diff --git a/.gitignore b/.gitignore index ba74660..17eccf2 100644 --- a/.gitignore +++ b/.gitignore @@ -55,3 +55,35 @@ docs/_build/ # PyBuilder target/ + +#Ipython +.ipynb_checkpoints/ +# Created by .ignore support plugin (hsz.mobi) +### OSX template +.DS_Store +.AppleDouble +.LSOverride + +# Icon must end with two \r +Icon + +# Thumbnails +._* + +# Files that might appear in the root of a volume +.DocumentRevisions-V100 +.fseventsd +.Spotlight-V100 +.TemporaryItems +.Trashes +.VolumeIcon.icns + +# Directories potentially created on remote AFP share +.AppleDB +.AppleDesktop +Network Trash Folder +Temporary Items +.apdisk + +#Temporary data +tempdata/ diff --git a/Lab1-babypython.ipynb b/Lab1-babypython.ipynb new file mode 100644 index 0000000..bb4814d --- /dev/null +++ b/Lab1-babypython.ipynb @@ -0,0 +1,1555 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Python and Friends\n", + "\n", + "This is a very quick run-through of some python syntax" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# The %... is an iPython thing, and is not part of the Python language.\n", + "# In this case we're just telling the plotting library to draw things on\n", + "# the notebook, instead of on a separate window.\n", + "%matplotlib inline \n", + "#this line above prepares IPython notebook for working with matplotlib\n", + "\n", + "# See all the \"as ...\" contructs? They're just aliasing the package names.\n", + "# That way we can call methods like plt.plot() instead of matplotlib.pyplot.plot().\n", + "\n", + "import numpy as np # imports a fast numerical programming library\n", + "import scipy as sp #imports stats functions, amongst other things\n", + "import matplotlib as mpl # this actually imports matplotlib\n", + "import matplotlib.cm as cm #allows us easy access to colormaps\n", + "import matplotlib.pyplot as plt #sets up plotting under plt\n", + "import pandas as pd #lets us handle data as dataframes\n", + "#sets up pandas table display\n", + "pd.set_option('display.width', 500)\n", + "pd.set_option('display.max_columns', 100)\n", + "pd.set_option('display.notebook_repr_html', True)\n", + "import seaborn as sns #sets up styles and gives us more plotting options" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##The Python Language\n", + "\n", + "Lets talk about using Python as a calculator..." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1+2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice integer division and floating-point error below!" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 0.5, 9.600000000000001)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1/2,1.0/2.0,3*3.2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is how we can print things. Something on the last line by itself is returned as the output value." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.0 \n", + "1.66666666667\n" + ] + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print 1+3.0,\"\\n\",5/3.0\n", + "5/3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can obtain the type of a variable, and use boolean comparisons tontest these types." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.833333333333\n", + "\n" + ] + } + ], + "source": [ + "a=5.0/6.0\n", + "print(a)\n", + "print type(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import types\n", + "type(a)==types.FloatType" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(a)==types.IntType" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Python and Iteration (and files)\n", + "\n", + "In working with python I always remember: a python is a duck.\n", + "\n", + "What I mean is, python has a certain way of doing things. For example lets call one of these ways listiness. Listiness works on lists, dictionaries, files, and a general notion of something called an iterator.\n", + "\n", + "But first, lets introduce the notion of a comprehension. Its a way of constructing a list" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[1, 4, 9, 16, 25]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "alist=[1,2,3,4,5]\n", + "asquaredlist=[i*i for i in alist]\n", + "asquaredlist" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python has some nifty functions like `enumerate` and `zip`. The former gives a list of tuples with each tuple of the form `(index, value)`, while the latter takes elements from each list and outs them together into a tuple, thus creating a list of tuples. The first is a duck, but the second isnt." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(, [(1, 1), (2, 4), (3, 9), (4, 16), (5, 25)])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "enumerate(asquaredlist),zip(alist, asquaredlist)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Someone realized that design flaw and created izip." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from itertools import izip\n", + "izip(alist, asquaredlist)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "print enumerate(asquaredlist)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[(0, 1), (1, 4), (2, 9), (3, 16), (4, 25)]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[k for k in enumerate(asquaredlist)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Open files behave like lists too! Here we get each line in the file and find its length, using the comprehension syntax to put these lengths into a big list." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[9, 27, 2, 24, 2, 2, 2, 2, 22, 2, 28, 60, 29, 28, 27, 22, 22, 24, 25, 18, 24, 11, 21, 20, 22, 32, 10, 28, 31, 12, 22, 27, 2, 51, 32, 2, 67, 13, 2, 18, 2, 2, 2, 8, 2, 50, 2, 49, 2, 6, 14, 2, 7, 45, 2, 6, 21, 2, 7, 11, 2, 6, 5, 2, 7, 41, 2, 6, 53, 2, 7, 48, 25, 2, 6, 27, 2, 7, 23, 2, 6, 19, 39, 46, 2, 7, 48, 2, 32, 2, 6, 25, 2, 6, 27, 2, 7, 22, 2, 6, 30, 24, 2, 7, 24, 22, 2, 9, 2, 6, 18, 2, 6, 6, 25, 2, 6, 17, 2, 6, 45, 2, 6, 47, 2, 6, 22, 2, 6, 36, 42, 48, 38, 45, 37, 42, 2, 6, 32, 2, 6, 18, 41, 42, 31, 2, 6, 20, 41, 2, 6, 20, 51, 51, 43, 30, 2, 6, 51, 2, 23, 2, 6, 48, 2, 6, 43, 2, 6, 47, 2, 6, 49, 2, 6, 23, 2, 6, 23, 2, 6, 50, 42, 40, 54, 2, 6, 17, 2, 6, 22, 2, 6, 42, 2, 15, 2, 6, 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2, 6, 16, 42, 40, 38, 46, 2, 9, 2, 7, 45, 2, 17, 14, 54, 45, 48, 42, 40, 42, 2, 11, 2, 2, 2, 33, 2, 29, 2, 6, 50, 39, 2, 6, 23, 2, 6, 47, 46, 49, 47, 43, 55, 42, 29, 2, 6, 23, 2, 6, 19, 43, 43, 47, 41, 40, 49, 38, 44, 48, 47, 43, 42, 31, 2, 6, 16, 2, 6, 49, 42, 2, 6, 16, 2, 6, 45, 42, 42, 42, 41, 45, 44, 44, 29, 2, 6, 19, 2, 6, 41, 40, 52, 48, 41, 44, 47, 43, 44, 28, 2, 6, 22, 2, 6, 40, 39, 42, 46, 57, 47, 49, 23, 2, 6, 42, 2, 6, 50, 47, 37, 44, 43, 22, 2, 6, 27, 2, 6, 50, 52, 46, 42, 53, 54, 39, 18, 2, 6, 46, 42, 2, 6, 40, 46, 36, 34, 36, 49, 48, 26, 2, 6, 24, 2, 16, 2, 6, 49, 2, 6, 52, 2, 6, 19, 2, 6, 65, 65, 67, 42, 2, 6, 56, 41, 2, 6, 58, 45, 2, 6, 39, 2, 6, 56, 2, 6, 42, 2, 6, 55, 2, 6, 63, 65, 58, 11, 2, 6, 28, 39, 2, 6, 61, 57, 61, 66, 66, 47, 2, 6, 61, 65, 64, 67, 67, 64, 45, 2, 6, 46, 2, 6, 64, 15, 2, 6, 6, 2, 6, 67, 14, 2, 6, 48, 2, 6, 13, 2, 6, 59, 2, 6, 14, 2, 6, 33, 2, 6, 63, 30, 2, 6, 55, 2, 6, 60, 58, 2, 6, 60, 43, 2, 6, 20, 2, 6, 20, 2, 6, 39, 2, 6, 58, 60, 67, 63, 63, 23, 2, 6, 30, 2, 6, 61, 2, 6, 38, 2, 6, 59, 67, 62, 67, 66, 2, 6, 58, 59, 63, 46, 2, 6, 21, 2, 6, 58, 2, 6, 62, 59, 64, 65, 25, 2, 6, 33, 2, 6, 60, 2, 6, 37, 2, 6, 15, 2, 15, 2, 63, 13, 2, 6, 52, 2, 6, 67, 67, 63, 60, 64, 43, 2, 17, 2, 7, 59, 66, 65, 24, 2, 6, 64, 67, 22, 2, 7, 45, 2, 6, 16, 2, 7, 59, 34, 2, 6, 24, 2, 14, 2, 6, 36, 2, 6, 61, 67, 63, 2, 6, 22, 2, 6, 60, 32, 2, 6, 64, 41, 2, 6, 61, 65, 66, 65, 29, 2, 64, 12, 2, 7, 49, 2, 46, 2, 6, 50, 39, 53, 42, 18, 47, 45, 45, 39, 47, 44, 45, 43, 37, 24, 41, 47, 42, 22, 2, 7, 27, 49, 42, 42, 44, 39, 45, 43, 24, 2, 6, 22, 47, 29, 2, 7, 19, 2, 6, 47, 53, 25, 2, 7, 19, 2, 6, 19, 2, 7, 50, 21, 2, 6, 21, 50, 2, 7, 41, 50, 2, 7, 40, 2, 6, 52, 2, 25, 2, 6, 19, 2, 7, 46, 41, 42, 46, 49, 41, 46, 49, 42, 39, 51, 50, 39, 2, 6, 15, 2, 7, 16, 2, 14, 2, 6, 6, 2, 7, 5, 2, 6, 11, 2, 6, 29, 2, 7, 15, 2, 7, 52, 25, 2, 47, 2, 19, 2, 6, 48, 35, 2, 14, 2, 7, 33, 2, 7, 20, 2, 8, 34, 46, 44, 2, 6, 13, 2, 7, 25, 2, 8, 40, 2, 7, 50, 2, 6, 41, 2, 8, 29, 2, 7, 28, 2, 7, 19, 2, 7, 53, 2, 6, 46, 42, 38, 2, 7, 22, 2, 14, 2, 6, 23, 2, 7, 18, 2, 50, 45, 2, 7, 31, 2, 6, 18, 2, 20, 2, 6, 30, 2, 6, 48, 2, 6, 20, 2, 7, 46, 45, 2, 6, 21, 2, 7, 31, 2, 8, 52, 39, 2, 9, 2, 6, 41, 25, 2, 18, 2, 7, 45, 44, 44, 44, 42, 43, 45, 48, 2, 6, 28, 27, 2, 19, 2, 18, 19, 2, 7, 43, 2, 6, 48, 44, 19, 2, 14, 2, 7, 22, 39, 45, 48, 18, 2, 9, 2, 6, 47, 47, 48, 45, 48, 50, 37, 44, 21, 2, 6, 19, 43, 30, 2, 6, 19, 52, 38, 53, 42, 35, 50, 21, 2, 36, 2, 29, 2, 6, 51, 37, 22, 2, 6, 20, 47, 46, 39, 39, 50, 45, 2, 9, 2, 6, 54, 46, 32, 2, 17, 2, 58, 2, 7, 22, 2, 6, 26, 47, 2, 7, 45, 45, 37, 26, 2, 15, 22, 45, 53, 42, 45, 34, 2, 6, 21, 42, 44, 47, 49, 48, 40, 45, 48, 39, 45, 47, 39, 48, 16, 2, 7, 26, 39, 43, 47, 48, 2, 6, 43, 51, 43, 54, 29, 2, 7, 19, 42, 40, 52, 42, 25, 43, 47, 29, 2, 17, 2, 65, 24]\n" + ] + } + ], + "source": [ + "linelengths=[len(line) for line in open(\"hamlet.txt\")]#poor code as we dont close the file\n", + "print linelengths" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(180718, 26.69394387001477, 26.0, 21.029872021427462)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(linelengths), np.mean(linelengths), np.median(linelengths), np.std(linelengths)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But perhaps we want to access Hamlet word by word and not line by line" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "31659" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hamletfile=open(\"hamlet.txt\")\n", + "hamlettext=hamletfile.read()\n", + "hamletfile.close()\n", + "hamlettokens=hamlettext.split()#split with no arguments splits on whitespace\n", + "len(hamlettokens)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One can use the `with` syntax which cretaes a context. The file closing is then done automatically for us." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "31659\n" + ] + } + ], + "source": [ + "with open(\"hamlet.txt\") as hamletfile:\n", + " hamlettext=hamletfile.read()\n", + " hamlettokens=hamlettext.split()\n", + " print len(hamlettokens)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are roughly 32,000 words in Hamlet." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###The indexing of lists" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "XXXX\r\n", + "HAMLET, PRINCE OF DENMARK\r\n", + "\r\n", + "by William Shakespeare\r\n", + "\r\n", + "\r\n", + "\r\n", + "\r\n", + "PERSONS REPRESENTED.\r\n", + "\r\n", + "Claudius, King of Denmark.\r\n", + "Hamlet, Son to the former, and Nephew to the present King.\r\n", + "Polonius, Lord Chamberlain.\r\n", + "Horatio, Friend to Hamlet.\r\n", + "Laertes, Son to Polonius.\r\n", + "Voltimand, Courtier.\r\n", + "Cornelius, Courtier.\r\n", + "Rosencrantz, Courtier.\r\n", + "Guildenstern, Courtier.\r\n", + "Osric, Courtier.\r\n", + "A Gentleman, Courtier.\r\n", + "A Priest.\r\n", + "Marcellus, Officer.\r\n", + "Bernardo, Officer.\r\n", + "Francisco, a Soldier\r\n", + "Reynaldo, Servant to Polonius.\r\n", + "Players.\r\n", + "Two Clowns, Grave-diggers.\r\n", + "Fortinbras, Prince of Norway.\r\n", + "A Captain.\r\n", + "English Ambassadors.\r\n", + "Ghost of Hamlet's Father.\r\n", + "\r\n", + "Gertrude, Queen of Denmark, and Mother of Hamlet.\r\n", + "Ophelia, Daughter to Polonius.\r\n", + "\r\n", + "Lords, Ladies, Officers, Soldiers, Sailors, Messengers, and other\r\n", + "Attendants.\r\n", + "\r\n", + "SCENE. Elsinore.\r\n", + "\r\n", + "\r\n", + "\r\n", + "ACT I.\r\n", + "\r\n", + "Scene I. Elsinore. A platform before the Castle.\r\n", + "\r\n", + "[Francisco at his post. Enter to him Bernardo.]\r\n", + "\r\n", + "Ber.\r\n", + "Who's there?\r\n", + "\r\n", + "Fran.\r\n", + "Nay, answer me: stand, and u\n" + ] + } + ], + "source": [ + "print hamlettext[:1000]#first 1000 characters from Hamlet." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "nd, in this upshot, purposes mistook\r\n", + "Fall'n on the inventors' heads: all this can I\r\n", + "Truly deliver.\r\n", + "\r\n", + "Fort.\r\n", + "Let us haste to hear it,\r\n", + "And call the noblest to the audience.\r\n", + "For me, with sorrow I embrace my fortune:\r\n", + "I have some rights of memory in this kingdom,\r\n", + "Which now, to claim my vantage doth invite me.\r\n", + "\r\n", + "Hor.\r\n", + "Of that I shall have also cause to speak,\r\n", + "And from his mouth whose voice will draw on more:\r\n", + "But let this same be presently perform'd,\r\n", + "Even while men's minds are wild: lest more mischance\r\n", + "On plots and errors happen.\r\n", + "\r\n", + "Fort.\r\n", + "Let four captains\r\n", + "Bear Hamlet like a soldier to the stage;\r\n", + "For he was likely, had he been put on,\r\n", + "To have prov'd most royally: and, for his passage,\r\n", + "The soldiers' music and the rites of war\r\n", + "Speak loudly for him.--\r\n", + "Take up the bodies.--Such a sight as this\r\n", + "Becomes the field, but here shows much amiss.\r\n", + "Go, bid the soldiers shoot.\r\n", + "\r\n", + "[A dead march.]\r\n", + "\r\n", + "[Exeunt, bearing off the dead bodies; after the which a peal of\r\n", + "ordnance is shot off.]\r\n", + "\n" + ] + } + ], + "source": [ + "print hamlettext[-1000:]#and last 1000 characters from Hamlet." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets split the word tokens. The first one below reads, give me the second, third, and fourth words (remember that python is 0 indexed). Try and figure what the others mean." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['HAMLET,', 'PRINCE', 'OF'] ['\\xef\\xbb\\xbfXXXX', 'HAMLET,', 'PRINCE', 'OF'] XXXX off.]\n" + ] + } + ], + "source": [ + "print hamlettokens[1:4], hamlettokens[:4], hamlettokens[0], hamlettokens[-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['HAMLET,', 'OF', 'by', 'Shakespeare']" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hamlettokens[1:8:2]#get every 2nd world between the 2nd and the 9th: ie 2nd, 4th, 6th, and 8th" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "range and xrange get the list of integers upto N. But xrange behaves like an iterator. The reason for this is that there is no point generaing all os a million integers. We can just add 1 to the previous one and save memory. So we trade off storage for computation." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mylist=[]\n", + "for i in xrange(10):\n", + " mylist.append(i)\n", + "mylist" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dictionaries\n", + "\n", + "These are the bread and butter. You will use them a lot. They even duck like lists. But be careful how." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['three', 'two', 'one'] [('three', 3), ('two', 2), ('one', 1)] [3, 2, 1]\n" + ] + } + ], + "source": [ + "adict={'one':1, 'two': 2, 'three': 3}\n", + "print [i for i in adict], [(k,v) for k,v in adict.items()], adict.values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The keys do not have to be strings. From python 2.7 you can use dictionary comprehensions as well" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{1: 1, 2: 4, 3: 9, 4: 16, 5: 25}" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mydict ={k:v for (k,v) in zip(alist, asquaredlist)}\n", + "mydict" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can construct then nicely using the function `dict`." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'a': 1, 'b': 2}" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dict(a=1, b=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###and conversion to json" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import json" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\"1\": 1, \"2\": 4, \"3\": 9, \"4\": 16, \"5\": 25}\n" + ] + } + ], + "source": [ + "s=json.dumps(mydict)\n", + "print s" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{u'1': 1, u'2': 4, u'3': 9, u'4': 16, u'5': 25}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "json.loads(s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Strings\n", + "\n", + "Basically they behave like immutable lists" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "off.]\n" + ] + } + ], + "source": [ + "lastword=hamlettokens[-1]\n", + "print(lastword)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'str' object does not support item assignment", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mlastword\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"k\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m: 'str' object does not support item assignment" + ] + } + ], + "source": [ + "lastword[-2]=\"k\"#cant change a part of a string" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'.'" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lastword[-2]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "You can join a list with a separator to make a string." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\"\\xef\\xbb\\xbfXXXX,HAMLET,,PRINCE,OF,DENMARK,by,William,Shakespeare,PERSONS,REPRESENTED.,Claudius,,King,of,Denmark.,Hamlet,,Son,to,the,former,,and,Nephew,to,the,present,King.,Polonius,,Lord,Chamberlain.,Horatio,,Friend,to,Hamlet.,Laertes,,Son,to,Polonius.,Voltimand,,Courtier.,Cornelius,,Courtier.,Rosencrantz,,Courtier.,Guildenstern,,Courtier.,Osric,,Courtier.,A,Gentleman,,Courtier.,A,Priest.,Marcellus,,Officer.,Bernardo,,Officer.,Francisco,,a,Soldier,Reynaldo,,Servant,to,Polonius.,Players.,Two,Clowns,,Grave-diggers.,Fortinbras,,Prince,of,Norway.,A,Captain.,English,Ambassadors.,Ghost,of,Hamlet's,Father.,Gertrude,,Queen,of,Denmark,,and,Mother,of,Hamlet.,Ophelia,,Daughter,to,Polonius.,Lords,,Ladies,,Officers,,Soldiers,,Sailors,,Messengers,,and,other,Attendants.,SCENE.,Elsinore.,ACT,I.,Scene,I.,Elsinore.,A,platform,before,the,Castle.,[Francisco,at,his,post.,Enter,to,him,Bernardo.],Ber.,Who's,there?,Fran.,Nay,,answer,me:,stand,,and,unfold,yourself.,Ber.,Long,live,the,king!,Fran.,Bernardo?,Ber.,He.,Fra\"" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wierdstring=\",\".join(hamlettokens)\n", + "wierdstring[:1000]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Functions\n", + "\n", + "Functions are even more the bread and butter. You'll see them as methods on objects, or standing alone by themselves." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(25, 125)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def square(x):\n", + " return(x*x)\n", + "def cube(x):\n", + " return x*x*x\n", + "square(5),cube(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " \n" + ] + } + ], + "source": [ + "print square, type(cube)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In Python, functions are \"first-class\". This is just a fancy way of saying, you can pass functions to other functions" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3 4 \n" + ] + }, + { + "data": { + "text/plain": [ + "25" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def sum_of_anything(x,y,f):\n", + " print x,y,f\n", + " return(f(x) + f(y))\n", + "sum_of_anything(3,4,square)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python functions can have positional arguments and keyword arguments. Positional arguments are stored in a tuple, and keyword arguments in a dictionary. Note the \"starred\" syntax" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "got 1 3 () {}\n", + "1\n", + "got 1 3 (4,) {'c': 2, 'd': 1}\n", + "1\n" + ] + } + ], + "source": [ + "def f(a,b,*posargs,**dictargs):\n", + " print \"got\",a,b,posargs, dictargs\n", + " return a\n", + "print f(1,3)\n", + "print f(1,3,4,d=1,c=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + ">**YOUR TURN** create a dictionary with keys the integers upto and including 10, and values the cubes of these dictionaries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Booleans and Control-flow\n", + "\n", + "Lets test for belonging..." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a=[1,2,3,4,5]\n", + "1 in a" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "6 in a" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python supports if/elif/else clauses for multi-way conditionals" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "One\n" + ] + } + ], + "source": [ + "def do_it(x):\n", + " if x==1:\n", + " print \"One\"\n", + " elif x==2:\n", + " print \"Two\"\n", + " else:\n", + " print x\n", + "do_it(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Two\n", + "3\n" + ] + }, + { + "data": { + "text/plain": [ + "(None, None)" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "do_it(2), do_it(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can `break` out of a loop based on a condition. The loop below is a for loop." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n" + ] + } + ], + "source": [ + "for i in range(10):\n", + " print i\n", + " if (i > 5):\n", + " break" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While loops are also supported. `continue` continues to the next iteration of the loop skipping all the code below, while `break` breaks out of it." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n" + ] + } + ], + "source": [ + "i=0\n", + "while i < 10:\n", + " print i\n", + " i=i+1\n", + " if i < 5:\n", + " continue\n", + " else:\n", + " break\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exceptions\n", + "\n", + "This is the way to catch errors." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(, TypeError('f() takes at least 2 arguments (1 given)',), )\n" + ] + } + ], + "source": [ + "try:\n", + " f(1)#takes atleast 2 arguments\n", + "except:\n", + " import sys\n", + " print sys.exc_info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## All together now\n", + "\n", + "Lets see what hamlet gives us. We convert all words to lower-case" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "95" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hamletlctokens=[word.lower() for word in hamlettokens]\n", + "hamletlctokens.count(\"thou\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We then find a unique set of words using python's `set` data structure. We count how often those words occured usinf the `count` method on lists." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "uniquelctokens=set(hamletlctokens)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "tokendict={}\n", + "for ut in uniquelctokens:\n", + " tokendict[ut]=hamletlctokens.count(ut)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We find the 100 most used words..." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('the', 1136),\n", + " ('and', 943),\n", + " ('to', 720),\n", + " ('of', 667),\n", + " ('a', 527),\n", + " ('my', 512),\n", + " ('i', 510),\n", + " ('in', 420),\n", + " ('you', 412),\n", + " ('ham.', 358),\n", + " ('that', 337),\n", + " ('it', 324),\n", + " ('is', 320),\n", + " ('his', 295),\n", + " ('not', 270),\n", + " ('with', 264),\n", + " ('this', 250),\n", + " ('your', 241),\n", + " ('for', 231),\n", + " ('but', 228),\n", + " ('as', 216),\n", + " ('he', 202),\n", + " ('be', 201),\n", + " ('what', 183),\n", + " ('have', 174),\n", + " ('will', 149),\n", + " ('so', 143),\n", + " ('me', 142),\n", + " ('we', 132),\n", + " ('do', 128),\n", + " ('are', 126),\n", + " ('him', 122),\n", + " ('our', 119),\n", + " ('king.', 113),\n", + " ('by', 111),\n", + " ('hor.', 110),\n", + " ('or', 109),\n", + " ('if', 109),\n", + " ('on', 109),\n", + " ('no', 107),\n", + " ('shall', 106),\n", + " ('thou', 95),\n", + " ('all', 95),\n", + " ('from', 95),\n", + " ('they', 93),\n", + " ('let', 92),\n", + " ('good', 88),\n", + " ('at', 86),\n", + " ('thy', 86),\n", + " ('pol.', 86),\n", + " ('how', 84),\n", + " ('most', 82),\n", + " ('lord,', 81),\n", + " ('her', 76),\n", + " ('more', 76),\n", + " ('queen.', 76),\n", + " ('like', 75),\n", + " ('would', 74),\n", + " ('was', 73),\n", + " (\"'tis\", 70),\n", + " ('you,', 66),\n", + " ('may', 65),\n", + " ('very', 64),\n", + " ('laer.', 62),\n", + " ('hath', 62),\n", + " ('[enter', 61),\n", + " ('lord.', 60),\n", + " ('did', 59),\n", + " ('give', 58),\n", + " ('must', 58),\n", + " ('oph.', 58),\n", + " ('their', 57),\n", + " ('o,', 57),\n", + " ('know', 57),\n", + " (\"i'll\", 56),\n", + " ('an', 55),\n", + " ('should', 55),\n", + " ('which', 55),\n", + " ('some', 54),\n", + " ('when', 54),\n", + " ('come', 54),\n", + " ('upon', 53),\n", + " ('make', 53),\n", + " ('am', 52),\n", + " ('such', 51),\n", + " ('ros.', 51),\n", + " ('than', 51),\n", + " ('there', 50),\n", + " ('where', 49),\n", + " ('now', 48),\n", + " ('go', 48),\n", + " ('o', 46),\n", + " ('us', 46),\n", + " ('clown.', 45),\n", + " ('much', 44),\n", + " ('had', 44),\n", + " ('these', 44),\n", + " ('them', 44),\n", + " ('she', 43),\n", + " ('out', 43)]" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "L=sorted(tokendict.iteritems(), key= lambda (k,v):v, reverse=True)[:100]\n", + "L" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets get the top 20 of this and plot a bar chart!" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[('the', 1136), ('and', 943), ('to', 720), ('of', 667), ('a', 527), ('my', 512), ('i', 510), ('in', 420), ('you', 412), ('ham.', 358), ('that', 337), ('it', 324), ('is', 320), ('his', 295), ('not', 270), ('with', 264), ('this', 250), ('your', 241), ('for', 231), ('but', 228)]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "topfreq=L[:20]\n", + "print topfreq\n", + "pos = np.arange(len(topfreq))\n", + "plt.bar(pos, [e[1] for e in topfreq]);\n", + "plt.xticks(pos+0.4, [e[0] for e in topfreq]);" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "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": "2.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/Lab1-git.ipynb b/Lab1-git.ipynb new file mode 100644 index 0000000..383225d --- /dev/null +++ b/Lab1-git.ipynb @@ -0,0 +1,2012 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 1: Version Control with Git" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**This tutorial is largely based on the repository**:\n", + "\n", + "git@github.com:rdadolf/git-and-github.git\n", + "\n", + "**which was created for IACS's ac297r course, By Robert Adolf. Most of the credit goes to him**.\n", + "\n", + "Version control is a way of tracking the change history of a project. Even if you have never used a version control tool, you've probably already done it manually: copying and renaming project folders (\"paper-1.doc\", \"paper-2.doc\", etc.) is a form of version control.\n", + "\n", + "Git is a tool that automates and enhances a lot of the tasks that arise when dealing with larger, longer-living, and collaborative projects. It's also become the common underpinning to many popular online code repositories, [GitHub](https://github.com/) being the most popular.\n", + "\n", + "We'll go over the basics of git, but we should point out that a *lot* of talented people have given git tutorials, and we won't do any better than they have. In fact, if you're interested in learning git deeply and have some time on your hands, I suggest you stop reading this and instead read [the Git Book](http://git-scm.com/book/en/v2). Scott Chacon and Ben Straub have done a tremendous job, and if you want to understand both the interfaces and the mechanisms behind git, this is the place to start.\n", + "\n", + "In this document, we'll go over the concepts of git that are relevant to this course. You will be using git in a particular fashion, in this course, which is described in Homework 0. Homework 0 also contains details about how to install git; so if you havent done so, please do so and come back here." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Table of Contents\n", + "* [Lab 1: Version Control with Git](#Lab-1:-Version-Control-with-Git)\n", + "\t* [Why should you use version control?](#Why-should-you-use-version-control?)\n", + "\t* [Git Basics](#Git-Basics)\n", + "\t* [Common Tasks in the version control of files.](#Common-Tasks-in-the-version-control-of-files.)\n", + "\t\t* [Forking a repository](#Forking-a-repository)\n", + "\t\t* [Cloning a repository](#Cloning-a-repository)\n", + "\t\t* [Poking around](#Poking-around)\n", + "\t\t* [Making changes](#Making-changes)\n", + "\t\t* [Remotes and `fetch`ing from them](#Remotes-and-fetching-from-them)\n", + "\t\t* [Branching.](#Branching.)\n", + "\t\t* [Recovering from a mistake](#Recovering-from-a-mistake)\n", + "\t\t* [Changing only one file](#Changing-only-one-file)\n", + "\t* [The Homework git flow](#The-Homework-git-flow)\n", + "\t* [The Lab git flow](#The-Lab-git-flow)\n", + "\t* [Creating a new repository](#Creating-a-new-repository)\n", + "\t* [Github Pages](#Github-Pages)\n", + "\t\t* [Automatically Generated Project Pages](#Automatically-Generated-Project-Pages)\n", + "\t\t* [Static Project Pages](#Static-Project-Pages)\n", + "\t* [Git habits](#Git-habits)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**At this point, we assume you have installed git as described in HW0 and have followed the instructions there to create ssh keys for your machine**. This enables you to use git without a pesky username-password combination." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Why should you use version control?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you ask 10 people, you'll get 10 different answers, but one of the commonalities is that most people don't realize how integral it is to their development process until they've started using it. Still, for the sake of argument, here are some highlights:\n", + "\n", + "- ** You can undo anything: ** Git provides a *complete history* of every change that has ever been made to your project, timestamped, commented, and attributed. If something breaks, you always have the choice of going back to a previous state.\n", + "- ** You won't *need* to keep undo-ing things: ** One of the advantages of using git properly is that by keeping new changes separate from a stable base, you tend to avoid the massive rollbacks associated with constantly tinkering with a single code.\n", + "- ** You can identify exactly when and where changes were made: ** Git allows you to pinpoint when a particular piece of code was changed, so finding what other pieces of code a bug might affect or figuring out why a certain expression was added is easy.\n", + "- ** Git forces teams to face conflicts directly: ** On a team-based project, many people are often working with the same code. By having a tool which understands when and where files were changed, it's easy to see when changes might conflict with each other. While it might seem troublesome sometimes to have to deal with conflicts, the alternative—*not* knowing there's a conflict—is much more insidious." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Git Basics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first thing to understand about git is that the contents of your project are stored in several different states and forms at any given time. If you think about what version control is, this might not be surprising: in order to remember every change that's ever been made, you need to store a record of those changes *somewhere*, and to be able to handle multiple people changing the same code, you need to have different copies of the project and a way to combine them.\n", + "\n", + "You can think about git operating on four different areas:\n", + "\n", + "![Git Commands](git_layout.png)\n", + "\n", + " - The **working directory** is what you're currently looking at. When you use an editor to modify a file, the changes are made to the working directory.\n", + " - The **staging area** is a place to collect a set of changes made to your project. If you have changed three files to fix a bug, you will add all three to the staging area so that you can remember the changes as one historical entity. It is also called the **index**. You move files from the working directory to the index using the command `git add`.\n", + " - The **local repository** is the place where git stores everything you've ever done to your project. Even when you delete a file, a copy is stored in the repo (this is necessary for always being able to undo any change). It's important to note that a local repository doesn't look much at all like your project files or directories. Git has its own way of storing all the information, and if you're curious what it looks like, look in the `.git` directory in the working directory of your project. Files are moved from the index to the local repository via the command `git commit`.\n", + " - When working in a team, every member will be working on their own local repository. An **upstream repository** allows everyone to agree on a single version of history. If two people have made changes on their local repositories, they will combine those changes in the upstream repository. In our case this upstream repository is hosted by github. This need not be the case; SEAS provides git hosting, as do companies like Atlassian (bitbucket). This upstream repository is also called a **remote** in git parlance. The standard github remote is called the **origin**: it is the repository which is given a web page on github. One usually moves code from local to remote repositories using `git push`, and in the other direction using `git fetch`.\n", + "\n", + "You can think of most git operations as moving code or metadata from one of these areas to another." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Common Tasks in the version control of files." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Forking a repository" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Forking a repository done on github. On github, go to the url https://github.com/cs109/Testing. Click the \"Fork button on the upper right side. A screenshot is below. \n", + "\n", + "![forking](github-forking.png)\n", + "\n", + "Forking brings a repository into your own namespace. Its really a *cloning* process (see below), but its done between two \"remotes\" on the server. In other words it creates a second upstream repository on the server, called the **origin**.\n", + "\n", + "The forking process on github will ask you *where* you want to fork the repository. Choose your own github id.\n", + "\n", + "![forking](github-forking2.png)\n", + "\n", + "In my case I will choose `@rahuldave`, as in the screenshot above. In this tutorial, wherever you see `rahuldave`, substitute your own github id.\n", + "\n", + "This leaves me with my own repository, `rahuldave/Testing`, as seen in this image\n", + "\n", + "![forking](github-forking3.png)\n", + "\n", + "You will get a similar page." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cloning a repository" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have a **fork** of the `cs109/Testing` repository, lets **clone** it down to our local machines." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----\n", + "`clone`\n", + "\n", + "![clone](git_clone.png)\n", + "\n", + "Cloning a repository does two things: it takes a repository from somewhere (usually an **upstream repository**) and makes a local copy (your new **local repository**), and it creates the most recent copy of all of the files in the project (your new **working directory**). This is generally how you will start working on a project for the first time." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Cloning a repository depends a lot on the type of repository you're using. If you're cloning out of a directory on the machine you're currently on, it's just the path to the `.git` file. For github, you can clone over ssh using the SSH clone url in the bottom right corner of the last screenshot. (This assumes you have set up your ssh keys. See HW0 for how to do this if you havent done it as yet)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Cloning into 'Testing'...\n" + ] + } + ], + "source": [ + "%%bash\n", + "cd /tmp\n", + "rm -rf Testing #remove if it exists\n", + "git clone git@github.com:rahuldave/Testing.git" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LICENSE\n", + "README.md\n", + "hello.md\n" + ] + } + ], + "source": [ + "%%bash\n", + "ls /tmp/Testing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Poking around" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have a nice smelling fresh repository. Lets look around it.\n", + "\n", + "`log`\n", + "\n", + "Log tells you all the changes that have occured in this project as of now..." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33mcommit 3a2909aa790f041f1426e51565674165e52acdc8\u001b[m\r\n", + "Author: Rahul Dave \r\n", + "Date: Fri Aug 28 02:44:21 2015 -0400\r\n", + "\r\n", + " Added a test file to demonstrate git features\r\n", + "\r\n", + "\u001b[33mcommit 98bd53e8117d85cf0f7978f6aca22ce90ebc9709\u001b[m\r\n", + "Author: Rahul Dave \r\n", + "Date: Fri Aug 28 02:23:32 2015 -0400\r\n", + "\r\n", + " Attributed the test file to A.\r\n", + "\r\n", + "\u001b[33mcommit 5bd2f661fb25953b444bd5e8ba9557456406ece0\u001b[m\r\n", + "Author: Rahul Dave \r\n", + "Date: Fri Aug 28 02:21:57 2015 -0400\r\n", + "\r\n", + " Added a test file to demonstrate git features\r\n", + "\r\n", + "\u001b[33mcommit 45c25a4d944ad583a383fb7b35f185750e9b5b9c\u001b[m\r\n", + "Author: Rahul Dave \r\n", + "Date: Fri Aug 28 02:19:02 2015 -0400\r\n", + "\r\n", + " Added a test file to demonstrate git features\r\n", + "\r\n", + "\u001b[33mcommit 11961a3e0d50ea2ede1265da4bf586c001e63d7b\u001b[m\r\n", + "Author: Rahul Dave \r\n", + "Date: Fri Aug 28 01:55:49 2015 -0400\r\n", + "\r\n", + " Initial commit\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git log" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Each one of these \"commits\" is a SHA hash. It uniquely identifies all actions that have happened to this repository previously. We shall soon see how to add our own actions in. In the meanwhile, lets see the \"status\"of our working directory." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you ever need help on a command, you can find the git man pages by hyphenating `git` and the command name:" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "$man git-status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----\n", + "`status`\n", + "\n", + "![status](git_status.png)\n", + "\n", + "Status is your window into the current state of your project. It can tell you which files you have changed and which files you currently have in your staging area." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On branch master\r\n", + "Your branch is up-to-date with 'origin/master'.\r\n", + "\r\n", + "nothing to commit, working directory clean\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pay close attention to the text above. It says we are on the master branch of our **local repository**, and that this branch is up-to-date with the master branch of the **upstream repository** or **remote** named **origin**. We know this as clone brings down a copy of the remote branch: \"`origin/master`\" represents the local copy of the branch that came from the upstream repository (nicknamed \"`origin`\" in this case). **Branches** are different, co-existing versions of your project. Here we have encountered two of them, but remember there is a third one in the repository we forked from, and perhaps many more, depending on who else made these forks (as well as my original clones of cs109/Testing).\n", + "\n", + "This sounds like a recipe for disaster, but in a sense, branches are just like commits. They represent a snapshot of the project, by someone, at some particular point in time. In general you will only care about your own branches, and those of the \"parent\" remotes you forked/cloned from.\n", + "\n", + "Configuration Information is stored in a special file `config`, in a hidden folder called `.git` in your working directory. (The index and the local repository are stored there as well...more on that in a bit)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[core]\r\n", + "\trepositoryformatversion = 0\r\n", + "\tfilemode = true\r\n", + "\tbare = false\r\n", + "\tlogallrefupdates = true\r\n", + "\tignorecase = true\r\n", + "\tprecomposeunicode = true\r\n", + "[remote \"origin\"]\r\n", + "\turl = git@github.com:rahuldave/Testing.git\r\n", + "\tfetch = +refs/heads/*:refs/remotes/origin/*\r\n", + "[branch \"master\"]\r\n", + "\tremote = origin\r\n", + "\tmerge = refs/heads/master\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; cat .git/config" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that this file tells us about a remote called \"origin\" which is simply the github repository we cloned from. So the process of cloning left us with a remote. The file also tells us about a branch called \"master\", which \"tracks\" a remote branch valled master at \"origin\". \n", + "\n", + "Finally I set us up with a `.gitignore` file, hidden in the repository folder. It tells us what files to ignore when adding files to the index, and then comitting them to the local repository. We use this file to ignore temporary data files and such when working in our repository. Folders are indicated with a `/` at the end, in which case, all files in that folder are ignored." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Byte-compiled / optimized / DLL files\r\n", + "__pycache__/\r\n", + "*.py[cod]\r\n", + "\r\n", + "# C extensions\r\n", + "*.so\r\n", + "\r\n", + "# Distribution / packaging\r\n", + ".Python\r\n", + "env/\r\n", + "build/\r\n", + "develop-eggs/\r\n", + "dist/\r\n", + "downloads/\r\n", + "eggs/\r\n", + ".eggs/\r\n", + "lib/\r\n", + "lib64/\r\n", + "parts/\r\n", + "sdist/\r\n", + "var/\r\n", + "*.egg-info/\r\n", + ".installed.cfg\r\n", + "*.egg\r\n", + "\r\n", + "# PyInstaller\r\n", + "# Usually these files are written by a python script from a template\r\n", + "# before PyInstaller builds the exe, so as to inject date/other infos into it.\r\n", + "*.manifest\r\n", + "*.spec\r\n", + "\r\n", + "# Installer logs\r\n", + "pip-log.txt\r\n", + "pip-delete-this-directory.txt\r\n", + "\r\n", + "# Unit test / coverage reports\r\n", + "htmlcov/\r\n", + ".tox/\r\n", + ".coverage\r\n", + ".coverage.*\r\n", + ".cache\r\n", + "nosetests.xml\r\n", + "coverage.xml\r\n", + "*,cover\r\n", + "\r\n", + "# Translations\r\n", + "*.mo\r\n", + "*.pot\r\n", + "\r\n", + "# Django stuff:\r\n", + "*.log\r\n", + "\r\n", + "# Sphinx documentation\r\n", + "docs/_build/\r\n", + "\r\n", + "# PyBuilder\r\n", + "target/\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; cat .gitignore" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You are always working on a given branch in a repository. Typically this is `master`. More on this later..You can know which branch you are on by typing `git branch`. The strred one is the one you are on." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* \u001b[32mmaster\u001b[m\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git branch" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Making changes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ok! Enough poking around. Lets get down to business and add some files into our folder.\n", + "\n", + "Now let's say that we want to add a new file to the project. The canonical sequence is \"edit–add–commit–push\"." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On branch master\n", + "Your branch is up-to-date with 'origin/master'.\n", + "\n", + "Changes not staged for commit:\n", + " (use \"git add ...\" to update what will be committed)\n", + " (use \"git checkout -- ...\" to discard changes in working directory)\n", + "\n", + "\tmodified: hello.md\n", + "\n", + "no changes added to commit (use \"git add\" and/or \"git commit -a\")\n" + ] + } + ], + "source": [ + "%%bash\n", + "cd /tmp/Testing\n", + "echo '# Hello world rahuldave' > hello.md\n", + "git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We've added a file to the working directory, but it hasn't been staged yet." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----\n", + "`add`\n", + "\n", + "![add](git_add.png)\n", + "\n", + "When you've made a change to a set of files and are ready to create a commit, the first step is to add all of the changed files to the staging area. Add does that. Remember that what you see in the filesystem is your working directory, so the way to see what's in the staging area is with the `status` command. This also means that **if you add something to the staging area and then edit it again, you'll also need to add the file to the staging area again if you want to remember the new changes**." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On branch master\n", + "Your branch is up-to-date with 'origin/master'.\n", + "\n", + "Changes to be committed:\n", + " (use \"git reset HEAD ...\" to unstage)\n", + "\n", + "\tmodified: hello.md\n", + "\n" + ] + } + ], + "source": [ + "%%bash\n", + "cd /tmp/Testing\n", + "git add hello.md\n", + "git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now our file is in the staging area (Index), waiting to be committed.\n", + "\n", + "I will sometimes simply use `git add .` in the top level of the repository. This adds all new files and changed files to the index, and is particularly useful if I have created multiple new files." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----\n", + "`commit`\n", + "\n", + "![commit](git_commit.png)\n", + "\n", + "When you're satisfied with the changes you've added to your staging area, you can commit those changes to your local repository with the `commit` command. Those changes will have a permanent record in the repository from now on." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Every commit has two features you should be aware of. The first is a hash. This is a unique identifier for all of the information about that commit, including the code changes, the timestamp, and the author. The second is a commit message. This is text that you can (and should) add to a commit to describe what the changes were.\n", + "\n", + "**Good commit messages are important.**\n", + "\n", + "Commit messages are a way of quickly telling your future self (and your collaborators) what a commit was about. For even a moderately sized project, digging through tens or hundreds of commits to find the change you're looking for is a nightmare without friendly summaries.\n", + "\n", + "By convention, commit messages start with a single-line summary, then an empty line, then a more comprehensive description of the changes.\n", + "\n", + "[This](https://github.com/rdadolf/clangtool/commit/bdd8f1290146c28a4cb05b62ccb0ffbaaa314ff7) is an okay commit message. The changes are small, and the summary is sufficient to describe what happened.