Test.ipynb

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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Measure</th>\n",
       "      <th>Molecule</th>\n",
       "      <th>Country</th>\n",
       "      <th>Year</th>\n",
       "      <th>Standard Units</th>\n",
       "      <th>USD MNF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>INSULIN ASPART</td>\n",
       "      <td>ARGENTINA</td>\n",
       "      <td>2016</td>\n",
       "      <td>638220.0</td>\n",
       "      <td>10867875.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>INSULIN ASPART</td>\n",
       "      <td>ARGENTINA</td>\n",
       "      <td>2017</td>\n",
       "      <td>2001230.0</td>\n",
       "      <td>37509692.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>INSULIN ASPART</td>\n",
       "      <td>ARGENTINA</td>\n",
       "      <td>2018</td>\n",
       "      <td>2216015.0</td>\n",
       "      <td>35524958.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>INSULIN ASPART</td>\n",
       "      <td>ARGENTINA</td>\n",
       "      <td>2019</td>\n",
       "      <td>2286355.0</td>\n",
       "      <td>39796571.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>INSULIN ASPART</td>\n",
       "      <td>ARGENTINA</td>\n",
       "      <td>2020</td>\n",
       "      <td>2516680.0</td>\n",
       "      <td>44728058.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3583</th>\n",
       "      <td>INSULIN UNSPECIFIED PROTAMINE ZINC</td>\n",
       "      <td>CHINA</td>\n",
       "      <td>2018</td>\n",
       "      <td>182014.0</td>\n",
       "      <td>428903.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3584</th>\n",
       "      <td>INSULIN UNSPECIFIED PROTAMINE ZINC</td>\n",
       "      <td>CHINA</td>\n",
       "      <td>2019</td>\n",
       "      <td>106422.0</td>\n",
       "      <td>253369.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3585</th>\n",
       "      <td>INSULIN UNSPECIFIED PROTAMINE ZINC</td>\n",
       "      <td>CHINA</td>\n",
       "      <td>2020</td>\n",
       "      <td>87462.0</td>\n",
       "      <td>235583.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3586</th>\n",
       "      <td>INSULIN UNSPECIFIED PROTAMINE ZINC</td>\n",
       "      <td>CHINA</td>\n",
       "      <td>2021</td>\n",
       "      <td>66814.0</td>\n",
       "      <td>191991.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3587</th>\n",
       "      <td>INSULIN UNSPECIFIED PROTAMINE ZINC</td>\n",
       "      <td>CHINA</td>\n",
       "      <td>2022</td>\n",
       "      <td>59468.0</td>\n",
       "      <td>170679.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3588 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Measure                            Molecule    Country  Year  Standard Units  \\\n",
       "0                            INSULIN ASPART  ARGENTINA  2016        638220.0   \n",
       "1                            INSULIN ASPART  ARGENTINA  2017       2001230.0   \n",
       "2                            INSULIN ASPART  ARGENTINA  2018       2216015.0   \n",
       "3                            INSULIN ASPART  ARGENTINA  2019       2286355.0   \n",
       "4                            INSULIN ASPART  ARGENTINA  2020       2516680.0   \n",
       "...                                     ...        ...   ...             ...   \n",
       "3583     INSULIN UNSPECIFIED PROTAMINE ZINC      CHINA  2018        182014.0   \n",
       "3584     INSULIN UNSPECIFIED PROTAMINE ZINC      CHINA  2019        106422.0   \n",
       "3585     INSULIN UNSPECIFIED PROTAMINE ZINC      CHINA  2020         87462.0   \n",
       "3586     INSULIN UNSPECIFIED PROTAMINE ZINC      CHINA  2021         66814.0   \n",
       "3587     INSULIN UNSPECIFIED PROTAMINE ZINC      CHINA  2022         59468.0   \n",
       "\n",
       "Measure     USD MNF  \n",
       "0        10867875.0  \n",
       "1        37509692.0  \n",
       "2        35524958.0  \n",
       "3        39796571.0  \n",
       "4        44728058.0  \n",
       "...             ...  \n",
       "3583       428903.0  \n",
       "3584       253369.0  \n",
       "3585       235583.0  \n",
       "3586       191991.0  \n",
       "3587       170679.0  \n",
       "\n",
       "[3588 rows x 5 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Load the insulin data\n",
    "data = pd.read_excel(\"Insulins by Country 220913.xlsx\")\n",
    "\n",
    "# Display the first few rows of the reshaped dataframe\n",
    "data.head()\n",
    "\n",
    " # Melt the DataFrame\n",
    "df_melted = pd.melt(data, id_vars=['Molecule', 'Country'], var_name='Year_Measure', value_name='Value')\n",
    " \n",
    "# Split the 'Year_Measure' into 'Year' and 'Measure'\n",
    "df_melted[['Year', 'Measure']] = df_melted['Year_Measure'].str.split('\\n', expand=True)\n",
    " \n",
    "# Drop the original 'Year_Measure' column\n",
    "df_long = df_melted.drop(columns=['Year_Measure'])\n",
    " \n",
    "# Pivot the DataFrame to have 'Standard Units' and 'USD MNF' in separate rows for each year\n",
    "df_long = df_long.pivot_table(index=['Molecule', 'Country', 'Year'], columns='Measure', values='Value').reset_index()\n",
    " \n",
    "# Reorder columns\n",
