diff --git a/TestingResultsBinary.csv b/TestingResultsBinary.csv
index d2c5d75ab2eb49fe5390de7d57010651a744ca5d..dbe18e756b4d6fb76ccfce784785c318a8f36c4c 100644
--- a/TestingResultsBinary.csv
+++ b/TestingResultsBinary.csv
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diff --git a/TestingResultsMulti.csv b/TestingResultsMulti.csv
index 191d2505ec77d3c6155ce4e7021784e0b6a835ad..4d4d4de9f84e1c2113fc5a899caae064b02d1726 100644
--- a/TestingResultsMulti.csv
+++ b/TestingResultsMulti.csv
@@ -18,13 +18,13 @@
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diff --git a/part1.ipynb b/part1.ipynb
index 01619bbc5cff680f35d86034f26ed3d0ca745df7..97db2872a339f829fe0e8152a3532a343e09fb15 100644
--- a/part1.ipynb
+++ b/part1.ipynb
@@ -2,24 +2,26 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Imports\n",
     "import pandas as pd\n",
     "import numpy as np\n",
+    "import matplotlib as plt\n",
     "from sklearn.model_selection import KFold, cross_val_score, cross_val_predict\n",
     "from sklearn.metrics import f1_score, precision_score, recall_score\n",
     "from sklearn.linear_model import LogisticRegression\n",
     "from sklearn.neighbors import KNeighborsClassifier\n",
     "from sklearn.naive_bayes import GaussianNB\n",
-    "from sklearn.model_selection import GridSearchCV"
+    "from sklearn.model_selection import GridSearchCV\n",
+    "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -41,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -63,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -85,7 +87,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -109,7 +111,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -133,7 +135,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -165,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -195,7 +197,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -207,44 +209,140 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Fitting 5 folds for each of 216 candidates, totalling 1080 fits\n"
+      "Fitting 5 folds for each of 324 candidates, totalling 1620 fits\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\model_selection\\_validation.py:378: FitFailedWarning: \n",
+      "360 fits failed out of a total of 1620.\n",
+      "The score on these train-test partitions for these parameters will be set to nan.\n",
+      "If these failures are not expected, you can try to debug them by setting error_score='raise'.\n",
+      "\n",
+      "Below are more details about the failures:\n",
+      "--------------------------------------------------------------------------------\n",
+      "180 fits failed with the following error:\n",
+      "Traceback (most recent call last):\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 686, in _fit_and_score\n",
+      "    estimator.fit(X_train, y_train, **fit_params)\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_classification.py\", line 215, in fit\n",
+      "    return self._fit(X, y)\n",
+      "           ^^^^^^^^^^^^^^^\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_base.py\", line 493, in _fit\n",
+      "    self._check_algorithm_metric()\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_base.py\", line 434, in _check_algorithm_metric\n",
+      "    raise ValueError(\n",
+      "ValueError: Metric 'cosine' not valid. Use sorted(sklearn.neighbors.VALID_METRICS['ball_tree']) to get valid options. Metric can also be a callable function.\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "180 fits failed with the following error:\n",
+      "Traceback (most recent call last):\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 686, in _fit_and_score\n",
+      "    estimator.fit(X_train, y_train, **fit_params)\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_classification.py\", line 215, in fit\n",
+      "    return self._fit(X, y)\n",
+      "           ^^^^^^^^^^^^^^^\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_base.py\", line 493, in _fit\n",
+      "    self._check_algorithm_metric()\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_base.py\", line 434, in _check_algorithm_metric\n",
