final_asignment.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final asignment: Food informer\n",
    "\n",
    "#### Am I paying too much for groceries?\n",
    "\n",
    "## Loading libraries\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from JumboAPI import JumboConnector\n",
    "\n",
    "import yaml\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy as sp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading in the configuration file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_config(config_file):\n",
    "    with open(config_file, 'r') as stream:\n",
    "        config = yaml.safe_load(stream)\n",
    "    return config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = get_config(config_file=\"config_file.yaml\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading the NEVO database\n",
    "Het Nederlandse Voedselbestand (NEVO) Is a curated list made by the RIVM, comprised of common Dutch food with corestponding ingredients, marcro and micro nutrients."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "nevo = pd.read_csv(filepath_or_buffer=config[\"data_files\"][\"NEVO\"],\n",
    "                   sep='|', header=0, index_col=0, decimal=',')\n",
    "nevo_details = pd.read_csv(filepath_or_buffer=config[\"data_files\"][\"NEVO_DETAILS\"],\n",
    "                   sep='|', header=0, index_col=0, decimal=',')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploritory Data inspection\n",
    "As we can see, our data is divided under 146 columns and 2323 rows. However, not all of these entries are going to be taken into consideration. Only the name, macro nutrients, processed sugar, fibre and sodium content will be taken into the next part of the analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2323, 146) \n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 2323 entries, NEVO-Online 2023 8.0 to NEVO-Online 2023 8.0\n",
      "Columns: 146 entries, Voedingsmiddelgroep to FAUN (g)\n",
      "dtypes: float64(134), int64(3), object(9)\n",
      "memory usage: 2.6+ MB\n",
      "None \n",
      "\n",
      "['Voedingsmiddelgroep', 'Food group', 'NEVO-code', 'Voedingsmiddelnaam/Dutch food name', 'Engelse naam/Food name', 'Synoniem', 'Hoeveelheid/Quantity', 'Opmerking', 'Bevat sporen van/Contains traces of', 'Is verrijkt met/Is fortified with', 'ENERCJ (kJ)', 'ENERCC (kcal)', 'WATER (g)', 'PROT (g)', 'PROTPL (g)', 'PROTAN (g)', 'NT (g)', 'TRP (mg)', 'FAT (g)', 'FACID (g)', 'FASAT (g)', 'FAMSCIS (g)', 'FAPU (g)', 'FAPUN3 (g)', 'FAPUN6 (g)', 'FATRS (g)', 'CHO (g)', 'SUGAR (g)', 'STARCH (g)', 'POLYL (g)', 'FIBT (g)', 'ALC (g)', 'OA (g)', 'ASH (g)', 'CHORL (mg)', 'NA (mg)', 'K (mg)', 'CA (mg)', 'P (mg)', 'MG (mg)', 'FE (mg)', 'HAEM (mg)', 'NHAEM (mg)', 'CU (mg)', 'SE (µg)', 'ZN (mg)', 'ID (µg)', 'VITA_RAE (µg)', 'VITA_RE (µg)', 'RETOL (µg)', 'CARTBTOT (µg)', 'CARTA (µg)', 'LUTN (µg)', 'ZEA (µg)', 'CRYPXB (µg)', 'LYCPN (µg)', 'VITD (µg)', 'CHOCALOH (µg)', 'CHOCAL (µg)', 'ERGCAL (µg)', 'VITE (mg)', 'TOCPHA (mg)', 'TOCPHB (mg)', 'TOCPHD (mg)', 'TOCPHG (mg)', 'VITK (µg)', 'VITK1 (µg)', 'VITK2 (µg)', 'THIA (mg)', 'RIBF (mg)', 'VITB6 (mg)', 'VITB12 (µg)', 'NIAEQ (mg)', 'NIA (mg)', 'FOL (µg)', 'FOLFD (µg)', 'FOLAC (µg)', 'VITC (mg)', 'F4:0 (g)', 'F6:0 (g)', 'F8:0 (g)', 'F10:0 (g)', 'F11:0 (g)', 'F12:0 (g)', 'F13:0 (g)', 'F14:0 (g)', 'F15:0 (g)', 'F16:0 (g)', 'F17:0 (g)', 'F18:0 (g)', 'F19:0 (g)', 'F20:0 (g)', 'F21:0 (g)', 'F22:0 (g)', 'F23:0 (g)', 'F24:0 (g)', 'F25:0 (g)', 'F26:0 (g)', 'FASATXR (g)', 'F10:1CIS (g)', 'F12:1CIS (g)', 'F14:1CIS (g)', 'F16:1CIS (g)', 'F18:1CIS (g)', 'F20:1CIS (g)', 'F22:1CIS (g)', 'F24:1CIS (g)', 'FAMSCXR (g)', 'F18:2CN6 (g)', 'F18:2CN9 (g)', 'F18:2CT (g)', 'F18:2TC (g)', 'F18:2R (g)', 'F18:3CN3 (g)', 'F18:3CN6 (g)', 'F18:4CN3 (g)', 'F20:2CN6 (g)', 'F20:3CN9 (g)', 'F20:3CN6 (g)', 'F20:3CN3 (g)', 'F20:4CN6 (g)', 'F20:4CN3 (g)', 'F20:5CN3 (g)', 'F21:5CN3 (g)', 'F22:2CN6 (g)', 'F22:2CN3 (g)', 'F22:3CN3 (g)', 'F22:4CN6 (g)', 'F22:5CN6 (g)', 'F22:5CN3 (g)', 'F22:6CN3 (g)', 'F24:2CN6 (g)', 'FAPUXR (g)', 'F10:1TRS (g)', 'F12:1TRS (g)', 'F14:1TRS (g)', 'F16:1TRS (g)', 'F18:1TRS (g)', 'F18:2TTN6 (g)', 'F18:3TTTN3 (g)', 'F20:1TRS (g)', 'F20:2TT (g)', 'F22:1TRS (g)', 'F24:1TRS (g)', 'FAMSTXR (g)', 'FAUN (g)']\n"
     ]
    }
   ],
   "source": [
    "print(nevo.shape, '\\n')\n",
    "print(nevo.info(), '\\n')\n",
    "print(list(nevo.columns))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "nevo = nevo[['Voedingsmiddelgroep', 'Voedingsmiddelnaam/Dutch food name', 'ENERCC (kcal)', 'PROT (g)', 'FAT (g)', 'SUGAR (g)', 'FIBT (g)', 'NA (mg)']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspect data and see if there are any missing values.\n",
    "This dataset stores floating-point numbers using `,` as a decimal. Instead of the American way of using the `.` as decimal. If this is not passed on pandas, the value will be read as a `string`. The latter has been accounted for as all of the floating point values are correctly loaded as a `float64`-type. Furthermore, there are some missing values. I assess the dataset to be large enough to drop these missing values. Another option would've been to insert a `0` as a replacement value. This could be true because there are food-products which do not contain any fibre, sodium or sugar. However, making assumptions can be tricky and it forgoes my knowledge of food and nutrition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 2323 entries, NEVO-Online 2023 8.0 to NEVO-Online 2023 8.0\n",
      "Data columns (total 8 columns):\n",
      " #   Column                              Non-Null Count  Dtype  \n",
      "---  ------                              --------------  -----  \n",
      " 0   Voedingsmiddelgroep                 2323 non-null   object \n",