    "df_long = df_long[['Molecule', 'Country', 'Year', 'Standard Units', 'USD MNF']]\n",
    " \n",
    "df_long\n",
    " \n",
    "# Melt the DataFrame\n",
    "df_melted = pd.melt(data, id_vars=['Molecule', 'Country'], var_name='Year_Measure', value_name='Value')\n",
    " \n",
    "# Split the 'Year_Measure' into 'Year' and 'Measure'\n",
    "df_melted[['Year', 'Measure']] = df_melted['Year_Measure'].str.split('\\n', expand=True)\n",
    " \n",
    "# Drop the original 'Year_Measure' column\n",
    "df_long = df_melted.drop(columns=['Year_Measure'])\n",
    " \n",
    "# Pivot the DataFrame to have 'Standard Units' and 'USD MNF' in separate rows for each year\n",
    "df_long = df_long.pivot_table(index=['Molecule', 'Country', 'Year'], columns='Measure', values='Value').reset_index()\n",
    " \n",
    "# Reorder columns\n",
    "df_long = df_long[['Molecule', 'Country', 'Year', 'Standard Units', 'USD MNF']]\n",
    " \n",
    "df_long\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
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\"Country\": \"ARGENTINA\", \"Year\": \"2016\", \"Standard Units\": 638220.0, \"USD MNF\": 10867875.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2017\", \"Standard Units\": 2001230.0, \"USD MNF\": 37509692.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2018\", \"Standard Units\": 2216015.0, \"USD MNF\": 35524958.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2019\", \"Standard Units\": 2286355.0, \"USD MNF\": 39796571.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2020\", \"Standard Units\": 2516680.0, \"USD MNF\": 44728058.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2021\", \"Standard Units\": 2680170.0, \"USD MNF\": 54110603.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2022\", \"Standard Units\": 1646220.0, \"USD MNF\": 38971713.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2016\", \"Standard Units\": 3972683.0, \"USD MNF\": 25585512.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2017\", \"Standard Units\": 10711441.0, \"USD MNF\": 70515028.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2018\", \"Standard Units\": 11142544.0, \"USD MNF\": 66559878.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2019\", \"Standard Units\": 12105679.0, \"USD MNF\": 68922441.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2020\", \"Standard Units\": 13144079.0, \"USD MNF\": 78159998.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2021\", \"Standard Units\": 13398129.0, \"USD MNF\": 89556636.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2022\", \"Standard Units\": 7585096.0, \"USD MNF\": 48770894.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2016\", \"Standard Units\": 1049263.0, \"USD MNF\": 6816846.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2017\", \"Standard Units\": 3330980.0, \"USD MNF\": 22574811.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2018\", \"Standard Units\": 3367926.0, \"USD MNF\": 23766100.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2019\", \"Standard Units\": 2991319.0, \"USD MNF\": 20030969.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2020\", \"Standard Units\": 2876440.0, \"USD MNF\": 19711846.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2021\", \"Standard Units\": 2580939.0, \"USD MNF\": 18361886.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2022\", \"Standard Units\": 1419319.0, \"USD MNF\": 9239611.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2016\", \"Standard Units\": 1342982.0, \"USD MNF\": 9130333.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2017\", \"Standard Units\": 3962475.0, \"USD MNF\": 28030974.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2018\", \"Standard Units\": 3966635.0, \"USD MNF\": 29409983.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2019\", \"Standard Units\": 4066511.0, \"USD MNF\": 28543545.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2020\", \"Standard Units\": 3948793.0, \"USD MNF\": 28089846.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2021\", \"Standard Units\": 3934868.0, \"USD MNF\": 27347262.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2022\", \"Standard Units\": 2325525.0, \"USD MNF\": 12970946.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2016\", \"Standard Units\": 241684.0, \"USD MNF\": 2312152.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2017\", \"Standard Units\": 772578.0, \"USD MNF\": 7601871.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2018\", \"Standard Units\": 839817.0, \"USD MNF\": 7291427.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2019\", \"Standard Units\": 852638.0, \"USD MNF\": 7012756.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2020\", \"Standard Units\": 1076093.0, \"USD MNF\": 6930861.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2021\", \"Standard Units\": 1383750.0, \"USD MNF\": 8941621.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2022\", \"Standard Units\": 830584.0, \"USD MNF\": 5946001.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2016\", \"Standard Units\": 567768.0, \"USD MNF\": 3583080.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2017\", \"Standard Units\": 1720375.0, \"USD MNF\": 12967846.