{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1c5d09d8",
   "metadata": {},
   "source": [
    "## TASK 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "4555bc94",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "\n",
    "# This line configures matplotlib to show figures embedded in the Jupyter notebook, \n",
    "# instead of opening a new window for each figure.\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "f4671e8f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1477177c",
   "metadata": {},
   "source": [
    "(a) Load Sales Data.csv, assign it into variable named sales. Display the first 10 rows of\n",
    "the sales."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "0b2640eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales = pd.read_csv('Sales Data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "956fec25",
   "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>month_number</th>\n",
       "      <th>facecream</th>\n",
       "      <th>facewash</th>\n",
       "      <th>toothpaste</th>\n",
       "      <th>bathingsoap</th>\n",
       "      <th>shampoo</th>\n",
       "      <th>moisturizer</th>\n",
       "      <th>total_units</th>\n",
       "      <th>total_profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2500</td>\n",
       "      <td>1500</td>\n",
       "      <td>5200</td>\n",
       "      <td>9200</td>\n",
       "      <td>1200</td>\n",
       "      <td>1500</td>\n",
       "      <td>21100</td>\n",
       "      <td>211000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2630</td>\n",
       "      <td>1200</td>\n",
       "      <td>5100</td>\n",
       "      <td>6100</td>\n",
       "      <td>2100</td>\n",
       "      <td>1200</td>\n",
       "      <td>18330</td>\n",
       "      <td>183300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2140</td>\n",
       "      <td>1340</td>\n",
       "      <td>4550</td>\n",
       "      <td>9550</td>\n",
       "      <td>3550</td>\n",
       "      <td>1340</td>\n",
       "      <td>22470</td>\n",
       "      <td>224700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>3400</td>\n",
       "      <td>1130</td>\n",
       "      <td>5870</td>\n",
       "      <td>8870</td>\n",
       "      <td>1870</td>\n",
       "      <td>1130</td>\n",
       "      <td>22270</td>\n",
       "      <td>222700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>3600</td>\n",
       "      <td>1740</td>\n",
       "      <td>4560</td>\n",
       "      <td>7760</td>\n",
       "      <td>1560</td>\n",
       "      <td>1740</td>\n",
       "      <td>20960</td>\n",
       "      <td>209600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>2760</td>\n",
       "      <td>1555</td>\n",
       "      <td>4890</td>\n",
       "      <td>7490</td>\n",
       "      <td>1890</td>\n",
       "      <td>1555</td>\n",
       "      <td>20140</td>\n",
       "      <td>201400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>2980</td>\n",
       "      <td>1120</td>\n",
       "      <td>4780</td>\n",
       "      <td>8980</td>\n",
       "      <td>1780</td>\n",
       "      <td>1120</td>\n",
       "      <td>20760</td>\n",
       "      <td>295500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>3700</td>\n",
       "      <td>1400</td>\n",
       "      <td>5860</td>\n",
       "      <td>9960</td>\n",
       "      <td>2860</td>\n",
       "      <td>1400</td>\n",
       "      <td>25180</td>\n",
       "      <td>361400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>3540</td>\n",
       "      <td>1780</td>\n",
       "      <td>6100</td>\n",
       "      <td>8100</td>\n",
       "      <td>2100</td>\n",
       "      <td>1780</td>\n",
       "      <td>23400</td>\n",
       "      <td>234000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>1990</td>\n",
       "      <td>1890</td>\n",
       "      <td>8300</td>\n",
       "      <td>10300</td>\n",
       "      <td>2300</td>\n",
       "      <td>1890</td>\n",
       "      <td>26670</td>\n",
       "      <td>266700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   month_number  facecream  facewash  toothpaste  bathingsoap  shampoo  \\\n",
       "0             1       2500      1500        5200         9200     1200   \n",
       "1             2       2630      1200        5100         6100     2100   \n",
       "2             3       2140      1340        4550         9550     3550   \n",
       "3             4       3400      1130        5870         8870     1870   \n",
       "4             5       3600      1740        4560         7760     1560   \n",
       "5             6       2760      1555        4890         7490     1890   \n",
       "6             7       2980      1120        4780         8980     1780   \n",
       "7             8       3700      1400        5860         9960     2860   \n",
       "8             9       3540      1780        6100         8100     2100   \n",
       "9            10       1990      1890        8300        10300     2300   \n",
       "\n",
       "   moisturizer  total_units  total_profit  \n",
       "0         1500        21100        211000  \n",
       "1         1200        18330        183300  \n",
       "2         1340        22470        224700  \n",
       "3         1130        22270        222700  \n",
       "4         1740        20960        209600  \n",
       "5         1555        20140        201400  \n",
       "6         1120        20760        295500  \n",
