2021_11_12-Gretz-Datavisualisation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d13d4986",
   "metadata": {},
   "source": [
    "# Data Visualisation Catalogue"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8bdbb7a",
   "metadata": {},
   "source": [
    "https://datavizcatalogue.com/index.html"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a822b3d7",
   "metadata": {},
   "source": [
    "very nice overview for various types of data visualization including:\n",
    "- comparisons\n",
    "- proportions\n",
    "- relationships\n",
    "- hierarchy\n",
    "- concepts\n",
    "- location\n",
    "- part-to-a-whole\n",
    "- distribution\n",
    "- how things work\n",
    "- processes & methods\n",
    "- movement or flow\n",
    "- patterns\n",
    "- range\n",
    "- data over time\n",
    "- analysing text\n",
    "- reference tool"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0ce7912",
   "metadata": {},
   "source": [
    "every entry comes with:\n",
    "- discription\n",
    "- anatomy\n",
    "- function\n",
    "- similar charts\n",
    "- tools to generate visualisation\n",
    "- examples"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e491a92f",
   "metadata": {},
   "source": [
    "Can be used as a source of inspiration for your data visualisation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cca6a8b",
   "metadata": {},
   "source": [
    "# very bad example for data visualisation"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "aeeafd6b",
   "metadata": {},
   "source": [
    "![lanz.JPG](attachment:cb3091bc-4a32-49c7-8761-cd78413e48f6.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2dc893ca",
   "metadata": {},
   "source": [
    "https://www.zdf.de/gesellschaft/markus-lanz/markus-lanz-vom-10-november-2021-100.html (time: 13 min)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76112658",
   "metadata": {},
   "source": [
    "Suggests that vaccination does not protect against death.  \n",
    "But there are many more people vaccinated, than not vaccinated. This distorts the diagram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "907e4a44",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
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