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2018\", \"Standard Units\": 1667930.0, \"USD MNF\": 13411142.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2019\", \"Standard Units\": 1656934.0, \"USD MNF\": 12645809.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2020\", \"Standard Units\": 1642214.0, \"USD MNF\": 12780016.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2021\", \"Standard Units\": 1567693.0, \"USD MNF\": 12595590.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2022\", \"Standard Units\": 882292.0, \"USD MNF\": 6488982.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2016\", \"Standard Units\": 2514360.0, \"USD MNF\": 22716835.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2017\", \"Standard Units\": 7421373.0, \"USD MNF\": 70330693.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2018\", \"Standard Units\": 7556952.0, \"USD MNF\": 74301138.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2019\", \"Standard Units\": 7481105.0, \"USD MNF\": 72708632.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2020\", \"Standard Units\": 7469197.0, \"USD MNF\": 73407474.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2021\", \"Standard Units\": 7552630.0, \"USD MNF\": 79549433.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2022\", \"Standard Units\": 4358716.0, \"USD MNF\": 44357231.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CENTRAL AMERICA\", \"Year\": \"2016\", \"Standard Units\": 13265.0, \"USD MNF\": 172071.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CENTRAL AMERICA\", \"Year\": \"2017\", 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15378991.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ROMANIA\", \"Year\": \"2018\", \"Standard Units\": 3019920.0, \"USD MNF\": 17754539.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ROMANIA\", \"Year\": \"2019\", \"Standard Units\": 3364109.0, \"USD MNF\": 20445043.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ROMANIA\", \"Year\": \"2020\", \"Standard Units\": 3611110.0, \"USD MNF\": 22137386.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ROMANIA\", \"Year\": \"2021\", \"Standard Units\": 3702487.0, \"USD MNF\": 23054635.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ROMANIA\", \"Year\": \"2022\", \"Standard Units\": 2209442.0, \"USD MNF\": 12776232.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"RUSSIA\", \"Year\": \"2016\", \"Standard Units\": 1673591.0, \"USD MNF\": 7073441.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"RUSSIA\", \"Year\": \"2017\", \"Standard Units\": 6824990.0, \"USD MNF\": 31979077.0}, {\"Molecule\": \"INSULIN 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{\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SLOVENIA\", \"Year\": \"2019\", \"Standard Units\": 1191970.0, \"USD MNF\": 7248077.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SLOVENIA\", \"Year\": \"2020\", \"Standard Units\": 1156780.0, \"USD MNF\": 7021957.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SLOVENIA\", \"Year\": \"2021\", \"Standard Units\": 1094720.0, \"USD MNF\": 6854913.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SLOVENIA\", \"Year\": \"2022\", \"Standard Units\": 706675.0, \"USD MNF\": 3857959.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SOUTH AFRICA\", \"Year\": \"2016\", \"Standard Units\": 1040106.0, \"USD MNF\": 7059065.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SOUTH AFRICA\", \"Year\": \"2017\", \"Standard Units\": 3135422.0, \"USD MNF\": 22889742.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SOUTH AFRICA\", \"Year\": \"2018\", \"Standard Units\": 3112252.0, \"USD MNF\": 23329475.0}, {\"Molecule\": 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1769623.0, \"USD MNF\": 18515751.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWITZERLAND\", \"Year\": \"2020\", \"Standard Units\": 1822798.0, \"USD MNF\": 19971642.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWITZERLAND\", \"Year\": \"2021\", \"Standard Units\": 1852641.0, \"USD MNF\": 19475505.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWITZERLAND\", \"Year\": \"2022\", \"Standard Units\": 1116992.0, \"USD MNF\": 11154766.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2016\", \"Standard Units\": 1193565.0, \"USD MNF\": 8858457.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2017\", \"Standard Units\": 3617460.0, \"USD MNF\": 27985988.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2018\", \"Standard Units\": 3742635.0, \"USD MNF\": 28551236.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2019\", \"Standard Units\": 3592530.0, \"USD MNF\": 25978114.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2020\", \"Standard Units\": 3426085.0, \"USD MNF\": 25866725.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2021\", \"Standard Units\": 3216765.0, \"USD MNF\": 25892558.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2022\", \"Standard Units\": 1795305.0, \"USD MNF\": 15354718.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2016\", \"Standard Units\": 9100564.0, \"USD MNF\": 28139943.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2017\", \"Standard Units\": 28245494.0, \"USD MNF\": 81215102.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2018\", \"Standard Units\": 28797489.0, \"USD MNF\": 74993672.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2019\", \"Standard Units\": 29809346.0, \"USD MNF\": 79453433.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2020\", \"Standard Units\": 38249285.0, \"USD MNF\": 92311023.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2021\", \"Standard Units\": 41115414.0, \"USD MNF\": 92696710.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2022\", \"Standard Units\": 20204230.0, \"USD MNF\": 39264321.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2016\", \"Standard Units\": 8750041.0, \"USD MNF\": 58221935.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2017\", \"Standard Units\": 25552382.0, \"USD MNF\": 173799261.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2018\", \"Standard Units\": 25365917.0, \"USD MNF\": 178942918.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2019\", \"Standard Units\": 26418532.0, \"USD MNF\": 179337858.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2020\", \"Standard Units\": 26465464.0, \"USD MNF\": 181879584.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2021\", \"Standard Units\": 26089856.0, \"USD MNF\": 194033765.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2022\", \"Standard Units\": 15451375.0, \"USD MNF\": 108299361.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2016\", \"Standard Units\": 19159557.0, \"USD MNF\": 2036428772.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2017\", \"Standard Units\": 57234566.0, \"USD MNF\": 6474804968.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2018\", \"Standard Units\": 58059700.0, \"USD MNF\": 6773423523.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2019\", \"Standard Units\": 57502263.0, \"USD MNF\": 6725121985.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2020\", \"Standard Units\": 59047876.0, \"USD MNF\": 6593686548.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2021\", \"Standard Units\": 58716484.0, \"USD MNF\": 6676264278.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2022\", \"Standard Units\": 32809557.0, \"USD MNF\": 3733511559.0}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter data just for INSULIN_ASPART\n",
    "data_INSULIN_ASPART = df_long[df_long['Molecule']=='INSULIN ASPART']\n",
    " \n",
    "# Create the interactive plot\n",
    "plot = alt.Chart(data_INSULIN_ASPART).mark_line().encode(\n",
    "    x='Year:O',\n",
    "    y='sum(Standard Units):Q',\n",
    "    color='Country:N',\n",
    "    tooltip=['Year:O', 'sum(Standard Units):Q', 'Country:N']\n",
    ").properties(\n",
    "    width=600,\n",
    "    height=400,\n",
    "    title='World INSULIN ASPART Standard Units by Country'\n",
    ").interactive()\n",
    " \n",
    "# Display the plot\n",
    "plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
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       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-1209374fad9a223195bd06da6d5da441\"}, \"mark\": {\"type\": \"line\"}, \"encoding\": {\"color\": {\"field\": \"Country\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"Year\", \"type\": \"ordinal\"}, {\"aggregate\": \"sum\", \"field\": \"USD MNF\", \"type\": \"quantitative\"}, {\"field\": \"Country\", \"type\": \"nominal\"}], \"x\": {\"field\": \"Year\", \"type\": \"ordinal\"}, \"y\": {\"aggregate\": \"sum\", \"field\": \"USD MNF\", \"type\": \"quantitative\"}}, \"height\": 400, \"params\": [{\"name\": \"param_6\", \"select\": {\"type\": \"interval\", \"encodings\": [\"x\", \"y\"]}, \"bind\": \"scales\"}], \"title\": \"World INSULIN ASPART USD MNF by Country\", \"width\": 600, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.17.0.json\", \"datasets\": {\"data-1209374fad9a223195bd06da6d5da441\": [{\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2016\", \"Standard Units\": 638220.0, \"USD MNF\": 10867875.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2017\", \"Standard Units\": 2001230.0, \"USD MNF\": 37509692.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2018\", \"Standard Units\": 2216015.0, \"USD MNF\": 35524958.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2019\", \"Standard Units\": 2286355.0, \"USD MNF\": 39796571.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2020\", \"Standard Units\": 2516680.0, \"USD MNF\": 44728058.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2021\", \"Standard Units\": 2680170.0, \"USD MNF\": 54110603.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ARGENTINA\", \"Year\": \"2022\", \"Standard Units\": 1646220.0, \"USD MNF\": 38971713.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2016\", \"Standard Units\": 3972683.0, \"USD MNF\": 25585512.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2017\", \"Standard Units\": 10711441.0, \"USD MNF\": 70515028.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2018\", \"Standard Units\": 11142544.0, \"USD MNF\": 66559878.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2019\", \"Standard Units\": 12105679.0, \"USD MNF\": 68922441.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2020\", \"Standard Units\": 13144079.0, \"USD MNF\": 78159998.