\n", + "\n", + "[This](https://github.com/rdadolf/protos/commit/9fcbe1084b17027e003c62043d764ed5551ddadc) is better. The summary captures the important information (major shift, direct vs. helper), and the full commit message describes what the high-level changes were.\n", + "\n", + "[This](https://github.com/rdadolf/autopaxos/commit/d43dd9b0a699c98bd142ba7cbc1836fbc4eba2ac). Don't do this." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[master 2e12653] Said hello to myself\n", + " 1 file changed, 1 insertion(+), 1 deletion(-)\n", + "On branch master\n", + "Your branch is ahead of 'origin/master' by 1 commit.\n", + " (use \"git push\" to publish your local commits)\n", + "\n", + "nothing to commit, working directory clean\n" + ] + } + ], + "source": [ + "%%bash\n", + "cd /tmp/Testing\n", + "git commit -m \"Said hello to myself\"\n", + "git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `git commit -m...` version is just a way to specify a commit message without opening a text editor (ipython notebook can't handle it). Otherwise you just say `git commit` or `git commit -a` (if you `add`ed a new file to the current branch on the repository)\n", + "\n", + "Now we see that our branch, \"`master`\", has one more commit than the \"`origin/master`\" branch, the local copy of the branch that came from the upstream repository (nicknamed \"`origin`\" in this case). Let's push the changes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`push`\n", + "\n", + "![push](git_push.png)\n", + "\n", + "The `push` command takes the changes you have made to your local repository and attempts to update a remote repository with them. If you're the only person working with both of these (which is how a solo GitHub project would work), then push should always succeed." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counting objects: 5, done.\n", + "Delta compression using up to 4 threads.\n", + "Compressing objects: 100% (2/2), done.\n", + "Writing objects: 100% (3/3), 286 bytes | 0 bytes/s, done.\n", + "Total 3 (delta 1), reused 0 (delta 0)\n", + "To git@github.com:rahuldave/Testing.git\n", + " 3a2909a..2e12653 master -> master\n", + "On branch master\n", + "Your branch is up-to-date with 'origin/master'.\n", + "\n", + "nothing to commit, working directory clean\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git push\n", + "!cd /tmp/Testing; git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Remotes and `fetch`ing from them" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you're working with other people, then it's possible that they have made changes to the remote repository between the time you first cloned it and now. `push` will fail. \n", + "\n", + "In our particular case of the `Testing` repository, this is not going to happen, since you just cloned it and presumably havent invited anyone to collaborate with you on it (you can do this from the settings link on the right side of the repository page). \n", + "\n", + "However you can imagine that the original repository `cs109/testing`, which you are now divorced from, has changed, and that you somehow want to pull those changes in.\n", + "\n", + "That's where the next two commands come in." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "`remote`\n", + "\n", + "We have seen so far that our repository has one \"remote\", or upstream repository, which has been identified with the word `origin`, as seen in `.git/config`. We now wish to add another remote, which we shall call `course`, which points to the original repository we forked from. We want to do this to pull in changes, in-case something changed there." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[core]\r\n", + "\trepositoryformatversion = 0\r\n", + "\tfilemode = true\r\n", + "\tbare = false\r\n", + "\tlogallrefupdates = true\r\n", + "\tignorecase = true\r\n", + "\tprecomposeunicode = true\r\n", + "[remote \"origin\"]\r\n", + "\turl = git@github.com:rahuldave/Testing.git\r\n", + "\tfetch = +refs/heads/*:refs/remotes/origin/*\r\n", + "[branch \"master\"]\r\n", + "\tremote = origin\r\n", + "\tmerge = refs/heads/master\r\n", + "[remote \"course\"]\r\n", + "\turl = git@github.com:cs109/Testing.git\r\n", + "\tfetch = +refs/heads/*:refs/remotes/course/*\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git remote add course git@github.com:cs109/Testing.git\n", + "!cd /tmp/Testing; cat .git/config" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that the `master` branch only tracks the same branch on the `origin` remote. We havent set up any connection with the `course` remote as yet.\n", + "\n", + "Now lets figure out how to get changes from an upstream repository, be it our `origin` upstream that a collaborator has `push`ed too, or another `course` remote to which your memory-added head TF has posted a change!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----\n", + "`fetch`\n", + "\n", + "![fetch](git_fetch.png)\n", + "\n", + "Let's say a collaborator has pushed changes to your shared upstream repository while you were editing. Their local repository and the upstream repository now both contain their changes, but your local repository does not. To update your local repository, you run `fetch`.\n", + "\n", + "But what if you've committed changes in the meantime? Does your local repository contain your changes or theirs? The answer is that it contains a *record* of both, but they are kept separate. Remember that git repositories are not copies of your project files. They store all the contents of your files, along with a bunch of metadata, but in its own internal format. This is one of the reasons.\n", + "\n", + "Let's say that you and your collaborator both edited the same line of the same file at the same time in different ways. On your respective machines, you both add and commit your different changes, and your collaborator pushes theirs to the upstream repository. When you run `fetch`, git adds a record of their changes to your local repository *alongside* your own. These are called *branches*, and they represent different, coexisting versions of your project. The `fetch` command adds your collaborator's branch to your local repository, but keeps yours as well." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "remote: Counting objects: 3, done.\u001b[K\n", + "remote: Compressing objects: 100% (2/2), done.\u001b[K\n", + "remote: Total 3 (delta 1), reused 3 (delta 1), pack-reused 0\u001b[K\n", + "Unpacking objects: 100% (3/3), done.\n", + "From github.com:cs109/Testing\n", + " * [new branch] master -> course/master\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git fetch course" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can see that a copy of a new remote branch has been made below, by providing the `-avv` argument to `git branch`." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* \u001b[32mmaster \u001b[m 2e12653 [\u001b[34morigin/master\u001b[m] Said hello to myself\r\n", + " \u001b[31mremotes/course/master\u001b[m 7ba94f7 added a line in readme\r\n", + " \u001b[31mremotes/origin/HEAD \u001b[m -> origin/master\r\n", + " \u001b[31mremotes/origin/master\u001b[m 2e12653 Said hello to myself\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git branch -avv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Indeed, the way git works is by creating copies of remote branches locally. Then it just compares to these \"copy\" branches to see what changes have been made.\n", + "\n", + "Sometimes we want to merge the changes in...precisely we want to merge the change from `remotes/course/master` in. In HW0 and later here, we'll show you a case where you want to simply create another branch." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----\n", + "`merge`\n", + "\n", + "![merge](git_merge.png)\n", + "\n", + "Having multiple branches is fine, but at some point, you'll want to combine the changes that you've made with those made by others. This is called merging.\n", + "\n", + "There are two general cases when merging two branches: first, the two branches are different but the changes are in unrelated places; and second, the two branches are different and the changes are in the same locations in the same files.\n", + "\n", + "The first scenario is easy. Git will simply apply both sets of changes to the appropriate places and put the resulting files into the staging area for you. Then you can commit the changes and push them back to the upstream repository. Your collaborator does the same, and everyone sees everything.\n", + "\n", + "The second scenario is more complicated. Let's say the two changes set some variable to different values. Git can't know which is the correct value. One solution would be to simply use the more recent change, but this very easily leads to self-inconsistent programs. A more conservative solution, and the one git uses, is to simply leave the decision to the user. When git detects a conflict that it cannot resolve, `merge` fails, and git places a modified version of the offending file in your project directory. **This is important:** the file that git puts into your directory is not actually *either* of the originals. It is a new file that has special markings around the locations that conflicted. We shall not consider this case in this lab, deferring it to a time just before you work with other collaborators on your projects.\n", + "\n", + "Lets merge in the changes from `course/master`:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Merge made by the 'recursive' strategy.\n", + " README.md | 2 ++\n", + " 1 file changed, 2 insertions(+)\n", + "On branch master\n", + "Your branch is ahead of 'origin/master' by 2 commits.\n", + " (use \"git push\" to publish your local commits)\n", + "\n", + "nothing to commit, working directory clean\n" + ] + } + ], + "source": [ + "%%bash\n", + "cd /tmp/Testing\n", + "git merge course/master\n", + "git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We seem to be ahead of our upstream-tracking repository by 2 commits..why?" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33mcommit a59261af6004b6a3d967fba0fb7f799240366c51\u001b[m\r\n", + "Merge: 2e12653 7ba94f7\r\n", + "Author: Rahul Dave \r\n", + "Date: Tue Sep 1 23:37:27 2015 -0400\r\n", + "\r\n", + " Merge remote-tracking branch 'course/master'\r\n", + "\r\n", + "\u001b[33mcommit 7ba94f7e4ed9506b0b3eab02e03d516c2b38977e\u001b[m\r\n", + "Author: Rahul Dave \r\n", + "Date: Tue Sep 1 22:53:03 2015 -0400\r\n", + "\r\n", + " added a line in readme\r\n", + "\r\n", + "\u001b[33mcommit 2e1265352da452320b67c3e5496ee1367f68663d\u001b[m\r\n", + "Author: Rahul Dave \r\n", + "Date: Tue Sep 1 21:19:31 2015 -0400\r\n", + "\r\n", + " Said hello to myself\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git log -3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Aha: one commit came from the `course` upstream, and one was a merge commit. In the case you had edited the README.md at the same time and comitted locally, you would have been asked to resolve the conflict in the merge (the second case above).\n", + "\n", + "Lets push these changes to the origin now" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On branch master\n", + "Your branch is up-to-date with 'origin/master'.\n", + "\n", + "nothing to commit, working directory clean\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "To git@github.com:rahuldave/Testing.git\n", + " 2e12653..a59261a master -> master\n" + ] + } + ], + "source": [ + "%%bash\n", + "cd /tmp/Testing\n", + "git push\n", + "git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can combine a fetch and a merge together by simply doing a git `pull`. This will fail if you and your collaborator have worked on the same file (since you will have to merge by hand), but is a great shortcut when the files worked on are different. I use it all the times on a personal level too, to shift work between two different machines, as long as I am not working on both at the same time. The usual use case is day work on a work computer, and then evening work at home on the laptop. Read the docs if you are interested." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Branching." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you might have seen by now, everything in git is a branch. We have branches on remote (upstream) repositories, copies of remote branches in our local repository, and branches on local repositories which (so far) track remote branches (or more precisely local copies of remote repositories)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* \u001b[32mmaster \u001b[m a59261a [\u001b[34morigin/master\u001b[m] Merge remote-tracking branch 'course/master'\r\n", + " \u001b[31mremotes/course/master\u001b[m 7ba94f7 added a line in readme\r\n", + " \u001b[31mremotes/origin/HEAD \u001b[m -> origin/master\r\n", + " \u001b[31mremotes/origin/master\u001b[m a59261a Merge remote-tracking branch 'course/master'\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git branch -avv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And all of these branches are nothing but commit-streams in disguise, as can be seen above. Its a very simple model which leads to a lot of interesting version control patterns.\n", + "\n", + "Since branches are so light-weight, the recommended way of working on software using git is to create a new branch for each new feature you add, test it out, and if good, merge it into master. Then you deploy the software from master. But we have been using branches under the hood. Lets now lift the hood.\n", + "\n", + "----\n", + "`branch`\n", + "\n", + "![branch](git_branch.png)\n", + "\n", + "Branches can also be created manually, and they are a useful way of organizing unfinished changes.\n", + "\n", + "The `branch` command has two forms. The first:\n", + "\n", + "`git branch`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "simply lists all of the branches in your local repository. If you run it without having created any branches, it will list only one, called `master`. This is the default branch. You have seen the use of `git branch -avv` to show all branches.\n", + "\n", + "The other form creates a branch with a given name:" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "$ git branch my-new-branch" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's important to note that the other branch is not *active*. If you make changes, they will still apply to the `master` branch, not `my-new-branch`. To change this, you need the next command." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----\n", + "`checkout`\n", + "\n", + "![checkout](git_checkout.png)\n", + "\n", + "Checkout switches the active branch. Since branches can have different changes, `checkout` may make the working directory look very different. For instance, if you have added new files to one branch, and then check another branch out, those files will no longer show up in the directory. They are still stored in the `.git` folder, but since they only exist in the other branch, they cannot be accessed until you check out the original branch." + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# Example\n", + "$ git checkout my-new-branch" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can combine creating a new branch and checking it out with the shortcut:" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# Example\n", + "$ git checkout -b my-new-branch" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ok so lets try this out on our repository...." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "!cd /tmp/Testing; git branch mybranch1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See what branches we have created..." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* \u001b[32mmaster\u001b[m\r\n", + " mybranch1\u001b[m\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git branch " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Jump onto the `mybranch1` branch..." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Switched to branch 'mybranch1'\r\n", + " master\u001b[m\r\n", + "* \u001b[32mmybranch1\u001b[m\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git checkout mybranch1; git branch" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that it is bootstrapped off the `master` branch and has the same files." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LICENSE README.md hello.md\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; ls" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Jump back to master...." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You could have created this branch using `git checkout -b mybranch1`. Lets see the status here." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On branch mybranch1\r\n", + "nothing to commit, working directory clean\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets add a new file...note that this file gets added on this branch only" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On branch mybranch1\r\n", + "Untracked files:\r\n", + " (use \"git add ...\" to include in what will be committed)\r\n", + "\r\n", + "\t\u001b[31mworld.md\u001b[m\r\n", + "\r\n", + "nothing added to commit but untracked files present (use \"git add\" to track)\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; echo '# Hello world' > world.md\n", + "!cd /tmp/Testing; git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We add the file to the index, and then commit the files to the local repository on the `mybranch` branch." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On branch mybranch1\r\n", + "Changes to be committed:\r\n", + " (use \"git reset HEAD ...\" to unstage)\r\n", + "\r\n", + "\t\u001b[32mnew file: world.md\u001b[m\r\n", + "\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git add .\n", + "!cd /tmp/Testing; git status\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[mybranch1 1ffe3d7] Added another test file to demonstrate git features\n", + " 1 file changed, 1 insertion(+)\n", + " create mode 100644 world.md\n", + "On branch mybranch1\n", + "nothing to commit, working directory clean\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git commit -m \"Added another test file to demonstrate git features\" -a\n", + "!cd /tmp/Testing;git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ok we have committed. Lets try to push!" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "fatal: The current branch mybranch1 has no upstream branch.\r\n", + "To push the current branch and set the remote as upstream, use\r\n", + "\r\n", + " git push --set-upstream origin mybranch1\r\n", + "\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git push" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Oops that failed. Why? git didnt know what to push to on origin, and didnt want to assume we wanted to call the branch `mybranch1` on the remote. We need to tell that to git explicitly, as it tells us to." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counting objects: 4, done.\n", + "Delta compression using up to 4 threads.\n", + "Compressing objects: 100% (2/2), done.\n", + "Writing objects: 100% (3/3), 308 bytes | 0 bytes/s, done.\n", + "Total 3 (delta 1), reused 1 (delta 0)\n", + "To git@github.com:rahuldave/Testing.git\n", + " * [new branch] mybranch1 -> mybranch1\n", + "Branch mybranch1 set up to track remote branch mybranch1 from origin.\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git push --set-upstream origin mybranch1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Aha, now we are set my with both a remote and a local for `mybranch1`" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " master \u001b[m a59261a [\u001b[34morigin/master\u001b[m] Merge remote-tracking branch 'course/master'\r\n", + "* \u001b[32mmybranch1 \u001b[m 1ffe3d7 [\u001b[34morigin/mybranch1\u001b[m] Added another test file to demonstrate git features\r\n", + " \u001b[31mremotes/course/master \u001b[m 7ba94f7 added a line in readme\r\n", + " \u001b[31mremotes/origin/HEAD \u001b[m -> origin/master\r\n", + " \u001b[31mremotes/origin/master \u001b[m a59261a Merge remote-tracking branch 'course/master'\r\n", + " \u001b[31mremotes/origin/mybranch1\u001b[m 1ffe3d7 Added another test file to demonstrate git features\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git branch -avv" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Switched to branch 'master'\r\n", + "Your branch is up-to-date with 'origin/master'.\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git checkout master" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Recovering from a mistake" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now suppose for a second that this `mybranch1` was created by someone else. We wanted to get it down using `fetch` and play. But we called `pull`, which did an automatic merge for us." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "From github.com:rahuldave/Testing\n", + " * branch mybranch1 -> FETCH_HEAD\n", + "Updating a59261a..1ffe3d7\n", + "Fast-forward\n", + " world.md | 1 \u001b[32m+\u001b[m\n", + " 1 file changed, 1 insertion(+)\n", + " create mode 100644 world.md\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git pull origin mybranch1" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On branch master\r\n", + "Your branch is ahead of 'origin/master' by 1 commit.\r\n", + " (use \"git push\" to publish your local commits)\r\n", + "\r\n", + "nothing to commit, working directory clean\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "oops, that was not what we wanted. We undo it using `git reset`, to go back to the state at the last commit." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HEAD is now at a59261a Merge remote-tracking branch 'course/master'\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git reset --hard origin/master" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On branch master\r\n", + "Your branch is up-to-date with 'origin/master'.\r\n", + "\r\n", + "nothing to commit, working directory clean\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Changing only one file" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The last git command I want to talk about, since it might come handy in the course, is the situation in which you dont want to merge an entire branch from the upstream, but just one file from it. There is a direct use case for it. Indeed, suppose I've made an error in this lab and want to correct it. So i fix it in the upstream. In the meanwhile you have edited some other files. You dont care to manually ignore my older copies of those files. So you want to fix just one file from this new branch. This is how you do it.\n", + "\n", + "First you fetch from the remote (i ought to be doing this with the course remote but just want to illustrate it here)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "!cd /tmp/Testing; git fetch origin" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* \u001b[32mmaster \u001b[m a59261a [\u001b[34morigin/master\u001b[m] Merge remote-tracking branch 'course/master'\r\n", + " mybranch1 \u001b[m 1ffe3d7 [\u001b[34morigin/mybranch1\u001b[m] Added another test file to demonstrate git features\r\n", + " \u001b[31mremotes/course/master \u001b[m 7ba94f7 added a line in readme\r\n", + " \u001b[31mremotes/origin/HEAD \u001b[m -> origin/master\r\n", + " \u001b[31mremotes/origin/master \u001b[m a59261a Merge remote-tracking branch 'course/master'\r\n", + " \u001b[31mremotes/origin/mybranch1\u001b[m 1ffe3d7 Added another test file to demonstrate git features\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git branch -avv" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "!cd /tmp/Testing; git checkout origin/mybranch1 -- world.md" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Why does the syntax have `origin/mybranch1`? Remember that multiple remotes may have the same branch...so you want to be specific. So we check out `origin`'s `mybranch1`, and only want `world.md`." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On branch master\r\n", + "Your branch is up-to-date with 'origin/master'.\r\n", + "\r\n", + "Changes to be committed:\r\n", + " (use \"git reset HEAD ...\" to unstage)\r\n", + "\r\n", + "\t\u001b[32mnew file: world.md\u001b[m\r\n", + "\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git status" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the file as automatically added to the index. We'll commit and push." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[master 79f0dba] want world in master\r\n", + " 1 file changed, 1 insertion(+)\r\n", + " create mode 100644 world.md\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git commit -m \"want world in master\" " + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "On branch master\r\n", + "Your branch is ahead of 'origin/master' by 1 commit.\r\n", + " (use \"git push\" to publish your local commits)\r\n", + "\r\n", + "nothing to commit, working directory clean\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git status" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counting objects: 1, done.\n", + "Writing objects: 100% (1/1), 192 bytes | 0 bytes/s, done.\n", + "Total 1 (delta 0), reused 0 (delta 0)\n", + "To git@github.com:rahuldave/Testing.git\n", + " a59261a..79f0dba master -> master\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; git push" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that in git versions > 2.0, which you must use, `git push` will pugh the current branch to its appropriate remote, all of which can be seen through `git branch -avv` or by looking at the `config` file." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[core]\r\n", + "\trepositoryformatversion = 0\r\n", + "\tfilemode = true\r\n", + "\tbare = false\r\n", + "\tlogallrefupdates = true\r\n", + "\tignorecase = true\r\n", + "\tprecomposeunicode = true\r\n", + "[remote \"origin\"]\r\n", + "\turl = git@github.com:rahuldave/Testing.git\r\n", + "\tfetch = +refs/heads/*:refs/remotes/origin/*\r\n", + "[branch \"master\"]\r\n", + "\tremote = origin\r\n", + "\tmerge = refs/heads/master\r\n", + "[remote \"course\"]\r\n", + "\turl = git@github.com:cs109/Testing.git\r\n", + "\tfetch = +refs/heads/*:refs/remotes/course/*\r\n", + "[branch \"mybranch1\"]\r\n", + "\tremote = origin\r\n", + "\tmerge = refs/heads/mybranch1\r\n" + ] + } + ], + "source": [ + "!cd /tmp/Testing; cat .git/config" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##The Homework git flow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![homework](cs109gitflow2.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The homeworks work by us creating repositories for each student of the signature `studentid-2015` on github. You will clone these. Initially you will find `master`, `hw0`, and `hw1` branches. You will checkout a homework branch and work on it, adding, comitting, pushing. Thats it. When its time for your next homework, we'll push, say, a `hw2` branch to your repositories `origin` remote on github. You will fetch this new branch, checkit out, and work on it. And rinse and repeat.\n", + "\n", + "DO NOT work on any files like `hw1_original.ipynb`. If there are any changes you will be able to incorporate them into the `hw1_original.ipynb` file from the `course` remote without clobbering your own work in `hw1.ipynb`.\n", + "\n", + "The `master` branch only contains instructions. You shouldnt be working on it.\n", + "\n", + "The homework repos are private, shared between you and the course staff. DO NOT share them or add any collaborators. That will violate the Honor Policy." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##The Lab git flow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Unlike homeworks, Labs are available publicly. \n", + "\n", + "![homework](cs109gitflow3.png)\n", + "\n", + "Here you will fork our repository, clone you fork, and work on your clone. Once again, DO NOT work on any files like `lab1_original.ipynb`. If there are any changes you will be able to incorporate them into the `lab1_original.ipynb` file from the `course` remote (the one you forked) without clobbering your own work in `lab1.ipynb`.\n", + "\n", + "Your fork will also be public." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a new repository" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Creating a repository can be done with git command line tools, or it can be done on github. On your github home, click on the 'Repositories' tab, then click the green 'New' button. You'll be brought to a page that asks for some basic project information.\n", + "\n", + "![new repo](github_new.png)\n", + "\n", + " - The repository name needs to be unique, but only amongst *your* github repositories. Despite what github suggests, try to pick something at least a little representative of your project.\n", + " \n", + " - The description field is just a short text field that will accompany your repository's name on the github website.\n", + "\n", + " - If you're creating a new repository, check the \"Initialize this repository with a README\" box. This is a little bit of a misnomer. If you don't do this, you won't be able to clone your repository at all. Instead, you'll have to manually create a new repository on your computer and upload that to github. Suffice to say, unless you've got an existing git repository that was hosted somewhere besides github, *always check this box*.\n", + "\n", + " - You're free to click the `.gitignore` or `license` buttons, too, but there's no requirement to do so. You can easily create either later. For our class I use a python `.gitignore` from the dropdown menu" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Github Pages" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In addition to hosting git repositories, github also provides web hosting for each user and project. Github provides [some documentation](https://pages.github.com/), but it's easier to create one than it is to figure out what to do with it next." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Automatically Generated Project Pages" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The easiest (and most limited) mechanism for creating a project page is to use the automatic page generator. Github's documentation does a fantastic job of guiding you through this, so I won't spend time on it. It's a 30-second process.\n", + "\n", + "To edit the page, you can checkout the newly created `gh-pages` branch in your project and edit the index.html file. A much easier way to edit the page is simply to go through the automatic page generator tool again. It might seem counterintuitive, but github saves the content that you added the first time around, so you can make small changes without too much trouble.\n", + "\n", + "In the end, automatically generated pages are a great replacement for a README.md file, but not much beyond that. You are limited to a single `index.html` file, and the templates are fixed. If you want a larger site or more customization options, you're better off doing something else." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Static Project Pages" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The next natural step is to use plain old static HTML. Regardless of how you create your site, github uses the `gh-pages` branch of your project to find your website files. One way to create this branch is to click on the \"branch\" button on your repository page:\n", + "\n", + "\n", + "\n", + "Alternately, if you've already clone your repository somewhere, you can do it on the command line:" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "$ git branch gh-pages\n", + "$ git checkout gh-pages" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When you push changes to this branch, they will immediately be reflected on the web at http://your-username.github.io/your-projectname.\n", + "\n", + "You can use any static HTML, handwritten or otherwise." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Git habits" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** * Commit early, commit often. * **\n", + "\n", + "Git is more effective when used at a fine granularity. For starters, you can't undo what you haven't committed, so committing lots of small changes makes it easier to find the right rollback point. Also, merging becomes a lot easier when you only have to deal with a handful of conflicts.\n", + "\n", + "** * Commit unrelated changes separately. * **\n", + "\n", + "Identifying the source of a bug or understanding the reason why a particular piece of code exists is much easier when commits focus on related changes. Some of this has to do with simplifying commit messages and making it easier to look through logs, but it has other related benefits: commits are smaller and simpler, and merge conflicts are confined to only the commits which actually have conflicting code.\n", + "\n", + "** * Do not commit binaries and other temporary files. * **\n", + "\n", + "Git is meant for tracking changes. In nearly all cases, the only meaningful difference between the contents of two binaries is that they are different. If you change source files, compile, and commit the resulting binary, git sees an entirely different file. The end result is that the git repository (which contains a complete history, remember) begins to become bloated with the history of many dissimilar binaries. Worse, there's often little advantage to keeping those files in the history. An argument can be made for periodically snapshotting working binaries, but things like object files, compiled python files, and editor auto-saves are basically wasted space.\n", + "\n", + "** * Ignore files which should not be committed * **\n", + "\n", + "Git comes with a built-in mechanism for ignoring certain types of files. Placing filenames or wildcards in a `.gitignore` file placed in the top-level directory (where the `.git` directory is also located) will cause git to ignore those files when checking file status. This is a good way to ensure you don't commit the wrong files accidentally, and it also makes the output of `git status` somewhat cleaner.\n", + "\n", + "** * Always make a branch for new changes * **\n", + "\n", + "While it's tempting to work on new code directly in the `master` branch, it's usually a good idea to create a new one instead, especially for team-based projects. The major advantage to this practice is that it keeps logically disparate change sets separate. This means that if two people are working on improvements in two different branches, when they merge, the actual workflow is reflected in the git history. Plus, explicitly creating branches adds some semantic meaning to your branch structure. Moreover, there is very little difference in how you use git.\n", + "\n", + "** * Write good commit messages * **\n", + "\n", + "I cannot understate the importance of this.\n", + "\n", + "** Seriously. Write good commit messages. **" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "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": "2.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/Lab1-pythonpandas.ipynb b/Lab1-pythonpandas.ipynb new file mode 100644 index 0000000..4d48574 --- /dev/null +++ b/Lab1-pythonpandas.ipynb @@ -0,0 +1,2946 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Lab 1. An Introduction to Pandas and Python" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# The %... is an iPython thing, and is not part of the Python language.\n", + "# In this case we're just telling the plotting library to draw things on\n", + "# the notebook, instead of on a separate window.\n", + "%matplotlib inline \n", + "#this line above prepares IPython notebook for working with matplotlib\n", + "\n", + "# See all the \"as ...\" contructs? They're just aliasing the package names.\n", + "# That way we can call methods like plt.plot() instead of matplotlib.pyplot.plot().\n", + "\n", + "import numpy as np # imports a fast numerical programming library\n", + "import scipy as sp #imports stats functions, amongst other things\n", + "import matplotlib as mpl # this actually imports matplotlib\n", + "import matplotlib.cm as cm #allows us easy access to colormaps\n", + "import matplotlib.pyplot as plt #sets up plotting under plt\n", + "import pandas as pd #lets us handle data as dataframes\n", + "#sets up pandas table display\n", + "pd.set_option('display.width', 500)\n", + "pd.set_option('display.max_columns', 100)\n", + "pd.set_option('display.notebook_repr_html', True)\n", + "import seaborn as sns #sets up styles and gives us more plotting options" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python depends on packages for most of its functionality; these can be either built-in (such as sys), or third-party (like all the packages below). Either way you need to import the packages you need before using them." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##The Notebook\n", + "\n", + "Look up http:/www.google.com Lets eat a burrito. $\\alpha = \\frac{\\beta}{\\gamma}$\n", + "\n", + "Longer:\n", + "\n", + "$$\\alpha = \\frac{\\beta}{\\gamma}$$\n", + "\n", + "1. an item\n", + "2. another item\n", + "3. i like items" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Pandas" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get Cheatsheet:\n", + "\n", + "from https://drive.google.com/folderview?id=0ByIrJAE4KMTtaGhRcXkxNHhmY2M&usp=sharing\n", + "\n", + "\n", + "We read in some data from a CSV file. CSV files can be output by any spreadsheet software, and are plain text, so make a great way to share data. This dataset is from Goodreads: i scraped the highest regarded (according to Goodread's proprietary algorithm) books on that site. Ypu'll see how to do such a scraping in the next lab." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ratingreview_countisbnbooktypeauthor_urlyeargenre_urlsdirrating_countname
04.401364550439023483good_reads:bookhttps://www.goodreads.com/author/show/153394.S...2008/genres/young-adult|/genres/science-fiction|/g...dir01/2767052-the-hunger-games.html2958974The Hunger Games (The Hunger Games, #1)
14.41166480439358078good_reads:bookhttps://www.goodreads.com/author/show/1077326....2003/genres/fantasy|/genres/young-adult|/genres/fi...dir01/2.Harry_Potter_and_the_Order_of_the_Phoe...1284478Harry Potter and the Order of the Phoenix (Har...
23.56857460316015849good_reads:bookhttps://www.goodreads.com/author/show/941441.S...2005/genres/young-adult|/genres/fantasy|/genres/ro...dir01/41865.Twilight.html2579564Twilight (Twilight, #1)
34.23479060061120081good_reads:bookhttps://www.goodreads.com/author/show/1825.Har...1960/genres/classics|/genres/fiction|/genres/histo...dir01/2657.To_Kill_a_Mockingbird.html2078123To Kill a Mockingbird
44.23347720679783261good_reads:bookhttps://www.goodreads.com/author/show/1265.Jan...1813/genres/classics|/genres/fiction|/genres/roman...dir01/1885.Pride_and_Prejudice.html1388992Pride and Prejudice
\n", + "
" + ], + "text/plain": [ + " rating review_count isbn booktype author_url year genre_urls dir rating_count name\n", + "0 4.40 136455 0439023483 good_reads:book https://www.goodreads.com/author/show/153394.S... 2008 /genres/young-adult|/genres/science-fiction|/g... dir01/2767052-the-hunger-games.html 2958974 The Hunger Games (The Hunger Games, #1)\n", + "1 4.41 16648 0439358078 good_reads:book https://www.goodreads.com/author/show/1077326.... 2003 /genres/fantasy|/genres/young-adult|/genres/fi... dir01/2.Harry_Potter_and_the_Order_of_the_Phoe... 1284478 Harry Potter and the Order of the Phoenix (Har...\n", + "2 3.56 85746 0316015849 good_reads:book https://www.goodreads.com/author/show/941441.S... 2005 /genres/young-adult|/genres/fantasy|/genres/ro... dir01/41865.Twilight.html 2579564 Twilight (Twilight, #1)\n", + "3 4.23 47906 0061120081 good_reads:book https://www.goodreads.com/author/show/1825.Har... 1960 /genres/classics|/genres/fiction|/genres/histo... dir01/2657.To_Kill_a_Mockingbird.html 2078123 To Kill a Mockingbird\n", + "4 4.23 34772 0679783261 good_reads:book https://www.goodreads.com/author/show/1265.Jan... 1813 /genres/classics|/genres/fiction|/genres/roman... dir01/1885.Pride_and_Prejudice.html 1388992 Pride and Prejudice" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df=pd.read_csv(\"all.csv\", header=None,\n", + " names=[\"rating\", 'review_count', 'isbn', 'booktype','author_url', 'year', 'genre_urls', 'dir','rating_count', 'name'],\n", + ")\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice we have a table! A spreadsheet! And it indexed the rows. Pandas (borrowing from R) calls it a DataFrame. Lets see the types of the columns...\n", + "\n", + "`df`, in python parlance, is an **instance** of the `pd.DataFrame` class, created by calling the `pd.read_csv` function, which cllas the DataFrame constructor inside of it. If you dont understand this sentence, dont worry, it will become clearer later. What you need to take away is that `df` is a dataframe object, and it has **methods**, or functions belonging to it, which allow it to do things. For example `df.head()` is a method that shows the first 5 rows of the dataframe.\n", + "\n", + "![](files/pandastruct.png)\n", + "\n", + "###The basics" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "rating float64\n", + "review_count object\n", + "isbn object\n", + "booktype object\n", + "author_url object\n", + "year float64\n", + "genre_urls object\n", + "dir object\n", + "rating_count object\n", + "name object\n", + "dtype: object" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The shape of the object is:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(6000, 10)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "6000 rows times 10 columns. A spredsheet is a table is a matrix. How can we access members of this **tuple** (brackets like so:() )" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(6000, 10)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape[0], df.shape[1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These are the column names." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index([u'rating', u'review_count', u'isbn', u'booktype', u'author_url', u'year', u'genre_urls', u'dir', u'rating_count', u'name'], dtype='object')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As the diagram above shows, pandas considers a table (dataframe) as a pasting of many \"series\" together, horizontally." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(pandas.core.series.Series, pandas.core.frame.DataFrame)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(df.rating), type(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Querying\n", + "\n", + "A spreadsheet is useless if you cant dice/sort/etc it. Here we look for all books with a rating less than 3. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 False\n", + "4 False\n", + "5 False\n", + "6 False\n", + "7 False\n", + "8 False\n", + "9 False\n", + "10 False\n", + "11 False\n", + "12 False\n", + "13 False\n", + "14 False\n", + "15 False\n", + "16 False\n", + "17 False\n", + "18 False\n", + "19 False\n", + "20 False\n", + "21 False\n", + "22 False\n", + "23 False\n", + "24 False\n", + "25 False\n", + "26 False\n", + "27 False\n", + "28 False\n", + "29 False\n", + " ... \n", + "5970 False\n", + "5971 False\n", + "5972 False\n", + "5973 False\n", + "5974 False\n", + "5975 False\n", + "5976 False\n", + "5977 False\n", + "5978 False\n", + "5979 True\n", + "5980 False\n", + "5981 False\n", + "5982 False\n", + "5983 False\n", + "5984 False\n", + "5985 False\n", + "5986 False\n", + "5987 False\n", + "5988 False\n", + "5989 False\n", + "5990 False\n", + "5991 False\n", + "5992 False\n", + "5993 False\n", + "5994 False\n", + "5995 False\n", + "5996 False\n", + "5997 False\n", + "5998 False\n", + "5999 False\n", + "Name: rating, dtype: bool" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.rating < 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This gives us `True`s and `False`s. Such a series is called a mask. If we count the number of `True`s, and divide by the total, we'll get the fraction of ratings $\\lt$ 3. To do this numerically see this:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sum(df.rating < 3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Why did that work?" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 0\n" + ] + } + ], + "source": [ + "print 1*True, 1*False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So we ought to be able to do this" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sum(df.rating < 3)/df.shape[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But we get a 0? Why? In Python 2.x division is **integer division** by default. So one can fix by converting the `df.shape[0]` to a float" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.00066666666666666664" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sum(df.rating < 3)/float(df.shape[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that you could just find the average since the `True`s map to 1s." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.00066666666666666664" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.mean(df.rating < 3.0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Or directly, in Pandas, which works since `df.rating < 3` is a pandas Series." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.00066666666666666664" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(df.rating < 3).mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Filtering\n", + "\n", + "Here are two ways to get a filtered dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ratingreview_countisbnbooktypeauthor_urlyeargenre_urlsdirrating_countname
174.5813140345538374good_reads:bookhttps://www.goodreads.com/author/show/656983.J...1973/genres/fantasy|/genres/classics|/genres/scien...dir01/30.J_R_R_Tolkien_4_Book_Boxed_Set.html68495J.R.R. Tolkien 4-Book Boxed Set
1624.5515777075640407Xgood_reads:bookhttps://www.goodreads.com/author/show/108424.P...2007/genres/fantasy|/genres/fictiondir02/186074.The_Name_of_the_Wind.html210018The Name of the Wind (The Kingkiller Chronicle...
2224.5315256055357342Xgood_reads:bookhttps://www.goodreads.com/author/show/346732.G...2000/genres/fantasy|/genres/fiction|/genres/fantas...dir03/62291.A_Storm_of_Swords.html327992A Storm of Swords (A Song of Ice and Fire, #3)
2424.5354040545265355good_reads:bookhttps://www.goodreads.com/author/show/153394.S...2010/genres/young-adult|/genres/fiction|/genres/fa...dir03/7938275-the-hunger-games-trilogy-boxset....102330The Hunger Games Trilogy Boxset (The Hunger Ga...
