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@spolakh
Created February 25, 2015 20:41
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{
"metadata": {
"name": "",
"signature": "sha256:4b29dfce07d9442ae9ee4692f1bf001b798f38159c280e68561abe8e2aeebc27"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline\n",
"from sklearn.datasets import load_iris\n",
"from sklearn.neighbors import KNeighborsClassifier as KNN\n",
"import pandas as pd\n",
"import numpy as np\n",
"import pylab as pl"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 102
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"iris = load_iris()\n",
"print(iris.DESCR)"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u0422\u0430\u043a, \u0443 \u043d\u0430\u0441 \u0435\u0441\u0442\u044c \u0438\u0440\u0438\u0441\u043e\u0432\u044b\u0439 \u0434\u0430\u0442\u0430\u0441\u0435\u0442, \u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u0440\u0430\u0434\u0438 \u043e\u0431\u0449\u0435\u0433\u043e \u0431\u043b\u0430\u0433\u0430 \u0434\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0438\u043c \u0435\u0433\u043e \u0432 \u043f\u0430\u043d\u0434\u044b."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.DataFrame(iris.data, columns=['SepLen', 'SepWid', 'PetLen', 'PetWid'])\n",
"df['Class'] = iris.target\n",
"df"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>SepLen</th>\n",
" <th>SepWid</th>\n",
" <th>PetLen</th>\n",
" <th>PetWid</th>\n",
" <th>Class</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> 0</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> 0</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> 0</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> 0</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> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> 5.4</td>\n",
" <td> 3.9</td>\n",
" <td> 1.7</td>\n",
" <td> 0.4</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6 </th>\n",
" <td> 4.6</td>\n",
" <td> 3.4</td>\n",
" <td> 1.4</td>\n",
" <td> 0.3</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7 </th>\n",
" <td> 5.0</td>\n",
" <td> 3.4</td>\n",
" <td> 1.5</td>\n",
" <td> 0.2</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8 </th>\n",
" <td> 4.4</td>\n",
" <td> 2.9</td>\n",
" <td> 1.4</td>\n",
" <td> 0.2</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> 4.9</td>\n",
" <td> 3.1</td>\n",
" <td> 1.5</td>\n",
" <td> 0.1</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10 </th>\n",
" <td> 5.4</td>\n",
" <td> 3.7</td>\n",
" <td> 1.5</td>\n",
" <td> 0.2</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11 </th>\n",
" <td> 4.8</td>\n",
" <td> 3.4</td>\n",
" <td> 1.6</td>\n",
" <td> 0.2</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12 </th>\n",
" <td> 4.8</td>\n",
" <td> 3.0</td>\n",
" <td> 1.4</td>\n",
" <td> 0.1</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13 </th>\n",
" <td> 4.3</td>\n",
" <td> 3.0</td>\n",
" <td> 1.1</td>\n",
" <td> 0.1</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14 </th>\n",
" <td> 5.8</td>\n",
" <td> 4.0</td>\n",
" <td> 1.2</td>\n",
" <td> 0.2</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15 </th>\n",
