example_line_plot.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using matplotlib backend: <object object at 0x105a7f5a0>\n"
     ]
    }
   ],
   "source": [
    "%matplotlib auto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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     "output_type": "display_data"
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   ],
   "source": [
    "import maidr\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "# Load the flights dataset from seaborn\n",
    "flights = sns.load_dataset(\"flights\")\n",
    "\n",
    "# Pivot the dataset to wide form to make it easier to plot\n",
    "flights_wide = flights.pivot(index=\"year\", columns=\"month\", values=\"passengers\")\n",
    "\n",
    "# Create a time series by taking the sum of passengers per year\n",
    "flights_wide[\"Total\"] = flights_wide.sum(axis=1)\n",
    "\n",
    "# Reset index to use 'year' as a column\n",
    "flights_wide.reset_index(inplace=True)\n",
    "\n",
    "# Plot the total number of passengers per year\n",
    "plt.figure(figsize=(14, 7))\n",
    "line_plot = plt.plot(flights_wide[\"year\"], flights_wide[\"Total\"], marker=\"o\")\n",
    "\n",
    "# Adding title and labels\n",
    "plt.title(\"Total Passengers per Year\\nFrom the Flights Dataset\", fontsize=16)\n",
    "plt.xlabel(\"Year\", fontsize=12)\n",
    "plt.ylabel(\"Total Passengers (Thousands)\", fontsize=12)\n",
    "\n",
    "# Show the plot\n",
    "# plt.show()\n",
    "maidr.show(line_plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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    "import matplotlib.pyplot as plt\n",
    "import maidr\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "# Load the 'tips' dataset from seaborn\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Choose a specific subset of the dataset (e.g., data for 'Thursday')\n",
    "subset_data = tips[tips[\"day\"] == \"Thur\"]\n",
    "\n",
    "# Create a line plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "line_plot = sns.lineplot(\n",
    "    data=subset_data,\n",
    "    x=\"total_bill\",\n",
    "    y=\"tip\",\n",
    "    markers=True,\n",
    "    style=\"day\",\n",
    "    legend=False,\n",
    ")\n",
    "plt.title(\"Tips vs Total Bill (Thursday)\")\n",
    "plt.xlabel(\"Total Bill\")\n",
    "plt.ylabel(\"Tip\")\n",
    "\n",
    "# plt.show()\n",
    "maidr.show(line_plot)"
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