      " 1   Voedingsmiddelnaam/Dutch food name  2323 non-null   object \n",
      " 2   ENERCC (kcal)                       2323 non-null   int64  \n",
      " 3   PROT (g)                            2323 non-null   float64\n",
      " 4   FAT (g)                             2323 non-null   float64\n",
      " 5   SUGAR (g)                           2322 non-null   float64\n",
      " 6   FIBT (g)                            2316 non-null   float64\n",
      " 7   NA (mg)                             2321 non-null   float64\n",
      "dtypes: float64(5), int64(1), object(2)\n",
      "memory usage: 163.3+ KB\n",
      "None\n",
      "Voedingsmiddelgroep                   0\n",
      "Voedingsmiddelnaam/Dutch food name    0\n",
      "ENERCC (kcal)                         0\n",
      "PROT (g)                              0\n",
      "FAT (g)                               0\n",
      "SUGAR (g)                             1\n",
      "FIBT (g)                              7\n",
      "NA (mg)                               2\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(nevo.info())\n",
    "print(nevo.isna().sum())\n",
    "\n",
    "nevo = nevo.dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dimensionality reduction by Principal Component Analysis (PCA)\n",
    "Even though the dataset has been reduced by an order of magnitude. It is still difficult to get a feeling for how the food groups are represented. For instance, how similar is fruit to vegetable? Or is there an unhealthy group containing lots of fat and sodium. By reducing the demensionality of the dataframe and plotting the two largest eigenvectors will help us get a feeling for the data and decide the next steps of the analysis.\n",
    "\n",
    "### Getting the right lables\n",
    "The first step of the demensionality reduction, is done by getting the lables of each foodgroup. It is important to maintain the order of the dataframe and the food lables. Switching either of these up, will misrepresent our data further downstream."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NEVO-versie/NEVO-version\n",
       "NEVO-Online 2023 8.0    True\n",
       "NEVO-Online 2023 8.0    True\n",
       "NEVO-Online 2023 8.0    True\n",
       "NEVO-Online 2023 8.0    True\n",
       "NEVO-Online 2023 8.0    True\n",
       "                        ... \n",
       "NEVO-Online 2023 8.0    True\n",
       "NEVO-Online 2023 8.0    True\n",
       "NEVO-Online 2023 8.0    True\n",
       "NEVO-Online 2023 8.0    True\n",
       "NEVO-Online 2023 8.0    True\n",
       "Name: Voedingsmiddelgroep, Length: 2313, dtype: bool"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "food_labels = nevo[\"Voedingsmiddelgroep\"]\n",
    "food_labels == nevo[\"Voedingsmiddelgroep\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scaling the data\n",
    "Some of the features have way higher values than others. This can mess up your representation by overrepresentation. To combat this, a normalisation will have to be performed on all of the numerical entries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# features to be scaled\n",
    "features = ['ENERCC (kcal)', 'PROT (g)', 'FAT (g)', 'SUGAR (g)', 'FIBT (g)', 'NA (mg)']\n",
    "\n",
    "#features = [\"PROT (g)\", \"ENERCC (kcal)\"]\n",
    "\n",
    "# Separating out the features\n",
    "nevo_f_values = nevo[features].values\n",
    "nevo_scaled = StandardScaler().fit_transform(nevo_f_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2313, 6)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nevo_scaled.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "pca = PCA(n_components=2)\n",
    "p_components = pca.fit_transform(nevo_scaled)\n",
    "p_components = pd.DataFrame(data=p_components, columns=[\"P1\", \"P2\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the last step of the PCA wel'll add back the food groups."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_components[\"food_group\"] = list(nevo[\"Voedingsmiddelgroep\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Two dimentional plot of the two larges components\n",
    "Plotting the two largest eigen vectors on y- and x-axis reveals a symetry where `P2 < 0` contain mostly starch/sugar containing foods. Above the threshold of `P2 > 0` the majority of oily and protein rich food groups can be observed. However, due to the high amount of food groups, it is still difficult to observe the underlying structure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x20ccf617610>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={\"figure.figsize\":(10, 8)})\n",
    "sns.scatterplot(data=p_components, x=\"P2\", y=\"P1\", hue=\"food_group\", palette=\"deep\")\n",
    "plt.legend(bbox_to_anchor=(1.001, 1), loc='upper left', borderaxespad=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Subsetting for simplicity\n",
    "For the scope of this project, a subset of non-snack foods will be taken. Also, drinks, spices, combined meals and `Overige` will be excluded. This is done as this project will be about saving money and eating well. The excluded food groups can be concidered as a luxury or processed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "food_subset = ['Aardappelen en knolgewassen', 'Graanproducten en bindmiddelen',\n",
    "       'Groente', 'Fruit', 'Eieren', 'Vlees en gevogelte',\n",
    "       'Vis, schaal- en schelpdieren', 'Peulvruchten',\n",
    "       'Noten en zaden', 'Brood',\n",
    "       'Melk en melkproducten', 'Vleesvervangers en zuivelvervangers',\n",
    "       'Kaas', 'Vetten en oliën', 'Vleeswaren', 'Hartig broodbeleg']\n",
    "\n",
    "nevo = nevo[nevo[\"Voedingsmiddelgroep\"].isin(food_subset)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Re-running the PCA and visualisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Separating out the features\n",