2494.806440740748475good_reads:bookhttps://www.goodreads.com/author/show/13778.Bi...2005/genres/sequential-art|/genres/comics|/genres/...dir03/24812.The_Complete_Calvin_and_Hobbes.html22674The Complete Calvin and Hobbes
2844.58151951406321346good_reads:bookhttps://www.goodreads.com/author/show/150038.C...2013/genres/fantasy|/genres/young-adult|/genres/fa...dir03/18335634-clockwork-princess.html130161Clockwork Princess (The Infernal Devices, #3)
3044.545720140259449good_reads:bookhttps://www.goodreads.com/author/show/1265.Jan...1933/genres/classics|/genres/fiction|/genres/roman...dir04/14905.The_Complete_Novels.html17539The Complete Novels
3864.5588200756404738good_reads:bookhttps://www.goodreads.com/author/show/108424.P...2011/genres/fantasy|/genres/fantasy|/genres/epic-f...dir04/1215032.The_Wise_Man_s_Fear.html142499The Wise Man's Fear (The Kingkiller Chronicle,...
4004.5392921423140605good_reads:bookhttps://www.goodreads.com/author/show/15872.Ri...2012/genres/fantasy|/genres/young-adult|/genres/fa...dir05/12127750-the-mark-of-athena.html128412The Mark of Athena (The Heroes of Olympus, #3)
4754.578241416997857good_reads:bookhttps://www.goodreads.com/author/show/150038.C...2009/genres/fantasy|/genres/young-adult|/genres/fa...dir05/6485421-the-mortal-instruments-boxed-set...39720The Mortal Instruments Boxed Set (The Mortal I...
4834.5926220312362153good_reads:bookhttps://www.goodreads.com/author/show/4430.She...2008/genres/romance|/genres/paranormal-romance|/ge...dir05/2299110.Acheron.html35028Acheron (Dark-Hunter, #8)
5544.5448090385341679good_reads:bookhttps://www.goodreads.com/author/show/48206.Ka...2011/genres/fantasy|/genres/urban-fantasy|/genres/...dir06/7304203-shadowfever.html52812Shadowfever (Fever, #5)
5774.6057320765326353good_reads:bookhttps://www.goodreads.com/author/show/38550.Br...2010/genres/science-fiction-fantasy|/genres/fantas...dir06/7235533-the-way-of-kings.html76551The Way of Kings (The Stormlight Archive, #1)
6204.5477671423146727good_reads:bookhttps://www.goodreads.com/author/show/15872.Ri...2013/genres/fantasy|/genres/young-adult|/genres/fa...dir07/12127810-the-house-of-hades.html72082The House of Hades (The Heroes of Olympus, #4)
8404.574311423113497good_reads:bookhttps://www.goodreads.com/author/show/15872.Ri...2008/genres/fantasy|/genres/young-adult|/genres/fa...dir09/3165162-percy-jackson-and-the-olympians-...22937Percy Jackson and the Olympians Boxed Set (Per...
8834.585580140286802good_reads:bookhttps://www.goodreads.com/author/show/500.Jorg...1998/genres/short-stories|/genres/literature|/genr...dir09/17961.Collected_Fictions.html12596Collected Fictions
9114.85261491732954good_reads:bookhttps://www.goodreads.com/author/show/8189303....2014/genres/fictiondir10/22242097-honor-and-polygamy.html97Honor and Polygamy
9354.641481595142711good_reads:bookhttps://www.goodreads.com/author/show/137902.R...2009/genres/paranormal|/genres/vampires|/genres/yo...dir10/6339989-vampire-academy-collection.html21743Vampire Academy Collection (Vampire Academy, #...
9384.51110111481426303good_reads:bookhttps://www.goodreads.com/author/show/150038.C...2014/genres/fantasy|/genres/young-adult|/genres/fa...dir10/8755785-city-of-heavenly-fire.html69924City of Heavenly Fire (The Mortal Instruments,...
9534.56271477276068good_reads:bookhttps://www.goodreads.com/author/show/6621980....2012NaNdir10/16243767-crossing-the-seas.html90Crossing the Seas
9584.57381990545010225good_reads:bookhttps://www.goodreads.com/author/show/1077326....2007/genres/fantasy|/genres/young-adult|/genres/fa...dir10/136251.Harry_Potter_and_the_Deathly_Hall...1245866Harry Potter and the Deathly Hallows (Harry Po...
10334.5613040007119550good_reads:bookhttps://www.goodreads.com/author/show/346732.G...2000/genres/fiction|/genres/fantasy|/genres/epic-f...dir11/147915.A_Storm_of_Swords.html41161A Storm of Swords (A Song of Ice and Fire, #3-2)
11094.7023NaNgood_reads:bookhttps://www.goodreads.com/author/show/7488658....2013/genres/romancedir12/19181419-a-bird-without-wings.html56A Bird Without Wings
11274.526440141183047good_reads:bookhttps://www.goodreads.com/author/show/7816.Fer...1982/genres/poetry|/genres/fiction|/genres/philoso...dir12/45974.The_Book_of_Disquiet.html7463The Book of Disquiet
11514.64841491877928good_reads:bookhttps://www.goodreads.com/author/show/7271860....2013/genres/war|/genres/historical-fiction|/genres...dir12/18501652-the-guardian-of-secrets-and-her...167The Guardian of Secrets and Her Deathly Pact
11864.5148531619630621good_reads:bookhttps://www.goodreads.com/author/show/3433047....2013/genres/fantasy|/genres/young-adult|/genres/ro...dir12/17167166-crown-of-midnight.html34142Crown of Midnight (Throne of Glass, #2)
12024.5912600310902711good_reads:bookhttps://www.goodreads.com/author/show/5158478....1972/genres/religion|/genres/christian|/genres/non...dir13/280111.Holy_Bible.html25584Holy Bible
12604.6019430842377506good_reads:bookhttps://www.goodreads.com/author/show/6492.Fra...1993/genres/christian-fiction|/genres/historical-f...dir13/95617.A_Voice_in_the_Wind.html37923A Voice in the Wind (Mark of the Lion, #1)
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53674.071330872206335good_reads:bookhttps://www.goodreads.com/author/show/879.Plato-360/genres/philosophy|/genres/classics|/genres/no...dir54/30292.Five_Dialogues.html9964Five Dialogues
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" + ], + "text/plain": [ + " rating review_count isbn booktype author_url year genre_urls dir rating_count name\n", + "246 4.01 365 0147712556 good_reads:book https://www.goodreads.com/author/show/903.Homer -800 /genres/classics|/genres/fantasy|/genres/mytho... dir03/1375.The_Iliad_The_Odyssey.html 35123 The Iliad/The Odyssey\n", + "746 4.06 1087 0140449183 good_reads:book https://www.goodreads.com/author/show/5158478.... -500 /genres/classics|/genres/spirituality|/genres/... dir08/99944.The_Bhagavad_Gita.html 31634 The Bhagavad Gita\n", + "1397 4.03 890 0192840509 good_reads:book https://www.goodreads.com/author/show/12452.Aesop -560 /genres/classics|/genres/childrens|/genres/lit... dir14/21348.Aesop_s_Fables.html 71259 Aesop's Fables\n", + "1882 4.02 377 0872205541 good_reads:book https://www.goodreads.com/author/show/879.Plato -400 /genres/philosophy|/genres/classics|/genres/no... dir19/22632.The_Trial_and_Death_of_Socrates.html 18712 The Trial and Death of Socrates\n", + "3133 4.30 131 0872203492 good_reads:book https://www.goodreads.com/author/show/879.Plato -400 /genres/philosophy|/genres/classics|/genres/no... dir32/9462.Complete_Works.html 7454 Complete Works\n", + "4475 4.11 281 0865163480 good_reads:book https://www.goodreads.com/author/show/879.Plato -390 /genres/philosophy|/genres/classics|/genres/no... dir45/73945.Apology.html 11478 Apology\n", + "5367 4.07 133 0872206335 good_reads:book https://www.goodreads.com/author/show/879.Plato -360 /genres/philosophy|/genres/classics|/genres/no... dir54/30292.Five_Dialogues.html 9964 Five Dialogues" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[(df.year < 0) & (df.rating > 4)]#there were none greater than 4.5!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Cleaning" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We first check the datatypes. Notice that `review_count`, `rating_count` are of type `object` (which means they are either strings or Pandas couldnt figure what they are), while `year` is a float." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "rating float64\n", + "review_count object\n", + "isbn object\n", + "booktype object\n", + "author_url object\n", + "year float64\n", + "genre_urls object\n", + "dir object\n", + "rating_count object\n", + "name object\n", + "dtype: object" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Suppose we try and fix this" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "ValueError", + "evalue": "invalid literal for long() with base 10: 'None'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'rating_count'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrating_count\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'review_count'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreview_count\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'year'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0myear\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m//anaconda/lib/python2.7/site-packages/pandas/core/generic.pyc\u001b[0m in \u001b[0;36mastype\u001b[0;34m(self, dtype, copy, raise_on_error, **kwargs)\u001b[0m\n\u001b[1;32m 2409\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2410\u001b[0m mgr = self._data.astype(\n\u001b[0;32m-> 2411\u001b[0;31m dtype=dtype, copy=copy, raise_on_error=raise_on_error, **kwargs)\n\u001b[0m\u001b[1;32m 2412\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_constructor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmgr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__finalize__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2413\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m//anaconda/lib/python2.7/site-packages/pandas/core/internals.pyc\u001b[0m in \u001b[0;36mastype\u001b[0;34m(self, dtype, **kwargs)\u001b[0m\n\u001b[1;32m 2502\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2503\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2504\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'astype'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2505\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2506\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m//anaconda/lib/python2.7/site-packages/pandas/core/internals.pyc\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, f, axes, filter, do_integrity_check, **kwargs)\u001b[0m\n\u001b[1;32m 2457\u001b[0m copy=align_copy)\n\u001b[1;32m 2458\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2459\u001b[0;31m \u001b[0mapplied\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2460\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2461\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mapplied\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m//anaconda/lib/python2.7/site-packages/pandas/core/internals.pyc\u001b[0m in \u001b[0;36mastype\u001b[0;34m(self, dtype, copy, raise_on_error, values, **kwargs)\u001b[0m\n\u001b[1;32m 371\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mraise_on_error\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 372\u001b[0m return self._astype(dtype, copy=copy, raise_on_error=raise_on_error,\n\u001b[0;32m--> 373\u001b[0;31m values=values, **kwargs)\n\u001b[0m\u001b[1;32m 374\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 375\u001b[0m def _astype(self, dtype, copy=False, raise_on_error=True, values=None,\n", + "\u001b[0;32m//anaconda/lib/python2.7/site-packages/pandas/core/internals.pyc\u001b[0m in \u001b[0;36m_astype\u001b[0;34m(self, dtype, copy, raise_on_error, values, klass, **kwargs)\u001b[0m\n\u001b[1;32m 401\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mvalues\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 402\u001b[0m \u001b[0;31m# _astype_nansafe works fine with 1-d only\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 403\u001b[0;31m \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_astype_nansafe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 404\u001b[0m \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 405\u001b[0m newb = make_block(values,\n", + "\u001b[0;32m//anaconda/lib/python2.7/site-packages/pandas/core/common.pyc\u001b[0m in \u001b[0;36m_astype_nansafe\u001b[0;34m(arr, dtype, copy)\u001b[0m\n\u001b[1;32m 2729\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobject_\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0missubdtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteger\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2730\u001b[0m \u001b[0;31m# work around NumPy brokenness, #1987\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2731\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype_intsafe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2732\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2733\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32mpandas/lib.pyx\u001b[0m in \u001b[0;36mpandas.lib.astype_intsafe (pandas/lib.c:14844)\u001b[0;34m()\u001b[0m\n", + "\u001b[0;32mpandas/src/util.pxd\u001b[0m in \u001b[0;36mutil.set_value_at (pandas/lib.c:63086)\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: invalid literal for long() with base 10: 'None'" + ] + } + ], + "source": [ + "df['rating_count']=df.rating_count.astype(int)\n", + "df['review_count']=df.review_count.astype(int)\n", + "df['year']=df.year.astype(int)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Oppos we got an error. Something is not right. Its trying to convert some python datatype: `None` into an int. This usually means data was missing. Was it?" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ratingreview_countisbnbooktypeauthor_urlyeargenre_urlsdirrating_countname
24424.23526good_reads:bookhttps://www.goodreads.com/author/show/623606.A...NaN/genres/religion|/genres/islam|/genres/non-fic...dir25/1301625.La_Tahzan.html4134La Tahzan
28694.612good_reads:bookhttps://www.goodreads.com/author/show/8182217....NaNdir29/22031070-my-death-experiences---a-preach...23My Death Experiences - A Preacher’s 18 Apoca...
3643NaNNoneNoneNoneNoneNaNdir37/9658936-harry-potter.htmlNoneNone
5282NaNNoneNoneNoneNoneNaNdir53/113138.The_Winner.htmlNoneNone
55723.71358423336603good_reads:bookhttps://www.goodreads.com/author/show/285658.E...NaN/genres/fictiondir56/890680._rase_una_vez_el_amor_pero_tuve_q...403Érase una vez el amor pero tuve que matarlo. ...
56584.3244good_reads:bookhttps://www.goodreads.com/author/show/25307.Ro...NaN/genres/fantasy|/genres/fantasy|/genres/epic-f...dir57/5533041-assassin-s-apprentice-royal-assa...3850Assassin's Apprentice / Royal Assassin (Farsee...
56834.56204good_reads:bookhttps://www.goodreads.com/author/show/3097905....NaN/genres/fantasy|/genres/young-adult|/genres/ro...dir57/12474623-tiger-s-dream.html895Tiger's Dream (The Tiger Saga, #5)
\n", + "
" + ], + "text/plain": [ + " rating review_count isbn booktype author_url year genre_urls dir rating_count name\n", + "2442 4.23 526 good_reads:book https://www.goodreads.com/author/show/623606.A... NaN /genres/religion|/genres/islam|/genres/non-fic... dir25/1301625.La_Tahzan.html 4134 La Tahzan\n", + "2869 4.61 2 good_reads:book https://www.goodreads.com/author/show/8182217.... NaN dir29/22031070-my-death-experiences---a-preach... 23 My Death Experiences - A Preacher’s 18 Apoca...\n", + "3643 NaN None None None None NaN dir37/9658936-harry-potter.html None None\n", + "5282 NaN None None None None NaN dir53/113138.The_Winner.html None None\n", + "5572 3.71 35 8423336603 good_reads:book https://www.goodreads.com/author/show/285658.E... NaN /genres/fiction dir56/890680._rase_una_vez_el_amor_pero_tuve_q... 403 Érase una vez el amor pero tuve que matarlo. ...\n", + "5658 4.32 44 good_reads:book https://www.goodreads.com/author/show/25307.Ro... NaN /genres/fantasy|/genres/fantasy|/genres/epic-f... dir57/5533041-assassin-s-apprentice-royal-assa... 3850 Assassin's Apprentice / Royal Assassin (Farsee...\n", + "5683 4.56 204 good_reads:book https://www.goodreads.com/author/show/3097905.... NaN /genres/fantasy|/genres/young-adult|/genres/ro... dir57/12474623-tiger-s-dream.html 895 Tiger's Dream (The Tiger Saga, #5)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.year.isnull()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Aha, we had some incomplete data. Lets get rid of it" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(5993, 10)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = df[df.year.notnull()]\n", + "df.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We removed those 7 rows. Lets try the type conversion again" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df['rating_count']=df.rating_count.astype(int)\n", + "df['review_count']=df.review_count.astype(int)\n", + "df['year']=df.year.astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "rating float64\n", + "review_count int64\n", + "isbn object\n", + "booktype object\n", + "author_url object\n", + "year int64\n", + "genre_urls object\n", + "dir object\n", + "rating_count int64\n", + "name object\n", + "dtype: object" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Much cleaner now!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Visualizing\n", + "\n", + "Pandas has handy built in visualization." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.rating.hist();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can do this in more detail, plotting against a mean, with cutom binsize or number of bins. Note how to label axes and create legends." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.04220073358 4.04220073358 4.05\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_context(\"notebook\")\n", + "meanrat=df.rating.mean()\n", + "#you can get means and medians in different ways\n", + "print meanrat, np.mean(df.rating), df.rating.median()\n", + "with sns.axes_style(\"whitegrid\"):\n", + " df.rating.hist(bins=30, alpha=0.4);\n", + " plt.axvline(meanrat, 0, 0.75, color='r', label='Mean')\n", + " plt.xlabel(\"average rating of book\")\n", + " plt.ylabel(\"Counts\")\n", + " plt.title(\"Ratings Histogram\")\n", + " plt.legend()\n", + " #sns.despine()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One can see the sparseness of review counts. This will be important when we learn about recommendations: we'll have to *regularize* our models to deal with it." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.review_count.hist(bins=np.arange(0, 40000, 400))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The structure may be easier to see if we rescale the x-axis to be logarithmic." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.review_count.hist(bins=100)\n", + "plt.xscale(\"log\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we make a scatterplot in matplotlib of rating against year. By setting the alpha transparency low we can how the density of highly rated books on goodreads has changed." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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bf5ttcx4O4TA5vhPZyYkkCfHXQdZ68+dgMHAZjnZ7OvPX/LxKikkMQL0uf7dZ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df.year, df.rating, lw=0, alpha=.08)\n", + "plt.xlim([1900,2010])\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Rating\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Pythons and ducks\n", + "\n", + "Notice that we used the series in the x-list and y-list slots in the `scatter` function in the `plt` module.\n", + "\n", + "In working with python I always remember: a python is a duck.\n", + "\n", + "What I mean is, python has a certain way of doing things. For example lets call one of these ways listiness. Listiness works on lists, dictionaries, files, and a general notion of something called an iterator.\n", + "\n", + "A Pandas series plays like a python list:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "alist=[1,2,3,4,5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can construct another list by using the syntax below, also called a list comprehension." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[1, 4, 9, 16, 25]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "asquaredlist=[i*i for i in alist]\n", + "asquaredlist" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And then we can again make a scatterplot" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(alist, asquaredlist);" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "print type(alist)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In other words, something is a duck if it quacks like a duck. A Pandas series quacks like a python list. They both support something called the iterator protocol, an notion of behaving in a \"listy\" way. And Python functions like `plt.scatter` will accept anything that behaves listy. Indeed here's one more example:" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(df.rating_count.values, bins=100, alpha=0.5);" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " \n" + ] + } + ], + "source": [ + "print type(df.rating_count), type(df.rating_count.values)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Series and numpy lists behave similarly as well.\n", + "\n", + "\n", + "### Vectorization\n", + "\n", + "Numpy arrays are a bit different from regular python lists, and are the bread and butter of data science. Pandas Series are built atop them. " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[1, 2, 3, 4, 5, 1, 2, 3, 4, 5]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "alist + alist" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 2, 3, 4, 5])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.array(alist)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 2, 4, 6, 8, 10])" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.array(alist)+np.array(alist)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 4, 9, 16, 25])" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.array(alist)**2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In other words, operations on numpy arrays, and by extension, Pandas Series, are **vectorized**. You can add two numpy lists by just using `+` whereas the result isnt what you might expect for regular python lists. To add regular python lists elementwise, you will need to use a loop:" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[2, 4, 6, 8, 10]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "newlist=[]\n", + "for item in alist:\n", + " newlist.append(item+item)\n", + "newlist" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Vectorization** is a powerful idiom, and we will use it a lot in this class. And, for almost all data intensive computing, we will use numpy arrays rather than python lists, as the python numerical stack is based on it. \n", + "\n", + "You have seen this in idea in spreadsheets where you add an entire column to another one.\n", + "\n", + "Two final examples" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "[ 1 4 9 16 25]\n" + ] + } + ], + "source": [ + "a=np.array([1,2,3,4,5])\n", + "print type(a)\n", + "b=np.array([1,2,3,4,5])\n", + "\n", + "print a*b" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 3, 4, 5, 6])" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a+1" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + 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Love... Kumbh... +4.48,16342,0439785960,good_reads:book,https://www.goodreads.com/author/show/1077326.J_K_Rowling,2005,/genres/fantasy|/genres/young-adult|/genres/fiction|/genres/fantasy|/genres/magic|/genres/childrens|/genres/adventure|/genres/science-fiction-fantasy,dir17/1.Harry_Potter_and_the_Half_Blood_Prince.html,1203747,"Harry Potter and the Half-Blood Prince (Harry Potter, #6)" +3.85,1425,0440235596,good_reads:book,https://www.goodreads.com/author/show/3532.Maeve_Binchy,1998,/genres/fiction|/genres/womens-fiction|/genres/chick-lit|/genres/romance|/genres/cultural|/genres/ireland|/genres/book-club|/genres/contemporary|/genres/european-literature|/genres/irish-literature|/genres/adult-fiction|/genres/novels|/genres/adult,dir17/5196.Tara_Road.html,46152,Tara Road 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Fistful of Charms (The Hollows, #4)" +4.00,6178,0765328658,good_reads:book,https://www.goodreads.com/author/show/4086715.Kendare_Blake,2011,/genres/young-adult|/genres/fantasy|/genres/paranormal|/genres/horror|/genres/paranormal|/genres/ghosts|/genres/fantasy|/genres/romance|/genres/fantasy|/genres/supernatural|/genres/fantasy|/genres/urban-fantasy|/genres/fiction,dir20/9378297-anna-dressed-in-blood.html,47759,"Anna Dressed in Blood (Anna, #1)" +4.11,409,0060007761,good_reads:book,https://www.goodreads.com/author/show/10420.Aleksandr_Solzhenitsyn,1973,/genres/history|/genres/non-fiction|/genres/classics|/genres/cultural|/genres/russia|/genres/biography|/genres/politics|/genres/literature|/genres/russian-literature|/genres/literature|/genres/autobiography|/genres/memoir|/genres/literature|/genres/20th-century,dir20/70561.The_Gulag_Archipelago_1918_1956.html,9396,The Gulag Archipelago 1918-1956 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Claudius/Claudius the God" +4.34,3,,good_reads:book,https://www.goodreads.com/author/show/4859966.Angelo_Tsanatelis,2011,/genres/fantasy|/genres/dark-fantasy,dir22/11447962-the-rootless.html,29,The Rootless +4.13,674,0553819879,good_reads:book,https://www.goodreads.com/author/show/137902.Richelle_Mead,2008,/genres/fantasy|/genres/urban-fantasy|/genres/fantasy|/genres/fantasy|/genres/paranormal|/genres/romance|/genres/paranormal-romance|/genres/fairies|/genres/fae|/genres/romance|/genres/adult|/genres/fantasy|/genres/magic|/genres/fantasy|/genres/supernatural|/genres/paranormal|/genres/fairies,dir22/5996209-thorn-queen.html,14613,"Thorn Queen (Dark Swan, #2)" 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Gods, #1)" +4.21,2293,1416995552,good_reads:book,https://www.goodreads.com/author/show/151371.Jenny_Han,2010,/genres/young-adult|/genres/romance|/genres/contemporary|/genres/womens-fiction|/genres/chick-lit|/genres/realistic-fiction|/genres/young-adult|/genres/teen|/genres/fiction|/genres/young-adult|/genres/young-adult-contemporary|/genres/love|/genres/young-adult|/genres/young-adult-romance,dir33/6584188-it-s-not-summer-without-you.html,51610,"It's Not Summer Without You (Summer, #2)" +4.05,7617,0393324826,good_reads:book,https://www.goodreads.com/author/show/7956.Mary_Roach,2003,/genres/non-fiction|/genres/science|/genres/humor|/genres/medical|/genres/book-club|/genres/death|/genres/history|/genres/health|/genres/medicine|/genres/adult|/genres/humor|/genres/funny,dir33/32145.Stiff.html,82059,Stiff 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Quartet, #1)" +3.80,177,1841953199,good_reads:book,https://www.goodreads.com/author/show/13792.Howard_Marks,1996,/genres/biography|/genres/non-fiction|/genres/biography|/genres/autobiography|/genres/mystery|/genres/crime|/genres/crime|/genres/true-crime|/genres/autobiography|/genres/memoir|/genres/biography-memoir|/genres/writing|/genres/journalism|/genres/contemporary|/genres/literary-fiction,dir37/230543.Mr_Nice.html,3757,Mr. Nice +3.64,2568,033039780X,good_reads:book,https://www.goodreads.com/author/show/12942.Judy_Blume,1975,/genres/young-adult|/genres/romance|/genres/fiction|/genres/young-adult|/genres/teen|/genres/womens-fiction|/genres/chick-lit|/genres/contemporary|/genres/realistic-fiction|/genres/young-adult|/genres/coming-of-age|/genres/literature|/genres/banned-books|/genres/classics,dir37/37743.Forever.html,36722,Forever 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الشك إلى الإيمان +4.32,534,0525422439,good_reads:book,https://www.goodreads.com/author/show/293603.Heather_Brewer,2010,/genres/paranormal|/genres/vampires|/genres/young-adult|/genres/fantasy|/genres/fantasy|/genres/paranormal|/genres/fantasy|/genres/supernatural|/genres/fiction|/genres/fantasy|/genres/urban-fantasy|/genres/horror|/genres/young-adult|/genres/teen|/genres/romance,dir43/6681333-eleventh-grade-burns.html,11886,"Eleventh Grade Burns (The Chronicles of Vladimir Tod, #4)" +4.16,547,1416978976,good_reads:book,https://www.goodreads.com/author/show/1290625.Jessica_Verday,2011,/genres/young-adult|/genres/paranormal|/genres/ghosts|/genres/fantasy|/genres/paranormal|/genres/romance|/genres/fantasy|/genres/fantasy|/genres/supernatural|/genres/romance|/genres/paranormal-romance|/genres/mystery|/genres/young-adult|/genres/teen|/genres/young-adult|/genres/young-adult-paranormal,dir43/9918128-the-hidden.html,6227,"The Hidden (The Hollow, #3)" 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+4.15,2745,0770436420,good_reads:book,https://www.goodreads.com/author/show/5989255.Anthony_Marra,2013,/genres/fiction|/genres/historical-fiction|/genres/book-club|/genres/war|/genres/cultural|/genres/russia|/genres/literary-fiction|/genres/literature|/genres/adult-fiction|/genres/contemporary|/genres/adult,dir43/18428067-a-constellation-of-vital-phenomena.html,13935,A Constellation of Vital Phenomena +4.05,601,0061869740,good_reads:book,https://www.goodreads.com/author/show/93970.Sara_Shepard,2012,/genres/young-adult|/genres/mystery|/genres/romance|/genres/womens-fiction|/genres/chick-lit|/genres/contemporary|/genres/fiction,dir43/9266794-two-truths-and-a-lie.html,8608,"Two Truths and a Lie (The Lying Game, #3)" 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Physical Transaction +4.14,4335,0385743564,good_reads:book,https://www.goodreads.com/author/show/38550.Brandon_Sanderson,2013,/genres/science-fiction|/genres/young-adult|/genres/science-fiction|/genres/dystopia|/genres/fiction|/genres/fantasy|/genres/urban-fantasy|/genres/comics|/genres/superheroes|/genres/fantasy|/genres/apocalyptic|/genres/post-apocalyptic|/genres/science-fiction-fantasy|/genres/fantasy|/genres/paranormal,dir57/17182126-steelheart.html,36773,"Steelheart (Reckoners, #1)" +4.34,63,0764207814,good_reads:book,https://www.goodreads.com/author/show/3145809.Anne_Elisabeth_Stengl,2012,/genres/fantasy|/genres/christian-fiction|/genres/young-adult|/genres/christian|/genres/fantasy|/genres/dragons|/genres/romance|/genres/fantasy|/genres/fairy-tales|/genres/fiction|/genres/young-adult|/genres/young-adult-fantasy|/genres/science-fiction-fantasy,dir57/11756117-moonblood.html,366,"Moonblood (Tales of Goldstone Wood, #3)" 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+4.23,137,1582430438,good_reads:book,https://www.goodreads.com/author/show/8567.Wendell_Berry,1974,/genres/fiction|/genres/novels|/genres/literature|/genres/book-club|/genres/american|/genres/southern|/genres/environment|/genres/nature|/genres/classics|/genres/american|/genres/american-novels,dir60/227274.The_Memory_of_Old_Jack.html,1085,The Memory of Old Jack +4.02,531,0575085150,good_reads:book,https://www.goodreads.com/author/show/81096.Chris_Wooding,2009,/genres/science-fiction|/genres/steampunk|/genres/fantasy|/genres/science-fiction|/genres/adventure|/genres/fiction|/genres/adventure|/genres/pirates|/genres/science-fiction-fantasy|/genres/adult|/genres/fantasy|/genres/urban-fantasy|/genres/action,dir60/6285903-retribution-falls.html,3878,"Retribution Falls (Tales of the Ketty Jay, #1)" +3.61,109,1401360106,good_reads:book,https://www.goodreads.com/author/show/183537.Kitty_Fitzgerald,2005,/genres/fiction|/genres/young-adult|/genres/book-club|/genres/young-adult|/genres/young-adult-contemporary|/genres/sociology|/genres/abuse,dir60/319403.Pigtopia.html,529,Pigtopia +4.06,954,1606840584,good_reads:book,https://www.goodreads.com/author/show/2891503.Bree_Despain,2010,/genres/young-adult|/genres/fantasy|/genres/paranormal|/genres/shapeshifters|/genres/werewolves|/genres/fantasy|/genres/romance|/genres/romance|/genres/paranormal-romance|/genres/fantasy|/genres/supernatural|/genres/fantasy|/genres/urban-fantasy|/genres/animals|/genres/wolves|/genres/fiction,dir60/7831742-the-lost-saint.html,12690,"The Lost Saint (The Dark Divine, #2)" +4.26,477,0517548233,good_reads:book,https://www.goodreads.com/author/show/2062.Henry_Hazlitt,1946,/genres/economics|/genres/non-fiction|/genres/politics|/genres/business|/genres/philosophy|/genres/history|/genres/classics|/genres/education|/genres/reference|/genres/science,dir60/3028.Economics_in_One_Lesson.html,5767,Economics in One Lesson +4.34,93,0575070706,good_reads:book,https://www.goodreads.com/author/show/58.Frank_Herbert,1977,/genres/science-fiction|/genres/fantasy|/genres/fiction|/genres/classics|/genres/science-fiction-fantasy|/genres/science-fiction|/genres/space-opera,dir60/53764.The_Great_Dune_Trilogy.html,41378,The Great Dune Trilogy +3.36,192,842534607X,good_reads:book,https://www.goodreads.com/author/show/3493970.Albert_Espinosa,2011,/genres/european-literature|/genres/spanish-literature|/genres/drama|/genres/fiction,dir60/10832326-si-t-me-dices-ven-lo-dejo-todo-pero-dime-ven.html,1914,Si tú me dices ven lo dejo todo... pero dime ven +4.12,1150,0140143459,good_reads:book,https://www.goodreads.com/author/show/776.Michael_Lewis,1989,/genres/non-fiction|/genres/economics|/genres/history|/genres/biography|/genres/politics|/genres/biography|/genres/autobiography|/genres/literature|/genres/american|/genres/culture|/genres/humor|/genres/funny|/genres/biography-memoir,dir60/1171.Liar_s_Poker.html,32637,Liar's Poker +4.20,650,,good_reads:book,https://www.goodreads.com/author/show/1112683._,2009,/genres/novels|/genres/fiction|/genres/religion|/genres/literature|/genres/philosophy|/genres/religion|/genres/islam|/genres/inspirational|/genres/historical-fiction|/genres/spirituality,dir60/6976667.html,2899,ألواح ودسر +3.89,132,1400303400,good_reads:book,https://www.goodreads.com/author/show/5544.Frank_E_Peretti,2002,/genres/christian-fiction|/genres/christian|/genres/young-adult|/genres/fiction|/genres/thriller|/genres/suspense|/genres/mystery|/genres/fantasy|/genres/horror|/genres/religion,dir60/65686.Nightmare_Academy.html,3531,"Nightmare Academy (Veritas Project, #2)" +4.09,1256,0345515501,good_reads:book,https://www.goodreads.com/author/show/18149.Tess_Gerritsen,2011,/genres/mystery|/genres/mystery|/genres/crime|/genres/thriller|/genres/suspense|/genres/thriller|/genres/mystery-thriller,dir60/9578677-the-silent-girl.html,16312,"The Silent Girl (Rizzoli & Isles, #9)" +4.37,28,0393062260,good_reads:book,https://www.goodreads.com/author/show/62157.Robert_Alter,2007,/genres/poetry|/genres/religion|/genres/christian|/genres/religion|/genres/theology|/genres/reference|/genres/religion|/genres/judaism|/genres/non-fiction|/genres/religion|/genres/christianity|/genres/religion|/genres/scripture,dir60/1251125.The_Book_of_Psalms.html,242,The Book of Psalms +4.17,2226,0767913736,good_reads:book,https://www.goodreads.com/author/show/44565.Candice_Millard,2005,/genres/history|/genres/non-fiction|/genres/biography|/genres/adventure|/genres/book-club|/genres/travel|/genres/politics|/genres/presidents|/genres/history|/genres/american-history|/genres/biography-memoir,dir60/78508.The_River_of_Doubt.html,16618,The River of Doubt +3.99,775,1416909427,good_reads:book,https://www.goodreads.com/author/show/151371.Jenny_Han,2006,/genres/young-adult|/genres/realistic-fiction|/genres/romance|/genres/contemporary|/genres/childrens|/genres/middle-grade|/genres/fiction|/genres/womens-fiction|/genres/chick-lit|/genres/young-adult|/genres/coming-of-age|/genres/childrens|/genres/young-adult|/genres/teen,dir60/259068.Shug.html,6179,Shug +3.78,540,1620612321,good_reads:book,https://www.goodreads.com/author/show/5761314.Kate_Avelynn,2012,/genres/contemporary|/genres/romance|/genres/young-adult|/genres/sociology|/genres/abuse|/genres/new-adult|/genres/dark|/genres/realistic-fiction|/genres/drama,dir60/13503247-flawed.html,2971,Flawed +3.91,281,,good_reads:book,https://www.goodreads.com/author/show/1201952.A_id_al_Qarni,2006,/genres/religion|/genres/islam|/genres/religion|/genres/self-help|/genres/spirituality|/genres/psychology|/genres/non-fiction,dir60/2750008.html,3083,أسعد امرأة في العالم +4.35,61,0786929081,good_reads:book,https://www.goodreads.com/author/show/1023510.R_A_Salvatore,2001,/genres/fiction|/genres/fantasy|/genres/magic|/genres/science-fiction-fantasy|/genres/fantasy|/genres/high-fantasy|/genres/fantasy|/genres/dungeons-and-dragons|/genres/forgotten-realms|/genres/novels|/genres/role-playing-games|/genres/dungeons-and-dragons|/genres/anthologies|/genres/collections|/genres/epic,dir60/66677.Legacy_of_the_Drow_Collector_s_Edition.html,3982,"Legacy of the Drow Collector's Edition (Legacy of the Drow, #1-4; Legend of Drizzt, #7-10)" diff --git a/branches.png b/branches.png new file mode 100644 index 0000000..e473cf4 Binary files /dev/null and b/branches.png differ diff --git a/cs109gitflow1.png b/cs109gitflow1.png new file mode 100644 index 0000000..b549370 Binary files /dev/null and b/cs109gitflow1.png differ diff --git a/cs109gitflow2.png b/cs109gitflow2.png new file mode 100644 index 0000000..7097bf6 Binary files /dev/null and b/cs109gitflow2.png differ diff --git a/cs109gitflow3.png b/cs109gitflow3.png new file mode 100644 index 0000000..d6ba21a Binary files /dev/null and b/cs109gitflow3.png differ diff --git a/git-prompt.sh b/git-prompt.sh new file mode 100644 index 0000000..1f17faa --- /dev/null +++ b/git-prompt.sh @@ -0,0 +1,533 @@ +# bash/zsh git prompt support +# +# Copyright (C) 2006,2007 Shawn O. Pearce +# Distributed under the GNU General Public License, version 2.0. +# +# This script allows you to see repository status in your prompt. +# +# To enable: +# +# 1) Copy this file to somewhere (e.g. ~/.git-prompt.sh). +# 2) Add the following line to your .bashrc/.zshrc: +# source ~/.git-prompt.sh +# 3a) Change your PS1 to call __git_ps1 as +# command-substitution: +# Bash: PS1='[\u@\h \W$(__git_ps1 " (%s)")]\$ ' +# ZSH: setopt PROMPT_SUBST ; PS1='[%n@%m %c$(__git_ps1 " (%s)")]\$ ' +# the optional argument will be used as format string. +# 3b) Alternatively, for a slightly faster prompt, __git_ps1 can +# be used for PROMPT_COMMAND in Bash or for precmd() in Zsh +# with two parameters, 
 and , which are strings
+#        you would put in $PS1 before and after the status string
+#        generated by the git-prompt machinery.  e.g.
+#        Bash: PROMPT_COMMAND='__git_ps1 "\u@\h:\w" "\\\$ "'
+#          will show username, at-sign, host, colon, cwd, then
+#          various status string, followed by dollar and SP, as
+#          your prompt.
+#        ZSH:  precmd () { __git_ps1 "%n" ":%~$ " "|%s" }
+#          will show username, pipe, then various status string,
+#          followed by colon, cwd, dollar and SP, as your prompt.
+#        Optionally, you can supply a third argument with a printf
+#        format string to finetune the output of the branch status
+#
+# The repository status will be displayed only if you are currently in a
+# git repository. The %s token is the placeholder for the shown status.
+#
+# The prompt status always includes the current branch name.
+#
+# In addition, if you set GIT_PS1_SHOWDIRTYSTATE to a nonempty value,
+# unstaged (*) and staged (+) changes will be shown next to the branch
+# name.  You can configure this per-repository with the
+# bash.showDirtyState variable, which defaults to true once
+# GIT_PS1_SHOWDIRTYSTATE is enabled.
+#
+# You can also see if currently something is stashed, by setting
+# GIT_PS1_SHOWSTASHSTATE to a nonempty value. If something is stashed,
+# then a '$' will be shown next to the branch name.
+#
+# If you would like to see if there're untracked files, then you can set
+# GIT_PS1_SHOWUNTRACKEDFILES to a nonempty value. If there're untracked
+# files, then a '%' will be shown next to the branch name.  You can
+# configure this per-repository with the bash.showUntrackedFiles
+# variable, which defaults to true once GIT_PS1_SHOWUNTRACKEDFILES is
+# enabled.
+#
+# If you would like to see the difference between HEAD and its upstream,
+# set GIT_PS1_SHOWUPSTREAM="auto".  A "<" indicates you are behind, ">"
+# indicates you are ahead, "<>" indicates you have diverged and "="
+# indicates that there is no difference. You can further control
+# behaviour by setting GIT_PS1_SHOWUPSTREAM to a space-separated list
+# of values:
+#
+#     verbose       show number of commits ahead/behind (+/-) upstream
+#     name          if verbose, then also show the upstream abbrev name
+#     legacy        don't use the '--count' option available in recent
+#                   versions of git-rev-list
+#     git           always compare HEAD to @{upstream}
+#     svn           always compare HEAD to your SVN upstream
+#
+# You can change the separator between the branch name and the above
+# state symbols by setting GIT_PS1_STATESEPARATOR. The default separator
+# is SP.
+#
+# By default, __git_ps1 will compare HEAD to your SVN upstream if it can
+# find one, or @{upstream} otherwise.  Once you have set
+# GIT_PS1_SHOWUPSTREAM, you can override it on a per-repository basis by
+# setting the bash.showUpstream config variable.
+#
+# If you would like to see more information about the identity of
+# commits checked out as a detached HEAD, set GIT_PS1_DESCRIBE_STYLE
+# to one of these values:
+#
+#     contains      relative to newer annotated tag (v1.6.3.2~35)
+#     branch        relative to newer tag or branch (master~4)
+#     describe      relative to older annotated tag (v1.6.3.1-13-gdd42c2f)
+#     default       exactly matching tag
+#
+# If you would like a colored hint about the current dirty state, set
+# GIT_PS1_SHOWCOLORHINTS to a nonempty value. The colors are based on
+# the colored output of "git status -sb" and are available only when
+# using __git_ps1 for PROMPT_COMMAND or precmd.
+#
+# If you would like __git_ps1 to do nothing in the case when the current
+# directory is set up to be ignored by git, then set
+# GIT_PS1_HIDE_IF_PWD_IGNORED to a nonempty value. Override this on the
+# repository level by setting bash.hideIfPwdIgnored to "false".
