{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9d2dd02f",
   "metadata": {
    "id": "9d2dd02f"
   },
   "source": [
    "# Lecture 16 - Machine Learning: Intro/Overview/Example; Vectors and Distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e26ebf36",
   "metadata": {
    "id": "e26ebf36"
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "006de0a2",
   "metadata": {
    "id": "006de0a2"
   },
   "source": [
    "#### Announcements:\n",
    "* Detailed rubric for the Project is available - linked from the project writeup.\n",
    "\n",
    "#### Goals:\n",
    "* See a few different perspectives on \"what is machine learning?\"\n",
    "    * CS/programmer's perspective\n",
    "    * DS/data wrangler's perspective\n",
    "    * Stats/mathematician's perspective\n",
    "* Know the basic mathematical setup of most machine learning methods.\n",
    "* Be able to give some example use cases where machine learning is the best, if not only practical, way to solve a computing problem.\n",
    "* Be able to describe the distinction between, and provide examples of, unsupervised and supervised learning.\n",
    "* Know how to represent datapoints as vectors, and how to compute $L_p$ distances between them.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "671c006c",
   "metadata": {
    "id": "671c006c"
   },
   "source": [
    "## What the heck is ~all this hype~ machine learning about?\n",
    "\n",
    "### A programmer's perspective:\n",
    "\n",
    "It's a tool that we can use when we **don't know how to just write the code to compute the answer**.\n",
    "![](cs_codedatarules.png)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc33dc3b",
   "metadata": {
    "id": "fc33dc3b"
   },
   "source": [
    "### A data scientist's perspective:\n",
    "A way to discover underlying structure in data that allows us to:\n",
    "  * Better understand the world that generated the data\n",
    "  * Predict values (columns, rows, subsets thereof) that are:\n",
    "    * missing (imputation), or\n",
    "    * haven't happened yet (prediction, time series forecasting, etc.)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "154b110e",
   "metadata": {
    "id": "154b110e"
   },
   "source": [
    "### A mathematical / probabilistic perspective:\n",
    "\n",
    "Given a set of data $X$ and (possibly) labels $y$ (i.e., quantities to predict), model one or more of the following:\n",
    "* $P(x)$\n",
    "* $P(y \\mid x)$\n",
    "* $P(x, y)$.\n",
    "\n",
    "*Math Fact:* If you know $P(x, y)$, you can compute $P(y \\mid x)$ and $P(x)$:\n",
    "\n",
    "$$P(y \\mid x) = \\frac{P(x, y)}{P(x)}$$\n",
    "and\n",
    "$$P(x) = \\sum_i P(x,y_i)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "MFZtUxq1vFKG",
   "metadata": {
    "id": "MFZtUxq1vFKG"
   },
   "source": [
    "## Machine Learning: When and Why?\n",
    "* We don't know the underlying process that generated the data, but we have examples of its outputs\n",
    "* Use cases: (so far) **data-rich** domains with problems we don't know how to solve any other way.\n",
    "* High-profile examples are from complex domains:\n",
    "  * Speech recognition\n",
    "  * Image recognition / object detection\n",
    "  * Weather forecasting\n",
    "  * Natural Language Processing\n",
    "  * Self-driving cars (robotics)\n",
    "  * Drug design\n",
    "\n",
    "\n",
    "\n",
    "### Side note: Machine Learning vs. Artificial Intelligence\n",
    "* AI is the study of making computer systems behave with \"intelligence\" (what does that mean?)\n",
    "* ML is generally considered a subfield of AI\n",
    "  * ML has come the closest so far to exhibiting intelligent behavior\n",
    "  * Actively debated: is ML the way to \"general\" AI?\n",
    "  * In current usage, \"AI\" almost exclusively refers to ML-based methods"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9f2d122-3867-4e01-98d4-82b037fd8d45",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c987372a-f90f-4cc1-82f3-98e9668d1b04",
   "metadata": {
    "id": "28f6120c"
   },
   "source": [
    "### Supervised vs Unsupervised \n",
    "\n",
    "Supervised Learning, by example:\n",
    "* $X$ is a collection of $n$ homes with $d$ numbers about each one (square feet, # bedrooms, ...); $\\mathbf{y}$ is the list of market values of each home.\n",
    "\n",
    "**Key property**: a dataset $X$ with corresponding **\"ground truth\"** labels $\\mathbf{y}$ is available, and we want be able to to predict a $y$ given a new $\\mathbf{x}$.\n",
    "\n",
    "**Unsupervised Learning**, by example:\n",
    "* Same setup, but instead of predicting $y$ for a new $\\mathbf{x}$, you want to know which of the $d$ variables most heavily influences home price.\n",
    "\n",
    "**Key property**: you aren't given \"the right answer\" - you're looking to *discover* structure in the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "01c8b173-0394-4fbc-9574-e18bfecdeaa6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8f39b58-9c13-42f2-a393-d8c39bd208ef",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "3bdc5668-3784-4f3d-86dd-ed2e3caa4f4c",
   "metadata": {},
   "source": [
    "## Machine Learning Hello World"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96772229-5e12-4864-9055-6dae9d357484",
   "metadata": {},
   "source": [
    "We'll work with the classic **iris dataset**, which includes measurements and species labels for three different kinds of iris flowers."
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "08dacfde-e620-446d-9ea8-cfe7c2d632bc",
   "metadata": {},
   "source": [
    "![image.png](attachment:3969d704-c5ac-41ae-9a3a-91d0e40ac6ca.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "32259ae8-a129-4df0-9eef-4c8e9a1d14e4",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 388
    },
    "executionInfo": {
     "elapsed": 354,
     "status": "ok",
     "timestamp": 1677089191093,
     "user": {
      "displayName": "Scott Wehrwein",
      "userId": "11327482518794216604"
     },
     "user_tz": 480
    },
    "id": "16cfc14a",
    "outputId": "4b187d8a-1324-4b02-b900-d3c1857e5739"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width    species\n",
       "0             5.1          3.5           1.4          0.2     setosa\n",
       "1             4.9          3.0           1.4          0.2     setosa\n",
       "2             4.7          3.2           1.3          0.2     setosa\n",
       "3             4.6          3.1           1.5          0.2     setosa\n",
       "4             5.0          3.6           1.4          0.2     setosa\n",
       "..            ...          ...           ...          ...        ...\n",
       "145           6.7          3.0           5.2          2.3  virginica\n",
