\u001b[93m163: Guess: $38.70 Truth: $79.73 Error: $41.03 SLE: 0.50 Item: Mattel Games FTB29 Phase 10 Strategy Boa...\u001b[0m\n",
-      "\u001b[92m164: Guess: $15.81 Truth: $3.96 Error: $11.85 SLE: 1.49 Item: American Art Classics Paul McCartney Mil...\u001b[0m\n",
-      "\u001b[93m165: Guess: $54.09 Truth: $99.99 Error: $45.90 SLE: 0.37 Item: Replogle Reso REP-S14 Traditional Resona...\u001b[0m\n",
-      "\u001b[92m166: Guess: $27.84 Truth: $32.50 Error: $4.66 SLE: 0.02 Item: Technica Brand Compatible Waste Toner Co...\u001b[0m\n",
-      "\u001b[92m167: Guess: $49.37 Truth: $54.99 Error: $5.62 SLE: 0.01 Item: RCMYou RC Stainless Steel Drive Shaft CV...\u001b[0m\n",
-      "\u001b[92m168: Guess: $20.31 Truth: $6.22 Error: $14.09 SLE: 1.17 Item: BQLZR Guitar Potentiometer B500K Push/Pu...\u001b[0m\n",
-      "\u001b[92m169: Guess: $69.55 Truth: $49.55 Error: $20.00 SLE: 0.11 Item: Vox VFS2A Dual Guitar Footswitch\u001b[0m\n",
-      "\u001b[92m170: Guess: $20.82 Truth: $8.99 Error: $11.83 SLE: 0.61 Item: NUOMI Flannel Cloth Coffee Filter Strain...\u001b[0m\n",
-      "\u001b[92m171: Guess: $112.94 Truth: $92.16 Error: $20.78 SLE: 0.04 Item: Max Factory Genshin Impact Mona (Mirror ...\u001b[0m\n",
-      "\u001b[93m172: Guess: $87.58 Truth: $139.99 Error: $52.41 SLE: 0.22 Item: J Reynolds JR14PK 36-Inch Acoustic Guita...\u001b[0m\n",
-      "\u001b[92m173: Guess: $54.31 Truth: $77.98 Error: $23.67 SLE: 0.13 Item: LEGO City Great Vehicles 60058 SUV with ...\u001b[0m\n",
-      "\u001b[92m174: Guess: $138.64 Truth: $119.95 Error: $18.69 SLE: 0.02 Item: Diamond Select Toys Batman: The Animated...\u001b[0m\n",
-      "\u001b[93m175: Guess: $296.80 Truth: $379.95 Error: $83.15 SLE: 0.06 Item: Fishman Fluence Greg Koch Gristle-Tone S...\u001b[0m\n",
-      "\u001b[92m176: Guess: $74.26 Truth: $64.99 Error: $9.27 SLE: 0.02 Item: Merchants & Marauders\u001b[0m\n",
-      "\u001b[91m177: Guess: $202.87 Truth: $99.00 Error: $103.87 SLE: 0.51 Item: Ryze Tech Tello - Mini Drone Quadcopter ...\u001b[0m\n",
-      "\u001b[92m178: Guess: $42.89 Truth: $37.50 Error: $5.39 SLE: 0.02 Item: Jigsaw Puzzles Switzerland Lion Lucerne ...\u001b[0m\n",
-      "\u001b[93m179: Guess: $141.45 Truth: $99.95 Error: $41.50 SLE: 0.12 Item: Avedis Zildjian Company ZILDJIAN S8S 8-I...\u001b[0m\n",
-      "\u001b[92m180: Guess: $43.97 Truth: $25.59 Error: $18.38 SLE: 0.28 Item: Sueseip Kids Smart Watches Girls with 24...\u001b[0m\n",
-      "\u001b[93m181: Guess: $114.40 Truth: $159.00 Error: $44.60 SLE: 0.11 Item: EMG ACS Acoustic Guitar Soundhole Pickup...\u001b[0m\n",
-      "\u001b[93m182: Guess: $91.22 Truth: $165.10 Error: $73.88 SLE: 0.35 Item: Hipshot Tone-a-Matic Tuneomatic Bridge T...\u001b[0m\n",
-      "\u001b[92m183: Guess: $49.85 Truth: $51.09 Error: $1.24 SLE: 0.00 Item: Sunny toys 28\" Angel Full Body Puppet\u001b[0m\n",
-      "\u001b[92m184: Guess: $316.30 Truth: $291.99 Error: $24.31 SLE: 0.01 Item: Btuty Eb E-flat Alto Saxophone Professio...\u001b[0m\n",
