{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "LgROoT0DhWgS"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/visiont3lab/tecnologie_data_science/blob/master/book/docs/classification/iris_dataset.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Iris Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 320
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1591,
     "status": "ok",
     "timestamp": 1591293605185,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "K7ukHHeuX92N",
    "outputId": "626d77da-9531-497d-dd2f-60f05f52de11",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://frenzy86.s3.eu-west-2.amazonaws.com/fav/iris.png\" width=\"900\" height=\"300\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(url='https://frenzy86.s3.eu-west-2.amazonaws.com/fav/iris.png',width=900,height=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 392
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3392,
     "status": "ok",
     "timestamp": 1591293607118,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "Vod5tc9dYAxi",
    "outputId": "18b59629-5e30-4041-bc8a-4a4f15034d25"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       0    1    2    3               4\n",
       "0    5.1  3.5  1.4  0.2     Iris-setosa\n",
       "1    4.9  3.0  1.4  0.2     Iris-setosa\n",
       "2    4.7  3.2  1.3  0.2     Iris-setosa\n",
       "3    4.6  3.1  1.5  0.2     Iris-setosa\n",
       "4    5.0  3.6  1.4  0.2     Iris-setosa\n",
       "..   ...  ...  ...  ...             ...\n",
       "145  6.7  3.0  5.2  2.3  Iris-virginica\n",
       "146  6.3  2.5  5.0  1.9  Iris-virginica\n",
       "147  6.5  3.0  5.2  2.0  Iris-virginica\n",
       "148  6.2  3.4  5.4  2.3  Iris-virginica\n",
       "149  5.9  3.0  5.1  1.8  Iris-virginica\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# import libraries\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "path = 'https://frenzy86.s3.eu-west-2.amazonaws.com/fav/iris.data'\n",
    "\n",
    "df = pd.read_csv(path,header=None)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3379,
     "status": "ok",
     "timestamp": 1591293607119,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "62ch0XOJYGQx",
    "outputId": "21ae1792-507b-4e3e-dc7c-ad09c449e7fd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 5)"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "wv3NgGRZZlZP"
   },
   "outputs": [],
   "source": [
    "df.columns = ['sepal length', 'sepal width', 'petal length', 'petal width', 'class']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 392
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3366,
     "status": "ok",
     "timestamp": 1591293607122,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "fMCvmCmTZ6ou",
    "outputId": "1c425760-5b14-42ef-82db-04fb1bf03481"
   },
   "outputs": [
    {
     "data": {
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       "  <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>class</th>\n",
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       "      <td>5.1</td>\n",
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       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
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       "      <td>0.2</td>\n",
       "      <td>Iris-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>Iris-setosa</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
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       "      <td>Iris-virginica</td>\n",
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       "    <tr>\n",
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       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
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       "    <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>Iris-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           class\n",
       "0             5.1          3.5           1.4          0.2     Iris-setosa\n",
       "1             4.9          3.0           1.4          0.2     Iris-setosa\n",
       "2             4.7          3.2           1.3          0.2     Iris-setosa\n",
       "3             4.6          3.1           1.5          0.2     Iris-setosa\n",
       "4             5.0          3.6           1.4          0.2     Iris-setosa\n",
       "..            ...          ...           ...          ...             ...\n",
       "145           6.7          3.0           5.2          2.3  Iris-virginica\n",
       "146           6.3          2.5           5.0          1.9  Iris-virginica\n",
       "147           6.5          3.0           5.2          2.0  Iris-virginica\n",
       "148           6.2          3.4           5.4          2.3  Iris-virginica\n",
       "149           5.9          3.0           5.1          1.8  Iris-virginica\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 218
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3354,
     "status": "ok",
     "timestamp": 1591293607123,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "jkZOQAa5Z7VW",
    "outputId": "58232ded-8c7d-49ba-ed73-7e1dcef5a3ee"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150 entries, 0 to 149\n",
      "Data columns (total 5 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   sepal length  150 non-null    float64\n",
      " 1   sepal width   150 non-null    float64\n",
      " 2   petal length  150 non-null    float64\n",
      " 3   petal width   150 non-null    float64\n",
      " 4   class         150 non-null    object \n",
      "dtypes: float64(4), object(1)\n",
      "memory usage: 6.0+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 277
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3342,
     "status": "ok",
     "timestamp": 1591293607124,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "WfmQX1WqaLoC",
    "outputId": "f275895c-04ab-4c5d-8d4d-ed53bb2d03a7"
   },
   "outputs": [
    {
     "data": {
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       "<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",
       "    </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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\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>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>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>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>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>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>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": [
       "       sepal length  sepal width  petal length  petal width\n",
       "count    150.000000   150.000000    150.000000   150.000000\n",
       "mean       5.843333     3.054000      3.758667     1.198667\n",
       "std        0.828066     0.433594      1.764420     0.763161\n",
       "min        4.300000     2.000000      1.000000     0.100000\n",
       "25%        5.100000     2.800000      1.600000     0.300000\n",
       "50%        5.800000     3.000000      4.350000     1.300000\n",
       "75%        6.400000     3.300000      5.100000     1.800000\n",
       "max        7.900000     4.400000      6.900000     2.500000"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 162
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3329,
     "status": "ok",
     "timestamp": 1591293607125,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "y9QYBQGzaLkz",
    "outputId": "e35e3587-555d-4d9b-fba8-4d738dc1b229"
   },
   "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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>class</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Iris-setosa</th>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iris-versicolor</th>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iris-virginica</th>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 sepal length  sepal width  petal length  petal width\n",
       "class                                                                \n",
       "Iris-setosa                50           50            50           50\n",
       "Iris-versicolor            50           50            50           50\n",
       "Iris-virginica             50           50            50           50"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('class').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 50
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3328,
     "status": "ok",
     "timestamp": 1591293607126,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "tO9l3zOwaLhR",
    "outputId": "4d2e09f7-5e3e-43c6-9583-4f216ea917e3"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
      "  import pandas.util.testing as tm\n"
     ]
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.set(color_codes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 620
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 10182,
     "status": "ok",
     "timestamp": 1591293613994,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "9HtWCDg-aLey",
    "outputId": "cc535297-080e-456a-8a4c-f3ca099de961"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fc54b9cdf28>"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 690.35x576 with 20 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df,hue='class',aspect=1,height=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 609