    "def PCA_food_group(food_group=food_subset, dataset=nevo, hue=\"Voedingsmiddelgroep\"):\n",
    "    if type(food_group) == str:\n",
    "        food_group=[food_group]\n",
    "    dataset = dataset[dataset[\"Voedingsmiddelgroep\"].isin(food_group)]\n",
    "    nevo_f_values = dataset[features].values\n",
    "    nevo_scaled = StandardScaler().fit_transform(nevo_f_values)\n",
    "    pca = PCA(n_components=2)\n",
    "    p_components = pca.fit_transform(nevo_scaled)\n",
    "    p_components = pd.DataFrame(data=p_components, columns=[\"P1\", \"P2\"])\n",
    "    p_components[hue] = list(dataset[hue])\n",
    "    sns.set(rc={\"figure.figsize\":(10, 8)})\n",
    "    sns.scatterplot(data=p_components, x=\"P2\", y=\"P1\", hue=hue, palette=\"deep\")\n",
    "    plt.legend(bbox_to_anchor=(1.001, 1), loc='upper left', borderaxespad=1)\n",
    "\n",
    "PCA_food_group(['Aardappelen en knolgewassen', 'Groente', 'Fruit', 'Graanproducten en bindmiddelen','Eieren', 'Vlees en gevogelte'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How do we find the most nutricious food per category?\n",
    "Now we have a \"feeling\" for the data, it can be expected some foods are more nutricious or less than others. This assumption is made by the presence overlapping points in the PCA. To go about this in a statistical manner, the food groups will exposed to statistical testing of the mean value's. This is because we wan't to get a view of which products are significanty above or below the average value's of the food group.\n",
    "\n",
    "### Closer inspection of the food-groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\James\\Documents\\code\\food_informer\\food\\Lib\\site-packages\\numpy\\lib\\function_base.py:4655: RuntimeWarning: invalid value encountered in subtract\n",
      "  diff_b_a = subtract(b, a)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=nevo[features], log_scale=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How to quantify nitriciousness?\n",
    "To find outlyers per food-group in terms of highest amount of nutricion, a nutricions score is given for each product. This crude score, is comprised of the sum of the macro's. Afterwards, this score is punished by the relative amount of sodium.\n",
    "\n",
    "$nutrscore = \\frac{log(Kcal) + Protein + \\frac{Fat}{Kcal} + Sugar + Fibre}{1 - (\\frac{(Natrium + 1e-6)}{1000})^2}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "nevo[\"nutr_score\"] = (nevo[\"ENERCC (kcal)\"].transform(np.log) +\n",
    "                      nevo[\"FAT (g)\"]+\n",
    "                      nevo[\"PROT (g)\"] +\n",
    "                      nevo[\"SUGAR (g)\"] +\n",
    "                      nevo[\"FIBT (g)\"]) / 1 - ((nevo[\"NA (mg)\"] + 1e-6 )/1000)**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x20cd6a00dd0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=nevo.sort_values(\"nutr_score\"), y = \"nutr_score\", hue=\"Voedingsmiddelgroep\")\n",
    "plt.legend(bbox_to_anchor=(1.001, 1), loc='upper left', borderaxespad=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Satistics per product\n",
    "When choosing the most nuctricous food per food group, the nutricion score of the entire group has to be taken into consideration. Thus, calling for statistical testing.\n",
    "\n",
    "Let us take a look at the vegetables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Voedingsmiddelnaam/Dutch food name</th>\n",
       "      <th>ENERCC (kcal)</th>\n",
       "      <th>PROT (g)</th>\n",
       "      <th>FAT (g)</th>\n",
       "      <th>SUGAR (g)</th>\n",
       "      <th>FIBT (g)</th>\n",
       "      <th>NA (mg)</th>\n",
       "      <th>nutr_score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Voedingsmiddelgroep</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Aardappelen en knolgewassen</th>\n",
       "      <td>Yam rauw</td>\n",
       "      <td>373</td>\n",
       "      <td>9.2</td>\n",
       "      <td>14.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>466.0</td>\n",
       "      <td>31.695978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brood</th>\n",
       "      <td>Wafel rijst- naturel z zout</td>\n",
       "      <td>502</td>\n",
       "      <td>17.2</td>\n",
       "      <td>25.0</td>\n",
       "      <td>31.8</td>\n",
       "      <td>23.9</td>\n",
       "      <td>1026.0</td>\n",
       "      <td>67.816100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eieren</th>\n",
       "      <td>Eiwit kippenei rauw</td>\n",
       "      <td>574</td>\n",
       "      <td>46.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>97.102629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fruit</th>\n",
       "      <td>Vruchten op siroop gem blik/glas</td>\n",
       "      <td>674</td>\n",
       "      <td>14.3</td>\n",
       "      <td>64.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>14.4</td>\n",
       "      <td>1707.0</td>\n",
       "      <td>100.412389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Graanproducten en bindmiddelen</th>\n",
       "      <td>Zemelen tarwe-</td>\n",
       "      <td>614</td>\n",
       "      <td>88.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>74.7</td>\n",
       "      <td>4762.0</td>\n",
       "      <td>93.861131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Groente</th>\n",
       "      <td>Zeewier nori gedroogd</td>\n",
       "      <td>336</td>\n",
       "      <td>31.5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.6</td>\n",
       "      <td>36.3</td>\n",
       "      <td>7158.0</td>\n",
       "      <td>71.516934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hartig broodbeleg</th>\n",
