def_recommendation_system_02.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from glob import glob\n",
    "from decimal import Decimal\n",
    "from os.path import join\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_m= ['Calcium', 'Iron', 'Magnesium', 'Phosphorus', 'Potassium', 'Sodium', 'Zinc', 'Vitamin_C',\n",
    "'Copper', 'Manganese', 'Selenium', 'Linoleic_Acid', 'Alpha_Linolenic_Acid']\n",
    "cat_v= ['Vitamin_A', 'Vitamin_D', 'Niacin', 'Vitamin_B12', 'Vitamin_B6', 'Vitamin_B6', 'Vitamin_C', 'Vitamin_E', 'Vitamin_K', 'Iron', 'Sodium']\n",
    "cat_a= ['Leucine', 'Iso_Leucine', 'Lysine', 'Methionine', 'Phenylalanine+Tyrosine', 'Threonine', 'Valine','Dietary_Fiber']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_rdi={'Vitamin_B12': Decimal('2.4'), 'Calcium': Decimal('700'), 'Iron': Decimal('14'), 'Leucine': Decimal('2500'), 'Histidine': Decimal('800'), 'Phenylalanine+Tyrosine': Decimal('2900'), 'Carbohydrate': Decimal('199'), 'Magnesium': Decimal('280'), 'Selenium': Decimal('60'), 'Copper': Decimal('650'), 'Alpha_Linolenic_Acid': Decimal('1.2'), 'Threonine': Decimal('1100'), 'Linoleic_Acid': Decimal('10'), 'Methionine': Decimal('1000'), 'Phosphorus': Decimal('700'), 'Niacin': Decimal('14'), 'Zinc': Decimal('8'), 'Calories': Decimal('1327'), 'Protein': Decimal('56'), 'Sodium': Decimal('1500'), 'Vitamin_D': Decimal('10'), 'Vitamin_C': Decimal('100'), 'Lysine': Decimal('2600'), 'Valine': Decimal('1300'), 'Vitamin_A': Decimal('650'), 'Fat': Decimal('34'), 'Folic_acid': Decimal('400'), 'Dietary_Fiber': Decimal('20'), 'Vitamin_E': Decimal('12'), 'Vitamin_B6': Decimal('1.4'), 'Potassium': Decimal('3500'), 'Vitamin_K': Decimal('65'), 'Iso_Leucine': Decimal('1100'), 'Manganese': Decimal('3.5')}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_intake= {'Vitamin_B12': Decimal('0.5'), 'Calcium': Decimal('184.9'), 'Iron': Decimal('7.6'), 'Leucine': Decimal('4114.6'), 'Histidine': Decimal('1378.6'), 'Phenylalanine+Tyrosine': Decimal('3893.2'), 'Carbohydrate': Decimal('110.9'), 'Magnesium': Decimal('212.5'), 'Selenium': Decimal('55.3'), 'Copper': Decimal('1'), 'Threonine': Decimal('2210.8'), 'Alpha_Linolenic_Acid': Decimal('1.4'), 'Methionine': Decimal('983.4'), 'Linoleic_Acid': Decimal('14.6'), 'Phosphorus': Decimal('770.6'), 'Niacin': Decimal('20.7'), 'Calories': Decimal('1161.7'), 'Protein': Decimal('51.7'), 'Zinc': Decimal('8.9'), 'Cholesterol': Decimal('120.8'), 'Sodium': Decimal('1697.7'), 'Lysine': Decimal('3860.9'), 'Valine': Decimal('2747.6'), 'Vitamin_C': Decimal('1.4'), 'Vitamin_A': Decimal('4222.7'), 'Fat': Decimal('55.2'), 'Folic_acid': Decimal('160.7'), 'Dietary_Fiber': Decimal('29.9'), 'Potassium': Decimal('2180.5'), 'Iso_Leucine': Decimal('2184.2'), 'Manganese': Decimal('2.4')}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "def recommendation_system(UserRdi, UserIntake, Category):\n",
    "    BASE_DIR= ''\n",
    "    data_path= join(BASE_DIR, f'{Category}.csv')\n",
    "    sr_rdi= pd.Series(UserRdi,\n",
    "            dtype= float).drop(['Calories', 'Folic_acid', 'Carbohydrate', 'Protein', 'Fat'])\n",
    "    sr_intake= pd.Series(UserIntake, index= sr_rdi.index, dtype= float)\n",
    "    sr_diff= sr_rdi- sr_intake\n",
    "    sr_diff.fillna(0, inplace= True)\n",
    "    sr_diff_ratio= pd.Series((sr_diff/ sr_rdi), dtype= float, name= 'user_diff')\n",
    "    sr_diff_ratio.fillna(0, inplace= True)\n",
    "    std_cols= sr_diff_ratio.index\n",
    "    data= pd.read_csv(data_path, index_col= 'prod_cd')\n",
    "    df= pd.DataFrame(data, columns= std_cols, dtype= float).fillna(0)\n",
    "    df_ratio= (df/ sr_rdi)\n",
    "    SSE= df_ratio.apply(lambda row: np.sum((row- sr_diff_ratio)**2), axis= 1)\n",
    "\n",
    "    ratio_top3= SSE.sort_values(ascending= True)[:3]\n",
    "\n",
    "    df_cosine= df_ratio.append(sr_diff_ratio)\n",
    "    df_cosine['similarity']= cosine_similarity(df_cosine, df_cosine)[:,-1]\n",
    "    similarity_top3= df_cosine.sort_values(by= 'similarity', ascending= False)[1:4]\n",
    "\n",
    "    return sr_diff, sr_diff_ratio, df, df_ratio, ratio_top3, similarity_top3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/pr/phpb7l1s675c1wqrhj9jc4lh0000gn/T/ipykernel_76262/807623065.py:19: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_cosine= df_ratio.append(sr_diff_ratio)\n"