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 11136,
     "status": "ok",
     "timestamp": 1591293614961,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "zXt8BnREaLci",
    "outputId": "569b385d-2663-4aad-8e11-f12a77230c69"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RknNycgISoDUH/wq0jna05FDMJIVmrlDMJIVmrlDMBAChrsWHdzhzpOSePXtq//798ng8CgsLk8fj0YEDB3xHT/aX290gr9do9n4cLdk/oZhJCs1coZhJCs1cF8vU2iMlAx1NVPTl6hweuCMmnfnOO3b8pOoPNwZsXLS/Zj8VR44c0eHDh30F6syRkuPi4pScnKxVq1Zp1KhRWrVqlZKTk1ltCAC45HQO76Rb7n854ONWPDxKofWzCy3VbNG62JGSbTab5s6dq7y8PD3++OOKjo6Wy+Vqj8wAAACW0GzR+rojJSckJGjlypUBDwUAANARcGR4AAAAk3CuQ1hSoDY8PX8nCzY8BQAEEkULlsSGpwAAK2DVIQAAgEkoWgAAACahaAEAAJiEogUAAGASihYAAIBJKFoAAAAm4fAOAHDa5MmTtWfPHtntdkVERGjOnDlKTk7Wjh07lJeXp0OHDikmJkYul0v9+vULdlwAFkDRAoDTXC6XoqJOHcR2zZo1mjlzpl566SUVFBQoOztbo0aN0ssvv6z8/Hw9++yzQU4LwApYdQgAp50pWZLU0NAgm80mt9utLVu2KDMzU5KUmZmpLVu2qLa2NlgxAVgIS7QA4CyzZs3S+vXrZRiGnn76adXU1KhHjx4KCwuTJIWFhal79+6qqalRbGys3+PGxUVK+uppn9pTW547mLnbwqq5z2al12ClrGczMzdFCwDOUlRUJEkqLy9XcXGxcnJyAjKu292guLhIHTz49Sd5MnOG39xzX0x8fFSrHxtM7Zk7FN+39tbRPyd2u833g6klWHUIABcwevRobdiwQT179tT+/fvl8XgkSR6PRwcOHJDT6QxyQgBWQNECAElHjhxRTU2N7/LatWvVtWtXxcXFKTk5WatWrZIkrVq1SsnJyS1abQjg0sWqQwCQ1NjYqJycHDU2Nsput6tr164qKyuTzWbT3LlzlZeXp8cff1zR0dFyuVzBjgvAIihaACCpW7dueuGFFy54W0JCglauXNnOiQB0BKw6BAAAMAlLtGCqqOjL1Tn81MfMqrv9AgDQWhQtmKpzeCfdcv/LAR+34uFRAR8TAIBAa7Zo1dXVacaMGdq1a5ccDof69u2rwsJCxcbGKikpSYmJibLbT62BLC4uVlJSkumhAQAArKDZomWz2TRx4kSlp6dLOnUusJKSEj344IOSpBUrVqhLly7mpgQAALCgZjeGj4mJ8ZUsSRowYICqq6tNDQUAANARtGgbLa/Xq+XLlysjI8N33fjx4+XxeDRs2DBNmTJFDocj4CEBAACsqEVFa/78+YqIiNC4ceMkSevWrZPT6VRDQ4OmT5+u0tJSTZ06tUUBWnPeoEDraCdaDcVMVhIK0y8UMpwvFDMBQKjzu2i5XC7t3LlTZWVlvo3fz5zrKzIyUmPGjNHSpUtbHMDtbpDXazR7v1A8YWconkAz1DJZ8cs52NMv1N5D6eKZWnuSVQC4VPh1wNJFixapqqpKpaWlvlWDX375pY4dOyZJOnnypCorK5WcnGxeUgAAAItpdonWtm3btGTJEvXr109ZWVmSpD59+mjixInKz8+XzWbTyZMnlZKSopycHNMDAwAAWEWzRat///7aunXrBW+rqKgIeCAAAICOgnMdAgAAmISiBQAAYBKKFgAAgEkoWgAAACahaAEAAJiEogUAAGCSFp2CBwA6srq6Os2YMUO7du2Sw+FQ3759VVhYqNjYWCUlJSkxMdF3Zozi4mIlJSUFOTGAUEfRAoDTbDabJk6cqPT0dEmnTj1WUlKiBx98UJK0YsUKdenSJZgRAVgMqw4B4LSYmBhfyZKkAQMGqLq6OoiJAFgdS7QA4AK8Xq+WL1+ujIwM33Xjx4+Xx+PRsGHDNGXKFN+5XwHgYihaAHAB8+fPV0REhMaNGydJWrdunZxOpxoaGjR9+nSVlpZq6tSpfo8XFxcpSYqPjzIlrz/a8tzBzN0WVs19Niu9BitlPZuZuSlaAHAel8ulnTt3qqyszLfxu9PplCRFRkZqzJgxWrp0aYvGdLsbFBcXqYMH67/2fmbO8Jt77ouJj49q9WODqT1zh+L71t46+ufEbrf5fjC1BNtoAcBZFi1apKqqKpWWlvpWDX755Zc6duyYJOnkyZOqrKxUcnJyMGMCsAiWaAHAadu2bdOSJUvUr18/ZWVlSZL69OmjiRMnKj8/XzabTSdPnlRKSopycnKCnBaAFVC0AOC0/v37a+vWrRe8raKiop3TAOgIWHUIAABgEooWAACASShaAAAAJqFoAQAAmISiBQAAYBKKFgAAgEk4vAMAAJegqOjL1Tk8sDUgPj5Kx46fVP3hxoCOa2XNTuG6ujrNmDFDu3btksPhUN++fVVYWKjY2Fht3rxZ+fn5On78uHr37q2FCxcqLi6uPXIDAIA26BzeSbfc/3LAx614eJSsdyIe8zS76tBms2nixImqrKxURUWFrrzySpWUlMjr9Wr69OnKz89XZWWlUlNTVVJS0h6ZAQAALKHZohUTE6P09HTf5QEDBqi6ulpVVVUKDw9XamqqJCkrK0uvvfaaeUkBAAAspkUrZ71er5YvX66MjAzV1NSoV69evttiY2Pl9Xp16NAhxcTE+D1ma86EHWhtOeu6mWdsb61QzGQloTD9QiHD+UIxEwCEuhYVrfnz5ysiIkLjxo3TG2+8EZAAbneDvF6j2fuZOZM/eLB1a5Pj46Na/VizhFomK345B3v6hdp7KF08k91uC4kfSwAQqvwuWi6XSzt37lRZWZnsdrucTqeqq6t9t9fW1sput7doaRYAAEBH5tdxtBYtWqSqqiqVlpbK4XBIkq6++modO3ZMmzZtkiStWLFCI0eONC8pAACAxTS7RGvbtm1asmSJ+vXrp6ysLElSnz59VFpaquLiYhUUFJxzeAcAAACc0mzR6t+/v7Zu3XrB2wYOHKiKioqAhwIAAOgIOAUPAACASShaAAAAJqFoAQAAmISTSgPAaZzbFUCgsUQLAE7j3K4AAo2iBQCncW5XAIHGqkMAuIBAn9v1zKmKgnlaqo52Xld/WDX32az4GqyW2cy8FC3gLE0nPKb8hzt2/KTqDzcGfFyYJ9DndnW7GxQXF9nseSw5r2vgtGfuUHzfmmPFzGbw93PS2nO7UrSAszguC9Mt978c8HErHh4l68x2wLldAQQK22gBwFk4tyuAQGKJFgCcxrldAQQaRQsATuPcrgACjVWHAAAAJqFoAQAAmISiBQAAYBKKFgAAgEkoWgAAACahaAEAAJiEogUAAGASihYAAIBJKFoAAAAm8evI8C6XS5WVldq7d68qKiqUmJgoScrIyJDD4VB4eLgkKTc3V0OHDjUvLQAAgIX4VbSGDx+u22+/XbfddttXblu8eLGveAEAAOBf/CpaqampZucAAADocNp8Uunc3FwZhqFBgwZp2rRpio6ODkQuAAAAy2tT0Vq2bJmcTqeamppUVFSkwsJClZSUtGiMuLjItkQIiPj4qKA81iyhmAkte19C8T0MxUwAEOraVLScTqckyeFwKDs7W/fcc0+Lx3C7G+T1Gs3ez8yZ/MGD9a16XHx8VKsfa5ZQy8SX87/4+76E2nsoXTyT3W4LiR9LABCqWn14h6NHj6q+/tSM1zAMrV69WsnJyQELBgAAYHV+LdFasGCBXn/9dX3xxRe64447FBMTo7KyMk2ZMkUej0der1cJCQkqKCgwOy8AAIBl+FW0Zs+erdmzZ3/l+vLy8oAHAgAA6CjavNchAHQUHJwZQKBRtADgNA7ODCDQKFoAcBoHZwYQaBQtAPADB2cG0BoULQBoRiAPzhzMY8t1tIMz+8Oquc9mxddgtcxm5qVoAUAzAnVw5ri4yGYPRsvBmQOnPXOH4vvWHCtmNoO/n5PWHqC51QcsBYBLAQdnBtAWl/wSraYTHlMWpx87flL1hxtbPS6A9sfBmQEE2iVftByXhemW+18O+LgVD4+SdRacApA4ODOAwLvkixYAAAh9UdGXq3N44GtL0wlPwMc8G0ULAACEvM7hnUxbA2UmNoYHAAAwCUULAADAJBQtAAAAk1C0AAAATELRAgAAMAlFCwAAwCQULQAAAJNQtAAAAEzCAUuBdtDSc2r6e1/OqQkAoY2iBbQDzqkJAJcmVh0CAACYpNmi5XK5lJGRoaSkJH366ae+63fs2KGxY8dqxIgRGjt2rD7//HMzcwIAAFhOs0Vr+PDhWrZsmXr37n3O9QUFBcrOzlZlZaWys7OVn59vWkgAAAArarZopaamyul0nnOd2+3Wli1blJmZKUnKzMzUli1bVFtba05KAAAAC2rVxvA1NTXq0aOHwsLCJElhYWHq3r27ampqFBsb26Kx4uIiWxPBElqyl1lHeF4ER3u933yuAKDlgr7XodvdIK/XaPZ+VpzJHzzY/vuDxcdHBeV5L8aK75vVtMf7fbHPld1u69A/lgCgrVq116HT6dT+/fvl8XgkSR6PRwcOHPjKKkYAAIBLWauKVlxcnJKTk7Vq1SpJ0qpVq5ScnNzi1YYAEErYyxpAoDVbtBYsWKBhw4Zp3759uuOOO3TzzTdLkubOnavnnntOI0aM0HPPPad58+aZHhYAzMRe1gACrdlttGbPnq3Zs2d/5fqEhAStXLnSlFAAEAypqalfue7MXtZLly6VdGov6/nz56u2tpal+ACaFfSN4QEglAVqL+szOw0EcweRtjy3VXdssWrus1nxNVgts5l5KVoA0A7c7gbFxUU2u5eomTP81u6hGmp7M/urPXOH4vvWHKtlDnbe1u5lzbkOAeBrsJc1gLagaAHA12AvawBtwapDADhtwYIFev311/XFF1/ojjvuUExMjF555RXNnTtXeXl5evzxxxUdHS2XyxXsqAAsgqIFAKexlzWAQKNoQZIUFX25OofzcQAAtE3TCY/l9jo0E9+skCR1Du+kW+5/OeDjVjw8KuBjAgBCl+OyML5PzsLG8AAAACahaAEAAJiEogUAAGASttECgEtAWzdQvthjjx0/qfrDja0et72x4w/aG582ALgEmLmBspVOzsOOP2hvrDoEAAAwCUULAADAJBQtAAAAk1C0AAAATMLG8ACAkBOovQM5FQyCjaIFAAg57B2IjoJVhwAAACahaAEAAJikzasOMzIy5HA4FB4eLknKzc3V0KFD2xwMAADA6gKyjdbixYuVmJgYiKEAAMBpbT11EoKPjeEBAAhRZp06SWLHgPYSkKKVm5srwzA0aNAgTZs2TdHR0YEYFgBCCptKAGipNhetZcuWyel0qqmpSUVFRSosLFRJSYnfj4+Li2xrhJAVrMW9LGa+dJi1WqHphEeOy8LOuY7P1SlsKgGgJdpctJxOpyTJ4XAoOztb99xzT4se73Y3yOs1mr2fFWfyBw+2/znt4+OjWvW8Vpy+MG+1QsXDo875HF3sc2W32zr0jyUAaKs2Fa2jR4/K4/EoKipKhmFo9erVSk5ODlQ2AAg5bCoBoCXaVLTcbremTJkij8cjr9erhIQEFRQUBCobAISUtmwqcWbJX0dcetwRXxMuLWZ+httUtK688kqVl5cHKgsAhLS2bCrhdjcoLi6y2VX7ViwtZmwmYcXpAOvy5zPc2k0lODI8APjh6NGjqq8/NTNmUwkA/uI4WgDgBzaVANAaFC0A8AObSgBoDVYdAgAAmISiBQAAYBKKFgAAgEkoWgAAACZhY3iLiYq+XJ3Dv/5t4/gzAACEBoqWxXQO72Taue0AAEBgseoQAADAJBQtAAAAk1C0AAAATELRAgAAMAlFCwAAwCQULQAAAJNQtAAAAExC0QIAADAJRQsAAMAkFC0AAACTULQAAABMwrkOAQCt1nTCw4nsga9B0QIAtJrjsjBOdA98jTavOtyxY4fGjh2rESNGaOzYsfr8888DEAsAQgvzOgCt0eaiVVBQoOzsbFVWVio7O1v5+fmByAUAIYV5HYDWaNOqQ7fbrS1btmjp0qWSpMzMTM2fP1+1tbWKjY31awy73eb383W/4vJW5QzWuC15bS1htenAuNYc9/zP74U+z2Z9xkNNIOd1/kwzq31WGNea45o5ttXG9ef/ZWvndzbDMIxWPVJSVVWVHnjgAb3yyiu+62666SYtXLhQV111VfjuJfsAACAASURBVGuHBYCQwrwOQGtxeAcAAACTtKloOZ1O7d+/Xx6PR5Lk8Xh04MABOZ3OgIQDgFDAvA5Aa7WpaMXFxSk5OVmrVq2SJK1atUrJycl+b7MAAFbAvA5Aa7VpGy1J2r59u/Ly8nT48GFFR0fL5XLpW9/6VqDyAUBIYF4HoDXaXLQAAABwYWwMDwAAYBKKFgAAgEkoWgAAACahaAEAAJikTafgMZvL5VJlZaX27t2riooKJSYmBjuS6urqNGPGDO3atUsOh0N9+/ZVYWFhSOzmPXnyZO3Zs0d2u10RERGaM2eOkpOTgx1LkvTYY4/p0UcfDZn3MSMjQw6HQ+Hh4ZKk3NxcDR06NKiZjh8/rgcffFDvvPOOwsPDNWDAAM2fPz9oefbs2aPf/OY3vsv19fVqaGjQu+++G7RMVrBjxw7l5eXp0KFDiomJkcvlUr9+/c65j8fj0YIFC/Tmm2/KZrNp0qRJGjNmTHACn+ZP7kcffVR/+tOf1L17d0nSwIEDVVBQEIS0p/jzHRGK09qf3KE2rSX/v/8aGxv129/+Vh999JHCwsL0wAMP6LrrrgtSav9z5+Xl6e2339YVV1whSRo5cqTuueeetgcwQtjGjRuN6upq47rrrjO2bt0a7DiGYRhGXV2d8c9//tN3+aGHHjJ++9vfBjHRvxw+fNj39xtvvGGMHj06iGn+paqqyrjzzjtD6n0MpSxnzJ8/3ygqKjK8Xq9hGIZx8ODBICc614IFC4x58+YFO0bIGz9+vFFeXm4YhmGUl5cb48eP/8p9XnrpJWPChAmGx+Mx3G63MXToUGP37t3tHfUc/uRevHix8dBDD7V3tIvy5zsiFKe1P7lDbVobhv/ff48++qgxa9YswzAMY8eOHcYPf/hDo6Ghod1yns/f3A888IDxxz/+MeDPH9KrDlNTU0PuyMsxMTFKT0/3XR4wYICqq6uDmOhfoqKifH83NDTIZgv+CX+bmppUWFiouXPnBjtKSDty5IjKy8uVk5Pje9+6desW5FT/0tTUpIqKCv385z8PdpSQdubk05mZmZJOnXx6y5Ytqq2tPed+q1ev1pgxY2S32xUbG6vrr79er732WjAiS/I/d6jx5zsi1Ka1FJrfbf7w9/vv1Vdf1dixYyVJ/fr109VXX61//OMf7ZbzfMH+3g7pVYehzuv1avny5crIyAh2FJ9Zs2Zp/fr1MgxDTz/9dLDj6A9/+INuvfVW9enTJ9hRviI3N1eGYWjQoEGaNm2aoqOjg5Zl9+7diomJ0WOPPaYNGzaoS5cuysnJUWpqatAynW3t2rXq0aMHJ1BuRk1NjXr06KGwsDBJUlhYmLp3766amppzVlPU1NSoV69evstOp1P79u1r97xn5/EntyS98soreuuttxQfH68pU6YoJSUlGJH9FmrTuiVCeVp/3fdfdXW1evfu7bscStO8ue/tpUuX6vnnn9eVV16p+++/XwkJCW1+zpBeohXq5s+fr4iICI0bNy7YUXyKioq0bt06TZ06VcXFxUHN8v7776uqqkrZ2dlBzXEhy5Yt01/+8hf9+c9/lmEYKiwsDGoej8ej3bt367vf/a5efPFF5ebmasqUKWpoaAhqrjP+/Oc/szQLysrK0l//+ldVVFTozjvv1OTJk1VXVxfsWB1SqE/rUPz+88fX5Z46dareeOMNVVRU6IYbbtDEiRN95zdtC4pWK7lcLu3cuVO///3vZbeH3mQcPXq0NmzYENT/mBs3btT27ds1fPhwZWRkaN++fbrzzjv11ltvBS3TGWcW2zscDmVnZ+u9994Lep5OnTr5Vt18//vf1xVXXKEdO3YENZck7d+/Xxs3btQtt9wS7Cghz9+TTzudznNWXdTU1Khnz57tmvX8PP7kjo+P12WXXSZJ+tGPfiSn06lt27a1e96WCLVp7a9QntbNff/16tVLe/fu9V0OlWneXO4ePXr4rh89erSOHj0akCVxodcQLGDRokWqqqpSaWmpHA5HsONIOrWNT01Nje/y2rVr1bVrV8XExAQt06RJk/TWW29p7dq1Wrt2rXr27KlnnnlGQ4YMCVomSTp69Kjq6+slSYZhaPXq1UHfOzM2Nlbp6elav369pFN7gLndbvXt2zeouSTppZde0rXXXuvbEwcX5+/Jp0eOHKmVK1fK6/WqtrZWa9as0YgRI4IRWZL/uffv3+/7++OPP9bevXv1zW9+s12ztlSoTWt/heq09uf7b+TIkXr++eclSZ9//rk+/PDDoO/V7U/us6f5m2++Kbvdrh49erT5uUP6XIcLFizQ66+/ri+++EJXXHGFYmJi9MorrwQ107Zt25SZmal+/fqpc+fOkqQ+ffqotLQ0qLm++OILTZ48WY2NjbLb7erataseeOCBkNqmJiMjQ2VlZUE/vMPu3bs1ZcoUeTweeb1eJSQkaPbs2b7dqIOZa+bMmTp06JA6deqk//zP/9S1114b1EySNGLECM2aNUvDhg0LdhRLuNjJp++66y7dd999uuaaa+TxeFRYWOgr1nfddZdv4+FQzv3AAw/oo48+kt1u12WXXab77rsvqJ/Ri31HhPq09id3qE1r6eu//0aNGqUnn3xSPXr00NGjR5WXl6ePP/5Ydrtd06dP1/XXXx/yuX/1q1/J7XbLZrMpMjJSM2bM0IABA9r8/CFdtAAAAKyMVYcAAAAmoWgBAACYhKIFAABgEooWAACASShaAAAAJqFoAQAAmISiBQAAYBKKFgAAgEkoWgAAACahaAEAAJiEogUAAGASihYAAIBJKFoAAAAmoWgBAACYhKIFAABgEooWAACASShaAAAAJqFoAQAAmISiBQAAYBKKFgAAgEkoWgAAACahaAEAAJiEogUAAGASihYAAIBJKFoAAAAmoWgBAACYhKIFAABgEooWAACASShaAAAAJqFoAQAAmISiBQAAYBKKFgAAgEkoWgAAACahaAEAAJiEogUAAGASihYAAIBJKFpos6SkJO3cufOCt40fP14rV65s50SnfF0uAGiLQMxfbr75Zm3YsOGCt23YsEHDhg276GP37NmjpKQknTx5sk0ZYD6KFjqEYBY6AGiNV155Renp6X7dNyMjQ2+//bbJiWAGihYAAIBJKFodzJNPPqmhQ4cqJSVFI0aM0DvvvCNJ8nq9evLJJ3X99dcrPT1dOTk5OnTokKR/LYJ+/vnnNWTIEA0ZMkTPPPOMb8wPPvhAY8eOVWpqqoYMGaLCwkI1NTW1Kt///M//6MYbb1RaWpruvPNO7d2713dbUlKSli9frhtuuEGpqamaN2+eDMOQJHk8Hj300ENKT09XRkaGnnvuOd9i80ceeUSbNm1SYWGhUlJSVFhY6Bvz7bffvuB4ADqOUJrv/fOf/9Qtt9ziu3zHHXfo5z//ue9ydna21qxZI+ncpVTHjh1TXl6e0tLSdNNNN+nDDz/0PWb69Omqrq7W3XffrZSUFD311FO+2yoqKvTjH/9Y6enpeuKJJ1oz+WA2Ax3G9u3bjWHDhhn79u0zDMMwdu/ebezcudMwDMP47//+b2PMmDFGTU2Ncfz4cWPOnDnG1KlTffdLTEw0pk6dahw5csT45JNPjPT0dGP9+vWGYRjGhx9+aLz//vvGiRMnjN27dxsjR440li5d6nvexMRE4/PPP79gpnHjxhkvvPCCYRiG8cYbbxjXX3+98dlnnxknTpwwSktLjbFjx54zzqRJk4wvv/zS2Lt3r5Genm78/e9/NwzDMP70pz8ZN954o1FTU2McOnTI+I//+A8jMTHROHHixFeex5/xAHQMoTbfa2xsNK6++mrD7XYbTU1Nxr/9278ZQ4YMMerr643GxkbjmmuuMWpraw3DMIzrrrvO93wLFy40fvnLXxp1dXVGdXW1cfPNNxtDhw71jXv2fc/OP2vWLKOxsdH4+OOPjauuusr47LPPAjh1EQgs0epAwsLC1NTUpO3bt+vEiRPq06ePvvGNb0iSVqxYoalTp6pnz55yOBy69957VVlZec6GlL/5zW8UERGhpKQk/exnP9OqVaskSVdffbUGDBigTp06qU+fPho7dqw2btzY4nwrVqzQpEmTlJCQoE6dOunuu+/Wxx9/fM5SrbvuukvR0dHq1auX0tPT9cknn0iSXn31Vd1+++3q2bOnunbtqkmTJvn1nBcbD0DHEGrzvc6dO+uaa67Rpk2b9NFHH+k73/mOBg4cqPfee0+bN29W3759dcUVV3zlca+++qruvvtuxcTEyOl0avz48X69/nvvvVedO3fWd77zHX3nO99hHheCOgU7AAKnb9++mjlzph599FF99tlnGjJkiPLy8tSjRw9VV1frN7/5jez2f3Vru90ut9vtu+x0On1/9+7dW59++qkkaceOHXrooYdUVVWlxsZGeTweXXXVVS3OV11drQcffFAul8t3nWEY2r9/v3r37i1Jio+P9912+eWX68iRI5KkAwcOnJOvZ8+efj3nxcYD0DGE4nwvLS1N7777rnr06KG0tDRFR0dr48aNcjgcGjx48AUfc/48rlevXn49V7du3Xx/X3755Tp69Khfj0P7YYlWB3PLLbdo+fLl+tvf/iabzaaSkhJJp4rJU089pU2bNvn+ffjhh+rRo4fvsTU1Nb6/q6ur1b17d0nS3Llz9a1vfUuVlZV67733NHXq1FZt6+R0OjVv3rxzMnzwwQcaOHBgs4+Nj4/Xvn37fJfP/hvApS3U5nuDBw/Whg0btGnTJqWlpWnw4MHauHGj3n33XaWlpV3wMfHx8edkOftvWBtFqwP5v//7P73zzjtqamqSw+FQeHi475fcL3/5S/3+97/3raarra31bZB5xuOPP67GxkZt27ZNL774om666SZJ0pEjR9SlSxd16dJF27dv1/Lly1uVLysrS08++aS2bdsmSaqvr9err77q12NvvPFGPfvss9q/f78OHz58zsag0qlfdbt3725VLgDWFYrzvZSUFO3YsUMffPCBvve976l///7au3evPvjgg4sWrRtvvFFPPvmkvvzyS+3bt09//OMfz7mdeZx1UbQ6kKamJj388MNKT0/XkCFDVFtbq2nTpkmSbr/9dmVkZGjChAlKSUnRL37xC33wwQfnPH7w4MH6yU9+ol/96leaMGGChgwZIkl64IEHtGrVKg0cOFBz5szxzYha6ic/+YkmTpyoadOmaeDAgcrMzNQ//vEPvx77i1/8Qj/60Y906623avTo0br22mvVqVMnhYWF+V5fZWWl0tLStGDBglblA2A9oTjfi4iI0FVXXaVvf/vbcjgckk6Vr169eikuLu6Cj7n33nvVq1cvDR8+XBMmTNCoUaPOuX3SpEl64oknlJqaes7ekQh9NqM164DQoezZs0fDhw/XRx99pE6drLHZ3t///nfNnTtXf/vb34IdBYAFWXG+B2tiiRYs4dixY/r73/+ukydPav/+/SotLdX1118f7FgAAHwtihYswTAMLV68WGlpaRo9erQSEhKUk5MT7FgAAHwtVh0CAACYhCVaAAAAJqFoAQAAmISiBQAAYJKg79NaV3dEXm/H2kwsLi5SbndDsGO0K17zpeH812y323TFFV2CmMg6/J3XWfVzRe72Re72FRcXqbq6I62a3wW9aHm9RocrWpI65GtqDq/50nApvuZAaMm8zqrTmNzti9ztq7W5WXUIAABgEooWAACASShaAAAAJqFoAQAAmISiBQAAYBKKFgAAgEkoWgAAACahaAEAAJgk6AcsRctERV+uzuGBf9uOHT+p+sONAR8XAELJheah8fFRbR6XeSguhqJlMZ3DO+mW+18O+LgVD49SfcBHBYDQwjwU7Y1VhwAAACahaAEAAJiEogUAAGASihYAAIBJKFoAAAAmoWgBAACYhKIFAABgEo6jBVNxgFUAwKWMogVTcXBAAMCljFWHAAAAJqFoAQAAmKTZVYd1dXWaMWOGdu3aJYfDob59+6qwsFCxsbFKSkpSYmKi7PZTfa24uFhJSUmmhwYAALCCZouWzWbTxIkTlZ6eLklyuVwqKSnRgw8+KElasWKFunTpYm5KAGgnkydP1p49e2S32xUREaE5c+YoOTlZGRkZcjgcCg8PlyTl5uZq6NChQU4LINQ1W7RiYmJ8JUuSBgwYoOXLl5saCgCCxeVyKSoqSpK0Zs0azZw5Uy+99JIkafHixUpMTAxmPAAW06K9Dr1er5YvX66MjAzfdePHj5fH49GwYcM0ZcoUORyOgIcEgPZypmRJUkNDg2w2WxDTALC6FhWt+fPnKyIiQuPGjZMkrVu3Tk6nUw0NDZo+fbpKS0s1derUFgWIi4ts0f2tIj4+qvk7hZi2Zm7v1xwK0zgUMrS3S+E1z5o1S+vXr5dhGHr66ad91+fm5sowDA0aNEjTpk1TdHR0EFMCsAK/i5bL5dLOnTtVVlbm2/jd6XRKkiIjIzVmzBgtXbq0xQHc7gZ5vUaLHxfK4uOjdPCgOUd5MvNLri2ZL/aaQzVvIJj5Poeq81+z3W7rkD+WioqKJEnl5eUqLi7WU089pWXLlsnpdKqpqUlFRUUqLCxUSUmJ32O2ZDpZtcxaNXegXIo/NlvDqrlbO6/zq2gtWrRIVVVVevLJJ32rBr/88kuFh4erc+fOOnnypCorK5WcnNyqEAAQikaPHq38/HzV1dX5flg6HA5lZ2frnnvuadFY/v6otGqBt0rujvLjzyrT+3xWzu12N7SqbDVbtLZt26YlS5aoX79+ysrKkiT16dNHEydOVH5+vmw2m06ePKmUlBTl5OS0PD0AhIgjR47o8OHDvlK1du1ade3aVeHh4aqvr1dUVJQMw9Dq1av5YQnAL80Wrf79+2vr1q0XvK2ioiLggQAgWBobG5WTk6PGxkbZ7XZ17dpVZWVlcrvdmjJlijwej7xerxISElRQUBDsuAAsgHMdAsBp3bp10wsvvHDB28rLy9s5DYCOgFPwAAAAmISiBQAAYBKKFgAAgEkoWgAAACahaAEAAJiEogUAAGASihYAAIBJKFoAAAAmoWgBAACYhKIFAABgEooWAACASS75cx1GRV+uzuGBnwxR0Zer/nBjwMcFAADWcckXrc7hnXTL/S8HfNyKh0epPuCjAgAAK2HVIQAAgEkoWgAAACahaAEAAJiEogUAAGASihYAAIBJKFoAAAAmueQP7wAAQFs1nfAoPj4q4OMeO36SYzJaHEULAIA2clwWxjEZcUEULQA4bfLkydqzZ4/sdrsiIiI0Z84cJScna8eOHcrLy9OhQ4cUExMjl8ulfv36BTsuAAugaAHAaS6XS1FRp1b/rFmzRjNnztRLL72kgoICZWdna9SoUXr55ZeVn5+vZ599NshpAVgBG8MDwGlnSpYkNTQ0yGazye12a8uWLcrMzJQkZWZmasuWLaqtrQ1WTAAWwhItADjLrFmztH79ehmGoaefflo1NTXq0aOHwsLCJElhYWHq3r27ampqFBsbG+S0AEIdRQsAzlJUVCRJKi8vV3FxsXJycgIyblxcpN/3NWPvtfZg1dyh7mLT1arT26q5W/J/+GwULQC4gNGjRys/P189e/bU/v375fF4FBYWJo/HowMHDsjpdLZoPLe7QV6v0ez94uOjdPCg9fYzs0puK37JX2i6WmV6n8/Kud3uhlaVLbbRAgBJR44cUU1Nje/y2rVr1bVrV8XFxSk5OVmrVq2SJK1atUrJycmsNgTgF5ZoAYCkxsZG5eTkqLGxUXa7XV27dlVZWZlsNpvmzp2rvLw8Pf7444qOjpbL5Qp2XAAWQdECAEndunXTCy+8cMHbEhIStHLlynZOBKAjYNUhAACASShaAAAAJml21WFdXZ1mzJihXbt2yeFwqG/fviosLFRsbKw2b96s/Px8HT9+XL1799bChQsVFxfXHrkBAABCXrNLtGw2myZOnKjKykpVVFToyiuvVElJibxer6ZPn678/HxVVlYqNTVVJSUl7ZEZAADAEpotWjExMUpPT/ddHjBggKqrq1VVVaXw8HClpqZKkrKysvTaa6+ZlxQAAMBiWrSNltfr1fLly5WRkaGamhr16tXLd1tsbKy8Xq8OHToU8JAAAABW1KLDO8yfP18REREaN26c3njjjYAEaO0h7a3Aakcgbmve9n69oTB9QyFDe7sUXzMAtJbfRcvlcmnnzp0qKyuT3W6X0+lUdXW17/ba2lrZ7XbFxMS0KIC/p6Uwi5lfGmacZiBU817stAqhmjcQrHoqibY4/zXb7bYO/WMJANrKr1WHixYtUlVVlUpLS+VwOCRJV199tY4dO6ZNmzZJklasWKGRI0ealxQAAMBiml2itW3bNi1ZskT9+vVTVlaWJKlPnz4qLS1VcXGxCgoKzjm8AwAAAE5ptmj1799fW7duveBtAwcOVEVFRcBDAQAAdAQcGR4AAMAkFC0AAACTULQAAABMQtECAAAwCUULAADAJBQtAAAAk1C0AAAATELRAgAAMAlFCwAAwCQULQAAAJM0ewoeALhU1NXVacaMGdq1a5ccDof69u2rwsJCxcbGKikpSYmJibLbT/0+LS4uVlJSUpATAwh1FC1YUtMJj+LjowI+7rHjJ1V/uDHg48IabDabJk6cqPT0dEmSy+VSSUmJHnzwQUnSihUr1KVLl2BGBGAxFC1YkuOyMN1y/8sBH7fi4VGqD/iosIqYmBhfyZKkAQMGaPny5UFMBMDqKFoAcAFer1fLly9XRkaG77rx48fL4/Fo2LBhmjJlihwOh9/jxcVF+n1fM5bWtger5g51F5uuVp3eVs3dkv/DZ6NoAcAFzJ8/XxERERo3bpwkad26dXI6nWpoaND06dNVWlqqqVOn+j2e290gr9do9n7x8VE6eNB6y1WtktuKX/IXmq5Wmd7ns3Jut7uhVWWLvQ4B4Dwul0s7d+7U73//e9/G706nU5IUGRmpMWPG6L333gtmRAAWQdECgLMsWrRIVVVVKi0t9a0a/PLLL3Xs2DFJ0smTJ1VZWank5ORgxgRgEaw6BIDTtm3bpiVLlqhfv37KysqSJPXp00cTJ05Ufn6+bDabTp48qZSUFOXk5AQ5LQAroGgBwGn9+/fX1q1bL3hbRUVFO6cB0BFQtAAAIScq+nJ1DucrCtbHpxgAEHI6h3cy7Vh5QHtiY3gAAACTULQAAABMQtECAAAwCUULAADAJBQtAAAAk1C0AAAATELRAgAAMAnH0YIkqemEp81ntW/r4wEA6GgoWpAkOS4L4+CAAAAEGKsOAQAATMISLQBAq519TkI2HwC+iqIFAGg1zkkIfD2/ipbL5VJlZaX27t2riooKJSYmSpIyMjLkcDgUHh4uScrNzdXQoUPNSwsAAGAhfhWt4cOH6/bbb9dtt932ldsWL17sK14AAAD4F7+KVmpqqtk5AAAAOpw2b6OVm5srwzA0aNAgTZs2TdHR0S16fFxcZFsjhCw2DLWmlrxvl+J7fCm+ZgBorTYVrWXLlsnpdKqpqUlFRUUqLCxUSUlJi8Zwuxvk9RptidEmZn5pHDxYH/Ax+ZIzn7/vW3x8lCnvcSg7/zXb7bYO/WMJANqqTcfRcjqdkiSHw6Hs7Gy99957AQkFAADQEbR6idbRo0fl8XgUFRUlwzC0evVqJScnBzIbALSruro6zZgxQ7t27ZLD4VDfvn1VWFio2NhYbd68Wfn5+Tp+/Lh69+6thQsXKi4uLtiRAYQ4v5ZoLViwQMOGDdO+fft0xx136Oabb5bb7db48eN1yy23KDMzUzt27FBBQYHZeQHANDabTRMnTlRlZaUqKip05ZVXqqSkRF6vV9OnT1d+fr4qKyuVmpra4s0kAFya/FqiNXv2bM2ePfsr15eXlwc8EAAES0xMjNLT032XBwwYoOXLl6uqqkrh4eG+PbCzsrI0fPhw/e53vwtWVAAWwbkOAeACvF6vli9froyMDNXU1KhXr16+22JjY+X1enXo0KEgJgRgBZyCBwAuYP78+YqIiNC4ceP0xhtvtHm8luydyd7FONvFPg9W/ZxYNXdr97CmaAHAeVwul3bu3KmysjLZ7XY5nU5VV1f7bq+trZXdbldMTIzfY/p7KBurHTbEql+aVnKhz4PVPidnWDm3293QqrJF0TJJ0wkPMyDAghYtWqSqqio9+eSTcjgckqSrr75ax44d06ZNm5SamqoVK1Zo5MiRQU4KwAooWiZxXBbGGe0Bi9m2bZuWLFmifv36KSsrS5LUp08flZaWqri4WAUFBecc3gEAmkPRAoDT+vfvr61bt17wtoEDB6qioqKdEwGwOvY6BAAAMAlFCwAAwCQULQAAAJNQtAAAAExC0QIAADAJRQsAAMAkFC0AAACTULQAAABMQtECAAAwCUULAADAJBQtAAAAk1C0AAAATELRAgAAMAlFCwAAwCQULQAAAJNQtAAAAExC0QIAADAJRQsAAMAkFC0AAACTULQAAABMQtECAAAwSadgBwCAUOFyuVRZWam9e/eqoqJCiYmJkqSMjAw5HA6Fh4dLknJzczV06NBgRgVgERQtADht+PDhuv3223Xbbbd95bbFixf7ihcA+IuiBQCnpaamBjsCgA6GogUAfsjNzZVhGBo0aJCmTZum6OjoFj0+Li7S7/vGx0e1NB46sIt9Hqz6ObFq7pb8Hz4bRQsAmrFs2TI5nU41NTWpqKhIhYWFKikpadEYbneDvF6j2fvFx0fp4MH61kZtd1b90rSSC30erPY5OcPKud3uhlaVrWb3OnS5XMrIyFBSUpI+/fRT3/U7duzQ2LFjNWLECI0dO1aff/55i58cAKzA6XRKkhwOh7Kzs/Xee+8FOREAq2i2aA0fPlzLli1T7969z7m+oKBA2dnZqqysVHZ2tvLz800LCQDBcvToUdXXn/oFbhiGVq9ereTk5CCnAmAVza46vNDGoW63W1u2bNHSpUslSZmZmZo/f75qa2sVGxsb+JQA0A4WLFig119/0xiRtAAADs9JREFUXV988YXuuOMOxcTEqKysTFOmTJHH45HX61VCQoIKCgqCHRWARbRqG62amhr16NFDYWFhkqSwsDB1795dNTU1FC0AljV79mzNnj37K9eXl5cHIQ2AjiDoG8O3dit+wCwt2bj3UtwQ+FJ8zQDQWq0qWk6nU//f3v3HNlX1cRz/rBudIIyx2Y3yQ9AlmPojoiMhUYlhKBAzhMSQkcZ/dEoCOBFY3BBkYwPCUAm/EaLhD4OGEITHbSiiwwioSKIxDogSHMqPsWEhYRuTPdze5w+gD3Ns69re3hber7/Wu7vDx3l6+909557T0NAgwzCUmJgowzDU2NgYmDDaE8E+iWMVPjTwb8E+EROvT8+E49//zQ5HAn8sAUAXQtrrMD09XR6PR1VVVZKkqqoqeTwehg0BAABu0u0drVtNDq2urlZpaamKi4u1YcMGpaSkqKKiIhp5AQAA4ka3hVZnk0OzsrK0fft2S0IBAADcDkIaOgQAAED3KLQAAAAsQqEFAABgEdvX0QpWv5Teuis5buICAADET6F1V3KSJs37T8TbrXxvcsTbBAAAkBg6BAAAsAyFFgAAgEUotAAAACxCoQUAAGARCi0AAACLUGgBAABYhEILAADAIhRaAAAAFombBUsBAEDkWLXjyj9XrqrpUmvE241XFFoAANyBrNxxpSnircYvhg4BAAAsQqEFANdVVFQoJydHDzzwgH7//ffA8bq6OuXl5WnChAnKy8vTyZMn7QsJIK5QaAHAdePGjdPWrVs1ePDgdsdLSkrk9Xq1Z88eeb1eLVq0yKaEAOINhRYAXDdq1Ci53e52x3w+n44eParc3FxJUm5uro4ePaoLFy7YERFAnGEyPAB0ob6+XpmZmUpMTJQkJSYmKiMjQ/X19UpLSwu6nfT0vkGf63L163FO3L466w+x3E+6yhbLubvSk/fwzSi0ACAKfL5m+f1mt+e5XP10/nz8PLMVrx+a8eRW/SES/cTK/3edZYu3/n2Dy9VPPl9zSMUWQ4cA0AW3262GhgYZhiFJMgxDjY2NHYYYAeBWKLQAoAvp6enyeDyqqqqSJFVVVcnj8fRo2BDAnYuhQwC4bsmSJfryyy/1999/66WXXlJqaqqqq6tVWlqq4uJibdiwQSkpKaqoqLA7KoA4QaEFANctXLhQCxcu7HA8KytL27dvtyERgHhHoQUAQIxq+68Rl08d4v8otAAAiFHOXomW7EcoXduTENZjMjwAAIBFuKMF3KSr2/S3Euy5/1y5qqZLraHG6lS/lN66Kznyb2Or8gLAnYZCC7iJVbfpK9+bLCuW6LsrOSmu8gLAnYahQwAAAItQaAEAAFiEQgsAAMAiYc/RysnJkdPpVHJysiSpsLBQY8aMCTsYAABAvIvIZPg1a9ZoxIgRkWgKAADgtsHQIQAAgEUickersLBQpmkqOztbc+fOVUpKSiSaBQAAiGthF1pbt26V2+1WW1ubli5dqrKyMr377rtB/3x6et9wIwAxr6cLocYC9le7vVi1uC2AroX9rnO73ZIkp9Mpr9erGTNm9Ojnfb5m+f1mt+dxcUc8s3IhVKucP99xyVKXq1+74w5HAn8sxQkrF7cF0Lmw5mhdvnxZTU3XLrqmaWr37t3yeDwRCQYAABDvwrqj5fP5VFBQIMMw5Pf7lZWVpZKSkkhlAwAAiGthFVpDhw7Vrl27IpUFAADgtsLyDgAAABah0AIAALAIhRYAAIBFWFQFAILE3q4AeopCCwB6gL1dAfQEQ4cAAAAW4Y4WAPQAe7sC6AkKLQAIUjh7u/ZkqyK2HEO866oPx2v/DnW7MQotAAhSOHu79mRf11vtMxmueP1wQ3zqrA9b1b+t5nL1k8/XHFKxxRwtAAgCe7sCCAV3tAAgCOztCiAUFFoAEAT2dgUQCoYOAQAALMIdLQCIIW3/NZi4DtxGKLQAIIY4eyVq0rz/RLzdyvcmR7xNAN1j6BAAAMAiFFoAAAAWodACAACwCIUWAACARSi0AAAALEKhBQAAYBEKLQAAAItQaAEAAFiEQgsAAMAirAwPAAAiprttpELdYupKm6FkZ2KosTr1z5WrarrUGvF2b6DQAgAAEWPlNlJWtdsU8Vb/j6FDAAAAi1BoAQAAWIRCCwAAwCIUWgAAABah0AIAALAIhRYAAIBFKLQAAAAsEnahVVdXp7y8PE2YMEF5eXk6efJkBGIBQGzhWgcgFGEXWiUlJfJ6vdqzZ4+8Xq8WLVoUiVwAEFO41gEIRVgrw/t8Ph09elRbtmyRJOXm5qq8vFwXLlxQWlpaUG04HAlB/3sZA3qHlJN2aZd2e66z9+bNx3vy/o1nXOto93Zs18q2463dYN6foV7vEkzTNEP6SUm1tbUqKipSdXV14Nhzzz2nd955Rw899FCozQJATOFaByBUTIYHAACwSFiFltvtVkNDgwzDkCQZhqHGxka53e6IhAOAWMC1DkCowiq00tPT5fF4VFVVJUmqqqqSx+MJes4CAMQDrnUAQhXWHC1JOnHihIqLi3Xp0iWlpKSooqJC999/f6TyAUBM4FoHIBRhF1oAAAC4NSbDAwAAWIRCCwAAwCIUWgAAABah0AIAALBIWFvwoL2cnBw5nU4lJydLkgoLCzVmzBibU1nrypUrWrZsmb7//nslJydr5MiRKi8vtzuWZU6fPq1Zs2YFXjc1Nam5uVk//vijjamiY9++fVq9erVM05Rpmnrttdc0fvx4u2PFnYsXL+rNN9/UX3/9JafTqWHDhqmsrKzDUhGtra2aP3++jhw5osTERBUVFWns2LE2pQ4+d3Fxsb777jsNGDBAkjRx4kTNmDHDjsgBM2fO1OnTp+VwONSnTx+9/fbb8ng87c4xDENLlizR/v37lZCQoOnTp2vq1Kk2Jb4mmNxr167Vxx9/rIyMDEnS448/rpKSEjvidrBu3TqtXbtWlZWVGjFiRLvvxVr/vllXuUPq3yYiZuzYseZvv/1md4yoKi8vN5cuXWr6/X7TNE3z/PnzNieKriVLlpiLFy+2O4bl/H6/OWrUqED/PnbsmDly5EjTMAybk8Wfixcvmj/88EPg9fLly8358+d3OG/t2rXmggULTNM0zbq6OvOJJ54wm5ubo5bz34LNXVRUZH700UfRjNatS5cuBb7eu3evOWXKlA7n7Ny503z55ZdNwzBMn89njhkzxjx16lQ0Y3YQTO41a9aYy5cvj2asoNTW1pr5+fmdfi7GWv++obvcofRvhg4RspaWFu3atUuzZ89WQsK1zTbvuecem1NFT1tbmyorK/XCCy/YHSUqHA6HmpqaJF27k5eRkSGHg0tIT6Wmpmr06NGB1yNHjtTZs2c7nPf5558rLy9PkjR8+HA9/PDD+vbbb6OW89+CzR2L+vXrF/i6ubk5cL262e7duzV16lQ5HA6lpaXpmWee0RdffBHNmB0EkzsWtbW1qaysTKWlpZ2eE2v9WwoudygYOoywwsJCmaap7OxszZ07VykpKXZHssypU6eUmpqqdevW6dChQ7r77rs1e/ZsjRo1yu5oUVFTU6PMzMw7YlPhhIQErVq1SjNnzlSfPn3U0tKizZs32x0r7vn9fn3yySfKycnp8L2zZ89q8ODBgddut1vnzp2LZrxOdZVbkrZs2aJt27Zp6NChmjdvnrKysqKcsKMFCxbo4MGDMk1TH3zwQYfv19fXa9CgQYHXsfL77i63JFVXV+vAgQNyuVwqKCjQY489FuWU7a1evVrPP/+8hgwZ0uk5sdi/g8kt9bx/8+doBG3dulWfffaZduzYIdM0VVZWZnckSxmGoVOnTunBBx/Up59+qsLCQhUUFKi5udnuaFGxY8eOO+Zu1tWrV7Vp0yZt2LBB+/bt08aNG/XGG2+opaXF7mhxrby8XH369NGLL75od5Qe6Sr3nDlztHfvXlVWVmr8+PF65ZVXAntE2mnp0qX65ptvNGfOHK1YscLuOEHrLve0adP09ddfq7KyUvn5+Zo5c6YuXrxoQ9Jrfv75Z9XW1srr9dqWIRTB5g6lf1NoRdCNDWadTqe8Xq9++uknmxNZy+12KykpSbm5uZKkRx99VAMGDFBdXZ3NyazX0NCgw4cPa9KkSXZHiYpjx46psbFR2dnZkqTs7Gz17t1bJ06csDlZ/KqoqNCff/6pVatW3XIIdtCgQTpz5kzgdX19vQYOHBjNiLfUXe7MzMzA8SlTpujy5cu236m42ZQpU3To0KEOxYjb7W43FBorv+8bOsvtcrnUq1cvSdKTTz4pt9ut48eP2xFRknT48GGdOHFC48aNU05Ojs6dO6f8/HwdOHCg3Xmx1r+DzR1K/6bQipDLly8H5q+Ypqndu3d3eDrkdpOWlqbRo0fr4MGDkqS6ujr5fD4NGzbM5mTW27lzp55++unAkye3u4EDB+rcuXP6448/JF3b98/n8+nee++1OVl8WrlypWpra7V+/Xo5nc5bnjNx4kRt27ZNknTy5En9+uuvtj/FHEzuhoaGwNf79++Xw+FQZmZmtCJ20NLSovr6+sDrmpoa9e/fX6mpqe3OmzhxorZv3y6/368LFy7oq6++0oQJE6IdNyDY3Df/vo8dO6YzZ87ovvvui1rOf5s+fboOHDigmpoa1dTUaODAgfrwww/11FNPtTsv1vp3sLlD6d/M0YoQn8+ngoICGYYhv9+vrKysmHnE1kqLFy/WW2+9pYqKCiUlJWnFihW39by0G3bu3KkFCxbYHSNqXC6XSktL2z34sGzZsg4XfXTv+PHj2rRpk4YPH65p06ZJkoYMGaL169dr8uTJ2rx5szIzM5Wfn6/i4mI9++yzcjgcKisrU9++fWM+d1FRkXw+nxISEtS3b19t3LhRSUn2fdS0trZq9uzZam1tlcPhUP/+/fX+++8rISFBr776ql5//XU98sgjmjx5sn755ZfAkiWzZs3S0KFDYz73ypUrdeTIETkcDvXq1UsrVqyQy+WyLXdXYrl/dyXc/s2m0gAAABZh6BAAAMAiFFoAAAAWodACAACwCIUWAACARSi0AAAALEKhBQAAYBEKLQAAAItQaAEAAFjkf38AWZ+LtGVKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(figsize=(10,10));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 782
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 13112,
     "status": "ok",
     "timestamp": 1591293616950,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "InOzRbsQaLZi",
    "outputId": "37aabbf1-e937-4963-fd63-e8fecb8cd336"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7fc54685ab00>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc5467f9550>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc5467a3b70>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc546760208>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7fc54678f860>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc546741eb8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc5466fe550>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc5466adb70>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7fc5466adbe0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc54661d898>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc54664def0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc54660a588>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7fc5465c1320>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc54656da90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc54652b240>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fc5464d99b0>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 16 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.plotting.scatter_matrix(df,figsize=(10,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 284
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 13101,
     "status": "ok",
     "timestamp": 1591293616953,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "1E9DvBxyfFzG",
    "outputId": "f14a0329-d0bc-4472-8d55-e083763762ba"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc5463bbe80>"
      ]
     },
     "execution_count": 13,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 544
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 14099,
     "status": "ok",
     "timestamp": 1591293617963,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "TwWD1tYKfFwV",
    "outputId": "a98adcc0-1070-484b-8d3e-d07835ecc2e3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.boxplot(by='class',figsize=(10,8));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 610
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 15369,
     "status": "ok",
     "timestamp": 1591293619244,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "y8p_1es_fFrM",
    "outputId": "c6fde4d1-d1ff-45bc-af13-aa66293ab655"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,10))\n",
    "\n",
    "# subplot 2x2\n",
    "plt.subplot(2,2,1)\n",
    "sns.violinplot(x='class',y='sepal length',data=df)\n",
    "plt.subplot(2,2,2)\n",
    "sns.violinplot(x='class',y='sepal width',data=df)\n",
    "plt.subplot(2,2,3)\n",
    "sns.violinplot(x='class',y='petal length',data=df)\n",
    "plt.subplot(2,2,4)\n",
    "sns.violinplot(x='class',y='petal width',data=df);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 15361,
     "status": "ok",
     "timestamp": 1591293619245,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "0e41doGEfFn4",
    "outputId": "7d0c0ff4-368d-46a5-9875-00febec8f156"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['sepal length', 'sepal width', 'petal length', 'petal width', 'class'], dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 301
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 16489,
     "status": "ok",
     "timestamp": 1591293620385,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "AjzhdncQfFk8",
    "outputId": "13b9c91f-faa6-48cc-e2bb-567719df27e3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4))\n",
    "plt.title('iris sepal length distribution x class')\n",
    "plt.legend('class')\n",
    "sns.countplot(x='sepal length',data=df,hue='class');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 284
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 16480,
     "status": "ok",
     "timestamp": 1591293620386,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "PKacgSa8fFiL",
    "outputId": "903388ae-aa4a-4a4d-860f-d524a3a936cf"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x='class',data=df,hue='class');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 631
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 17727,
     "status": "ok",
     "timestamp": 1591293621643,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "V0bW6QfQfFe_",
    "outputId": "5f84e7bb-f924-40ef-b913-88d24da7f71a"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/seaborn/axisgrid.py:2264: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fc546085ba8>"
      ]
     },
     "execution_count": 19,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='sepal length',y='sepal width',data=df, size=8,color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 364
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 17717,
     "status": "ok",
     "timestamp": 1591293621645,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "RcXqcvJNjswr",
    "outputId": "c5645a9c-841b-453d-cebb-c91de1a07c93"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 474.35x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x='sepal length',y='petal width',hue='class',data=df,fit_reg=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 518