       "146           6.3          2.5           5.0          1.9  virginica\n",
       "147           6.5          3.0           5.2          2.0  virginica\n",
       "148           6.2          3.4           5.4          2.3  virginica\n",
       "149           5.9          3.0           5.1          1.8  virginica\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris = sns.load_dataset(\"iris\")\n",
    "iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "499c06a8-37a1-41e7-a9fa-68e6114e2040",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1476524b36b0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1117.75x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data=iris, hue=\"species\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7937e95e-f40b-45f7-8b03-5db08dbea9a6",
   "metadata": {
    "id": "c368293c"
   },
   "source": [
    "### Extract Features\n",
    "\n",
    "The vast majority of machine learning methods assume each of your input datapoints is represented by a **feature vector**.\n",
    "\n",
    "If it's not, it's usually your job to make it so - this is called **feature extraction**.\n",
    "\n",
    "Given a DataFrame, we can treat each row as the feature vector for the thing the row describes. Traditionally, we arrange our dataset in an $N \\times D$ matrix, where each **row** corresponds to a datapoint and each **column** corresponds to a single feature (variable). This is the same layout as a pandas table.\n",
    "\n",
    "If your input is an audio signal, a sentence of text, an image, or some other not-obviously-vector-like thing, there may be more work to do."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb346b46-3cab-469d-9580-5a8f78c9df17",
   "metadata": {
    "id": "ro-SZR0sDLvR"
   },
   "source": [
    "Given a dataframe like the iris dataset, it's pretty easy to get to a ML-style training dataset X, y:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3696b1d7-7ffa-4c99-adb4-951e9ecef3ce",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 136,
     "status": "ok",
     "timestamp": 1677089196234,
     "user": {
      "displayName": "Scott Wehrwein",
      "userId": "11327482518794216604"
     },
     "user_tz": 480
    },
    "id": "e247acfc",
    "outputId": "8b3a5ad6-39c7-465e-8c60-87832ec35a43"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 4)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = iris[[\"sepal_length\", \"sepal_width\", \"petal_length\", \"petal_width\"]].to_numpy()\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2101515e-0517-423d-a8cb-b17810006803",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 121,
     "status": "ok",
     "timestamp": 1677089211066,
     "user": {
      "displayName": "Scott Wehrwein",
      "userId": "11327482518794216604"
     },
     "user_tz": 480
    },
    "id": "eec5cd44",
    "outputId": "f9dfeb91-899a-4157-cb23-b2dea5aba072"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[5.1, 3.5, 1.4, 0.2],\n",
       "       [4.9, 3. , 1.4, 0.2],\n",
       "       [4.7, 3.2, 1.3, 0.2],\n",
       "       [4.6, 3.1, 1.5, 0.2],\n",
       "       [5. , 3.6, 1.4, 0.2],\n",
       "       [5.4, 3.9, 1.7, 0.4],\n",
       "       [4.6, 3.4, 1.4, 0.3],\n",
       "       [5. , 3.4, 1.5, 0.2],\n",
       "       [4.4, 2.9, 1.4, 0.2],\n",
       "       [4.9, 3.1, 1.5, 0.1]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[:10,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fe2336c3-d661-440c-8d4c-f08c45e123cf",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 134,
     "status": "ok",
     "timestamp": 1677089244861,
     "user": {
      "displayName": "Scott Wehrwein",
      "userId": "11327482518794216604"
     },
     "user_tz": 480
    },
    "id": "6ca9b1c5",
    "outputId": "1c0f569e-5c48-4e9f-b42f-1d50d0120a2b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "species\n",
       "setosa        50\n",
       "versicolor    50\n",
       "virginica     50\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris[\"species\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bdfbdd52-0eec-4a3b-b777-0c2695e3a1de",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 168,
     "status": "ok",
     "timestamp": 1677089262163,
     "user": {
      "displayName": "Scott Wehrwein",
      "userId": "11327482518794216604"
     },
     "user_tz": 480
    },
    "id": "1e273cc3",
    "outputId": "cf857e70-bc31-42cc-9a4c-70d0a6b2f4b4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150,)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = iris[\"species\"].map({\"setosa\": 1, \"versicolor\": 2, \"virginica\": 3}).to_numpy()\n",
    "y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "86e3147e-7db1-421f-b980-75cf184cc299",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 210,
     "status": "ok",
     "timestamp": 1677089272647,
     "user": {
      "displayName": "Scott Wehrwein",
      "userId": "11327482518794216604"
     },
     "user_tz": 480
    },
    "id": "0e72282e",
    "outputId": "4b237940-e416-4a44-a62b-0a8351238416"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88946ebf",
   "metadata": {
    "id": "88946ebf"
   },
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b805ed69-643d-4ac8-9ad4-d32413776ef9",
   "metadata": {},
   "source": [
    "Split the data into two sets: a **training set** and a **test set**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5d4fb8c6-97b7-4f37-8446-50f881383e23",
   "metadata": {},
   "outputs": [],
   "source": [
    "shuffled = np.random.permutation(range(iris.shape[0]))\n",
    "train_inds = shuffled[:100]\n",
    "test_inds  = shuffled[100:]\n",
    "\n",
    "Xtrain = X[train_inds,:]\n",
    "Xtest  = X[test_inds, :]\n",
    "ytrain = y[train_inds]\n",
    "ytest  = y[test_inds]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4506a7d4-35e5-4c32-b7c6-0cde42ddfe71",
   "metadata": {},
   "source": [
    "## Train a model\n",
    "(on the training data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0b91eb46-dc78-4f4b-abea-af2d9e9bf44b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn\n",
    "\n",
    "# Train a model on the training features (Xtrain) and labels (ytrain)\n",
    "knn = sklearn.neighbors.KNeighborsClassifier(n_neighbors=3).fit(Xtrain, ytrain)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a01b1643-0942-409b-93e8-932119054a02",
   "metadata": {},
   "source": [
    "### Use the Model to Make Predictions\n",
    "(on the test data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e96203ff-84f9-4e3a-b252-860c0f278e5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Predict the test set label (ypred) given the features of the test set\n",
    "ypred = knn.predict(Xtest)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3d8e619-2f2d-4b7e-9d68-a7f262a7d5a5",