+
+# check whether printf supports -v
+__git_printf_supports_v=
+printf -v __git_printf_supports_v -- '%s' yes >/dev/null 2>&1
+
+# stores the divergence from upstream in $p
+# used by GIT_PS1_SHOWUPSTREAM
+__git_ps1_show_upstream ()
+{
+	local key value
+	local svn_remote svn_url_pattern count n
+	local upstream=git legacy="" verbose="" name=""
+
+	svn_remote=()
+	# get some config options from git-config
+	local output="$(git config -z --get-regexp '^(svn-remote\..*\.url|bash\.showupstream)$' 2>/dev/null | tr '\0\n' '\n ')"
+	while read -r key value; do
+		case "$key" in
+		bash.showupstream)
+			GIT_PS1_SHOWUPSTREAM="$value"
+			if [[ -z "${GIT_PS1_SHOWUPSTREAM}" ]]; then
+				p=""
+				return
+			fi
+			;;
+		svn-remote.*.url)
+			svn_remote[$((${#svn_remote[@]} + 1))]="$value"
+			svn_url_pattern="$svn_url_pattern\\|$value"
+			upstream=svn+git # default upstream is SVN if available, else git
+			;;
+		esac
+	done <<< "$output"
+
+	# parse configuration values
+	for option in ${GIT_PS1_SHOWUPSTREAM}; do
+		case "$option" in
+		git|svn) upstream="$option" ;;
+		verbose) verbose=1 ;;
+		legacy)  legacy=1  ;;
+		name)    name=1 ;;
+		esac
+	done
+
+	# Find our upstream
+	case "$upstream" in
+	git)    upstream="@{upstream}" ;;
+	svn*)
+		# get the upstream from the "git-svn-id: ..." in a commit message
+		# (git-svn uses essentially the same procedure internally)
+		local -a svn_upstream
+		svn_upstream=($(git log --first-parent -1 \
+					--grep="^git-svn-id: \(${svn_url_pattern#??}\)" 2>/dev/null))
+		if [[ 0 -ne ${#svn_upstream[@]} ]]; then
+			svn_upstream=${svn_upstream[${#svn_upstream[@]} - 2]}
+			svn_upstream=${svn_upstream%@*}
+			local n_stop="${#svn_remote[@]}"
+			for ((n=1; n <= n_stop; n++)); do
+				svn_upstream=${svn_upstream#${svn_remote[$n]}}
+			done
+
+			if [[ -z "$svn_upstream" ]]; then
+				# default branch name for checkouts with no layout:
+				upstream=${GIT_SVN_ID:-git-svn}
+			else
+				upstream=${svn_upstream#/}
+			fi
+		elif [[ "svn+git" = "$upstream" ]]; then
+			upstream="@{upstream}"
+		fi
+		;;
+	esac
+
+	# Find how many commits we are ahead/behind our upstream
+	if [[ -z "$legacy" ]]; then
+		count="$(git rev-list --count --left-right \
+				"$upstream"...HEAD 2>/dev/null)"
+	else
+		# produce equivalent output to --count for older versions of git
+		local commits
+		if commits="$(git rev-list --left-right "$upstream"...HEAD 2>/dev/null)"
+		then
+			local commit behind=0 ahead=0
+			for commit in $commits
+			do
+				case "$commit" in
+				"<"*) ((behind++)) ;;
+				*)    ((ahead++))  ;;
+				esac
+			done
+			count="$behind	$ahead"
+		else
+			count=""
+		fi
+	fi
+
+	# calculate the result
+	if [[ -z "$verbose" ]]; then
+		case "$count" in
+		"") # no upstream
+			p="" ;;
+		"0	0") # equal to upstream
+			p="=" ;;
+		"0	"*) # ahead of upstream
+			p=">" ;;
+		*"	0") # behind upstream
+			p="<" ;;
+		*)	    # diverged from upstream
+			p="<>" ;;
+		esac
+	else
+		case "$count" in
+		"") # no upstream
+			p="" ;;
+		"0	0") # equal to upstream
+			p=" u=" ;;
+		"0	"*) # ahead of upstream
+			p=" u+${count#0	}" ;;
+		*"	0") # behind upstream
+			p=" u-${count%	0}" ;;
+		*)	    # diverged from upstream
+			p=" u+${count#*	}-${count%	*}" ;;
+		esac
+		if [[ -n "$count" && -n "$name" ]]; then
+			__git_ps1_upstream_name=$(git rev-parse \
+				--abbrev-ref "$upstream" 2>/dev/null)
+			if [ $pcmode = yes ] && [ $ps1_expanded = yes ]; then
+				p="$p \${__git_ps1_upstream_name}"
+			else
+				p="$p ${__git_ps1_upstream_name}"
+				# not needed anymore; keep user's
+				# environment clean
+				unset __git_ps1_upstream_name
+			fi
+		fi
+	fi
+
+}
+
+# Helper function that is meant to be called from __git_ps1.  It
+# injects color codes into the appropriate gitstring variables used
+# to build a gitstring.
+__git_ps1_colorize_gitstring ()
+{
+	if [[ -n ${ZSH_VERSION-} ]]; then
+		local c_red='%F{red}'
+		local c_green='%F{green}'
+		local c_lblue='%F{blue}'
+		local c_clear='%f'
+	else
+		# Using \[ and \] around colors is necessary to prevent
+		# issues with command line editing/browsing/completion!
+		local c_red='\[\e[31m\]'
+		local c_green='\[\e[32m\]'
+		local c_lblue='\[\e[1;34m\]'
+		local c_clear='\[\e[0m\]'
+	fi
+	local bad_color=$c_red
+	local ok_color=$c_green
+	local flags_color="$c_lblue"
+
+	local branch_color=""
+	if [ $detached = no ]; then
+		branch_color="$ok_color"
+	else
+		branch_color="$bad_color"
+	fi
+	c="$branch_color$c"
+
+	z="$c_clear$z"
+	if [ "$w" = "*" ]; then
+		w="$bad_color$w"
+	fi
+	if [ -n "$i" ]; then
+		i="$ok_color$i"
+	fi
+	if [ -n "$s" ]; then
+		s="$flags_color$s"
+	fi
+	if [ -n "$u" ]; then
+		u="$bad_color$u"
+	fi
+	r="$c_clear$r"
+}
+
+__git_eread ()
+{
+	local f="$1"
+	shift
+	test -r "$f" && read "$@" <"$f"
+}
+
+# __git_ps1 accepts 0 or 1 arguments (i.e., format string)
+# when called from PS1 using command substitution
+# in this mode it prints text to add to bash PS1 prompt (includes branch name)
+#
+# __git_ps1 requires 2 or 3 arguments when called from PROMPT_COMMAND (pc)
+# in that case it _sets_ PS1. The arguments are parts of a PS1 string.
+# when two arguments are given, the first is prepended and the second appended
+# to the state string when assigned to PS1.
+# The optional third parameter will be used as printf format string to further
+# customize the output of the git-status string.
+# In this mode you can request colored hints using GIT_PS1_SHOWCOLORHINTS=true
+__git_ps1 ()
+{
+	# preserve exit status
+	local exit=$?
+	local pcmode=no
+	local detached=no
+	local ps1pc_start='\u@\h:\w '
+	local ps1pc_end='\$ '
+	local printf_format=' (%s)'
+
+	case "$#" in
+		2|3)	pcmode=yes
+			ps1pc_start="$1"
+			ps1pc_end="$2"
+			printf_format="${3:-$printf_format}"
+			# set PS1 to a plain prompt so that we can
+			# simply return early if the prompt should not
+			# be decorated
+			PS1="$ps1pc_start$ps1pc_end"
+		;;
+		0|1)	printf_format="${1:-$printf_format}"
+		;;
+		*)	return $exit
+		;;
+	esac
+
+	# ps1_expanded:  This variable is set to 'yes' if the shell
+	# subjects the value of PS1 to parameter expansion:
+	#
+	#   * bash does unless the promptvars option is disabled
+	#   * zsh does not unless the PROMPT_SUBST option is set
+	#   * POSIX shells always do
+	#
+	# If the shell would expand the contents of PS1 when drawing
+	# the prompt, a raw ref name must not be included in PS1.
+	# This protects the user from arbitrary code execution via
+	# specially crafted ref names.  For example, a ref named
+	# 'refs/heads/$(IFS=_;cmd=sudo_rm_-rf_/;$cmd)' might cause the
+	# shell to execute 'sudo rm -rf /' when the prompt is drawn.
+	#
+	# Instead, the ref name should be placed in a separate global
+	# variable (in the __git_ps1_* namespace to avoid colliding
+	# with the user's environment) and that variable should be
+	# referenced from PS1.  For example:
+	#
+	#     __git_ps1_foo=$(do_something_to_get_ref_name)
+	#     PS1="...stuff...\${__git_ps1_foo}...stuff..."
+	#
+	# If the shell does not expand the contents of PS1, the raw
+	# ref name must be included in PS1.
+	#
+	# The value of this variable is only relevant when in pcmode.
+	#
+	# Assume that the shell follows the POSIX specification and
+	# expands PS1 unless determined otherwise.  (This is more
+	# likely to be correct if the user has a non-bash, non-zsh
+	# shell and safer than the alternative if the assumption is
+	# incorrect.)
+	#
+	local ps1_expanded=yes
+	[ -z "$ZSH_VERSION" ] || [[ -o PROMPT_SUBST ]] || ps1_expanded=no
+	[ -z "$BASH_VERSION" ] || shopt -q promptvars || ps1_expanded=no
+
+	local repo_info rev_parse_exit_code
+	repo_info="$(git rev-parse --git-dir --is-inside-git-dir \
+		--is-bare-repository --is-inside-work-tree \
+		--short HEAD 2>/dev/null)"
+	rev_parse_exit_code="$?"
+
+	if [ -z "$repo_info" ]; then
+		return $exit
+	fi
+
+	local short_sha
+	if [ "$rev_parse_exit_code" = "0" ]; then
+		short_sha="${repo_info##*$'\n'}"
+		repo_info="${repo_info%$'\n'*}"
+	fi
+	local inside_worktree="${repo_info##*$'\n'}"
+	repo_info="${repo_info%$'\n'*}"
+	local bare_repo="${repo_info##*$'\n'}"
+	repo_info="${repo_info%$'\n'*}"
+	local inside_gitdir="${repo_info##*$'\n'}"
+	local g="${repo_info%$'\n'*}"
+
+	if [ "true" = "$inside_worktree" ] &&
+	   [ -n "${GIT_PS1_HIDE_IF_PWD_IGNORED-}" ] &&
+	   [ "$(git config --bool bash.hideIfPwdIgnored)" != "false" ] &&
+	   git check-ignore -q .
+	then
+		return $exit
+	fi
+
+	local r=""
+	local b=""
+	local step=""
+	local total=""
+	if [ -d "$g/rebase-merge" ]; then
+		__git_eread "$g/rebase-merge/head-name" b
+		__git_eread "$g/rebase-merge/msgnum" step
+		__git_eread "$g/rebase-merge/end" total
+		if [ -f "$g/rebase-merge/interactive" ]; then
+			r="|REBASE-i"
+		else
+			r="|REBASE-m"
+		fi
+	else
+		if [ -d "$g/rebase-apply" ]; then
+			__git_eread "$g/rebase-apply/next" step
+			__git_eread "$g/rebase-apply/last" total
+			if [ -f "$g/rebase-apply/rebasing" ]; then
+				__git_eread "$g/rebase-apply/head-name" b
+				r="|REBASE"
+			elif [ -f "$g/rebase-apply/applying" ]; then
+				r="|AM"
+			else
+				r="|AM/REBASE"
+			fi
+		elif [ -f "$g/MERGE_HEAD" ]; then
+			r="|MERGING"
+		elif [ -f "$g/CHERRY_PICK_HEAD" ]; then
+			r="|CHERRY-PICKING"
+		elif [ -f "$g/REVERT_HEAD" ]; then
+			r="|REVERTING"
+		elif [ -f "$g/BISECT_LOG" ]; then
+			r="|BISECTING"
+		fi
+
+		if [ -n "$b" ]; then
+			:
+		elif [ -h "$g/HEAD" ]; then
+			# symlink symbolic ref
+			b="$(git symbolic-ref HEAD 2>/dev/null)"
+		else
+			local head=""
+			if ! __git_eread "$g/HEAD" head; then
+				return $exit
+			fi
+			# is it a symbolic ref?
+			b="${head#ref: }"
+			if [ "$head" = "$b" ]; then
+				detached=yes
+				b="$(
+				case "${GIT_PS1_DESCRIBE_STYLE-}" in
+				(contains)
+					git describe --contains HEAD ;;
+				(branch)
+					git describe --contains --all HEAD ;;
+				(describe)
+					git describe HEAD ;;
+				(* | default)
+					git describe --tags --exact-match HEAD ;;
+				esac 2>/dev/null)" ||
+
+				b="$short_sha..."
+				b="($b)"
+			fi
+		fi
+	fi
+
+	if [ -n "$step" ] && [ -n "$total" ]; then
+		r="$r $step/$total"
+	fi
+
+	local w=""
+	local i=""
+	local s=""
+	local u=""
+	local c=""
+	local p=""
+
+	if [ "true" = "$inside_gitdir" ]; then
+		if [ "true" = "$bare_repo" ]; then
+			c="BARE:"
+		else
+			b="GIT_DIR!"
+		fi
+	elif [ "true" = "$inside_worktree" ]; then
+		if [ -n "${GIT_PS1_SHOWDIRTYSTATE-}" ] &&
+		   [ "$(git config --bool bash.showDirtyState)" != "false" ]
+		then
+			git diff --no-ext-diff --quiet --exit-code || w="*"
+			if [ -n "$short_sha" ]; then
+				git diff-index --cached --quiet HEAD -- || i="+"
+			else
+				i="#"
+			fi
+		fi
+		if [ -n "${GIT_PS1_SHOWSTASHSTATE-}" ] &&
+		   git rev-parse --verify --quiet refs/stash >/dev/null
+		then
+			s="$"
+		fi
+
+		if [ -n "${GIT_PS1_SHOWUNTRACKEDFILES-}" ] &&
+		   [ "$(git config --bool bash.showUntrackedFiles)" != "false" ] &&
+		   git ls-files --others --exclude-standard --directory --no-empty-directory --error-unmatch -- ':/*' >/dev/null 2>/dev/null
+		then
+			u="%${ZSH_VERSION+%}"
+		fi
+
+		if [ -n "${GIT_PS1_SHOWUPSTREAM-}" ]; then
+			__git_ps1_show_upstream
+		fi
+	fi
+
+	local z="${GIT_PS1_STATESEPARATOR-" "}"
+
+	# NO color option unless in PROMPT_COMMAND mode
+	if [ $pcmode = yes ] && [ -n "${GIT_PS1_SHOWCOLORHINTS-}" ]; then
+		__git_ps1_colorize_gitstring
+	fi
+
+	b=${b##refs/heads/}
+	if [ $pcmode = yes ] && [ $ps1_expanded = yes ]; then
+		__git_ps1_branch_name=$b
+		b="\${__git_ps1_branch_name}"
+	fi
+
+	local f="$w$i$s$u"
+	local gitstring="$c$b${f:+$z$f}$r$p"
+
+	if [ $pcmode = yes ]; then
+		if [ "${__git_printf_supports_v-}" != yes ]; then
+			gitstring=$(printf -- "$printf_format" "$gitstring")
+		else
+			printf -v gitstring -- "$printf_format" "$gitstring"
+		fi
+		PS1="$ps1pc_start$gitstring$ps1pc_end"
+	else
+		printf -- "$printf_format" "$gitstring"
+	fi
+
+	return $exit
+}
+PS1='[\u@\h \W$(__git_ps1 " (%s)")]\$ '
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@@ -0,0 +1,6770 @@
+XXXX
+HAMLET, PRINCE OF DENMARK
+
+by William Shakespeare
+
+
+
+
+PERSONS REPRESENTED.
+
+Claudius, King of Denmark.
+Hamlet, Son to the former, and Nephew to the present King.
+Polonius, Lord Chamberlain.
+Horatio, Friend to Hamlet.
+Laertes, Son to Polonius.
+Voltimand, Courtier.
+Cornelius, Courtier.
+Rosencrantz, Courtier.
+Guildenstern, Courtier.
+Osric, Courtier.
+A Gentleman, Courtier.
+A Priest.
+Marcellus, Officer.
+Bernardo, Officer.
+Francisco, a Soldier
+Reynaldo, Servant to Polonius.
+Players.
+Two Clowns, Grave-diggers.
+Fortinbras, Prince of Norway.
+A Captain.
+English Ambassadors.
+Ghost of Hamlet's Father.
+
+Gertrude, Queen of Denmark, and Mother of Hamlet.
+Ophelia, Daughter to Polonius.
+
+Lords, Ladies, Officers, Soldiers, Sailors, Messengers, and other
+Attendants.
+
+SCENE. Elsinore.
+
+
+
+ACT I.
+
+Scene I. Elsinore. A platform before the Castle.
+
+[Francisco at his post. Enter to him Bernardo.]
+
+Ber.
+Who's there?
+
+Fran.
+Nay, answer me: stand, and unfold yourself.
+
+Ber.
+Long live the king!
+
+Fran.
+Bernardo?
+
+Ber.
+He.
+
+Fran.
+You come most carefully upon your hour.
+
+Ber.
+'Tis now struck twelve. Get thee to bed, Francisco.
+
+Fran.
+For this relief much thanks: 'tis bitter cold,
+And I am sick at heart.
+
+Ber.
+Have you had quiet guard?
+
+Fran.
+Not a mouse stirring.
+
+Ber.
+Well, good night.
+If you do meet Horatio and Marcellus,
+The rivals of my watch, bid them make haste.
+
+Fran.
+I think I hear them.--Stand, ho! Who is there?
+
+[Enter Horatio and Marcellus.]
+
+Hor.
+Friends to this ground.
+
+Mar.
+And liegemen to the Dane.
+
+Fran.
+Give you good-night.
+
+Mar.
+O, farewell, honest soldier;
+Who hath reliev'd you?
+
+Fran.
+Bernardo has my place.
+Give you good-night.
+
+[Exit.]
+
+Mar.
+Holla! Bernardo!
+
+Ber.
+Say.
+What, is Horatio there?
+
+Hor.
+A piece of him.
+
+Ber.
+Welcome, Horatio:--Welcome, good Marcellus.
+
+Mar.
+What, has this thing appear'd again to-night?
+
+Ber.
+I have seen nothing.
+
+Mar.
+Horatio says 'tis but our fantasy,
+And will not let belief take hold of him
+Touching this dreaded sight, twice seen of us:
+Therefore I have entreated him along
+With us to watch the minutes of this night;
+That, if again this apparition come
+He may approve our eyes and speak to it.
+
+Hor.
+Tush, tush, 'twill not appear.
+
+Ber.
+Sit down awhile,
+And let us once again assail your ears,
+That are so fortified against our story,
+What we two nights have seen.
+
+Hor.
+Well, sit we down,
+And let us hear Bernardo speak of this.
+
+Ber.
+Last night of all,
+When yond same star that's westward from the pole
+Had made his course to illume that part of heaven
+Where now it burns, Marcellus and myself,
+The bell then beating one,--
+
+Mar.
+Peace, break thee off; look where it comes again!
+
+[Enter Ghost, armed.]
+
+Ber.
+In the same figure, like the king that's dead.
+
+Mar.
+Thou art a scholar; speak to it, Horatio.
+
+Ber.
+Looks it not like the King? mark it, Horatio.
+
+Hor.
+Most like:--it harrows me with fear and wonder.
+
+Ber.
+It would be spoke to.
+
+Mar.
+Question it, Horatio.
+
+Hor.
+What art thou, that usurp'st this time of night,
+Together with that fair and warlike form
+In which the majesty of buried Denmark
+Did sometimes march? By heaven I charge thee, speak!
+
+Mar.
+It is offended.
+
+Ber.
+See, it stalks away!
+
+Hor.
+Stay! speak, speak! I charge thee speak!
+
+[Exit Ghost.]
+
+Mar.
+'Tis gone, and will not answer.
+
+Ber.
+How now, Horatio! You tremble and look pale:
+Is not this something more than fantasy?
+What think you on't?
+
+Hor.
+Before my God, I might not this believe
+Without the sensible and true avouch
+Of mine own eyes.
+
+Mar.
+Is it not like the King?
+
+Hor.
+As thou art to thyself:
+Such was the very armour he had on
+When he the ambitious Norway combated;
+So frown'd he once when, in an angry parle,
+He smote the sledded Polacks on the ice.
+'Tis strange.
+
+Mar.
+Thus twice before, and jump at this dead hour,
+With martial stalk hath he gone by our watch.
+
+Hor.
+In what particular thought to work I know not;
+But, in the gross and scope of my opinion,
+This bodes some strange eruption to our state.
+
+Mar.
+Good now, sit down, and tell me, he that knows,
+Why this same strict and most observant watch
+So nightly toils the subject of the land;
+And why such daily cast of brazen cannon,
+And foreign mart for implements of war;
+Why such impress of shipwrights, whose sore task
+Does not divide the Sunday from the week;
+What might be toward, that this sweaty haste
+Doth make the night joint-labourer with the day:
+Who is't that can inform me?
+
+Hor.
+That can I;
+At least, the whisper goes so. Our last king,
+Whose image even but now appear'd to us,
+Was, as you know, by Fortinbras of Norway,
+Thereto prick'd on by a most emulate pride,
+Dar'd to the combat; in which our valiant Hamlet,--
+For so this side of our known world esteem'd him,--
+Did slay this Fortinbras; who, by a seal'd compact,
+Well ratified by law and heraldry,
+Did forfeit, with his life, all those his lands,
+Which he stood seiz'd of, to the conqueror:
+Against the which, a moiety competent
+Was gaged by our king; which had return'd
+To the inheritance of Fortinbras,
+Had he been vanquisher; as by the same cov'nant,
+And carriage of the article design'd,
+His fell to Hamlet. Now, sir, young Fortinbras,
+Of unimproved mettle hot and full,
+Hath in the skirts of Norway, here and there,
+Shark'd up a list of lawless resolutes,
+For food and diet, to some enterprise
+That hath a stomach in't; which is no other,--
+As it doth well appear unto our state,--
+But to recover of us, by strong hand,
+And terms compulsatory, those foresaid lands
+So by his father lost: and this, I take it,
+Is the main motive of our preparations,
+The source of this our watch, and the chief head
+Of this post-haste and romage in the land.
+
+Ber.
+I think it be no other but e'en so:
+Well may it sort, that this portentous figure
+Comes armed through our watch; so like the king
+That was and is the question of these wars.
+
+Hor.
+A mote it is to trouble the mind's eye.
+In the most high and palmy state of Rome,
+A little ere the mightiest Julius fell,
+The graves stood tenantless, and the sheeted dead
+Did squeak and gibber in the Roman streets;
+As, stars with trains of fire and dews of blood,
+Disasters in the sun; and the moist star,
+Upon whose influence Neptune's empire stands,
+Was sick almost to doomsday with eclipse:
+And even the like precurse of fierce events,--
+As harbingers preceding still the fates,
+And prologue to the omen coming on,--
+Have heaven and earth together demonstrated
+Unto our climature and countrymen.--
+But, soft, behold! lo, where it comes again!
+
+[Re-enter Ghost.]
+
+I'll cross it, though it blast me.--Stay, illusion!
+If thou hast any sound, or use of voice,
+Speak to me:
+If there be any good thing to be done,
+That may to thee do ease, and, race to me,
+Speak to me:
+If thou art privy to thy country's fate,
+Which, happily, foreknowing may avoid,
+O, speak!
+Or if thou hast uphoarded in thy life
+Extorted treasure in the womb of earth,
+For which, they say, you spirits oft walk in death,
+[The cock crows.]
+Speak of it:--stay, and speak!--Stop it, Marcellus!
+
+Mar.
+Shall I strike at it with my partisan?
+
+Hor.
+Do, if it will not stand.
+
+Ber.
+'Tis here!
+
+Hor.
+'Tis here!
+
+Mar.
+'Tis gone!
+
+[Exit Ghost.]
+
+We do it wrong, being so majestical,
+To offer it the show of violence;
+For it is, as the air, invulnerable,
+And our vain blows malicious mockery.
+
+Ber.
+It was about to speak, when the cock crew.
+
+Hor.
+And then it started, like a guilty thing
+Upon a fearful summons. I have heard
+The cock, that is the trumpet to the morn,
+Doth with his lofty and shrill-sounding throat
+Awake the god of day; and at his warning,
+Whether in sea or fire, in earth or air,
+The extravagant and erring spirit hies
+To his confine: and of the truth herein
+This present object made probation.
+
+Mar.
+It faded on the crowing of the cock.
+Some say that ever 'gainst that season comes
+Wherein our Saviour's birth is celebrated,
+The bird of dawning singeth all night long;
+And then, they say, no spirit dare stir abroad;
+The nights are wholesome; then no planets strike,
+No fairy takes, nor witch hath power to charm;
+So hallow'd and so gracious is the time.
+
+Hor.
+So have I heard, and do in part believe it.
+But, look, the morn, in russet mantle clad,
+Walks o'er the dew of yon high eastward hill:
+Break we our watch up: and by my advice,
+Let us impart what we have seen to-night
+Unto young Hamlet; for, upon my life,
+This spirit, dumb to us, will speak to him:
+Do you consent we shall acquaint him with it,
+As needful in our loves, fitting our duty?
+
+Mar.
+Let's do't, I pray; and I this morning know
+Where we shall find him most conveniently.
+
+[Exeunt.]
+
+
+
+Scene II. Elsinore. A room of state in the Castle.
+
+[Enter the King, Queen, Hamlet, Polonius, Laertes, Voltimand,
+Cornelius, Lords, and Attendant.]
+
+King.
+Though yet of Hamlet our dear brother's death
+The memory be green, and that it us befitted
+To bear our hearts in grief, and our whole kingdom
+To be contracted in one brow of woe;
+Yet so far hath discretion fought with nature
+That we with wisest sorrow think on him,
+Together with remembrance of ourselves.
+Therefore our sometime sister, now our queen,
+Th' imperial jointress to this warlike state,
+Have we, as 'twere with a defeated joy,--
+With an auspicious and one dropping eye,
+With mirth in funeral, and with dirge in marriage,
+In equal scale weighing delight and dole,--
+Taken to wife; nor have we herein barr'd
+Your better wisdoms, which have freely gone
+With this affair along:--or all, our thanks.
+Now follows, that you know, young Fortinbras,
+Holding a weak supposal of our worth,
+Or thinking by our late dear brother's death
+Our state to be disjoint and out of frame,
+Colleagued with this dream of his advantage,
+He hath not fail'd to pester us with message,
+Importing the surrender of those lands
+Lost by his father, with all bonds of law,
+To our most valiant brother. So much for him,--
+Now for ourself and for this time of meeting:
+Thus much the business is:--we have here writ
+To Norway, uncle of young Fortinbras,--
+Who, impotent and bed-rid, scarcely hears
+Of this his nephew's purpose,--to suppress
+His further gait herein; in that the levies,
+The lists, and full proportions are all made
+Out of his subject:--and we here dispatch
+You, good Cornelius, and you, Voltimand,
+For bearers of this greeting to old Norway;
+Giving to you no further personal power
+To business with the king, more than the scope
+Of these dilated articles allow.
+Farewell; and let your haste commend your duty.
+
+Cor. and Volt.
+In that and all things will we show our duty.
+
+King.
+We doubt it nothing: heartily farewell.
+
+[Exeunt Voltimand and Cornelius.]
+
+And now, Laertes, what's the news with you?
+You told us of some suit; what is't, Laertes?
+You cannot speak of reason to the Dane,
+And lose your voice: what wouldst thou beg, Laertes,
+That shall not be my offer, not thy asking?
+The head is not more native to the heart,
+The hand more instrumental to the mouth,
+Than is the throne of Denmark to thy father.
+What wouldst thou have, Laertes?
+
+Laer.
+Dread my lord,
+Your leave and favour to return to France;
+From whence though willingly I came to Denmark,
+To show my duty in your coronation;
+Yet now, I must confess, that duty done,
+My thoughts and wishes bend again toward France,
+And bow them to your gracious leave and pardon.
+
+King.
+Have you your father's leave? What says Polonius?
+
+Pol.
+He hath, my lord, wrung from me my slow leave
+By laboursome petition; and at last
+Upon his will I seal'd my hard consent:
+I do beseech you, give him leave to go.
+
+King.
+Take thy fair hour, Laertes; time be thine,
+And thy best graces spend it at thy will!--
+But now, my cousin Hamlet, and my son--
+
+Ham.
+[Aside.] A little more than kin, and less than kind!
+
+King.
+How is it that the clouds still hang on you?
+
+Ham.
+Not so, my lord; I am too much i' the sun.
+
+Queen.
+Good Hamlet, cast thy nighted colour off,
+And let thine eye look like a friend on Denmark.
+Do not for ever with thy vailed lids
+Seek for thy noble father in the dust:
+Thou know'st 'tis common,--all that lives must die,
+Passing through nature to eternity.
+
+Ham.
+Ay, madam, it is common.
+
+Queen.
+If it be,
+Why seems it so particular with thee?
+
+Ham.
+Seems, madam! Nay, it is; I know not seems.
+'Tis not alone my inky cloak, good mother,
+Nor customary suits of solemn black,
+Nor windy suspiration of forc'd breath,
+No, nor the fruitful river in the eye,
+Nor the dejected 'havior of the visage,
+Together with all forms, moods, shows of grief,
+That can denote me truly: these, indeed, seem;
+For they are actions that a man might play;
+But I have that within which passeth show;
+These but the trappings and the suits of woe.
+
+King.
+'Tis sweet and commendable in your nature, Hamlet,
+To give these mourning duties to your father;
+But, you must know, your father lost a father;
+That father lost, lost his; and the survivor bound,
+In filial obligation, for some term
+To do obsequious sorrow: but to persevere
+In obstinate condolement is a course
+Of impious stubbornness; 'tis unmanly grief;
+It shows a will most incorrect to heaven;
+A heart unfortified, a mind impatient;
+An understanding simple and unschool'd;
+For what we know must be, and is as common
+As any the most vulgar thing to sense,
+Why should we, in our peevish opposition,
+Take it to heart? Fie! 'tis a fault to heaven,
+A fault against the dead, a fault to nature,
+To reason most absurd; whose common theme
+Is death of fathers, and who still hath cried,
+From the first corse till he that died to-day,
+'This must be so.' We pray you, throw to earth
+This unprevailing woe; and think of us
+As of a father: for let the world take note
+You are the most immediate to our throne;
+And with no less nobility of love
+Than that which dearest father bears his son
+Do I impart toward you. For your intent
+In going back to school in Wittenberg,
+It is most retrograde to our desire:
+And we beseech you bend you to remain
+Here in the cheer and comfort of our eye,
+Our chiefest courtier, cousin, and our son.
+
+Queen.
+Let not thy mother lose her prayers, Hamlet:
+I pray thee stay with us; go not to Wittenberg.
+
+Ham.
+I shall in all my best obey you, madam.
+
+King.
+Why, 'tis a loving and a fair reply:
+Be as ourself in Denmark.--Madam, come;
+This gentle and unforc'd accord of Hamlet
+Sits smiling to my heart: in grace whereof,
+No jocund health that Denmark drinks to-day
+But the great cannon to the clouds shall tell;
+And the king's rouse the heaven shall bruit again,
+Re-speaking earthly thunder. Come away.
+
+[Exeunt all but Hamlet.]
+
+Ham.
+O that this too too solid flesh would melt,
+Thaw, and resolve itself into a dew!
+Or that the Everlasting had not fix'd
+His canon 'gainst self-slaughter! O God! O God!
+How weary, stale, flat, and unprofitable
+Seem to me all the uses of this world!
+Fie on't! O fie! 'tis an unweeded garden,
+That grows to seed; things rank and gross in nature
+Possess it merely. That it should come to this!
+But two months dead!--nay, not so much, not two:
+So excellent a king; that was, to this,
+Hyperion to a satyr; so loving to my mother,
+That he might not beteem the winds of heaven
+Visit her face too roughly. Heaven and earth!
+Must I remember? Why, she would hang on him
+As if increase of appetite had grown
+By what it fed on: and yet, within a month,--
+Let me not think on't,--Frailty, thy name is woman!--
+A little month; or ere those shoes were old
+With which she followed my poor father's body
+Like Niobe, all tears;--why she, even she,--
+O God! a beast that wants discourse of reason,
+Would have mourn'd longer,--married with mine uncle,
+My father's brother; but no more like my father
+Than I to Hercules: within a month;
+Ere yet the salt of most unrighteous tears
+Had left the flushing in her galled eyes,
+She married:-- O, most wicked speed, to post
+With such dexterity to incestuous sheets!
+It is not, nor it cannot come to good;
+But break my heart,--for I must hold my tongue!
+
+[Enter Horatio, Marcellus, and Bernardo.]
+
+Hor.
+Hail to your lordship!
+
+Ham.
+I am glad to see you well:
+Horatio,--or I do forget myself.
+
+Hor.
+The same, my lord, and your poor servant ever.
+
+Ham.
+Sir, my good friend; I'll change that name with you:
+And what make you from Wittenberg, Horatio?--
+Marcellus?
+
+Mar.
+My good lord,--
+
+Ham.
+I am very glad to see you.--Good even, sir.--
+But what, in faith, make you from Wittenberg?
+
+Hor.
+A truant disposition, good my lord.
+
+Ham.
+I would not hear your enemy say so;
+Nor shall you do my ear that violence,
+To make it truster of your own report
+Against yourself: I know you are no truant.
+But what is your affair in Elsinore?
+We'll teach you to drink deep ere you depart.
+
+Hor.
+My lord, I came to see your father's funeral.
+
+Ham.
+I prithee do not mock me, fellow-student.
+I think it was to see my mother's wedding.
+
+Hor.
+Indeed, my lord, it follow'd hard upon.
+
+Ham.
+Thrift, thrift, Horatio! The funeral bak'd meats
+Did coldly furnish forth the marriage tables.
+Would I had met my dearest foe in heaven
+Or ever I had seen that day, Horatio!--
+My father,--methinks I see my father.
+
+Hor.
+Where, my lord?
+
+Ham.
+In my mind's eye, Horatio.
+
+Hor.
+I saw him once; he was a goodly king.
+
+Ham.
+He was a man, take him for all in all,
+I shall not look upon his like again.
+
+Hor.
+My lord, I think I saw him yesternight.
+
+Ham.
+Saw who?
+
+Hor.
+My lord, the king your father.
+
+Ham.
+The King my father!
+
+Hor.
+Season your admiration for awhile
+With an attent ear, till I may deliver,
+Upon the witness of these gentlemen,
+This marvel to you.
+
+Ham.
+For God's love let me hear.
+
+Hor.
+Two nights together had these gentlemen,
+Marcellus and Bernardo, on their watch
+In the dead vast and middle of the night,
+Been thus encounter'd. A figure like your father,
+Armed at point exactly, cap-a-pe,
+Appears before them and with solemn march
+Goes slow and stately by them: thrice he walk'd
+By their oppress'd and fear-surprised eyes,
+Within his truncheon's length; whilst they, distill'd
+Almost to jelly with the act of fear,
+Stand dumb, and speak not to him. This to me
+In dreadful secrecy impart they did;
+And I with them the third night kept the watch:
+Where, as they had deliver'd, both in time,
+Form of the thing, each word made true and good,
+The apparition comes: I knew your father;
+These hands are not more like.
+
+Ham.
+But where was this?
+
+Mar.
+My lord, upon the platform where we watch'd.
+
+Ham.
+Did you not speak to it?
+
+Hor.
+My lord, I did;
+But answer made it none: yet once methought
+It lifted up it head, and did address
+Itself to motion, like as it would speak:
+But even then the morning cock crew loud,
+And at the sound it shrunk in haste away,
+And vanish'd from our sight.
+
+Ham.
+'Tis very strange.
+
+Hor.
+As I do live, my honour'd lord, 'tis true;
+And we did think it writ down in our duty
+To let you know of it.
+
+Ham.
+Indeed, indeed, sirs, but this troubles me.
+Hold you the watch to-night?
+
+Mar. and Ber.
+We do, my lord.
+
+Ham.
+Arm'd, say you?
+
+Both.
+Arm'd, my lord.
+
+Ham.
+From top to toe?
+
+Both.
+My lord, from head to foot.
+
+Ham.
+Then saw you not his face?
+
+Hor.
+O, yes, my lord: he wore his beaver up.
+
+Ham.
+What, look'd he frowningly?
+
+Hor.
+A countenance more in sorrow than in anger.
+
+Ham.
+Pale or red?
+
+Hor.
+Nay, very pale.
+
+Ham.
+And fix'd his eyes upon you?
+
+Hor.
+Most constantly.
+
+Ham.
+I would I had been there.
+
+Hor.
+It would have much amaz'd you.
+
+Ham.
+Very like, very like. Stay'd it long?
+
+Hor.
+While one with moderate haste might tell a hundred.
+
+Mar. and Ber.
+Longer, longer.
+
+Hor.
+Not when I saw't.
+
+Ham.
+His beard was grizzled,--no?
+
+Hor.
+It was, as I have seen it in his life,
+A sable silver'd.
+
+Ham.
+I will watch to-night;
+Perchance 'twill walk again.
+
+Hor.
+I warr'nt it will.
+
+Ham.
+If it assume my noble father's person,
+I'll speak to it, though hell itself should gape
+And bid me hold my peace. I pray you all,
+If you have hitherto conceal'd this sight,
+Let it be tenable in your silence still;
+And whatsoever else shall hap to-night,
+Give it an understanding, but no tongue:
+I will requite your loves. So, fare ye well:
+Upon the platform, 'twixt eleven and twelve,
+I'll visit you.
+
+All.
+Our duty to your honour.
+
+Ham.
+Your loves, as mine to you: farewell.
+
+[Exeunt Horatio, Marcellus, and Bernardo.]
+
+My father's spirit in arms! All is not well;
+I doubt some foul play: would the night were come!
+Till then sit still, my soul: foul deeds will rise,
+Though all the earth o'erwhelm them, to men's eyes.
+
+[Exit.]
+
+
+
+Scene III. A room in Polonius's house.
+
+[Enter Laertes and Ophelia.]
+
+Laer.
+My necessaries are embark'd: farewell:
+And, sister, as the winds give benefit
+And convoy is assistant, do not sleep,
+But let me hear from you.
+
+Oph.
+Do you doubt that?
+
+Laer.
+For Hamlet, and the trifling of his favour,
+Hold it a fashion, and a toy in blood:
+A violet in the youth of primy nature,
+Forward, not permanent, sweet, not lasting;
+The perfume and suppliance of a minute;
+No more.
+
+Oph.
+No more but so?
+
+Laer.
+Think it no more:
+For nature, crescent, does not grow alone
+In thews and bulk; but as this temple waxes,
+The inward service of the mind and soul
+Grows wide withal. Perhaps he loves you now;
+And now no soil nor cautel doth besmirch
+The virtue of his will: but you must fear,
+His greatness weigh'd, his will is not his own;
+For he himself is subject to his birth:
+He may not, as unvalu'd persons do,
+Carve for himself; for on his choice depends
+The safety and health of this whole state;
+And therefore must his choice be circumscrib'd
+Unto the voice and yielding of that body
+Whereof he is the head. Then if he says he loves you,
+It fits your wisdom so far to believe it
+As he in his particular act and place
+May give his saying deed; which is no further
+Than the main voice of Denmark goes withal.
+Then weigh what loss your honour may sustain
+If with too credent ear you list his songs,
+Or lose your heart, or your chaste treasure open
+To his unmaster'd importunity.
+Fear it, Ophelia, fear it, my dear sister;
+And keep you in the rear of your affection,
+Out of the shot and danger of desire.
+The chariest maid is prodigal enough
+If she unmask her beauty to the moon:
+Virtue itself scopes not calumnious strokes:
+The canker galls the infants of the spring
+Too oft before their buttons be disclos'd:
+And in the morn and liquid dew of youth
+Contagious blastments are most imminent.
+Be wary then; best safety lies in fear:
+Youth to itself rebels, though none else near.
+
+Oph.
+I shall th' effect of this good lesson keep
+As watchman to my heart. But, good my brother,
+Do not, as some ungracious pastors do,
+Show me the steep and thorny way to heaven;
+Whilst, like a puff'd and reckless libertine,
+Himself the primrose path of dalliance treads
+And recks not his own read.
+
+Laer.
+O, fear me not.
+I stay too long:--but here my father comes.
+
+[Enter Polonius.]
+
+A double blessing is a double grace;
+Occasion smiles upon a second leave.
+
+Pol.
+Yet here, Laertes! aboard, aboard, for shame!
+The wind sits in the shoulder of your sail,
+And you are stay'd for. There,--my blessing with thee!
+
+[Laying his hand on Laertes's head.]
+
+And these few precepts in thy memory
+Look thou character. Give thy thoughts no tongue,
+Nor any unproportion'd thought his act.
+Be thou familiar, but by no means vulgar.
+Those friends thou hast, and their adoption tried,
+Grapple them unto thy soul with hoops of steel;
+But do not dull thy palm with entertainment
+Of each new-hatch'd, unfledg'd comrade. Beware
+Of entrance to a quarrel; but, being in,
+Bear't that the opposed may beware of thee.
+Give every man thine ear, but few thy voice:
+Take each man's censure, but reserve thy judgment.
