{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python for Data Science Workshop - Spring 2018\n", "May 17, 2018\n", "\n", "Instructor: Fernando Rodriguez\n", "\n", "## Session 4: Running Jupyter Notebooks, Iteration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Keyboard shortcuts for navigating Jupyter Notebooks" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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EPVAc4N5bxD2yYWU7texvZaamldm2YVlmNmzbNPfe5l4MEZmiDJEpe91x/s97B7zABbmg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\nkr9kFnO7t2G8mL+e6os48fzMvKHY/CJfskuwRq6qMjZyVRWxg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jvuITRfY4yfNR0tCvMD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KNeG3Vrq2cb6FiIagXR8Pd+hwAuNpWr6KBeTbVvjpcQxQXh/XsfRCRysc1tqcNtySuMJF9W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\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uPy9pmmolrh2bJri9m1thu7VilpJ4PmGxdLoD9c6SLCU5FNziCLx76oFwNR3Ub1oTpdLx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ALcJgUoQAEKpFABow3c2uB7zB8l2y/FmEa5E4UBjbYKrz2v4mGQOXKXLI08GWT6MAjcLiOr4sHf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\nyO+cZBvqk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"text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(filename='images/s4_jupytershortcuts.png') " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Quick Review of Functions\n", "# creating a function that multiplies a variable with a single value by 50\n", "\n", "x = 50\n", "y = 10\n", "\n", "def mult50(var):\n", " multSol = var * 50\n", " print \"the solution is:\", multSol" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "the solution is: 2500\n" ] } ], "source": [ "mult50(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Updating Variables\n", "\n", "Assignment statements may update themselves\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2\n" ] } ], "source": [ "x = 1\n", "\n", "x = x + 1\n", "\n", "print x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before you can update a variable you have to initialize it (e.g., assign it)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# trying to update without initializing variable\n", "y = y + 1\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Print vs. Return\n", "\n", "Print and Return are statements, not functions.\n", "\n", "Print shows the user a string representing the output. It can help us understand how a program works, and is helpul for debugging.\n", "\n", "Return gives us back a value and can be used to either store in a variable, or used as an argument which is passed into another function." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def printingFun():\n", " print \"I printed\"" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I printed\n" ] } ], "source": [ "printingFun()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def returnFun():\n", " print \"I printed again\"\n", " return \"I returned\"" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I printed again\n" ] }, { "data": { "text/plain": [ "'I returned'" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "returnFun()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I printed\n", "I printed again\n" ] } ], "source": [ "f1 = printingFun()\n", "f2 = returnFun()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see what is inside" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "None\n" ] } ], "source": [ "print f1" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I returned\n" ] } ], "source": [ "print f2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### While Statement\n", "\n", "The while statment repeatedly executes code as long as a given condition is true. \n", "\n", "A while statement is also called a loop. The while statement loops on itself until the condition you state is no longer true. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10\n", "9\n", "8\n", "7\n", "6\n", "5\n", "4\n", "3\n", "2\n", "1\n", "blastoff\n" ] } ], "source": [ "# coutdown example\n", "n = 10\n", " \n", "while n > 0:\n", " print n\n", " n = n - 1\n", " \n", " \n", "print \"blastoff\"" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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FVCM9M6mV0X4xfy+96Wl+4DIiMNLPf6WHQszkJg2zqRXgjdnhyki0CGKGsjKS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\nV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"text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='images/s4_whilestatement.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You have to be careful with while statements because they can go on until infinity if there is no condition to prevent it from stopping. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When something like this occurs you can interupt the kernell. In the top menu of Juptyer notebooks and select `kernel -> Interrupt kernel.\n", "\n", "or press i twice. \n", "\n", "ii" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Break Statements\n", "\n", "If you know ahead of time that your loop may go on infinitely, you can add a break statement to jump out of the loop." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10\n", "11\n", "12\n", "13\n", "14\n", "15\n", "16\n", "17\n", "18\n", "19\n", "20\n", "21\n", "22\n", "23\n", "24\n", "25\n", "26\n", "27\n", "28\n", "29\n", "30\n", "31\n", "32\n", "33\n", "34\n", "35\n", "36\n", "37\n", "38\n", "39\n", "40\n", "41\n", "42\n", "43\n", "44\n", "45\n", "46\n", "47\n", "48\n", "49\n", "50\n", "51\n", "52\n", "53\n", "54\n", "55\n", "56\n", "57\n", "58\n", "59\n", "60\n", "61\n", "62\n", "63\n", "64\n", "65\n", "66\n", "67\n", "68\n", "69\n", "70\n", "71\n", "72\n", "73\n", "74\n", "75\n", "76\n", "77\n", "78\n", "79\n", "80\n", "81\n", "82\n", "83\n", "84\n", "85\n", "86\n", "87\n", "88\n", "89\n", "90\n", "91\n", "92\n", "93\n", "94\n", "95\n", "96\n", "97\n", "98\n", "99\n", "100\n" ] } ], "source": [ "n = 10\n", "\n", "while n > 0:\n", " print n\n", " n = n + 1\n", " if n > 100:\n", " break\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### For-Loops and Lists" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use a for-loop to go through a list of items or through the contents of a file.\n", "\n", "Constructing a loop involves:\n", "\n", "1. Initializing one or more variables before the loop starts (this means you know ahead of time what variables you need in order to store the information you'll gather when you use the for-loop)\n", "\n", "2. Peforming some computation or changing each item in the loop body\n", "\n", "3. Looking at the resulting variables when the loop ends\n", "\n", "for and in are used together in for-loops.\n", "\n", "We will create a list, which is a sequence of numbers, characters, or a mix of both. \n", "Our list will consist of numbers only. \n", "\n", "We can use lists to perform a for-loop, which will modify the character in some way.\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2\n", "5\n", "10\n", "20\n", "120\n" ] } ], "source": [ "count = 0\n", "sampleList = [2, 3, 5, 10, 100]\n", "\n", "for eachnum in sampleList:\n", " count = count + eachnum\n", " print count" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add the list directly in the for-loop. We get the same results." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2\n", "5\n", "10\n", "20\n", "120\n" ] } ], "source": [ "count = 0\n", "\n", "for eachnum in [2, 3, 5, 10, 100]:\n", " count = count + eachnum\n", " print count" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Class Excercise \n", "\n", "1. Create a variable with a value of 1000\n", "\n", "2. Make a for-loop that subtracts the value in x using the following list of numbers [100, 50, 25, 10]\n", "\n", "3. Your for-loop should print each subtraction result" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "998\n", "995\n", "990\n", "980\n", "880\n" ] } ], "source": [ "x = 1000\n", "sampleList = [2, 3, 5, 10, 100]\n", "\n", "for eachnum in sampleList:\n", " x = x - eachnum\n", " print x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Making this into a function\n", "\n", "Note that we need two arguments in the function:\n", "\n", "varList: the variable containing the list of numbers\n", "\n", "singleVar: contains a single value, which will get subtracted from the list of numbers in varList." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "y = [100, 50, 25, 10]\n", "x = 1000\n", "\n", "\n", "def subfunc(varList, singleVar):\n", " for eachnum in varList:\n", " singleVar = singleVar - eachnum\n", " print singleVar\n", " \n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "900\n", "850\n", "825\n", "815\n" ] } ], "source": [ "subfunc(y, x)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }