1442 lines
432 KiB
Plaintext
1442 lines
432 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## **Лабораторная 7**\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Unnamed: 0</th>\n",
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" <th>carat</th>\n",
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" <th>cut</th>\n",
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" <th>color</th>\n",
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" <th>clarity</th>\n",
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" <th>depth</th>\n",
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" <th>table</th>\n",
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" <th>price</th>\n",
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" <th>x</th>\n",
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" <th>y</th>\n",
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" <th>z</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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||
" <th>0</th>\n",
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" <td>1</td>\n",
|
||
" <td>0.23</td>\n",
|
||
" <td>Ideal</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>61.5</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>326</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>3.98</td>\n",
|
||
" <td>2.43</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.21</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>SI1</td>\n",
|
||
" <td>59.8</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>326</td>\n",
|
||
" <td>3.89</td>\n",
|
||
" <td>3.84</td>\n",
|
||
" <td>2.31</td>\n",
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||
" </tr>\n",
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" <tr>\n",
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||
" <th>2</th>\n",
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||
" <td>3</td>\n",
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||
" <td>0.23</td>\n",
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||
" <td>Good</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>VS1</td>\n",
|
||
" <td>56.9</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>327</td>\n",
|
||
" <td>4.05</td>\n",
|
||
" <td>4.07</td>\n",
|
||
" <td>2.31</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.29</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>I</td>\n",
|
||
" <td>VS2</td>\n",
|
||
" <td>62.4</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>334</td>\n",
|
||
" <td>4.20</td>\n",
|
||
" <td>4.23</td>\n",
|
||
" <td>2.63</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.31</td>\n",
|
||
" <td>Good</td>\n",
|
||
" <td>J</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>63.3</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>335</td>\n",
|
||
" <td>4.34</td>\n",
|
||
" <td>4.35</td>\n",
|
||
" <td>2.75</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
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||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53938</th>\n",
|
||
" <td>53939</td>\n",
|
||
" <td>0.86</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>H</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>2757</td>\n",
|
||
" <td>6.15</td>\n",
|
||
" <td>6.12</td>\n",
|
||
" <td>3.74</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53939</th>\n",
|
||
" <td>53940</td>\n",
|
||
" <td>0.75</td>\n",
|
||
" <td>Ideal</td>\n",
|
||
" <td>D</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>62.2</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>2757</td>\n",
|
||
" <td>5.83</td>\n",
|
||
" <td>5.87</td>\n",
|
||
" <td>3.64</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53940</th>\n",
|
||
" <td>53941</td>\n",
|
||
" <td>0.71</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>SI1</td>\n",
|
||
" <td>60.5</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>2756</td>\n",
|
||
" <td>5.79</td>\n",
|
||
" <td>5.74</td>\n",
|
||
" <td>3.49</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53941</th>\n",
|
||
" <td>53942</td>\n",
|
||
" <td>0.71</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>F</td>\n",
|
||
" <td>SI1</td>\n",
|
||
" <td>59.8</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" <td>2756</td>\n",
|
||
" <td>5.74</td>\n",
|
||
" <td>5.73</td>\n",
|
||
" <td>3.43</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53942</th>\n",