     ]
    }
   ],
   "source": [
    "diff_val, diff_ratio, m_nutri, m_nutri_ratio, m_ratio_top3, m_similarity_top3= \\\n",
    "                    recommendation_system(user_rdi, user_intake, 'minerals')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/pr/phpb7l1s675c1wqrhj9jc4lh0000gn/T/ipykernel_76262/807623065.py:19: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_cosine= df_ratio.append(sr_diff_ratio)\n"
     ]
    }
   ],
   "source": [
    "diff_val, diff_ratio, v_nutri, v_nutri_ratio, v_ratio_top3, v_similarity_top3= \\\n",
    "                    recommendation_system(user_rdi, user_intake, 'vitamins')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/pr/phpb7l1s675c1wqrhj9jc4lh0000gn/T/ipykernel_76262/807623065.py:19: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_cosine= df_ratio.append(sr_diff_ratio)\n"
     ]
    }
   ],
   "source": [
    "diff_val, diff_ratio, a_nutri, a_nutri_ratio, a_ratio_top3, a_similarity_top3= \\\n",
    "                    recommendation_system(user_rdi, user_intake, 'amino-acids')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Potassium      1319.5\n",
       "Copper          649.0\n",
       "Calcium         515.1\n",
       "Vitamin_C        98.6\n",
       "Magnesium        67.5\n",
       "Methionine       16.6\n",
       "Iron              6.4\n",
       "Selenium          4.7\n",
       "Vitamin_B12       1.9\n",
       "Manganese         1.1\n",
       "dtype: float64"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff_val[diff_val> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Copper         0.998462\n",
       "Vitamin_C      0.986000\n",
       "Vitamin_B12    0.791667\n",
       "Calcium        0.735857\n",
       "Iron           0.457143\n",
       "Potassium      0.377000\n",
       "Manganese      0.314286\n",
       "Magnesium      0.241071\n",
       "Selenium       0.078333\n",
       "Methionine     0.016600\n",
       "Name: user_diff, dtype: float64"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff_ratio[diff_ratio> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(diff_ratio[cat_m].index, diff_ratio[cat_m].values)\n",
    "plt.xticks(rotation=-90)\n",
    "plt.ylim([0, -1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(diff_ratio[cat_m].index, diff_ratio[cat_m].values-m_nutri_ratio[cat_m].loc['CAT-02554'].values)\n",
    "plt.xticks(rotation=-90)\n",
    "plt.ylim([0, -1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "prod_cd\n",
       "CAT-02554    37.666103\n",
       "YUV-00171    37.744752\n",
       "AOR-08333    38.123696\n",
       "dtype: float64"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_ratio_top3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Calcium      1.028571\n",
       "Vitamin_C    0.900000\n",
       "Magnesium    0.189286\n",
       "Sodium       0.006667\n",
       "Name: CAT-02554, dtype: float64"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_nutri_ratio.loc['CAT-02554'][m_nutri_ratio.loc['CAT-02554']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_B12    0.833333\n",
       "Iron           0.714286\n",
       "Vitamin_C      0.400000\n",
       "Sodium         0.004000\n",
       "Name: YUV-00171, dtype: float64"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_nutri_ratio.loc['YUV-00171'][m_nutri_ratio.loc['YUV-00171']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_C    1.000000\n",
       "Magnesium    0.357143\n",
       "Name: AOR-08333, dtype: float64"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_nutri_ratio.loc['AOR-08333'][m_nutri_ratio.loc['AOR-08333']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(m_nutri_ratio[cat_m].loc['CAT-02554'])\n",
    "plt.plot(diff_ratio[cat_m])\n",
    "\n",
    "plt.bar(diff_ratio[cat_m].index, diff_ratio[cat_m].values, color= 'orange')\n",
    "plt.bar(m_nutri_ratio[cat_m].loc['CAT-02554'].index, m_nutri_ratio[cat_m].loc['CAT-02554'].values, color= 'blue')\n",
    "\n",
    "plt.legend(['nutrition', 'difference'])\n",
    "plt.xticks(rotation=-90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "prod_cd\n",
       "CAT-02554    0.195664\n",
       "YUV-00171    0.188840\n",
       "NOW-01275    0.185511\n",