       "      <td>Spread sandwich- overige smaken</td>\n",
       "      <td>654</td>\n",
       "      <td>26.5</td>\n",
       "      <td>56.4</td>\n",
       "      <td>14.0</td>\n",
       "      <td>25.8</td>\n",
       "      <td>800.0</td>\n",
       "      <td>99.320910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kaas</th>\n",
       "      <td>Zuivelspread naturel/kruiden light</td>\n",
       "      <td>455</td>\n",
       "      <td>55.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>3200.0</td>\n",
       "      <td>72.001415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Melk en melkproducten</th>\n",
       "      <td>Zuiveldrank Fruitmelk Campina</td>\n",
       "      <td>478</td>\n",
       "      <td>35.4</td>\n",
       "      <td>35.3</td>\n",
       "      <td>54.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>500.0</td>\n",
       "      <td>92.985511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Noten en zaden</th>\n",
       "      <td>Zonnebloempitten</td>\n",
       "      <td>753</td>\n",
       "      <td>31.6</td>\n",
       "      <td>76.1</td>\n",
       "      <td>42.9</td>\n",
       "      <td>34.8</td>\n",
       "      <td>800.0</td>\n",
       "      <td>104.446089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peulvruchten</th>\n",
       "      <td>Peulvruchten gem gekookt</td>\n",
       "      <td>418</td>\n",
       "      <td>35.9</td>\n",
       "      <td>18.6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>23.4</td>\n",
       "      <td>283.0</td>\n",
       "      <td>82.535456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vetten en oliën</th>\n",
       "      <td>Vet varkens- uitgesmolten</td>\n",
       "      <td>900</td>\n",
       "      <td>1.2</td>\n",
       "      <td>100.0</td>\n",
       "      <td>40.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1366.0</td>\n",
       "      <td>106.802395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vis, schaal- en schelpdieren</th>\n",
       "      <td>Zeewolf bereid in magnetron z toev</td>\n",
       "      <td>440</td>\n",
       "      <td>82.0</td>\n",
       "      <td>42.3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>7027.0</td>\n",
       "      <td>65.652550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vlees en gevogelte</th>\n",
       "      <td>Worst rook- varkens gekookt</td>\n",
       "      <td>678</td>\n",
       "      <td>65.0</td>\n",
       "      <td>73.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>83.336171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vleesvervangers en zuivelvervangers</th>\n",
       "      <td>Worst braad- vegetarisch obv soja/tarwe onbere...</td>\n",
       "      <td>686</td>\n",
       "      <td>28.4</td>\n",
       "      <td>67.3</td>\n",
       "      <td>19.9</td>\n",
       "      <td>8.9</td>\n",
       "      <td>1057.0</td>\n",
       "      <td>86.230622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vleeswaren</th>\n",
       "      <td>Zult zure</td>\n",
       "      <td>484</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1917.0</td>\n",
       "      <td>71.280444</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Voedingsmiddelnaam/Dutch food name  \\\n",
       "Voedingsmiddelgroep                                                                      \n",
       "Aardappelen en knolgewassen                                                   Yam rauw   \n",
       "Brood                                                      Wafel rijst- naturel z zout   \n",
       "Eieren                                                             Eiwit kippenei rauw   \n",
       "Fruit                                                 Vruchten op siroop gem blik/glas   \n",
       "Graanproducten en bindmiddelen                                          Zemelen tarwe-   \n",
       "Groente                                                          Zeewier nori gedroogd   \n",
       "Hartig broodbeleg                                      Spread sandwich- overige smaken   \n",
       "Kaas                                                Zuivelspread naturel/kruiden light   \n",
       "Melk en melkproducten                                    Zuiveldrank Fruitmelk Campina   \n",
       "Noten en zaden                                                        Zonnebloempitten   \n",
       "Peulvruchten                                                  Peulvruchten gem gekookt   \n",
       "Vetten en oliën                                              Vet varkens- uitgesmolten   \n",
       "Vis, schaal- en schelpdieren                        Zeewolf bereid in magnetron z toev   \n",
       "Vlees en gevogelte                                         Worst rook- varkens gekookt   \n",
       "Vleesvervangers en zuivelvervangers  Worst braad- vegetarisch obv soja/tarwe onbere...   \n",
       "Vleeswaren                                                                   Zult zure   \n",
       "\n",
       "                                     ENERCC (kcal)  PROT (g)  FAT (g)  \\\n",
       "Voedingsmiddelgroep                                                     \n",
       "Aardappelen en knolgewassen                    373       9.2     14.8   \n",
       "Brood                                          502      17.2     25.0   \n",
       "Eieren                                         574      46.0     42.0   \n",
       "Fruit                                          674      14.3     64.8   \n",
       "Graanproducten en bindmiddelen                 614      88.0     47.0   \n",
       "Groente                                        336      31.5     14.0   \n",
       "Hartig broodbeleg                              654      26.5     56.4   \n",