|
||
" <td>53943</td>\n",
|
||
" <td>0.70</td>\n",
|
||
" <td>Very Good</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>VS2</td>\n",
|
||
" <td>60.5</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>2757</td>\n",
|
||
" <td>5.71</td>\n",
|
||
" <td>5.76</td>\n",
|
||
" <td>3.47</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>53943 rows × 11 columns</p>\n",
|
||
"</div>"
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||
],
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||
"text/plain": [
|
||
" Unnamed: 0 carat cut color clarity depth table price x \\\n",
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||
"0 1 0.23 Ideal E SI2 61.5 55.0 326 3.95 \n",
|
||
"1 2 0.21 Premium E SI1 59.8 61.0 326 3.89 \n",
|
||
"2 3 0.23 Good E VS1 56.9 65.0 327 4.05 \n",
|
||
"3 4 0.29 Premium I VS2 62.4 58.0 334 4.20 \n",
|
||
"4 5 0.31 Good J SI2 63.3 58.0 335 4.34 \n",
|
||
"... ... ... ... ... ... ... ... ... ... \n",
|
||
"53938 53939 0.86 Premium H SI2 61.0 58.0 2757 6.15 \n",
|
||
"53939 53940 0.75 Ideal D SI2 62.2 55.0 2757 5.83 \n",
|
||
"53940 53941 0.71 Premium E SI1 60.5 55.0 2756 5.79 \n",
|
||
"53941 53942 0.71 Premium F SI1 59.8 62.0 2756 5.74 \n",
|
||
"53942 53943 0.70 Very Good E VS2 60.5 59.0 2757 5.71 \n",
|
||
"\n",
|
||
" y z \n",
|
||
"0 3.98 2.43 \n",
|
||
"1 3.84 2.31 \n",
|
||
"2 4.07 2.31 \n",
|
||
"3 4.23 2.63 \n",
|
||
"4 4.35 2.75 \n",
|
||
"... ... ... \n",
|
||
"53938 6.12 3.74 \n",
|
||
"53939 5.87 3.64 \n",
|
||
"53940 5.74 3.49 \n",
|
||
"53941 5.73 3.43 \n",
|
||
"53942 5.76 3.47 \n",
|
||
"\n",
|
||
"[53943 rows x 11 columns]"
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||
]
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||
},
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||
"execution_count": 3,
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||
"metadata": {},
|
||
"output_type": "execute_result"
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||
}
|
||
],
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||
"source": [
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"import skfuzzy as fuzz\n",
|
||
"import skfuzzy.control as ctrl\n",
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||
"\n",
|
||
"df = pd.read_csv(\".//static//csv//Diamonds Prices2022.csv\")\n",
|
||
"\n",
|
||
"df"
|
||
]
|
||
},
|
||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
|
||
"#### **Определение входных и выходных переменных**"
|
||
]
|
||
},
|
||
{
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||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"выведем все уникальные значения встолбце глубина"
|
||
]
|
||
},
|
||
{
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||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
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||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"['SI2' 'SI1' 'VS1' 'VS2' 'VVS2' 'VVS1' 'I1' 'IF']\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"unique_values = df['clarity'].unique()\n",
|
||
"\n",
|
||
"print(unique_values)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Закодируем глубину и в дальнейшем будем использовать новый столбец"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 55,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
||
" }\n",
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"\n",
|
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
|
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" }\n",
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"\n",
|
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" .dataframe thead th {\n",
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" text-align: right;\n",
|
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" }\n",
|
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"</style>\n",
|
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"<table border=\"1\" class=\"dataframe\">\n",
|
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" <thead>\n",
|
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" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Unnamed: 0</th>\n",
|
||
" <th>carat</th>\n",
|
||
" <th>cut</th>\n",
|
||
" <th>color</th>\n",
|
||
" <th>clarity</th>\n",
|
||
" <th>depth</th>\n",
|
||
" <th>table</th>\n",
|
||
" <th>price</th>\n",
|
||
" <th>x</th>\n",
|
||
" <th>y</th>\n",
|
||