-      "\u001b[92m185: Guess: $41.07 Truth: $13.99 Error: $27.08 SLE: 1.07 Item: Luluo Santa Claus Christmas Kids Santa S...\u001b[0m\n",
-      "\u001b[93m186: Guess: $78.59 Truth: $139.95 Error: $61.36 SLE: 0.33 Item: OEM Samsung Dryer Lint Filter Screen Tra...\u001b[0m\n",
-      "\u001b[92m187: Guess: $22.24 Truth: $9.99 Error: $12.25 SLE: 0.56 Item: Funnlot Hanukkah Games Chanukah Game Han...\u001b[0m\n",
-      "\u001b[92m188: Guess: $41.02 Truth: $9.99 Error: $31.03 SLE: 1.80 Item: Coola Christmas Crafts Kit for Kids - To...\u001b[0m\n",
-      "\u001b[92m189: Guess: $618.41 Truth: $699.99 Error: $81.58 SLE: 0.02 Item: Ibanez AG95QA AG Artcore Expressionist 6...\u001b[0m\n",
-      "\u001b[92m190: Guess: $149.73 Truth: $139.41 Error: $10.32 SLE: 0.01 Item: DW Hobby 3D Flying Airplane YAK55 800mm ...\u001b[0m\n",
-      "\u001b[92m191: Guess: $134.69 Truth: $132.95 Error: $1.74 SLE: 0.00 Item: STEAMFORGED Godtear Eternal Glade Starte...\u001b[0m\n",
-      "\u001b[92m192: Guess: $31.48 Truth: $8.90 Error: $22.58 SLE: 1.41 Item: Interal Shop Guitar and Bass String Mute...\u001b[0m\n",
-      "\u001b[92m193: Guess: $58.71 Truth: $69.41 Error: $10.70 SLE: 0.03 Item: Electrolux 316443601 Door Handle\u001b[0m\n",
-      "\u001b[92m194: Guess: $43.12 Truth: $49.95 Error: $6.83 SLE: 0.02 Item: Maisto R/C 27Mhz (3-Channel) Rock Crawle...\u001b[0m\n",
-      "\u001b[92m195: Guess: $20.49 Truth: $20.99 Error: $0.50 SLE: 0.00 Item: Odowalker Pack of 4 Dishwasher Premium W...\u001b[0m\n",
-      "\u001b[93m196: Guess: $229.64 Truth: $314.95 Error: $85.31 SLE: 0.10 Item: Pokemon TCG: XY Evolutions Elite Trainer...\u001b[0m\n",
-      "\u001b[93m197: Guess: $77.22 Truth: $27.99 Error: $49.23 SLE: 0.99 Item: Transformer Toy Deformation Robot Toy St...\u001b[0m\n",
-      "\u001b[92m198: Guess: $66.36 Truth: $54.99 Error: $11.37 SLE: 0.03 Item: PlanToys Van Walker, Yellow\u001b[0m\n",
-      "\u001b[92m199: Guess: $26.09 Truth: $27.99 Error: $1.90 SLE: 0.00 Item: Living Nature Brown Bear, Realistic Medi...\u001b[0m\n",
-      "\u001b[92m200: Guess: $28.96 Truth: $16.99 Error: $11.97 SLE: 0.26 Item: Silence Razer Mini Shock Mount with Foam...\u001b[0m\n",
-      "\u001b[92m201: Guess: $159.03 Truth: $119.95 Error: $39.08 SLE: 0.08 Item: LEGO NINJAGO Fire Stone Mech 71720 Build...\u001b[0m\n",
-      "\u001b[92m202: Guess: $115.88 Truth: $110.67 Error: $5.21 SLE: 0.00 Item: Saint Seiya Myth Cloth Sea Dragon Kanon ...\u001b[0m\n",
-      "\u001b[92m203: Guess: $56.85 Truth: $57.99 Error: $1.14 SLE: 0.00 Item: Funko POP Games: Fallout 4 Liberty Prime...\u001b[0m\n",
-      "\u001b[93m204: Guess: $222.19 Truth: $169.00 Error: $53.19 SLE: 0.07 Item: Kala KA-CE Satin Mahogany Concert Electr...\u001b[0m\n",
-      "\u001b[92m205: Guess: $93.95 Truth: $108.15 Error: $14.20 SLE: 0.02 Item: Bandaï Saint Seiya Saint Cloth Myth Appe...\u001b[0m\n",
-      "\u001b[92m206: Guess: $41.44 Truth: $30.99 Error: $10.45 SLE: 0.08 Item: LESHITIAN Kids Laptop, 65 Learning Activ...\u001b[0m\n",