       "7         1400        25180        361400  \n",
       "8         1780        23400        234000  \n",
       "9         1890        26670        266700  "
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3cbe6d4",
   "metadata": {},
   "source": [
    "(b) Get total profit of all months and show line plot with the following style properties:\n",
    "* Line Style dotted\n",
    "* Line color should be red\n",
    "* Line width should be 3\n",
    "* Add a circle marker with size 8 and blue color\n",
    "* Show legend at the lower right location.\n",
    "* X label name = Month Number\n",
    "* Y label name = Sold Unit number\n",
    "* Title = Company Sales Per Month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "601dd6d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = sales['month_number']\n",
    "y = sales['total_profit']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "97d7050d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "\n",
    "axes = fig.add_axes([0.1, 0.1, 1.0, 1.0])\n",
    "axes.plot(x, y, 'r--', linewidth=3, marker='o', markersize=8, markeredgecolor='blue', markerfacecolor='blue')\n",
    "#plt.xticks(x, ['January', 'February', 'March', 'April', 'May',' Jun','July','August','September','October', 'November', 'December'])\n",
    "axes.legend(['Month'],loc=4)\n",
    "axes.set_xlabel('Month number')\n",
    "axes.set_ylabel('Sold Unit number')\n",
    "axes.set_title('Company Sales Per Month');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "f0150bde",
   "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>month_number</th>\n",
       "      <th>facecream</th>\n",
       "      <th>facewash</th>\n",
       "      <th>toothpaste</th>\n",
       "      <th>bathingsoap</th>\n",
       "      <th>shampoo</th>\n",
       "      <th>moisturizer</th>\n",
       "      <th>total_units</th>\n",
       "      <th>total_profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2500</td>\n",
       "      <td>1500</td>\n",
       "      <td>5200</td>\n",
       "      <td>9200</td>\n",
       "      <td>1200</td>\n",
       "      <td>1500</td>\n",
       "      <td>21100</td>\n",
       "      <td>211000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2630</td>\n",
       "      <td>1200</td>\n",
       "      <td>5100</td>\n",
       "      <td>6100</td>\n",
       "      <td>2100</td>\n",
       "      <td>1200</td>\n",
       "      <td>18330</td>\n",
       "      <td>183300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2140</td>\n",
       "      <td>1340</td>\n",
       "      <td>4550</td>\n",
       "      <td>9550</td>\n",
       "      <td>3550</td>\n",
       "      <td>1340</td>\n",
       "      <td>22470</td>\n",
       "      <td>224700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>3400</td>\n",
       "      <td>1130</td>\n",
       "      <td>5870</td>\n",
       "      <td>8870</td>\n",
       "      <td>1870</td>\n",
       "      <td>1130</td>\n",
       "      <td>22270</td>\n",
       "      <td>222700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>3600</td>\n",
       "      <td>1740</td>\n",
       "      <td>4560</td>\n",
       "      <td>7760</td>\n",
       "      <td>1560</td>\n",
       "      <td>1740</td>\n",
       "      <td>20960</td>\n",
       "      <td>209600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   month_number  facecream  facewash  toothpaste  bathingsoap  shampoo  \\\n",
       "0             1       2500      1500        5200         9200     1200   \n",
       "1             2       2630      1200        5100         6100     2100   \n",
       "2             3       2140      1340        4550         9550     3550   \n",
       "3             4       3400      1130        5870         8870     1870   \n",
       "4             5       3600      1740        4560         7760     1560   \n",
       "\n",
       "   moisturizer  total_units  total_profit  \n",
       "0         1500        21100        211000  \n",
       "1         1200        18330        183300  \n",
       "2         1340        22470        224700  \n",
       "3         1130        22270        222700  \n",
       "4         1740        20960        209600  "
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "030fe29d",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = sales['month_number']\n",
    "y1 = sales['facecream']\n",
    "y2 = sales['facewash']\n",
    "y3 = sales['toothpaste']\n",
    "y4 = sales['bathingsoap'] \n",
    "y5 = sales['shampoo']\n",
    "y6 = sales['moisturizer']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "63922949",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,6))\n",
    "\n",
    "ax.plot(x, y1, label=\"facecream\")\n",
    "ax.plot(x, y2, label=\"facewash\")\n",
    "ax.plot(x, y3, label=\"toothpaste\")\n",
    "ax.plot(x, y4, label=\"bathingsoap\")\n",
    "ax.plot(x, y5, label=\"shampoo\")\n",
    "ax.plot(x, y6, label=\"moisturizer\")\n",
    "ax.set_xlabel('Month number')\n",
    "ax.set_ylabel('Product Sales')\n",
    "ax.set_title('Product Sales Per Month');\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "52e4a4a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "mapping = {'facecream': 'Category A', 'facewash':'Category A', 'moisturizer':'Category A', \n",
    "           'toothpaste':'Category B', \n",
    "           'bathingsoap': 'Category C', 'shampoo':'Category C'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "2a5a7446",
   "metadata": {},
   "outputs": [],
   "source": [