" <th>z</th>\n",
|
||
" <th>clarity_encoded</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.23</td>\n",
|
||
" <td>Ideal</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>61.5</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>326</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>3.98</td>\n",
|
||
" <td>2.43</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.21</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>SI1</td>\n",
|
||
" <td>59.8</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>326</td>\n",
|
||
" <td>3.89</td>\n",
|
||
" <td>3.84</td>\n",
|
||
" <td>2.31</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.23</td>\n",
|
||
" <td>Good</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>VS1</td>\n",
|
||
" <td>56.9</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>327</td>\n",
|
||
" <td>4.05</td>\n",
|
||
" <td>4.07</td>\n",
|
||
" <td>2.31</td>\n",
|
||
" <td>5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.29</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>I</td>\n",
|
||
" <td>VS2</td>\n",
|
||
" <td>62.4</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>334</td>\n",
|
||
" <td>4.20</td>\n",
|
||
" <td>4.23</td>\n",
|
||
" <td>2.63</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.31</td>\n",
|
||
" <td>Good</td>\n",
|
||
" <td>J</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>63.3</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>335</td>\n",
|
||
" <td>4.34</td>\n",
|
||
" <td>4.35</td>\n",
|
||
" <td>2.75</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53938</th>\n",
|
||
" <td>53939</td>\n",
|
||
" <td>0.86</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>H</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>2757</td>\n",
|
||
" <td>6.15</td>\n",
|
||
" <td>6.12</td>\n",
|
||
" <td>3.74</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53939</th>\n",
|
||
" <td>53940</td>\n",
|
||
" <td>0.75</td>\n",
|
||
" <td>Ideal</td>\n",
|
||
" <td>D</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>62.2</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>2757</td>\n",
|
||
" <td>5.83</td>\n",
|
||
" <td>5.87</td>\n",
|
||
" <td>3.64</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53940</th>\n",
|
||
" <td>53941</td>\n",
|
||
" <td>0.71</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>SI1</td>\n",
|
||
" <td>60.5</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>2756</td>\n",
|
||
" <td>5.79</td>\n",
|
||
" <td>5.74</td>\n",
|
||
" <td>3.49</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53941</th>\n",
|
||
" <td>53942</td>\n",
|
||
" <td>0.71</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>F</td>\n",
|
||
" <td>SI1</td>\n",
|
||
" <td>59.8</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" <td>2756</td>\n",
|
||
" <td>5.74</td>\n",
|
||
" <td>5.73</td>\n",
|
||
" <td>3.43</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53942</th>\n",
|
||
" <td>53943</td>\n",
|
||
" <td>0.70</td>\n",
|
||
" <td>Very Good</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>VS2</td>\n",
|
||
" <td>60.5</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>2757</td>\n",
|
||
" <td>5.71</td>\n",
|
||
" <td>5.76</td>\n",
|
||
" <td>3.47</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>53943 rows × 12 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Unnamed: 0 carat cut color clarity depth table price x \\\n",
|
||
"0 1 0.23 Ideal E SI2 61.5 55.0 326 3.95 \n",
|
||
"1 2 0.21 Premium E SI1 59.8 61.0 326 3.89 \n",
|
||
"2 3 0.23 Good E VS1 56.9 65.0 327 4.05 \n",
|
||
"3 4 0.29 Premium I VS2 62.4 58.0 334 4.20 \n",
|
||
"4 5 0.31 Good J SI2 63.3 58.0 335 4.34 \n",
|
||
"... ... ... ... ... ... ... ... ... ... \n",
|
||
"53938 53939 0.86 Premium H SI2 61.0 58.0 2757 6.15 \n",
|
||
"53939 53940 0.75 Ideal D SI2 62.2 55.0 2757 5.83 \n",
|
||
"53940 53941 0.71 Premium E SI1 60.5 55.0 2756 5.79 \n",
|
||
"53941 53942 0.71 Premium F SI1 59.8 62.0 2756 5.74 \n",
|
||
"53942 53943 0.70 Very Good E VS2 60.5 59.0 2757 5.71 \n",
|
||
"\n",
|
||
" y z clarity_encoded \n",
|
||
"0 3.98 2.43 2 \n",
|
||
"1 3.84 2.31 3 \n",
|
||
"2 4.07 2.31 5 \n",
|
||
"3 4.23 2.63 4 \n",
|
||
"4 4.35 2.75 2 \n",
|
||
"... ... ... ... \n",
|
||
"53938 6.12 3.74 2 \n",
|
||
"53939 5.87 3.64 2 \n",
|
||
"53940 5.74 3.49 3 \n",
|
||
"53941 5.73 3.43 3 \n",
|
||
"53942 5.76 3.47 4 \n",
|
||
"\n",
|