+      "    raise ValueError(\n",
+      "ValueError: Metric 'cosine' not valid. Use sorted(sklearn.neighbors.VALID_METRICS['kd_tree']) to get valid options. Metric can also be a callable function.\n",
+      "\n",
+      "  warnings.warn(some_fits_failed_message, FitFailedWarning)\n",
+      "c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\model_selection\\_search.py:952: UserWarning: One or more of the test scores are non-finite: [0.91888889 0.93703704 0.91888889 0.93703704 0.89888889 0.92722222\n",
+      " 0.89888889 0.92722222 0.88222222 0.92166667 0.88222222 0.92166667\n",
+      " 0.93944444 0.95222222 0.93944444 0.95222222 0.92018519 0.9462963\n",
+      " 0.92018519 0.9462963  0.90407407 0.94203704 0.90407407 0.94203704\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.91888889 0.93703704 0.91888889 0.93703704 0.89888889 0.92722222\n",
+      " 0.89888889 0.92722222 0.88222222 0.92166667 0.88222222 0.92166667\n",
+      " 0.93944444 0.95222222 0.93944444 0.95222222 0.92018519 0.9462963\n",
+      " 0.92018519 0.9462963  0.90407407 0.94203704 0.90407407 0.94203704\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.91888889 0.93703704 0.91888889 0.93703704 0.89888889 0.92722222\n",
+      " 0.89888889 0.92722222 0.88222222 0.92166667 0.88222222 0.92166667\n",
+      " 0.93944444 0.95222222 0.93944444 0.95222222 0.92018519 0.9462963\n",
+      " 0.92018519 0.9462963  0.90407407 0.94203704 0.90407407 0.94203704\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.91888889 0.93703704 0.91888889 0.93703704 0.89888889 0.92722222\n",
+      " 0.89888889 0.92722222 0.88222222 0.92166667 0.88222222 0.92166667\n",
+      " 0.93944444 0.95222222 0.93944444 0.95222222 0.92018519 0.9462963\n",
+      " 0.92018519 0.9462963  0.90407407 0.94203704 0.90407407 0.94203704\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.91888889 0.93703704 0.91888889 0.93703704 0.89888889 0.92722222\n",
+      " 0.89888889 0.92722222 0.88222222 0.92166667 0.88222222 0.92166667\n",
+      " 0.93944444 0.95222222 0.93944444 0.95222222 0.92018519 0.9462963\n",
+      " 0.92018519 0.9462963  0.90407407 0.94203704 0.90407407 0.94203704\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.91888889 0.93703704 0.91888889 0.93703704 0.89888889 0.92722222\n",
+      " 0.89888889 0.92722222 0.88222222 0.92166667 0.88222222 0.92166667\n",
+      " 0.93944444 0.95222222 0.93944444 0.95222222 0.92018519 0.9462963\n",
+      " 0.92018519 0.9462963  0.90407407 0.94203704 0.90407407 0.94203704\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.91888889 0.93703704 0.91888889 0.93703704 0.89888889 0.92722222\n",
+      " 0.89888889 0.92722222 0.88222222 0.92166667 0.88222222 0.92166667\n",
+      " 0.93944444 0.95222222 0.93944444 0.95222222 0.92018519 0.9462963\n",
+      " 0.92018519 0.9462963  0.90407407 0.94203704 0.90407407 0.94203704\n",
+      " 0.96148148 0.97666667 0.96148148 0.97666667 0.94111111 0.97055556\n",
+      " 0.94111111 0.97055556 0.92111111 0.96574074 0.92111111 0.96574074\n",
+      " 0.91888889 0.93703704 0.91888889 0.93703704 0.89888889 0.92722222\n",
+      " 0.89888889 0.92722222 0.88222222 0.92166667 0.88222222 0.92166667\n",
+      " 0.93944444 0.95222222 0.93944444 0.95222222 0.92018519 0.9462963\n",
+      " 0.92018519 0.9462963  0.90407407 0.94203704 0.90407407 0.94203704\n",
+      " 0.96148148 0.97666667 0.96148148 0.97666667 0.94111111 0.97055556\n",
+      " 0.94111111 0.97055556 0.92111111 0.96574074 0.92111111 0.96574074\n",
+      " 0.91888889 0.93703704 0.91888889 0.93703704 0.89888889 0.92722222\n",
+      " 0.89888889 0.92722222 0.88222222 0.92166667 0.88222222 0.92166667\n",
+      " 0.93944444 0.95222222 0.93944444 0.95222222 0.92018519 0.9462963\n",
+      " 0.92018519 0.9462963  0.90407407 0.94203704 0.90407407 0.94203704\n",
+      " 0.96148148 0.97666667 0.96148148 0.97666667 0.94111111 0.97055556\n",
+      " 0.94111111 0.97055556 0.92111111 0.96574074 0.92111111 0.96574074]\n",