+Costly thy habit as thy purse can buy,
+But not express'd in fancy; rich, not gaudy:
+For the apparel oft proclaims the man;
+And they in France of the best rank and station
+Are most select and generous chief in that.
+Neither a borrower nor a lender be:
+For loan oft loses both itself and friend;
+And borrowing dulls the edge of husbandry.
+This above all,--to thine own self be true;
+And it must follow, as the night the day,
+Thou canst not then be false to any man.
+Farewell: my blessing season this in thee!
+
+Laer.
+Most humbly do I take my leave, my lord.
+
+Pol.
+The time invites you; go, your servants tend.
+
+Laer.
+Farewell, Ophelia; and remember well
+What I have said to you.
+
+Oph.
+'Tis in my memory lock'd,
+And you yourself shall keep the key of it.
+
+Laer.
+Farewell.
+
+[Exit.]
+
+Pol.
+What is't, Ophelia, he hath said to you?
+
+Oph.
+So please you, something touching the Lord Hamlet.
+
+Pol.
+Marry, well bethought:
+'Tis told me he hath very oft of late
+Given private time to you; and you yourself
+Have of your audience been most free and bounteous;
+If it be so,--as so 'tis put on me,
+And that in way of caution,--I must tell you
+You do not understand yourself so clearly
+As it behooves my daughter and your honour.
+What is between you? give me up the truth.
+
+Oph.
+He hath, my lord, of late made many tenders
+Of his affection to me.
+
+Pol.
+Affection! pooh! you speak like a green girl,
+Unsifted in such perilous circumstance.
+Do you believe his tenders, as you call them?
+
+Oph.
+I do not know, my lord, what I should think.
+
+Pol.
+Marry, I'll teach you: think yourself a baby;
+That you have ta'en these tenders for true pay,
+Which are not sterling. Tender yourself more dearly;
+Or,--not to crack the wind of the poor phrase,
+Wronging it thus,--you'll tender me a fool.
+
+Oph.
+My lord, he hath importun'd me with love
+In honourable fashion.
+
+Pol.
+Ay, fashion you may call it; go to, go to.
+
+Oph.
+And hath given countenance to his speech, my lord,
+With almost all the holy vows of heaven.
+
+Pol.
+Ay, springes to catch woodcocks. I do know,
+When the blood burns, how prodigal the soul
+Lends the tongue vows: these blazes, daughter,
+Giving more light than heat,--extinct in both,
+Even in their promise, as it is a-making,--
+You must not take for fire. From this time
+Be something scanter of your maiden presence;
+Set your entreatments at a higher rate
+Than a command to parley. For Lord Hamlet,
+Believe so much in him, that he is young;
+And with a larger tether may he walk
+Than may be given you: in few, Ophelia,
+Do not believe his vows; for they are brokers,--
+Not of that dye which their investments show,
+But mere implorators of unholy suits,
+Breathing like sanctified and pious bawds,
+The better to beguile. This is for all,--
+I would not, in plain terms, from this time forth
+Have you so slander any moment leisure
+As to give words or talk with the Lord Hamlet.
+Look to't, I charge you; come your ways.
+
+Oph.
+I shall obey, my lord.
+
+[Exeunt.]
+
+
+
+Scene IV. The platform.
+
+[Enter Hamlet, Horatio, and Marcellus.]
+
+Ham.
+The air bites shrewdly; it is very cold.
+
+Hor.
+It is a nipping and an eager air.
+
+Ham.
+What hour now?
+
+Hor.
+I think it lacks of twelve.
+
+Mar.
+No, it is struck.
+
+Hor.
+Indeed? I heard it not: then draws near the season
+Wherein the spirit held his wont to walk.
+
+[A flourish of trumpets, and ordnance shot off within.]
+
+What does this mean, my lord?
+
+Ham.
+The King doth wake to-night and takes his rouse,
+Keeps wassail, and the swaggering up-spring reels;
+And, as he drains his draughts of Rhenish down,
+The kettle-drum and trumpet thus bray out
+The triumph of his pledge.
+
+Hor.
+Is it a custom?
+
+Ham.
+Ay, marry, is't;
+But to my mind,--though I am native here,
+And to the manner born,--it is a custom
+More honour'd in the breach than the observance.
+This heavy-headed revel east and west
+Makes us traduc'd and tax'd of other nations:
+They clepe us drunkards, and with swinish phrase
+Soil our addition; and, indeed, it takes
+From our achievements, though perform'd at height,
+The pith and marrow of our attribute.
+So oft it chances in particular men
+That, for some vicious mole of nature in them,
+As in their birth,--wherein they are not guilty,
+Since nature cannot choose his origin,--
+By the o'ergrowth of some complexion,
+Oft breaking down the pales and forts of reason;
+Or by some habit, that too much o'er-leavens
+The form of plausive manners;--that these men,--
+Carrying, I say, the stamp of one defect,
+Being nature's livery, or fortune's star,--
+Their virtues else,--be they as pure as grace,
+As infinite as man may undergo,--
+Shall in the general censure take corruption
+From that particular fault: the dram of eale
+Doth all the noble substance often doubt
+To his own scandal.
+
+Hor.
+Look, my lord, it comes!
+
+[Enter Ghost.]
+
+Ham.
+Angels and ministers of grace defend us!--
+Be thou a spirit of health or goblin damn'd,
+Bring with thee airs from heaven or blasts from hell,
+Be thy intents wicked or charitable,
+Thou com'st in such a questionable shape
+That I will speak to thee: I'll call thee Hamlet,
+King, father, royal Dane; O, answer me!
+Let me not burst in ignorance; but tell
+Why thy canoniz'd bones, hearsed in death,
+Have burst their cerements; why the sepulchre,
+Wherein we saw thee quietly in-urn'd,
+Hath op'd his ponderous and marble jaws
+To cast thee up again! What may this mean,
+That thou, dead corse, again in complete steel,
+Revisit'st thus the glimpses of the moon,
+Making night hideous, and we fools of nature
+So horridly to shake our disposition
+With thoughts beyond the reaches of our souls?
+Say, why is this? wherefore? what should we do?
+
+[Ghost beckons Hamlet.]
+
+Hor.
+It beckons you to go away with it,
+As if it some impartment did desire
+To you alone.
+
+Mar.
+Look with what courteous action
+It waves you to a more removed ground:
+But do not go with it!
+
+Hor.
+No, by no means.
+
+Ham.
+It will not speak; then will I follow it.
+
+Hor.
+Do not, my lord.
+
+Ham.
+Why, what should be the fear?
+I do not set my life at a pin's fee;
+And for my soul, what can it do to that,
+Being a thing immortal as itself?
+It waves me forth again;--I'll follow it.
+
+Hor.
+What if it tempt you toward the flood, my lord,
+Or to the dreadful summit of the cliff
+That beetles o'er his base into the sea,
+And there assume some other horrible form
+Which might deprive your sovereignty of reason,
+And draw you into madness? think of it:
+The very place puts toys of desperation,
+Without more motive, into every brain
+That looks so many fadoms to the sea
+And hears it roar beneath.
+
+Ham.
+It waves me still.--
+Go on; I'll follow thee.
+
+Mar.
+You shall not go, my lord.
+
+Ham.
+Hold off your hands.
+
+Hor.
+Be rul'd; you shall not go.
+
+Ham.
+My fate cries out,
+And makes each petty artery in this body
+As hardy as the Nemean lion's nerve.--
+
+[Ghost beckons.]
+
+Still am I call'd;--unhand me, gentlemen;--
+
+[Breaking free from them.]
+
+By heaven, I'll make a ghost of him that lets me!--
+I say, away!--Go on; I'll follow thee.
+
+[Exeunt Ghost and Hamlet.]
+
+Hor.
+He waxes desperate with imagination.
+
+Mar.
+Let's follow; 'tis not fit thus to obey him.
+
+Hor.
+Have after.--To what issue will this come?
+
+Mar.
+Something is rotten in the state of Denmark.
+
+Hor.
+Heaven will direct it.
+
+Mar.
+Nay, let's follow him.
+
+[Exeunt.]
+
+
+
+Scene V. A more remote part of the Castle.
+
+[Enter Ghost and Hamlet.]
+
+Ham.
+Whither wilt thou lead me? speak! I'll go no further.
+
+Ghost.
+Mark me.
+
+Ham.
+I will.
+
+Ghost.
+My hour is almost come,
+When I to sulph'uous and tormenting flames
+Must render up myself.
+
+Ham.
+Alas, poor ghost!
+
+Ghost.
+Pity me not, but lend thy serious hearing
+To what I shall unfold.
+
+Ham.
+Speak; I am bound to hear.
+
+Ghost.
+So art thou to revenge, when thou shalt hear.
+
+Ham.
+What?
+
+Ghost.
+I am thy father's spirit;
+Doom'd for a certain term to walk the night,
+And for the day confin'd to wastein fires,
+Till the foul crimes done in my days of nature
+Are burnt and purg'd away. But that I am forbid
+To tell the secrets of my prison-house,
+I could a tale unfold whose lightest word
+Would harrow up thy soul; freeze thy young blood;
+Make thy two eyes, like stars, start from their spheres;
+Thy knotted and combined locks to part,
+And each particular hair to stand on end
+Like quills upon the fretful porcupine:
+But this eternal blazon must not be
+To ears of flesh and blood.--List, list, O, list!--
+If thou didst ever thy dear father love--
+
+Ham.
+O God!
+
+Ghost.
+Revenge his foul and most unnatural murder.
+
+Ham.
+Murder!
+
+Ghost.
+Murder most foul, as in the best it is;
+But this most foul, strange, and unnatural.
+
+Ham.
+Haste me to know't, that I, with wings as swift
+As meditation or the thoughts of love,
+May sweep to my revenge.
+
+Ghost.
+I find thee apt;
+And duller shouldst thou be than the fat weed
+That rots itself in ease on Lethe wharf,
+Wouldst thou not stir in this. Now, Hamlet, hear.
+'Tis given out that, sleeping in my orchard,
+A serpent stung me; so the whole ear of Denmark
+Is by a forged process of my death
+Rankly abus'd; but know, thou noble youth,
+The serpent that did sting thy father's life
+Now wears his crown.
+
+Ham.
+O my prophetic soul!
+Mine uncle!
+
+Ghost.
+Ay, that incestuous, that adulterate beast,
+With witchcraft of his wit, with traitorous gifts,--
+O wicked wit and gifts, that have the power
+So to seduce!--won to his shameful lust
+The will of my most seeming-virtuous queen:
+O Hamlet, what a falling-off was there!
+From me, whose love was of that dignity
+That it went hand in hand even with the vow
+I made to her in marriage; and to decline
+Upon a wretch whose natural gifts were poor
+To those of mine!
+But virtue, as it never will be mov'd,
+Though lewdness court it in a shape of heaven;
+So lust, though to a radiant angel link'd,
+Will sate itself in a celestial bed
+And prey on garbage.
+But soft! methinks I scent the morning air;
+Brief let me be.--Sleeping within my orchard,
+My custom always of the afternoon,
+Upon my secure hour thy uncle stole,
+With juice of cursed hebenon in a vial,
+And in the porches of my ears did pour
+The leperous distilment; whose effect
+Holds such an enmity with blood of man
+That, swift as quicksilver, it courses through
+The natural gates and alleys of the body;
+And with a sudden vigour it doth posset
+And curd, like eager droppings into milk,
+The thin and wholesome blood; so did it mine;
+And a most instant tetter bark'd about,
+Most lazar-like, with vile and loathsome crust
+All my smooth body.
+Thus was I, sleeping, by a brother's hand,
+Of life, of crown, of queen, at once dispatch'd:
+Cut off even in the blossoms of my sin,
+Unhous'led, disappointed, unanel'd;
+No reckoning made, but sent to my account
+With all my imperfections on my head:
+O, horrible! O, horrible! most horrible!
+If thou hast nature in thee, bear it not;
+Let not the royal bed of Denmark be
+A couch for luxury and damned incest.
+But, howsoever thou pursu'st this act,
+Taint not thy mind, nor let thy soul contrive
+Against thy mother aught: leave her to heaven,
+And to those thorns that in her bosom lodge,
+To prick and sting her. Fare thee well at once!
+The glowworm shows the matin to be near,
+And 'gins to pale his uneffectual fire:
+Adieu, adieu! Hamlet, remember me.
+
+[Exit.]
+
+Ham.
+O all you host of heaven! O earth! what else?
+And shall I couple hell? O, fie!--Hold, my heart;
+And you, my sinews, grow not instant old,
+But bear me stiffly up.--Remember thee!
+Ay, thou poor ghost, while memory holds a seat
+In this distracted globe. Remember thee!
+Yea, from the table of my memory
+I'll wipe away all trivial fond records,
+All saws of books, all forms, all pressures past,
+That youth and observation copied there;
+And thy commandment all alone shall live
+Within the book and volume of my brain,
+Unmix'd with baser matter: yes, by heaven!--
+O most pernicious woman!
+O villain, villain, smiling, damned villain!
+My tables,--meet it is I set it down,
+That one may smile, and smile, and be a villain;
+At least, I am sure, it may be so in Denmark:
+
+[Writing.]
+
+So, uncle, there you are. Now to my word;
+It is 'Adieu, adieu! remember me:'
+I have sworn't.
+
+Hor.
+[Within.] My lord, my lord,--
+
+Mar.
+[Within.] Lord Hamlet,--
+
+Hor.
+[Within.] Heaven secure him!
+
+Ham.
+So be it!
+
+Mar.
+[Within.] Illo, ho, ho, my lord!
+
+Ham.
+Hillo, ho, ho, boy! Come, bird, come.
+
+[Enter Horatio and Marcellus.]
+
+Mar.
+How is't, my noble lord?
+
+Hor.
+What news, my lord?
+
+Ham.
+O, wonderful!
+
+Hor.
+Good my lord, tell it.
+
+Ham.
+No; you'll reveal it.
+
+Hor.
+Not I, my lord, by heaven.
+
+Mar.
+Nor I, my lord.
+
+Ham.
+How say you then; would heart of man once think it?--
+But you'll be secret?
+
+Hor. and Mar.
+Ay, by heaven, my lord.
+
+Ham.
+There's ne'er a villain dwelling in all Denmark
+But he's an arrant knave.
+
+Hor.
+There needs no ghost, my lord, come from the grave
+To tell us this.
+
+Ham.
+Why, right; you are i' the right;
+And so, without more circumstance at all,
+I hold it fit that we shake hands and part:
+You, as your business and desires shall point you,--
+For every man hath business and desire,
+Such as it is;--and for my own poor part,
+Look you, I'll go pray.
+
+Hor.
+These are but wild and whirling words, my lord.
+
+Ham.
+I'm sorry they offend you, heartily;
+Yes, faith, heartily.
+
+Hor.
+There's no offence, my lord.
+
+Ham.
+Yes, by Saint Patrick, but there is, Horatio,
+And much offence too. Touching this vision here,--
+It is an honest ghost, that let me tell you:
+For your desire to know what is between us,
+O'ermaster't as you may. And now, good friends,
+As you are friends, scholars, and soldiers,
+Give me one poor request.
+
+Hor.
+What is't, my lord? we will.
+
+Ham.
+Never make known what you have seen to-night.
+
+Hor. and Mar.
+My lord, we will not.
+
+Ham.
+Nay, but swear't.
+
+Hor.
+In faith,
+My lord, not I.
+
+Mar.
+Nor I, my lord, in faith.
+
+Ham.
+Upon my sword.
+
+Mar.
+We have sworn, my lord, already.
+
+Ham.
+Indeed, upon my sword, indeed.
+
+Ghost.
+[Beneath.] Swear.
+
+Ham.
+Ha, ha boy! say'st thou so? art thou there, truepenny?--
+Come on!--you hear this fellow in the cellarage,--
+Consent to swear.
+
+Hor.
+Propose the oath, my lord.
+
+Ham.
+Never to speak of this that you have seen,
+Swear by my sword.
+
+Ghost.
+[Beneath.] Swear.
+
+Ham.
+Hic et ubique? then we'll shift our ground.--
+Come hither, gentlemen,
+And lay your hands again upon my sword:
+Never to speak of this that you have heard,
+Swear by my sword.
+
+Ghost.
+[Beneath.] Swear.
+
+Ham.
+Well said, old mole! canst work i' the earth so fast?
+A worthy pioner!--Once more remove, good friends.
+
+Hor.
+O day and night, but this is wondrous strange!
+
+Ham.
+And therefore as a stranger give it welcome.
+There are more things in heaven and earth, Horatio,
+Than are dreamt of in your philosophy.
+But come;--
+Here, as before, never, so help you mercy,
+How strange or odd soe'er I bear myself,--
+As I, perchance, hereafter shall think meet
+To put an antic disposition on,--
+That you, at such times seeing me, never shall,
+With arms encumber'd thus, or this head-shake,
+Or by pronouncing of some doubtful phrase,
+As 'Well, well, we know'; or 'We could, an if we would';--
+Or 'If we list to speak'; or 'There be, an if they might';--
+Or such ambiguous giving out, to note
+That you know aught of me:--this is not to do,
+So grace and mercy at your most need help you,
+Swear.
+
+Ghost.
+[Beneath.] Swear.
+
+Ham.
+Rest, rest, perturbed spirit!--So, gentlemen,
+With all my love I do commend me to you:
+And what so poor a man as Hamlet is
+May do, to express his love and friending to you,
+God willing, shall not lack. Let us go in together;
+And still your fingers on your lips, I pray.
+The time is out of joint:--O cursed spite,
+That ever I was born to set it right!--
+Nay, come, let's go together.
+
+[Exeunt.]
+
+
+
+Act II.
+
+Scene I. A room in Polonius's house.
+
+[Enter Polonius and Reynaldo.]
+
+Pol.
+Give him this money and these notes, Reynaldo.
+
+Rey.
+I will, my lord.
+
+Pol.
+You shall do marvellous wisely, good Reynaldo,
+Before You visit him, to make inquiry
+Of his behaviour.
+
+Rey.
+My lord, I did intend it.
+
+Pol.
+Marry, well said; very well said. Look you, sir,
+Enquire me first what Danskers are in Paris;
+And how, and who, what means, and where they keep,
+What company, at what expense; and finding,
+By this encompassment and drift of question,
+That they do know my son, come you more nearer
+Than your particular demands will touch it:
+Take you, as 'twere, some distant knowledge of him;
+As thus, 'I know his father and his friends,
+And in part him;--do you mark this, Reynaldo?
+
+Rey.
+Ay, very well, my lord.
+
+Pol.
+'And in part him;--but,' you may say, 'not well:
+But if't be he I mean, he's very wild;
+Addicted so and so;' and there put on him
+What forgeries you please; marry, none so rank
+As may dishonour him; take heed of that;
+But, sir, such wanton, wild, and usual slips
+As are companions noted and most known
+To youth and liberty.
+
+Rey.
+As gaming, my lord.
+
+Pol.
+Ay, or drinking, fencing, swearing, quarrelling,
+Drabbing:--you may go so far.
+
+Rey.
+My lord, that would dishonour him.
+
+Pol.
+Faith, no; as you may season it in the charge.
+You must not put another scandal on him,
+That he is open to incontinency;
+That's not my meaning: but breathe his faults so quaintly
+That they may seem the taints of liberty;
+The flash and outbreak of a fiery mind;
+A savageness in unreclaimed blood,
+Of general assault.
+
+Rey.
+But, my good lord,--
+
+Pol.
+Wherefore should you do this?
+
+Rey.
+Ay, my lord,
+I would know that.
+
+Pol.
+Marry, sir, here's my drift;
+And I believe it is a fetch of warrant:
+You laying these slight sullies on my son
+As 'twere a thing a little soil'd i' the working,
+Mark you,
+Your party in converse, him you would sound,
+Having ever seen in the prenominate crimes
+The youth you breathe of guilty, be assur'd
+He closes with you in this consequence;
+'Good sir,' or so; or 'friend,' or 'gentleman'--
+According to the phrase or the addition
+Of man and country.
+
+Rey.
+Very good, my lord.
+
+Pol.
+And then, sir, does he this,--he does--What was I about to say?--
+By the mass, I was about to say something:--Where did I leave?
+
+Rey.
+At 'closes in the consequence,' at 'friend or so,' and
+gentleman.'
+
+Pol.
+At--closes in the consequence'--ay, marry!
+He closes with you thus:--'I know the gentleman;
+I saw him yesterday, or t'other day,
+Or then, or then; with such, or such; and, as you say,
+There was he gaming; there o'ertook in's rouse;
+There falling out at tennis': or perchance,
+'I saw him enter such a house of sale,'--
+Videlicet, a brothel,--or so forth.--
+See you now;
+Your bait of falsehood takes this carp of truth:
+And thus do we of wisdom and of reach,
+With windlaces, and with assays of bias,
+By indirections find directions out:
+So, by my former lecture and advice,
+Shall you my son. You have me, have you not?
+
+Rey.
+My lord, I have.
+
+Pol.
+God b' wi' you, fare you well.
+
+Rey.
+Good my lord!
+
+Pol.
+Observe his inclination in yourself.
+
+Rey.
+I shall, my lord.
+
+Pol.
+And let him ply his music.
+
+Rey.
+Well, my lord.
+
+Pol.
+Farewell!
+
+[Exit Reynaldo.]
+
+[Enter Ophelia.]
+
+How now, Ophelia! what's the matter?
+
+Oph.
+Alas, my lord, I have been so affrighted!
+
+Pol.
+With what, i' the name of God?
+
+Oph.
+My lord, as I was sewing in my chamber,
+Lord Hamlet,--with his doublet all unbrac'd;
+No hat upon his head; his stockings foul'd,
+Ungart'red, and down-gyved to his ankle;
+Pale as his shirt; his knees knocking each other;
+And with a look so piteous in purport
+As if he had been loosed out of hell
+To speak of horrors,--he comes before me.
+
+Pol.
+Mad for thy love?
+
+Oph.
+My lord, I do not know;
+But truly I do fear it.
+
+Pol.
+What said he?
+
+Oph.
+He took me by the wrist, and held me hard;
+Then goes he to the length of all his arm;
+And with his other hand thus o'er his brow,
+He falls to such perusal of my face
+As he would draw it. Long stay'd he so;
+At last,--a little shaking of mine arm,
+And thrice his head thus waving up and down,--
+He rais'd a sigh so piteous and profound
+As it did seem to shatter all his bulk
+And end his being: that done, he lets me go:
+And, with his head over his shoulder turn'd
+He seem'd to find his way without his eyes;
+For out o' doors he went without their help,
+And to the last bended their light on me.
+
+Pol.
+Come, go with me: I will go seek the king.
+This is the very ecstasy of love;
+Whose violent property fordoes itself,
+And leads the will to desperate undertakings,
+As oft as any passion under heaven
+That does afflict our natures. I am sorry,--
+What, have you given him any hard words of late?
+
+Oph.
+No, my good lord; but, as you did command,
+I did repel his letters and denied
+His access to me.
+
+Pol.
+That hath made him mad.
+I am sorry that with better heed and judgment
+I had not quoted him: I fear'd he did but trifle,
+And meant to wreck thee; but beshrew my jealousy!
+It seems it as proper to our age
+To cast beyond ourselves in our opinions
+As it is common for the younger sort
+To lack discretion. Come, go we to the king:
+This must be known; which, being kept close, might move
+More grief to hide than hate to utter love.
+
+[Exeunt.]
+
+
+
+Scene II. A room in the Castle.
+
+[Enter King, Rosencrantz, Guildenstern, and Attendants.]
+
+King.
+Welcome, dear Rosencrantz and Guildenstern!
+Moreover that we much did long to see you,
+The need we have to use you did provoke
+Our hasty sending. Something have you heard
+Of Hamlet's transformation; so I call it,
+Since nor the exterior nor the inward man
+Resembles that it was. What it should be,
+More than his father's death, that thus hath put him
+So much from the understanding of himself,
+I cannot dream of: I entreat you both
+That, being of so young days brought up with him,
+And since so neighbour'd to his youth and humour,
+That you vouchsafe your rest here in our court
+Some little time: so by your companies
+To draw him on to pleasures, and to gather,
+So much as from occasion you may glean,
+Whether aught, to us unknown, afflicts him thus,
+That, open'd, lies within our remedy.
+
+Queen.
+Good gentlemen, he hath much talk'd of you,
+And sure I am two men there are not living
+To whom he more adheres. If it will please you
+To show us so much gentry and good-will
+As to expend your time with us awhile,
+For the supply and profit of our hope,
+Your visitation shall receive such thanks
+As fits a king's remembrance.
+
+Ros.
+Both your majesties
+Might, by the sovereign power you have of us,
+Put your dread pleasures more into command
+Than to entreaty.
+
+Guil.
+We both obey,
+And here give up ourselves, in the full bent,
+To lay our service freely at your feet,
+To be commanded.
+
+King.
+Thanks, Rosencrantz and gentle Guildenstern.
+
+Queen.
+Thanks, Guildenstern and gentle Rosencrantz:
+And I beseech you instantly to visit
+My too-much-changed son.--Go, some of you,
+And bring these gentlemen where Hamlet is.
+
+Guil.
+Heavens make our presence and our practices
+Pleasant and helpful to him!
+
+Queen.
+Ay, amen!
+
+[Exeunt Rosencrantz, Guildenstern, and some Attendants].
+
+[Enter Polonius.]
+
+Pol.
+Th' ambassadors from Norway, my good lord,
+Are joyfully return'd.
+
+King.
+Thou still hast been the father of good news.
+
+Pol.
+Have I, my lord? Assure you, my good liege,
+I hold my duty, as I hold my soul,
+Both to my God and to my gracious king:
+And I do think,--or else this brain of mine
+Hunts not the trail of policy so sure
+As it hath us'd to do,--that I have found
+The very cause of Hamlet's lunacy.
+
+King.
+O, speak of that; that do I long to hear.
+
+Pol.
+Give first admittance to the ambassadors;
+My news shall be the fruit to that great feast.
+
+King.
+Thyself do grace to them, and bring them in.
+
+[Exit Polonius.]
+
+He tells me, my sweet queen, he hath found
+The head and source of all your son's distemper.
+
+Queen.
+I doubt it is no other but the main,--
+His father's death and our o'erhasty marriage.
+
+King.
+Well, we shall sift him.
+
+[Enter Polonius, with Voltimand and Cornelius.]
+
+Welcome, my good friends!
+Say, Voltimand, what from our brother Norway?
+
+Volt.
+Most fair return of greetings and desires.
+Upon our first, he sent out to suppress
+His nephew's levies; which to him appear'd
+To be a preparation 'gainst the Polack;
+But, better look'd into, he truly found
+It was against your highness; whereat griev'd,--
+That so his sickness, age, and impotence
+Was falsely borne in hand,--sends out arrests
+On Fortinbras; which he, in brief, obeys;
+Receives rebuke from Norway; and, in fine,
+Makes vow before his uncle never more
+To give th' assay of arms against your majesty.
+Whereon old Norway, overcome with joy,
+Gives him three thousand crowns in annual fee;
+And his commission to employ those soldiers,
+So levied as before, against the Polack:
+With an entreaty, herein further shown,
+[Gives a paper.]
+That it might please you to give quiet pass
+Through your dominions for this enterprise,
+On such regards of safety and allowance
+As therein are set down.
+
+King.
+It likes us well;
+And at our more consider'd time we'll read,
+Answer, and think upon this business.
+Meantime we thank you for your well-took labour:
+Go to your rest; at night we'll feast together:
+Most welcome home!
+
+[Exeunt Voltimand and Cornelius.]
+
+Pol.
+This business is well ended.--
+My liege, and madam,--to expostulate
+What majesty should be, what duty is,
+Why day is day, night is night, and time is time.
+Were nothing but to waste night, day, and time.
+Therefore, since brevity is the soul of wit,
+And tediousness the limbs and outward flourishes,
+I will be brief:--your noble son is mad:
+Mad call I it; for to define true madness,
+What is't but to be nothing else but mad?
+But let that go.
+
+Queen.
+More matter, with less art.
+
+Pol.
+Madam, I swear I use no art at all.
+That he is mad, 'tis true: 'tis true 'tis pity;
+And pity 'tis 'tis true: a foolish figure;
+But farewell it, for I will use no art.
+Mad let us grant him then: and now remains
+That we find out the cause of this effect;
+Or rather say, the cause of this defect,
+For this effect defective comes by cause:
+Thus it remains, and the remainder thus.
+Perpend.
+I have a daughter,--have whilst she is mine,--
+Who, in her duty and obedience, mark,
+Hath given me this: now gather, and surmise.
+[Reads.]
+'To the celestial, and my soul's idol, the most beautified
+Ophelia,'--
+That's an ill phrase, a vile phrase; 'beautified' is a vile
+phrase: but you shall hear. Thus:
+[Reads.]
+'In her excellent white bosom, these, &c.'
+
+Queen.
+Came this from Hamlet to her?
+
+Pol.
+Good madam, stay awhile; I will be faithful.
+[Reads.]
+  'Doubt thou the stars are fire;
+     Doubt that the sun doth move;
+   Doubt truth to be a liar;
+     But never doubt I love.
+'O dear Ophelia, I am ill at these numbers; I have not art to
+reckon my groans: but that I love thee best, O most best, believe
+it. Adieu.
+  'Thine evermore, most dear lady, whilst this machine is to him,
+     HAMLET.'
+This, in obedience, hath my daughter show'd me;
+And more above, hath his solicitings,
+As they fell out by time, by means, and place,
+All given to mine ear.
+
+King.
+But how hath she
+Receiv'd his love?
+
+Pol.
+What do you think of me?
+
+King.
+As of a man faithful and honourable.
+
+Pol.
+I would fain prove so. But what might you think,
+When I had seen this hot love on the wing,--
+As I perceiv'd it, I must tell you that,
+Before my daughter told me,-- what might you,
+Or my dear majesty your queen here, think,
+If I had play'd the desk or table-book,
+Or given my heart a winking, mute and dumb;
+Or look'd upon this love with idle sight;--
+What might you think? No, I went round to work,
+And my young mistress thus I did bespeak:
+'Lord Hamlet is a prince, out of thy sphere;
+This must not be:' and then I precepts gave her,
+That she should lock herself from his resort,
+Admit no messengers, receive no tokens.
+Which done, she took the fruits of my advice;
+And he, repulsed,--a short tale to make,--
+Fell into a sadness; then into a fast;
+Thence to a watch; thence into a weakness;
+Thence to a lightness; and, by this declension,
+Into the madness wherein now he raves,
+And all we wail for.
+
+King.
+Do you think 'tis this?
+
+Queen.
+It may be, very likely.
+
+Pol.
+Hath there been such a time,--I'd fain know that--
+That I have positively said ''Tis so,'
+When it prov'd otherwise?
+
+King.
+Not that I know.
+
+Pol.
+Take this from this, if this be otherwise:
+[Points to his head and shoulder.]
+If circumstances lead me, I will find
+Where truth is hid, though it were hid indeed
+Within the centre.
+
+King.
+How may we try it further?
+
+Pol.
+You know sometimes he walks for hours together
+Here in the lobby.
+
+Queen.
+So he does indeed.
+
+Pol.
+At such a time I'll loose my daughter to him:
+Be you and I behind an arras then;
+Mark the encounter: if he love her not,
+And he not from his reason fall'n thereon
+Let me be no assistant for a state,
+But keep a farm and carters.
+
+King.
+We will try it.
+
+Queen.
+But look where sadly the poor wretch comes reading.
+
+Pol.
+Away, I do beseech you, both away
+I'll board him presently:--O, give me leave.
+
+[Exeunt King, Queen, and Attendants.]
+
+[Enter Hamlet, reading.]
+
+How does my good Lord Hamlet?
+
+Ham.
+Well, God-a-mercy.
+
+Pol.
+Do you know me, my lord?
+
+Ham.
+Excellent well; you're a fishmonger.
+
+Pol.
+Not I, my lord.
+
+Ham.
+Then I would you were so honest a man.
+
+Pol.
+Honest, my lord!
+
+Ham.
+Ay, sir; to be honest, as this world goes, is to be one man
+picked out of ten thousand.
+
+Pol.
+That's very true, my lord.
+
+Ham.
+For if the sun breed maggots in a dead dog, being a god-kissing
+carrion,--Have you a daughter?
+
+Pol.
+I have, my lord.
+
+Ham.
+Let her not walk i' the sun: conception is a blessing, but not
+as your daughter may conceive:--friend, look to't.
+
+Pol.
+How say you by that?--[Aside.] Still harping on my daughter:--yet
+he knew me not at first; he said I was a fishmonger: he is far
+gone, far gone: and truly in my youth I suffered much extremity
+for love; very near this. I'll speak to him again.--What do you
+read, my lord?
+
+Ham.
+Words, words, words.
+
+Pol.
+What is the matter, my lord?
+
+Ham.
+Between who?
+
+Pol.
+I mean, the matter that you read, my lord.
+
+Ham.
+Slanders, sir: for the satirical slave says here that old men
+have grey beards; that their faces are wrinkled; their eyes
+purging thick amber and plum-tree gum; and that they have a
+plentiful lack of wit, together with most weak hams: all which,
+sir, though I most powerfully and potently believe, yet I hold it
+not honesty to have it thus set down; for you yourself, sir,
+should be old as I am, if, like a crab, you could go backward.
+
+Pol.
+[Aside.] Though this be madness, yet there is a method in't.--
+Will you walk out of the air, my lord?
+
+Ham.
+Into my grave?
+
+Pol.
+Indeed, that is out o' the air. [Aside.] How pregnant sometimes
+his replies are! a happiness that often madness hits on, which
+reason and sanity could not so prosperously be delivered of. I
+will leave him and suddenly contrive the means of meeting between
+him and my daughter.--My honourable lord, I will most humbly take
+my leave of you.
+
+Ham.
+You cannot, sir, take from me anything that I will more
+willingly part withal,--except my life, except my life, except my
+life.
+
+Pol.
+Fare you well, my lord.
+
+Ham.
+These tedious old fools!
+
+[Enter Rosencrantz and Guildenstern.]
+
+Pol.
+You go to seek the Lord Hamlet; there he is.
+
+Ros.
+[To Polonius.] God save you, sir!
+
+[Exit Polonius.]
+
+Guil.
+My honoured lord!
+
+Ros.
+My most dear lord!
+
+Ham.
+My excellent good friends! How dost thou, Guildenstern? Ah,
+Rosencrantz! Good lads, how do ye both?
+
+Ros.
+As the indifferent children of the earth.
+
+Guil.
+Happy in that we are not over-happy;
+On fortune's cap we are not the very button.
+
+Ham.
+Nor the soles of her shoe?
+
+Ros.
+Neither, my lord.
+
+Ham.
+Then you live about her waist, or in the middle of her
+favours?
+
+Guil.
+Faith, her privates we.
+
+Ham.
+In the secret parts of fortune? O, most true; she is a
+strumpet. What's the news?
+
+Ros.
+None, my lord, but that the world's grown honest.
+
+Ham.
+Then is doomsday near; but your news is not true. Let me
+question more in particular: what have you, my good friends,
+deserved at the hands of fortune, that she sends you to prison
+hither?
+
+Guil.
+Prison, my lord!
+
+Ham.
+Denmark's a prison.
+
+Ros.
+Then is the world one.
+
+Ham.
+A goodly one; in which there are many confines, wards, and
+dungeons, Denmark being one o' the worst.
+
+Ros.
+We think not so, my lord.
+
+Ham.
+Why, then 'tis none to you; for there is nothing either good
+or bad but thinking makes it so: to me it is a prison.
+
+Ros.
+Why, then, your ambition makes it one; 'tis too narrow for your
+mind.
+
+Ham.
+O God, I could be bounded in a nutshell, and count myself a
+king of infinite space, were it not that I have bad dreams.
+
+Guil.
+Which dreams, indeed, are ambition; for the very substance of
+the ambitious is merely the shadow of a dream.
+
+Ham.
+A dream itself is but a shadow.
+
+Ros.
+Truly, and I hold ambition of so airy and light a quality that
+it is but a shadow's shadow.
+
+Ham.
+Then are our beggars bodies, and our monarchs and outstretch'd
+heroes the beggars' shadows. Shall we to the court? for, by my
+fay, I cannot reason.
+
+Ros. and Guild.
+We'll wait upon you.
+
+Ham.
+No such matter: I will not sort you with the rest of my
+servants; for, to speak to you like an honest man, I am most
+dreadfully attended. But, in the beaten way of friendship, what
+make you at Elsinore?
+
+Ros.
+To visit you, my lord; no other occasion.
+
+Ham.
+Beggar that I am, I am even poor in thanks; but I thank you:
+and sure, dear friends, my thanks are too dear a halfpenny. Were
+you not sent for? Is it your own inclining? Is it a free
+visitation? Come, deal justly with me: come, come; nay, speak.
+
+Guil.
+What should we say, my lord?
+
+Ham.
+Why, anything--but to the purpose. You were sent for; and
+there is a kind of confession in your looks, which your modesties
+have not craft enough to colour: I know the good king and queen
+have sent for you.
+
+Ros.
+To what end, my lord?
+
+Ham.
+That you must teach me. But let me conjure you, by the rights
+of our fellowship, by the consonancy of our youth, by the
+obligation of our ever-preserved love, and by what more dear a
+better proposer could charge you withal, be even and direct with
+me, whether you were sent for or no.
+
+Ros.
+[To Guildenstern.] What say you?
+
+Ham.
+[Aside.] Nay, then, I have an eye of you.--If you love me, hold
+not off.
+
+Guil.
+My lord, we were sent for.
+
+Ham.
+I will tell you why; so shall my anticipation prevent your
+discovery, and your secrecy to the king and queen moult no
+feather. I have of late,--but wherefore I know not,--lost all my
+mirth, forgone all custom of exercises; and indeed, it goes so
+heavily with my disposition that this goodly frame, the earth,
+seems to me a sterile promontory; this most excellent canopy, the
+air, look you, this brave o'erhanging firmament, this majestical
+roof fretted with golden fire,--why, it appears no other thing
+to me than a foul and pestilent congregation of vapours. What a
+piece of work is man! How noble in reason! how infinite in
+faculties! in form and moving, how express and admirable! in
+action how like an angel! in apprehension, how like a god! the
+beauty of the world! the paragon of animals! And yet, to me, what
+is this quintessence of dust? Man delights not me; no, nor woman
+neither, though by your smiling you seem to say so.
+
+Ros.
+My lord, there was no such stuff in my thoughts.
+
+Ham.
+Why did you laugh then, when I said 'Man delights not me'?
+
+Ros.
+To think, my lord, if you delight not in man, what lenten
+entertainment the players shall receive from you: we coted them
+on the way; and hither are they coming to offer you service.
+
+Ham.
+He that plays the king shall be welcome,--his majesty shall
+have tribute of me; the adventurous knight shall use his foil and
+target; the lover shall not sigh gratis; the humorous man shall
+end his part in peace; the clown shall make those laugh whose
+lungs are tickle o' the sere; and the lady shall say her mind
+freely, or the blank verse shall halt for't. What players are
+they?
+
+Ros.
+Even those you were wont to take such delight in,--the
+tragedians of the city.
+
+Ham.
+How chances it they travel? their residence, both in
+reputation and profit, was better both ways.
+
+Ros.
+I think their inhibition comes by the means of the late
+innovation.
+
+Ham.
+Do they hold the same estimation they did when I was in the
+city? Are they so followed?
+
+Ros.
+No, indeed, are they not.
+
+Ham.
+How comes it? do they grow rusty?
+
+Ros.
+Nay, their endeavour keeps in the wonted pace: but there is,
+sir, an aery of children, little eyases, that cry out on the top
+of question, and are most tyrannically clapped for't: these are
+now the fashion; and so berattle the common stages,--so they call
+them,--that many wearing rapiers are afraid of goose-quills and
+dare scarce come thither.
+
+Ham.
+What, are they children? who maintains 'em? How are they
+escoted? Will they pursue the quality no longer than they can
+sing? will they not say afterwards, if they should grow
+themselves to common players,--as it is most like, if their means
+are no better,--their writers do them wrong to make them exclaim
+against their own succession?
+
+Ros.
+Faith, there has been much to do on both sides; and the nation
+holds it no sin to tarre them to controversy: there was, for
+awhile, no money bid for argument unless the poet and the player
+went to cuffs in the question.
+
+Ham.
+Is't possible?
+
+Guil.
+O, there has been much throwing about of brains.
+
+Ham.
+Do the boys carry it away?
+
+Ros.
+Ay, that they do, my lord; Hercules and his load too.
+
+Ham.
+It is not very strange; for my uncle is king of Denmark, and
+those that would make mouths at him while my father lived, give
+twenty, forty, fifty, a hundred ducats a-piece for his picture in
+little. 'Sblood, there is something in this more than natural, if
+philosophy could find it out.
+
+[Flourish of trumpets within.]
+
+Guil.