||
"[53943 rows x 12 columns]"
|
||
]
|
||
},
|
||
"execution_count": 55,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"clarity_mapping = {\n",
|
||
" 'I1': 1,\n",
|
||
" 'SI2': 2,\n",
|
||
" 'SI1': 3,\n",
|
||
" 'VS2': 4,\n",
|
||
" 'VS1': 5,\n",
|
||
" 'VVS2': 6,\n",
|
||
" 'VVS1': 7,\n",
|
||
" 'IF': 8\n",
|
||
"}\n",
|
||
"\n",
|
||
"df['clarity_encoded'] = df['clarity'].map(clarity_mapping)\n",
|
||
"\n",
|
||
"df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"определим минимальные и максимальные значения"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"0.2\n",
|
||
"5.01\n",
|
||
"1\n",
|
||
"8\n",
|
||
"326\n",
|
||
"18823\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"carat_min = df[\"carat\"].min()\n",
|
||
"carat_max = df[\"carat\"].max()\n",
|
||
"\n",
|
||
"clarity_min = df[\"clarity_encoded\"].min()\n",
|
||
"clarity_max = df[\"clarity_encoded\"].max()\n",
|
||
"\n",
|
||
"price_min = df[\"price\"].min()\n",
|
||
"price_max = df[\"price\"].max()\n",
|
||
"\n",
|
||
"print(carat_min)\n",
|
||
"print(carat_max)\n",
|
||
"\n",
|
||
"print(clarity_min)\n",
|
||
"print(clarity_max)\n",
|
||
"\n",
|
||
"print(price_min)\n",
|
||
"print(price_max)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"определим входные и выходные переменные"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 57,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"carat = ctrl.Antecedent(np.linspace(carat_min, carat_max, 100), 'carat')\n",
|
||
"clarity = ctrl.Antecedent(np.arange(clarity_min, clarity_max + 1, 1), 'clarity')\n",
|
||
"price = ctrl.Consequent(np.linspace(price_min, price_max+100, 100), 'price')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **создание лингвистических переменных**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 58,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"c:\\D\\semester5\\mii\\aimenv\\Lib\\site-packages\\skfuzzy\\control\\fuzzyvariable.py:125: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
|
||
" fig.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"carat[\"малый\"] = fuzz.zmf(carat.universe, carat_min, carat_min + 1.6)\n",
|
||
"carat[\"средний\"] = fuzz.trapmf(carat.universe, [1, 2, 3, 4])\n",
|
||
"carat[\"большой\"] = fuzz.smf(carat.universe, carat_max - 1.6, carat_max)\n",
|
||
"carat.view()\n",
|
||
"\n",
|
||
"clarity[\"низкий\"] = fuzz.zmf(clarity.universe, 1, 3)\n",
|
||
"clarity[\"средний\"] = fuzz.trapmf(clarity.universe, [2, 4, 5, 7])\n",
|
||
"clarity[\"высокий\"] = fuzz.smf(clarity.universe, 6, 8)\n",
|
||
"clarity.view()\n",
|
||
"\n",
|
||
"price[\"дешевый\"] = fuzz.zmf(price.universe, price_min, price_min + 8000)\n",
|
||
"price[\"средний\"] = fuzz.trapmf(price.universe, [price_min + 2000, price_min + 8000, price_max - 8000, price_max - 2000])\n",
|
||
"price[\"дорогой\"] = fuzz.smf(price.universe, price_max - 8000, price_max)\n",
|
||
"price.view()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Определение правил**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(<Figure size 640x480 with 1 Axes>, <Axes: >)"
|
||
]
|
||
},
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rule1 = ctrl.Rule(carat[\"малый\"] & clarity[\"низкий\"], price[\"дешевый\"])\n",
|
||
"rule2 = ctrl.Rule(carat[\"малый\"] & clarity[\"средний\"], price[\"средний\"])\n",
|
||
"rule3 = ctrl.Rule(carat[\"малый\"] & clarity[\"высокий\"], price[\"средний\"])\n",
|
||
"\n",
|
||
"rule4 = ctrl.Rule(carat[\"средний\"] & clarity[\"низкий\"], price[\"средний\"])\n",
|
||
"rule5 = ctrl.Rule(carat[\"средний\"] & clarity[\"средний\"], price[\"средний\"])\n",
|
||
"rule6 = ctrl.Rule(carat[\"средний\"] & clarity[\"высокий\"], price[\"дорогой\"])\n",
|
||
"\n",
|
||
"rule7 = ctrl.Rule(carat[\"большой\"] & clarity[\"низкий\"], price[\"средний\"])\n",
|
||
"rule8 = ctrl.Rule(carat[\"большой\"] & clarity[\"средний\"], price[\"дорогой\"])\n",
|
||
"rule9 = ctrl.Rule(carat[\"большой\"] & clarity[\"высокий\"], price[\"дорогой\"])\n",
|
||
"\n",
|
||
"rule1.view()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Создание нечеткой системы и добавление нечетких правил в базу знаний нечеткой системы**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Создание нечеткой системы управления\n",
|
||
"price_ctrl = ctrl.ControlSystem([\n",
|
||
" rule1, rule2, rule3,\n",
|
||
" rule4, rule5, rule6,\n",
|
||
" rule7, rule8, rule9\n",
|
||
"])\n",
|