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2021\", \"Standard Units\": 13398129.0, \"USD MNF\": 89556636.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRALIA\", \"Year\": \"2022\", \"Standard Units\": 7585096.0, \"USD MNF\": 48770894.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2016\", \"Standard Units\": 1049263.0, \"USD MNF\": 6816846.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2017\", \"Standard Units\": 3330980.0, \"USD MNF\": 22574811.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2018\", \"Standard Units\": 3367926.0, \"USD MNF\": 23766100.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2019\", \"Standard Units\": 2991319.0, \"USD MNF\": 20030969.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2020\", \"Standard Units\": 2876440.0, \"USD MNF\": 19711846.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2021\", \"Standard Units\": 2580939.0, \"USD MNF\": 18361886.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"AUSTRIA\", \"Year\": \"2022\", \"Standard Units\": 1419319.0, \"USD MNF\": 9239611.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2016\", \"Standard Units\": 1342982.0, \"USD MNF\": 9130333.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2017\", \"Standard Units\": 3962475.0, \"USD MNF\": 28030974.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2018\", \"Standard Units\": 3966635.0, \"USD MNF\": 29409983.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2019\", \"Standard Units\": 4066511.0, \"USD MNF\": 28543545.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2020\", \"Standard Units\": 3948793.0, \"USD MNF\": 28089846.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2021\", \"Standard Units\": 3934868.0, \"USD MNF\": 27347262.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BELGIUM\", \"Year\": \"2022\", \"Standard Units\": 2325525.0, \"USD MNF\": 12970946.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2016\", \"Standard Units\": 241684.0, \"USD MNF\": 2312152.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2017\", \"Standard Units\": 772578.0, \"USD MNF\": 7601871.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2018\", \"Standard Units\": 839817.0, \"USD MNF\": 7291427.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2019\", \"Standard Units\": 852638.0, \"USD MNF\": 7012756.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2020\", \"Standard Units\": 1076093.0, \"USD MNF\": 6930861.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2021\", \"Standard Units\": 1383750.0, \"USD MNF\": 8941621.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BRAZIL\", \"Year\": \"2022\", \"Standard Units\": 830584.0, \"USD MNF\": 5946001.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2016\", \"Standard Units\": 567768.0, \"USD MNF\": 3583080.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2017\", \"Standard Units\": 1720375.0, \"USD MNF\": 12967846.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2018\", \"Standard Units\": 1667930.0, \"USD MNF\": 13411142.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2019\", \"Standard Units\": 1656934.0, \"USD MNF\": 12645809.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2020\", \"Standard Units\": 1642214.0, \"USD MNF\": 12780016.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2021\", \"Standard Units\": 1567693.0, \"USD MNF\": 12595590.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"BULGARIA\", \"Year\": \"2022\", \"Standard Units\": 882292.0, \"USD MNF\": 6488982.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2016\", \"Standard Units\": 2514360.0, \"USD MNF\": 22716835.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2017\", \"Standard Units\": 7421373.0, \"USD MNF\": 70330693.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2018\", \"Standard Units\": 7556952.0, \"USD MNF\": 74301138.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2019\", \"Standard Units\": 7481105.0, \"USD MNF\": 72708632.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2020\", \"Standard Units\": 7469197.0, \"USD MNF\": 73407474.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2021\", \"Standard Units\": 7552630.0, \"USD MNF\": 79549433.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CANADA\", \"Year\": \"2022\", \"Standard Units\": 4358716.0, \"USD MNF\": 44357231.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CENTRAL AMERICA\", \"Year\": \"2016\", \"Standard Units\": 13265.0, \"USD MNF\": 172071.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CENTRAL AMERICA\", \"Year\": \"2017\", \"Standard Units\": 43260.0, \"USD MNF\": 564937.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CENTRAL AMERICA\", \"Year\": \"2018\", \"Standard Units\": 46859.0, \"USD MNF\": 599843.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CENTRAL AMERICA\", \"Year\": \"2019\", \"Standard Units\": 45435.0, \"USD MNF\": 591198.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CENTRAL AMERICA\", \"Year\": \"2020\", \"Standard Units\": 48941.0, \"USD MNF\": 635330.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CENTRAL AMERICA\", \"Year\": \"2021\", \"Standard Units\": 55487.0, \"USD MNF\": 716771.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CENTRAL AMERICA\", \"Year\": \"2022\", \"Standard Units\": 40263.0, \"USD MNF\": 516677.