+There are the players.
+
+Ham.
+Gentlemen, you are welcome to Elsinore. Your hands, come: the
+appurtenance of welcome is fashion and ceremony: let me comply
+with you in this garb; lest my extent to the players, which I
+tell you must show fairly outward, should more appear like
+entertainment than yours. You are welcome: but my uncle-father
+and aunt-mother are deceived.
+
+Guil.
+In what, my dear lord?
+
+Ham.
+I am but mad north-north-west: when the wind is southerly I
+know a hawk from a handsaw.
+
+[Enter Polonius.]
+
+Pol.
+Well be with you, gentlemen!
+
+Ham.
+Hark you, Guildenstern;--and you too;--at each ear a hearer: that
+great baby you see there is not yet out of his swaddling clouts.
+
+Ros.
+Happily he's the second time come to them; for they say an old
+man is twice a child.
+
+Ham.
+I will prophesy he comes to tell me of the players; mark it.--You
+say right, sir: o' Monday morning; 'twas so indeed.
+
+Pol.
+My lord, I have news to tell you.
+
+Ham.
+My lord, I have news to tell you. When Roscius was an actor in
+Rome,--
+
+Pol.
+The actors are come hither, my lord.
+
+Ham.
+Buzz, buzz!
+
+Pol.
+Upon my honour,--
+
+Ham.
+Then came each actor on his ass,--
+
+Pol.
+The best actors in the world, either for tragedy, comedy,
+history, pastoral, pastoral-comical, historical-pastoral,
+tragical-historical, tragical-comical-historical-pastoral, scene
+individable, or poem unlimited: Seneca cannot be too heavy nor
+Plautus too light. For the law of writ and the liberty, these are
+the only men.
+
+Ham.
+O Jephthah, judge of Israel, what a treasure hadst thou!
+
+Pol.
+What treasure had he, my lord?
+
+Ham.
+Why--
+   'One fair daughter, and no more,
+   The which he loved passing well.'
+
+
+Pol.
+[Aside.] Still on my daughter.
+
+Ham.
+Am I not i' the right, old Jephthah?
+
+Pol.
+If you call me Jephthah, my lord, I have a daughter that I
+love passing well.
+
+Ham.
+Nay, that follows not.
+
+Pol.
+What follows, then, my lord?
+
+Ham.
+Why--
+   'As by lot, God wot,'
+and then, you know,
+   'It came to pass, as most like it was--'
+The first row of the pious chanson will show you more; for look
+where my abridgment comes.
+
+[Enter four or five Players.]
+
+You are welcome, masters; welcome, all:--I am glad to see thee
+well.--welcome, good friends.--O, my old friend! Thy face is
+valanc'd since I saw thee last; comest thou to beard me in
+Denmark?--What, my young lady and mistress! By'r lady, your
+ladyship is nearer to heaven than when I saw you last, by the
+altitude of a chopine. Pray God, your voice, like a piece of
+uncurrent gold, be not cracked within the ring.--Masters, you are
+all welcome. We'll e'en to't like French falconers, fly at
+anything we see: we'll have a speech straight: come, give us a
+taste of your quality: come, a passionate speech.
+
+I Play.
+What speech, my lord?
+
+Ham.
+I heard thee speak me a speech once,--but it was never acted;
+or if it was, not above once; for the play, I remember, pleased
+not the million, 'twas caviare to the general; but it was,--as I
+received it, and others, whose judgments in such matters cried in
+the top of mine,--an excellent play, well digested in the scenes,
+set down with as much modesty as cunning. I remember, one said
+there were no sallets in the lines to make the matter savoury,
+nor no matter in the phrase that might indite the author of
+affectation; but called it an honest method, as wholesome as
+sweet, and by very much more handsome than fine. One speech in it
+I chiefly loved: 'twas AEneas' tale to Dido, and thereabout of it
+especially where he speaks of Priam's slaughter: if it live in
+your memory, begin at this line;--let me see, let me see:--
+
+The rugged Pyrrhus, like th' Hyrcanian beast,--
+
+it is not so:-- it begins with Pyrrhus:--
+
+  'The rugged Pyrrhus,--he whose sable arms,
+   Black as his purpose, did the night resemble
+   When he lay couched in the ominous horse,--
+   Hath now this dread and black complexion smear'd
+   With heraldry more dismal; head to foot
+   Now is he total gules; horridly trick'd
+   With blood of fathers, mothers, daughters, sons,
+   Bak'd and impasted with the parching streets,
+   That lend a tyrannous and a damned light
+   To their vile murders: roasted in wrath and fire,
+   And thus o'ersized with coagulate gore,
+   With eyes like carbuncles, the hellish Pyrrhus
+   Old grandsire Priam seeks.'
+
+So, proceed you.
+
+Pol.
+'Fore God, my lord, well spoken, with good accent and good
+discretion.
+
+I Play.
+   Anon he finds him,
+   Striking too short at Greeks: his antique sword,
+   Rebellious to his arm, lies where it falls,
+   Repugnant to command: unequal match'd,
+   Pyrrhus at Priam drives; in rage strikes wide;
+   But with the whiff and wind of his fell sword
+   The unnerved father falls. Then senseless Ilium,
+   Seeming to feel this blow, with flaming top
+   Stoops to his base; and with a hideous crash
+   Takes prisoner Pyrrhus' ear: for lo! his sword,
+   Which was declining on the milky head
+   Of reverend Priam, seem'd i' the air to stick:
+   So, as a painted tyrant, Pyrrhus stood;
+   And, like a neutral to his will and matter,
+   Did nothing.
+   But as we often see, against some storm,
+   A silence in the heavens, the rack stand still,
+   The bold winds speechless, and the orb below
+   As hush as death, anon the dreadful thunder
+   Doth rend the region; so, after Pyrrhus' pause,
+   A roused vengeance sets him new a-work;
+   And never did the Cyclops' hammers fall
+   On Mars's armour, forg'd for proof eterne,
+   With less remorse than Pyrrhus' bleeding sword
+   Now falls on Priam.--
+   Out, out, thou strumpet, Fortune! All you gods,
+   In general synod, take away her power;
+   Break all the spokes and fellies from her wheel,
+   And bowl the round nave down the hill of heaven,
+   As low as to the fiends!
+
+Pol.
+This is too long.
+
+Ham.
+It shall to the barber's, with your beard.--Pr'ythee say on.--
+He's for a jig or a tale of bawdry, or he sleeps:--say on; come
+to Hecuba.
+
+I Play.
+   But who, O who, had seen the mobled queen,--
+
+Ham.
+'The mobled queen'?
+
+Pol.
+That's good! 'Mobled queen' is good.
+
+I Play.
+   Run barefoot up and down, threatening the flames
+   With bisson rheum; a clout upon that head
+   Where late the diadem stood, and for a robe,
+   About her lank and all o'erteemed loins,
+   A blanket, in the alarm of fear caught up;--
+   Who this had seen, with tongue in venom steep'd,
+   'Gainst Fortune's state would treason have pronounc'd:
+   But if the gods themselves did see her then,
+   When she saw Pyrrhus make malicious sport
+   In mincing with his sword her husband's limbs,
+   The instant burst of clamour that she made,--
+   Unless things mortal move them not at all,--
+   Would have made milch the burning eyes of heaven,
+   And passion in the gods.
+
+Pol.
+Look, whether he has not turn'd his colour, and has tears in's
+eyes.--Pray you, no more!
+
+Ham.
+'Tis well. I'll have thee speak out the rest of this soon.--
+Good my lord, will you see the players well bestowed? Do you
+hear? Let them be well used; for they are the abstracts and brief
+chronicles of the time; after your death you were better have a
+bad epitaph than their ill report while you live.
+
+Pol.
+My lord, I will use them according to their desert.
+
+Ham.
+Odd's bodikin, man, better: use every man after his
+desert, and who should scape whipping? Use them after your own
+honour and dignity: the less they deserve, the more merit is in
+your bounty. Take them in.
+
+Pol.
+Come, sirs.
+
+Ham.
+Follow him, friends: we'll hear a play to-morrow.
+
+[Exeunt Polonius with all the Players but the First.]
+
+Dost thou hear me, old friend? Can you play 'The Murder of
+Gonzago'?
+
+I Play.
+Ay, my lord.
+
+Ham.
+We'll ha't to-morrow night. You could, for a need, study a
+speech of some dozen or sixteen lines which I would set down and
+insert in't? could you not?
+
+I Play.
+Ay, my lord.
+
+Ham.
+Very well.--Follow that lord; and look you mock him not.
+
+[Exit First Player.]
+
+--My good friends [to Ros. and Guild.], I'll leave you till
+night: you are welcome to Elsinore.
+
+Ros.
+Good my lord!
+
+[Exeunt Rosencrantz and Guildenstern.]
+
+Ham.
+Ay, so, God b' wi' ye!
+Now I am alone.
+O, what a rogue and peasant slave am I!
+Is it not monstrous that this player here,
+But in a fiction, in a dream of passion,
+Could force his soul so to his own conceit
+That from her working all his visage wan'd;
+Tears in his eyes, distraction in's aspect,
+A broken voice, and his whole function suiting
+With forms to his conceit? And all for nothing!
+For Hecuba?
+What's Hecuba to him, or he to Hecuba,
+That he should weep for her? What would he do,
+Had he the motive and the cue for passion
+That I have? He would drown the stage with tears
+And cleave the general ear with horrid speech;
+Make mad the guilty, and appal the free;
+Confound the ignorant, and amaze, indeed,
+The very faculties of eyes and ears.
+Yet I,
+A dull and muddy-mettled rascal, peak,
+Like John-a-dreams, unpregnant of my cause,
+And can say nothing; no, not for a king
+Upon whose property and most dear life
+A damn'd defeat was made. Am I a coward?
+Who calls me villain? breaks my pate across?
+Plucks off my beard and blows it in my face?
+Tweaks me by the nose? gives me the lie i' the throat
+As deep as to the lungs? who does me this, ha?
+'Swounds, I should take it: for it cannot be
+But I am pigeon-liver'd, and lack gall
+To make oppression bitter; or ere this
+I should have fatted all the region kites
+With this slave's offal: bloody, bawdy villain!
+Remorseless, treacherous, lecherous, kindless villain!
+O, vengeance!
+Why, what an ass am I! This is most brave,
+That I, the son of a dear father murder'd,
+Prompted to my revenge by heaven and hell,
+Must, like a whore, unpack my heart with words
+And fall a-cursing like a very drab,
+A scullion!
+Fie upon't! foh!--About, my brain! I have heard
+That guilty creatures, sitting at a play,
+Have by the very cunning of the scene
+Been struck so to the soul that presently
+They have proclaim'd their malefactions;
+For murder, though it have no tongue, will speak
+With most miraculous organ, I'll have these players
+Play something like the murder of my father
+Before mine uncle: I'll observe his looks;
+I'll tent him to the quick: if he but blench,
+I know my course. The spirit that I have seen
+May be the devil: and the devil hath power
+To assume a pleasing shape; yea, and perhaps
+Out of my weakness and my melancholy,--
+As he is very potent with such spirits,--
+Abuses me to damn me: I'll have grounds
+More relative than this.--the play's the thing
+Wherein I'll catch the conscience of the king.
+
+[Exit.]
+
+
+
+
+ACT III.
+
+Scene I. A room in the Castle.
+
+[Enter King, Queen, Polonius, Ophelia, Rosencrantz, and
+Guildenstern.]
+
+King.
+And can you, by no drift of circumstance,
+Get from him why he puts on this confusion,
+Grating so harshly all his days of quiet
+With turbulent and dangerous lunacy?
+
+Ros.
+He does confess he feels himself distracted,
+But from what cause he will by no means speak.
+
+Guil.
+Nor do we find him forward to be sounded,
+But, with a crafty madness, keeps aloof
+When we would bring him on to some confession
+Of his true state.
+
+Queen.
+Did he receive you well?
+
+Ros.
+Most like a gentleman.
+
+Guil.
+But with much forcing of his disposition.
+
+Ros.
+Niggard of question; but, of our demands,
+Most free in his reply.
+
+Queen.
+Did you assay him
+To any pastime?
+
+Ros.
+Madam, it so fell out that certain players
+We o'er-raught on the way: of these we told him,
+And there did seem in him a kind of joy
+To hear of it: they are about the court,
+And, as I think, they have already order
+This night to play before him.
+
+Pol.
+'Tis most true;
+And he beseech'd me to entreat your majesties
+To hear and see the matter.
+
+King.
+With all my heart; and it doth much content me
+To hear him so inclin'd.--
+Good gentlemen, give him a further edge,
+And drive his purpose on to these delights.
+
+Ros.
+We shall, my lord.
+
+[Exeunt Rosencrantz and Guildenstern.]
+
+King.
+Sweet Gertrude, leave us too;
+For we have closely sent for Hamlet hither,
+That he, as 'twere by accident, may here
+Affront Ophelia:
+Her father and myself,--lawful espials,--
+Will so bestow ourselves that, seeing, unseen,
+We may of their encounter frankly judge;
+And gather by him, as he is behav'd,
+If't be the affliction of his love or no
+That thus he suffers for.
+
+Queen.
+I shall obey you:--
+And for your part, Ophelia, I do wish
+That your good beauties be the happy cause
+Of Hamlet's wildness: so shall I hope your virtues
+Will bring him to his wonted way again,
+To both your honours.
+
+Oph.
+Madam, I wish it may.
+
+[Exit Queen.]
+
+Pol.
+Ophelia, walk you here.--Gracious, so please you,
+We will bestow ourselves.--[To Ophelia.] Read on this book;
+That show of such an exercise may colour
+Your loneliness.--We are oft to blame in this,--
+'Tis too much prov'd,--that with devotion's visage
+And pious action we do sugar o'er
+The Devil himself.
+
+King.
+[Aside.] O, 'tis too true!
+How smart a lash that speech doth give my conscience!
+The harlot's cheek, beautied with plastering art,
+Is not more ugly to the thing that helps it
+Than is my deed to my most painted word:
+O heavy burden!
+
+Pol.
+I hear him coming: let's withdraw, my lord.
+
+[Exeunt King and Polonius.]
+
+[Enter Hamlet.]
+
+Ham.
+To be, or not to be,--that is the question:--
+Whether 'tis nobler in the mind to suffer
+The slings and arrows of outrageous fortune
+Or to take arms against a sea of troubles,
+And by opposing end them?--To die,--to sleep,--
+No more; and by a sleep to say we end
+The heartache, and the thousand natural shocks
+That flesh is heir to,--'tis a consummation
+Devoutly to be wish'd. To die,--to sleep;--
+To sleep! perchance to dream:--ay, there's the rub;
+For in that sleep of death what dreams may come,
+When we have shuffled off this mortal coil,
+Must give us pause: there's the respect
+That makes calamity of so long life;
+For who would bear the whips and scorns of time,
+The oppressor's wrong, the proud man's contumely,
+The pangs of despis'd love, the law's delay,
+The insolence of office, and the spurns
+That patient merit of the unworthy takes,
+When he himself might his quietus make
+With a bare bodkin? who would these fardels bear,
+To grunt and sweat under a weary life,
+But that the dread of something after death,--
+The undiscover'd country, from whose bourn
+No traveller returns,--puzzles the will,
+And makes us rather bear those ills we have
+Than fly to others that we know not of?
+Thus conscience does make cowards of us all;
+And thus the native hue of resolution
+Is sicklied o'er with the pale cast of thought;
+And enterprises of great pith and moment,
+With this regard, their currents turn awry,
+And lose the name of action.--Soft you now!
+The fair Ophelia!--Nymph, in thy orisons
+Be all my sins remember'd.
+
+Oph.
+Good my lord,
+How does your honour for this many a day?
+
+Ham.
+I humbly thank you; well, well, well.
+
+Oph.
+My lord, I have remembrances of yours
+That I have longed long to re-deliver.
+I pray you, now receive them.
+
+Ham.
+No, not I;
+I never gave you aught.
+
+Oph.
+My honour'd lord, you know right well you did;
+And with them words of so sweet breath compos'd
+As made the things more rich; their perfume lost,
+Take these again; for to the noble mind
+Rich gifts wax poor when givers prove unkind.
+There, my lord.
+
+Ham.
+Ha, ha! are you honest?
+
+Oph.
+My lord?
+
+Ham.
+Are you fair?
+
+Oph.
+What means your lordship?
+
+Ham.
+That if you be honest and fair, your honesty should admit no
+discourse to your beauty.
+
+Oph.
+Could beauty, my lord, have better commerce than with honesty?
+
+Ham.
+Ay, truly; for the power of beauty will sooner transform
+honesty from what it is to a bawd than the force of honesty can
+translate beauty into his likeness: this was sometime a paradox,
+but now the time gives it proof. I did love you once.
+
+Oph.
+Indeed, my lord, you made me believe so.
+
+Ham.
+You should not have believ'd me; for virtue cannot so
+inoculate our old stock but we shall relish of it: I loved you
+not.
+
+Oph.
+I was the more deceived.
+
+Ham.
+Get thee to a nunnery: why wouldst thou be a breeder of
+sinners? I am myself indifferent honest; but yet I could accuse
+me of such things that it were better my mother had not borne me:
+I am very proud, revengeful, ambitious; with more offences at my
+beck than I have thoughts to put them in, imagination to give
+them shape, or time to act them in. What should such fellows as I
+do crawling between earth and heaven? We are arrant knaves, all;
+believe none of us. Go thy ways to a nunnery. Where's your
+father?
+
+Oph.
+At home, my lord.
+
+Ham.
+Let the doors be shut upon him, that he may play the fool
+nowhere but in's own house. Farewell.
+
+Oph.
+O, help him, you sweet heavens!
+
+Ham.
+If thou dost marry, I'll give thee this plague for thy dowry,--
+be thou as chaste as ice, as pure as snow, thou shalt not escape
+calumny. Get thee to a nunnery, go: farewell. Or, if thou wilt
+needs marry, marry a fool; for wise men know well enough what
+monsters you make of them. To a nunnery, go; and quickly too.
+Farewell.
+
+Oph.
+O heavenly powers, restore him!
+
+Ham.
+I have heard of your paintings too, well enough; God hath
+given you one face, and you make yourselves another: you jig, you
+amble, and you lisp, and nickname God's creatures, and make your
+wantonness your ignorance. Go to, I'll no more on't; it hath made
+me mad. I say, we will have no more marriages: those that are
+married already, all but one, shall live; the rest shall keep as
+they are. To a nunnery, go.
+
+[Exit.]
+
+Oph.
+O, what a noble mind is here o'erthrown!
+The courtier's, scholar's, soldier's, eye, tongue, sword,
+The expectancy and rose of the fair state,
+The glass of fashion and the mould of form,
+The observ'd of all observers,--quite, quite down!
+And I, of ladies most deject and wretched
+That suck'd the honey of his music vows,
+Now see that noble and most sovereign reason,
+Like sweet bells jangled, out of tune and harsh;
+That unmatch'd form and feature of blown youth
+Blasted with ecstasy: O, woe is me,
+To have seen what I have seen, see what I see!
+
+[Re-enter King and Polonius.]
+
+King.
+Love! his affections do not that way tend;
+Nor what he spake, though it lack'd form a little,
+Was not like madness. There's something in his soul
+O'er which his melancholy sits on brood;
+And I do doubt the hatch and the disclose
+Will be some danger: which for to prevent,
+I have in quick determination
+Thus set it down:--he shall with speed to England
+For the demand of our neglected tribute:
+Haply the seas, and countries different,
+With variable objects, shall expel
+This something-settled matter in his heart;
+Whereon his brains still beating puts him thus
+From fashion of himself. What think you on't?
+
+Pol.
+It shall do well: but yet do I believe
+The origin and commencement of his grief
+Sprung from neglected love.--How now, Ophelia!
+You need not tell us what Lord Hamlet said;
+We heard it all.--My lord, do as you please;
+But if you hold it fit, after the play,
+Let his queen mother all alone entreat him
+To show his grief: let her be round with him;
+And I'll be plac'd, so please you, in the ear
+Of all their conference. If she find him not,
+To England send him; or confine him where
+Your wisdom best shall think.
+
+King.
+It shall be so:
+Madness in great ones must not unwatch'd go.
+
+[Exeunt.]
+
+
+
+Scene II. A hall in the Castle.
+
+[Enter Hamlet and certain Players.]
+
+Ham.
+Speak the speech, I pray you, as I pronounced it to you,
+trippingly on the tongue: but if you mouth it, as many of your
+players do, I had as lief the town crier spoke my lines. Nor do
+not saw the air too much with your hand, thus, but use all
+gently: for in the very torrent, tempest, and, as I may say,
+whirlwind of passion, you must acquire and beget a
+temperance that may give it smoothness. O, it offends me to the
+soul, to hear a robustious periwig-pated fellow tear a passion to
+tatters, to very rags, to split the ears of the groundlings, who,
+for the most part, are capable of nothing but inexplicable dumb
+shows and noise: I would have such a fellow whipped for o'erdoing
+Termagant; it out-herods Herod: pray you avoid it.
+
+I Player.
+I warrant your honour.
+
+Ham.
+Be not too tame neither; but let your own discretion be your
+tutor: suit the action to the word, the word to the action; with
+this special observance, that you o'erstep not the modesty of
+nature: for anything so overdone is from the purpose of playing,
+whose end, both at the first and now, was and is, to hold, as
+'twere, the mirror up to nature; to show virtue her own image,
+scorn her own image, and the very age and body of the time his
+form and pressure. Now, this overdone, or come tardy off, though
+it make the unskilful laugh, cannot but make the judicious
+grieve; the censure of the which one must in your allowance,
+o'erweigh a whole theatre of others. O, there be players that I
+have seen play,--and heard others praise, and that highly,--not
+to speak it profanely, that, neither having the accent of
+Christians, nor the gait of Christian, pagan, nor man, have so
+strutted and bellowed that I have thought some of nature's
+journeymen had made men, and not made them well, they imitated
+humanity so abominably.
+
+I Player.
+I hope we have reform'd that indifferently with us, sir.
+
+Ham.
+O, reform it altogether. And let those that play your clowns
+speak no more than is set down for them: for there be of them
+that will themselves laugh, to set on some quantity of barren
+spectators to laugh too, though in the meantime some necessary
+question of the play be then to be considered: that's villanous
+and shows a most pitiful ambition in the fool that uses it. Go
+make you ready.
+
+[Exeunt Players.]
+
+[Enter Polonius, Rosencrantz, and Guildenstern.]
+
+How now, my lord! will the king hear this piece of work?
+
+Pol.
+And the queen too, and that presently.
+
+Ham.
+Bid the players make haste.
+
+[Exit Polonius.]
+
+Will you two help to hasten them?
+
+Ros. and Guil.
+We will, my lord.
+
+[Exeunt Ros. and Guil.]
+
+Ham.
+What, ho, Horatio!
+
+[Enter Horatio.]
+
+Hor.
+Here, sweet lord, at your service.
+
+Ham.
+Horatio, thou art e'en as just a man
+As e'er my conversation cop'd withal.
+
+Hor.
+O, my dear lord,--
+
+Ham.
+Nay, do not think I flatter;
+For what advancement may I hope from thee,
+That no revenue hast, but thy good spirits,
+To feed and clothe thee? Why should the poor be flatter'd?
+No, let the candied tongue lick absurd pomp;
+And crook the pregnant hinges of the knee
+Where thrift may follow fawning. Dost thou hear?
+Since my dear soul was mistress of her choice,
+And could of men distinguish, her election
+Hath seal'd thee for herself: for thou hast been
+As one, in suffering all, that suffers nothing;
+A man that Fortune's buffets and rewards
+Hast ta'en with equal thanks: and bles'd are those
+Whose blood and judgment are so well commingled
+That they are not a pipe for Fortune's finger
+To sound what stop she please. Give me that man
+That is not passion's slave, and I will wear him
+In my heart's core, ay, in my heart of heart,
+As I do thee.--Something too much of this.--
+There is a play to-night before the king;
+One scene of it comes near the circumstance,
+Which I have told thee, of my father's death:
+I pr'ythee, when thou see'st that act a-foot,
+Even with the very comment of thy soul
+Observe mine uncle: if his occulted guilt
+Do not itself unkennel in one speech,
+It is a damned ghost that we have seen;
+And my imaginations are as foul
+As Vulcan's stithy. Give him heedful note;
+For I mine eyes will rivet to his face;
+And, after, we will both our judgments join
+In censure of his seeming.
+
+Hor.
+Well, my lord:
+If he steal aught the whilst this play is playing,
+And scape detecting, I will pay the theft.
+
+Ham.
+They are coming to the play. I must be idle:
+Get you a place.
+
+[Danish march. A flourish. Enter King, Queen, Polonius, Ophelia,
+Rosencrantz, Guildenstern, and others.]
+
+King.
+How fares our cousin Hamlet?
+
+Ham.
+Excellent, i' faith; of the chameleon's dish: I eat the air,
+promise-crammed: you cannot feed capons so.
+
+King.
+I have nothing with this answer, Hamlet; these words are not
+mine.
+
+Ham.
+No, nor mine now. My lord, you play'd once i' the university, you
+say? [To Polonius.]
+
+Pol.
+That did I, my lord, and was accounted a good actor.
+
+Ham.
+What did you enact?
+
+Pol.
+I did enact Julius Caesar; I was kill'd i' the Capitol; Brutus
+killed me.
+
+Ham.
+It was a brute part of him to kill so capital a calf there.--Be
+the players ready?
+
+Ros.
+Ay, my lord; they stay upon your patience.
+
+Queen.
+Come hither, my dear Hamlet, sit by me.
+
+Ham.
+No, good mother, here's metal more attractive.
+
+Pol.
+O, ho! do you mark that? [To the King.]
+
+Ham.
+Lady, shall I lie in your lap?
+[Lying down at Ophelia's feet.]
+
+Oph.
+No, my lord.
+
+Ham.
+I mean, my head upon your lap?
+
+Oph.
+Ay, my lord.
+
+Ham.
+Do you think I meant country matters?
+
+Oph.
+I think nothing, my lord.
+
+Ham.
+That's a fair thought to lie between maids' legs.
+
+Oph.
+What is, my lord?
+
+Ham.
+Nothing.
+
+Oph.
+You are merry, my lord.
+
+Ham.
+Who, I?
+
+Oph.
+Ay, my lord.
+
+Ham.
+O, your only jig-maker! What should a man do but be merry?
+for look you how cheerfully my mother looks, and my father died
+within 's two hours.
+
+Oph.
+Nay, 'tis twice two months, my lord.
+
+Ham.
+So long? Nay then, let the devil wear black, for I'll have a
+suit of sables. O heavens! die two months ago, and not forgotten
+yet? Then there's hope a great man's memory may outlive his life
+half a year: but, by'r lady, he must build churches then; or else
+shall he suffer not thinking on, with the hobby-horse, whose
+epitaph is 'For, O, for, O, the hobby-horse is forgot!'
+
+[Trumpets sound. The dumb show enters.]
+
+[Enter a King and a Queen very lovingly; the Queen embracing
+him and he her. She kneels, and makes show of protestation
+unto him. He takes her up, and declines his head upon her
+neck: lays him down upon a bank of flowers: she, seeing
+him asleep, leaves him. Anon comes in a fellow, takes off his
+crown, kisses it, pours poison in the king's ears, and exit. The
+Queen returns, finds the King dead, and makes passionate action.
+The Poisoner with some three or four Mutes, comes in again,
+seeming to lament with her. The dead body is carried away. The
+Poisoner wooes the Queen with gifts; she seems loth and unwilling
+awhile, but in the end accepts his love.]
+
+[Exeunt.]
+
+Oph.
+What means this, my lord?
+
+Ham.
+Marry, this is miching mallecho; it means mischief.
+
+Oph.
+Belike this show imports the argument of the play.
+
+[Enter Prologue.]
+
+Ham.
+We shall know by this fellow: the players cannot keep counsel;
+they'll tell all.
+
+Oph.
+Will he tell us what this show meant?
+
+Ham.
+Ay, or any show that you'll show him: be not you ashamed to
+show, he'll not shame to tell you what it means.
+
+Oph.
+You are naught, you are naught: I'll mark the play.
+
+Pro.
+   For us, and for our tragedy,
+   Here stooping to your clemency,
+   We beg your hearing patiently.
+
+Ham.
+Is this a prologue, or the posy of a ring?
+
+Oph.
+'Tis brief, my lord.
+
+Ham.
+As woman's love.
+
+[Enter a King and a Queen.]
+
+P. King.
+Full thirty times hath Phoebus' cart gone round
+Neptune's salt wash and Tellus' orbed ground,
+And thirty dozen moons with borrow'd sheen
+About the world have times twelve thirties been,
+Since love our hearts, and Hymen did our hands,
+Unite commutual in most sacred bands.
+
+P. Queen.
+So many journeys may the sun and moon
+Make us again count o'er ere love be done!
+But, woe is me, you are so sick of late,
+So far from cheer and from your former state.
+That I distrust you. Yet, though I distrust,
+Discomfort you, my lord, it nothing must:
+For women's fear and love holds quantity;
+In neither aught, or in extremity.
+Now, what my love is, proof hath made you know;
+And as my love is siz'd, my fear is so:
+Where love is great, the littlest doubts are fear;
+Where little fears grow great, great love grows there.
+
+P. King.
+Faith, I must leave thee, love, and shortly too;
+My operant powers their functions leave to do:
+And thou shalt live in this fair world behind,
+Honour'd, belov'd, and haply one as kind
+For husband shalt thou,--
+
+P. Queen.
+O, confound the rest!
+Such love must needs be treason in my breast:
+In second husband let me be accurst!
+None wed the second but who kill'd the first.
+
+Ham.
+[Aside.] Wormwood, wormwood!
+
+P. Queen.
+The instances that second marriage move
+Are base respects of thrift, but none of love.
+A second time I kill my husband dead
+When second husband kisses me in bed.
+
+P. King.
+I do believe you think what now you speak;
+But what we do determine oft we break.
+Purpose is but the slave to memory;
+Of violent birth, but poor validity:
+Which now, like fruit unripe, sticks on the tree;
+But fall unshaken when they mellow be.
+Most necessary 'tis that we forget
+To pay ourselves what to ourselves is debt:
+What to ourselves in passion we propose,
+The passion ending, doth the purpose lose.
+The violence of either grief or joy
+Their own enactures with themselves destroy:
+Where joy most revels, grief doth most lament;
+Grief joys, joy grieves, on slender accident.
+This world is not for aye; nor 'tis not strange
+That even our loves should with our fortunes change;
+For 'tis a question left us yet to prove,
+Whether love lead fortune, or else fortune love.
+The great man down, you mark his favourite flies,
+The poor advanc'd makes friends of enemies;
+And hitherto doth love on fortune tend:
+For who not needs shall never lack a friend;
+And who in want a hollow friend doth try,
+Directly seasons him his enemy.
+But, orderly to end where I begun,--
+Our wills and fates do so contrary run
+That our devices still are overthrown;
+Our thoughts are ours, their ends none of our own:
+So think thou wilt no second husband wed;
+But die thy thoughts when thy first lord is dead.
+
+P. Queen.
+Nor earth to me give food, nor heaven light!
+Sport and repose lock from me day and night!
+To desperation turn my trust and hope!
+An anchor's cheer in prison be my scope!
+Each opposite that blanks the face of joy
+Meet what I would have well, and it destroy!
+Both here and hence pursue me lasting strife,
+If, once a widow, ever I be wife!
+
+Ham.
+If she should break it now! [To Ophelia.]
+
+P. King.
+'Tis deeply sworn. Sweet, leave me here awhile;
+My spirits grow dull, and fain I would beguile
+The tedious day with sleep.
+[Sleeps.]
+
+P. Queen.
+Sleep rock thy brain,
+And never come mischance between us twain!
+
+[Exit.]
+
+Ham.
+Madam, how like you this play?
+
+Queen.
+The lady protests too much, methinks.
+
+Ham.
+O, but she'll keep her word.
+
+King.
+Have you heard the argument? Is there no offence in't?
+
+Ham.
+No, no! They do but jest, poison in jest; no offence i' the
+world.
+
+King.
+What do you call the play?
+
+Ham.
+The Mouse-trap. Marry, how? Tropically. This play is the
+image of a murder done in Vienna: Gonzago is the duke's name;
+his wife, Baptista: you shall see anon; 'tis a knavish piece of
+work: but what o' that? your majesty, and we that have free
+souls, it touches us not: let the gall'd jade wince; our withers
+are unwrung.
+
+[Enter Lucianus.]
+
+This is one Lucianus, nephew to the King.
+
+Oph.
+You are a good chorus, my lord.
+
+Ham.
+I could interpret between you and your love, if I could see
+the puppets dallying.
+
+Oph.
+You are keen, my lord, you are keen.
+
+Ham.
+It would cost you a groaning to take off my edge.
+
+Oph.
+Still better, and worse.
+
+Ham.
+So you must take your husbands.--Begin, murderer; pox, leave
+thy damnable faces, and begin. Come:--'The croaking raven doth
+bellow for revenge.'
+
+Luc.
+Thoughts black, hands apt, drugs fit, and time agreeing;
+Confederate season, else no creature seeing;
+Thou mixture rank, of midnight weeds collected,
+With Hecate's ban thrice blasted, thrice infected,
+Thy natural magic and dire property
+On wholesome life usurp immediately.
+
+[Pours the poison into the sleeper's ears.]
+
+Ham.
+He poisons him i' the garden for's estate. His name's Gonzago:
+The story is extant, and written in very choice Italian; you
+shall see anon how the murderer gets the love of Gonzago's wife.
+
+Oph.
+The King rises.
+
+Ham.
+What, frighted with false fire!
+
+Queen.
+How fares my lord?
+
+Pol.
+Give o'er the play.
+
+King.
+Give me some light:--away!
+
+All.
+Lights, lights, lights!
+
+[Exeunt all but Hamlet and Horatio.]
+
+Ham.
+   Why, let the strucken deer go weep,
+     The hart ungalled play;
+   For some must watch, while some must sleep:
+     So runs the world away.--
+Would not this, sir, and a forest of feathers--if the rest of my
+fortunes turn Turk with me,--with two Provincial roses on my
+razed shoes, get me a fellowship in a cry of players, sir?
+
+Hor.
+Half a share.
+
+Ham.
+     A whole one, I.
+   For thou dost know, O Damon dear,
+     This realm dismantled was
+   Of Jove himself; and now reigns here
+     A very, very--pajock.
+
+Hor.
+You might have rhymed.
+
+Ham.
+O good Horatio, I'll take the ghost's word for a thousand
+pound! Didst perceive?
+
+Hor.
+Very well, my lord.
+
+Ham.
+Upon the talk of the poisoning?--
+
+Hor.
+I did very well note him.
+
+Ham.
+Ah, ha!--Come, some music! Come, the recorders!--
+   For if the king like not the comedy,
+   Why then, belike he likes it not, perdy.
+Come, some music!
+
+[Enter Rosencrantz and Guildenstern.]
+
+Guil.
+Good my lord, vouchsafe me a word with you.
+
+Ham.
+Sir, a whole history.
+
+Guil.
+The king, sir--
+
+Ham.
+Ay, sir, what of him?
+
+Guil.
+Is, in his retirement, marvellous distempered.
+
+Ham.
+With drink, sir?
+
+Guil.
+No, my lord; rather with choler.
+
+Ham.
+Your wisdom should show itself more richer to signify this to
+the doctor; for me to put him to his purgation would perhaps
+plunge him into far more choler.
+
+Guil.
+Good my lord, put your discourse into some frame, and start
+not so wildly from my affair.
+
+Ham.
+I am tame, sir:--pronounce.
+
+Guil.
+The queen, your mother, in most great affliction of spirit,
+hath sent me to you.
+
+Ham.
+You are welcome.
+
+Guil.
+Nay, good my lord, this courtesy is not of the right breed.
+If it shall please you to make me a wholesome answer, I will do
+your mother's commandment: if not, your pardon and my return
+shall be the end of my business.
+
+Ham.
+Sir, I cannot.
+
+Guil.
+What, my lord?
+
+Ham.
+Make you a wholesome answer; my wit's diseased: but, sir, such
+answer as I can make, you shall command; or rather, as you say,
+my mother: therefore no more, but to the matter: my mother, you
+say,--
+
+Ros.
+Then thus she says: your behaviour hath struck her into
+amazement and admiration.
+
+Ham.
+O wonderful son, that can so stonish a mother!--But is there no
+sequel at the heels of this mother's admiration?
+
+Ros.
+She desires to speak with you in her closet ere you go to bed.
+
+Ham.
+We shall obey, were she ten times our mother. Have you any
+further trade with us?
+
+Ros.
+My lord, you once did love me.
+
+Ham.
+And so I do still, by these pickers and stealers.
+
+Ros.
+Good my lord, what is your cause of distemper? you do, surely,
+bar the door upon your own liberty if you deny your griefs to
+your friend.
+
+Ham.
+Sir, I lack advancement.
+
+Ros.
+How can that be, when you have the voice of the king himself
+for your succession in Denmark?
+
+Ham.
+Ay, sir, but 'While the grass grows'--the proverb is something
+musty.
+
+[Re-enter the Players, with recorders.]
+
+O, the recorders:--let me see one.--To withdraw with you:--why do
+you go about to recover the wind of me, as if you would drive me
+into a toil?
+
+Guil.
+O my lord, if my duty be too bold, my love is too unmannerly.
+
+Ham.
+I do not well understand that. Will you play upon this pipe?
+
+Guil.
+My lord, I cannot.
+
+Ham.
+I pray you.
+
+Guil.
+Believe me, I cannot.
+
+Ham.
+I do beseech you.
+
+Guil.
+I know, no touch of it, my lord.
+
+Ham.
+'Tis as easy as lying: govern these ventages with your
+finger and thumb, give it breath with your mouth, and it will
+discourse most eloquent music. Look you, these are the stops.
+
+Guil.
+But these cannot I command to any utterance of harmony; I
+have not the skill.
+
+Ham.
+Why, look you now, how unworthy a thing you make of me! You
+would play upon me; you would seem to know my stops; you would
+pluck out the heart of my mystery; you would sound me from my
+lowest note to the top of my compass; and there is much music,
+excellent voice, in this little organ, yet cannot you make it
+speak. 'Sblood, do you think I am easier to be played on than a
+pipe? Call me what instrument you will, though you can fret me,
+you cannot play upon me.
+
+[Enter Polonius.]
+
+God bless you, sir!
+
+Pol.
+My lord, the queen would speak with you, and presently.
+
+Ham.
+Do you see yonder cloud that's almost in shape of a camel?
+
+Pol.
+By the mass, and 'tis like a camel indeed.
+
+Ham.
+Methinks it is like a weasel.
+
+Pol.
+It is backed like a weasel.
+
+Ham.
+Or like a whale.
+
+Pol.
+Very like a whale.
+
+Ham.
+Then will I come to my mother by and by.--They fool me to the
+top of my bent.--I will come by and by.
+
+Pol.
+I will say so.
+
+[Exit.]
+
+Ham.
+By-and-by is easily said.
+
+[Exit Polonius.]
+
+--Leave me, friends.
+
+[Exeunt Ros, Guil., Hor., and Players.]
+
+'Tis now the very witching time of night,
+When churchyards yawn, and hell itself breathes out
+Contagion to this world: now could I drink hot blood,
+And do such bitter business as the day
+Would quake to look on. Soft! now to my mother.--
+O heart, lose not thy nature; let not ever
+The soul of Nero enter this firm bosom:
+Let me be cruel, not unnatural;
+I will speak daggers to her, but use none;
+My tongue and soul in this be hypocrites,--
+How in my words somever she be shent,
+To give them seals never, my soul, consent!
+
+[Exit.]
+
+
+
+Scene III. A room in the Castle.
+
+[Enter King, Rosencrantz, and Guildenstern.]
+
+King.
+I like him not; nor stands it safe with us
+To let his madness range. Therefore prepare you;
+I your commission will forthwith dispatch,
+And he to England shall along with you:
+The terms of our estate may not endure
+Hazard so near us as doth hourly grow
+Out of his lunacies.
+
+Guil.
+We will ourselves provide:
+Most holy and religious fear it is
+To keep those many many bodies safe
+That live and feed upon your majesty.
+
+Ros.
+The single and peculiar life is bound,
+With all the strength and armour of the mind,
+To keep itself from 'noyance; but much more
+That spirit upon whose weal depend and rest
+The lives of many. The cease of majesty
+Dies not alone; but like a gulf doth draw
+What's near it with it: it is a massy wheel,
+Fix'd on the summit of the highest mount,
+To whose huge spokes ten thousand lesser things
+Are mortis'd and adjoin'd; which, when it falls,
+Each small annexment, petty consequence,
+Attends the boisterous ruin. Never alone
+Did the king sigh, but with a general groan.
+
+King.