||
"\n",
|
||
"# Создание симулятора системы управления\n",
|
||
"price_simulation = ctrl.ControlSystemSimulation(price_ctrl)\n",
|
||
"\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Расчета выходной переменной**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"=============\n",
|
||
" Antecedents \n",
|
||
"=============\n",
|
||
"Antecedent: carat = 4\n",
|
||
" - малый : 0.0\n",
|
||
" - средний : 0.008118188118188345\n",
|
||
" - большой : 0.2722612727655344\n",
|
||
"Antecedent: clarity = 4\n",
|
||
" - низкий : 0.0\n",
|
||
" - средний : 1.0\n",
|
||
" - высокий : 0.0\n",
|
||
"\n",
|
||
"=======\n",
|
||
" Rules \n",
|
||
"=======\n",
|
||
"RULE #0:\n",
|
||
" IF carat[малый] AND clarity[низкий] THEN price[дешевый]\n",
|
||
"\tAND aggregation function : fmin\n",
|
||
"\tOR aggregation function : fmax\n",
|
||
"\n",
|
||
" Aggregation (IF-clause):\n",
|
||
" - carat[малый] : 0.0\n",
|
||
" - clarity[низкий] : 0.0\n",
|
||
" carat[малый] AND clarity[низкий] = 0.0\n",
|
||
" Activation (THEN-clause):\n",
|
||
" price[дешевый] : 0.0\n",
|
||
"\n",
|
||
"RULE #1:\n",
|
||
" IF carat[малый] AND clarity[средний] THEN price[средний]\n",
|
||
"\tAND aggregation function : fmin\n",
|
||
"\tOR aggregation function : fmax\n",
|
||
"\n",
|
||
" Aggregation (IF-clause):\n",
|
||
" - carat[малый] : 0.0\n",
|
||
" - clarity[средний] : 1.0\n",
|
||
" carat[малый] AND clarity[средний] = 0.0\n",
|
||
" Activation (THEN-clause):\n",
|
||
" price[средний] : 0.0\n",
|
||
"\n",
|
||
"RULE #2:\n",
|
||
" IF carat[малый] AND clarity[высокий] THEN price[средний]\n",
|
||
"\tAND aggregation function : fmin\n",
|
||
"\tOR aggregation function : fmax\n",
|
||
"\n",
|
||
" Aggregation (IF-clause):\n",
|
||
" - carat[малый] : 0.0\n",
|
||
" - clarity[высокий] : 0.0\n",
|
||
" carat[малый] AND clarity[высокий] = 0.0\n",
|
||
" Activation (THEN-clause):\n",
|
||
" price[средний] : 0.0\n",
|
||
"\n",
|
||
"RULE #3:\n",
|
||
" IF carat[средний] AND clarity[низкий] THEN price[средний]\n",
|
||
"\tAND aggregation function : fmin\n",
|
||
"\tOR aggregation function : fmax\n",
|
||
"\n",
|
||
" Aggregation (IF-clause):\n",
|
||
" - carat[средний] : 0.008118188118188345\n",
|
||
" - clarity[низкий] : 0.0\n",
|
||
" carat[средний] AND clarity[низкий] = 0.0\n",
|
||
" Activation (THEN-clause):\n",
|
||
" price[средний] : 0.0\n",
|
||
"\n",
|
||
"RULE #4:\n",
|
||
" IF carat[средний] AND clarity[средний] THEN price[средний]\n",
|
||
"\tAND aggregation function : fmin\n",
|
||
"\tOR aggregation function : fmax\n",
|
||
"\n",
|
||
" Aggregation (IF-clause):\n",
|
||
" - carat[средний] : 0.008118188118188345\n",
|
||
" - clarity[средний] : 1.0\n",
|
||
" carat[средний] AND clarity[средний] = 0.008118188118188345\n",
|
||
" Activation (THEN-clause):\n",
|
||
" price[средний] : 0.008118188118188345\n",
|
||
"\n",
|
||
"RULE #5:\n",
|
||
" IF carat[средний] AND clarity[высокий] THEN price[дорогой]\n",
|
||
"\tAND aggregation function : fmin\n",
|
||
"\tOR aggregation function : fmax\n",
|
||
"\n",
|
||
" Aggregation (IF-clause):\n",
|
||
" - carat[средний] : 0.008118188118188345\n",
|
||
" - clarity[высокий] : 0.0\n",
|
||
" carat[средний] AND clarity[высокий] = 0.0\n",
|
||
" Activation (THEN-clause):\n",
|
||
" price[дорогой] : 0.0\n",
|
||
"\n",
|
||
"RULE #6:\n",
|
||
" IF carat[большой] AND clarity[низкий] THEN price[средний]\n",
|
||
"\tAND aggregation function : fmin\n",
|
||
"\tOR aggregation function : fmax\n",
|
||
"\n",
|
||
" Aggregation (IF-clause):\n",
|
||
" - carat[большой] : 0.2722612727655344\n",
|
||
" - clarity[низкий] : 0.0\n",
|
||
" carat[большой] AND clarity[низкий] = 0.0\n",
|
||
" Activation (THEN-clause):\n",
|
||
" price[средний] : 0.0\n",
|
||
"\n",
|
||
"RULE #7:\n",
|
||
" IF carat[большой] AND clarity[средний] THEN price[дорогой]\n",
|
||
"\tAND aggregation function : fmin\n",
|
||
"\tOR aggregation function : fmax\n",
|
||
"\n",
|
||
" Aggregation (IF-clause):\n",
|
||
" - carat[большой] : 0.2722612727655344\n",
|
||
" - clarity[средний] : 1.0\n",
|
||
" carat[большой] AND clarity[средний] = 0.2722612727655344\n",
|
||
" Activation (THEN-clause):\n",
|
||
" price[дорогой] : 0.2722612727655344\n",
|
||
"\n",
|
||
"RULE #8:\n",
|
||
" IF carat[большой] AND clarity[высокий] THEN price[дорогой]\n",
|
||
"\tAND aggregation function : fmin\n",
|
||
"\tOR aggregation function : fmax\n",
|
||
"\n",
|
||