" <td> 5.7</td>\n",
" <td> 4.4</td>\n",
" <td> 1.5</td>\n",
" <td> 0.4</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16 </th>\n",
" <td> 5.4</td>\n",
" <td> 3.9</td>\n",
" <td> 1.3</td>\n",
" <td> 0.4</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17 </th>\n",
" <td> 5.1</td>\n",
" <td> 3.5</td>\n",
" <td> 1.4</td>\n",
" <td> 0.3</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18 </th>\n",
" <td> 5.7</td>\n",
" <td> 3.8</td>\n",
" <td> 1.7</td>\n",
" <td> 0.3</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19 </th>\n",
" <td> 5.1</td>\n",
" <td> 3.8</td>\n",
" <td> 1.5</td>\n",
" <td> 0.3</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20 </th>\n",
" <td> 5.4</td>\n",
" <td> 3.4</td>\n",
" <td> 1.7</td>\n",
" <td> 0.2</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21 </th>\n",
" <td> 5.1</td>\n",
" <td> 3.7</td>\n",
" <td> 1.5</td>\n",
" <td> 0.4</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22 </th>\n",
" <td> 4.6</td>\n",
" <td> 3.6</td>\n",
" <td> 1.0</td>\n",
" <td> 0.2</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23 </th>\n",
" <td> 5.1</td>\n",
" <td> 3.3</td>\n",
" <td> 1.7</td>\n",
" <td> 0.5</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24 </th>\n",
" <td> 4.8</td>\n",
" <td> 3.4</td>\n",
" <td> 1.9</td>\n",
" <td> 0.2</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25 </th>\n",
" <td> 5.0</td>\n",
" <td> 3.0</td>\n",
" <td> 1.6</td>\n",
" <td> 0.2</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26 </th>\n",
" <td> 5.0</td>\n",
" <td> 3.4</td>\n",
" <td> 1.6</td>\n",
" <td> 0.4</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27 </th>\n",
" <td> 5.2</td>\n",
" <td> 3.5</td>\n",
" <td> 1.5</td>\n",
" <td> 0.2</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28 </th>\n",
" <td> 5.2</td>\n",
" <td> 3.4</td>\n",
" <td> 1.4</td>\n",
" <td> 0.2</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29 </th>\n",
" <td> 4.7</td>\n",
" <td> 3.2</td>\n",
" <td> 1.6</td>\n",
" <td> 0.2</td>\n",
" <td> 0</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>120</th>\n",
" <td> 6.9</td>\n",
" <td> 3.2</td>\n",
" <td> 5.7</td>\n",
" <td> 2.3</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>121</th>\n",
" <td> 5.6</td>\n",
" <td> 2.8</td>\n",
" <td> 4.9</td>\n",
" <td> 2.0</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>122</th>\n",
" <td> 7.7</td>\n",
" <td> 2.8</td>\n",
" <td> 6.7</td>\n",
" <td> 2.0</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>123</th>\n",
" <td> 6.3</td>\n",
" <td> 2.7</td>\n",
" <td> 4.9</td>\n",
" <td> 1.8</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>124</th>\n",
" <td> 6.7</td>\n",
" <td> 3.3</td>\n",
" <td> 5.7</td>\n",
" <td> 2.1</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>125</th>\n",
" <td> 7.2</td>\n",
" <td> 3.2</td>\n",
" <td> 6.0</td>\n",
" <td> 1.8</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>126</th>\n",
" <td> 6.2</td>\n",
" <td> 2.8</td>\n",
" <td> 4.8</td>\n",
" <td> 1.8</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>127</th>\n",
" <td> 6.1</td>\n",
" <td> 3.0</td>\n",
" <td> 4.9</td>\n",