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 18935,
     "status": "ok",
     "timestamp": 1591293622875,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "n2KXmBdskEgE",
    "outputId": "5429b8ed-b0c9-46a1-f132-dcd6bb43f40c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc545e1b898>"
      ]
     },
     "execution_count": 21,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "sns.boxplot(x='class',y='petal width',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 518
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 18925,
     "status": "ok",
     "timestamp": 1591293622877,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "VEGcdldUks_6",
    "outputId": "2d7e858d-535d-4ed2-d635-074d287589d4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc5468415c0>"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "sns.boxplot(x='class',y='petal width',data=df)\n",
    "sns.stripplot(x='class',y='petal width',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 501
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 18916,
     "status": "ok",
     "timestamp": 1591293622880,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "etVsRsDSks8t",
    "outputId": "f50a6f6c-70bb-48bf-9ade-21bf7ed21208"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "sns.violinplot(x='class',y='petal width',data=df,palette={'blue','yellow','red'});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 436
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 20559,
     "status": "ok",
     "timestamp": 1591293624536,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "WWAzv8usks3t",
    "outputId": "e26c90fc-80c8-474e-cb93-4763d6305cdc"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='sepal length',y='petal width',ratio=10,data=df,kind='hex',color='green');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 484
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 20550,
     "status": "ok",
     "timestamp": 1591293624538,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "0E0LtGKqks1p",
    "outputId": "cfbcc79a-ecc1-4ab6-8354-542ea2b3ff24"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import andrews_curves\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "andrews_curves(df,'class',colormap='rainbow');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 501
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22270,
     "status": "ok",
     "timestamp": 1591293626270,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "lWztgIsmksyQ",
    "outputId": "5cf2e817-1477-4d1c-ba1f-1b57187c101c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc5461b06a0>"
      ]
     },
     "execution_count": 26,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import parallel_coordinates\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "parallel_coordinates(df,'class',colormap='cool') #colormap='cool'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 500
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22257,
     "status": "ok",
     "timestamp": 1591293626272,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "J2T-xHO0n9Hj",
    "outputId": "2797ee71-be17-4eae-aacd-3a3346c56165"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://frenzy86.s3.eu-west-2.amazonaws.com/fav/lin_reg.png\" width=\"640\" height=\"480\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 27,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(url='https://frenzy86.s3.eu-west-2.amazonaws.com/fav/lin_reg.png',width=640,height=480)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ba2mxn3cpnvc"
   },
   "source": [
    "y = b0+b1*x+e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "6CDjR6HFn9Ez"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "random_s = np.random.RandomState(667)\n",
    "x = 10*random_s.rand(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "h_1yPzKDn9Bz"
   },
   "outputs": [],
   "source": [
    "y = 3*x + np.random.rand(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 720
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22241,
     "status": "ok",
     "timestamp": 1591293626274,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "xtagFVmFn89o",
    "outputId": "72c04785-b5db-4636-8f6a-c949a39b06de"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fc545b5ae48>"
      ]
     },
     "execution_count": 30,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,12))\n",
    "plt.scatter(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "vpkKo14Gn85_"
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22226,
     "status": "ok",
     "timestamp": 1591293626276,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "dvpRbThUn83a",
    "outputId": "dcfe2bdf-c725-4b3a-ab9c-6696f7759b9f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
      ]
     },
     "execution_count": 32,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = LinearRegression(fit_intercept=True)\n",
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 352
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22215,
     "status": "ok",
     "timestamp": 1591293626276,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "kmiI_ns9r6Ld",
    "outputId": "f2ad1361-3fa2-45f6-a353-867a1c66d7a0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.86610464, 1.97978517, 5.28346419, 3.68695458, 7.82874919,\n",
       "       2.82652529, 3.41804111, 5.20830197, 2.85638889, 7.34064386,\n",
       "       0.90749449, 1.35425909, 8.51678334, 7.12926457, 9.19199065,\n",
       "       7.85519552, 1.688719  , 6.96251446, 8.88945153, 7.0325431 ,\n",
       "       6.37626004, 9.88851343, 6.04915291, 7.46432785, 2.63776906,\n",
       "       5.30708234, 4.52511282, 3.69299098, 9.23120291, 3.92694281,\n",
       "       5.40312056, 8.86214268, 8.24402473, 4.68679329, 5.69681052,\n",
       "       4.69327739, 6.92866021, 4.15811085, 8.6263374 , 2.67642935,\n",
       "       5.28908438, 4.4469427 , 1.05006349, 2.85510142, 6.89105223,\n",
       "       6.99991668, 3.19455673, 5.24127735, 1.3010091 , 7.22745877,\n",
       "       9.71215386, 0.69770086, 4.70108857, 9.21385919, 4.58632714,\n",
       "       0.82403928, 9.5194292 , 6.50257099, 3.48289144, 2.05546581,\n",
       "       3.09421597, 2.58087765, 8.7305923 , 8.00911493, 9.30729007,\n",
       "       1.96431457, 4.98520709, 7.94063825, 3.50268123, 4.93158549,\n",
       "       1.52092549, 0.83939958, 6.07952866, 2.31087085, 8.02916756,\n",
       "       7.3491579 , 3.41236393, 7.41676453, 8.84061257, 7.40420586,\n",
       "       7.71712   , 9.74908628, 2.19502219, 3.76892286, 6.16216779,\n",
       "       5.9741139 , 6.91338929, 8.01379038, 3.97683571, 7.52575632,\n",
       "       8.59896236, 5.91202905, 5.23231218, 4.95419857, 4.77002411,\n",
       "       7.48610742, 9.69206218, 2.50246651, 7.84851457, 6.75470927])"
      ]
     },
     "execution_count": 33,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22206,
     "status": "ok",
     "timestamp": 1591293626277,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "ykH3es0zr6Go",
    "outputId": "3e84c09d-bf85-4bc1-ca9b-672a6e2782bc"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 34,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22194,
     "status": "ok",
     "timestamp": 1591293626277,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "KUiuBnunr6CC",
    "outputId": "29adb6cf-25b1-4a6c-973a-e92807e804ad"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100,)"
      ]
     },
     "execution_count": 35,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22184,
     "status": "ok",
     "timestamp": 1591293626278,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "GPqsudQSr5_g",
    "outputId": "e173f765-d67d-480d-bb14-64c80a2732a7"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 36,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22175,
     "status": "ok",
     "timestamp": 1591293626279,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "Tnm2632sr59K",
    "outputId": "57c18604-6409-496d-f050-ae00cb440af1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[4.86610464],\n",
       "       [1.97978517],\n",
       "       [5.28346419],\n",
       "       [3.68695458],\n",
       "       [7.82874919],\n",
       "       [2.82652529],\n",
       "       [3.41804111],\n",
       "       [5.20830197],\n",
       "       [2.85638889],\n",
       "       [7.34064386],\n",
       "       [0.90749449],\n",
       "       [1.35425909],\n",
       "       [8.51678334],\n",
       "       [7.12926457],\n",
       "       [9.19199065],\n",
       "       [7.85519552],\n",
       "       [1.688719  ],\n",
       "       [6.96251446],\n",
       "       [8.88945153],\n",
       "       [7.0325431 ],\n",
       "       [6.37626004],\n",
       "       [9.88851343],\n",
       "       [6.04915291],\n",
       "       [7.46432785],\n",
       "       [2.63776906],\n",
       "       [5.30708234],\n",
       "       [4.52511282],\n",
       "       [3.69299098],\n",
       "       [9.23120291],\n",
       "       [3.92694281],\n",
       "       [5.40312056],\n",
       "       [8.86214268],\n",
       "       [8.24402473],\n",
       "       [4.68679329],\n",
       "       [5.69681052],\n",
