{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set_palette('husl')\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn import metrics\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "path_to_data = 'http://www.millerjw.com/dom/mgmt462/pfiles/'\n",
    "\n",
    "data = pd.read_csv(path_to_data + 'iris.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Preview of Data\n",
    "\n",
    "    There are 150 observations with 4 features each (sepal length, sepal width, petal length, petal width).\n",
    "    There are no null values, so we don't have to worry about that.\n",
    "    There are 50 observations of each species (setosa, versicolor, virginica).\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Id</th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm      Species\n",
       "0   1            5.1           3.5            1.4           0.2  Iris-setosa\n",
       "1   2            4.9           3.0            1.4           0.2  Iris-setosa\n",
       "2   3            4.7           3.2            1.3           0.2  Iris-setosa\n",
       "3   4            4.6           3.1            1.5           0.2  Iris-setosa\n",
       "4   5            5.0           3.6            1.4           0.2  Iris-setosa"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150 entries, 0 to 149\n",
      "Data columns (total 6 columns):\n",
      "Id               150 non-null int64\n",
      "SepalLengthCm    150 non-null float64\n",
      "SepalWidthCm     150 non-null float64\n",
      "PetalLengthCm    150 non-null float64\n",
      "PetalWidthCm     150 non-null float64\n",
      "Species          150 non-null object\n",
      "dtypes: float64(4), int64(1), object(1)\n",
      "memory usage: 7.1+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>Id</th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>75.500000</td>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.054000</td>\n",
       "      <td>3.758667</td>\n",
       "      <td>1.198667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>43.445368</td>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.433594</td>\n",
       "      <td>1.764420</td>\n",
       "      <td>0.763161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>38.250000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>75.500000</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>112.750000</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
       "count  150.000000     150.000000    150.000000     150.000000    150.000000\n",
       "mean    75.500000       5.843333      3.054000       3.758667      1.198667\n",
       "std     43.445368       0.828066      0.433594       1.764420      0.763161\n",
       "min      1.000000       4.300000      2.000000       1.000000      0.100000\n",
       "25%     38.250000       5.100000      2.800000       1.600000      0.300000\n",
       "50%     75.500000       5.800000      3.000000       4.350000      1.300000\n",
       "75%    112.750000       6.400000      3.300000       5.100000      1.800000\n",
       "max    150.000000       7.900000      4.400000       6.900000      2.500000"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wondering what the Sepal is on a flower.  Look here: https://www.britannica.com/science/sepal\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Iris-setosa        50\n",
       "Iris-versicolor    50\n",
       "Iris-virginica     50\n",
       "Name: Species, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Species'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Data Visualization\n",
    "\n",
    "    After graphing the features in a pair plot, it is clear that the relationship between pairs of features of a iris-setosa (in pink) is distinctly different from those of the other two species.\n",
    "    There is some overlap in the pairwise relationships of the other two species, iris-versicolor (brown) and iris-virginica (green).\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 823.5x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp = data.drop(['Id'], axis=1)\n",
    "g = sns.pairplot(tmp, hue='Species', markers='+')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "g = sns.violinplot(y='Species', x='SepalLengthCm', data=data, inner='quartile')\n",
    "plt.show()\n",
    "g = sns.violinplot(y='Species', x='SepalWidthCm', data=data, inner='quartile')\n",
    "plt.show()\n",
    "g = sns.violinplot(y='Species', x='PetalLengthCm', data=data, inner='quartile')\n",
    "plt.show()\n",
    "g = sns.violinplot(y='Species', x='PetalWidthCm', data=data, inner='quartile')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 4)\n",
      "(150,)\n"
     ]
    }
   ],
   "source": [
    "#Model with scikit learn\n",
    "X = data.drop(['Id', 'Species'], axis=1)\n",
    "y = data['Species']\n",
    "# print(X.head())\n",
    "print(X.shape)\n",
    "# print(y.head())\n",
    "print(y.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Train and test on the same dataset\n",
    "\n",
    "    This method is not suggested since the end goal is to predict iris species using a dataset the model has not seen before.\n",
    "    There is also a risk of overfitting the training data.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# experimenting with different n values\n",
    "k_range = list(range(1,26))\n",
    "scores = []\n",
    "for k in k_range:\n",
    "    knn = KNeighborsClassifier(n_neighbors=k)\n",
    "    knn.fit(X, y)\n",
    "    y_pred = knn.predict(X)\n",
    "    scores.append(metrics.accuracy_score(y, y_pred))\n",
    "    \n",
    "plt.plot(k_range, scores)\n",
    "plt.xlabel('Value of k for KNN')\n",
    "plt.ylabel('Accuracy Score')\n",
    "plt.title('Accuracy Scores for Values of k of k-Nearest-Neighbors')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9733333333333334\n"
     ]
    }
   ],
   "source": [
    "logreg = LogisticRegression(solver='lbfgs', multi_class='auto')\n",
    "logreg.fit(X, y)\n",
    "y_pred = logreg.predict(X)\n",
    "print(metrics.accuracy_score(y, y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Split the dataset into a training set and a testing set\n",
    "Advantages\n",
    "\n",
    "    By splitting the dataset pseudo-randomly into a two separate sets, we can train using one set and test using another.\n",
    "    This ensures that we won't use the same observations in both sets.\n",
    "    More flexible and faster than creating a model using all of the dataset for training.\n",
    "\n",
    "Disadvantages\n",
    "\n",
    "    The accuracy scores for the testing set can vary depending on what observations are in the set.\n",
    "    This disadvantage can be countered using k-fold cross-validation.\n",
    "\n",
    "Notes\n",
    "\n",
    "    The accuracy score of the models depends on the observations in the testing set, which is determined by the seed of the pseudo-random number generator (random_state parameter).\n",
    "    As a model's complexity increases, the training accuracy (accuracy you get when you train and test the model on the same data) increases.\n",
    "    If a model is too complex or not complex enough, the testing accuracy is lower.\n",
    "    For KNN models, the value of k determines the level of complexity. A lower value of k means that the model is more complex.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(90, 4)\n",
      "(90,)\n",
      "(60, 4)\n",
      "(60,)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=5)\n",
    "print(X_train.shape)\n",
    "print(y_train.shape)\n",
    "print(X_test.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# experimenting with different n values\n",
    "k_range = list(range(1,26))\n",
    "scores = []\n",
    "for k in k_range:\n",
    "    knn = KNeighborsClassifier(n_neighbors=k)\n",
    "    knn.fit(X_train, y_train)\n",
    "    y_pred = knn.predict(X_test)\n",
    "    scores.append(metrics.accuracy_score(y_test, y_pred))\n",
    "    \n",
    "plt.plot(k_range, scores)\n",
    "plt.xlabel('Value of k for KNN')\n",
    "plt.ylabel('Accuracy Score')\n",
    "plt.title('Accuracy Scores for Values of k of k-Nearest-Neighbors')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Choosing KNN to Model Iris Species Prediction with k = 12\n",
    "\n",
    "After seeing that a value of k = 12 is a pretty good number of neighbors for this model, I used it to fit the model for the entire dataset instead of just the training set.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-versicolor'], dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "knn = KNeighborsClassifier(n_neighbors=12)\n",
    "knn.fit(X, y)\n",
    "\n",
    "# make a prediction for an example of an out-of-sample observation\n",
    "(knn.predict([[6, 3, 4, 2]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