   "metadata": {},
   "source": [
    "### Evaluate the Quality of the Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d26a1ab0-4b06-47b2-8b61-a6b2d2b01d07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(0.96)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compare the predictions (ypred) to the true labels for the test set (ytest)\n",
    "(ytest == ypred).sum() / len(ytest)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b9479e4-99ec-4fb2-ba31-21b60526dbcd",
   "metadata": {},
   "source": [
    "Let's visualize this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "de81f4b2-53e2-487e-97a9-bc6a3e43740d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "      <th>Prediction</th>\n",
       "      <th>Correct?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.9</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.3</td>\n",
       "      <td>2.9</td>\n",
       "      <td>6.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5.2</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>6.3</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6.2</td>\n",
       "      <td>2.2</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6.6</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>6.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>7.7</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>5.2</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>5.6</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>6.3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>7.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>4.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>6.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>7.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>5.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    sepal_length  sepal_width  petal_length  petal_width  species  Prediction  \\\n",
       "0            6.3          2.9           5.6          1.8      3.0         3.0   \n",
       "1            4.8          3.4           1.6          0.2      1.0         1.0   \n",
       "2            6.9          3.1           4.9          1.5      2.0         2.0   \n",
       "3            6.3          2.7           4.9          1.8      3.0         3.0   \n",
       "4            7.3          2.9           6.3          1.8      3.0         3.0   \n",
       "5            4.5          2.3           1.3          0.3      1.0         1.0   \n",
       "6            5.8          2.8           5.1          2.4      3.0         3.0   \n",
       "7            5.2          2.7           3.9          1.4      2.0         2.0   \n",
       "8            4.4          3.2           1.3          0.2      1.0         1.0   \n",
       "9            5.9          3.0           5.1          1.8      3.0         3.0   \n",
       "10           6.3          3.4           5.6          2.4      3.0         3.0   \n",
       "11           4.6          3.6           1.0          0.2      1.0         1.0   \n",
       "12           6.1          3.0           4.6          1.4      2.0         2.0   \n",
       "13           5.6          2.8           4.9          2.0      3.0         3.0   \n",
       "14           6.2          2.2           4.5          1.5      2.0         2.0   \n",
       "15           4.9          3.1           1.5          0.1      1.0         1.0   \n",
       "16           6.7          3.3           5.7          2.5      3.0         3.0   \n",
       "17           6.9          3.1           5.4          2.1      3.0         3.0   \n",
       "18           5.2          3.4           1.4          0.2      1.0         1.0   \n",
       "19           4.9          3.6           1.4          0.1      1.0         1.0   \n",
       "20           5.4          3.9           1.3          0.4      1.0         1.0   \n",
       "21           6.7          3.3           5.7          2.1      3.0         3.0   \n",
       "22           5.0          3.6           1.4          0.2      1.0         1.0   \n",
       "23           6.6          2.9           4.6          1.3      2.0         2.0   \n",
       "24           5.1          3.5           1.4          0.2      1.0         1.0   \n",
       "25           6.2          3.4           5.4          2.3      3.0         3.0   \n",
       "26           6.1          2.9           4.7          1.4      2.0         2.0   \n",
       "27           5.5          2.5           4.0          1.3      2.0         2.0   \n",
       "28           4.9          3.1           1.5          0.2      1.0         1.0   \n",
       "29           6.5          3.2           5.1          2.0      3.0         3.0   \n",
       "30           7.7          2.8           6.7          2.0      3.0         3.0   \n",
       "31           5.2          4.1           1.5          0.1      1.0         1.0   \n",
       "32           5.6          2.9           3.6          1.3      2.0         2.0   \n",
       "33           6.3          3.3           4.7          1.6      2.0         2.0   \n",
       "34           7.7          3.8           6.7          2.2      3.0         3.0   \n",
       "35           4.9          2.5           4.5          1.7      3.0         2.0   \n",
       "36           6.1          2.6           5.6          1.4      3.0         3.0   \n",
       "37           6.7          3.0           5.0          1.7      2.0         2.0   \n",
       "38           5.9          3.0           4.2          1.5      2.0         2.0   \n",
       "39           6.7          3.1           4.7          1.5      2.0         2.0   \n",
       "40           5.1          3.8           1.9          0.4      1.0         1.0   \n",
       "41           5.0          3.4           1.5          0.2      1.0         1.0   \n",
       "42           6.3          2.8           5.1          1.5      3.0         2.0   \n",
       "43           5.4          3.4           1.5          0.4      1.0         1.0   \n",
       "44           5.4          3.4           1.7          0.2      1.0         1.0   \n",
       "45           6.0          3.0           4.8          1.8      3.0         3.0   \n",
       "46           7.4          2.8           6.1          1.9      3.0         3.0   \n",
       "47           6.9          3.1           5.1          2.3      3.0         3.0   \n",
       "48           5.7          2.6           3.5          1.0      2.0         2.0   \n",
       "49           5.0          3.5           1.6          0.6      1.0         1.0   \n",
       "\n",
       "    Correct?  \n",
       "0        1.0  \n",
       "1        1.0  \n",
       "2        1.0  \n",
       "3        1.0  \n",
       "4        1.0  \n",
       "5        1.0  \n",
       "6        1.0  \n",
       "7        1.0  \n",