       "       [4.69327739],\n",
       "       [6.92866021],\n",
       "       [4.15811085],\n",
       "       [8.6263374 ],\n",
       "       [2.67642935],\n",
       "       [5.28908438],\n",
       "       [4.4469427 ],\n",
       "       [1.05006349],\n",
       "       [2.85510142],\n",
       "       [6.89105223],\n",
       "       [6.99991668],\n",
       "       [3.19455673],\n",
       "       [5.24127735],\n",
       "       [1.3010091 ],\n",
       "       [7.22745877],\n",
       "       [9.71215386],\n",
       "       [0.69770086],\n",
       "       [4.70108857],\n",
       "       [9.21385919],\n",
       "       [4.58632714],\n",
       "       [0.82403928],\n",
       "       [9.5194292 ],\n",
       "       [6.50257099],\n",
       "       [3.48289144],\n",
       "       [2.05546581],\n",
       "       [3.09421597],\n",
       "       [2.58087765],\n",
       "       [8.7305923 ],\n",
       "       [8.00911493],\n",
       "       [9.30729007],\n",
       "       [1.96431457],\n",
       "       [4.98520709],\n",
       "       [7.94063825],\n",
       "       [3.50268123],\n",
       "       [4.93158549],\n",
       "       [1.52092549],\n",
       "       [0.83939958],\n",
       "       [6.07952866],\n",
       "       [2.31087085],\n",
       "       [8.02916756],\n",
       "       [7.3491579 ],\n",
       "       [3.41236393],\n",
       "       [7.41676453],\n",
       "       [8.84061257],\n",
       "       [7.40420586],\n",
       "       [7.71712   ],\n",
       "       [9.74908628],\n",
       "       [2.19502219],\n",
       "       [3.76892286],\n",
       "       [6.16216779],\n",
       "       [5.9741139 ],\n",
       "       [6.91338929],\n",
       "       [8.01379038],\n",
       "       [3.97683571],\n",
       "       [7.52575632],\n",
       "       [8.59896236],\n",
       "       [5.91202905],\n",
       "       [5.23231218],\n",
       "       [4.95419857],\n",
       "       [4.77002411],\n",
       "       [7.48610742],\n",
       "       [9.69206218],\n",
       "       [2.50246651],\n",
       "       [7.84851457],\n",
       "       [6.75470927]])"
      ]
     },
     "execution_count": 37,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = x.reshape(-1,1)\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22162,
     "status": "ok",
     "timestamp": 1591293626279,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "6b1o2rRxr56K",
    "outputId": "ddc3af85-4029-451f-aea3-b409599b3f75"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 38,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22149,
     "status": "ok",
     "timestamp": 1591293626280,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "bz50sJwSstKx",
    "outputId": "bfab4aca-3caf-4d20-9d27-72ba32dcd9ed"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 1)"
      ]
     },
     "execution_count": 39,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22136,
     "status": "ok",
     "timestamp": 1591293626281,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "klQo1dSEsuqT",
    "outputId": "2a840208-e9b4-4135-8658-bb9ccdffe95f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
      ]
     },
     "execution_count": 40,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22127,
     "status": "ok",
     "timestamp": 1591293626285,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "FrAq7eiIs3rK",
    "outputId": "fc02cda8-5565-4aee-f61f-af64a4a92a4c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3.03580257])"
      ]
     },
     "execution_count": 41,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22116,
     "status": "ok",
     "timestamp": 1591293626286,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "UzUCyO5fs3oh",
    "outputId": "d0831c3c-9ecf-4386-b99e-24426748cb3a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.29120917088533815"
      ]
     },
     "execution_count": 42,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.intercept_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "UUgcDkh1s3j1"
   },
   "outputs": [],
   "source": [
    "# y = 0.51477 + 2.99935*x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "WWuIH4jRs3fN"
   },
   "outputs": [],
   "source": [
    "X_fit = np.linspace(-1,11)\n",
    "X_fit = X_fit.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22102,
     "status": "ok",
     "timestamp": 1591293626289,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "Cgg_t_Ddt8Hm",
    "outputId": "b2174ed6-389d-4eed-b21c-6d3bb6fc388e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 45,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_fit.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 856
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22089,
     "status": "ok",
     "timestamp": 1591293626290,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "aPyUNOCEt9Gn",
    "outputId": "353192ce-b12d-4ce9-c78e-25413cc215d1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-1.        ],\n",
       "       [-0.75510204],\n",
       "       [-0.51020408],\n",
       "       [-0.26530612],\n",
       "       [-0.02040816],\n",
       "       [ 0.2244898 ],\n",
       "       [ 0.46938776],\n",
       "       [ 0.71428571],\n",
       "       [ 0.95918367],\n",
       "       [ 1.20408163],\n",
       "       [ 1.44897959],\n",
       "       [ 1.69387755],\n",
       "       [ 1.93877551],\n",
       "       [ 2.18367347],\n",
       "       [ 2.42857143],\n",
       "       [ 2.67346939],\n",
       "       [ 2.91836735],\n",
       "       [ 3.16326531],\n",
       "       [ 3.40816327],\n",
       "       [ 3.65306122],\n",
       "       [ 3.89795918],\n",
       "       [ 4.14285714],\n",
       "       [ 4.3877551 ],\n",
       "       [ 4.63265306],\n",
       "       [ 4.87755102],\n",
       "       [ 5.12244898],\n",
       "       [ 5.36734694],\n",
       "       [ 5.6122449 ],\n",
       "       [ 5.85714286],\n",
       "       [ 6.10204082],\n",
       "       [ 6.34693878],\n",
       "       [ 6.59183673],\n",
       "       [ 6.83673469],\n",
       "       [ 7.08163265],\n",
       "       [ 7.32653061],\n",
       "       [ 7.57142857],\n",
       "       [ 7.81632653],\n",
       "       [ 8.06122449],\n",
       "       [ 8.30612245],\n",
       "       [ 8.55102041],\n",
       "       [ 8.79591837],\n",
       "       [ 9.04081633],\n",
       "       [ 9.28571429],\n",
       "       [ 9.53061224],\n",
       "       [ 9.7755102 ],\n",
       "       [10.02040816],\n",
       "       [10.26530612],\n",
       "       [10.51020408],\n",
       "       [10.75510204],\n",
       "       [11.        ]])"
      ]
     },
     "execution_count": 46,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "iZ8d7hrOt9CH"
   },
   "outputs": [],
   "source": [
    "y_fit = model.predict(X_fit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 184
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 22074,
     "status": "ok",
     "timestamp": 1591293626291,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "O_athkJRt892",
    "outputId": "2eab7bdb-d1d8-4b97-fb12-8ce7b0ba8085"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-2.7445934 , -2.00113155, -1.25766969, -0.51420784,  0.22925402,\n",
       "        0.97271587,  1.71617773,  2.45963958,  3.20310144,  3.94656329,\n",
       "        4.69002515,  5.433487  ,  6.17694885,  6.92041071,  7.66387256,\n",
       "        8.40733442,  9.15079627,  9.89425813, 10.63771998, 11.38118184,\n",
       "       12.12464369, 12.86810555, 13.6115674 , 14.35502926, 15.09849111,\n",
       "       15.84195297, 16.58541482, 17.32887668, 18.07233853, 18.81580039,\n",
       "       19.55926224, 20.3027241 , 21.04618595, 21.78964781, 22.53310966,\n",
       "       23.27657151, 24.02003337, 24.76349522, 25.50695708, 26.25041893,\n",
       "       26.99388079, 27.73734264, 28.4808045 , 29.22426635, 29.96772821,\n",
       "       30.71119006, 31.45465192, 32.19811377, 32.94157563, 33.68503748])"
      ]
     },
     "execution_count": 48,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 484
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23195,
     "status": "ok",
     "timestamp": 1591293627424,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "qL7Gbg1Ft8Ep",
    "outputId": "b12ff986-8278-4e42-9f20-5bd0418cc4ba"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.plot(X_fit,y_fit)\n",
    "plt.scatter(x,y);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "PuLrudowt8Ce"
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23184,
     "status": "ok",
     "timestamp": 1591293627427,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "CrJvEnIut7_a",
    "outputId": "dc64bb68-46cf-4ae5-9d8a-670f9ce0012b"
   },
   "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],\n",
       "       [5.4, 3.7, 1.5, 0.2],\n",
       "       [4.8, 3.4, 1.6, 0.2],\n",
       "       [4.8, 3. , 1.4, 0.1],\n",
       "       [4.3, 3. , 1.1, 0.1],\n",
       "       [5.8, 4. , 1.2, 0.2],\n",
       "       [5.7, 4.4, 1.5, 0.4],\n",
       "       [5.4, 3.9, 1.3, 0.4],\n",
       "       [5.1, 3.5, 1.4, 0.3],\n",
       "       [5.7, 3.8, 1.7, 0.3],\n",
       "       [5.1, 3.8, 1.5, 0.3],\n",
       "       [5.4, 3.4, 1.7, 0.2],\n",