-      "\u001b[93m207: Guess: $269.38 Truth: $399.99 Error: $130.61 SLE: 0.16 Item: Causeair Big Inflatable Bounce House wit...\u001b[0m\n",
-      "\u001b[93m208: Guess: $83.99 Truth: $128.89 Error: $44.90 SLE: 0.18 Item: MAYS 3D Metal Puzzle Kit - Moving Mechan...\u001b[0m\n",
-      "\u001b[92m209: Guess: $181.51 Truth: $219.95 Error: $38.44 SLE: 0.04 Item: DisplayGifts Electric Guitar Display Cas...\u001b[0m\n",
-      "\u001b[92m210: Guess: $26.95 Truth: $42.98 Error: $16.03 SLE: 0.21 Item: QT RC Airplane, 2 Channel RC Plane, 2.4G...\u001b[0m\n",
-      "\u001b[92m211: Guess: $63.61 Truth: $37.76 Error: $25.85 SLE: 0.26 Item: Traxxas 5374X BRUSHLESS E-REVO Wheel/TI\u001b[0m\n",
-      "\u001b[92m212: Guess: $118.61 Truth: $98.99 Error: $19.62 SLE: 0.03 Item: Kotobukiya ARTFX+ Star Wars Stormtrooper...\u001b[0m\n",
-      "\u001b[92m213: Guess: $218.33 Truth: $189.95 Error: $28.38 SLE: 0.02 Item: Aosom 12V Ride On Toy Car for Kids with ...\u001b[0m\n",
-      "\u001b[92m214: Guess: $19.97 Truth: $5.48 Error: $14.49 SLE: 1.38 Item: Violin Bow Clip Kit Strings Bow Fixed Gr...\u001b[0m\n",
-      "\u001b[92m215: Guess: $61.63 Truth: $75.00 Error: $13.37 SLE: 0.04 Item: Funko POP Movies: Boondock Saints Connor...\u001b[0m\n",
-      "\u001b[92m216: Guess: $58.29 Truth: $34.99 Error: $23.30 SLE: 0.25 Item: Seasons Viking Princess Costume, Medium ...\u001b[0m\n",
-      "\u001b[92m217: Guess: $22.36 Truth: $16.99 Error: $5.37 SLE: 0.07 Item: Ernie Ball 2566 Aluminum Bronze Medium-L...\u001b[0m\n",
-      "\u001b[92m218: Guess: $33.69 Truth: $19.99 Error: $13.70 SLE: 0.25 Item: Egg Holder for Refrigerator Automatic Ro...\u001b[0m\n",
-      "\u001b[93m219: Guess: $202.44 Truth: $129.99 Error: $72.45 SLE: 0.19 Item: Zoom MS-50G MultiStomp Guitar Effects Pe...\u001b[0m\n",
-      "\u001b[91m220: Guess: $81.90 Truth: $254.35 Error: $172.45 SLE: 1.27 Item: SOUTHBEND RANGE 4440461 Hi Limit Retrofi...\u001b[0m\n",
-      "\u001b[92m221: Guess: $47.42 Truth: $37.99 Error: $9.43 SLE: 0.05 Item: 12 pack Acoustic Panels Self-Adhesive, 1...\u001b[0m\n",
-      "\u001b[91m222: Guess: $130.97 Truth: $219.99 Error: $89.02 SLE: 0.27 Item: Nektar Pacer - USB MIDI Footswitch Contr...\u001b[0m\n",
-      "\u001b[92m223: Guess: $60.76 Truth: $79.98 Error: $19.22 SLE: 0.07 Item: Steel Tongue Drum, Handpan Tank Drum 11 ...\u001b[0m\n",
-      "\u001b[92m224: Guess: $31.57 Truth: $51.95 Error: $20.38 SLE: 0.24 Item: Protect'em Covers Padded Dust Cover with...\u001b[0m\n",
-      "\u001b[93m225: Guess: $145.90 Truth: $94.66 Error: $51.24 SLE: 0.18 Item: Beast Kingdom The Dark Knight Returns: B...\u001b[0m\n",
-      "\u001b[92m226: Guess: $32.18 Truth: $16.99 Error: $15.19 SLE: 0.37 Item: Ant Mag Guitar Hanger Wall Mount Hooks S...\u001b[0m\n",
-      "\u001b[92m227: Guess: $41.12 Truth: $48.95 Error: $7.83 SLE: 0.03 Item: Diamond Select Toys Marvel Select: Gambi...\u001b[0m\n",
-      "\u001b[92m228: Guess: $61.32 Truth: $62.99 Error: $1.67 SLE: 0.00 Item: Shopkins Food Themed Pack Cupcake Collec...\u001b[0m\n",