       "8        1.0  \n",
       "9        1.0  \n",
       "10       1.0  \n",
       "11       1.0  \n",
       "12       1.0  \n",
       "13       1.0  \n",
       "14       1.0  \n",
       "15       1.0  \n",
       "16       1.0  \n",
       "17       1.0  \n",
       "18       1.0  \n",
       "19       1.0  \n",
       "20       1.0  \n",
       "21       1.0  \n",
       "22       1.0  \n",
       "23       1.0  \n",
       "24       1.0  \n",
       "25       1.0  \n",
       "26       1.0  \n",
       "27       1.0  \n",
       "28       1.0  \n",
       "29       1.0  \n",
       "30       1.0  \n",
       "31       1.0  \n",
       "32       1.0  \n",
       "33       1.0  \n",
       "34       1.0  \n",
       "35       0.0  \n",
       "36       1.0  \n",
       "37       1.0  \n",
       "38       1.0  \n",
       "39       1.0  \n",
       "40       1.0  \n",
       "41       1.0  \n",
       "42       0.0  \n",
       "43       1.0  \n",
       "44       1.0  \n",
       "45       1.0  \n",
       "46       1.0  \n",
       "47       1.0  \n",
       "48       1.0  \n",
       "49       1.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = pd.DataFrame(np.column_stack([Xtest, ytest, ypred, ytest == ypred]), \n",
    "             columns=list(iris.columns)+[\"Prediction\", \"Correct?\"])\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c824253f-ab4c-4025-b8b5-e004288777e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sepal_length', ylabel='petal_length'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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52/o0yc4xqBCR+jAuKSlRa7JM+vMtBHkFICE3Ge5u7udbEMptqjeqdVyMMGJ/8mEVUCSo6AxFKCkxwIjzH/CO+gH7zpaF5pBiIq1L72z9GFOufQYhPkFW+VlyafX/Xse9SYfw6prZSM5LVS06BnldHLibRM5cVk4W87Z9hhXHYlVLkZDfr/z3FZEldv0QEeoFRmHyNeMQ6BWgwoqEFDe44dlej6JNRHN4ajwvuEreWm90im6HMd1GqG3pJpGQEupbBy/3ewqR/uEOe2UzCrPUdSiPdMfk6HKs9rN8tN7oUq89Hr/qAbV9JjtBfYiH+4bgpb5PItI/DI6qjk8QHu0yFB3qtlbbppByXZPeuKvNIK75Q5XCoEJEio/GG/6evuar4eHugTDfOuYVh8uj9dAgKiBchRqTOt5B8PS4MNg4kuJ/WwEqUral5XLJNa7rH2Gxr45P8AXdbY5I465BvYAoi30Ng+qr9w5RZTCoEJEqnH194/s4l5MENzc3eHl4qg/rl/+chfiss+WO0jAVzr7y59uq28Jb46X2H0s/qbpHTAW2jkhqQ+QDtjz+nn6qhsdaVOFs+im8svZttW26jlLIPPevReYCW2syGktgNFiGsbLb1iAFs78e/gO/HvnDHIbFRzu/wtbTu8wFtkR2G1QmT56s/iiWvkVFWSZvIqp5WYU5OJOdqGpSnuv1GF7vPxFB3oGq++NwynE1uqcs2SejN6S7R7opZt3wEp7sPlK1rsSlxyOvyHE/hOR3v7fdLeUeG9npbtWlYS1yHXcn7FfdPRF+YXjrhpfxxL/dQMfST1XYBXU5IaUo6RR0iSfM4USfkYj847tRUlRo1Z8lIeyvM7vU9/2bXI33/jfF3A20/tTf5+tUiC7BzWjDAe0SVL777jusXr3avM/DwwPh4ZXr287OzkZQUBCysrIQGBhYg2dK5NzkA+W4fCgW5aP1vzUp57KTcCDlCLrHdIJfqS6h0nJ0eVgXtwVd6rdXNSkyEmhXwj+oGxCB2OB6Kvg4qtyiPHVNvvlnmRqFExMUjTvbDkJsUDR8tT5Wb3lYG7cFXet3VDUpBfpC7Dz3D+oHRamfa83rqEs6iXOfvQiUGFD3/lfg4RuEhMWTUJydiogh4+HbuAPcPc+3fFhDSl46Npz8C9c16aVqUqSFaOWx9ejftLfq3iLXlF2Fz2+bB5WlS5di9+7d1Xo8gwqRdcOKjNYpXTgr/9o3dUVUpOx9dHodtBqtQ4eU0nJ1eepf/l4azwoDmzXoinXwqoXrqM9IQsIXk1GclQw3jSfcPL1Rkp8NN62XCi5eUY3h5u5Rs79bmW1yPdlVCCo2/0ty9OhRREdHo1GjRrj77rtx4sSJCu+r0+nUL1f6RkTWoXH3uGB0z6VCSnn38dJ6OU1IEf5efgjxDa7RkCK8auk6autEou59k+EREApjcZEKKfDQ1FhIKfd3Y0ihKrDpX5OrrroKn332GVasWIEFCxYgMTERPXr0QFpa+bMxTp8+XSUw0y0mJqbWz5mIyPFJQ7qxzKaR85qQXbJp109ZeXl5aNKkCZ599lmMGzeu3BYVuZlIi4qEFdaokLMq0Ovgo/Wy6GbxdNfC3d15WizsWdlurcp0hdk7KZxNWDwZxdkpquvH3csHhrws9b25VcXKQ4elSLd03UvZbXI92Y7U9VOan58f2rZtq7qDyuPl5aV+odI3ImclBZYrj61T68uI8wWW+xCXeVrNIks1S4pAfz64Uo2IElIE+sOB5Uh34GHXppBg0OWdr0kZ+iqiH5gBTVAEjMV6GHIzYbTyWkb6zGRkbv1JhSFRnJOOjE3fqa9ElWFXM+5Ia8nBgwfRu3dvW58KkU3lFeXj96Pr8O3+Zfj96Fq1/s6RtDjM2fqx6t9/7bpn1WgQqrkp9Kevew9nchKQmp+BoR2GYN62z9Uw4oPJRzG+1/+pIcyOyDMiFtFDp8AoBcL/1qRIzYo+7Sy8Y1vBvVQL3uUqzslA4levQp+eAENOBkL63YeUX95DQdweFJ4+gsjbxkHjz5E/ZMdBZfz48Rg0aBBiY2ORnJyMqVOnquag4cOH2/K0iGxOJsbqFN0GPx9ehbSCDDz9+xQ1X4loFtKwxgs7XZ1M9tarYRcs2fcz1p7cgi2nd5iv/zWNezr0jLFubu4qrEhNiqlwVgpsNYGhVu/ycdNo4Ne6NzI3fIOc3auQu38DjPrzc7UEdrwG7lrHnsGYaodNu37OnDmDe+65By1atMBtt90GT09PbN26FQ0aNLDlaRHZnNSgNAyOUS0pMoGa6UOyaUhDPNHtQYRw/okaH+nTv+nVuKXlALVtuv4jr7wb3WI6wsfK86jYIqyUHd1j7ZAiPHwCENRlIIK63ay2TSElbOAo+DXvCncvBm6y8xaVJUuW2PLHE9k1+XCUhf5kenoTqY+QOSio5smKxiczz1jsk+UBusVcCR/HbVCpdVL7UpR00mKf7twxFVTg2HXJVEvsqpiWiGAunN1xbh/e3fqJ2pZ6FBltIkHllTWzzQW2jkxmfrXczoe9kMJZU02KaBbaSH1dd3IrvtjzI7IKOYdTZUjBrKkmRXhFN1Nfc3avRvraL80FtkQXw6BCZIfc3dzgo/FS61+1iWiBl/o8icn9xqqwIqvOutfApFy1SYLWpzu/NS+4J4siLtzxFVLyyp9DqbbJdTdNk/9ol6GY0Hs07m47WG37efpYrBZNF7uQ7nD7t3snfPAYRN39IoJ736m23b395ELz8pFjzaNSVZxCn5yZdPHI6sSyho4sgidDkmUlY19PX0T4hcJRyXDf51dOV0XC7SKvwONXPYDXN85T6+rUC4jC5GvGIcg7wNanqVpNzmQloHFIrKpJkan0ZWh4g6D6CPS23urJzq44N1ONKPKKaqRqUgwFOdAlxsErshE8fG3/OpNtOMxaP5eLQYXI8RToC7Dt7F6899eiC1oxnu31qGpBknV1iMh5OeyEb0Tk/KR1oku9DhjWYYjF/se7PoC2DClEVAaDChHVunx9PjbFb7fYt+7kFuTpC/hqEJEFBhUiqlVSQDtz0weqJkW6e7rXv1Lt35t0CHP/WqRmha2IoTBf1TiYlMi07zU0ckR6xQ2ysnDpn19m21EZCvNgyC91HfVFMOQ5x+9GzodBhYhqlcbdA60jWphrUv6v6/2qoFa0j2oFTQUTj0lIyTuwEVnblquwIiGl8PQBpK78GMV5mVYPKUUp8Uj6YRaKs8+PRNJnJiHx29ehTz8HRw8pufvWIXvnyvPXUV+EwvgDSF39CYcLk12yq7V+iMj5BXj54+Yrrkefht3U6CUpnO1Srx3euuFlBPsEwt/Tr9zHFSXFIXX5B/9uGeFdrzkSv5kOlBigCQpHnV63W21F3pKCHCQsnqS+Jn4zAxG3PoXEJdNQnJmEhK+mot6DM+Dh65hr/RQlHEfayoX/bhnhGdUISd/MAIwl0AZHILj7rVzZmOwKR/0QkUOQLh6ZJEwmCytNGx6LqLtegDYozGo/q0SvU60MiV+/pj7ATdw0nmoBP6+6TWpkyvnaUCzX8c/Pkbt3jcV+z8hGiLrzeWgCrXcdiSrCUT9E5HQ8/IIQ0u9+8+ym5uBw7ySrhhQhKwh7N2iN0AEPWeyPuHUcvOo2ddiQIjR+QQi9dhg86zYx73PTeqvJ2BhSyB6xRoWIHILUpOiSTkCXeMK8z1hcZK61sDZDbgaytv5ksS9j/TcwWLkeprZJTYou4QSKEuPM+2SxwJzdf9TIdSS6XAwqROQQpEZF6kSkJkW6e/xa9VT7Mzd8jZy9a1CiK7DqbKoJX7yialKk1Sao2y1qOviipBNI/HaG1Yt3q8toKC53ZNLF5vGUoJf49TTVpeUZ0RC+Lbur/RnrvkTOvvUo0Z1f4ZjIXjCoEJFD8PCvo7p9tOExiLrjeYRe9yD82/VTXUK+jTvC3ev82jzW4KbRIqjrTeaalDpX34mouyYC7h4I7n6L6hqyh5CiO3cU5z57UY1IEkWpZ3B20UQUJZ+qMKxIwaxXvebna1LumoCwAQ+fv47+wfBtItfROgXJRNbCYloicggF8ftRUpALNw8t8o/vhGdUY6BYD8+IWBScPoSgzjdadbSKDOM1FhWqICQ1KVJgW1KYpwKRu6f1QlG1zy8/B6fnjVbnpAmORPj/HlPDqUvys9X2xUYmyarG0qJiqkmRAlvpRtMGhdfyb0GuKptr/RCRs5H6iawdK5C1+QcY9bp/97rBp1lnhN/4CDQBIXAlqkUl4TgSvpisQoaJu7c/6g6dAs/wGDVXDZE94qgfInI6Hj4BCOp0AzwjG1p00UT8b7TLhRQhrTxe0U0Q2n+Exf6I28YxpJBTYY0KETkEKZYtOLEbujOHzfukJSF9zWKXnVFVn56o5pYpLfW3D1CclWyzcyKyNgYVuqgSYwnS8jPUuiyHU48jKTcVulLNzES1RZd0EslL31bfezdog6BuN6vvZQK4rO3LUVJU8agfCTIlunzzdnFuhsVaN45IRvckLH5Z1aRId0/YDY+o4l8ZqSSjowz5rhneyPk47qxFVOOKDcU4mn4SszZ9iGzd+T/qHu4euL3VQPRverWaCp2otmhD6sL3iu4oKcxFxOAxqtvHzdNbrVsT0P6aCgtcpdXh3BeTENL3Hvg1vwolRflI+u5NeMe2UtPFe/gGOOSLKL9/6PUjkbriQ9S9fwo8Q6NVt1jCkqnnQ4sdFPwSWQNH/VCFEnNT8PTvU6A36C84Nq7Hw+gWc37VW6LaIvObqNEq/9akSIGtFJVq/OuUe39DYS7SVi0yTxcfct1w5B3YrIb1yrwo9R+eBc/wWId9AaUVyagvgrtvoCqclWshLUcS4Nw1nrY+PSKrFNNWu0XlyJEjWLt2LZKTk1FS8t9aGOLll1+u7tOSHfn7zO5yQ4r45p9laBneDEHejvmvUXJMGv/gCwpsL8bD2x8hfe+FIScdBXF7kL760/MH3NwRefuzahivI1OtSKVaTqTA1lEXSySyalBZsGABHn30UYSFhSEqKspiCJx8z6DiHOIy4i/a2lJcUlyr50NUHdL6En7zGMTPHmne59uiq1rLxx4mbiOiGggqU6dOxbRp0/Dcc89V5+HkIFqENsGm+O3lHqsXGAWtu7bWz4moqmRyM6lJKS3/0FbkN+8Kv+Zd4O7ly4tK5GyjfjIyMnDHHXdY/2zIrnSMbgNvTfn/4ry33c0I9GYxLdk3mV027c/PoTt3RHX3hA8eA59G7dWxlJ/noDg7zdanSEQ1EVQkpKxcubI6DyUHEu4bgsn9xiLS7/w028JH442HO92DZqGNbHpuRJXh4e2HkD73QBtaT9Wk+F3RDeGDHldhJeSa+9X6QUTkJKN+5syZY/4+Ly8Pb731Fm666Sa0bdsWWq1lF8CYMWNgb1XDVH0ZBVnI1uWqmpRArwDU8Q6ExoMj28lxyDwqaiTMvzUpMo+KrBnk4cNWQSKnWeunUaPK/QtaimlPnDiB2sCgQkRE5HhqZHhyXFycNc6NiIiIqGZrVF599VXk5/83HbVJQUGBOkZERERks5lpPTw8kJCQgIiICIv9aWlpap/BYEBtYNcPERGR46nK53e1WlQk25Se5M1kz549CAlxveXWiYiIqGZUaehGnTp1VECRW/PmzS3CirSi5ObmYtSoUTVxnkREROSCqhRUZs+erVpTRowYgVdeeUU125h4enqiYcOG6N69e02cJxEREbmgKgWV4cOHm4cq9+jR44L5U4iIiIisqVqzdnXs2FGN8JFbadIV5OXlpVpXiIiIiGwSVIKDg8stpjWpX78+HnjgAUyaNAnu7tWq1yUiB1CiL0JRyiloAsOg8a8Do7EERSmn1UJ/2qBwW58eEblqUFm0aBFeeOEFFUa6du2q6la2bduGTz/9FC+++CJSUlIwc+ZM1boyceJE6581EdlFSCmMP4DEr6fBt0lHhP1vNAy5GTj3+UvQBIQi6u4XGFaIyDZBRQLJrFmzcOedd5r3DR48WK3788EHH+CPP/5AbGwspk2bxqBC5KxKilGckwoYS5B/bAcSv34N+vRzMOryUaL1BAzFtj5DInIC1eqX2bJli6pTKUv2yTHRq1cvxMfHX/4ZEpFdku4dvyt6IGzgo2q7KOGYCike/sGIHjoF2pC6tj5FInLVoCI1KAsXLrxgv+yLiYkxz1Ir864QkfNy9/KGV71mUkpv3qcJjoKbl69Nz4uIXLzrR+pP7rjjDixfvhxdunRRhbVSo3Lo0CF899136j6yfdddd1n7fInITqjC2eR4VZMCGAEPjeru0Z05hNRf5yFs4ChVYEtEVOtBRepRDh8+jPnz5+PIkSOqmPbGG2/E0qVL1aRv4tFHzzcHE5FzKinMR+6Bjf919wybhoKT/yD1t3koiNuLkoJcgEGFiGwRVIQEkhkzZlzuzyciB+Xh44+gqwbDzUOLgDa9oa0TBXefQLi5u0MbVp81KkRk26CSmZmJv//+G8nJySgpKbE4NmzYMGucGxHZOY1vIIKuGgSPf2tSPLylwLY73DRauElXEBHRZarWX5JffvkF9913H/Ly8hAQEGAx+Zt8z6BC5DpMIcXE3cvHZudCRM6nWqN+nn76abUwYU5OjmpZycjIMN/S09Otf5ZERETkkqoVVM6ePYsxY8bA19d6QxCnT5+uWmOeeuopqz0nkb0wlhhQUlx0wcyuRERUA0FlwIAB2L59O6xFhjJ/+OGHaNeundWek8ieQoouKQ6Fpw+hpFiv9ukzEpF3cDMMhXm2Pj0iIuerUbnpppvwzDPP4MCBA2rafK1We8Hw5crKzc1V9S4LFizA1KlTq3M6RHZNFulL+HwSjAb9+fVvgiNx7vOXYchJU7O6+rfqyboOIiJrBpWHH35YfX311VcvOCbdNwaDodLPNXr0aBV8rrvuOgYVckruPv7QBEdCn3IKiV9NhbunN0p0+XDz9IZXVCO4ybo4RERkvaBSdjhydS1ZsgQ7d+5UXT+VodPp1M0kOzvbKudBVJO0gWGoe/dEJHwxGfr0BBVS4K5B9P2vwjOyIdzcPfgCEBFZs0altMLCwmo97vTp03jyySexePFieHt7V7rgNigoyHwzrStEZO+MxXqUFJX6f8VYAkNhLoxWCv1ERM7KzSjz31eRdO289tpragr9pKQkNY1+48aN8dJLL6kZa0eOHHnJ55Dp9m+99VZ4eHhYPK90Hbm7u6uWk9LHKmpRkbCSlZWFwMDAqv4a5CTUaBqDwVznIW9pabXw8PaDPZBWlHOLJ6maFDetNzx8A1CclQK4e6iaFe+YlnDXsPuHiFxHdna2anCozOd3tVpUpk2bhkWLFuGNN96Ap+d/f2ClsPajjz6q1HNce+212LdvH3bv3m2+de7cWRXWyvdlQ4rw8vJSv1DpG7k2CSm6M4eRd3Q7SnQFKqToU04je/tyGPKz7WbxPpQUq5qU6KGvqjVxtOEN5ACMer36SkREVqxR+eyzz9RwYgkbo0aNMu+X4cWygnJlyIy2bdq0sdjn5+eH0NDQC/YTVUSfHI+Er6aqIICbn4RXZCO1mm9JYa46Hth5oJrW3ZY8Q+uh7tApMOp18IxooGpSou6eqFpavOs1h7vWy6bnR0TkdEFFJnxr2rRpuUW2evkXIlEt8QgIhXeDViiM24uUn95R3SkoMcDdNxB+V3SzeUgpHVakZcXNzd1cYKsJCDFvExGRFYNK69atsWHDBjRo0MBi/7fffouOHTuiutauXVvtx5Jr0gTUQcTgJ5G4ZBqKkk6okAIPDaKHTVXhwJ6UDSUMKURENRRUJk2ahKFDh6qWFWlF+eGHH3D48GHVJbRs2bLqPCVRtUhNitSiFGcl/7fTUAxdwnFo/EM4kRoRkYOrVrvzoEGD8PXXX+O3335To3RefvllHDx4UK2qfP3111v/LIkqoE89g4R/a1Kku8czqrHaL91AqsC2qIDXjojI1VpUTOv9yI3Ilty0XnD3CQDc3RE9dArcvf2Q/PMc6OIPQhsUBjd3y+UdiIjIBeZRccRx2OS89JnJakI1z7DzNSnFORkw5GXCMzwGbh7VzuJERGQHn9+V/itep04d1c1TGenp6ZV9WqLLpg2OuKDAVm5EROT4Kh1UZs+eXbNnQkRERFTdoDJ8+HBU1YwZM9SEcMHBwVV+LBEREVGNzjYl6wGxG4iIiIjsMqg4cJ0uERER2QHO301ERER2i0GFiIiI7BaDChEREdktBhUiIiJyzaDSu3dv+Pj41OSPIHJqhrwslBQVmreLczNgKMix6TkREdnlPCoy3W1lmabDlUULiaj6SwMkLpmKOn3uhm+TK1Giy0fKsrnwqtcMQV1ugoescURE5OQqHVRk0rZLTaEvw5HlPgaDwRrnRuSyDIV5yNj4LfRpZ5H8w1sIGzgKeYe2oODEbnXza9GNQYWIXEKlg8qaNWtq9kyIyMzD2w8hfe6BPj0JutP7kfrbPPOx8MFjLljfiIgIrh5U+vTpU7NnQkQWNAEhiBryNE7NHintlWqfb/Ou8G3WGe5evrxaROQSKh1UypOfn4/4+HgUFRVZ7G/Xrt3lnheRyyvOyUDKL++aQ4r6f+7INhTE7VE1K+6e3i5/jYjI+VUrqKSkpODBBx/E8uXLyz3OGhUiK9SorPtKhRIRcv0I5B36S3UDSc1KvYdmwiuyYbmPlVFCRr0O7r4BcHNzh9FQrApx3bRecNd68aUhIucfnvzUU08hIyMDW7duVcOPf//9d3z66ado1qwZfv75Z+ufJZEL1qgE9xoCTXAkwgc/gcD21yDy1qfgFdMaQd0Gq26hikJK/vGdOD3vcRQlnVIhRZd4AvFzH0Nh/AGU6HW1/rsQEV0ON2M1Vg6sW7cufvrpJ3Tt2lUNRd6+fTuaN2+uQsobb7yBjRs3ojbIkOmgoCBkZWWZh0QTOZPivCy4a7TmmhSZR8XN3QMevoEVzrtyZuF4GHLS4ebli5A+dyP9z8UwFhdBU6cu6g2fBg+/oFr+LYiIqv/5Xa0Wlby8PEREnB91EBISorqCRNu2bbFz587qPCURlUPjF2RROKvxr1NhSBESQqLvfwUe/nVg1OUjbeXH50NKcCTq3vMSQwoROZxqBZUWLVrg8OHD6vsOHTrggw8+wNmzZzF//nzV2kJEtiOhJKTf/Rb7QvuPhCY43GbnRERU6zUqCQkJ6vtJkyapGpXY2FjMmTMHr732WrVPhoguj6pJSTiO1OUfWOxP/mn2+ZoVYwkvMRE5f41KecOUDx06pMJKWFgYagtrVIgsyTpAp+c9gZKCHGiCIhB+8xgk/zALhtwMeASEov5DMy/adURE5BQ1Kq+++qoKJya+vr648sor4efnp44RkW1IPUvUXS9AGxaDuvdNhk9MS0QPfRXa0HqIumsi3H38+dIQkfO3qHh4eKiuH1NBrUlaWpraV1vzqLBFhehCxhIDSgrzLFpODPnZKqTIvCpERLZWlc/vak34Zlp8sKw9e/aoUUBEZDvlDV9mdw8ROaoqBZU6deqogCI3mTeldFiRVpTc3FyMGjWqJs6TiIjI4jNHr9fzitgxT09PuLu7125QmT17tmpNGTFiBF555RXVbFP6hBo2bIju3btf9kkRERGVRz6DEhMTkZmZyQtk5ySkNGrUSOWDWgsqw4cPV1/lB/fs2RMazWWtaUhERFQlppAi9ZAykKO8MgSyvZKSEpw7d07Vs8qI4Mt5naqVNPr06YPjx4/jk08+UV/feecd9aaR+VRiYmLQunXrap8QERFRRd09ppASGhrKi2TnwsPDVVgpLi6GVqut9vNUq/No3bp1arr8v/76Cz/88IOqTRF79+5VE8ARERFZm6kmRVpSyP6ZunwudyRwtYLK888/j6lTp2LVqlUWfU/9+vXDli1bLuuEiIiILobdPa71OlUrqOzbtw+33npruc08MpcKERER2YcHHngAt9xyCxxVtWpUgoODVYGMFNWWtmvXLtSrV89a50ZERESXSepIrbBajs1Uq0Xl3nvvxXPPPaeqr6VpR6p7N23ahPHjx2PYsGHWP0siIiKqFplKRBoYXCqoTJs2TQ03ktYTKaRt1aoVevfujR49euDFF1+0/lkSERE5sO+++04NQvHx8VEjlq677jrk5eWZu2VkbjIZzSTTyf/f//0fioqKzI81Go1444030LhxY/X49u3bq+crbf/+/bjpppvU4wMCAtRnsozKLa/r51LPl5GRgfvuu0+Vc8jxZs2aqVG+DtX1I8OMvvjiC0yZMgXbt29XrSodO3ZE06ZNrX+GREREDkxKJe655x4VDqS+MycnBxs2bDB3x/zxxx/w9vbGmjVrcPLkSTz44IMICwtTjQJCGgBkhO28efNUaFi/fj3uv/9+FSRkupCzZ8/i6quvRt++ffHnn3+qsCK9HDIsuDyXer6XXnoJBw4cwPLly9V5HDt2DAUFBbAZYzV99NFHxtatWxs9PT3VTb5fsGCBsTZlZWXJq6y+EhGRcysoKDAeOHBAfXUkO3bsUJ9VJ0+evODY8OHDjSEhIca8vDzzvnnz5hn9/f2NBoPBmJuba/T29jZu3rzZ4nEjR4403nPPPer7CRMmGBs1amQsKioq9+fLz7j55pvV95V5vkGDBhkffPDBGn29qvL5Xa0WFUlbb7/9Np544gnzlPkyLHns2LEqDcrQZSIiIoLqWrn22mtV18+AAQPQv39/3H777Wr9PNPx0nPDyOeqlFWcPn0aycnJKCwsxPXXX29xKaVrSHoyxO7du1VXT2UmVZOWkks936OPPoohQ4Zg586d6lyl20hKO2ylWkFFmosWLFigmrJMBg8ejHbt2qnwwqBCRER0noeHh5p3bPPmzVi5ciXeffddvPDCC2rS1IsxDVYRv/766wWjar28vNRXqSOprMo834033ohTp06p+6xevVqFrNGjR2PmzJlwmKAis8x17tz5gv2dOnWqsE+MiIjIVUnokDXy5Pbyyy+jQYMG+PHHH9WxPXv2qBoQU+DYunUr/P39Ub9+fdXqIgEiPj5e1Y+URxoJPv30UzVz76VaVWTwy6WeT0i9ihThyk1aa5555hnHCipSdCOtKm+99ZbF/g8//FBVChMREdF50nIiBbPSjSIje2Q7JSUFLVu2VEvPSLfLyJEjVZGrtGTIUjSPP/64Wn04ICBATf0hpRXSGtKrVy9kZ2er1hkJM7JYsNxXWmnuvvtuTJgwQQ1HlrDTtWtXtGjRwuJlqMzzSZCShgdZt0+n02HZsmXqXG2l2ssfL1y4UDVhdevWTW3LRZH+NJlHZdy4ceb7lQ0zRERErkRG4cjImtmzZ6tQIK0ps2bNUl0sX3/9tepakdE3MnJHgoEEjsmTJ5sfP2XKFBVwpk+fjhMnTqg5Ua688kpMnDhRHZfhzjLaR1o9pJVEupo6dOigWm/Kc6nnk6VxJPBIzam08kiLypIlS2ArblJRW9UHyZo+lXpyNzd18WqKvOCSHLOystQbgYiInJcUgcbFxalZ0WU4rzOQrhVZEXrp0qVwpdcruwqf39VqUZGx3kRERER2OTOttUidixQBSZqSmwzJkglmiIiIiC6rRsUapKJ5xowZ5hltpWr55ptvVosbShEPERGRM1u0aJGtT8Hu2TSoDBo0yGJbpguWVhYpzGVQISIiIpsGlbJzs3z77bdqkSbTbLdERETk2mweVPbt26eCiVQHyxhumQBHJqQpjwzbklvpqmEiIiJyXjYtphUyGY2sUyDdPbK+gEw2I2sRlEfGfMtwJtMtJiam1s+XiIiI7HwelZp03XXXoUmTJvjggw8q1aIiYYXzqBAROT9nnEfFmRXach6VmiS5qXQYKU3WJzAtmkRERETOz6ZBRabrlSmEpVUkJydHTdG7du1a/P7777Y8LSIiIrITNq1RSUpKwtChQ1Wdiqx1IAs1SUi5/vrrbXlaREREViVr/ciUHNHR0Wp5mcpMmb9u3Tq1OKB0mzRu3Bjz5893yVfFpi0qsrAhERFRbcvJL0JWrg55BXr4+WgR5O+