" <td> 1.8</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>128</th>\n",
" <td> 6.4</td>\n",
" <td> 2.8</td>\n",
" <td> 5.6</td>\n",
" <td> 2.1</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>129</th>\n",
" <td> 7.2</td>\n",
" <td> 3.0</td>\n",
" <td> 5.8</td>\n",
" <td> 1.6</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>130</th>\n",
" <td> 7.4</td>\n",
" <td> 2.8</td>\n",
" <td> 6.1</td>\n",
" <td> 1.9</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131</th>\n",
" <td> 7.9</td>\n",
" <td> 3.8</td>\n",
" <td> 6.4</td>\n",
" <td> 2.0</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>132</th>\n",
" <td> 6.4</td>\n",
" <td> 2.8</td>\n",
" <td> 5.6</td>\n",
" <td> 2.2</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>133</th>\n",
" <td> 6.3</td>\n",
" <td> 2.8</td>\n",
" <td> 5.1</td>\n",
" <td> 1.5</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>134</th>\n",
" <td> 6.1</td>\n",
" <td> 2.6</td>\n",
" <td> 5.6</td>\n",
" <td> 1.4</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>135</th>\n",
" <td> 7.7</td>\n",
" <td> 3.0</td>\n",
" <td> 6.1</td>\n",
" <td> 2.3</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>136</th>\n",
" <td> 6.3</td>\n",
" <td> 3.4</td>\n",
" <td> 5.6</td>\n",
" <td> 2.4</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>137</th>\n",
" <td> 6.4</td>\n",
" <td> 3.1</td>\n",
" <td> 5.5</td>\n",
" <td> 1.8</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>138</th>\n",
" <td> 6.0</td>\n",
" <td> 3.0</td>\n",
" <td> 4.8</td>\n",
" <td> 1.8</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>139</th>\n",
" <td> 6.9</td>\n",
" <td> 3.1</td>\n",
" <td> 5.4</td>\n",
" <td> 2.1</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>140</th>\n",
" <td> 6.7</td>\n",
" <td> 3.1</td>\n",
" <td> 5.6</td>\n",
" <td> 2.4</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>141</th>\n",
" <td> 6.9</td>\n",
" <td> 3.1</td>\n",
" <td> 5.1</td>\n",
" <td> 2.3</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>142</th>\n",
" <td> 5.8</td>\n",
" <td> 2.7</td>\n",
" <td> 5.1</td>\n",
" <td> 1.9</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>143</th>\n",
" <td> 6.8</td>\n",
" <td> 3.2</td>\n",
" <td> 5.9</td>\n",
" <td> 2.3</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>144</th>\n",
" <td> 6.7</td>\n",
" <td> 3.3</td>\n",
" <td> 5.7</td>\n",
" <td> 2.5</td>\n",
" <td> 2</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> 2</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> 2</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> 2</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> 2</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> 2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>150 rows \u00d7 5 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 59,
"text": [
" SepLen SepWid PetLen PetWid Class\n",
"0 5.1 3.5 1.4 0.2 0\n",
"1 4.9 3.0 1.4 0.2 0\n",
"2 4.7 3.2 1.3 0.2 0\n",
"3 4.6 3.1 1.5 0.2 0\n",
"4 5.0 3.6 1.4 0.2 0\n",
"5 5.4 3.9 1.7 0.4 0\n",
"6 4.6 3.4 1.4 0.3 0\n",
"7 5.0 3.4 1.5 0.2 0\n",
"8 4.4 2.9 1.4 0.2 0\n",
"9 4.9 3.1 1.5 0.1 0\n",
"10 5.4 3.7 1.5 0.2 0\n",
"11 4.8 3.4 1.6 0.2 0\n",