       "Kaas                                           455      55.0     47.0   \n",
       "Melk en melkproducten                          478      35.4     35.3   \n",
       "Noten en zaden                                 753      31.6     76.1   \n",
       "Peulvruchten                                   418      35.9     18.6   \n",
       "Vetten en oliën                                900       1.2    100.0   \n",
       "Vis, schaal- en schelpdieren                   440      82.0     42.3   \n",
       "Vlees en gevogelte                             678      65.0     73.2   \n",
       "Vleesvervangers en zuivelvervangers            686      28.4     67.3   \n",
       "Vleeswaren                                     484      30.0     42.5   \n",
       "\n",
       "                                     SUGAR (g)  FIBT (g)  NA (mg)  nutr_score  \n",
       "Voedingsmiddelgroep                                                            \n",
       "Aardappelen en knolgewassen                9.0       7.2    466.0   31.695978  \n",
       "Brood                                     31.8      23.9   1026.0   67.816100  \n",
       "Eieren                                     3.0       0.0    500.0   97.102629  \n",
       "Fruit                                     75.0      14.4   1707.0  100.412389  \n",
       "Graanproducten en bindmiddelen            75.0      74.7   4762.0   93.861131  \n",
       "Groente                                   37.6      36.3   7158.0   71.516934  \n",
       "Hartig broodbeleg                         14.0      25.8    800.0   99.320910  \n",
       "Kaas                                       7.8       0.7   3200.0   72.001415  \n",
       "Melk en melkproducten                     54.7       3.1    500.0   92.985511  \n",
       "Noten en zaden                            42.9      34.8    800.0  104.446089  \n",
       "Peulvruchten                               6.0      23.4    283.0   82.535456  \n",
       "Vetten en oliën                           40.4       0.7   1366.0  106.802395  \n",
       "Vis, schaal- en schelpdieren               4.5       0.8   7027.0   65.652550  \n",
       "Vlees en gevogelte                         4.7       2.5   4800.0   83.336171  \n",
       "Vleesvervangers en zuivelvervangers       19.9       8.9   1057.0   86.230622  \n",
       "Vleeswaren                                 5.1       1.2   1917.0   71.280444  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nevo.groupby(\"Voedingsmiddelgroep\").max()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Can we use tests to get the most significant products in term of nutricion?\n",
    "To figure out which tests we can use, we have to figure out if our nutri-scores are normally distributed. To do this a `sharpiro` test will be performed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import shapiro"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All of our food groups seem to have a distribution of the nutriscore except `Vis, schaal en -schelpdieren`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Voedingsmiddelgroep\n",
       "Aardappelen en knolgewassen            1.350490e-05\n",
       "Brood                                  3.489167e-04\n",
       "Eieren                                 7.833448e-04\n",
       "Fruit                                  5.416142e-15\n",
       "Graanproducten en bindmiddelen         1.646198e-06\n",
       "Groente                                9.369688e-24\n",
       "Hartig broodbeleg                      4.471298e-05\n",
       "Kaas                                   1.586341e-02\n",
       "Melk en melkproducten                  3.235316e-13\n",
       "Noten en zaden                         3.310294e-09\n",
       "Peulvruchten                           1.478478e-07\n",
       "Vetten en oliën                        1.386015e-07\n",
       "Vis, schaal- en schelpdieren           3.070709e-01\n",
       "Vlees en gevogelte                     1.171999e-07\n",
       "Vleesvervangers en zuivelvervangers    1.092811e-04\n",
       "Vleeswaren                             1.278775e-02\n",
       "Name: nutr_score, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nevo.groupby(\"Voedingsmiddelgroep\")['nutr_score'].apply(lambda x: shapiro(x)[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Intuitively we can see the distribution of `nutr_score` does have a bell-curve-like shape. We'll assume it is, for the rest of the analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='nutr_score', ylabel='Count'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=nevo[nevo[\"Voedingsmiddelgroep\"] == \"Vis, schaal- en schelpdieren\"][\"nutr_score\"], kde=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A one sample t-test is performed against the `nutr_score`'s of the food_group. A cut-off of $\\alpha > 0.1$ is chosen, because it still shows us food on the higher end of the distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import ttest_1samp\n",
    "nevo[\"p_val\"] = nevo.apply(lambda x: ttest_1samp(nevo[nevo[\"Voedingsmiddelgroep\"] == x[\"Voedingsmiddelgroep\"]][\"nutr_score\"].values,\n",
    "                                                 x[\"nutr_score\"], alternative=\"less\")[1],\n",
    "                                                 axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "nevo[\"sign\"] = nevo[\"p_val\"] < 0.10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "PCA_food_group(food_group=['Aardappelen en knolgewassen', 'Groente', 'Fruit', 'Graanproducten en bindmiddelen','Eieren', 'Vlees en gevogelte'],\n",
    "               dataset=nevo, hue=\"sign\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Combining the nutricious food with the jumbo API\n",
