adding expl. to chapter 3 figures
Modified first example so that legend is properly shown, since fill_between wont show legend properly.
This was done following the suggestion in this SO thread:
http://stackoverflow.com/questions/14534130/legend-not-showing-up-in-matplotlib-stacked-area-plot
Merge pull request #60 from sergeyfogelson/master

Fixed first example in Chapter 5
Update README.md
Fixed typos in Chapter 1

 * stastical -> statistical
 * modelling -> modeling
Fix typos in Chapter 4

 * poisson -> Poisson
 * probablities -> probabilities
 * distibution -> distribution
 * truely -> truly
 * concious -> conscious
 * Unbeknowst -> Unbeknownst
 * enourmous -> enormous
 * equivilants -> equivalents
 * collegues -> colleagues
 * phenonmenon -> phenomenon
 * substracting -> subtracting
 * implicity -> implicitly
 * effectivy -> effectively
 * exampes -> examples
 * equiviliance -> equivalence
Merge pull request #61 from pablooliveira/Typo-Fixes

Typo fixes in Chapters 1 and 4
Fix typos in Chapter 5

 * unecessary  -> unnecessary
 * etimation -> estimation
 * succiently -> succinctly
 * vaugely -> vaguely
 * agnogstic -> agnostic
 * convience, -> convenience,
 * occcur -> occur
 * suffiently-far-away -> sufficiently-far-away
 * forcasters -> forecasters
 * practial -> practical
 * esimate -> estimate
 * garunteed -> guaranteed
 * possibe -> possible
 * intution -> intuition
 * theshold -> threshold
 * positerior -> posterior
 * caluculate -> calculate
 * acccurate approximiation -> accurate approximation
 * Infact -> In fact
 * simplier -> simpler
 * equilivant -> equivalent
 * agnogstic -> agnostic
 * equivilantly -> equivalently
 * honour -> honor
 * permisson, -> permission,
 * attemps -> attempts
 * seperate -> separate
 * ellipicity -> ellipticity
 * simplicty -> simplicity
 * infact -> in fact
 * fouth -> fourth
Fix typos in Chapter 6

 * interesing -> interesting
 * penalities -> penalties
 * practioner -> practitioner
 * favour -> favor
 * truely -> truly
 * eliminiates -> eliminates
 * reseachers -> researchers
 * favour -> favor
 * modelling -> modeling
 * responsiblitiy -> responsibility
 * tobacoo -> tobacco
 * Emprical -> Empirical
 * choosen -> chosen
 * knowledege -> knowledge
 * equivilant -> equivalent
 * pracitioner -> practitioner
 * paramters -> parameters
 * beween -> between
 * probabilties -> probabilities
 * recomment -> recommend
 * Mutlit-armed -> Multi armed
 * thier -> their
 * happing -> happening
 * restict -> restrict
 * pracitioners -> practitioners
 * Individiuals -> Individuals
 * favour -> favor
 * enourmous -> enormous
 * ealier -> earlier
 * anaylsis -> analysis
 * enviroment -> environment
 * aquire -> acquire
 * effectivly -> effectively
 * atleast -> at least
 * covaraince -> covariance
 * modifiying -> modifying
 * degress -> degrees
 * instabilty -> instability
 * garunteed -> guaranteed
 * practioner's -> practitioner's
 * strucutures -> structures
 * convience -> convenience
 * choosen -> chosen
 * forgetfullness -> forgetfulness
 * probablistic -> probabilistic
 * probabilitistic -> probabilistic
 * Equivilantly -> Equivalently
 * interesing disucssion -> interesting discussion
Merge pull request #62 from pablooliveira/Fixes-Chapters-5-6

Fixes chapters 5 and 6