       "       [5.1, 3.7, 1.5, 0.4],\n",
       "       [4.6, 3.6, 1. , 0.2],\n",
       "       [5.1, 3.3, 1.7, 0.5],\n",
       "       [4.8, 3.4, 1.9, 0.2],\n",
       "       [5. , 3. , 1.6, 0.2],\n",
       "       [5. , 3.4, 1.6, 0.4],\n",
       "       [5.2, 3.5, 1.5, 0.2],\n",
       "       [5.2, 3.4, 1.4, 0.2],\n",
       "       [4.7, 3.2, 1.6, 0.2],\n",
       "       [4.8, 3.1, 1.6, 0.2],\n",
       "       [5.4, 3.4, 1.5, 0.4],\n",
       "       [5.2, 4.1, 1.5, 0.1],\n",
       "       [5.5, 4.2, 1.4, 0.2],\n",
       "       [4.9, 3.1, 1.5, 0.2],\n",
       "       [5. , 3.2, 1.2, 0.2],\n",
       "       [5.5, 3.5, 1.3, 0.2],\n",
       "       [4.9, 3.6, 1.4, 0.1],\n",
       "       [4.4, 3. , 1.3, 0.2],\n",
       "       [5.1, 3.4, 1.5, 0.2],\n",
       "       [5. , 3.5, 1.3, 0.3],\n",
       "       [4.5, 2.3, 1.3, 0.3],\n",
       "       [4.4, 3.2, 1.3, 0.2],\n",
       "       [5. , 3.5, 1.6, 0.6],\n",
       "       [5.1, 3.8, 1.9, 0.4],\n",
       "       [4.8, 3. , 1.4, 0.3],\n",
       "       [5.1, 3.8, 1.6, 0.2],\n",
       "       [4.6, 3.2, 1.4, 0.2],\n",
       "       [5.3, 3.7, 1.5, 0.2],\n",
       "       [5. , 3.3, 1.4, 0.2],\n",
       "       [7. , 3.2, 4.7, 1.4],\n",
       "       [6.4, 3.2, 4.5, 1.5],\n",
       "       [6.9, 3.1, 4.9, 1.5],\n",
       "       [5.5, 2.3, 4. , 1.3],\n",
       "       [6.5, 2.8, 4.6, 1.5],\n",
       "       [5.7, 2.8, 4.5, 1.3],\n",
       "       [6.3, 3.3, 4.7, 1.6],\n",
       "       [4.9, 2.4, 3.3, 1. ],\n",
       "       [6.6, 2.9, 4.6, 1.3],\n",
       "       [5.2, 2.7, 3.9, 1.4],\n",
       "       [5. , 2. , 3.5, 1. ],\n",
       "       [5.9, 3. , 4.2, 1.5],\n",
       "       [6. , 2.2, 4. , 1. ],\n",
       "       [6.1, 2.9, 4.7, 1.4],\n",
       "       [5.6, 2.9, 3.6, 1.3],\n",
       "       [6.7, 3.1, 4.4, 1.4],\n",
       "       [5.6, 3. , 4.5, 1.5],\n",
       "       [5.8, 2.7, 4.1, 1. ],\n",
       "       [6.2, 2.2, 4.5, 1.5],\n",
       "       [5.6, 2.5, 3.9, 1.1],\n",
       "       [5.9, 3.2, 4.8, 1.8],\n",
       "       [6.1, 2.8, 4. , 1.3],\n",
       "       [6.3, 2.5, 4.9, 1.5],\n",
       "       [6.1, 2.8, 4.7, 1.2],\n",
       "       [6.4, 2.9, 4.3, 1.3],\n",
       "       [6.6, 3. , 4.4, 1.4],\n",
       "       [6.8, 2.8, 4.8, 1.4],\n",
       "       [6.7, 3. , 5. , 1.7],\n",
       "       [6. , 2.9, 4.5, 1.5],\n",
       "       [5.7, 2.6, 3.5, 1. ],\n",
       "       [5.5, 2.4, 3.8, 1.1],\n",
       "       [5.5, 2.4, 3.7, 1. ],\n",
       "       [5.8, 2.7, 3.9, 1.2],\n",
       "       [6. , 2.7, 5.1, 1.6],\n",
       "       [5.4, 3. , 4.5, 1.5],\n",
       "       [6. , 3.4, 4.5, 1.6],\n",
       "       [6.7, 3.1, 4.7, 1.5],\n",
       "       [6.3, 2.3, 4.4, 1.3],\n",
       "       [5.6, 3. , 4.1, 1.3],\n",
       "       [5.5, 2.5, 4. , 1.3],\n",
       "       [5.5, 2.6, 4.4, 1.2],\n",
       "       [6.1, 3. , 4.6, 1.4],\n",
       "       [5.8, 2.6, 4. , 1.2],\n",
       "       [5. , 2.3, 3.3, 1. ],\n",
       "       [5.6, 2.7, 4.2, 1.3],\n",
       "       [5.7, 3. , 4.2, 1.2],\n",
       "       [5.7, 2.9, 4.2, 1.3],\n",
       "       [6.2, 2.9, 4.3, 1.3],\n",
       "       [5.1, 2.5, 3. , 1.1],\n",
       "       [5.7, 2.8, 4.1, 1.3],\n",
       "       [6.3, 3.3, 6. , 2.5],\n",
       "       [5.8, 2.7, 5.1, 1.9],\n",
       "       [7.1, 3. , 5.9, 2.1],\n",
       "       [6.3, 2.9, 5.6, 1.8],\n",
       "       [6.5, 3. , 5.8, 2.2],\n",
       "       [7.6, 3. , 6.6, 2.1],\n",
       "       [4.9, 2.5, 4.5, 1.7],\n",
       "       [7.3, 2.9, 6.3, 1.8],\n",
       "       [6.7, 2.5, 5.8, 1.8],\n",
       "       [7.2, 3.6, 6.1, 2.5],\n",
       "       [6.5, 3.2, 5.1, 2. ],\n",
       "       [6.4, 2.7, 5.3, 1.9],\n",
       "       [6.8, 3. , 5.5, 2.1],\n",
       "       [5.7, 2.5, 5. , 2. ],\n",
       "       [5.8, 2.8, 5.1, 2.4],\n",
       "       [6.4, 3.2, 5.3, 2.3],\n",
       "       [6.5, 3. , 5.5, 1.8],\n",
       "       [7.7, 3.8, 6.7, 2.2],\n",
       "       [7.7, 2.6, 6.9, 2.3],\n",
       "       [6. , 2.2, 5. , 1.5],\n",
       "       [6.9, 3.2, 5.7, 2.3],\n",
       "       [5.6, 2.8, 4.9, 2. ],\n",
       "       [7.7, 2.8, 6.7, 2. ],\n",
       "       [6.3, 2.7, 4.9, 1.8],\n",
       "       [6.7, 3.3, 5.7, 2.1],\n",
       "       [7.2, 3.2, 6. , 1.8],\n",
       "       [6.2, 2.8, 4.8, 1.8],\n",
       "       [6.1, 3. , 4.9, 1.8],\n",
       "       [6.4, 2.8, 5.6, 2.1],\n",
       "       [7.2, 3. , 5.8, 1.6],\n",
       "       [7.4, 2.8, 6.1, 1.9],\n",
       "       [7.9, 3.8, 6.4, 2. ],\n",
       "       [6.4, 2.8, 5.6, 2.2],\n",
       "       [6.3, 2.8, 5.1, 1.5],\n",
       "       [6.1, 2.6, 5.6, 1.4],\n",
       "       [7.7, 3. , 6.1, 2.3],\n",
       "       [6.3, 3.4, 5.6, 2.4],\n",
       "       [6.4, 3.1, 5.5, 1.8],\n",
       "       [6. , 3. , 4.8, 1.8],\n",
       "       [6.9, 3.1, 5.4, 2.1],\n",
       "       [6.7, 3.1, 5.6, 2.4],\n",
       "       [6.9, 3.1, 5.1, 2.3],\n",
       "       [5.8, 2.7, 5.1, 1.9],\n",
       "       [6.8, 3.2, 5.9, 2.3],\n",
       "       [6.7, 3.3, 5.7, 2.5],\n",
       "       [6.7, 3. , 5.2, 2.3],\n",
       "       [6.3, 2.5, 5. , 1.9],\n",
       "       [6.5, 3. , 5.2, 2. ],\n",
       "       [6.2, 3.4, 5.4, 2.3],\n",
       "       [5.9, 3. , 5.1, 1.8]])"
      ]
     },
     "execution_count": 51,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris = load_iris()\n",
    "iris.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "OsZJifAOt770"
   },
   "outputs": [],
   "source": [
    "X = df.drop(['class'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "mnvp6tuTwkdl"
   },
   "outputs": [],
   "source": [
    "y = df['class']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 218
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23167,
     "status": "ok",
     "timestamp": 1591293627430,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "ifa2m-kZwkax",
    "outputId": "bf45f541-3b02-40f1-baf8-027eafaaaa08"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         Iris-setosa\n",
       "1         Iris-setosa\n",
       "2         Iris-setosa\n",
       "3         Iris-setosa\n",
       "4         Iris-setosa\n",
       "            ...      \n",
       "145    Iris-virginica\n",
       "146    Iris-virginica\n",
       "147    Iris-virginica\n",
       "148    Iris-virginica\n",
       "149    Iris-virginica\n",
       "Name: class, Length: 150, dtype: object"
      ]
     },
     "execution_count": 54,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23155,
     "status": "ok",
     "timestamp": 1591293627430,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "alQjSkOMwkYV",
    "outputId": "75070e24-dbc9-4984-cb6e-729b5b010b12"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 4)"
      ]
     },
     "execution_count": 55,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23144,
     "status": "ok",
     "timestamp": 1591293627431,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "9B_yTQE-wkU6",
    "outputId": "1c088a58-a8c8-4437-ba21-224c1466875c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150,)"
      ]
     },
     "execution_count": 56,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "QKUTS2cMy3xK"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 320
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23130,
     "status": "ok",
     "timestamp": 1591293627432,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "a46bpZZJwkRr",
    "outputId": "3952d593-0701-4f51-bd45-bd6d9fb44ab0"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://frenzy86.s3.eu-west-2.amazonaws.com/fav/iris_8.png\" width=\"900\" height=\"300\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 58,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(url='https://frenzy86.s3.eu-west-2.amazonaws.com/fav/iris_8.png',width=900,height=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "VmKTA8IpxLfV"
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import classification_report,accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 537
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23112,
     "status": "ok",
     "timestamp": 1591293627433,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "3Z8UrWt-xLF_",
    "outputId": "fb7efb32-8d11-44fd-acce-5d693f1a448a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "116     Iris-virginica\n",
       "15         Iris-setosa\n",
       "73     Iris-versicolor\n",
       "80     Iris-versicolor\n",
       "93     Iris-versicolor\n",
       "51     Iris-versicolor\n",
       "129     Iris-virginica\n",
       "141     Iris-virginica\n",
       "94     Iris-versicolor\n",
       "123     Iris-virginica\n",
       "12         Iris-setosa\n",
       "106     Iris-virginica\n",
       "69     Iris-versicolor\n",
       "24         Iris-setosa\n",
       "125     Iris-virginica\n",
       "148     Iris-virginica\n",
       "6          Iris-setosa\n",
       "13         Iris-setosa\n",
       "42         Iris-setosa\n",
       "132     Iris-virginica\n",
       "60     Iris-versicolor\n",
       "68     Iris-versicolor\n",
       "1          Iris-setosa\n",
       "7          Iris-setosa\n",
       "102     Iris-virginica\n",
       "121     Iris-virginica\n",
       "38         Iris-setosa\n",
       "97     Iris-versicolor\n",