" Aggregation (IF-clause):\n",
|
||
" - carat[большой] : 0.2722612727655344\n",
|
||
" - clarity[высокий] : 0.0\n",
|
||
" carat[большой] AND clarity[высокий] = 0.0\n",
|
||
" Activation (THEN-clause):\n",
|
||
" price[дорогой] : 0.0\n",
|
||
"\n",
|
||
"\n",
|
||
"==============================\n",
|
||
" Intermediaries and Conquests \n",
|
||
"==============================\n",
|
||
"Consequent: price = 15439.380575289844\n",
|
||
" дешевый:\n",
|
||
" Accumulate using accumulation_max : 0.0\n",
|
||
" средний:\n",
|
||
" Accumulate using accumulation_max : 0.008118188118188345\n",
|
||
" дорогой:\n",
|
||
" Accumulate using accumulation_max : 0.2722612727655344\n",
|
||
"\n",
|
||
"Предсказанная цена бриллианта: 15439.380575289844\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Установка входных значений\n",
|
||
"price_simulation.input[\"carat\"] = 4\n",
|
||
"price_simulation.input[\"clarity\"] = 4\n",
|
||
"\n",
|
||
"# Выполнение вычислений\n",
|
||
"price_simulation.compute()\n",
|
||
"\n",
|
||
"# Вывод текущего состояния системы\n",
|
||
"price_simulation.print_state()\n",
|
||
"\n",
|
||
"# Получение предсказанного значения цены\n",
|
||
"predicted_price = price_simulation.output[\"price\"]\n",
|
||
"print(f\"Предсказанная цена бриллианта: {predicted_price}\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Визуализация функции принадлежности для выходной переменной**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 62,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"price.view(sim=price_simulation)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Оценка качества полученной нечеткой системы**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Визуализация поверхностей вывода**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x700 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from mpl_toolkits.mplot3d import Axes3D\n",
|
||
"\n",
|
||
"carat_values = np.linspace(carat_min, carat_max, 30)\n",
|
||
"clarity_values = np.linspace(clarity_min, clarity_max, 30)\n",
|
||
"\n",
|
||
"price_results = np.zeros((len(carat_values), len(clarity_values)))\n",
|
||
"\n",
|
||
"for i, c in enumerate(carat_values):\n",
|
||
" for j, cl in enumerate(clarity_values):\n",
|
||
" price_simulation.input[\"carat\"] = c\n",
|
||
" price_simulation.input[\"clarity\"] = cl\n",
|
||
" price_simulation.compute()\n",
|
||
" price_results[i, j] = price_simulation.output[\"price\"]\n",
|
||
"\n",
|
||
"X, Y = np.meshgrid(carat_values, clarity_values)\n",
|
||
"fig = plt.figure(figsize=(10, 7))\n",
|
||
"ax = fig.add_subplot(111, projection=\"3d\")\n",
|
||
"\n",
|
||
"ax.plot_surface(X, Y, price_results.T, cmap=\"viridis\")\n",
|
||
"ax.set_xlabel(\"Carat\")\n",
|
||
"ax.set_ylabel(\"Clarity\")\n",
|
||
"ax.set_zlabel(\"Predicted Price\")\n",
|
||
"ax.set_title(\"Fuzzy System Output Surface\")\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Вывод: на графике видно, что с увеличением карат и чистоты цены растет.\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Расчёт метрики ошибки (MSE, RMSE, MAE)**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 73,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Unnamed: 0</th>\n",
|
||
" <th>carat</th>\n",
|
||
" <th>cut</th>\n",
|
||
" <th>color</th>\n",
|
||
" <th>clarity</th>\n",
|
||
" <th>depth</th>\n",
|
||
" <th>table</th>\n",
|
||
" <th>price</th>\n",
|
||
" <th>x</th>\n",
|
||
" <th>y</th>\n",
|
||
" <th>z</th>\n",
|
||
" <th>clarity_encoded</th>\n",
|
||
" <th>predicted_price</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.23</td>\n",
|
||
" <td>Ideal</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>61.5</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>326</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>3.98</td>\n",
|
||
" <td>2.43</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3076.895809</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.21</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>SI1</td>\n",
|
||
" <td>59.8</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>326</td>\n",
|
||
" <td>3.89</td>\n",
|
||
" <td>3.84</td>\n",
|
||
" <td>2.31</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>9574.193342</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.23</td>\n",
|
||
" <td>Good</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>VS1</td>\n",
|
||
