{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "Lobster Vignette.ipynb", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "To explore how the selection of data analysis tools can fundamentally shape what is highlighted in an investigation, Pimental, Horton, and Wilkerson conducted a comparative analysis using several popular tools from multiple tool genres. This file demonstrates how Python can be used to carry out these analyses. The associated commissioned paper, supplementary materials, RMarkdown file, and dataset can be found at https://nicholasjhorton.github.io/K12-Data-Tools. Thanks to Jay Kienzle for translating the example to Python." ], "metadata": { "id": "bFeA4vGPbRJ-" } }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 204 }, "id": "8LCxT_3iPVHu", "outputId": "548a86e0-6523-426b-956e-60ef006d2bb6" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Common Name Species Year Region \\\n", "0 American lobster Homarus americanus 1971 Gulf of St. Lawrence South \n", "6 American lobster Homarus americanus 1972 Gulf of St. Lawrence South \n", "7 American lobster Homarus americanus 1973 Gulf of St. Lawrence South \n", "8 American lobster Homarus americanus 1974 Gulf of St. Lawrence South \n", "9 American lobster Homarus americanus 1975 Gulf of St. Lawrence South \n", "\n", " Latitude Longitude Depth \n", "0 45.896731 -62.476134 NaN \n", "6 46.895090 -64.468539 NaN \n", "7 45.896731 -62.476134 NaN \n", "8 45.896731 -62.476134 NaN \n", "9 46.555377 -61.602654 NaN " ], "text/html": [ "\n", "
\n", " | Common Name | \n", "Species | \n", "Year | \n", "Region | \n", "Latitude | \n", "Longitude | \n", "Depth | \n", "
---|---|---|---|---|---|---|---|
0 | \n", "American lobster | \n", "Homarus americanus | \n", "1971 | \n", "Gulf of St. Lawrence South | \n", "45.896731 | \n", "-62.476134 | \n", "NaN | \n", "
6 | \n", "American lobster | \n", "Homarus americanus | \n", "1972 | \n", "Gulf of St. Lawrence South | \n", "46.895090 | \n", "-64.468539 | \n", "NaN | \n", "
7 | \n", "American lobster | \n", "Homarus americanus | \n", "1973 | \n", "Gulf of St. Lawrence South | \n", "45.896731 | \n", "-62.476134 | \n", "NaN | \n", "
8 | \n", "American lobster | \n", "Homarus americanus | \n", "1974 | \n", "Gulf of St. Lawrence South | \n", "45.896731 | \n", "-62.476134 | \n", "NaN | \n", "
9 | \n", "American lobster | \n", "Homarus americanus | \n", "1975 | \n", "Gulf of St. Lawrence South | \n", "46.555377 | \n", "-61.602654 | \n", "NaN | \n", "