    "by_column = sales.groupby(mapping, axis=1).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "5696ba0d",
   "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>Category A</th>\n",
       "      <th>Category B</th>\n",
       "      <th>Category C</th>\n",
       "      <th>month_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5500</td>\n",
       "      <td>5200</td>\n",
       "      <td>10400</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5030</td>\n",
       "      <td>5100</td>\n",
       "      <td>8200</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4820</td>\n",
       "      <td>4550</td>\n",
       "      <td>13100</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5660</td>\n",
       "      <td>5870</td>\n",
       "      <td>10740</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7080</td>\n",
       "      <td>4560</td>\n",
       "      <td>9320</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5870</td>\n",
       "      <td>4890</td>\n",
       "      <td>9380</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5220</td>\n",
       "      <td>4780</td>\n",
       "      <td>10760</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6500</td>\n",
       "      <td>5860</td>\n",
       "      <td>12820</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>7100</td>\n",
       "      <td>6100</td>\n",
       "      <td>10200</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5770</td>\n",
       "      <td>8300</td>\n",
       "      <td>12600</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>6540</td>\n",
       "      <td>7300</td>\n",
       "      <td>15700</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>6420</td>\n",
       "      <td>7400</td>\n",
       "      <td>16200</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Category A  Category B  Category C  month_number\n",
       "0         5500        5200       10400             1\n",
       "1         5030        5100        8200             2\n",
       "2         4820        4550       13100             3\n",
       "3         5660        5870       10740             4\n",
       "4         7080        4560        9320             5\n",
       "5         5870        4890        9380             6\n",
       "6         5220        4780       10760             7\n",
       "7         6500        5860       12820             8\n",
       "8         7100        6100       10200             9\n",
       "9         5770        8300       12600            10\n",
       "10        6540        7300       15700            11\n",
       "11        6420        7400       16200            12"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_sales = pd.concat([by_column, sales['month_number']], axis=1)\n",
    "new_sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "c6aa7610",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = new_sales['month_number']\n",
    "y1 = new_sales['Category A']\n",
    "y2 = new_sales['Category B']\n",
    "y3 = new_sales['Category C']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "803f46ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,6))\n",
    "\n",
    "ax.plot(x, y1, label=\"Category A\")\n",
    "ax.plot(x, y2, label=\"Category B\")\n",
    "ax.plot(x, y3, label=\"Category C\")\n",
    "ax.set_xlabel('Month number')\n",
    "ax.set_ylabel('Product Sales by Category')\n",
    "ax.set_title('Product Sales by Category Per Month');\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "d25b74a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "71510"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CategoryA_sum = new_sales['Category A'].agg('sum')\n",
    "CategoryA_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "e5e827ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "69910"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CategoryB_sum = new_sales['Category B'].agg('sum')\n",
    "CategoryB_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "92d4909d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "139420"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CategoryC_sum = new_sales['Category C'].agg('sum')\n",
    "CategoryC_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "1c09820a",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = new_sales['month_number']\n",
    "y1 = new_sales['Category A']\n",
    "y2 = new_sales['Category B']\n",
    "y3 = new_sales['Category C']\n",
    "y4 = (new_sales['Category A']/CategoryA_sum)*100\n",
    "y5 = (new_sales['Category B']/CategoryB_sum)*100\n",
    "y6 = (new_sales['Category C']/CategoryC_sum)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "5fa13e42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1100 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(2,figsize=(12,11))\n",
    "\n",
    "ax1.plot(x, y1, label=\"Category A\")\n",
    "ax1.plot(x, y2, label=\"Category B\")\n",
    "ax1.plot(x, y3, label=\"Category C\")\n",
    "ax1.set_xlabel('Month number')\n",
    "ax1.set_ylabel('Product Sales by Category')\n",
    "ax1.set_title('Product Sales by Category Per Month');\n",
    "ax1.legend();\n",
    "\n",
    "ax2.plot(x, y4, label=\"Category A\")\n",
    "ax2.plot(x, y5, label=\"Category B\")\n",
    "ax2.plot(x, y6, label=\"Category C\")\n",
    "ax2.set_xlabel('Month number')\n",
    "ax2.set_ylabel('Percentage Product Sales by Category (%)')\n",
    "ax2.set_title('Percentage Product Sales by Category Per Month');\n",
    "ax2.legend();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