+Arm you, I pray you, to this speedy voyage;
+For we will fetters put upon this fear,
+Which now goes too free-footed.
+
+Ros and Guil.
+We will haste us.
+
+[Exeunt Ros. and Guil.]
+
+[Enter Polonius.]
+
+Pol.
+My lord, he's going to his mother's closet:
+Behind the arras I'll convey myself
+To hear the process; I'll warrant she'll tax him home:
+And, as you said, and wisely was it said,
+'Tis meet that some more audience than a mother,
+Since nature makes them partial, should o'erhear
+The speech, of vantage. Fare you well, my liege:
+I'll call upon you ere you go to bed,
+And tell you what I know.
+
+King.
+Thanks, dear my lord.
+
+[Exit Polonius.]
+
+O, my offence is rank, it smells to heaven;
+It hath the primal eldest curse upon't,--
+A brother's murder!--Pray can I not,
+Though inclination be as sharp as will:
+My stronger guilt defeats my strong intent;
+And, like a man to double business bound,
+I stand in pause where I shall first begin,
+And both neglect. What if this cursed hand
+Were thicker than itself with brother's blood,--
+Is there not rain enough in the sweet heavens
+To wash it white as snow? Whereto serves mercy
+But to confront the visage of offence?
+And what's in prayer but this twofold force,--
+To be forestalled ere we come to fall,
+Or pardon'd being down? Then I'll look up;
+My fault is past. But, O, what form of prayer
+Can serve my turn? Forgive me my foul murder!--
+That cannot be; since I am still possess'd
+Of those effects for which I did the murder,--
+My crown, mine own ambition, and my queen.
+May one be pardon'd and retain the offence?
+In the corrupted currents of this world
+Offence's gilded hand may shove by justice;
+And oft 'tis seen the wicked prize itself
+Buys out the law; but 'tis not so above;
+There is no shuffling;--there the action lies
+In his true nature; and we ourselves compell'd,
+Even to the teeth and forehead of our faults,
+To give in evidence. What then? what rests?
+Try what repentance can: what can it not?
+Yet what can it when one cannot repent?
+O wretched state! O bosom black as death!
+O limed soul, that, struggling to be free,
+Art more engag'd! Help, angels! Make assay:
+Bow, stubborn knees; and, heart, with strings of steel,
+Be soft as sinews of the new-born babe!
+All may be well.
+
+[Retires and kneels.]
+
+[Enter Hamlet.]
+
+Ham.
+Now might I do it pat, now he is praying;
+And now I'll do't;--and so he goes to heaven;
+And so am I reveng'd.--that would be scann'd:
+A villain kills my father; and for that,
+I, his sole son, do this same villain send
+To heaven.
+O, this is hire and salary, not revenge.
+He took my father grossly, full of bread;
+With all his crimes broad blown, as flush as May;
+And how his audit stands, who knows save heaven?
+But in our circumstance and course of thought,
+'Tis heavy with him: and am I, then, reveng'd,
+To take him in the purging of his soul,
+When he is fit and season'd for his passage?
+No.
+Up, sword, and know thou a more horrid hent:
+When he is drunk asleep; or in his rage;
+Or in the incestuous pleasure of his bed;
+At gaming, swearing; or about some act
+That has no relish of salvation in't;--
+Then trip him, that his heels may kick at heaven;
+And that his soul may be as damn'd and black
+As hell, whereto it goes. My mother stays:
+This physic but prolongs thy sickly days.
+
+[Exit.]
+
+[The King rises and advances.]
+
+King.
+My words fly up, my thoughts remain below:
+Words without thoughts never to heaven go.
+
+[Exit.]
+
+
+
+Scene IV. Another room in the castle.
+
+[Enter Queen and Polonius.]
+
+Pol.
+He will come straight. Look you lay home to him:
+Tell him his pranks have been too broad to bear with,
+And that your grace hath screen'd and stood between
+Much heat and him. I'll silence me e'en here.
+Pray you, be round with him.
+
+Ham.
+[Within.] Mother, mother, mother!
+
+Queen.
+I'll warrant you:
+Fear me not:--withdraw; I hear him coming.
+
+[Polonius goes behind the arras.]
+
+[Enter Hamlet.]
+
+Ham.
+Now, mother, what's the matter?
+
+Queen.
+Hamlet, thou hast thy father much offended.
+
+Ham.
+Mother, you have my father much offended.
+
+Queen.
+Come, come, you answer with an idle tongue.
+
+Ham.
+Go, go, you question with a wicked tongue.
+
+Queen.
+Why, how now, Hamlet!
+
+Ham.
+What's the matter now?
+
+Queen.
+Have you forgot me?
+
+Ham.
+No, by the rood, not so:
+You are the Queen, your husband's brother's wife,
+And,--would it were not so!--you are my mother.
+
+Queen.
+Nay, then, I'll set those to you that can speak.
+
+Ham.
+Come, come, and sit you down; you shall not budge;
+You go not till I set you up a glass
+Where you may see the inmost part of you.
+
+Queen.
+What wilt thou do? thou wilt not murder me?--
+Help, help, ho!
+
+Pol.
+[Behind.] What, ho! help, help, help!
+
+Ham.
+How now? a rat? [Draws.]
+Dead for a ducat, dead!
+
+[Makes a pass through the arras.]
+
+Pol.
+[Behind.] O, I am slain!
+
+[Falls and dies.]
+
+Queen.
+O me, what hast thou done?
+
+Ham.
+Nay, I know not: is it the king?
+
+[Draws forth Polonius.]
+
+Queen.
+O, what a rash and bloody deed is this!
+
+Ham.
+A bloody deed!--almost as bad, good mother,
+As kill a king and marry with his brother.
+
+Queen.
+As kill a king!
+
+Ham.
+Ay, lady, 'twas my word.--
+Thou wretched, rash, intruding fool, farewell!
+[To Polonius.]
+I took thee for thy better: take thy fortune;
+Thou find'st to be too busy is some danger.--
+Leave wringing of your hands: peace! sit you down,
+And let me wring your heart: for so I shall,
+If it be made of penetrable stuff;
+If damned custom have not braz'd it so
+That it is proof and bulwark against sense.
+
+Queen.
+What have I done, that thou dar'st wag thy tongue
+In noise so rude against me?
+
+Ham.
+Such an act
+That blurs the grace and blush of modesty;
+Calls virtue hypocrite; takes off the rose
+From the fair forehead of an innocent love,
+And sets a blister there; makes marriage-vows
+As false as dicers' oaths: O, such a deed
+As from the body of contraction plucks
+The very soul, and sweet religion makes
+A rhapsody of words: heaven's face doth glow;
+Yea, this solidity and compound mass,
+With tristful visage, as against the doom,
+Is thought-sick at the act.
+
+Queen.
+Ah me, what act,
+That roars so loud, and thunders in the index?
+
+Ham.
+Look here upon this picture, and on this,--
+The counterfeit presentment of two brothers.
+See what a grace was seated on this brow;
+Hyperion's curls; the front of Jove himself;
+An eye like Mars, to threaten and command;
+A station like the herald Mercury
+New lighted on a heaven-kissing hill:
+A combination and a form, indeed,
+Where every god did seem to set his seal,
+To give the world assurance of a man;
+This was your husband.--Look you now what follows:
+Here is your husband, like a milldew'd ear
+Blasting his wholesome brother. Have you eyes?
+Could you on this fair mountain leave to feed,
+And batten on this moor? Ha! have you eyes?
+You cannot call it love; for at your age
+The hey-day in the blood is tame, it's humble,
+And waits upon the judgment: and what judgment
+Would step from this to this? Sense, sure, you have,
+Else could you not have motion: but sure that sense
+Is apoplex'd; for madness would not err;
+Nor sense to ecstacy was ne'er so thrall'd
+But it reserv'd some quantity of choice
+To serve in such a difference. What devil was't
+That thus hath cozen'd you at hoodman-blind?
+Eyes without feeling, feeling without sight,
+Ears without hands or eyes, smelling sans all,
+Or but a sickly part of one true sense
+Could not so mope.
+O shame! where is thy blush? Rebellious hell,
+If thou canst mutine in a matron's bones,
+To flaming youth let virtue be as wax,
+And melt in her own fire: proclaim no shame
+When the compulsive ardour gives the charge,
+Since frost itself as actively doth burn,
+And reason panders will.
+
+Queen.
+O Hamlet, speak no more:
+Thou turn'st mine eyes into my very soul;
+And there I see such black and grained spots
+As will not leave their tinct.
+
+Ham.
+Nay, but to live
+In the rank sweat of an enseamed bed,
+Stew'd in corruption, honeying and making love
+Over the nasty sty,--
+
+Queen.
+O, speak to me no more;
+These words like daggers enter in mine ears;
+No more, sweet Hamlet.
+
+Ham.
+A murderer and a villain;
+A slave that is not twentieth part the tithe
+Of your precedent lord; a vice of kings;
+A cutpurse of the empire and the rule,
+That from a shelf the precious diadem stole
+And put it in his pocket!
+
+Queen.
+No more.
+
+Ham.
+A king of shreds and patches!--
+
+[Enter Ghost.]
+
+Save me and hover o'er me with your wings,
+You heavenly guards!--What would your gracious figure?
+
+Queen.
+Alas, he's mad!
+
+Ham.
+Do you not come your tardy son to chide,
+That, laps'd in time and passion, lets go by
+The important acting of your dread command?
+O, say!
+
+Ghost.
+Do not forget. This visitation
+Is but to whet thy almost blunted purpose.
+But, look, amazement on thy mother sits:
+O, step between her and her fighting soul,--
+Conceit in weakest bodies strongest works,--
+Speak to her, Hamlet.
+
+Ham.
+How is it with you, lady?
+
+Queen.
+Alas, how is't with you,
+That you do bend your eye on vacancy,
+And with the incorporal air do hold discourse?
+Forth at your eyes your spirits wildly peep;
+And, as the sleeping soldiers in the alarm,
+Your bedded hairs, like life in excrements,
+Start up and stand an end. O gentle son,
+Upon the heat and flame of thy distemper
+Sprinkle cool patience! Whereon do you look?
+
+Ham.
+On him, on him! Look you how pale he glares!
+His form and cause conjoin'd, preaching to stones,
+Would make them capable.--Do not look upon me;
+Lest with this piteous action you convert
+My stern effects: then what I have to do
+Will want true colour; tears perchance for blood.
+
+Queen.
+To whom do you speak this?
+
+Ham.
+Do you see nothing there?
+
+Queen.
+Nothing at all; yet all that is I see.
+
+Ham.
+Nor did you nothing hear?
+
+Queen.
+No, nothing but ourselves.
+
+Ham.
+Why, look you there! look how it steals away!
+My father, in his habit as he liv'd!
+Look, where he goes, even now out at the portal!
+
+[Exit Ghost.]
+
+Queen.
+This is the very coinage of your brain:
+This bodiless creation ecstasy
+Is very cunning in.
+
+Ham.
+Ecstasy!
+My pulse, as yours, doth temperately keep time,
+And makes as healthful music: it is not madness
+That I have utter'd: bring me to the test,
+And I the matter will re-word; which madness
+Would gambol from. Mother, for love of grace,
+Lay not that flattering unction to your soul
+That not your trespass, but my madness speaks:
+It will but skin and film the ulcerous place,
+Whilst rank corruption, mining all within,
+Infects unseen. Confess yourself to heaven;
+Repent what's past; avoid what is to come;
+And do not spread the compost on the weeds,
+To make them ranker. Forgive me this my virtue;
+For in the fatness of these pursy times
+Virtue itself of vice must pardon beg,
+Yea, curb and woo for leave to do him good.
+
+Queen.
+O Hamlet, thou hast cleft my heart in twain.
+
+Ham.
+O, throw away the worser part of it,
+And live the purer with the other half.
+Good night: but go not to mine uncle's bed;
+Assume a virtue, if you have it not.
+That monster custom, who all sense doth eat,
+Of habits evil, is angel yet in this,--
+That to the use of actions fair and good
+He likewise gives a frock or livery
+That aptly is put on. Refrain to-night;
+And that shall lend a kind of easiness
+To the next abstinence: the next more easy;
+For use almost can change the stamp of nature,
+And either curb the devil, or throw him out
+With wondrous potency. Once more, good-night:
+And when you are desirous to be bles'd,
+I'll blessing beg of you.--For this same lord
+[Pointing to Polonius.]
+I do repent; but heaven hath pleas'd it so,
+To punish me with this, and this with me,
+That I must be their scourge and minister.
+I will bestow him, and will answer well
+The death I gave him. So again, good-night.--
+I must be cruel, only to be kind:
+Thus bad begins, and worse remains behind.--
+One word more, good lady.
+
+Queen.
+What shall I do?
+
+Ham.
+Not this, by no means, that I bid you do:
+Let the bloat king tempt you again to bed;
+Pinch wanton on your cheek; call you his mouse;
+And let him, for a pair of reechy kisses,
+Or paddling in your neck with his damn'd fingers,
+Make you to ravel all this matter out,
+That I essentially am not in madness,
+But mad in craft. 'Twere good you let him know;
+For who that's but a queen, fair, sober, wise,
+Would from a paddock, from a bat, a gib,
+Such dear concernings hide? who would do so?
+No, in despite of sense and secrecy,
+Unpeg the basket on the house's top,
+Let the birds fly, and, like the famous ape,
+To try conclusions, in the basket creep
+And break your own neck down.
+
+Queen.
+Be thou assur'd, if words be made of breath,
+And breath of life, I have no life to breathe
+What thou hast said to me.
+
+Ham.
+I must to England; you know that?
+
+Queen.
+Alack,
+I had forgot: 'tis so concluded on.
+
+Ham.
+There's letters seal'd: and my two schoolfellows,--
+Whom I will trust as I will adders fang'd,--
+They bear the mandate; they must sweep my way
+And marshal me to knavery. Let it work;
+For 'tis the sport to have the enginer
+Hoist with his own petard: and 't shall go hard
+But I will delve one yard below their mines
+And blow them at the moon: O, 'tis most sweet,
+When in one line two crafts directly meet.--
+This man shall set me packing:
+I'll lug the guts into the neighbour room.--
+Mother, good-night.--Indeed, this counsellor
+Is now most still, most secret, and most grave,
+Who was in life a foolish peating knave.
+Come, sir, to draw toward an end with you:--
+Good night, mother.
+
+[Exeunt severally; Hamlet, dragging out Polonius.]
+
+
+
+ACT IV.
+
+Scene I. A room in the Castle.
+
+[Enter King, Queen, Rosencrantz and Guildenstern.]
+
+King.
+There's matter in these sighs. These profound heaves
+You must translate: 'tis fit we understand them.
+Where is your son?
+
+Queen.
+Bestow this place on us a little while.
+
+[To Rosencrantz and Guildenstern, who go out.]
+
+Ah, my good lord, what have I seen to-night!
+
+King.
+What, Gertrude? How does Hamlet?
+
+Queen.
+Mad as the sea and wind, when both contend
+Which is the mightier: in his lawless fit
+Behind the arras hearing something stir,
+Whips out his rapier, cries 'A rat, a rat!'
+And in this brainish apprehension, kills
+The unseen good old man.
+
+King.
+O heavy deed!
+It had been so with us, had we been there:
+His liberty is full of threats to all;
+To you yourself, to us, to every one.
+Alas, how shall this bloody deed be answer'd?
+It will be laid to us, whose providence
+Should have kept short, restrain'd, and out of haunt
+This mad young man. But so much was our love
+We would not understand what was most fit;
+But, like the owner of a foul disease,
+To keep it from divulging, let it feed
+Even on the pith of life. Where is he gone?
+
+Queen.
+To draw apart the body he hath kill'd:
+O'er whom his very madness, like some ore
+Among a mineral of metals base,
+Shows itself pure: he weeps for what is done.
+
+King.
+O Gertrude, come away!
+The sun no sooner shall the mountains touch
+But we will ship him hence: and this vile deed
+We must with all our majesty and skill
+Both countenance and excuse.--Ho, Guildenstern!
+
+[Re-enter Rosencrantz and Guildenstern.]
+
+Friends both, go join you with some further aid:
+Hamlet in madness hath Polonius slain,
+And from his mother's closet hath he dragg'd him:
+Go seek him out; speak fair, and bring the body
+Into the chapel. I pray you, haste in this.
+
+[Exeunt Rosencrantz and Guildenstern.]
+
+Come, Gertrude, we'll call up our wisest friends;
+And let them know both what we mean to do
+And what's untimely done: so haply slander,--
+Whose whisper o'er the world's diameter,
+As level as the cannon to his blank,
+Transports his poison'd shot,--may miss our name,
+And hit the woundless air.--O, come away!
+My soul is full of discord and dismay.
+
+[Exeunt.]
+
+Scene II. Another room in the Castle.
+
+[Enter Hamlet.]
+
+Ham.
+Safely stowed.
+
+Ros. and Guil.
+[Within.] Hamlet! Lord Hamlet!
+
+Ham.
+What noise? who calls on Hamlet? O, here they come.
+
+[Enter Rosencrantz and Guildenstern.]
+
+Ros.
+What have you done, my lord, with the dead body?
+
+Ham.
+Compounded it with dust, whereto 'tis kin.
+
+Ros.
+Tell us where 'tis, that we may take it thence,
+And bear it to the chapel.
+
+Ham.
+Do not believe it.
+
+Ros.
+Believe what?
+
+Ham.
+That I can keep your counsel, and not mine own. Besides, to be
+demanded of a sponge!--what replication should be made by the son
+of a king?
+
+Ros.
+Take you me for a sponge, my lord?
+
+Ham.
+Ay, sir; that soaks up the King's countenance, his rewards,
+his authorities. But such officers do the king best service in
+the end: he keeps them, like an ape, in the corner of his jaw;
+first mouthed, to be last swallowed: when he needs what you have
+gleaned, it is but squeezing you, and, sponge, you shall be dry
+again.
+
+Ros.
+I understand you not, my lord.
+
+Ham.
+I am glad of it: a knavish speech sleeps in a foolish ear.
+
+Ros.
+My lord, you must tell us where the body is and go with us to
+the king.
+
+Ham.
+The body is with the king, but the king is not with the body.
+The king is a thing,--
+
+Guil.
+A thing, my lord!
+
+Ham.
+Of nothing: bring me to him. Hide fox, and all after.
+
+[Exeunt.]
+
+
+
+Scene III. Another room in the Castle.
+
+[Enter King,attended.]
+
+King.
+I have sent to seek him and to find the body.
+How dangerous is it that this man goes loose!
+Yet must not we put the strong law on him:
+He's lov'd of the distracted multitude,
+Who like not in their judgment, but their eyes;
+And where 'tis so, the offender's scourge is weigh'd,
+But never the offence. To bear all smooth and even,
+This sudden sending him away must seem
+Deliberate pause: diseases desperate grown
+By desperate appliance are reliev'd,
+Or not at all.
+
+[Enter Rosencrantz.]
+
+How now! what hath befall'n?
+
+Ros.
+Where the dead body is bestow'd, my lord,
+We cannot get from him.
+
+King.
+But where is he?
+
+Ros.
+Without, my lord; guarded, to know your pleasure.
+
+King.
+Bring him before us.
+
+Ros.
+Ho, Guildenstern! bring in my lord.
+
+[Enter Hamlet and Guildenstern.]
+
+King.
+Now, Hamlet, where's Polonius?
+
+Ham.
+At supper.
+
+King.
+At supper! where?
+
+Ham.
+Not where he eats, but where he is eaten: a certain
+convocation of politic worms are e'en at him. Your worm is your
+only emperor for diet: we fat all creatures else to fat us, and
+we fat ourselves for maggots: your fat king and your lean beggar
+is but variable service,--two dishes, but to one table: that's
+the end.
+
+King.
+Alas, alas!
+
+Ham.
+A man may fish with the worm that hath eat of a king, and eat
+of the fish that hath fed of that worm.
+
+King.
+What dost thou mean by this?
+
+Ham.
+Nothing but to show you how a king may go a progress through
+the guts of a beggar.
+
+King.
+Where is Polonius?
+
+Ham.
+In heaven: send thither to see: if your messenger find him not
+there, seek him i' the other place yourself. But, indeed, if you
+find him not within this month, you shall nose him as you go up
+the stairs into the lobby.
+
+King.
+Go seek him there. [To some Attendants.]
+
+Ham.
+He will stay till you come.
+
+[Exeunt Attendants.]
+
+King.
+Hamlet, this deed, for thine especial safety,--
+Which we do tender, as we dearly grieve
+For that which thou hast done,--must send thee hence
+With fiery quickness: therefore prepare thyself;
+The bark is ready, and the wind at help,
+The associates tend, and everything is bent
+For England.
+
+Ham.
+For England!
+
+King.
+Ay, Hamlet.
+
+Ham.
+Good.
+
+King.
+So is it, if thou knew'st our purposes.
+
+Ham.
+I see a cherub that sees them.--But, come; for England!--
+Farewell, dear mother.
+
+King.
+Thy loving father, Hamlet.
+
+Ham.
+My mother: father and mother is man and wife; man and wife is
+one flesh; and so, my mother.--Come, for England!
+
+[Exit.]
+
+King.
+Follow him at foot; tempt him with speed aboard;
+Delay it not; I'll have him hence to-night:
+Away! for everything is seal'd and done
+That else leans on the affair: pray you, make haste.
+
+[Exeunt Rosencrantz and Guildenstern.]
+
+And, England, if my love thou hold'st at aught,--
+As my great power thereof may give thee sense,
+Since yet thy cicatrice looks raw and red
+After the Danish sword, and thy free awe
+Pays homage to us,--thou mayst not coldly set
+Our sovereign process; which imports at full,
+By letters conjuring to that effect,
+The present death of Hamlet. Do it, England;
+For like the hectic in my blood he rages,
+And thou must cure me: till I know 'tis done,
+Howe'er my haps, my joys were ne'er begun.
+
+[Exit.]
+
+
+
+Scene IV. A plain in Denmark.
+
+[Enter Fortinbras, and Forces marching.]
+
+For.
+Go, Captain, from me greet the Danish king:
+Tell him that, by his license, Fortinbras
+Craves the conveyance of a promis'd march
+Over his kingdom. You know the rendezvous.
+If that his majesty would aught with us,
+We shall express our duty in his eye;
+And let him know so.
+
+Capt.
+I will do't, my lord.
+
+For.
+Go softly on.
+
+[Exeunt all For. and Forces.]
+
+[Enter Hamlet, Rosencrantz, Guildenstern, &c.]
+
+Ham.
+Good sir, whose powers are these?
+
+Capt.
+They are of Norway, sir.
+
+Ham.
+How purpos'd, sir, I pray you?
+
+Capt.
+Against some part of Poland.
+
+Ham.
+Who commands them, sir?
+
+Capt.
+The nephew to old Norway, Fortinbras.
+
+Ham.
+Goes it against the main of Poland, sir,
+Or for some frontier?
+
+Capt.
+Truly to speak, and with no addition,
+We go to gain a little patch of ground
+That hath in it no profit but the name.
+To pay five ducats, five, I would not farm it;
+Nor will it yield to Norway or the Pole
+A ranker rate, should it be sold in fee.
+
+Ham.
+Why, then the Polack never will defend it.
+
+Capt.
+Yes, it is already garrison'd.
+
+Ham.
+Two thousand souls and twenty thousand ducats
+Will not debate the question of this straw:
+This is the imposthume of much wealth and peace,
+That inward breaks, and shows no cause without
+Why the man dies.--I humbly thank you, sir.
+
+Capt.
+God b' wi' you, sir.
+
+[Exit.]
+
+Ros.
+Will't please you go, my lord?
+
+Ham.
+I'll be with you straight. Go a little before.
+
+[Exeunt all but Hamlet.]
+
+How all occasions do inform against me
+And spur my dull revenge! What is a man,
+If his chief good and market of his time
+Be but to sleep and feed? a beast, no more.
+Sure he that made us with such large discourse,
+Looking before and after, gave us not
+That capability and godlike reason
+To fust in us unus'd. Now, whether it be
+Bestial oblivion, or some craven scruple
+Of thinking too precisely on the event,--
+A thought which, quarter'd, hath but one part wisdom
+And ever three parts coward,--I do not know
+Why yet I live to say 'This thing's to do;'
+Sith I have cause, and will, and strength, and means
+To do't. Examples, gross as earth, exhort me:
+Witness this army, of such mass and charge,
+Led by a delicate and tender prince;
+Whose spirit, with divine ambition puff'd,
+Makes mouths at the invisible event;
+Exposing what is mortal and unsure
+To all that fortune, death, and danger dare,
+Even for an egg-shell. Rightly to be great
+Is not to stir without great argument,
+But greatly to find quarrel in a straw
+When honour's at the stake. How stand I, then,
+That have a father kill'd, a mother stain'd,
+Excitements of my reason and my blood,
+And let all sleep? while, to my shame, I see
+The imminent death of twenty thousand men
+That, for a fantasy and trick of fame,
+Go to their graves like beds; fight for a plot
+Whereon the numbers cannot try the cause,
+Which is not tomb enough and continent
+To hide the slain?--O, from this time forth,
+My thoughts be bloody, or be nothing worth!
+
+[Exit.]
+
+
+
+Scene V. Elsinore. A room in the Castle.
+
+[Enter Queen and Horatio.]
+
+Queen.
+I will not speak with her.
+
+Gent.
+She is importunate; indeed distract:
+Her mood will needs be pitied.
+
+Queen.
+What would she have?
+
+Gent.
+She speaks much of her father; says she hears
+There's tricks i' the world, and hems, and beats her heart;
+Spurns enviously at straws; speaks things in doubt,
+That carry but half sense: her speech is nothing,
+Yet the unshaped use of it doth move
+The hearers to collection; they aim at it,
+And botch the words up fit to their own thoughts;
+Which, as her winks, and nods, and gestures yield them,
+Indeed would make one think there might be thought,
+Though nothing sure, yet much unhappily.
+'Twere good she were spoken with; for she may strew
+Dangerous conjectures in ill-breeding minds.
+
+Queen.
+Let her come in.
+
+[Exit Horatio.]
+
+To my sick soul, as sin's true nature is,
+Each toy seems Prologue to some great amiss:
+So full of artless jealousy is guilt,
+It spills itself in fearing to be spilt.
+
+[Re-enter Horatio with Ophelia.]
+
+Oph.
+Where is the beauteous majesty of Denmark?
+
+Queen.
+How now, Ophelia?
+
+Oph. [Sings.]
+   How should I your true love know
+     From another one?
+   By his cockle bat and' staff
+     And his sandal shoon.
+
+Queen.
+Alas, sweet lady, what imports this song?
+
+Oph.
+Say you? nay, pray you, mark.
+[Sings.]
+   He is dead and gone, lady,
+     He is dead and gone;
+   At his head a grass green turf,
+     At his heels a stone.
+
+Queen.
+Nay, but Ophelia--
+
+Oph.
+Pray you, mark.
+[Sings.]
+   White his shroud as the mountain snow,
+
+[Enter King.]
+
+Queen.
+Alas, look here, my lord!
+
+Oph.
+[Sings.]
+     Larded all with sweet flowers;
+   Which bewept to the grave did go
+     With true-love showers.
+
+King.
+How do you, pretty lady?
+
+Oph.
+Well, God dild you! They say the owl was a baker's daughter.
+Lord, we know what we are, but know not what we may be. God be at
+your table!
+
+King.
+Conceit upon her father.
+
+Oph.
+Pray you, let's have no words of this; but when they ask you what
+it means, say you this:
+[Sings.]
+   To-morrow is Saint Valentine's day
+     All in the morning bedtime,
+   And I a maid at your window,
+     To be your Valentine.
+
+   Then up he rose and donn'd his clothes,
+     And dupp'd the chamber door,
+   Let in the maid, that out a maid
+     Never departed more.
+
+King.
+Pretty Ophelia!
+
+Oph.
+Indeed, la, without an oath, I'll make an end on't:
+[Sings.]
+   By Gis and by Saint Charity,
+     Alack, and fie for shame!
+   Young men will do't if they come to't;
+     By cock, they are to blame.
+
+   Quoth she, before you tumbled me,
+     You promis'd me to wed.
+   So would I ha' done, by yonder sun,
+     An thou hadst not come to my bed.
+
+King.
+How long hath she been thus?
+
+Oph.
+I hope all will be well. We must be patient: but I cannot
+choose but weep, to think they would lay him i' the cold ground.
+My brother shall know of it: and so I thank you for your good
+counsel.--Come, my coach!--Good night, ladies; good night, sweet
+ladies; good night, good night.
+
+[Exit.]
+
+King.
+Follow her close; give her good watch, I pray you.
+
+[Exit Horatio.]
+
+O, this is the poison of deep grief; it springs
+All from her father's death. O Gertrude, Gertrude,
+When sorrows come, they come not single spies,
+But in battalions! First, her father slain:
+Next, your son gone; and he most violent author
+Of his own just remove: the people muddied,
+Thick and and unwholesome in their thoughts and whispers
+For good Polonius' death; and we have done but greenly
+In hugger-mugger to inter him: poor Ophelia
+Divided from herself and her fair judgment,
+Without the which we are pictures or mere beasts:
+Last, and as much containing as all these,
+Her brother is in secret come from France;
+Feeds on his wonder, keeps himself in clouds,
+And wants not buzzers to infect his ear
+With pestilent speeches of his father's death;
+Wherein necessity, of matter beggar'd,
+Will nothing stick our person to arraign
+In ear and ear. O my dear Gertrude, this,
+Like to a murdering piece, in many places
+Give, me superfluous death.
+
+[A noise within.]
+
+Queen.
+Alack, what noise is this?
+
+King.
+Where are my Switzers? let them guard the door.
+
+[Enter a Gentleman.]
+
+What is the matter?
+
+Gent.
+Save yourself, my lord:
+The ocean, overpeering of his list,
+Eats not the flats with more impetuous haste
+Than young Laertes, in a riotous head,
+O'erbears your offices. The rabble call him lord;
+And, as the world were now but to begin,
+Antiquity forgot, custom not known,
+The ratifiers and props of every word,
+They cry 'Choose we! Laertes shall be king!'
+Caps, hands, and tongues applaud it to the clouds,
+'Laertes shall be king! Laertes king!'
+
+Queen.
+How cheerfully on the false trail they cry!
+O, this is counter, you false Danish dogs!
+
+[A noise within.]
+
+King.
+The doors are broke.
+
+[Enter Laertes, armed; Danes following.]
+
+Laer.
+Where is this king?--Sirs, stand you all without.
+
+Danes.
+No, let's come in.
+
+Laer.
+I pray you, give me leave.
+
+Danes.
+We will, we will.
+
+[They retire without the door.]
+
+Laer.
+I thank you:--keep the door.--O thou vile king,
+Give me my father!
+
+Queen.
+Calmly, good Laertes.
+
+Laer.
+That drop of blood that's calm proclaims me bastard;
+Cries cuckold to my father; brands the harlot
+Even here, between the chaste unsmirched brow
+Of my true mother.
+
+King.
+What is the cause, Laertes,
+That thy rebellion looks so giant-like?--
+Let him go, Gertrude; do not fear our person:
+There's such divinity doth hedge a king,
+That treason can but peep to what it would,
+Acts little of his will.--Tell me, Laertes,
+Why thou art thus incens'd.--Let him go, Gertrude:--
+Speak, man.
+
+Laer.
+Where is my father?
+
+King.
+Dead.
+
+Queen.
+But not by him.
+
+King.
+Let him demand his fill.
+
+Laer.
+How came he dead? I'll not be juggled with:
+To hell, allegiance! vows, to the blackest devil!
+Conscience and grace, to the profoundest pit!
+I dare damnation:--to this point I stand,--
+That both the worlds, I give to negligence,
+Let come what comes; only I'll be reveng'd
+Most throughly for my father.
+
+King.
+Who shall stay you?
+
+Laer.
+My will, not all the world:
+And for my means, I'll husband them so well,
+They shall go far with little.
+
+King.
+Good Laertes,
+If you desire to know the certainty
+Of your dear father's death, is't writ in your revenge
+That, sweepstake, you will draw both friend and foe,
+Winner and loser?
+
+Laer.
+None but his enemies.
+
+King.
+Will you know them then?
+
+Laer.
+To his good friends thus wide I'll ope my arms;
+And, like the kind life-rendering pelican,
+Repast them with my blood.
+
+King.
+Why, now you speak
+Like a good child and a true gentleman.
+That I am guiltless of your father's death,
+And am most sensibly in grief for it,
+It shall as level to your judgment pierce
+As day does to your eye.
+
+Danes.
+[Within] Let her come in.
+
+Laer.
+How now! What noise is that?
+
+[Re-enter Ophelia, fantastically dressed with straws and
+flowers.]
+
+O heat, dry up my brains! tears seven times salt,
+Burn out the sense and virtue of mine eye!--
+By heaven, thy madness shall be paid by weight,
+Till our scale turn the beam. O rose of May!
+Dear maid, kind sister, sweet Ophelia!--
+O heavens! is't possible a young maid's wits
+Should be as mortal as an old man's life?
+Nature is fine in love; and where 'tis fine,
+It sends some precious instance of itself
+After the thing it loves.
+
+Oph.
+[Sings.]
+   They bore him barefac'd on the bier
+   Hey no nonny, nonny, hey nonny
+   And on his grave rain'd many a tear.--
+
+Fare you well, my dove!
+
+Laer.
+Hadst thou thy wits, and didst persuade revenge,
+It could not move thus.
+
+Oph.
+You must sing 'Down a-down, an you call him a-down-a.' O,
+how the wheel becomes it! It is the false steward, that stole his
+master's daughter.
+
+Laer.
+This nothing's more than matter.
+
+Oph.
+There's rosemary, that's for remembrance; pray, love,
+remember: and there is pansies, that's for thoughts.
+
+Laer.
+A document in madness,--thoughts and remembrance fitted.
+
+Oph.
+There's fennel for you, and columbines:--there's rue for you;
+and here's some for me:--we may call it herb of grace o'
+Sundays:--O, you must wear your rue with a difference.--There's a
+daisy:--I would give you some violets, but they wither'd all when
+my father died:--they say he made a good end,--
+[Sings.]
+   For bonny sweet Robin is all my joy,--
+
+Laer.
+Thought and affliction, passion, hell itself,
+She turns to favour and to prettiness.
+
+Oph.
+[Sings.]
+   And will he not come again?
+   And will he not come again?
+     No, no, he is dead,
+     Go to thy death-bed,
+   He never will come again.
+
+   His beard was as white as snow,
+   All flaxen was his poll:
+     He is gone, he is gone,
+     And we cast away moan:
+   God ha' mercy on his soul!
+
+And of all Christian souls, I pray God.--God b' wi' ye.
+
+[Exit.]
+
+Laer.
+Do you see this, O God?
+
+King.
+Laertes, I must commune with your grief,
+Or you deny me right. Go but apart,
+Make choice of whom your wisest friends you will,
+And they shall hear and judge 'twixt you and me.
+If by direct or by collateral hand
+They find us touch'd, we will our kingdom give,
+Our crown, our life, and all that we call ours,
+To you in satisfaction; but if not,
+Be you content to lend your patience to us,
+And we shall jointly labour with your soul
+To give it due content.
+
+Laer.
+Let this be so;
+His means of death, his obscure burial,--
+No trophy, sword, nor hatchment o'er his bones,
+No noble rite nor formal ostentation,--
+Cry to be heard, as 'twere from heaven to earth,
+That I must call't in question.
+
+King.
+So you shall;
+And where the offence is let the great axe fall.
+I pray you go with me.
+
+[Exeunt.]
+
+
+
+Scene VI. Another room in the Castle.
+
+[Enter Horatio and a Servant.]
+
+Hor.
+What are they that would speak with me?
+
+Servant.
+Sailors, sir: they say they have letters for you.
+
+Hor.
+Let them come in.
+
+[Exit Servant.]
+
+I do not know from what part of the world
+I should be greeted, if not from Lord Hamlet.
+
+[Enter Sailors.]
+
+I Sailor.
+God bless you, sir.
+
+Hor.
+Let him bless thee too.
+
+Sailor.
+He shall, sir, an't please him. There's a letter for you,
+sir,--it comes from the ambassador that was bound for England; if
+your name be Horatio, as I am let to know it is.
+
+Hor.
+[Reads.] 'Horatio, when thou shalt have overlooked
+this, give these fellows some means to the king: they have
+letters for him. Ere we were two days old at sea, a pirate of
+very warlike appointment gave us chase. Finding ourselves too
+slow of sail, we put on a compelled valour, and in the grapple I
+boarded them: on the instant they got clear of our ship; so I
+alone became their prisoner. They have dealt with me like thieves
+of mercy: but they knew what they did; I am to do a good turn for
+them. Let the king have the letters I have sent; and repair thou
+to me with as much haste as thou wouldst fly death. I have words
+to speak in thine ear will make thee dumb; yet are they much too
+light for the bore of the matter. These good fellows will bring
+thee where I am. Rosencrantz and Guildenstern hold their course
+for England: of them I have much to tell thee. Farewell.
+He that thou knowest thine,       HAMLET.'
+
+Come, I will give you way for these your letters;
+And do't the speedier, that you may direct me
+To him from whom you brought them.
+
+[Exeunt.]
+
+
+
+Scene VII. Another room in the Castle.
+
+[Enter King and Laertes.]
+
+King.
+Now must your conscience my acquittance seal,
+And you must put me in your heart for friend,
+Sith you have heard, and with a knowing ear,
+That he which hath your noble father slain
+Pursu'd my life.
+
+Laer.
+It well appears:--but tell me
+Why you proceeded not against these feats,
+So crimeful and so capital in nature,
+As by your safety, wisdom, all things else,
+You mainly were stirr'd up.
+
+King.
+O, for two special reasons;
+Which may to you, perhaps, seem much unsinew'd,
+But yet to me they are strong. The queen his mother
+Lives almost by his looks; and for myself,--
+My virtue or my plague, be it either which,--
+She's so conjunctive to my life and soul,
+That, as the star moves not but in his sphere,
+I could not but by her. The other motive,
+Why to a public count I might not go,
+Is the great love the general gender bear him;
+Who, dipping all his faults in their affection,
+Would, like the spring that turneth wood to stone,
+Convert his gyves to graces; so that my arrows,
+Too slightly timber'd for so loud a wind,
+Would have reverted to my bow again,
+And not where I had aim'd them.
+
+Laer.
+And so have I a noble father lost;
+A sister driven into desperate terms,--
+Whose worth, if praises may go back again,
+Stood challenger on mount of all the age
+For her perfections:--but my revenge will come.
+
+King.
+Break not your sleeps for that:--you must not think
+That we are made of stuff so flat and dull
+That we can let our beard be shook with danger,
+And think it pastime. You shortly shall hear more:
+I lov'd your father, and we love ourself;
+And that, I hope, will teach you to imagine,--
+
+[Enter a Messenger.]
+
+How now! What news?
+
+Mess.
+Letters, my lord, from Hamlet:
+This to your majesty; this to the queen.
+
+King.
+From Hamlet! Who brought them?
+
+Mess.
+Sailors, my lord, they say; I saw them not:
+They were given me by Claudio:--he receiv'd them
+Of him that brought them.
+
+King.
+Laertes, you shall hear them.
+Leave us.
+
+[Exit Messenger.]
+
+[Reads]'High and mighty,--You shall know I am set naked on your
+kingdom. To-morrow shall I beg leave to see your kingly eyes:
+when I shall, first asking your pardon thereunto, recount the
+occasions of my sudden and more strange return.       HAMLET.'
+
+What should this mean? Are all the rest come back?
+Or is it some abuse, and no such thing?
+
+Laer.
+Know you the hand?
+
+King.
+'Tis Hamlet's character:--'Naked!'--
+And in a postscript here, he says 'alone.'
+Can you advise me?
+
+Laer.
+I am lost in it, my lord. But let him come;
+It warms the very sickness in my heart
+That I shall live and tell him to his teeth,
+'Thus didest thou.'
+
+King.
+If it be so, Laertes,--
+As how should it be so? how otherwise?--
+Will you be rul'd by me?
+
+Laer.
+Ay, my lord;
+So you will not o'errule me to a peace.
+
+King.
+To thine own peace. If he be now return'd--
+As checking at his voyage, and that he means
+No more to undertake it,--I will work him
+To exploit, now ripe in my device,
+Under the which he shall not choose but fall:
+And for his death no wind shall breathe;
+But even his mother shall uncharge the practice
+And call it accident.
+
+Laer.
+My lord, I will be rul'd;
+The rather if you could devise it so
+That I might be the organ.
+
+King.
+It falls right.
+You have been talk'd of since your travel much,
+And that in Hamlet's hearing, for a quality
+Wherein they say you shine: your sum of parts
+Did not together pluck such envy from him
+As did that one; and that, in my regard,
+Of the unworthiest siege.
