{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Yny85ww67FvG"
      },
      "source": [
        "#**Workshop 2: Decision Structures and Boolean Logic**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X73y3SQf7m3t"
      },
      "source": [
        "##**Objectives**\n",
        "\n",
        "At the end of today’s workshop, you will be able to:\n",
        "* Write programs that use if and else statements\n",
        "* List logical conditions\n",
        "* Write programs that use Boolean expressions\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OZN0sB7O70nP"
      },
      "source": [
        "##**Conditionals**\n",
        "\n",
        "Python allows you to test for true and false using Conditionals.\n",
        "\n",
        "![image.png](data:image/png;base64,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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yOXs5FzK8ONh"
      },
      "source": [
        "X = 1\n",
        "Y = 0"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qlENT9ju8PH5"
      },
      "source": [
        "X > Y"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XeNsfCCH8ZdS"
      },
      "source": [
        "Y > X"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Xq0jRGM48cvl"
      },
      "source": [
        "##**The \"if\" statement**\n",
        "\n",
        "There will be many times when you’re designing a program that you will want to incorporate a decision structure. The “IF” statement will allow you to create a program with more than one path of execution. For example, if we were designing a program that told you to wear a coat outside if it was cold, we would need two different paths. One that identified the temperature as cold and told you to wear a coat, the other would identify the temperature at not cold and do nothing.\n",
        "\n",
        "![image.png](data:image/png;base64,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)\n",
        "\n",
        "This structure is similar to a true false question on a quiz and typically utilizes the conditionals in the table above.\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2FpSVqhw81VE"
      },
      "source": [
        "T = int(input('What is the temperature outside?'))\n",
        "if T < 50:\n",
        "  print(\"wear a coat\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "j0DB_uKp9Nwn"
      },
      "source": [
        "###**Common Error Messages with if statements**\n",
        "\n",
        "Forgetting to indent before adding what you want to happen if the test is true will result in this error message:\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "\n",
        "![image.png](data:image/png;base64,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)\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kmGwY-FMBa0z"
      },
      "source": [
        "Forgetting to put a **:** at the end of the if statement will result in the this error message:\n",
        "\n",
        "---\n",
        "![image.png](data:image/png;base64,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)\n",
        "\n",
        "---"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "scFVydXuDeNv"
      },
      "source": [
        "##**Use “else” to do something when the code returns “false”**\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lXOeofk3AdfK"
      },
      "source": [
        "name = input(\"what is your name?\")\n",
        "age = int(input(\"how old are you?\"))\n",
        "if age >= 18:\n",
        "  print(name, \", you are allowed to get a Costco card!\")\n",
        "else:\n",
        "  print(name, ', you’re not old enough yet.')\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PynNqxliEZ2b"
      },
      "source": [
        "If you assign a new value to a variable, python will not go back automatically and re-evaluate the if statement. This is because statements are read in order from top to bottom. In order to re-evaluation the statement, you would need to repeat the decision structure.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A4E1dwNGATfE"
      },
      "source": [
        "age = 14"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_wMUMPvQFAb0"
      },
      "source": [
        "if age >= 18:\n",
        "  print(name, \", you are allowed to get a Costco card!\")\n",
        "else:\n",
        "  print(name, ', you’re not old enough yet.')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GDfh2NevEwKa"
      },
      "source": [
        "If statements are often used in a loop to repeat over a set of values (bite 4)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "S2lbdXU8FFIj"
      },
      "source": [
        "##**Use elif to add additional tests**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KuuKjOw9FkFA"
      },
      "source": [
        "Each test should begin at the same indentation level and have any relevant lines indented."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HctAuPuwFG8_"
      },
      "source": [
        "# Can you get a costco card?\n",
        "age = int(input('how old are you?'))\n",
        "if age >= 18:\n",
        "  print(name, \",you are allowed to get a Costco card!\")\n",
        "elif age == 17:\n",
        "  print(name, \"you can get a Costco card next year.\")\n",
        "else:\n",
        "  print(name, \"you’re not old enough yet.\")\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xpaaXHcuGCN5"
      },
      "source": [
        "##**What if I wanted to test for more than one thing at a time?**\n",
        "\n",
        "Using local operators, you can create boolean expressions that python can test scenarios against. Use:\n",
        "* **and** when you want both statements to be true\n",
        "* **or** when only one statement needs to be true\n",
        "* **not** to return the opposite."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X8yzosigFV4X"
      },
      "source": [
        "age = int(input('how old are you?'))\n",
        "if age >= 21:\n",
        "  print(name, 'We’re hosting a wine sampling next week, but you’ll need to finish applying for your Costco membership to attend.')\n",
        "elif age <21 and age >= 18:\n",
        "  print(name, ',you are allowed to get a Costco card!')\n",
        "elif age < 18 and age >= 10:\n",
        "  print(name, 'you’re not old enough to get a Costco card, but we have some delicious samples out today.')\n",
        "else:\n",
        "  print(name, 'you’re not old enough yet.')\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "V70Eh-PwHTdO"
      },
      "source": [
        "##**Try it yourself!**\n",
        "\n",
        "Write a program that asks the user to enter a person’s age. The program should display a message indicating whether the person is an infant, child, teenager or adult.\n",
        "* If the person is 1 year old or less, they are an infant\n",
        "* if the person is older than 1 but younger than 13, they are a child\n",
        "* if the person is at least 13 but younger than 20, they are a teenager\n",
        "* if the person is at least 20, they are an adult\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UYaNXwbaGmtY"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "heWTjyi4HndN"
      },
      "source": [
        "##**Looking for more practice?**\n",
        "\n",
        "W3Schools boolean: https://www.w3schools.com/python/python_booleans.asp\n",
        "\n",
        "W3Schools If Else: https://www.w3schools.com/python/python_conditions.asp\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FYh5NpxRHtDw"
      },
      "source": [
        "##**References**\n",
        "\n",
        "1. Gaddis T. Starting out with Python. Third edition. Pearson; 2014.\n"
      ]
    }
  ]
}