    "The next step will be combining the significantly more nutricious food with the Jumbo API to retrieve the corresponding unitprices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_prices(group):\n",
    "    query = lambda food_group: (nevo[\"Voedingsmiddelgroep\"] == food_group) & nevo[\"sign\"]\n",
    "    results = []\n",
    "    jumbo = JumboConnector()\n",
    "\n",
    "    for product in nevo[query(group)][\"Voedingsmiddelnaam/Dutch food name\"]:\n",
    "        query = product.strip(\"gekookt\")\n",
    "        query = query.strip(\"rauw\")\n",
    "        query = query.strip(\"onbereid\")\n",
    "        query = query.strip(\"-\")\n",
    "        query = query.strip(\"blik/glas\")\n",
    "        result = pd.DataFrame(jumbo.search_food(query))\n",
    "        result[\"group\"] = group\n",
    "        result[\"search_term\"] = product\n",
    "        results.append(result)\n",
    "    results = pd.concat(results)\n",
    "    return results\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "### DO NOT RUN THIS, IT WILL TAKE FOREVER.\n",
    "## UNCOMMENT IF YOU REALLY WANT TO RUN THIS\n",
    "# Just load the pickle\n",
    "\n",
    "# results = []\n",
    "# for food_group in nevo[\"Voedingsmiddelgroep\"].unique():\n",
    "#     print(f\"Retrieving results for: {food_group}\")\n",
    "#     results.append(get_prices(food_group))\n",
    "\n",
    "# results_jumbo = pd.concat(results)\n",
    "# results_jumbo.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading/reading jumbo response\n",
    "Write the data to pickle if downloaded using the jubo API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import pickle\n",
    "# with open(config[\"data_files\"][\"JUMBO_DUMP\"], 'wb') as pkl:\n",
    "#     pickle.dump(results_jumbo, file=pkl)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or just load the data if you want to use the pre-downloaded data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open(config[\"data_files\"][\"JUMBO_DUMP\"], 'rb') as pkl:\n",
    "    results_jumbo = pickle.load(file=pkl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "results_jumbo[\"nutr_score\"] = results_jumbo.apply(lambda x: nevo[(nevo[\"Voedingsmiddelnaam/Dutch food name\"]\n",
    "                                                                  == x[\"search_term\"])][\"nutr_score\"]\n",
    "                                                                  .values[0],\n",
    "                                                                  axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Web app for the best prices per categroy.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "    <style>\n",
       "        .bk-notebook-logo {\n",
       "            display: block;\n",
       "            width: 20px;\n",
       "            height: 20px;\n",
       "            background-image: url(data:image/png;base64,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);\n",
       "        }\n",
       "    </style>\n",
       "    <div>\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-notebook-logo\"></a>\n",
       "        <span id=\"b4c88743-f5a8-42c4-83f1-cc3f4f260d42\">Loading BokehJS ...</span>\n",
       "    </div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\nconst JS_MIME_TYPE = 'application/javascript';\n  const HTML_MIME_TYPE = 'text/html';\n  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n  const CLASS_NAME = 'output_bokeh rendered_html';\n\n  /**\n   * Render data to the DOM node\n   */\n  function render(props, node) {\n    const script = document.createElement(\"script\");\n    node.appendChild(script);\n  }\n\n  /**\n   * Handle when an output is cleared or removed\n   */\n  function handleClearOutput(event, handle) {\n    function drop(id) {\n      const view = Bokeh.index.get_by_id(id)\n      if (view != null) {\n        view.model.document.clear()\n        Bokeh.index.delete(view)\n      }\n    }\n\n    const cell = handle.cell;\n\n    const id = cell.output_area._bokeh_element_id;\n    const server_id = cell.output_area._bokeh_server_id;\n\n    // Clean up Bokeh references\n    if (id != null) {\n      drop(id)\n    }\n\n    if (server_id !== undefined) {\n      // Clean up Bokeh references\n      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n      cell.notebook.kernel.execute(cmd_clean, {\n        iopub: {\n          output: function(msg) {\n            const id = msg.content.text.trim()\n            drop(id)\n          }\n        }\n      });\n      // Destroy server and session\n      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n      cell.notebook.kernel.execute(cmd_destroy);\n    }\n  }\n\n  /**\n   * Handle when a new output is added\n   */\n  function handleAddOutput(event, handle) {\n    const output_area = handle.output_area;\n    const output = handle.output;\n\n    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n      return\n    }\n\n    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n      // store reference to embed id on output_area\n      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n    }\n    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n      const bk_div = document.createElement(\"div\");\n      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n      const script_attrs = bk_div.children[0].attributes;\n      for (let i = 0; i < script_attrs.length; i++) {\n        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n      }\n      // store reference to server id on output_area\n      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n    }\n  }\n\n  function register_renderer(events, OutputArea) {\n\n    function append_mime(data, metadata, element) {\n      // create a DOM node to render to\n      const toinsert = this.create_output_subarea(\n        metadata,\n        CLASS_NAME,\n        EXEC_MIME_TYPE\n      );\n      this.keyboard_manager.register_events(toinsert);\n      // Render to node\n      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n      render(props, toinsert[toinsert.length - 1]);\n      element.append(toinsert);\n      return toinsert\n    }\n\n    /* Handle when an output is cleared or removed */\n    events.on('clear_output.CodeCell', handleClearOutput);\n    events.on('delete.Cell', handleClearOutput);\n\n    /* Handle when a new output is added */\n    events.on('output_added.OutputArea', handleAddOutput);\n\n    /**\n     * Register the mime type and append_mime function with output_area\n     */\n    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n      /* Is output safe? */\n      safe: true,\n      /* Index of renderer in `output_area.display_order` */\n      index: 0\n    });\n  }\n\n  // register the mime type if in Jupyter Notebook environment and previously unregistered\n  if (root.Jupyter !== undefined) {\n    const events = require('base/js/events');\n    const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  }\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"b4c88743-f5a8-42c4-83f1-cc3f4f260d42\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.3.min.js\", \"https://unpkg.com/@holoviz/panel@1.3.7/dist/panel.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"b4c88743-f5a8-42c4-83f1-cc3f4f260d42\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));",
      "application/vnd.bokehjs_load.v0+json": ""
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import panel as pn\n",
    "from bokeh.io import output_notebook\n",
    "from bokeh.plotting import figure\n",
    "\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n  var py_version = '3.3.3'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  var reloading = false;\n  var Bokeh = root.Bokeh;\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      run_callbacks();\n      return null;\n    }\n    if (!reloading) {\n      console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    var skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n      require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n      })\n      require([\"jspanel-modal\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-tooltip\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-hint\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-layout\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-dock\"], function() {\n\ton_load()\n      })\n      require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n      })\n      require([\"notyf\"], function() {\n\ton_load()\n      })\n      root._bokeh_is_loading = css_urls.length + 9;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    var existing_stylesheets = []\n    var links = document.getElementsByTagName('link')\n    for (var i = 0; i < links.length; i++) {\n      var link = links[i]\n      if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n      }\n    }\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.3.7/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.3.7/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.3.7/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.3.7/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.3.7/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.3.7/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.3.7/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.3.7/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.3.7/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    var existing_scripts = []\n    var scripts = document.getElementsByTagName('script')\n    for (var i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n\texisting_scripts.push(script.src)\n      }\n    }\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (var i = 0; i < js_modules.length; i++) {\n      var url = js_modules[i];\n      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      var url = js_exports[name];\n      if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.3.min.js\", \"https://cdn.holoviz.org/panel/1.3.7/dist/panel.min.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [];\n  var inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n\ttry {\n          inline_js[i].call(root, root.Bokeh);\n\t} catch(e) {\n\t  if (!reloading) {\n\t    throw e;\n\t  }\n\t}\n      }\n      // Cache old bokeh versions\n      if (Bokeh != undefined && !reloading) {\n\tvar NewBokeh = root.Bokeh;\n\tif (Bokeh.versions === undefined) {\n\t  Bokeh.versions = new Map();\n\t}\n\tif (NewBokeh.version !== Bokeh.version) {\n\t  Bokeh.versions.set(NewBokeh.version, NewBokeh)\n\t}\n\troot.Bokeh = Bokeh;\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n    root._bokeh_is_initializing = false\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      root._bokeh_is_initializing = true\n      root._bokeh_onload_callbacks = []\n      var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n      if (!reloading && !bokeh_loaded) {\n\troot.Bokeh = undefined;\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n\trun_inline_js();\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));",
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document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    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      "application/vnd.holoviews_load.v0+json": ""
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>*[data-root-id],\n",
       "*[data-root-id] > * {\n",
       "  box-sizing: border-box;\n",
       "  font-family: var(--jp-ui-font-family);\n",
       "  font-size: var(--jp-ui-font-size1);\n",
       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