"12 4.8 3.0 1.4 0.1 0\n",
"13 4.3 3.0 1.1 0.1 0\n",
"14 5.8 4.0 1.2 0.2 0\n",
"15 5.7 4.4 1.5 0.4 0\n",
"16 5.4 3.9 1.3 0.4 0\n",
"17 5.1 3.5 1.4 0.3 0\n",
"18 5.7 3.8 1.7 0.3 0\n",
"19 5.1 3.8 1.5 0.3 0\n",
"20 5.4 3.4 1.7 0.2 0\n",
"21 5.1 3.7 1.5 0.4 0\n",
"22 4.6 3.6 1.0 0.2 0\n",
"23 5.1 3.3 1.7 0.5 0\n",
"24 4.8 3.4 1.9 0.2 0\n",
"25 5.0 3.0 1.6 0.2 0\n",
"26 5.0 3.4 1.6 0.4 0\n",
"27 5.2 3.5 1.5 0.2 0\n",
"28 5.2 3.4 1.4 0.2 0\n",
"29 4.7 3.2 1.6 0.2 0\n",
".. ... ... ... ... ...\n",
"120 6.9 3.2 5.7 2.3 2\n",
"121 5.6 2.8 4.9 2.0 2\n",
"122 7.7 2.8 6.7 2.0 2\n",
"123 6.3 2.7 4.9 1.8 2\n",
"124 6.7 3.3 5.7 2.1 2\n",
"125 7.2 3.2 6.0 1.8 2\n",
"126 6.2 2.8 4.8 1.8 2\n",
"127 6.1 3.0 4.9 1.8 2\n",
"128 6.4 2.8 5.6 2.1 2\n",
"129 7.2 3.0 5.8 1.6 2\n",
"130 7.4 2.8 6.1 1.9 2\n",
"131 7.9 3.8 6.4 2.0 2\n",
"132 6.4 2.8 5.6 2.2 2\n",
"133 6.3 2.8 5.1 1.5 2\n",
"134 6.1 2.6 5.6 1.4 2\n",
"135 7.7 3.0 6.1 2.3 2\n",
"136 6.3 3.4 5.6 2.4 2\n",
"137 6.4 3.1 5.5 1.8 2\n",
"138 6.0 3.0 4.8 1.8 2\n",
"139 6.9 3.1 5.4 2.1 2\n",
"140 6.7 3.1 5.6 2.4 2\n",
"141 6.9 3.1 5.1 2.3 2\n",
"142 5.8 2.7 5.1 1.9 2\n",
"143 6.8 3.2 5.9 2.3 2\n",
"144 6.7 3.3 5.7 2.5 2\n",
"145 6.7 3.0 5.2 2.3 2\n",
"146 6.3 2.5 5.0 1.9 2\n",
"147 6.5 3.0 5.2 2.0 2\n",
"148 6.2 3.4 5.4 2.3 2\n",
"149 5.9 3.0 5.1 1.8 2\n",
"\n",
"[150 rows x 5 columns]"
]
}
],
"prompt_number": 59
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u0441\u0434\u0435\u043b\u0430\u0435\u043c \u0447\u0442\u043e-\u043d\u0438\u0431\u0443\u0434\u044c \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u043e\u0435. \u042f \u0442\u0443\u0442 \u043d\u0435\u0434\u0430\u0432\u043d\u043e \u043d\u0430\u0442\u043a\u043d\u0443\u043b\u0441\u044f \u043d\u0430 \u0437\u0430\u0431\u0430\u0432\u043d\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b\u0445 \u0432\u0435\u0441\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0440\u0430\u0441\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c \u043d\u0430 \u043f\u043b\u043e\u0441\u043a\u043e\u0441\u0442\u0438, \u043f\u043e\u0447\u0435\u043c\u0443 \u0431\u044b \u0438 \u043d\u0435 \u043f\u043e\u043f\u0440\u043e\u0431\u043e\u0432\u0430\u0442\u044c. \u0428\u0442\u0443\u043a\u0430 \u043d\u0438\u0436\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u043d\u0430 \u0432\u0445\u043e\u0434 \u043f\u0430\u043d\u0434\u043e\u0432\u044b\u0439 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0439 \u0434\u0430\u0442\u0430\u0444\u0440\u0435\u0439\u043c, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0438 \u0440\u0430\u0437\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u0438, \u0432 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0431\u0443\u0434\u0435\u043c \u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043c\u0435\u0448 \u0432\u0435\u0441\u043e\u0432. (\u0418\u0431\u043e \u043c\u043d\u0435 \u043e\u0447\u0435\u043d\u044c \u043d\u0435 \u0445\u043e\u0447\u0435\u0442\u0441\u044f \u0434\u0435\u043b\u0430\u0442\u044c \u044d\u0442\u043e \u0434\u043b\u044f \u0440\u0430\u0437\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u0438 \u0431\u043e\u043b\u044c\u0448\u0435 2-\u0443\u0445. \u0414\u0430 \u0438 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u0442\u044c \u043e\u043d\u043e \u0431\u0443\u0434\u0435\u0442, \u043c\u044f\u0433\u043a\u043e \u0433\u043e\u0432\u043e\u0440\u044f, \u0432\u044b\u0440\u0432\u0438\u0433\u043b\u0430\u0437\u043d\u043e \u0434\u0430\u0436\u0435 \u0432 3\u0434)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def get_grid(data, dim1, dim2, border=1., step=.01):\n",