+      "  warnings.warn(\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=5, estimator=KNeighborsClassifier(),\n",
+       "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=5, estimator=KNeighborsClassifier(), n_jobs=-1,\n",
        "             param_grid={&#x27;algorithm&#x27;: [&#x27;ball_tree&#x27;, &#x27;kd_tree&#x27;, &#x27;brute&#x27;],\n",
        "                         &#x27;leaf_size&#x27;: [20, 30, 40],\n",
-       "                         &#x27;metric&#x27;: [&#x27;euclidean&#x27;, &#x27;manhattan&#x27;],\n",
+       "                         &#x27;metric&#x27;: [&#x27;euclidean&#x27;, &#x27;manhattan&#x27;, &#x27;cosine&#x27;],\n",
        "                         &#x27;n_neighbors&#x27;: [3, 5, 7], &#x27;p&#x27;: [1, 2],\n",
        "                         &#x27;weights&#x27;: [&#x27;uniform&#x27;, &#x27;distance&#x27;]},\n",
-       "             scoring=&#x27;accuracy&#x27;, verbose=1)</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 sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=5, estimator=KNeighborsClassifier(),\n",
+       "             scoring=&#x27;accuracy&#x27;, verbose=1)</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 sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=5, estimator=KNeighborsClassifier(), n_jobs=-1,\n",
        "             param_grid={&#x27;algorithm&#x27;: [&#x27;ball_tree&#x27;, &#x27;kd_tree&#x27;, &#x27;brute&#x27;],\n",
        "                         &#x27;leaf_size&#x27;: [20, 30, 40],\n",
-       "                         &#x27;metric&#x27;: [&#x27;euclidean&#x27;, &#x27;manhattan&#x27;],\n",
+       "                         &#x27;metric&#x27;: [&#x27;euclidean&#x27;, &#x27;manhattan&#x27;, &#x27;cosine&#x27;],\n",
        "                         &#x27;n_neighbors&#x27;: [3, 5, 7], &#x27;p&#x27;: [1, 2],\n",
        "                         &#x27;weights&#x27;: [&#x27;uniform&#x27;, &#x27;distance&#x27;]},\n",
-       "             scoring=&#x27;accuracy&#x27;, verbose=1)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div></div></div></div></div></div></div></div>"
+       "             scoring=&#x27;accuracy&#x27;, verbose=1)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div></div></div></div></div></div></div></div>"
       ],
       "text/plain": [
-       "GridSearchCV(cv=5, estimator=KNeighborsClassifier(),\n",
+       "GridSearchCV(cv=5, estimator=KNeighborsClassifier(), n_jobs=-1,\n",
        "             param_grid={'algorithm': ['ball_tree', 'kd_tree', 'brute'],\n",
        "                         'leaf_size': [20, 30, 40],\n",
-       "                         'metric': ['euclidean', 'manhattan'],\n",
+       "                         'metric': ['euclidean', 'manhattan', 'cosine'],\n",
        "                         'n_neighbors': [3, 5, 7], 'p': [1, 2],\n",
        "                         'weights': ['uniform', 'distance']},\n",
        "             scoring='accuracy', verbose=1)"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -258,16 +356,33 @@
     "    'algorithm': ['ball_tree', 'kd_tree', 'brute'],\n",
     "    'leaf_size': [20, 30, 40],\n",
     "    'p': [1, 2],\n",
-    "    'metric': ['euclidean', 'manhattan']\n",
+    "    'metric': ['euclidean', 'manhattan', 'cosine']\n",
     "}\n",
     "# Perform grid search to find the optimal hyperparameters\n",
-    "model = GridSearchCV(estimator=model, param_grid=param_grid, scoring='accuracy', cv=5, verbose=1)\n",
+    "model = GridSearchCV(estimator=model, param_grid=param_grid, scoring='accuracy', cv=5, verbose=1, n_jobs=-1)\n",
     "model.fit(x_train, y_train)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'algorithm': 'brute', 'leaf_size': 20, 'metric': 'cosine', 'n_neighbors': 3, 'p': 1, 'weights': 'distance'}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model.best_params_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -275,10 +390,10 @@
      "output_type": "stream",
      "text": [
       "score on train:\t1.0\n",
-      "score on test:\t0.965\n",
-      "F1 score:\t0.9649570724137069\n",
-      "Precision:\t0.9789473684210527\n",