       "98     Iris-versicolor\n",
       "34         Iris-setosa\n",
       "Name: class, dtype: object"
      ]
     },
     "execution_count": 60,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train,X_test,y_train,y_test = train_test_split(X,y, test_size=0.2,random_state=667)\n",
    "y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23098,
     "status": "ok",
     "timestamp": 1591293627433,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "2jiwMZiixKq8",
    "outputId": "9f9f8658-776f-4bfe-aab7-a4c5027ef78d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 61,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 100
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23085,
     "status": "ok",
     "timestamp": 1591293627434,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "qFIKdDM7zdb7",
    "outputId": "4ab660d7-8c15-4649-ee5f-dca8d62cb4cb"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "                   intercept_scaling=1, l1_ratio=None, max_iter=100,\n",
       "                   multi_class='auto', n_jobs=None, penalty='l2',\n",
       "                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\n",
       "                   warm_start=False)"
      ]
     },
     "execution_count": 62,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = LogisticRegression()\n",
    "model.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23072,
     "status": "ok",
     "timestamp": 1591293627434,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "T25JTJPOzdYK",
    "outputId": "7cc6e08e-cbcc-477a-ed61-9be5ddb9b1e9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30, 4)"
      ]
     },
     "execution_count": 63,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 520
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23060,
     "status": "ok",
     "timestamp": 1591293627435,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "JvwhNE31xKPC",
    "outputId": "35bfea05-d77b-4628-e2ad-c0a5a1b123c1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.13727727e-04, 1.49296611e-01, 8.50589662e-01],\n",
       "       [9.81694440e-01, 1.83055231e-02, 3.67645553e-08],\n",
       "       [4.95262089e-03, 8.55006744e-01, 1.40040635e-01],\n",
       "       [4.78524571e-02, 9.37498071e-01, 1.46494714e-02],\n",
       "       [1.82454238e-01, 8.14447925e-01, 3.09783690e-03],\n",
       "       [8.34362559e-03, 8.53182016e-01, 1.38474358e-01],\n",
       "       [3.08531614e-05, 1.43806020e-01, 8.56163127e-01],\n",
       "       [1.91371821e-04, 1.41965051e-01, 8.57843578e-01],\n",
       "       [2.26891772e-02, 9.15326922e-01, 6.19839003e-02],\n",
       "       [1.11490333e-03, 4.26570980e-01, 5.72314116e-01],\n",
       "       [9.76085568e-01, 2.39143930e-02, 3.89440851e-08],\n",
       "       [1.14010422e-02, 6.14554423e-01, 3.74044535e-01],\n",
       "       [3.87527251e-02, 9.43271957e-01, 1.79753177e-02],\n",
       "       [9.50734667e-01, 4.92649843e-02, 3.48652009e-07],\n",
       "       [9.45630962e-06, 5.84189202e-02, 9.41571624e-01],\n",
       "       [1.03598767e-04, 6.06249631e-02, 9.39271438e-01],\n",
       "       [9.85833283e-01, 1.41666814e-02, 3.59348462e-08],\n",
       "       [9.92027685e-01, 7.97230819e-03, 6.82515785e-09],\n",
       "       [9.88635690e-01, 1.13642906e-02, 1.95217714e-08],\n",
       "       [2.08035988e-05, 3.97677412e-02, 9.60211455e-01],\n",
       "       [9.65450292e-02, 8.96848665e-01, 6.60630589e-03],\n",
       "       [3.57145532e-03, 7.92830157e-01, 2.03598387e-01],\n",
       "       [9.73598809e-01, 2.64011366e-02, 5.41261497e-08],\n",
       "       [9.75310525e-01, 2.46894201e-02, 5.49192317e-08],\n",
       "       [5.60264196e-06, 3.18278232e-02, 9.68166574e-01],\n",
       "       [1.37453787e-03, 2.63294056e-01, 7.35331406e-01],\n",
       "       [9.86282646e-01, 1.37173283e-02, 2.54733333e-08],\n",
       "       [1.30218358e-02, 9.25173682e-01, 6.18044827e-02],\n",
       "       [3.23364201e-01, 6.75313177e-01, 1.32262150e-03],\n",
       "       [9.70459471e-01, 2.95404705e-02, 5.86661560e-08]])"
      ]
     },
     "execution_count": 64,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict_proba(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 184
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23048,
     "status": "ok",
     "timestamp": 1591293627435,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "9Sa7-gJF0eV8",
    "outputId": "c485412c-7354-4297-e53a-60604b5711a1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-virginica', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-setosa', 'Iris-versicolor', 'Iris-versicolor', 'Iris-setosa'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 65,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_predict = model.predict(X_test)\n",
    "y_predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 910
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23037,
     "status": "ok",
     "timestamp": 1591293627436,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "fpWsxOW60pQF",
    "outputId": "3c01b53f-5143-4e2d-f5bc-97173eaa5c1f"
   },
   "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>predetto</th>\n",
       "      <th>reale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           predetto            reale\n",
       "0    Iris-virginica   Iris-virginica\n",
       "1       Iris-setosa      Iris-setosa\n",
       "2   Iris-versicolor  Iris-versicolor\n",
       "3   Iris-versicolor  Iris-versicolor\n",
       "4   Iris-versicolor  Iris-versicolor\n",
       "5   Iris-versicolor  Iris-versicolor\n",
       "6    Iris-virginica   Iris-virginica\n",
       "7    Iris-virginica   Iris-virginica\n",
       "8   Iris-versicolor  Iris-versicolor\n",
       "9    Iris-virginica   Iris-virginica\n",
       "10      Iris-setosa      Iris-setosa\n",
       "11  Iris-versicolor   Iris-virginica\n",
       "12  Iris-versicolor  Iris-versicolor\n",
       "13      Iris-setosa      Iris-setosa\n",
       "14   Iris-virginica   Iris-virginica\n",
       "15   Iris-virginica   Iris-virginica\n",
       "16      Iris-setosa      Iris-setosa\n",
       "17      Iris-setosa      Iris-setosa\n",
       "18      Iris-setosa      Iris-setosa\n",
       "19   Iris-virginica   Iris-virginica\n",
       "20  Iris-versicolor  Iris-versicolor\n",
       "21  Iris-versicolor  Iris-versicolor\n",
       "22      Iris-setosa      Iris-setosa\n",
       "23      Iris-setosa      Iris-setosa\n",
       "24   Iris-virginica   Iris-virginica\n",
       "25   Iris-virginica   Iris-virginica\n",
       "26      Iris-setosa      Iris-setosa\n",
       "27  Iris-versicolor  Iris-versicolor\n",
       "28  Iris-versicolor  Iris-versicolor\n",
       "29      Iris-setosa      Iris-setosa"
      ]
     },
     "execution_count": 66,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confronto = pd.DataFrame(data=[y_predict,y_test])\n",
    "confronto = confronto.T\n",
    "\n",
    "confronto.columns = ['predetto','reale']\n",
    "confronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23024,
     "status": "ok",
     "timestamp": 1591293627436,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "jXaw2ycz1IIT",
    "outputId": "26302a8b-ec45-4a34-f4d9-f21c74881765"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 67,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "lenght = y_predict.shape[0]\n",
    "lenght"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 594
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23013,
     "status": "ok",
     "timestamp": 1591293627437,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "QjjRJ31_1haL",
    "outputId": "24083f52-faa5-4185-817c-21bdad62eb62"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0,lenght,lenght)\n",
    "\n",
    "plt.figure(figsize=(18,10))\n",
    "plt.plot(x,y_test, label='reali')\n",
    "plt.plot(x,y_predict, label='predetti')\n",
    "plt.legend(loc=2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "cr58rb-s1-Ab"
   },
   "outputs": [],
   "source": [
    "new_input = [[1,0,1,1.0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 497,
     "status": "ok",
     "timestamp": 1591294090822,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "1E1XwA62frEf",
    "outputId": "fa18071d-8e62-429a-d6be-b272004850f3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 99,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(new_input)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 33
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 732,
     "status": "ok",
     "timestamp": 1591294092271,
     "user": {
      "displayName": "T3Lab Vision",
      "photoUrl": "",
      "userId": "14779383426442114373"
     },
     "user_tz": -120
    },
    "id": "t4qblGxq26ul",
    "outputId": "6d59ea96-a738-4c78-bedc-a8f6825243df"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-setosa'], dtype=object)"
      ]
     },
     "execution_count": 100,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict(new_input)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "authorship_tag": "ABX9TyOZ8E84z8C54s8od7UbhMM7",
   "collapsed_sections": [],
   "name": "Iris.ipynb",
   "provenance": []
  },
  "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}