       "Name: similarity, dtype: float64"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_similarity_top3['similarity']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_B12    0.833333\n",
       "Iron           0.714286\n",
       "Vitamin_C      0.400000\n",
       "Sodium         0.004000\n",
       "Name: YUV-00171, dtype: float64"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_nutri_ratio.loc['YUV-00171'][m_nutri_ratio.loc['YUV-00171']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_B12    8.333333\n",
       "Vitamin_C      3.600000\n",
       "Vitamin_B6     3.571429\n",
       "Magnesium      1.785714\n",
       "Calcium        1.428571\n",
       "Name: NOW-01275, dtype: float64"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_nutri_ratio.loc['NOW-01275'][m_nutri_ratio.loc['NOW-01275']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(m_nutri_ratio[cat_m].loc['YUV-00171'])\n",
    "plt.plot(diff_ratio[cat_m])\n",
    "\n",
    "plt.bar(diff_ratio[cat_m].index, diff_ratio[cat_m].values, color= 'orange')\n",
    "plt.bar(m_nutri_ratio[cat_m].loc['YUV-00171'].index, m_nutri_ratio[cat_m].loc['YUV-00171'].values, color= 'blue')\n",
    "\n",
    "plt.legend(['nutrition', 'difference'])\n",
    "plt.xticks(rotation=-90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(diff_ratio[cat_v].index, diff_ratio[cat_v].values)\n",
    "plt.xticks(rotation=-90)\n",
    "plt.ylim([-1, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(diff_ratio[cat_v].index, diff_ratio[cat_v].values-v_nutri_ratio[cat_v].loc['YUV-00171'].values)\n",
    "plt.xticks(rotation=-90)\n",
    "plt.ylim([-1, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "prod_cd\n",
       "YUV-00171    37.744752\n",
       "SOR-04420    38.081956\n",
       "SOR-04421    38.081956\n",
       "dtype: float64"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_ratio_top3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_B12    0.833333\n",
       "Iron           0.714286\n",
       "Vitamin_C      0.400000\n",
       "Sodium         0.004000\n",
       "Name: YUV-00171, dtype: float64"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_nutri_ratio.loc['YUV-00171'][v_nutri_ratio.loc['YUV-00171']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_C    0.950000\n",
       "Magnesium    0.132143\n",
       "Calcium      0.028571\n",
       "Name: SOR-04420, dtype: float64"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_nutri_ratio.loc['SOR-04420'][v_nutri_ratio.loc['SOR-04420']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_C    0.950000\n",
       "Magnesium    0.132143\n",
       "Calcium      0.028571\n",
       "Name: SOR-04421, dtype: float64"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_nutri_ratio.loc['SOR-04421'][v_nutri_ratio.loc['SOR-04421']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(v_nutri_ratio[cat_v].loc['YUV-00171'])\n",
    "plt.plot(diff_ratio[cat_v])\n",
    "\n",
    "plt.bar(diff_ratio[cat_v].index, diff_ratio[cat_v].values, color= 'orange')\n",
    "plt.bar(v_nutri_ratio[cat_v].loc['YUV-00171'].index, v_nutri_ratio[cat_v].loc['YUV-00171'].values, color= 'blue')\n",
    "\n",
    "plt.legend(['nutrition', 'difference'])\n",
    "plt.xticks(rotation=-90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "prod_cd\n",
       "ENR-00130    0.199947\n",
       "ENR-00132    0.199947\n",
       "YUV-00171    0.188840\n",
       "Name: similarity, dtype: float64"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_similarity_top3['similarity']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_B12    10.416667\n",
       "Vitamin_C      10.000000\n",
       "Vitamin_B6      1.428571\n",
       "Vitamin_E       0.837500\n",
       "Zinc            0.625000\n",
       "Magnesium       0.214286\n",
       "Manganese       0.142857\n",
       "Calcium         0.071429\n",
       "Potassium       0.057143\n",
       "Phosphorus      0.054286\n",
       "Name: ENR-00130, dtype: float64"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_nutri_ratio.loc['ENR-00130'][v_nutri_ratio.loc['ENR-00130']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_B12    10.416667\n",
       "Vitamin_C      10.000000\n",
       "Vitamin_B6      1.428571\n",
       "Vitamin_E       0.837500\n",
       "Zinc            0.625000\n",
       "Magnesium       0.214286\n",
       "Manganese       0.142857\n",