-      "Recall:\t\t0.9489795918367347\n"
+      "score on test:\t0.9833333333333333\n",
+      "F1 score:\t0.9833183198211723\n",
+      "Precision:\t0.9930555555555556\n",
+      "Recall:\t\t0.9727891156462585\n"
      ]
     }
    ],
@@ -295,16 +410,49 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x2183422f2d0>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Display data as a confusion matrix\n",
+    "cm = confusion_matrix(y_test, predictions)\n",
+    "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n",
+    "disp.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1\n",
-      " 0 0 0 0 1 0 0 1 1 1 1 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 1 0 0 0 0\n",
-      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0]\n"
+      "[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 0 1 1 1 1\n",
+      " 0 0 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 1 1 0 0 1 1 1 1 1 1\n",
+      " 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n"
      ]
     }
    ],
diff --git a/part2.ipynb b/part2.ipynb
index ecaa07a9ff7e72eab395bb45d31eb6acb4aa0c32..9287d5d3f9cab9c44202d38d6cf75795412213fc 100644
--- a/part2.ipynb
+++ b/part2.ipynb
@@ -2,13 +2,15 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 112,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Imports\n",
     "import pandas as pd\n",
     "import numpy as np\n",
+    "import matplotlib as plt\n",
+    "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
     "from sklearn.neighbors import KNeighborsClassifier\n",
     "from sklearn.metrics import f1_score\n",
     "from sklearn.model_selection import GridSearchCV\n",
@@ -18,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,7 +34,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -46,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 105,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -58,30 +60,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 106,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "      0  1  2\n",
-      "0     0  0  1\n",
-      "1     0  0  1\n",
-      "2     0  0  1\n",
-      "3     0  1  0\n",
-      "4     1  0  0\n",
-      "...  .. .. ..\n",
-      "4855  0  0  1\n",
-      "4856  1  0  0\n",
-      "4857  1  0  0\n",
-      "4858  1  0  0\n",
-      "4859  0  1  0\n",
-      "\n",
-      "[4860 rows x 3 columns]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Partition testing and training data for validation purposes\n",
     "ratio = 0.9\n",
@@ -95,7 +76,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -107,44 +88,206 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 108,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Fitting 5 folds for each of 216 candidates, totalling 1080 fits\n"
+      "Fitting 5 folds for each of 720 candidates, totalling 3600 fits\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\model_selection\\_validation.py:378: FitFailedWarning: \n",
+      "800 fits failed out of a total of 3600.\n",
+      "The score on these train-test partitions for these parameters will be set to nan.\n",
+      "If these failures are not expected, you can try to debug them by setting error_score='raise'.\n",
+      "\n",
+      "Below are more details about the failures:\n",
+      "--------------------------------------------------------------------------------\n",
+      "400 fits failed with the following error:\n",
+      "Traceback (most recent call last):\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 686, in _fit_and_score\n",
+      "    estimator.fit(X_train, y_train, **fit_params)\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_classification.py\", line 215, in fit\n",
+      "    return self._fit(X, y)\n",
+      "           ^^^^^^^^^^^^^^^\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_base.py\", line 493, in _fit\n",
+      "    self._check_algorithm_metric()\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_base.py\", line 434, in _check_algorithm_metric\n",
+      "    raise ValueError(\n",