       "}\n",
       "\n",
       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(\n",
       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
       "  ),\n",
       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "</style>"
      ]
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     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='df0c1c91-1e32-4467-9be2-9ca00e59c3eb'>\n",
       "  <div id=\"ef77b79e-d994-4225-af0f-39d238c5943e\" data-root-id=\"df0c1c91-1e32-4467-9be2-9ca00e59c3eb\" style=\"display: contents;\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"5d7080a4-dac8-4214-9a96-97a3dc195b44\":{\"version\":\"3.3.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"df0c1c91-1e32-4467-9be2-9ca00e59c3eb\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"f40636af-c834-49f1-ac33-aa94fbc5c222\",\"attributes\":{\"plot_id\":\"df0c1c91-1e32-4467-9be2-9ca00e59c3eb\",\"comm_id\":\"0c8c70e161c643518bbaa7a920b34b62\",\"client_comm_id\":\"d4e68a285eda47e6952f2bdac38178cc\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
       "  var render_items = [{\"docid\":\"5d7080a4-dac8-4214-9a96-97a3dc195b44\",\"roots\":{\"df0c1c91-1e32-4467-9be2-9ca00e59c3eb\":\"ef77b79e-d994-4225-af0f-39d238c5943e\"},\"root_ids\":[\"df0c1c91-1e32-4467-9be2-9ca00e59c3eb\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ]
     },
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "df0c1c91-1e32-4467-9be2-9ca00e59c3eb"
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Launching server at http://localhost:56590\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<panel.io.server.Server at 0x20cde239910>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.models.tools import HoverTool\n",
    "from bokeh.models import ColumnDataSource, Slider\n",
    "from bokeh.palettes import Spectral11\n",
    "from bokeh.transform import jitter\n",
    "from itertools import cycle\n",
    "import panel as pn\n",
    "from bokeh.layouts import column\n",
    "\n",
    "# Load Panel extension\n",
    "pn.extension()\n",
    "\n",
    "# Create figure\n",
    "p = figure(title='Nutrient Content vs Unit Price\\n(Mute categories by selecting in legend)',\n",
    "        x_axis_label='Nutricion index',\n",
    "        y_axis_label='Unit price € cent (kg, l, piece)',\n",
    "        tools='pan,box_zoom,reset',\n",
    "        toolbar_location=\"above\",\n",
    "        height = 800,\n",
    "        width = 1200)\n",
    "\n",
    "data_sources = []\n",
    "\n",
    "for group, color in zip(results_jumbo.group.unique(),  cycle(Spectral11)):\n",
    "    data = results_jumbo[(results_jumbo[\"unitPrice\"] < 10000)\n",
    "                        &\n",
    "                        (results_jumbo[\"group\"] == group)]\n",
    "    # Create ColumnDataSource\n",
    "    source = ColumnDataSource(data)\n",
    "    data_sources.append(source)  # Add the source to the list\n",
    "    p.xgrid.grid_line_color = None\n",
    "    # Add scatter plot without legend_label\n",
    "    scatter = p.circle(x=jitter('nutr_score', 0.6), y='unitPrice',\n",
    "                        source=source, size=9, alpha=0.7,\n",
    "                        muted_alpha=0.1, color=color,\n",
    "                        legend_label=group)\n",
    "\n",
    "cut_off = Slider(title=\"Unitprice cut-off\", value=5000, start=1, end=10000, step=1)\n",
    "\n",
    "def update_data(attrname, old, new):\n",
    "    # Get the current slider values\n",
    "    co = cut_off.value\n",
    "    for source, group in zip(data_sources, results_jumbo.group.unique()):\n",
    "        source.data = dict(ColumnDataSource(results_jumbo[(results_jumbo[\"unitPrice\"] < co)\n",
    "                        &\n",
    "                        (results_jumbo[\"group\"] == group)]).data)\n",
    "\n",
    "cut_off.on_change('value', update_data)\n",
    "\n",
    "# Add hover tool\n",
    "hover = HoverTool()\n",
    "hover.tooltips = [('product', '@title'), ('Nutrient Content', '@{nutr_score}'),\n",
    "                  ('Unit Price', '@{unitPrice}{0.2f}')]\n",
    "\n",
    "p.legend.click_policy = \"hide\"\n",
    "p.add_layout(p.legend[0], 'right')\n",
    "p.add_tools(hover)\n",
    "\n",
    "# Add the Bokeh plot to the Panel app\n",
    "# Set up layouts and add to document\n",
    "description = \"\"\"This is a web app designed for people who want to gain insight into relative food prices.\n",
    "For each category of food, the most significantly nutricious products are extracted and plotted aginst the unit price.\n",
    "The unitprice is a normalised price for the €cent/kg or liter or piece. The cut-off of which can be set using the\n",
    "slider below the plot. To mute different categories, the legend can be pressed. For zooming, the zoom selector can\n",
    "be used by dragging a selection. To reset this, double click the graph.\"\"\"\n",
    "\n",
    "pn.Column('# Supermarket food retrieval',\n",
    "          description,\n",
    "          column(p, cut_off)).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "An attempt was made to cut through the aggressive and confusing marketing tactics of supermarkets using a data-based approach. Shortcomings are found within the fact, some groups do not really have any outlyers within the sample group. The scoring formula in this case just favours the more fatty/sugary/energy rich food. Furthermore, the search functionality of the jumbo_api tends to retrieve fully unrelated items, resulting in somewhat messy results. However, this lays beyond the scope of the project. Dispite some technical shortcomings, the food_informer project allows for a clear and non-biased interpretation of cheap and nutricous food."
   ]
  }
 ],
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