       "Calcium         0.071429\n",
       "Potassium       0.057143\n",
       "Phosphorus      0.054286\n",
       "Name: ENR-00132, dtype: float64"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_nutri_ratio.loc['ENR-00132'][v_nutri_ratio.loc['ENR-00132']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_B12    0.833333\n",
       "Iron           0.714286\n",
       "Vitamin_C      0.400000\n",
       "Sodium         0.004000\n",
       "Name: YUV-00171, dtype: float64"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_nutri_ratio.loc['YUV-00171'][v_nutri_ratio.loc['YUV-00171']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(v_nutri_ratio[cat_v].loc['ENR-00130'])\n",
    "plt.plot(diff_ratio[cat_v])\n",
    "\n",
    "plt.bar(diff_ratio[cat_v].index, diff_ratio[cat_v].values, color= 'orange')\n",
    "plt.bar(v_nutri_ratio[cat_v].loc['ENR-00130'].index, v_nutri_ratio[cat_v].loc['ENR-00130'].values, color= 'blue')\n",
    "\n",
    "plt.legend(['nutrition', 'difference'])\n",
    "plt.xticks(rotation=-90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(diff_ratio[cat_a].index, diff_ratio[cat_a].values)\n",
    "plt.xticks(rotation=-90)\n",
    "plt.ylim([-1, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(diff_ratio[cat_a].index, diff_ratio[cat_a].values-a_nutri_ratio[cat_a].loc['SNS-00190'].values)\n",
    "plt.xticks(rotation=-90)\n",
    "plt.ylim([-1, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "prod_cd\n",
       "SNS-00190    38.927300\n",
       "SNS-00161    38.952435\n",
       "SNS-00163    38.973050\n",
       "dtype: float64"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_ratio_top3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Calcium                   0.162857\n",
       "Phenylalanine+Tyrosine    0.000172\n",
       "Name: SNS-00190, dtype: float64"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_nutri_ratio.loc['SNS-00190'][a_nutri_ratio.loc['SNS-00190']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Calcium                   0.141429\n",
       "Phenylalanine+Tyrosine    0.000345\n",
       "Name: SNS-00161, dtype: float64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_nutri_ratio.loc['SNS-00161'][a_nutri_ratio.loc['SNS-00161']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Calcium                   0.124286\n",
       "Phenylalanine+Tyrosine    0.000259\n",
       "Name: SNS-00163, dtype: float64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_nutri_ratio.loc['SNS-00163'][a_nutri_ratio.loc['SNS-00163']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(a_nutri_ratio[cat_a].loc['SNS-00190'])\n",
    "plt.plot(diff_ratio[cat_a])\n",
    "\n",
    "plt.bar(diff_ratio[cat_a].index, diff_ratio[cat_a].values, color= 'orange')\n",
    "plt.bar(a_nutri_ratio[cat_a].loc['SNS-00190'].index, a_nutri_ratio[cat_a].loc['SNS-00190'].values, color= 'blue')\n",
    "\n",
    "plt.legend(['nutrition', 'difference'])\n",
    "plt.xticks(rotation=-90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "prod_cd\n",
       "SNS-00758    0.155501\n",
       "SNS-00190    0.117562\n",
       "SNS-00163    0.117506\n",
       "Name: similarity, dtype: float64"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_similarity_top3['similarity']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_C        10.000000\n",
       "Lysine            0.423077\n",
       "Magnesium         0.164286\n",
       "Calcium           0.094286\n",
       "Dietary_Fiber     0.050000\n",
       "Name: SNS-00758, dtype: float64"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_nutri_ratio.loc['SNS-00758'][a_nutri_ratio.loc['SNS-00758']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Calcium                   0.162857\n",
       "Phenylalanine+Tyrosine    0.000172\n",
       "Name: SNS-00190, dtype: float64"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_nutri_ratio.loc['SNS-00190'][a_nutri_ratio.loc['SNS-00190']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Calcium                   0.124286\n",
       "Phenylalanine+Tyrosine    0.000259\n",
       "Name: SNS-00163, dtype: float64"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_nutri_ratio.loc['SNS-00163'][a_nutri_ratio.loc['SNS-00163']> 0].sort_values(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(a_nutri_ratio[cat_a].loc['SNS-00758'])\n",