FAF/PGvt5MvVG+/bt8eCDD2LIkCGXvL/UdgwcOBAPP/wwFi9ejE2bNuGxxx5DeHh4pR7vTOyuRoWIiKgmpWQW4N1vdmHX4RTzvo4twvHEnR0RHuxTIz9TyhzkVlnSehIbG6tWXBYtW7bE9u3bMXPmTJcLKjYfnkxERFSbLSllQ4qQbdkvx+3Bli1b0L9/f4t9AwYMUGFFr9fDlTCoEBGRy5DunrIhxUT2y3F7kJiYiMjISIt9sl1cXIzU1FS4EgYVIiJyGVKTcjnHa5MU3ZZmmvas7H5nx6BCREQuQwpnL+d4bYmKilKtKqUlJydDo9EgNDQUroRBhYiIXIaM7pHC2fLIfjluD2QNvFWrVlnsW7lyJTp37gyt1j7CVG1hUCEiIpchQ5BldE/ZsCLbY+7sWGNDlHNzc9W6dnIzDT+W7+Pj49X2hAkTMGzYMPP9R40ahVOnTmHcuHE4ePAgPv74YzWlx/jx4+FqODyZiIhcigxBfub+zrU6j4qM1unXr595WwKIkIV4Fy1ahISEBHNoEbI+zm+//YaxY8di7ty5aqK4OXPmuNzQZLtclLAqqrKoEREROTYuSuiaixKy64eIiIjsFoMKERER2S0GFSIiIrJbDCpERERktxhUiIiIyG4xqBAREZHdYlAhIiIiu8WgQkRERHaLQYWIiIjsFoMKERER2S0GFSIioho2ffp0dOnSBQEBAYiIiMAtt9yCw4cPX/Jx69atQ6dOndQU9I0bN8b8+fNd7rViUCEiIpdjKMhFUepZFJ49gqK0s2q7JkngGD16NLZu3YpVq1ahuLgY/fv3R15eXoWPkXVyBg4ciN69e2PXrl2YOHEixowZg++//x6uhKsnExGRSynOTkXKsvdRELfHvM+ncQeE3/QoNIFhNfIzf//9d4vtTz75RLWs7NixA1dffXW5j5HWk9jYWMyePVttt2zZUq3CPHPmTJdaRZktKkRE5DKk5aRsSBEFJ3Yj5dd5Nd6yYiKrBouQkJAK77NlyxbV6lLagAEDVFjR6/VwFQwqRETkMgx5WReElNJhRY7XNKPRiHHjxqFXr15o06ZNhfdLTExEZGSkxT7Zlm6j1NRUuAp2/RARkcso0eVd4nh+jZ/D448/jr1792Ljxo2XvK+bm9sFIae8/c6MQYWIiFyGu5ffJY771ujPf+KJJ/Dzzz9j/fr1qF+//kXvGxUVpVpVSktOToZGo0FoaChcBbt+iIjIZXj4BanC2fLIfjleE6QlRFpSfvjhB/z5559o1KjRJR/TvXt3NUKotJUrV6Jz587QarVwFQwqRETkMjx8/NXonrJhxTTqR47XBBmavHjxYnz55ZdqLhVpKZFbQUGB+T4TJkzAsGHDzNujRo3CqVOnVD3LwYMH8fHHH2PhwoUYP348XAm7foiIyKXIEOSIW8aqwlmpSZHuHmlJqamQIubNm6e+9u3b94Jhyg888ID6PiEhAfHx8eZj0ury22+/YezYsZg7dy6io6MxZ84clxqaLBhUiIjI5UgoqclgUpapCPZiFi1adMG+Pn36YOfOnXBl7PohIiIiu8WgQkRERHaLQYWIiIjsFoMKERER2S0GFSIiIrJbDCpERERktxhUiIiIyG4xqBAREZHdYlAhIiIiu8WgQkRERHaLQYWIiKiGyVo/7dq1Q2BgoLrJysjLly+/6GPWrVuHTp06wdvbG40bN8b8+fNd8nViUCEiIpeTq8vD2exEHE2LU19luybVr18fM2bMwPbt29Xtmmuuwc0334z9+/eXe/+4uDgMHDgQvXv3xq5duzBx4kSMGTMG33//PVwNFyUkIiKXkpqfjvl/L8bepIPmfe0jW+L/ut6PMN+QGvmZgwYNstieNm2aamXZunUrWrdufcH9pfUkNjYWs2fPVtstW7ZUAWfmzJkut3oyW1SIiMhlSMtJ2ZAi9iQdxAd/L67xlhVhMBiwZMkS5OXlqS6g8mzZsgX9+/e32DdgwAAVVvR6PVwJW1SIiMhlZOlyLggppcOKHPf38quRn71v3z4VTAoLC+Hv748ff/wRrVq1Kve+iYmJiIyMtNgn28XFxUhNTUXdunXhKtiiQkRELiNfX3BZxy9HixYtsHv3btXd8+ijj2L48OE4cOBAhfd3c3Oz2DYajeXud3ZsUSEiIpfhq/W5rOOXw9PTE02bNlXfd+7cGdu2bcM777yDDz744IL7RkVFqVaV0pKTk6HRaBAaGgpXwhYVIiJyGUFeAapwtjyyX47XFmkh0el05R6TLqJVq1ZZ7Fu5cqUKOFqtFq7EpkFl+vTp6NKlCwICAhAREYFbbrkFhw8ftuUpERGRE5P6ExndUzasyPaorkNrrD5Fhhdv2LABJ0+eVLUqL7zwAtauXYv77rtPHZ8wYQKGDRtmvv+oUaNw6tQpjBs3DgcPHsTHH3+MhQsXYvz48XA1Nu36kclsRo8ercKKFAjJCydVztJn5+dXM28WIiJybTIE+cnuI1XhrNSkSHePtKTUVEgRSUlJGDp0KBISEhAUFKQmf/v9999x/fXXq+OyPz4+3nz/Ro0a4bfffsPYsWMxd+5cREdHY86cOS43NFm4GU3VOXYgJSVFtaxIgLn66qsvef/s7Gz1gmdlZamZ/oiIyHnJaBmZCE0+xGW2VnLc16sqn992VaMiJyxCQmpmwh0iIiJyLHYz6kcadqQvrlevXmjTpk2595Gio9KFR5LIiIiIyHnZTYvK448/jr179+Krr766aPGtNBWZbjExMbV6jkREROSCQeWJJ57Azz//jDVr1qiFmyoiVdHSPWS6nT59ulbPk2peTl6RxXZ2XvlD94iIyDW427q7R1pSfvjhB/z555+q4OZivLy8zEtkm27kPM4m52D217uQmnl+ZsjUzHzMXrIL51JzbX1qRETkijUqMjT5yy+/xE8//aTmUjHNwifdOj4+NTc7INmf7FwdJs7bjPTsQmTmFOL5YV0w9eO/cOJcNk4lZOOtp/ogyN/L1qdJRESu1KIiS1xLF07fvn3VAkum29dff23L0yIb8PL0wOjb28PdDTgSn4kRU1epkOLu7obH7+gAHy+7qfsmIqJaZNO//nY0hQvZmJenBu2bh2H07R3w7re7zfvH3t0RrRuHwlPrYdPzIyIiFy6mJRLZeXr8uumExcX4ZeMJZJcpsCUiItfBoEJ2ISO7EFMXbjV39wzo1sDcDTT907+RkVNo61MkIiIbYFAhu6DVuKPPlfVVSJn0UDeMHNwGLzx4lQor/TrFwFPDtyoROTYZMCLTcTRu3FiNYpW5wAYNGoQ//vgD9mbRokUIDg6+YEp8WVyxWbNm8PX1Rfv27S9Y4bkmsEKR7IK/ryf6X9UAPdpFIyTQW9WktG8Whg8nXgd/Hy38fDxtfYpERNUmqyb37NlTffi/8cYbalFCvV6PFStWqBGwhw4dqvJz6vV6aLXaSu+/XMnJyWrhRFnFuV69enjzzTdx6623qgUXa3IhYf4zlewqrESF+pkLZ6XANjLEjyGFiBzeY489Bjc3N/z999+4/fbb0bx5c7Ru3VotHbN161Z1HwkBN998M/z9/dU8YXfeeacKASaTJ09Ghw4d8PHHH5tbZWRQijzv/Pnz1WMlMEydOlXd/5dffkGnTp3UgoBy/1deeQXFxcXm58vMzMQjjzyCyMhIdR9ZvmbZsmVYu3YtHnzwQTUqV55bbvKzY2NjsXjxYrVocJMmTdRj8/LykJGRUaPXji0qRERENSg9PR2///47pk2bVm7Lg7SySOC45ZZb1PF169apQCHh5q677lLBweTYsWP45ptv8P3338PD47/RkJMmTVLLzLz99ttqv7TU3H///ZgzZw569+6N48ePq2Bhum9JSQluvPFG5OTkqPAhwePAgQPqsT169MDs2bPx8ssv4/Dhw+oxEp5Kk3X3ZLb466+//qIzylsDgwoREVENknAhQeSKK66o8D6rV69W693FxcWZ17H7/PPPVavLtm3b0KVLF7WvqKhI7Q8PD7d4/L333osRI0aYt4cOHYrnn38ew4cPV9vSojJlyhQ8++yzKqjIz5PWnYMHD6rWHdN9TGTiVWlJiYqKuuBcJUQNHjwYubm5WL58OWoagwpRFeiLDcgvLDbPkit/fHLyi+DrrYXGgz2pRFTxnGHywV8RCQwSUEovttuqVSvV2iLHTEGlQYMGF4QU0blzZ4vtHTt2qIAjrTgmBoNBFcTm5+dj9+7dqiXEFFKq4rfffsPGjRtx5syZWlnKhn9ZiaoQUg6dysDYt9fhTHKO+uNzOikHY2atxbHTmSg2lPBaEtEFZJSMhBQJHBUx1Zpcar9fBUWrZfdL147UpEggMd327duHo0ePqnqUy1mmRlp9JCzVqVMHtYFBhaiSCnQGvP7ZNqRkFmDC+5vw9/4k9TUtqxCvf74N+YV6XksiukBISAgGDBiAuXPnquLTsqSoVVpPpJj29OnT5v1SM5KVlYWWLVtW+apeeeWVqr6kadOmF9zc3d3VqCNpETly5Ei5j/f09FQtMOW55557VKFubWFQIaokGSY95f96wM9bg8wcHaZ+8peaNTfQzxOvPtIDgX5cNJGIyvf++++rD/6uXbuqQlhp2ZAWFil27d69O6677joVHu677z7s3LlT1Y8MGzYMffr0uaBbpzKkEPazzz5To3X279+vfpaso/fiiy+q4/K8MnpnyJAhai4UaSWRehMp+hUNGzZUNSgyx0tqaqrqLjKRYt6nnnqq1l5qBhWiyv7P4u6GBlGBeHRIe4v9T97dEfUjLCviiYhKa9SokQog/fr1w9NPP62GAsuIGQkCskCvdO8sXbpUdadIgJDgIsWtX1dzkV5pwZGhxhJCpL6lW7dueOutt1SNi4kEJjkmLSTSoiOFtqZWFBn5M2rUKDXqSLp5ZO4XEwkuMoqotrgZHXhlwOzsbFWZLE1jtVHQQxSfmI3n525ETv5/3TzBAV6Y/lhP1I8I4AUiqkFSCCr/8pcPfamzIMd9vary+c0WFRdRqCtGVq4OhpLzuVS+yrau6L/Jf6y9dk9u/n+LCaZlFSDTwdfryc7T4YV5m1VIke6e8fd1MncDvfzhFnU9iYjIuhhUXCSk7D6agkemr0bcuSw1OuXE2Uw8/Npq7DmaavWwci4lF0+9vQ6r/o5XYSU1swBTP/4Lnyzb79BhxdtTg3H3XmluQendoR6mj+6FYH8vtd/Ph6P9iYisjX9ZXYBOb8CHS/ep+T8mvr8JQwe2xGe/HkBh0fn9s568Wk1Xbw15BXr8ujkO6dmF+PiX/arYdPeRZBw7k4UTZ7Mw+OomCA5wzCZbmdq/deNQzH2mn7lwtmHdQMx99hr4entAU2qWSCIisg62qLgAmZxs2qgeCAv2RoGuGB/+uE+FlPBgHzWKxTR5mTX4+WhxxzXN0ffK81Mqf/fnURVSZBXkF0dc5fB1HBJWSo/ukQI46QZiSCEiqhkMKi4iIsQPIwe3sdj30M1tEBHia/WfJV0j8twySsakY/NwtGwUAq9/FxwkIiKqDAYVFyCFs1KT8s6SXRb73/5qp6pZMRXYWovUpExesAUlpZ53x+EUrNx6yqLAloiI6FIYVFxAXkERXl34l7m7543He6luINl+9aOt6nhFktPzkJCaZxFCElJz1fTM5f6sQj2+WnnY3N3z/LDO6PNvN9Anyw4gMf2/SYOsRWaGTc7473kzc3VISs83r69hTXKtZGZamU5fFOkN6ppwVloioprBoOIC/Hw88fLIqxATGYBpj/ZEy0aheO1RmffDH5Me6qaOVxRS3vpyp2odkZE8MsT4yxWHMG72esSdyy43rPh6aTCkX1M0iwnG0/d1QpvGYRh64xXo0bYu7hnQAsH+5f+sywkpMxdvx8sfbEFyer4aIvzF8oMY+/ZaxCedX4/HmiHlzx1n8Mhrq3H4VAZ0RQb8cyIND01bhc17ExhWiIhqAEf9uAAPdzc0rheMGY/1ROC/hbN1w/wxY3Qv+Pt6quPlycwtwpHTmdAXl2DyR1vRqG4gNu9LUMf+2p+I0CDvC0bwyMiiTXvP4Z7+LbDyr3j8fSARR+IzcFvfZkhKy1NzkIQFW+93y8gpVAsFypDrlz7YjMb1grBxzzl1bPvBJNWCJCsbW4Nch982xf37s7bgpp4N8cvGONXFtWzjcXRuGQlfxxzQRERkt9ii4iIkjJhCiomM9qkopIgGUf6Y/HA3aDXuqvvHFFJu7dsEA7o1KHeYsYz6kWP749Kw9Z8ErNt5Fgmp+ViwdB+6tqmrWnWsqWHdAEwd1R0aD3ecS80zhxQJSv27NrBaSBHy+77ySHfVEiVh5af1J1RIaRwdiBdHdFNFxEREZF0MKlQhL08tYiIC0Dz2v6W8NR5uGNy7CUKDKl4iXIbvDurV2GLUT8uGIeoDXgKFNcmw4NjIQDSP/a+ZRn7GDd0aIMDPut1MQiZ3u61vU4t9d1zXHEFW7tIiIuddnNA0pXynTp2wYcOGi95/3bp16n5yf1n7Z/78+XA1DCpUISkS/Xz5Qew/kWbeV2wwYuK8TapmpSLSxSPr4ZQe9bPnWCq+WnFYTUNvTVI4+9lvB3AgLr3UOZZg4rzNqmbFmqRwVmpS3vtuj8X+WV/sVDUrpgJbIrJ/stbMyZMn8c8//6ivsl3TZIFBWXX4hRdewK5du9C7d2/ceOONiI+PL/f+sk7OwIED1f3k/hMnTsSYMWPUYoKuhEGFKiSjW2QafCGtCFP+r7u5G+jnDSfKDR0yM+33a48hMS0fnhp3vP54L9zW73wLxLJNJ5CSUVDhz5PnO5mQrab8FzI5nWznXGRIc2JaHn7fekp9f/f1zVWRsLSonE3JxS8bT1i1wLWwqFgN6TZ193ww4VpzN9BbX+1U9TlEZP+SkpLUh/7tt9+OBx54QH2Vbdlfk2T14pEjR+Khhx5Cy5YtMXv2bMTExKjVk8sjrSexsbHqfnJ/edyIESMwc+ZMuBIGFapQSKAX/u/WthjUuzFu6N5QTRf/3LDO6NamLv7Xq1G59R8yodvg3o3RtXUUnh/eBfXC/VXNysCeDfHobe0uqJMpHVJ+XHscY2atwY5DSWqY81//JOCJmWuwbOOJCsNKSIA3Hr6lDW6+ujGu7RyLmEh/NSS6e9u6uKFbQ6tOMCddWjLDb/tmYXhxZDdEh/mrmpW2TcIw5ZHuVp3hl4hqhrScTJkyBVu3brXYL9uyv6ZaVoqKirBjxw7079/fYr9sb968udzHbNmy5YL7DxgwANu3b4deb71/hNk7jvqhChXqDIhPzEZQgDeefW8DosP8VN1Jn471cSAuDSGB3hfUnOiKDdh3PBVXtY5S0+fLFPNnknPwv56N1dwqrRuHlfuzDAYjDp5Mg4wmfv3z7SoMbfm3eHf/iXQVOsqTr9PjTFIOAvy81DlGhflB6+GOXu2j1fPVCfSCrxXrYmKjAvHs0M7mafQj6vji+eH/bRORfUtPT78gpJjIfjkeGBho9Z+bmpoKg8GAyMhIi/2ynZiYWO5jZH9kOfcvLi5Wz1e3bl24AraoUIVkhM6NPRrhl/XHkZmjU3Ug/xw/HyZ6tqtXbouKn7cWV3eop+o55P5S35KVW4Sl64+rlhlp8ShPnUBvPHN/Z7RuHKKe3xRS2jcLVysTy/HySCHtDd0bqVaXjBwdDsalY++xVBWoerSNtuqoH5OyoYQhhchx5ObmXtbxyyX/eCtN5noqu+9S9xcXe4yzYVChit8c7m4qINSL8LcY9dOhebgahlwRmUCuY4sIi1E/sZH+qBPgddH/uSRU9Gxfz2Jf7w7RahK5i52jtOxIF9N/5+iOdk3D4XuRcyQi1+Tv739Zx6srLCwMHh4eF7SeJCcnX9BqYhIVFVXu/TUaDUJDQ+EqGFTKKDuTaWVnNq3u4+xZRnYh3v1mN47EZ6ptyRgy6ke6WM4m51T4uNNJOXjuvQ2q6NSUSw6ezMD73+9RE7SVRwpnpSZFVnY2/Swx97s9qmbFVGBb3jnO+WYXjp4ufY4l6udLQW1NcMbXmshVhISEoFu3buUek/1yvCZ4enqqYcarVq2y2C/bPXr0KPcx3bt3v+D+K1euROfOnaHVus4/xBhUStH9210hU8UL+aCVqeJLr3VTHukW2XUkxbzgnnyVbRk668hkevodB89XwT82pD3efbof/Lw16vf9c/sZVfBa3qifP7bFq+4eaXV5b3w/VZAr/vonERnZugqv/eLfD5m7ez6bdIO5G+jz5YfU8YpGJu04lKy+f/yO9pgzri98vTWqG2jtzjNWn9ZefvfdR1PM6yNJke+uwylq6n4isn9Sf/LSSy9dEFZkW/bXRH2Kybhx4/DRRx/h448/xsGDBzF27Fg1NHnUqFHq+IQJEzBs2DDz/WX/qVOn1OPk/vK4hQsXYvz48XApRgeWlZUl/5RVXy9XYVGx8e/9CcbB438yPv3OOmNaZoHx2JkM4x0TlhkffHWF8VxKbrmPy8guNM7+aofxf+OWGn9Yc9SYnacz/rj2qNp++8sd6rij0hUVG3ceSjIu3xxnzM0vMhoMJcYTZzONn/zyjzEzp+LfS4599NM+Y9y5LGNJSYkxN19nXLbxhHH3kWSjTl9c4eMSUnONb3+105iWVaC2UzPz1TVMTMu76DnuOJhkXLE1zpj37zkeP5NpXLRs/0XPsTrktXxz8Xb12v6y4bh6rb/947Dafu+bXcYMK/88IrJUUFBgPHDggPp6ueRzIy4uzrhv3z711RqfI5Uxd+5cY4MGDYyenp7GK6+80rhu3TrzseHDhxv79Oljcf+1a9caO3bsqO7fsGFD47x584zO8HpV5fPbTf4DByXDyIKCgpCVlXXZKVi6FuRfytMX/Q2Zp0zmx5AWBemSkBqI6Y/1RHSpOggT6cr46Kd/sH7XWbUti/GZuiGkvuLhW9qiTjlTzTsKKYrVG0pUkayplUlaKWSNoIuRViVpUTHVpEhLi1brDk/NxYcL5xbo4V+qtqTsdoXnWFxirpup7DlWlbzW83/YqxYgLPtaX9O5Ph78X+tylxUgIusoLCxUk6CZZnYlx329qvL5za6ff3l7adChWTgmPNBVbZ9JzlUhRQpAKwopQkLIQze3USNdhOmDS4bHPuLgIUV4aj3MIcVUvFqZACD3KV04KyHiUiFFPa5MKLlUSDGfo0/Vz7Gq5LUcdVs7NUdL6de6XyeGFCKimsKgUuYDT+bFKL1QX6C/J7w8L/4BK/N2NKhrudieTI6m0fDyOhsZURQbeeFrra1ECCMioqrjJ+m/VOFsQpZao8ZQYoS3p4caQXIqIQfTP91mLrAtr4tj9bZ4VfApfP4dSiuFoav+ijcX2JLjk8LZFVtO4uvVRyxe60+WHcCaHafNBbZERGQ9DCqlalT2HUs116TMebofJj7QFdK4IuvNZOeV/yEk9Rum+pSrO0Rj4YvX4+qO57uB1u86o46TcyguLsGG3WfNNSnyWvdod74bSEYYFen5WhMRWRuLacv8i3ndrjO4snmEqkmR8LLnaIqa9KxJvSB4VDAVu6wyvHLrSQzs2UgVU0rR5fLNJ9H/qgYIC/ax+otGtpOama8Waryxe8P/XutNcRjQvSFCg/haE9UkFtO6ZjEtg0rZC6srVoW1JrqiYlWXUFFIMT+uqBjenpaP8yq1Tc6j7GvL15qodjCouGZQ4SdpGaVDiqhs2CgdUqryOHI8ZV9bvtZERDWHNSpERERktxhUiIiIyG4xqBAREZHdYlAhIiKqYevXr8egQYMQHR2tZu1eunTpJR+zbt06teKyFKI2btwY8+fPd8nXiUGFiIhcTnp6+kW3rS0vLw/t27fHe++9V6n7y2iZgQMHonfv3ti1axcmTpyIMWPG4Pvvv4erYVAhIiKXcvr0aYwfP159NW0//fTT5u2acOONN2Lq1Km47bbbKnV/aT2JjY3F7Nmz0bJlSzz00EMYMWIEZs6cCVfDoEJERC5DWk5efvll7N27F6NGjcL27dvV13379mHSpEk13rJSWVu2bEH//v0t9g0YMECdr16vhytxd7Q+O2dSpDcgt9T6MLLekMyOS0RENSMkJASvvvoqIiMjkZSUpEKKfJXtV155RR23B4mJieqcSpPt4uJipKamwpXYNKhUtc/O2ULKvuOpao2Y3AK9CimyptCSlYeRlauz9ekRETmtmJgYFUpKk23Zb0/kH/ClGY3Gcvc7O5tOnyp9dnJzRfFJOXh14V8qoMh7r23jUEx4fyPyC4uh1bjjjmubw89Ha+vTJCJyOlKLIt08pcm21IXYS1iJiopSrSqlJScnQ6PRIDQ0FK6ENSo2Ehrkje5totT3H/64D0/MWqtCSp0AL1zftQFDChFRDdaomLp7JJyYuoHsqUale/fuWLVqlcW+lStXonPnztBqXesfsQ4VVHQ6nVrIqPTNUdUJ8MajQ9rjioZ1zPs83N3wxhO9US/C36bnRkTk7DUq7dq1UyFFPvjla9u2bWu0RiU3Nxe7d+9WN9PwY/k+Pj5ebU+YMAHDhg0z319qZ06dOoVx48bh4MGD+Pjjj7Fw4UI1WsnVOFRQmT59ulpt0XSzlya66pAun7SsQsQn5pj3GUqM2HYgSdWsEBFRzZDPDhnma/oMka+zZs2q0c8UGa3TsWNHdRMSQOR7ad0RCQkJ5tAiZMXh3377DWvXrkWHDh0wZcoUzJkzB0OGDIGrcTOaqnNsTIqDfvzxR9xyyy0XbVGRm4m0qMgbqzLLRNubUwnZePa9DebunvoR/th3PE0de/S2dujTqT78vF2reY+I6GIKCwtVS4R8iMtsreS4r5d8fkuDQ2U+v21aTFtVXl5e6uYMfH20iArxRUaODtNH94K/jxbzvt+D7QeT0aR+ELy1HrY+RSIiIpuzaVCRPrtjx46Zt019dtJHKDPyObPwYB+8OLIb9MUGRIedr0n5v9va4b58PaLD/ODh4VC9ckRERM4XVKTPrl+/fuZt6bMTw4cPx6JFi+DsJKyULbCVGxEREdlBUOnbt695AhsiIiKisti/QERERHaLQYWIiBwKW+Jd63ViUCEiIodgmpE1Pz/f1qdClVBUdH6RXQ+PyxvF6lDDk4mIyHXJB15wcLBa80b4+vq63AJ9jqKkpAQpKSnqNZL1iS4HgwoRETkMWaxPmMIK2S93d3c11cjlhkkGFSIichjyoVe3bl1ERERAr+dyI/bM09NThZXLxaBCREQO2Q10ubUP5BhYTEtERER2i0GFiIiI7BaDChEREdktjTNMJiPLRRMREZFjMH1uV2ZSOIcOKjk5OeprTEyMrU+FiIiIqvE5HhQUdNH7uBkdeC5imVDm3LlzCAgIsJtJfyQlSnA6ffo0AgMD4ep4PXg9+P7g/zP8G8K/qWVJ9JCQEh0dfckhzA7doiK/XP369WGPJKQwqPB68P3B/1/4N4R/U/kZU75LtaSYsJiWiIiI7BaDChEREdktBhUr8/LywqRJk9RX4vXg+4P/v/BvCP+m8jPm8jh0MS0RERE5N7aoEBERkd1iUCEiIiK7xaBCREREdotBpZqmT5+uJpl76qmnKrzP2rVr1X3K3g4dOgRnMHny5At+t6ioqIs+Zt26dejUqRO8vb3RuHFjzJ8/H86iqtfD2d8f4uzZs7j//vsRGhoKX19fdOjQATt27HDZ90h1rokzv08aNmxY7u82evRol3x/VPV6rHXi94bTTPhmK9u2bcOHH36Idu3aVer+hw8ftpj8LTw8HM6idevWWL16tXnbw8OjwvvGxcVh4MCBePjhh7F48WJs2rQJjz32mLoeQ4YMgatdD2d/f2RkZKBnz57o168fli9fjoiICBw/fhzBwcEu+x6pzjVx5veJ/C01GAzm7X/++QfXX3897rjjDpd8f1T1ejjze6M0BpUqys3NxX333YcFCxZg6tSplXqM/DGqzB8iR6TRaC7ZimIi//KJjY3F7Nmz1XbLli2xfft2zJw50yn+yFT1ejj7++P1119Xy0l88sknFv9idOX3SHWuiTO/T8p+oM6YMQNNmjRBnz59XPL9UdXr4czvjdLY9VNF0gR300034brrrqv0Yzp27Ii6devi2muvxZo1a+BMjh49qtZqaNSoEe6++26cOHGiwvtu2bIF/fv3t9g3YMAA9YdGr9fD1a6Hs78/fv75Z3Tu3Fn9a1D+kMrvKQH/Ypz9PVKda+Ls7xOToqIi1UoyYsSICtduc/b3R1Wvh6u8NxhUqmDJkiXYuXOnqk+pDHnjSBfR999/jx9++AEtWrRQb6T169fDGVx11VX47LPPsGLFCvXHNjExET169EBaWlq595fjkZGRFvtku7i4GKmpqXC16+Hs7w8JafPmzUOzZs3UNRk1ahTGjBmjrlFFnP09Up1r4uzvE5OlS5ciMzMTDzzwgMu+P6p6Peq6yHtDVjCkSoiPjzdGREQYd+/ebd7Xp08f45NPPlml6/e///3POGjQIKe85rm5ucbIyEjjrFmzyj3erFkz42uvvWaxb+PGjTLhoDEhIcHoatfD2d8fWq3W2L17d4t9TzzxhLFbt24VPsbZ3yPVuSbO/j4x6d+/v/q9LsbZ3x9VvR6u8t5gi0olSVV+cnKyqjaXOgS5SfX5nDlz1PelC6Auplu3bqp7wBn5+fmhbdu2Ff5+Ursh/yIqTa6pXD8ZAeFq18PZ3x/yr71WrVpZ7JOagvj4+Aof4+zvkepcE2d/n4hTp06pIvSHHnroovdz9vdHVa+HK7w3BINKJUlz2r59+7B7927zTfqapbBWvq/M6A6xa9cu9cfKGel0Ohw8eLDC36979+5YtWqVxb6VK1eq66jVauFq18PZ3x8yukVGI5R25MgRNGjQoMLHOPt7pDrXxNnfJ0KKi6VmR+r/LsbZ3x9VvR6u8N5QbN2k48jKdv08//zzxqFDh5q33377beOPP/5oPHLkiPGff/5Rx+WSf//990Zn8PTTTxvXrl1rPHHihHHr1q2qyTEgIMB48uTJcq+H3M/X19c4duxY44EDB4wLFy5UTeHfffed0RWvh7O/P/7++2+jRqMxTps2zXj06FHjF198oV7/xYsXm+/jau+R6lwTZ3+fGAwGY2xsrPG555674JirvT+qej3edvL3hgmDihWDyvDhw9U+k9dff93YpEkTo7e3t7FOnTrGXr16GX/99Vejs7jrrruMdevWVX8ooqOjjbfddptx//79FV4PIR/kHTt2NHp6ehobNmxonDdvntFVr4ezvz/EL7/8YmzTpo3Ry8vLeMUVVxg//PBDi+Ou9h6pzjVx9vfJihUr1Ifr4cOHLzjmiu+PqlyP1538vWHC1ZOJiIjIbrFGhYiIiOwWgwoRERHZLQYVIiIislsMKkRERGS3GFSIiIjIbjGoEBERkd1iUCEiIiK7xaBCREREdotBhYhqnSxdf8stt1Tqvn379sVTTz0Fe7B27Vq4ubkhMzPT1qdC5DIYVIiI7DwgEbkyBhUiIiKyWwwqRC7ou+++Q9u2beHj44PQ0FBcd911yMvLMy8x37JlS3h7e+OKK67A+++/b37cyZMnVdfHkiVL0KNHD3Wf1q1bqy4RE4PBgJEjR6JRo0bq+Vu0aIF33nnHaudeVFSEZ599FvXq1YOfnx+uuuoqi5+/aNEiBAcHY8WKFer