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CHILE\", \"Year\": \"2016\", \"Standard Units\": 61076.0, \"USD MNF\": 845257.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CHILE\", \"Year\": \"2017\", \"Standard Units\": 191129.0, \"USD MNF\": 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\"Country\": \"CHINA\", \"Year\": \"2018\", \"Standard Units\": 53178154.0, \"USD MNF\": 409035199.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CHINA\", \"Year\": \"2019\", \"Standard Units\": 68495422.0, \"USD MNF\": 496041793.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CHINA\", \"Year\": \"2020\", \"Standard Units\": 76203357.0, \"USD MNF\": 607183778.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CHINA\", \"Year\": \"2021\", \"Standard Units\": 85310435.0, \"USD MNF\": 733555237.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CHINA\", \"Year\": \"2022\", \"Standard Units\": 53518416.0, \"USD MNF\": 416205997.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"COLOMBIA\", \"Year\": \"2016\", \"Standard Units\": 7433.0, \"USD MNF\": 38480.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"COLOMBIA\", \"Year\": \"2017\", \"Standard Units\": 23075.0, \"USD MNF\": 131118.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"COLOMBIA\", \"Year\": \"2018\", \"Standard Units\": 25607.0, \"USD MNF\": 145296.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"COLOMBIA\", \"Year\": \"2019\", \"Standard Units\": 34470.0, \"USD MNF\": 178249.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"COLOMBIA\", \"Year\": \"2020\", \"Standard Units\": 24363.0, \"USD MNF\": 116221.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"COLOMBIA\", \"Year\": \"2021\", \"Standard Units\": 23226.0, \"USD MNF\": 110345.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"COLOMBIA\", \"Year\": \"2022\", \"Standard Units\": 13802.0, \"USD MNF\": 62485.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CROATIA\", \"Year\": \"2016\", \"Standard Units\": 730595.0, \"USD MNF\": 4918226.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CROATIA\", \"Year\": \"2017\", \"Standard Units\": 1959795.0, \"USD MNF\": 13703287.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CROATIA\", \"Year\": \"2018\", \"Standard Units\": 1856527.0, \"USD MNF\": 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{\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CZECH REPUBLIC\", \"Year\": \"2019\", \"Standard Units\": 3610737.0, \"USD MNF\": 24868821.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CZECH REPUBLIC\", \"Year\": \"2020\", \"Standard Units\": 3985035.0, \"USD MNF\": 27297371.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CZECH REPUBLIC\", \"Year\": \"2021\", \"Standard Units\": 4089964.0, \"USD MNF\": 29702536.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"CZECH REPUBLIC\", \"Year\": \"2022\", \"Standard Units\": 2440549.0, \"USD MNF\": 16692117.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"DENMARK\", \"Year\": \"2016\", \"Standard Units\": 645652.0, \"USD MNF\": 6486995.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"DENMARK\", \"Year\": \"2017\", \"Standard Units\": 1887632.0, \"USD MNF\": 19016109.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"DENMARK\", \"Year\": \"2018\", \"Standard Units\": 1816023.0, \"USD MNF\": 19400843.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"DENMARK\", \"Year\": \"2019\", \"Standard Units\": 1733820.0, \"USD MNF\": 17674343.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"DENMARK\", \"Year\": \"2020\", \"Standard Units\": 1682958.0, \"USD MNF\": 16806075.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"DENMARK\", \"Year\": \"2021\", \"Standard Units\": 1655520.0, \"USD MNF\": 16712087.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"DENMARK\", \"Year\": \"2022\", \"Standard Units\": 1104704.0, \"USD MNF\": 7809860.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ECUADOR\", \"Year\": \"2016\", \"Standard Units\": 5420.0, \"USD MNF\": 33295.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ECUADOR\", \"Year\": \"2017\", \"Standard Units\": 16045.0, \"USD MNF\": 97308.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ECUADOR\", \"Year\": \"2018\", \"Standard Units\": 16000.0, \"USD MNF\": 97904.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ECUADOR\", \"Year\": \"2019\", \"Standard Units\": 16330.0, \"USD MNF\": 97766.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ECUADOR\", \"Year\": \"2020\", \"Standard Units\": 17950.0, \"USD MNF\": 110102.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ECUADOR\", \"Year\": \"2021\", \"Standard Units\": 18625.0, \"USD MNF\": 115554.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ECUADOR\", \"Year\": \"2022\", \"Standard Units\": 10550.0, \"USD MNF\": 67242.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ESTONIA\", \"Year\": \"2016\", \"Standard Units\": 130745.0, \"USD MNF\": 1018498.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ESTONIA\", \"Year\": \"2017\", \"Standard Units\": 375000.0, \"USD MNF\": 3022776.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ESTONIA\", \"Year\": \"2018\", \"Standard Units\": 367445.0, \"USD MNF\": 3090758.