+
+Laer.
+What part is that, my lord?
+
+King.
+A very riband in the cap of youth,
+Yet needful too; for youth no less becomes
+The light and careless livery that it wears
+Than settled age his sables and his weeds,
+Importing health and graveness.--Two months since,
+Here was a gentleman of Normandy,--
+I've seen myself, and serv'd against, the French,
+And they can well on horseback: but this gallant
+Had witchcraft in't: he grew unto his seat;
+And to such wondrous doing brought his horse,
+As had he been incorps'd and demi-natur'd
+With the brave beast: so far he topp'd my thought
+That I, in forgery of shapes and tricks,
+Come short of what he did.
+
+Laer.
+A Norman was't?
+
+King.
+A Norman.
+
+Laer.
+Upon my life, Lamond.
+
+King.
+The very same.
+
+Laer.
+I know him well: he is the brooch indeed
+And gem of all the nation.
+
+King.
+He made confession of you;
+And gave you such a masterly report
+For art and exercise in your defence,
+And for your rapier most especially,
+That he cried out, 'twould be a sight indeed
+If one could match you: the scrimers of their nation
+He swore, had neither motion, guard, nor eye,
+If you oppos'd them. Sir, this report of his
+Did Hamlet so envenom with his envy
+That he could nothing do but wish and beg
+Your sudden coming o'er, to play with him.
+Now, out of this,--
+
+Laer.
+What out of this, my lord?
+
+King.
+Laertes, was your father dear to you?
+Or are you like the painting of a sorrow,
+A face without a heart?
+
+Laer.
+Why ask you this?
+
+King.
+Not that I think you did not love your father;
+But that I know love is begun by time,
+And that I see, in passages of proof,
+Time qualifies the spark and fire of it.
+There lives within the very flame of love
+A kind of wick or snuff that will abate it;
+And nothing is at a like goodness still;
+For goodness, growing to a plurisy,
+Dies in his own too much: that we would do,
+We should do when we would; for this 'would' changes,
+And hath abatements and delays as many
+As there are tongues, are hands, are accidents;
+And then this 'should' is like a spendthrift sigh,
+That hurts by easing. But to the quick o' the ulcer:--
+Hamlet comes back: what would you undertake
+To show yourself your father's son in deed
+More than in words?
+
+Laer.
+To cut his throat i' the church.
+
+King.
+No place, indeed, should murder sanctuarize;
+Revenge should have no bounds. But, good Laertes,
+Will you do this, keep close within your chamber.
+Hamlet return'd shall know you are come home:
+We'll put on those shall praise your excellence
+And set a double varnish on the fame
+The Frenchman gave you; bring you in fine together
+And wager on your heads: he, being remiss,
+Most generous, and free from all contriving,
+Will not peruse the foils; so that with ease,
+Or with a little shuffling, you may choose
+A sword unbated, and, in a pass of practice,
+Requite him for your father.
+
+Laer.
+I will do't:
+And for that purpose I'll anoint my sword.
+I bought an unction of a mountebank,
+So mortal that, but dip a knife in it,
+Where it draws blood no cataplasm so rare,
+Collected from all simples that have virtue
+Under the moon, can save the thing from death
+This is but scratch'd withal: I'll touch my point
+With this contagion, that, if I gall him slightly,
+It may be death.
+
+King.
+Let's further think of this;
+Weigh what convenience both of time and means
+May fit us to our shape: if this should fail,
+And that our drift look through our bad performance.
+'Twere better not assay'd: therefore this project
+Should have a back or second, that might hold
+If this did blast in proof. Soft! let me see:--
+We'll make a solemn wager on your cunnings,--
+I ha't:
+When in your motion you are hot and dry,--
+As make your bouts more violent to that end,--
+And that he calls for drink, I'll have prepar'd him
+A chalice for the nonce; whereon but sipping,
+If he by chance escape your venom'd stuck,
+Our purpose may hold there.
+
+[Enter Queen.]
+
+How now, sweet queen!
+
+Queen.
+One woe doth tread upon another's heel,
+So fast they follow:--your sister's drown'd, Laertes.
+
+Laer.
+Drown'd! O, where?
+
+Queen.
+There is a willow grows aslant a brook,
+That shows his hoar leaves in the glassy stream;
+There with fantastic garlands did she come
+Of crowflowers, nettles, daisies, and long purples,
+That liberal shepherds give a grosser name,
+But our cold maids do dead men's fingers call them.
+There, on the pendant boughs her coronet weeds
+Clamb'ring to hang, an envious sliver broke;
+When down her weedy trophies and herself
+Fell in the weeping brook. Her clothes spread wide;
+And, mermaid-like, awhile they bore her up;
+Which time she chaunted snatches of old tunes;
+As one incapable of her own distress,
+Or like a creature native and indu'd
+Unto that element: but long it could not be
+Till that her garments, heavy with their drink,
+Pull'd the poor wretch from her melodious lay
+To muddy death.
+
+Laer.
+Alas, then she is drown'd?
+
+Queen.
+Drown'd, drown'd.
+
+Laer.
+Too much of water hast thou, poor Ophelia,
+And therefore I forbid my tears: but yet
+It is our trick; nature her custom holds,
+Let shame say what it will: when these are gone,
+The woman will be out.--Adieu, my lord:
+I have a speech of fire, that fain would blaze,
+But that this folly douts it.
+
+[Exit.]
+
+King.
+Let's follow, Gertrude;
+How much I had to do to calm his rage!
+Now fear I this will give it start again;
+Therefore let's follow.
+
+[Exeunt.]
+
+
+
+ACT V.
+
+Scene I. A churchyard.
+
+[Enter two Clowns, with spades, &c.]
+
+1 Clown.
+Is she to be buried in Christian burial when she wilfully
+seeks her own salvation?
+
+2 Clown.
+I tell thee she is; and therefore make her grave straight: the
+crowner hath sat on her, and finds it Christian burial.
+
+1 Clown.
+How can that be, unless she drowned herself in her own defence?
+
+2 Clown.
+Why, 'tis found so.
+
+1 Clown.
+It must be se offendendo; it cannot be else. For here lies
+the point: if I drown myself wittingly, it argues an act: and an
+act hath three branches; it is to act, to do, and to perform:
+argal, she drowned herself wittingly.
+
+2 Clown.
+Nay, but hear you, goodman delver,--
+
+1 Clown.
+Give me leave. Here lies the water; good: here stands the
+man; good: if the man go to this water and drown himself, it is,
+will he, nill he, he goes,--mark you that: but if the water come
+to him and drown him, he drowns not himself; argal, he that is
+not guilty of his own death shortens not his own life.
+
+2 Clown.
+But is this law?
+
+1 Clown.
+Ay, marry, is't--crowner's quest law.
+
+2 Clown.
+Will you ha' the truth on't? If this had not been a
+gentlewoman, she should have been buried out o' Christian burial.
+
+1 Clown.
+Why, there thou say'st: and the more pity that great folk
+should have countenance in this world to drown or hang themselves
+more than their even Christian.--Come, my spade. There is no
+ancient gentlemen but gardeners, ditchers, and grave-makers: they
+hold up Adam's profession.
+
+2 Clown.
+Was he a gentleman?
+
+1 Clown.
+He was the first that ever bore arms.
+
+2 Clown.
+Why, he had none.
+
+1 Clown.
+What, art a heathen? How dost thou understand the Scripture?
+The Scripture says Adam digg'd: could he dig without arms? I'll
+put another question to thee: if thou answerest me not to the
+purpose, confess thyself,--
+
+2 Clown.
+Go to.
+
+1 Clown.
+What is he that builds stronger than either the mason, the
+shipwright, or the carpenter?
+
+2 Clown.
+The gallows-maker; for that frame outlives a thousand tenants.
+
+1 Clown.
+I like thy wit well, in good faith: the gallows does well;
+but how does it well? it does well to those that do ill: now,
+thou dost ill to say the gallows is built stronger than the
+church; argal, the gallows may do well to thee. To't again, come.
+
+2 Clown.
+Who builds stronger than a mason, a shipwright, or a carpenter?
+
+1 Clown.
+Ay, tell me that, and unyoke.
+
+2 Clown.
+Marry, now I can tell.
+
+1 Clown.
+To't.
+
+2 Clown.
+Mass, I cannot tell.
+
+[Enter Hamlet and Horatio, at a distance.]
+
+1 Clown.
+Cudgel thy brains no more about it, for your dull ass will
+not mend his pace with beating; and when you are asked this
+question next, say 'a grave-maker;' the houses he makes last
+till doomsday. Go, get thee to Yaughan; fetch me a stoup of
+liquor.
+
+[Exit Second Clown.]
+
+[Digs and sings.]
+
+   In youth when I did love, did love,
+     Methought it was very sweet;
+   To contract, O, the time for, ah, my behove,
+     O, methought there was nothing meet.
+
+Ham.
+Has this fellow no feeling of his business, that he sings at
+grave-making?
+
+Hor.
+Custom hath made it in him a property of easiness.
+
+Ham.
+'Tis e'en so: the hand of little employment hath the daintier
+sense.
+
+1 Clown.
+[Sings.]
+   But age, with his stealing steps,
+     Hath claw'd me in his clutch,
+   And hath shipp'd me into the land,
+     As if I had never been such.
+
+[Throws up a skull.]
+
+Ham.
+That skull had a tongue in it, and could sing once: how the
+knave jowls it to the ground,as if 'twere Cain's jawbone, that
+did the first murder! This might be the pate of a politician,
+which this ass now o'erreaches; one that would circumvent God,
+might it not?
+
+Hor.
+It might, my lord.
+
+Ham.
+Or of a courtier, which could say 'Good morrow, sweet lord!
+How dost thou, good lord?' This might be my lord such-a-one, that
+praised my lord such-a-one's horse when he meant to beg
+it,--might it not?
+
+Hor.
+Ay, my lord.
+
+Ham.
+Why, e'en so: and now my Lady Worm's; chapless, and knocked
+about the mazard with a sexton's spade: here's fine revolution,
+an we had the trick to see't. Did these bones cost no more the
+breeding but to play at loggets with 'em? mine ache to think
+on't.
+
+1 Clown.
+[Sings.]
+   A pickaxe and a spade, a spade,
+     For and a shrouding sheet;
+   O, a pit of clay for to be made
+     For such a guest is meet.
+
+[Throws up another skull].
+
+Ham.
+There's another: why may not that be the skull of a lawyer?
+Where be his quiddits now, his quillets, his cases, his tenures,
+and his tricks? why does he suffer this rude knave now to knock
+him about the sconce with a dirty shovel, and will not tell him
+of his action of battery? Hum! This fellow might be in's time a
+great buyer of land, with his statutes, his recognizances, his
+fines, his double vouchers, his recoveries: is this the fine of
+his fines, and the recovery of his recoveries, to have his fine
+pate full of fine dirt? will his vouchers vouch him no more of
+his purchases, and double ones too, than the length and breadth
+of a pair of indentures? The very conveyances of his lands will
+scarcely lie in this box; and must the inheritor himself have no
+more, ha?
+
+Hor.
+Not a jot more, my lord.
+
+Ham.
+Is not parchment made of sheep-skins?
+
+Hor.
+Ay, my lord, And of calf-skins too.
+
+Ham.
+They are sheep and calves which seek out assurance in that. I
+will speak to this fellow.--Whose grave's this, sir?
+
+1 Clown.
+Mine, sir.
+[Sings.]
+   O, a pit of clay for to be made
+     For such a guest is meet.
+
+Ham.
+I think it be thine indeed, for thou liest in't.
+
+1 Clown.
+You lie out on't, sir, and therefore 'tis not yours: for my part,
+I do not lie in't, yet it is mine.
+
+Ham.
+Thou dost lie in't, to be in't and say it is thine: 'tis for
+the dead, not for the quick; therefore thou liest.
+
+1 Clown.
+'Tis a quick lie, sir; 't will away again from me to you.
+
+Ham.
+What man dost thou dig it for?
+
+1 Clown.
+For no man, sir.
+
+Ham.
+What woman then?
+
+1 Clown.
+For none neither.
+
+Ham.
+Who is to be buried in't?
+
+1 Clown.
+One that was a woman, sir; but, rest her soul, she's dead.
+
+Ham.
+How absolute the knave is! We must speak by the card, or
+equivocation will undo us. By the Lord, Horatio, these three
+years I have taken note of it, the age is grown so picked that
+the toe of the peasant comes so near the heel of the courtier he
+galls his kibe.--How long hast thou been a grave-maker?
+
+1 Clown.
+Of all the days i' the year, I came to't that day that our
+last King Hamlet overcame Fortinbras.
+
+Ham.
+How long is that since?
+
+1 Clown.
+Cannot you tell that? every fool can tell that: it was the
+very day that young Hamlet was born,--he that is mad, and sent
+into England.
+
+Ham.
+Ay, marry, why was be sent into England?
+
+1 Clown.
+Why, because he was mad: he shall recover his wits there;
+or, if he do not, it's no great matter there.
+
+Ham.
+Why?
+
+1 Clown.
+'Twill not he seen in him there; there the men are as mad as he.
+
+Ham.
+How came he mad?
+
+1 Clown.
+Very strangely, they say.
+
+Ham.
+How strangely?
+
+1 Clown.
+Faith, e'en with losing his wits.
+
+Ham.
+Upon what ground?
+
+1 Clown.
+Why, here in Denmark: I have been sexton here, man and boy,
+thirty years.
+
+Ham.
+How long will a man lie i' the earth ere he rot?
+
+1 Clown.
+Faith, if he be not rotten before he die,--as we have many
+pocky corses now-a-days that will scarce hold the laying in,--he
+will last you some eight year or nine year: a tanner will last
+you nine year.
+
+Ham.
+Why he more than another?
+
+1 Clown.
+Why, sir, his hide is so tann'd with his trade that he will
+keep out water a great while; and your water is a sore decayer of
+your whoreson dead body. Here's a skull now; this skull hath lain
+in the earth three-and-twenty years.
+
+Ham.
+Whose was it?
+
+1 Clown.
+A whoreson, mad fellow's it was: whose do you think it was?
+
+Ham.
+Nay, I know not.
+
+1 Clown.
+A pestilence on him for a mad rogue! 'a pour'd a flagon of
+Rhenish on my head once. This same skull, sir, was Yorick's
+skull, the king's jester.
+
+Ham.
+This?
+
+1 Clown.
+E'en that.
+
+Ham.
+Let me see. [Takes the skull.] Alas, poor Yorick!--I knew him,
+Horatio; a fellow of infinite jest, of most excellent fancy: he
+hath borne me on his back a thousand times; and now, how abhorred
+in my imagination it is! my gorge rises at it. Here hung those
+lips that I have kiss'd I know not how oft. Where be your gibes
+now? your gambols? your songs? your flashes of merriment, that
+were wont to set the table on a roar? Not one now, to mock your
+own grinning? quite chap-fallen? Now, get you to my lady's
+chamber, and tell her, let her paint an inch thick, to this
+favour she must come; make her laugh at that.--Pr'ythee, Horatio,
+tell me one thing.
+
+Hor.
+What's that, my lord?
+
+Ham.
+Dost thou think Alexander looked o' this fashion i' the earth?
+
+Hor.
+E'en so.
+
+Ham.
+And smelt so? Pah!
+
+[Throws down the skull.]
+
+Hor.
+E'en so, my lord.
+
+Ham.
+To what base uses we may return, Horatio! Why may not
+imagination trace the noble dust of Alexander till he find it
+stopping a bung-hole?
+
+Hor.
+'Twere to consider too curiously to consider so.
+
+Ham.
+No, faith, not a jot; but to follow him thither with modesty
+enough, and likelihood to lead it: as thus: Alexander died,
+Alexander was buried, Alexander returneth into dust; the dust is
+earth; of earth we make loam; and why of that loam whereto he
+was converted might they not stop a beer-barrel?
+   Imperious Caesar, dead and turn'd to clay,
+   Might stop a hole to keep the wind away.
+   O, that that earth which kept the world in awe
+   Should patch a wall to expel the winter's flaw!
+But soft! but soft! aside!--Here comes the king.
+
+[Enter priests, &c, in procession; the corpse of Ophelia,
+Laertes, and Mourners following; King, Queen, their Trains, &c.]
+
+The queen, the courtiers: who is that they follow?
+And with such maimed rites? This doth betoken
+The corse they follow did with desperate hand
+Fordo it own life: 'twas of some estate.
+Couch we awhile and mark.
+
+[Retiring with Horatio.]
+
+Laer.
+What ceremony else?
+
+Ham.
+That is Laertes,
+A very noble youth: mark.
+
+Laer.
+What ceremony else?
+
+1 Priest.
+Her obsequies have been as far enlarg'd
+As we have warranties: her death was doubtful;
+And, but that great command o'ersways the order,
+She should in ground unsanctified have lodg'd
+Till the last trumpet; for charitable prayers,
+Shards, flints, and pebbles should be thrown on her,
+Yet here she is allowed her virgin rites,
+Her maiden strewments, and the bringing home
+Of bell and burial.
+
+Laer.
+Must there no more be done?
+
+1 Priest.
+No more be done;
+We should profane the service of the dead
+To sing a requiem and such rest to her
+As to peace-parted souls.
+
+Laer.
+Lay her i' the earth;--
+And from her fair and unpolluted flesh
+May violets spring!--I tell thee, churlish priest,
+A ministering angel shall my sister be
+When thou liest howling.
+
+Ham.
+What, the fair Ophelia?
+
+Queen.
+Sweets to the sweet: farewell.
+[Scattering flowers.]
+I hop'd thou shouldst have been my Hamlet's wife;
+I thought thy bride-bed to have deck'd, sweet maid,
+And not have strew'd thy grave.
+
+Laer.
+O, treble woe
+Fall ten times treble on that cursed head
+Whose wicked deed thy most ingenious sense
+Depriv'd thee of!--Hold off the earth awhile,
+Till I have caught her once more in mine arms:
+[Leaps into the grave.]
+Now pile your dust upon the quick and dead,
+Till of this flat a mountain you have made,
+To o'ertop old Pelion or the skyish head
+Of blue Olympus.
+
+Ham.
+[Advancing.]
+What is he whose grief
+Bears such an emphasis? whose phrase of sorrow
+Conjures the wandering stars, and makes them stand
+Like wonder-wounded hearers? this is I,
+Hamlet the Dane.
+[Leaps into the grave.]
+
+Laer.
+The devil take thy soul!
+[Grappling with him.]
+
+Ham.
+Thou pray'st not well.
+I pr'ythee, take thy fingers from my throat;
+For, though I am not splenetive and rash,
+Yet have I in me something dangerous,
+Which let thy wiseness fear: away thy hand!
+
+King.
+Pluck them asunder.
+
+Queen.
+Hamlet! Hamlet!
+
+All.
+Gentlemen!--
+
+Hor.
+Good my lord, be quiet.
+
+[The Attendants part them, and they come out of the grave.]
+
+Ham.
+Why, I will fight with him upon this theme
+Until my eyelids will no longer wag.
+
+Queen.
+O my son, what theme?
+
+Ham.
+I lov'd Ophelia; forty thousand brothers
+Could not, with all their quantity of love,
+Make up my sum.--What wilt thou do for her?
+
+King.
+O, he is mad, Laertes.
+
+Queen.
+For love of God, forbear him!
+
+Ham.
+'Swounds, show me what thou'lt do:
+Woul't weep? woul't fight? woul't fast? woul't tear thyself?
+Woul't drink up eisel? eat a crocodile?
+I'll do't.--Dost thou come here to whine?
+To outface me with leaping in her grave?
+Be buried quick with her, and so will I:
+And, if thou prate of mountains, let them throw
+Millions of acres on us, till our ground,
+Singeing his pate against the burning zone,
+Make Ossa like a wart! Nay, an thou'lt mouth,
+I'll rant as well as thou.
+
+Queen.
+This is mere madness:
+And thus a while the fit will work on him;
+Anon, as patient as the female dove,
+When that her golden couplets are disclos'd,
+His silence will sit drooping.
+
+Ham.
+Hear you, sir;
+What is the reason that you use me thus?
+I lov'd you ever: but it is no matter;
+Let Hercules himself do what he may,
+The cat will mew, and dog will have his day.
+
+[Exit.]
+
+King.
+I pray thee, good Horatio, wait upon him.--
+
+[Exit Horatio.]
+[To Laertes]
+Strengthen your patience in our last night's speech;
+We'll put the matter to the present push.--
+Good Gertrude, set some watch over your son.--
+This grave shall have a living monument:
+An hour of quiet shortly shall we see;
+Till then in patience our proceeding be.
+
+[Exeunt.]
+
+
+
+Scene II. A hall in the Castle.
+
+[Enter Hamlet and Horatio.]
+
+Ham.
+So much for this, sir: now let me see the other;
+You do remember all the circumstance?
+
+Hor.
+Remember it, my lord!
+
+Ham.
+Sir, in my heart there was a kind of fighting
+That would not let me sleep: methought I lay
+Worse than the mutinies in the bilboes. Rashly,
+And prais'd be rashness for it,--let us know,
+Our indiscretion sometime serves us well,
+When our deep plots do fail; and that should teach us
+There's a divinity that shapes our ends,
+Rough-hew them how we will.
+
+Hor.
+That is most certain.
+
+Ham.
+Up from my cabin,
+My sea-gown scarf'd about me, in the dark
+Grop'd I to find out them: had my desire;
+Finger'd their packet; and, in fine, withdrew
+To mine own room again: making so bold,
+My fears forgetting manners, to unseal
+Their grand commission; where I found, Horatio,
+O royal knavery! an exact command,--
+Larded with many several sorts of reasons,
+Importing Denmark's health, and England's too,
+With, ho! such bugs and goblins in my life,--
+That, on the supervise, no leisure bated,
+No, not to stay the grinding of the axe,
+My head should be struck off.
+
+Hor.
+Is't possible?
+
+Ham.
+Here's the commission: read it at more leisure.
+But wilt thou bear me how I did proceed?
+
+Hor.
+I beseech you.
+
+Ham.
+Being thus benetted round with villanies,--
+Or I could make a prologue to my brains,
+They had begun the play,--I sat me down;
+Devis'd a new commission; wrote it fair:
+I once did hold it, as our statists do,
+A baseness to write fair, and labour'd much
+How to forget that learning; but, sir, now
+It did me yeoman's service. Wilt thou know
+The effect of what I wrote?
+
+Hor.
+Ay, good my lord.
+
+Ham.
+An earnest conjuration from the king,--
+As England was his faithful tributary;
+As love between them like the palm might flourish;
+As peace should still her wheaten garland wear
+And stand a comma 'tween their amities;
+And many such-like as's of great charge,--
+That, on the view and know of these contents,
+Without debatement further, more or less,
+He should the bearers put to sudden death,
+Not shriving-time allow'd.
+
+Hor.
+How was this seal'd?
+
+Ham.
+Why, even in that was heaven ordinant.
+I had my father's signet in my purse,
+Which was the model of that Danish seal:
+Folded the writ up in the form of the other;
+Subscrib'd it: gave't the impression; plac'd it safely,
+The changeling never known. Now, the next day
+Was our sea-fight; and what to this was sequent
+Thou know'st already.
+
+Hor.
+So Guildenstern and Rosencrantz go to't.
+
+Ham.
+Why, man, they did make love to this employment;
+They are not near my conscience; their defeat
+Does by their own insinuation grow:
+'Tis dangerous when the baser nature comes
+Between the pass and fell incensed points
+Of mighty opposites.
+
+Hor.
+Why, what a king is this!
+
+Ham.
+Does it not, thinks't thee, stand me now upon,--
+He that hath kill'd my king, and whor'd my mother;
+Popp'd in between the election and my hopes;
+Thrown out his angle for my proper life,
+And with such cozenage--is't not perfect conscience
+To quit him with this arm? and is't not to be damn'd
+To let this canker of our nature come
+In further evil?
+
+Hor.
+It must be shortly known to him from England
+What is the issue of the business there.
+
+Ham.
+It will be short: the interim is mine;
+And a man's life is no more than to say One.
+But I am very sorry, good Horatio,
+That to Laertes I forgot myself;
+For by the image of my cause I see
+The portraiture of his: I'll court his favours:
+But, sure, the bravery of his grief did put me
+Into a towering passion.
+
+Hor.
+Peace; who comes here?
+
+[Enter Osric.]
+
+Osr.
+Your lordship is right welcome back to Denmark.
+
+Ham.
+I humbly thank you, sir. Dost know this water-fly?
+
+Hor.
+No, my good lord.
+
+Ham.
+Thy state is the more gracious; for 'tis a vice to know him. He
+hath much land, and fertile: let a beast be lord of beasts, and
+his crib shall stand at the king's mess; 'tis a chough; but, as I
+say, spacious in the possession of dirt.
+
+Osr.
+Sweet lord, if your lordship were at leisure, I should
+impart a thing to you from his majesty.
+
+Ham.
+I will receive it with all diligence of spirit. Put your
+bonnet to his right use; 'tis for the head.
+
+Osr.
+I thank your lordship, t'is very hot.
+
+Ham.
+No, believe me, 'tis very cold; the wind is northerly.
+
+Osr.
+It is indifferent cold, my lord, indeed.
+
+Ham.
+Methinks it is very sultry and hot for my complexion.
+
+Osr.
+Exceedingly, my lord; it is very sultry,--as 'twere--I cannot
+tell how. But, my lord, his majesty bade me signify to you that
+he has laid a great wager on your head. Sir, this is the
+matter,--
+
+Ham.
+I beseech you, remember,--
+[Hamlet moves him to put on his hat.]
+
+Osr.
+Nay, in good faith; for mine ease, in good faith. Sir, here
+is newly come to court Laertes; believe me, an absolute
+gentleman, full of most excellent differences, of very soft
+society and great showing: indeed, to speak feelingly of him, he
+is the card or calendar of gentry; for you shall find in him the
+continent of what part a gentleman would see.
+
+Ham.
+Sir, his definement suffers no perdition in you;--though, I
+know, to divide him inventorially would dizzy the arithmetic of
+memory, and yet but yaw neither, in respect of his quick sail.
+But, in the verity of extolment, I take him to be a soul of great
+article, and his infusion of such dearth and rareness as, to make
+true diction of him, his semblable is his mirror, and who else
+would trace him, his umbrage, nothing more.
+
+Osr.
+Your lordship speaks most infallibly of him.
+
+Ham.
+The concernancy, sir? why do we wrap the gentleman in our more
+rawer breath?
+
+Osr.
+Sir?
+
+Hor.
+Is't not possible to understand in another tongue? You will do't,
+sir, really.
+
+Ham.
+What imports the nomination of this gentleman?
+
+Osr.
+Of Laertes?
+
+Hor.
+His purse is empty already; all's golden words are spent.
+
+Ham.
+Of him, sir.
+
+Osr.
+I know, you are not ignorant,--
+
+Ham.
+I would you did, sir; yet, in faith, if you did, it would not
+much approve me.--Well, sir.
+
+Osr.
+You are not ignorant of what excellence Laertes is,--
+
+Ham.
+I dare not confess that, lest I should compare with him in
+excellence; but to know a man well were to know himself.
+
+Osr.
+I mean, sir, for his weapon; but in the imputation laid on
+him by them, in his meed he's unfellowed.
+
+Ham.
+What's his weapon?
+
+Osr.
+Rapier and dagger.
+
+Ham.
+That's two of his weapons:--but well.
+
+Osr.
+The king, sir, hath wager'd with him six Barbary horses:
+against the which he has imponed, as I take it, six French
+rapiers and poniards, with their assigns, as girdle, hangers, and
+so: three of the carriages, in faith, are very dear to fancy,
+very responsive to the hilts, most delicate carriages, and of
+very liberal conceit.
+
+Ham.
+What call you the carriages?
+
+Hor.
+I knew you must be edified by the margent ere you had done.
+
+Osr.
+The carriages, sir, are the hangers.
+
+Ham.
+The phrase would be more german to the matter if we could
+carry cannon by our sides. I would it might be hangers till then.
+But, on: six Barbary horses against six French swords, their
+assigns, and three liberal conceited carriages: that's the French
+bet against the Danish: why is this all imponed, as you call it?
+
+Osr.
+The king, sir, hath laid that, in a dozen passes between
+your and him, he shall not exceed you three hits: he hath
+laid on twelve for nine; and it would come to immediate trial
+if your lordship would vouchsafe the answer.
+
+Ham.
+How if I answer no?
+
+Osr.
+I mean, my lord, the opposition of your person in trial.
+
+Ham.
+Sir, I will walk here in the hall: if it please his majesty,
+it is the breathing time of day with me: let the foils be
+brought, the gentleman willing, and the king hold his purpose,
+I will win for him if I can; if not, I will gain nothing but my
+shame and the odd hits.
+
+Osr.
+Shall I re-deliver you e'en so?
+
+Ham.
+To this effect, sir; after what flourish your nature will.
+
+Osr.
+I commend my duty to your lordship.
+
+Ham.
+Yours, yours.
+
+[Exit Osric.]
+
+He does well to commend it himself; there are no tongues else
+for's turn.
+
+Hor.
+This lapwing runs away with the shell on his head.
+
+Ham.
+He did comply with his dug before he suck'd it. Thus has he,--and
+many more of the same bevy that I know the drossy age dotes on,--
+only got the tune of the time and outward habit of encounter;
+a kind of yesty collection, which carries them through and
+through the most fanned and winnowed opinions; and do but blow
+them to their trial, the bubbles are out,
+
+[Enter a Lord.]
+
+Lord.
+My lord, his majesty commended him to you by young Osric,
+who brings back to him that you attend him in the hall: he sends
+to know if your pleasure hold to play with Laertes, or that you
+will take longer time.
+
+Ham.
+I am constant to my purposes; they follow the king's pleasure:
+if his fitness speaks, mine is ready; now or whensoever, provided
+I be so able as now.
+
+Lord.
+The King and Queen and all are coming down.
+
+Ham.
+In happy time.
+
+Lord.
+The queen desires you to use some gentle entertainment to
+Laertes before you fall to play.
+
+Ham.
+She well instructs me.
+
+[Exit Lord.]
+
+Hor.
+You will lose this wager, my lord.
+
+Ham.
+I do not think so; since he went into France I have been in
+continual practice: I shall win at the odds. But thou wouldst not
+think how ill all's here about my heart: but it is no matter.
+
+Hor.
+Nay, good my lord,--
+
+Ham.
+It is but foolery; but it is such a kind of gain-giving as
+would perhaps trouble a woman.
+
+Hor.
+If your mind dislike anything, obey it: I will forestall their
+repair hither, and say you are not fit.
+
+Ham.
+Not a whit, we defy augury: there's a special providence in
+the fall of a sparrow. If it be now, 'tis not to come; if it be
+not to come, it will be now; if it be not now, yet it will come:
+the readiness is all: since no man has aught of what he leaves,
+what is't to leave betimes?
+
+[Enter King, Queen, Laertes, Lords, Osric, and Attendants with
+foils &c.]
+
+King.
+Come, Hamlet, come, and take this hand from me.
+
+[The King puts Laertes' hand into Hamlet's.]
+
+Ham.
+Give me your pardon, sir: I have done you wrong:
+But pardon't, as you are a gentleman.
+This presence knows, and you must needs have heard,
+How I am punish'd with sore distraction.
+What I have done
+That might your nature, honour, and exception
+Roughly awake, I here proclaim was madness.
+Was't Hamlet wrong'd Laertes? Never Hamlet:
+If Hamlet from himself be ta'en away,
+And when he's not himself does wrong Laertes,
+Then Hamlet does it not, Hamlet denies it.
+Who does it, then? His madness: if't be so,
+Hamlet is of the faction that is wrong'd;
+His madness is poor Hamlet's enemy.
+Sir, in this audience,
+Let my disclaiming from a purpos'd evil
+Free me so far in your most generous thoughts
+That I have shot my arrow o'er the house
+And hurt my brother.
+
+Laer.
+I am satisfied in nature,
+Whose motive, in this case, should stir me most
+To my revenge. But in my terms of honour
+I stand aloof; and will no reconcilement
+Till by some elder masters of known honour
+I have a voice and precedent of peace
+To keep my name ungor'd. But till that time
+I do receive your offer'd love like love,
+And will not wrong it.
+
+Ham.
+I embrace it freely;
+And will this brother's wager frankly play.--
+Give us the foils; come on.
+
+Laer.
+Come, one for me.
+
+Ham.
+I'll be your foil, Laertes; in mine ignorance
+Your skill shall, like a star in the darkest night,
+Stick fiery off indeed.
+
+Laer.
+You mock me, sir.
+
+Ham.
+No, by this hand.
+
+King.
+Give them the foils, young Osric. Cousin Hamlet,
+You know the wager?
+
+Ham.
+Very well, my lord;
+Your grace has laid the odds o' the weaker side.
+
+King.
+I do not fear it; I have seen you both;
+But since he's better'd, we have therefore odds.
+
+Laer.
+This is too heavy, let me see another.
+
+Ham.
+This likes me well. These foils have all a length?
+
+[They prepare to play.]
+
+Osr.
+Ay, my good lord.
+
+King.
+Set me the stoups of wine upon that table,--
+If Hamlet give the first or second hit,
+Or quit in answer of the third exchange,
+Let all the battlements their ordnance fire;
+The king shall drink to Hamlet's better breath;
+And in the cup an union shall he throw,
+Richer than that which four successive kings
+In Denmark's crown have worn. Give me the cups;
+And let the kettle to the trumpet speak,
+The trumpet to the cannoneer without,
+The cannons to the heavens, the heavens to earth,
+'Now the king drinks to Hamlet.'--Come, begin:--
+And you, the judges, bear a wary eye.
+
+Ham.
+Come on, sir.
+
+Laer.
+Come, my lord.
+
+[They play.]
+
+Ham.
+One.
+
+Laer.
+No.
+
+Ham.
+Judgment!
+
+Osr.
+A hit, a very palpable hit.
+
+Laer.
+Well;--again.
+
+King.
+Stay, give me drink.--Hamlet, this pearl is thine;
+Here's to thy health.--
+
+[Trumpets sound, and cannon shot off within.]
+
+Give him the cup.
+
+Ham.
+I'll play this bout first; set it by awhile.--
+Come.--Another hit; what say you?
+
+[They play.]
+
+Laer.
+A touch, a touch, I do confess.
+
+King.
+Our son shall win.
+
+Queen.
+He's fat, and scant of breath.--
+Here, Hamlet, take my napkin, rub thy brows:
+The queen carouses to thy fortune, Hamlet.
+
+Ham.
+Good madam!
+
+King.
+Gertrude, do not drink.
+
+Queen.
+I will, my lord; I pray you pardon me.
+
+King.
+[Aside.] It is the poison'd cup; it is too late.
+
+Ham.
+I dare not drink yet, madam; by-and-by.
+
+Queen.
+Come, let me wipe thy face.
+
+Laer.
+My lord, I'll hit him now.
+
+King.
+I do not think't.
+
+Laer.
+[Aside.] And yet 'tis almost 'gainst my conscience.
+
+Ham.
+Come, for the third, Laertes: you but dally;
+I pray you pass with your best violence:
+I am afeard you make a wanton of me.
+
+Laer.
+Say you so? come on.
+
+[They play.]
+
+Osr.
+Nothing, neither way.
+
+Laer.
+Have at you now!
+
+[Laertes wounds Hamlet; then, in scuffling, they
+change rapiers, and Hamlet wounds Laertes.]
+
+King.
+Part them; they are incens'd.
+
+Ham.
+Nay, come again!
+
+[The Queen falls.]
+
+Osr.
+Look to the queen there, ho!
+
+Hor.
+They bleed on both sides.--How is it, my lord?
+
+Osr.
+How is't, Laertes?
+
+Laer.
+Why, as a woodcock to my own springe, Osric;
+I am justly kill'd with mine own treachery.
+
+Ham.
+How does the Queen?
+
+King.
+She swoons to see them bleed.
+
+Queen.
+No, no! the drink, the drink!--O my dear Hamlet!--
+The drink, the drink!--I am poison'd.
+
+[Dies.]
+
+Ham.
+O villany!--Ho! let the door be lock'd:
+Treachery! seek it out.
+
+[Laertes falls.]
+
+Laer.
+It is here, Hamlet: Hamlet, thou art slain;
+No medicine in the world can do thee good;
+In thee there is not half an hour of life;
+The treacherous instrument is in thy hand,
+Unbated and envenom'd: the foul practice
+Hath turn'd itself on me; lo, here I lie,
+Never to rise again: thy mother's poison'd:
+I can no more:--the king, the king's to blame.
+
+Ham.
+The point envenom'd too!--
+Then, venom, to thy work.
+
+[Stabs the King.]
+
+Osric and Lords.
+Treason! treason!
+
+King.
+O, yet defend me, friends! I am but hurt.
+
+Ham.
+Here, thou incestuous, murderous, damned Dane,
+Drink off this potion.--Is thy union here?
+Follow my mother.
+
+[King dies.]
+
+Laer.
+He is justly serv'd;
+It is a poison temper'd by himself.--
+Exchange forgiveness with me, noble Hamlet:
+Mine and my father's death come not upon thee,
+Nor thine on me!
+
+[Dies.]
+
+Ham.
+Heaven make thee free of it! I follow thee.--
+I am dead, Horatio.--Wretched queen, adieu!--
+You that look pale and tremble at this chance,
+That are but mutes or audience to this act,
+Had I but time,--as this fell sergeant, death,
+Is strict in his arrest,--O, I could tell you,--
+But let it be.--Horatio, I am dead;
+Thou liv'st; report me and my cause aright
+To the unsatisfied.
+
+Hor.
+Never believe it:
+I am more an antique Roman than a Dane.--
+Here's yet some liquor left.
+
+Ham.
+As thou'rt a man,
+Give me the cup; let go; by heaven, I'll have't.--
+O good Horatio, what a wounded name,
+Things standing thus unknown, shall live behind me!
+If thou didst ever hold me in thy heart,
+Absent thee from felicity awhile,
+And in this harsh world draw thy breath in pain,
+To tell my story.--
+
+[March afar off, and shot within.]
+
+What warlike noise is this?
+
+Osr.
+Young Fortinbras, with conquest come from Poland,
+To the ambassadors of England gives
+This warlike volley.
+
+Ham.
+O, I die, Horatio;
+The potent poison quite o'er-crows my spirit:
+I cannot live to hear the news from England;
+But I do prophesy the election lights
+On Fortinbras: he has my dying voice;
+So tell him, with the occurrents, more and less,
+Which have solicited.--the rest is silence.
+
+[Dies.]
+
+Hor.
+Now cracks a noble heart.--Good night, sweet prince,
+And flights of angels sing thee to thy rest!
+Why does the drum come hither?
+
+[March within.]
+
+[Enter Fortinbras, the English Ambassadors, and others.]
+
+Fort.
+Where is this sight?
+
+Hor.
+What is it you will see?
+If aught of woe or wonder, cease your search.
+
+Fort.
+This quarry cries on havoc.--O proud death,
+What feast is toward in thine eternal cell,
+That thou so many princes at a shot
+So bloodily hast struck?
+
+1 Ambassador.
+The sight is dismal;
+And our affairs from England come too late:
+The ears are senseless that should give us hearing,
+To tell him his commandment is fulfill'd
+That Rosencrantz and Guildenstern are dead:
+Where should we have our thanks?
+
+Hor.
+Not from his mouth,
+Had it the ability of life to thank you:
+He never gave commandment for their death.
+But since, so jump upon this bloody question,
+You from the Polack wars, and you from England,
+Are here arriv'd, give order that these bodies
+High on a stage be placed to the view;
+And let me speak to the yet unknowing world
+How these things came about: so shall you hear
+Of carnal, bloody and unnatural acts;
+Of accidental judgments, casual slaughters;
+Of deaths put on by cunning and forc'd cause;
+And, in this upshot, purposes mistook
+Fall'n on the inventors' heads: all this can I
+Truly deliver.
+
+Fort.
+Let us haste to hear it,
+And call the noblest to the audience.
+For me, with sorrow I embrace my fortune:
+I have some rights of memory in this kingdom,
+Which now, to claim my vantage doth invite me.
+
+Hor.
+Of that I shall have also cause to speak,
+And from his mouth whose voice will draw on more:
+But let this same be presently perform'd,
+Even while men's minds are wild: lest more mischance
+On plots and errors happen.
+
+Fort.
+Let four captains
+Bear Hamlet like a soldier to the stage;
+For he was likely, had he been put on,
+To have prov'd most royally: and, for his passage,
+The soldiers' music and the rites of war
+Speak loudly for him.--
+Take up the bodies.--Such a sight as this
+Becomes the field, but here shows much amiss.
+Go, bid the soldiers shoot.
+
+[A dead march.]
+
+[Exeunt, bearing off the dead bodies; after the which a peal of
+ordnance is shot off.]
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