+      "ValueError: Metric 'cosine' not valid. Use sorted(sklearn.neighbors.VALID_METRICS['ball_tree']) to get valid options. Metric can also be a callable function.\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "400 fits failed with the following error:\n",
+      "Traceback (most recent call last):\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 686, in _fit_and_score\n",
+      "    estimator.fit(X_train, y_train, **fit_params)\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_classification.py\", line 215, in fit\n",
+      "    return self._fit(X, y)\n",
+      "           ^^^^^^^^^^^^^^^\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_base.py\", line 493, in _fit\n",
+      "    self._check_algorithm_metric()\n",
+      "  File \"c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\neighbors\\_base.py\", line 434, in _check_algorithm_metric\n",
+      "    raise ValueError(\n",
+      "ValueError: Metric 'cosine' not valid. Use sorted(sklearn.neighbors.VALID_METRICS['kd_tree']) to get valid options. Metric can also be a callable function.\n",
+      "\n",
+      "  warnings.warn(some_fits_failed_message, FitFailedWarning)\n",
+      "c:\\Users\\maund\\.conda\\envs\\COMP3217\\Lib\\site-packages\\sklearn\\model_selection\\_search.py:952: UserWarning: One or more of the test scores are non-finite: [0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      "        nan        nan        nan        nan        nan        nan\n",
+      " 0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481 0.90888889 0.92888889\n",
+      " 0.90888889 0.92888889 0.88203704 0.92074074 0.88203704 0.92074074\n",
+      " 0.8512963  0.91666667 0.8512963  0.91666667 0.81833333 0.91055556\n",
+      " 0.81833333 0.91055556 0.78481481 0.90537037 0.78481481 0.90537037\n",
+      " 0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481 0.90888889 0.92888889\n",
+      " 0.90888889 0.92888889 0.88203704 0.92074074 0.88203704 0.92074074\n",
+      " 0.8512963  0.91666667 0.8512963  0.91666667 0.81833333 0.91055556\n",
+      " 0.81833333 0.91055556 0.78481481 0.90537037 0.78481481 0.90537037\n",
+      " 0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481 0.90888889 0.92888889\n",
+      " 0.90888889 0.92888889 0.88203704 0.92074074 0.88203704 0.92074074\n",
+      " 0.8512963  0.91666667 0.8512963  0.91666667 0.81833333 0.91055556\n",
+      " 0.81833333 0.91055556 0.78481481 0.90537037 0.78481481 0.90537037\n",
+      " 0.83166667 0.8537037  0.83166667 0.8537037  0.80777778 0.845\n",
+      " 0.80777778 0.845      0.78314815 0.83555556 0.78314815 0.83555556\n",
+      " 0.76462963 0.82555556 0.76462963 0.82555556 0.74481481 0.81888889\n",
+      " 0.74481481 0.81888889 0.86555556 0.88259259 0.86555556 0.88259259\n",
+      " 0.83703704 0.8712963  0.83703704 0.8712963  0.80925926 0.86444444\n",
+      " 0.80925926 0.86444444 0.78944444 0.85537037 0.78944444 0.85537037\n",
+      " 0.7712963  0.84981481 0.7712963  0.84981481 0.90888889 0.92888889\n",
+      " 0.90888889 0.92888889 0.88203704 0.92074074 0.88203704 0.92074074\n",
+      " 0.8512963  0.91666667 0.8512963  0.91666667 0.81833333 0.91055556\n",
+      " 0.81833333 0.91055556 0.78481481 0.90537037 0.78481481 0.90537037]\n",
+      "  warnings.warn(\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=5, estimator=KNeighborsClassifier(),\n",
+       "<style>#sk-container-id-6 {color: black;background-color: white;}#sk-container-id-6 pre{padding: 0;}#sk-container-id-6 div.sk-toggleable {background-color: white;}#sk-container-id-6 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-6 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-6 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-6 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-6 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-6 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-6 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-6 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-6 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-6 