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"ESTONIA\", \"Year\": \"2019\", \"Standard Units\": 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{\"Molecule\": \"INSULIN ASPART\", \"Country\": \"FINLAND\", \"Year\": \"2020\", \"Standard Units\": 2240850.0, \"USD MNF\": 14544025.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"FINLAND\", \"Year\": \"2021\", \"Standard Units\": 2252178.0, \"USD MNF\": 13227982.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"FINLAND\", \"Year\": \"2022\", \"Standard Units\": 1508007.0, \"USD MNF\": 6770124.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"FRANCE\", \"Year\": \"2016\", \"Standard Units\": 5114728.0, \"USD MNF\": 35602487.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"FRANCE\", \"Year\": \"2017\", \"Standard Units\": 15444896.0, \"USD MNF\": 111833291.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"FRANCE\", \"Year\": \"2018\", \"Standard Units\": 16075953.0, \"USD MNF\": 118321728.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"FRANCE\", \"Year\": \"2019\", \"Standard Units\": 16903714.0, \"USD MNF\": 118227941.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"FRANCE\", \"Year\": \"2020\", \"Standard Units\": 17292653.0, \"USD MNF\": 123639071.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"FRANCE\", \"Year\": \"2021\", \"Standard Units\": 17098744.0, \"USD MNF\": 127137485.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"FRANCE\", \"Year\": \"2022\", \"Standard Units\": 10044894.0, \"USD MNF\": 68579912.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"GERMANY\", \"Year\": \"2016\", \"Standard Units\": 5680946.0, \"USD MNF\": 57600331.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"GERMANY\", \"Year\": \"2017\", \"Standard Units\": 17282681.0, \"USD MNF\": 183397567.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"GERMANY\", \"Year\": \"2018\", \"Standard Units\": 18057069.0, \"USD MNF\": 201809203.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"GERMANY\", \"Year\": \"2019\", \"Standard Units\": 18494483.0, \"USD MNF\": 196966546.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": 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\"INSULIN ASPART\", \"Country\": \"SOUTH AFRICA\", \"Year\": \"2019\", \"Standard Units\": 3109174.0, \"USD MNF\": 21980322.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SOUTH AFRICA\", \"Year\": \"2020\", \"Standard Units\": 3394660.0, \"USD MNF\": 21501339.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SOUTH AFRICA\", \"Year\": \"2021\", \"Standard Units\": 3197682.0, \"USD MNF\": 23071820.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SOUTH AFRICA\", \"Year\": \"2022\", \"Standard Units\": 1826062.0, \"USD MNF\": 12738891.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SPAIN\", \"Year\": \"2016\", \"Standard Units\": 3430215.0, \"USD MNF\": 22984333.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SPAIN\", \"Year\": \"2017\", \"Standard Units\": 10086634.0, \"USD MNF\": 69711958.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SPAIN\", \"Year\": \"2018\", \"Standard Units\": 9880218.0, \"USD MNF\": 70954375.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SPAIN\", \"Year\": \"2019\", \"Standard Units\": 9864606.0, \"USD MNF\": 65969778.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SPAIN\", \"Year\": \"2020\", \"Standard Units\": 9867393.0, \"USD MNF\": 64327521.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SPAIN\", \"Year\": \"2021\", \"Standard Units\": 9942160.0, \"USD MNF\": 66790898.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SPAIN\", \"Year\": \"2022\", \"Standard Units\": 5860190.0, \"USD MNF\": 35813343.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWEDEN\", \"Year\": \"2016\", \"Standard Units\": 1611286.0, \"USD MNF\": 10500488.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWEDEN\", \"Year\": \"2017\", \"Standard Units\": 4714170.0, \"USD MNF\": 32074215.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWEDEN\", \"Year\": \"2018\", \"Standard Units\": 4637128.0, \"USD MNF\": 30908188.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWEDEN\", \"Year\": \"2019\", \"Standard Units\": 4392306.0, \"USD MNF\": 26840963.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWEDEN\", \"Year\": \"2020\", \"Standard Units\": 4122203.0, \"USD MNF\": 25790839.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWEDEN\", \"Year\": \"2021\", \"Standard Units\": 3877442.0, \"USD MNF\": 25923125.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWEDEN\", \"Year\": \"2022\", \"Standard Units\": 2628182.0, \"USD MNF\": 15394586.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWITZERLAND\", \"Year\": \"2016\", \"Standard Units\": 594912.0, \"USD MNF\": 6148919.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWITZERLAND\", \"Year\": \"2017\", \"Standard Units\": 1755313.0, \"USD MNF\": 18264508.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWITZERLAND\", \"Year\": \"2018\", \"Standard Units\": 1768903.0, \"USD MNF\": 18608910.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWITZERLAND\", \"Year\": \"2019\", \"Standard Units\": 1769623.0, \"USD MNF\": 18515751.