" <td>56.9</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>327</td>\n",
|
||
" <td>4.05</td>\n",
|
||
" <td>4.07</td>\n",
|
||
" <td>2.31</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>9574.364217</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.29</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>I</td>\n",
|
||
" <td>VS2</td>\n",
|
||
" <td>62.4</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>334</td>\n",
|
||
" <td>4.20</td>\n",
|
||
" <td>4.23</td>\n",
|
||
" <td>2.63</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9574.337143</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.31</td>\n",
|
||
" <td>Good</td>\n",
|
||
" <td>J</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>63.3</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>335</td>\n",
|
||
" <td>4.34</td>\n",
|
||
" <td>4.35</td>\n",
|
||
" <td>2.75</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3076.895809</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0.24</td>\n",
|
||
" <td>Very Good</td>\n",
|
||
" <td>J</td>\n",
|
||
" <td>VVS2</td>\n",
|
||
" <td>62.8</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>336</td>\n",
|
||
" <td>3.94</td>\n",
|
||
" <td>3.96</td>\n",
|
||
" <td>2.48</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9574.193342</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0.24</td>\n",
|
||
" <td>Very Good</td>\n",
|
||
" <td>I</td>\n",
|
||
" <td>VVS1</td>\n",
|
||
" <td>62.3</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>336</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>3.98</td>\n",
|
||
" <td>2.47</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9574.193342</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0.26</td>\n",
|
||
" <td>Very Good</td>\n",
|
||
" <td>H</td>\n",
|
||
" <td>SI1</td>\n",
|
||
" <td>61.9</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>337</td>\n",
|
||
" <td>4.07</td>\n",
|
||
" <td>4.11</td>\n",
|
||
" <td>2.53</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>9574.193342</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0.22</td>\n",
|
||
" <td>Fair</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>VS2</td>\n",
|
||
" <td>65.1</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>337</td>\n",
|
||
" <td>3.87</td>\n",
|
||
" <td>3.78</td>\n",
|
||
" <td>2.49</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9574.361648</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>10</td>\n",
|
||
" <td>0.23</td>\n",
|
||
" <td>Very Good</td>\n",
|
||
" <td>H</td>\n",
|
||
" <td>VS1</td>\n",
|
||
" <td>59.4</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>338</td>\n",
|
||
" <td>4.00</td>\n",
|
||
" <td>4.05</td>\n",
|
||
" <td>2.39</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>9574.364217</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>11</td>\n",
|
||
" <td>0.30</td>\n",
|
||
" <td>Good</td>\n",
|
||
" <td>J</td>\n",
|
||
" <td>SI1</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>339</td>\n",
|
||
" <td>4.25</td>\n",
|
||
" <td>4.28</td>\n",
|
||
" <td>2.73</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>9574.193342</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>12</td>\n",
|
||
" <td>0.23</td>\n",
|
||
" <td>Ideal</td>\n",
|
||
" <td>J</td>\n",
|
||
" <td>VS1</td>\n",
|
||
" <td>62.8</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>340</td>\n",
|
||
" <td>3.93</td>\n",
|
||
" <td>3.90</td>\n",
|
||
" <td>2.46</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>9574.364217</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>13</td>\n",
|
||
" <td>0.22</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>F</td>\n",
|
||
" <td>SI1</td>\n",
|
||
" <td>60.4</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>342</td>\n",
|
||
" <td>3.88</td>\n",
|
||
" <td>3.84</td>\n",
|
||
" <td>2.33</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>9574.193342</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>14</td>\n",
|
||
" <td>0.31</td>\n",
|
||
" <td>Ideal</td>\n",
|
||
" <td>J</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>62.2</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>344</td>\n",
|
||
" <td>4.35</td>\n",
|
||
" <td>4.37</td>\n",
|
||
" <td>2.71</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3076.895809</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>15</td>\n",
|
||
" <td>0.20</td>\n",