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-6 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-6 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-6 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-6 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-6 div.sk-item {position: relative;z-index: 1;}#sk-container-id-6 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-6 div.sk-item::before, #sk-container-id-6 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-6 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-6 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-6 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-6 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-6 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-6 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-6 div.sk-label-container {text-align: center;}#sk-container-id-6 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-6 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-6\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=5, estimator=KNeighborsClassifier(), n_jobs=-1,\n",
        "             param_grid={&#x27;algorithm&#x27;: [&#x27;ball_tree&#x27;, &#x27;kd_tree&#x27;, &#x27;brute&#x27;],\n",
-       "                         &#x27;leaf_size&#x27;: [20, 30, 40],\n",
-       "                         &#x27;metric&#x27;: [&#x27;euclidean&#x27;, &#x27;manhattan&#x27;],\n",
-       "                         &#x27;n_neighbors&#x27;: [3, 5, 7], &#x27;p&#x27;: [1, 2],\n",
+       "                         &#x27;leaf_size&#x27;: [20, 30, 40, 50],\n",
+       "                         &#x27;metric&#x27;: [&#x27;euclidean&#x27;, &#x27;manhattan&#x27;, &#x27;cosine&#x27;],\n",
+       "                         &#x27;n_neighbors&#x27;: [3, 5, 7, 9, 11], &#x27;p&#x27;: [1, 2],\n",
        "                         &#x27;weights&#x27;: [&#x27;uniform&#x27;, &#x27;distance&#x27;]},\n",
-       "             scoring=&#x27;accuracy&#x27;, verbose=1)</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 sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" ><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=5, estimator=KNeighborsClassifier(),\n",
+       "             scoring=&#x27;accuracy&#x27;, verbose=1)</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 sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-16\" type=\"checkbox\" ><label for=\"sk-estimator-id-16\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=5, estimator=KNeighborsClassifier(), n_jobs=-1,\n",
        "             param_grid={&#x27;algorithm&#x27;: [&#x27;ball_tree&#x27;, &#x27;kd_tree&#x27;, &#x27;brute&#x27;],\n",
-       "                         &#x27;leaf_size&#x27;: [20, 30, 40],\n",
-       "                         &#x27;metric&#x27;: [&#x27;euclidean&#x27;, &#x27;manhattan&#x27;],\n",
-       "                         &#x27;n_neighbors&#x27;: [3, 5, 7], &#x27;p&#x27;: [1, 2],\n",
+       "                         &#x27;leaf_size&#x27;: [20, 30, 40, 50],\n",
+       "                         &#x27;metric&#x27;: [&#x27;euclidean&#x27;, &#x27;manhattan&#x27;, &#x27;cosine&#x27;],\n",
+       "                         &#x27;n_neighbors&#x27;: [3, 5, 7, 9, 11], &#x27;p&#x27;: [1, 2],\n",
        "                         &#x27;weights&#x27;: [&#x27;uniform&#x27;, &#x27;distance&#x27;]},\n",
-       "             scoring=&#x27;accuracy&#x27;, verbose=1)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-8\" type=\"checkbox\" ><label for=\"sk-estimator-id-8\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-9\" type=\"checkbox\" ><label for=\"sk-estimator-id-9\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div></div></div></div></div></div></div></div>"
+       "             scoring=&#x27;accuracy&#x27;, verbose=1)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-17\" type=\"checkbox\" ><label for=\"sk-estimator-id-17\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-18\" type=\"checkbox\" ><label for=\"sk-estimator-id-18\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div></div></div></div></div></div></div></div>"