-      "\u001b[92m229: Guess: $32.54 Truth: $24.95 Error: $7.59 SLE: 0.07 Item: Wettarn 10 Set Graduation Party Balloon ...\u001b[0m\n",
-      "\u001b[92m230: Guess: $78.17 Truth: $63.98 Error: $14.19 SLE: 0.04 Item: Spider-Man Marvel The Amazing Spider-Man...\u001b[0m\n",
-      "\u001b[93m231: Guess: $18.72 Truth: $84.95 Error: $66.23 SLE: 2.17 Item: Hot Wheels Team Hot Wheels Total Control...\u001b[0m\n",
-      "\u001b[92m232: Guess: $48.39 Truth: $39.99 Error: $8.40 SLE: 0.03 Item: DNYSYSJ Mini Portable Washing Machine, P...\u001b[0m\n",
-      "\u001b[92m233: Guess: $45.25 Truth: $42.99 Error: $2.26 SLE: 0.00 Item: Disco Mirror Ball Silver Hanging Balls f...\u001b[0m\n",
-      "\u001b[92m234: Guess: $12.20 Truth: $6.00 Error: $6.20 SLE: 0.40 Item: Djeco Stickers, Knights\u001b[0m\n",
-      "\u001b[92m235: Guess: $38.86 Truth: $28.89 Error: $9.97 SLE: 0.08 Item: PK Power AC/DC Adapter for Kurzweil Arti...\u001b[0m\n",
-      "\u001b[92m236: Guess: $31.29 Truth: $19.99 Error: $11.30 SLE: 0.19 Item: Supplying Demand WE04X20685 WE4M336 Clot...\u001b[0m\n",
-      "\u001b[92m237: Guess: $46.49 Truth: $75.00 Error: $28.51 SLE: 0.22 Item: Nerf N-Strike Maverick - Colors May Vary...\u001b[0m\n",
-      "\u001b[92m238: Guess: $62.64 Truth: $79.99 Error: $17.35 SLE: 0.06 Item: SpeedArmis Giant Wooden 4 in A Row Game ...\u001b[0m\n",
-      "\u001b[92m239: Guess: $27.15 Truth: $11.95 Error: $15.20 SLE: 0.60 Item: BOHS Montessori 1-10 Bead Stair with Hol...\u001b[0m\n",
-      "\u001b[92m240: Guess: $66.79 Truth: $46.39 Error: $20.40 SLE: 0.13 Item: Papillon dog figure made in UK (japan im...\u001b[0m\n",
-      "\u001b[92m241: Guess: $42.76 Truth: $28.99 Error: $13.77 SLE: 0.14 Item: Supplying Demand DG44-01009A 3290424 Ele...\u001b[0m\n",
-      "\u001b[92m242: Guess: $36.79 Truth: $35.96 Error: $0.83 SLE: 0.00 Item: Eenbei Talking Angela Repeats What You S...\u001b[0m\n",
-      "\u001b[92m243: Guess: $50.16 Truth: $56.40 Error: $6.24 SLE: 0.01 Item: Springbok Coca-Cola Red Disc Icon 1500 P...\u001b[0m\n",
-      "\u001b[91m244: Guess: $264.17 Truth: $99.00 Error: $165.17 SLE: 0.95 Item: Saramonic Blink500 2.4GHz Dual-Channel W...\u001b[0m\n",
-      "\u001b[92m245: Guess: $106.48 Truth: $82.88 Error: $23.60 SLE: 0.06 Item: Barbie as Scarlett O'Hara Gone With The ...\u001b[0m\n",
-      "\u001b[92m246: Guess: $60.33 Truth: $84.88 Error: $24.55 SLE: 0.11 Item: DC Collectibles Batman The Animated Seri...\u001b[0m\n",
-      "\u001b[92m247: Guess: $54.12 Truth: $53.00 Error: $1.12 SLE: 0.00 Item: 3rd Eye, or Pineal Chakra A Note Hand Ha...\u001b[0m\n",
-      "\u001b[92m248: Guess: $12.18 Truth: $12.13 Error: $0.05 SLE: 0.00 Item: Yosoo Health Gear Shaking Head Dog Decor...\u001b[0m\n",
-      "\u001b[92m249: Guess: $121.76 Truth: $114.99 Error: $6.77 SLE: 0.00 Item: LEGO Creator Expert Fiat 500 10271 Toy C...\u001b[0m\n",
-      "\u001b[92m250: Guess: $70.39 Truth: $51.29 Error: $19.10 SLE: 0.10 Item: Hohner Blues Harp Harmonica, Key of Ab\u001b[0m\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "Tester.test(ensemble_pricer, test)"
    ]