|
||
" <td>Premium</td>\n",
|
||
" <td>E</td>\n",
|
||
" <td>SI2</td>\n",
|
||
" <td>60.2</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" <td>345</td>\n",
|
||
" <td>3.79</td>\n",
|
||
" <td>3.75</td>\n",
|
||
" <td>2.27</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>3076.895809</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Unnamed: 0 carat cut color clarity depth table price x \\\n",
|
||
"0 1 0.23 Ideal E SI2 61.5 55.0 326 3.95 \n",
|
||
"1 2 0.21 Premium E SI1 59.8 61.0 326 3.89 \n",
|
||
"2 3 0.23 Good E VS1 56.9 65.0 327 4.05 \n",
|
||
"3 4 0.29 Premium I VS2 62.4 58.0 334 4.20 \n",
|
||
"4 5 0.31 Good J SI2 63.3 58.0 335 4.34 \n",
|
||
"5 6 0.24 Very Good J VVS2 62.8 57.0 336 3.94 \n",
|
||
"6 7 0.24 Very Good I VVS1 62.3 57.0 336 3.95 \n",
|
||
"7 8 0.26 Very Good H SI1 61.9 55.0 337 4.07 \n",
|
||
"8 9 0.22 Fair E VS2 65.1 61.0 337 3.87 \n",
|
||
"9 10 0.23 Very Good H VS1 59.4 61.0 338 4.00 \n",
|
||
"10 11 0.30 Good J SI1 64.0 55.0 339 4.25 \n",
|
||
"11 12 0.23 Ideal J VS1 62.8 56.0 340 3.93 \n",
|
||
"12 13 0.22 Premium F SI1 60.4 61.0 342 3.88 \n",
|
||
"13 14 0.31 Ideal J SI2 62.2 54.0 344 4.35 \n",
|
||
"14 15 0.20 Premium E SI2 60.2 62.0 345 3.79 \n",
|
||
"\n",
|
||
" y z clarity_encoded predicted_price \n",
|
||
"0 3.98 2.43 2 3076.895809 \n",
|
||
"1 3.84 2.31 3 9574.193342 \n",
|
||
"2 4.07 2.31 5 9574.364217 \n",
|
||
"3 4.23 2.63 4 9574.337143 \n",
|
||
"4 4.35 2.75 2 3076.895809 \n",
|
||
"5 3.96 2.48 6 9574.193342 \n",
|
||
"6 3.98 2.47 7 9574.193342 \n",
|
||
"7 4.11 2.53 3 9574.193342 \n",
|
||
"8 3.78 2.49 4 9574.361648 \n",
|
||
"9 4.05 2.39 5 9574.364217 \n",
|
||
"10 4.28 2.73 3 9574.193342 \n",
|
||
"11 3.90 2.46 5 9574.364217 \n",
|
||
"12 3.84 2.33 3 9574.193342 \n",
|
||
"13 4.37 2.71 2 3076.895809 \n",
|
||
"14 3.75 2.27 2 3076.895809 "
|
||
]
|
||
},
|
||
"execution_count": 73,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import skfuzzy as fuzz\n",
|
||
"import math\n",
|
||
"from sklearn import metrics\n",
|
||
"\n",
|
||
"def fuzzy_pred(row):\n",
|
||
" price_simulation.input[\"carat\"] = row[\"carat\"]\n",
|
||
" price_simulation.input[\"clarity\"] = row[\"clarity_encoded\"] # Используйте закодированное значение для clarity\n",
|
||
" price_simulation.compute()\n",
|
||
" return price_simulation.output[\"price\"]\n",
|
||
"\n",
|
||
"# Создание столбца с предсказанными значениями\n",
|
||
"df[\"predicted_price\"] = df.apply(lambda row: fuzzy_pred(row), axis=1)\n",
|
||
"\n",
|
||
"df.head(15)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"{'RMSE': 6462.175875046708, 'RMAE': 75.51441400264844, 'R2': -1.6240000161602959}\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"metrics_results = {}\n",
|
||
"metrics_results[\"RMSE\"] = math.sqrt(metrics.mean_squared_error(df[\"price\"], df[\"predicted_price\"]))\n",
|
||
"metrics_results[\"RMAE\"] = math.sqrt(metrics.mean_absolute_error(df[\"price\"], df[\"predicted_price\"]))\n",
|
||
"metrics_results[\"R2\"] = metrics.r2_score(df[\"price\"], df[\"predicted_price\"])\n",
|
||
"\n",
|
||
"\n",
|
||
"print(metrics_results)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"На основе результатов модели (RMSE, RMAE и R²), можно сделать следующие выводы:\n",
|
||
"\n",
|
||
"RMSE: Это среднеквадратичная ошибка модели, которая измеряет среднее отклонение предсказанных значений от фактических. В данном случае значение RMSE составляет 6462.18, что указывает на то, что модель в среднем ошибается на эту величину, в ъорошей можели этот показатель должен быть меньше\n",
|
||
"\n",
|
||
"RMAE: Это корень из среднего абсолютного отклонения, который также показывает ошибку модели, но в терминах абсолютных отклонений, а не квадратов. В данном случае RMAE составляет 75.51, что также указывает на значительную ошибку в предсказаниях. \n",
|
||
"\n",
|
||
"R²: Этот показатель измеряет, насколько хорошо модель объясняет вариацию зависимой переменной. В данном случае значение R² = -1.62 — это очень низкое значение, что говорит о том, что модель плохо объясняет данные и может быть неадекватной для предсказания цен. Обычно R² должно быть как можно ближе к 1 для хорошей модели, и значения меньше 0 указывают на крайне слабую модель."
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "aimenv",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.12.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|