       ],
       "text/plain": [
-       "GridSearchCV(cv=5, estimator=KNeighborsClassifier(),\n",
+       "GridSearchCV(cv=5, estimator=KNeighborsClassifier(), n_jobs=-1,\n",
        "             param_grid={'algorithm': ['ball_tree', 'kd_tree', 'brute'],\n",
-       "                         'leaf_size': [20, 30, 40],\n",
-       "                         'metric': ['euclidean', 'manhattan'],\n",
-       "                         'n_neighbors': [3, 5, 7], 'p': [1, 2],\n",
+       "                         'leaf_size': [20, 30, 40, 50],\n",
+       "                         'metric': ['euclidean', 'manhattan', 'cosine'],\n",
+       "                         'n_neighbors': [3, 5, 7, 9, 11], 'p': [1, 2],\n",
        "                         'weights': ['uniform', 'distance']},\n",
        "             scoring='accuracy', verbose=1)"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 108,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -153,21 +296,39 @@
     "# HYPERPARAMETER TUNING\n",
     "# Define the hyperparameters\n",
     "param_grid = {\n",
-    "    'n_neighbors': [3, 5, 7],\n",
+    "    'n_neighbors': [3, 5, 7, 9, 11],\n",
     "    'weights': ['uniform', 'distance'],\n",
     "    'algorithm': ['ball_tree', 'kd_tree', 'brute'],\n",
-    "    'leaf_size': [20, 30, 40],\n",
+    "    'leaf_size': [20, 30, 40, 50],\n",
     "    'p': [1, 2],\n",
-    "    'metric': ['euclidean', 'manhattan']\n",
+    "    'metric': ['euclidean', 'manhattan', 'cosine']\n",
     "}\n",
     "# Perform grid search to find the optimal hyperparameters\n",
-    "model = GridSearchCV(estimator=model, param_grid=param_grid, scoring='accuracy', cv=5, verbose=1)\n",
+    "model = GridSearchCV(estimator=model, param_grid=param_grid, scoring='accuracy', cv=5, verbose=1, n_jobs=-1)\n",
     "model.fit(x_train, y_train)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'algorithm': 'brute', 'leaf_size': 20, 'metric': 'cosine', 'n_neighbors': 3, 'p': 1, 'weights': 'distance'}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Results of hyperparameter tuning\n",
+    "print(model.best_params_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
    "metadata": {},
    "outputs": [
     {
@@ -175,11 +336,10 @@
      "output_type": "stream",
      "text": [
       "Accuracy on train:\t1.0\n",
-      "Accuracy on test:\t0.9083333333333333\n",
-      "F1 score:\t\t0.8924703351547278\n",
-      "Precision:\t\t0.8972840845728408\n",
-      "Recall:\t\t\t0.8900519596740718\n",
-      "0.8825925925925926\n"
+      "Accuracy on test:\t0.9516666666666667\n",
+      "F1 score:\t\t0.9431757253426731\n",
+      "Precision:\t\t0.9442726555399519\n",
+      "Recall:\t\t\t0.9424179269989216\n"
      ]
     }
    ],
@@ -191,20 +351,19 @@
     "predictions = model.predict(x_test)\n",
     "print(\"F1 score:\\t\\t\" + str(f1_score(y_test, predictions, average='macro')))\n",
     "print(\"Precision:\\t\\t\" + str(precision_score(y_test, predictions, average='macro')))\n",
-    "print(\"Recall:\\t\\t\\t\" + str(recall_score(y_test, predictions, average='macro')))\n",
-    "print(model.cv_results_['mean_test_score'][model.best_index_])"
+    "print(\"Recall:\\t\\t\\t\" + str(recall_score(y_test, predictions, average='macro')))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 110,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 0, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n"
+      "[2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 0, 0, 1, 2, 2, 2, 2, 2, 0, 2, 2, 2, 1, 2, 2, 2, 0, 1, 1, 1, 1, 1, 1, 1, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n"
      ]
     }
    ],
@@ -219,6 +378,18 @@
     "testing_dataframe.loc[:, 128] = output\n",
     "testing_dataframe.to_csv(\"TestingResultsMulti.csv\", header=False, index=False)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Display data as a confusion matrix\n",
+    "cm = confusion_matrix(y_test, predictions)\n",
+    "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n",
+    "disp.plot()"
+   ]
   }
  ],
  "metadata": {