" x_min, x_max = data[dim1].min() - border, data[dim1].max() + border\n",
" y_min, y_max = data[dim2].min() - border, data[dim2].max() + border\n",
" return np.meshgrid(np.arange(x_min, x_max, step),\n",
" np.arange(y_min, y_max, step))\n",
"\n",
"def plot_model(lset, clf, dim1, dim2):\n",
" X, y = lset.drop('Class', 1)[[dim1, dim2]], lset['Class']\n",
" clf.fit(X, y)\n",
" xx, yy = get_grid(X, dim1, dim2)\n",
" predicted = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1].reshape(xx.shape)\n",
" pl.figure(figsize=(10, 7))\n",
" pl.pcolormesh(xx, yy, predicted, cmap='spring')\n",
" pl.scatter(X[dim1], X[dim2], c=y, s=150, cmap='spring', alpha=0.7)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 87
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_model(df, KNN(n_neighbors=2), 'SepLen', 'SepWid')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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U2ba0JYQQ1rOeDnQI8g4cEmxImvLwkT8/PKV815AKF0UU09LeYOr021mxejtD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\nDwpLIiIiIj78PweeHLNYlhFCAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f6a2b2b39b0>"
]
}
],
"prompt_number": 101
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_model(df, KNN(n_neighbors=16), 'SepLen', 'SepWid')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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SLdcXPMCImNqjNtvp03na9CIvvv4i5w7KYvywWHqcXbH/0RwTi9YUsXKZgTty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HAAAg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\n",
"text": [
"<matplotlib.figure.Figure at 0x7f6a3299f630>"
]
}
],
"prompt_number": 97
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_model(df, KNN(n_neighbors=16), 'PetLen', 'PetWid')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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3tCuHri2zsPF7K7npZjrT6PSy/AsDs7R5ne4bKg8eHki7mWMv2cRdV/Rl9IDk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\n/kFSK94erQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f6a29d55ba8>"
]
}
],
"prompt_number": 98
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_model(df, KNN(n_neighbors=16), 'SepWid', 'PetWid')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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ej878+XDnnWCwuSnD4bNuY/vFE933GD/zs9fXf+ZnovscZ9yA+kcKGgwK110Q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g4GZQQmK06SpIIZnqqmGwKBoUmSVGF22ylf3R6cJElqk5Un5aOsMU3OqJMkdZjhSe0pcyC43XKS\npBIYntSaXgpNhilJUo4c86TeYkCSJJXMypOy6caxTQYqSVIHWXlS83opOEmSVBArTxpfr64MbqiS\nJBXEypPGVnZwkiSpC1l50od1Q2iy4iRJ6lJWnrSvXg5OkiR1gJUndUdggvYGhhusJEkdYniqu24I\nTu3OpjM4SZI6yG67OuuG4CRJUo+x8lRH3RKa2u2Ks+IkSSqBlae6MThJktQWK0910C2BCfIJRQYn\nSVKJrDxVncFJkqRcRUqp2BNEpKLPIUmSlIeIIKUU4x1j5UmSJCmDlsNTRFwQEasiYldEnJRnoyRJ\nkrpVO5WnXwJfBp7OqS2SJEldr+XZdimlNTDcNyhJklQXjnmSJEnKYNzKU0Q8Dswa5aVrU0oPNnuS\nhQsXjtzv7++nv7+/2bdKkiQVZmBggIGBgUzvaXupgohYBlyVUlo+xusuVSBJknpCJ5cqcOCTJEmq\nhXaWKvhyRGwETgYeiohH8muWJElSd3KFcUmSpAZXGJckScqZ4UmSJCkDw5MkSVIGhidJkqQMDE+S\nJEkZGJ4kSZIyMDxJkiRlYHiSJEnKwPAkSZKUgeFJkiQpA8OTJElSBoYnSZKkDAxPkiRJGRieJEmS\nMjA8SZIkZWB4kiRJysDwJEmSlIHhSZIkKQPDkyRJUgaGJ0mSpAwMT5IkSRkYniRJkjIwPEmSJGVg\neJIkScrA8CRJkpSB4UmSJCkDw5MkSVIGhidJkqQMDE+SJEkZGJ4kSZIyMDxJkiRlYHiSJEnKwPAk\nSZKUgeFJkiQpA8OTJElSBoYnSZKkDAxPkiRJGRieJEmSMjA8SZIkZWB4kiRJysDwJEmSlIHhSZIk\nKQPDkyRJUgaGJ0mSpAwMT5IkSRkYniRJkjIwPEmSJGVgeJIkScrA8CRJkpSB4UmSJCkDw5MkSVIG\nhidJkqQMDE+SJEkZGJ4kSZIyMDxJkiRlYHiSJEnKoOXwFBF/HxGrI+K/IuK+iPidPBum1g0MDJTd\nhNrxmnee17zzvOad5zXvTu1UnpYCx6eU/gBYC1yTT5PULv+xdZ7XvPO85p3nNe88r3l3ajk8pZQe\nTyntbjx8DjgmnyZJkiR1r7zGPP0F8HBOnyVJktS1IqU09osRjwOzRnnp2pTSg41jrgNOSin92Rif\nMfYJJEmSukxKKcZ7fdzwdCARcTFwKXB6Sun/Wv4gSZKkHjGx1TdGxDzgb4DPG5wkSVJdtFx5ioh1\nwGRgS+Opf08p/WVeDZMkSepGbXXbSZIk1U1hK4xHxLyIWBMR6yLi20WdRx+IiNsjYjAifll2W+oi\nImZHxLKIWBURL0XE5WW3qeoi4qCIeC4iVjSu+cKy21QHEdEXES9GxINlt6UuImJDRKxsXPf/KLs9\nVRcR0yNicWMB8F9FxMljHltE5Ski+oD/Bs4AXgWeB76aUlqd+8k0IiI+C+wA7kop/X7Z7amDiJgF\nzEoprYiIacB/Auf5d71YETE1pbQzIiYCzwJ/nVJ6rux2VVlEXAl8Cjg0pfSlsttTBxHxP8CnUkpb\nDniw2hYRdwJPpZRub/y35ZCU0lujHVtU5emPgJdTShtSSu8D/wqcW9C51JBSegbYWnY76iSltCml\ntKJxfwewGvjdcltVfSmlnY27k4FJwO5xDlebIuIY4GzgVmDcKdzKnde7AxpbzH02pXQ7QEppaKzg\nBMWFp6OBjXs9fqXxnFRZEfER4ESGV9xXgSJiQkSsAAaBpSml58tuU8XdzPDsakNqZyXgiYh4ISIu\nLbsxFfdR4I2IuCMilkfEP0fE1LEOLio8OQpdtdLoslvMcPfRjrLbU3Uppd0ppT9keFuoz0TE8WW3\nqaoi4k+B11NKL2IVpNNOSSmdCJwF/FVjaIaKMRE4CfinlNJJwNvA1WMdXFR4ehWYvdfj2QxXn6TK\niYhJwL8B/5JSur/s9tRJo6y+DJhXdlsq7I+BLzXG39wDnBYRd5XcplpIKf1v4883gJ8zPCRGxXgF\neGWvKvZihsPUqIoKTy8AcyLiIxExGfgK8EBB55JKExEB3Ab8KqX0D2W3pw4iYkZETG/cPxg4k+Gx\nZipASunalNLslNJHgT8HnkwpXVR2u6ouIqZGxKGN+4cAfwI4k7ogKaVNwMaI+L3GU2cAq8Y6vuUV\nxg/QiKGIWAA8BvQBtzn7qHgRcQ/weeDwiNgI/G1K6Y6Sm1V1pwBfB1ZGxIuN565JKT1aYpuq7ijg\nzsas3gnAvSklNybvHIdldMZM4OfD/3/GRODulNLScptUeZcBdzeKPuuBS8Y60EUyJUmSMihskUxJ\nkqQqMjxJkiRlYHiSJEnKwPAkSZKUgeFJkiQpA8OTJElSBoYnSZKkDP4fX9Ae+2acRzEAAAAASUVO\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f6a31d01a58>"
]
}
],
"prompt_number": 99
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_model(df, KNN(n_neighbors=16), 'SepLen', 'PetLen')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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JJaRku5n7QzUv//gbs2bBiRNVjMYD+73s0hBz5oW4+f4Kbp2Zjq660NDrrHdU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\niqIwwNCPAfSDUM1tQRaY3qR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5f1//ttnPB4s8FKzsybB0O8srt3BY1oCavlMtOD3BOksO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\nlDjRiU5zm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g2ktGYNhBBCCCGsQ1mWpdqcv8ZhKYQQQghhQxbTcCGEEEIIeURYCiGEEELI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\nPCIshRBCCCHkEWEphBBCCCGP/weDotla1hpANgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f6a31cfa128>"
]
}
],
"prompt_number": 100
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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