    "plt.plot(diff_ratio[cat_a])\n",
    "\n",
    "plt.bar(diff_ratio[cat_a].index, diff_ratio[cat_a].values, color= 'orange')\n",
    "plt.bar(a_nutri_ratio[cat_a].loc['SNS-00758'].index, a_nutri_ratio[cat_a].loc['SNS-00758'].values, color= 'blue')\n",
    "\n",
    "plt.legend(['nutrition', 'difference'])\n",
    "plt.xticks(rotation=-90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(diff_ratio.index, diff_ratio.values)\n",
    "plt.xticks(rotation=-90)\n",
    "plt.ylim([0, -1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(diff_ratio.index, diff_ratio.values-a_nutri_ratio.loc['SNS-00190'].values\\\n",
    "-v_nutri_ratio.loc['YUV-00171'].values-m_nutri_ratio.loc['CAT-02554'].values)\n",
    "plt.xticks(rotation=-90)\n",
    "plt.ylim([0, -1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [],
   "source": [
    "sr_rdi= pd.Series(user_rdi,\n",
    "            dtype= float).drop(['Calories', 'Folic_acid', 'Carbohydrate', 'Protein', 'Fat'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "sr_intake= pd.Series(user_intake,\n",
    "            dtype= float).drop(['Calories', 'Folic_acid', 'Carbohydrate', 'Protein', 'Fat', 'Cholesterol'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [],
   "source": [
    "x= sr_intake/sr_rdi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [],
   "source": [
    "x.fillna(0, inplace= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize= (12, 8))\n",
    "plt.barh(x.index, x.values, color= '#CCCCCC')\n",
    "#plt.xticks(rotation=-90)\n",
    "plt.xlim([0, 1])\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Best\n",
    "plt.figure(figsize= (12, 8))\n",
    "plt.barh(x.index, x.values+a_nutri_ratio[cols].loc['SNS-00758'].values+\\\n",
    "v_nutri_ratio[cols].loc['YUV-00171'].values+m_nutri_ratio[cols].loc['CAT-02554'].values, color= '#669966')\n",
    "plt.barh(x.index, x.values, color= '#CCCCCC')\n",
    "\n",
    "#plt.xticks(rotation=-90)\n",
    "plt.xlim([0, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# SSE\n",
    "plt.figure(figsize= (12, 8))\n",
    "plt.barh(x.index, x.values+a_nutri_ratio[cols].loc['SNS-00190'].values+\\\n",
    "v_nutri_ratio[cols].loc['YUV-00171'].values+m_nutri_ratio[cols].loc['CAT-02554'].values, color= '#669966')\n",
    "plt.barh(x.index, x.values, color= '#CCCCCC')\n",
    "\n",
    "#plt.xticks(rotation=-90)\n",
    "plt.xlim([0, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cosine Similarity\n",
    "plt.figure(figsize= (12, 8))\n",
    "plt.barh(x.index, x.values+a_nutri_ratio[cols].loc['SNS-00758'].values+\\\n",
    "v_nutri_ratio[cols].loc['ENR-00130'].values+m_nutri_ratio[cols].loc['CAT-02554'].values, color= '#669966')\n",
    "plt.barh(x.index, x.values, color= '#CCCCCC')\n",
    "\n",
    "#plt.xticks(rotation=-45)\n",
    "plt.xlim([0, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [],
   "source": [
    "#sorted(a_nutri_ratio.columns.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols= x.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_B12    0.833333\n",
       "Iron           0.714286\n",
       "Sodium         0.004000\n",
       "Vitamin_C      0.400000\n",
       "Name: YUV-00171, dtype: float64"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_nutri_ratio.loc['YUV-00171'][v_nutri_ratio.loc['YUV-00171']>0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vitamin_B12     2.0\n",
       "Iron           10.0\n",
       "Sodium          6.0\n",
       "Vitamin_C      40.0\n",
       "Name: YUV-00171, dtype: float64"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_nutri.loc['YUV-00171'][v_nutri_ratio.loc['YUV-00171']>0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.83333333, 0.        , 0.71428571, 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.004     , 0.        , 0.4       , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        ])"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_nutri_ratio.loc['YUV-00171'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "b0fa6594d8f4cbf19f97940f81e996739fb7646882a419484c72d19e05852a7e"
  },
  "kernelspec": {
   "display_name": "Python 3.9.10 64-bit",
   "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": "3.9.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}