{ "cells": [ { "cell_type": "markdown", "id": "454444b5-17ff-426e-abe2-5367ae2c7723", "metadata": {}, "source": [ "# Problem 1: \n", "\n", "## [ATM350 Homework 3](https://docs.google.com/document/d/1LakRQQE3ORtRqUrKRTJa7IZy93uLa2qe37AUMpY0v68/edit), Spring 2023\n", "\n", "```\n", "Create a notebook and name it q1.ipynb. Using the table found in: https://www.nhc.noaa.gov/climo/images/AtlanticStormTotalsTable.pdf, first create three list objects for the numbers of tropical storms, hurricanes, and major hurricanes, from the year 2000-2014. Then, use Matplotlib to create one figure with three separate line graphs (with number, or count, on the y-axis, and year on the x-axis), using a different color for each line. \n", "```\n" ] }, { "cell_type": "markdown", "id": "7f59d6b4-2a25-4b7c-a693-616587119f98", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 4, "id": "1caec82a-c859-4ad6-97ac-594bd2e1218e", "metadata": { "tags": [] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "2b837524-d93f-4d49-b143-1590bb266bcc", "metadata": {}, "source": [ "#### Create lists for each of the three TC classes" ] }, { "cell_type": "code", "execution_count": 2, "id": "f335c24f-96aa-46f8-a2f5-0fd874f87375", "metadata": { "tags": [] }, "outputs": [], "source": [ "tropical_storms = [15, 15, 12, 16, 15, 28, 10, 15, 16, 9, 19, 19, 19, 14, 8]\n", "hurricanes = [8, 9, 4, 7, 9, 15, 5, 6, 8, 3, 12, 7, 10, 2, 6]\n", "major_hurricanes = [3, 4, 2, 3, 6, 7, 2, 2, 5, 2, 5, 4, 2, 0, 2]" ] }, { "cell_type": "markdown", "id": "d56f96f7-9bab-4887-b3df-9de9125c94cc", "metadata": {}, "source": [ "#### Create a range object for the years" ] }, { "cell_type": "code", "execution_count": 3, "id": "63fad865-b787-4195-964f-5e1ea29a8c64", "metadata": { "tags": [] }, "outputs": [], "source": [ "years = range(2000, 2015) # Recall that the last item in the range is excluded!" ] }, { "cell_type": "markdown", "id": "d204a00e-c9e9-4f2f-af08-dab33ce85399", "metadata": {}, "source": [ "#### Create the figure" ] }, { "cell_type": "code", "execution_count": 5, "id": "6fa704a7-07c2-4054-913b-dbeb8a6467b3", "metadata": { "tags": [] }, "outputs": [], "source": [ "sns.set() # For these types of plots, Seaborn's default style works well" ] }, { "cell_type": "code", "execution_count": 8, "id": "7c079c18-d571-4708-99f6-417428d2ed22", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 9))\n", "\n", "ax = fig.add_subplot(1, 1, 1)\n", "\n", "ax.plot(years, tropical_storms, label='Tropical Storms')\n", "ax.plot(years, hurricanes, label='Hurricanes')\n", "ax.plot(years, major_hurricanes, label='Major Hurricanes')\n", "\n", "ax.set_xlabel('Year')\n", "ax.set_ylabel('Storm Count')\n", "ax.legend(loc='best')\n", "\n", "ax.set_title('Atlantic Basin Tropical Cyclones, 2000-2014',fontsize=10);" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 August 2022 Environment", "language": "python", "name": "aug22" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.5" } }, "nbformat": 4, "nbformat_minor": 5 }