38Pf3xw033ICEhATzfYqLizFmzBh1P/n9n3vuOQwfPtzcHSVdU+vWrVPnLb+v3OR3N9mxYwc6d+4MX19fdR0OHz5std+PiCwxqBC5GPnAvueeezBixAgcPHhQfcjfdtttspI6FixYgBdeeAHTpk1Tx1577TW89NJL+PTTTy2e45lnnsHTTz+NXbt2qQ/qwYMHIy0tTR0rKSlB/fr18c033+DAgQN4+eWXMXHiRLVtDQ8++CA2bdqkwtLevXtxxx13qCBy9OhR833y8/Mxc+ZMfP7551i/fj3i4+Mxfvx48/HXX38dX3zxhQpl8lzZ2dlYunSp+bgElO7du+Phhx9W10tuMTEx5uNyjWbNmoXt27dDo9Goa0lENcTWyzcTUe3asWOHWkb+5MmTFxyLiYkxfvnllxb7pkyZYuzevbv6Pi4uTj12xowZ5uN6vd5Yv359teR8RR577DHjkCFDLJarv/nmmyt1vrKs/ZNPPqm+P3bsmNHNzc149uxZi/tce+21xgkTJqjvP/nkE3WOcl+TuXPnGiMjI83b8v2bb75p3i4uLjbGxsZanFPpn2uyZs0a9dyrV6827/v111/VvoKCgkr9PkRUNZqaCkBEZJ/at2+Pa6+9VnX9DBgwAP3798ftt9+uukNOnz6tum2kJcFE9gcFBVk8h7Q2mEiLgnSDSAuMyfz58/HRRx/h1KlTKCgoUN01HTp0uOxz37lzp2r5ad68ucV+nU6nunBMpEumSZMm5u26desiOTlZfZ+VlYWkpCR07drVfNzDwwOdOnVSrUGV0a5dO4vnFvL8sbGxl/HbEVF5GFSIXIx8KK9atQqbN2/GypUr8e6776qujF9++UUdl+4fqfso+5hLkToOIV08Y8eOVV0jEmgCAgLw5ptv4q+//rrsc5cgIeciNSJlz0lqUUy0Wu0F5yYBp7zzNSl7/GJKP7/peSobcoioahhUiFyQfLj27NlT3aSGpEGDBqpWQwpUT5w4gfvuu++ij9+6dSuuvvpqc4uLBIfHH39cbW/YsEHVrTz22GPm+x8/ftwq592xY0dVrCutF717967Wc0jrUGRkJP7++2/zc8hzSr1N6VYfT09PtZ+IbItBhcjFSMvGH3/8obp8IiIi1HZKSooaITN58mQ1GiYwMBA33nij6lKRgtGMjAyMGzfO/Bxz585Fs2bN1GPefvttddxUUNq0aVN89tlnatSNjPyRgtZt27ap7y+XdPlIiBo2bJhqsZHgkpqaij///FN1ZQ0cOLBSz/PEE09g+vTp6lxlZJO0KsnvULqVpWHDhurayGgfaa0JCQm57PMnoqpjUCFyMRJCZCTM7Nmz1WgXaU2RD30JJqb6DumqkSHAMvxXAkDZic9mzJihRs5IK4TUgvz0008ICwtTx0aNGoXdu3fjrrvuUh/8MsJIWleWL19ulfOXkTpTp05Vo47Onj2ralOki6myIUXIcOTExEQVeKQL6ZFHHlH1OqW7k2SUkAxZbtWqlaqziYuLs8r5E1HVuElFbRUfQ0QuSloXpGWkbDeJo5P6EmkduvPOOzFlyhRbnw4RlcIWFSJyOTIaSQqJ+/Tpo7q33nvvPdVicu+999r61IioDE74RkQ2IxOxSf1HRTc5XhPc3d3VDLZdunRRBcX79u3D6tWrVasKEdkXdv0Qkc3IiKHSU9OXJQWtMk8LEbkuBhUiIiKyW+z6ISIiIrvFoEJERER2i0GFiIiI7BaDChEREdktBhUiIiKyWwwqREREZLcYVIiIiMhuMagQERER7NX/A5v7ke5Q+JRqAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "palette = {\n",
    "    1.0: \"#4C72B0\",  # setosa    → blue\n",
    "    2.0: \"#DD8452\",  # versicolor → orange\n",
    "    3.0: \"#55A868\",  # virginica  → green\n",
    "}\n",
    "\n",
    "sns.scatterplot(results, x=\"sepal_length\", y=\"petal_length\", hue=\"species\", palette=palette, style=\"Correct?\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "449e80e1-93dd-4437-8feb-70f2795202b1",
   "metadata": {
    "id": "54770bb6"
   },
   "source": [
    "## Distance Metrics\n",
    "\n",
    "We used a **k nearest neighbors** classifier, which assigns the label of the $k$ nearest datapoints in the training set.\n",
    "\n",
    "An important question here is: **what do we mean by *nearest*?**\n",
    "\n",
    "This is a fundamental primitive that many if not all ML methods rely on: The abbility to  ability to **compare datapoints** to determine similar or different are they?\n",
    "\n",
    "#### $L^p$ Distances\n",
    "A common family of distance metrics is the $L^p$ distance:\n",
    "\n",
    "$$d_p(a, b) = \\sqrt[p]{\\sum_{i=1}^d |a_i - b_i|^p}$$\n",
    "\n",
    "When $p = 2$, this is the Euclidean distance we're all used to, based on the Pythagorean theorem; in 2D, it reduces to: $$\\sqrt{(b_x - a_x)^2 + (b_y - a_y^2)}$$\n",
    "\n",
    "Different values of $p$ give different behavior: \n",
    "* For smaller $p$, we care less about how different the per-dimension differences are from each other.\n",
    "* For larger $p$, we care more about how different the per-dimension differences are from each other."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1ebd471-0440-422e-a8e3-0c4c1f0e2fcb",
   "metadata": {},
   "source": [
    "**Exercise 1**: Write a function to compute $L^p$ distance between two vectors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2319ee63-6672-45a5-8aa6-966468fe4e4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def L(p, a, b):\n",
    "    \"\"\" Compute the L^p distance between vectors a and b\n",
    "    Precondition: p > 0 and a, b are d-dimensional 1d arrays \"\"\"\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "376e4701-a347-49c3-a5fa-d8e96fa5473e",
   "metadata": {},
   "source": [
    "The following visualizes the $L^p$ distance from the origin of points in a square with side length 2 centered at the origin. To help with visualization, the colormap is set up so that:\n",
    "* Points a distance of **1** from the origin (i.e., on the unit circle) appear **white**.\n",
    "* Points a distance less than 1 (i.e., inside the unit circle) appear blue, and\n",
    "* Points a distance greater than 1 (i.e., outside the unit circle) appear red"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6eda2093-962f-4732-bc67-2c18aa82d068",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_lp_distance(p):\n",
    "    \"\"\" Visualize the L^p distance from the origin. \"\"\"\n",
    "    N = 401\n",
    "    x = np.linspace(-1, 1, N)\n",
    "    y = np.linspace(-1, 1, N)\n",
    "    X, Y = np.meshgrid(x, y)\n",
    "    Z = (np.abs(X)**p + np.abs(Y)**p) ** (1.0 / p)\n",
    "    plt.imshow(Z-1, extent=[-1,1,-1,1], origin='lower', cmap='seismic', vmin=-1, vmax=1)\n",
    "    plt.colorbar()\n",
    "\n",
    "plot_lp_distance(0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08bfa257-fb6b-4063-8990-13df844a09ce",
   "metadata": {},
   "source": [
    "**Exercise 2**: Run the above cell using the following values of $p$. For each one, describe the shape of the \"unit circle\".\n",
    "* $p = 2$\n",
    "* $p = 1$\n",
    "* $p = 4$\n",
    "* What is the shape of the unit circle in the limit as $p \\rightarrow \\infty$? How could you intuitively interpret this distance in terms of the values of $x$ and $y$?\n",
    "* $p = 0.5$\n",
    "* What is the shape of the unit circle in the limit as $p \\rightarrow 0$? How could you intuitively interpret this distance in terms of the values of $x$ and $y$?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28866071-1049-4353-9a31-f39d7b52e9e1",
   "metadata": {
    "id": "54770bb6"
   },
   "source": [
    "## More Distance Metrics\n",
    "\n",
    "#### Hamming Distance\n",
    "\n",
    "For vectors of categorical values, Hamming distance is the number of dimensions in which two vectors differ: \n",
    "$$d(a, b) = \\sum_i \\mathbb{1}(a_i \\ne b_i)$$\n",
    "where $\\mathbb{1}(\\cdot)$ is an indicator function that has value 1 if its argument is true and 0 otherwise.\n",
    "\n",
    "#### Cosine Similarity\n",
    "\n",
    "A similarity (not distance) metric that considers only vector direction, not magnitude:\n",
    "\n",
    "$$ sim(a, b) = \\cos \\theta = \\frac{a^Tb}{\\sqrt{(a^Ta)(b^Tb)}}$$\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a94d0635-c358-4aa5-933f-e659fdc08173",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [
    "443e2b22",
    "22838c5d",
    "fa59edc0"
   ],
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