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWITZERLAND\", \"Year\": \"2020\", \"Standard Units\": 1822798.0, \"USD MNF\": 19971642.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWITZERLAND\", \"Year\": \"2021\", \"Standard Units\": 1852641.0, \"USD MNF\": 19475505.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"SWITZERLAND\", \"Year\": \"2022\", \"Standard Units\": 1116992.0, \"USD MNF\": 11154766.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2016\", \"Standard Units\": 1193565.0, \"USD MNF\": 8858457.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2017\", \"Standard Units\": 3617460.0, \"USD MNF\": 27985988.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2018\", \"Standard Units\": 3742635.0, \"USD MNF\": 28551236.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2019\", \"Standard Units\": 3592530.0, \"USD MNF\": 25978114.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2020\", \"Standard Units\": 3426085.0, \"USD MNF\": 25866725.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2021\", \"Standard Units\": 3216765.0, \"USD MNF\": 25892558.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TAIWAN\", \"Year\": \"2022\", \"Standard Units\": 1795305.0, \"USD MNF\": 15354718.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2016\", \"Standard Units\": 9100564.0, \"USD MNF\": 28139943.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2017\", \"Standard Units\": 28245494.0, \"USD MNF\": 81215102.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2018\", \"Standard Units\": 28797489.0, \"USD MNF\": 74993672.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2019\", \"Standard Units\": 29809346.0, \"USD MNF\": 79453433.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2020\", \"Standard Units\": 38249285.0, \"USD MNF\": 92311023.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2021\", \"Standard Units\": 41115414.0, \"USD MNF\": 92696710.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"TURKEY\", \"Year\": \"2022\", \"Standard Units\": 20204230.0, \"USD MNF\": 39264321.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2016\", \"Standard Units\": 8750041.0, \"USD MNF\": 58221935.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2017\", \"Standard Units\": 25552382.0, \"USD MNF\": 173799261.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2018\", \"Standard Units\": 25365917.0, \"USD MNF\": 178942918.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2019\", \"Standard Units\": 26418532.0, \"USD MNF\": 179337858.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2020\", \"Standard Units\": 26465464.0, \"USD MNF\": 181879584.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2021\", \"Standard Units\": 26089856.0, \"USD MNF\": 194033765.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"UK\", \"Year\": \"2022\", \"Standard Units\": 15451375.0, \"USD MNF\": 108299361.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2016\", \"Standard Units\": 19159557.0, \"USD MNF\": 2036428772.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2017\", \"Standard Units\": 57234566.0, \"USD MNF\": 6474804968.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2018\", \"Standard Units\": 58059700.0, \"USD MNF\": 6773423523.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2019\", \"Standard Units\": 57502263.0, \"USD MNF\": 6725121985.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2020\", \"Standard Units\": 59047876.0, \"USD MNF\": 6593686548.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2021\", \"Standard Units\": 58716484.0, \"USD MNF\": 6676264278.0}, {\"Molecule\": \"INSULIN ASPART\", \"Country\": \"US\", \"Year\": \"2022\", \"Standard Units\": 32809557.0, \"USD MNF\": 3733511559.0}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " \n",
    "# Filter data just for INSULIN_ASPART\n",
    "data_INSULIN_ASPART = df_long[df_long['Molecule']=='INSULIN ASPART']\n",
    " \n",
    "# Create the interactive plot\n",
    "plot = alt.Chart(data_INSULIN_ASPART).mark_line().encode(\n",
    "    x='Year:O',\n",
    "    y='sum(USD MNF):Q',\n",
    "    color='Country:N',\n",
    "    tooltip=['Year:O', 'sum(USD MNF):Q', 'Country:N']\n",
    ").properties(\n",
    "    width=600,\n",
    "    height=400,\n",
    "    title='World INSULIN ASPART USD MNF by Country'\n",
    ").interactive()\n",
    " \n",
    "# Display the plot\n",
    "plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.1.3\n"
     ]
    }
   ],
   "source": [
    "import openpyxl\n",
    "print(openpyxl.__version__)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c:\\Users\\tienn\\OneDrive\\drug-costs\n",
      "['.git', '.gitignore', 'Insulins by Country 220913.xlsx', 'LICENSE', 'README.md', 'Test.ipynb']\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "print(os.getcwd())\n",
    "print(os.listdir(os.getcwd()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.3.0\n"
     ]
    }
   ],
   "source": [
    "import altair as alt\n",
    "print(alt.__version__)"
   ]
  }
 ],
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   "language": "python",
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    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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