It was an idea for quite some time to write a blog on R, for the benefit of programmers. Basically Sr Managers in the organizations who were programmers or have good coding experience some time in their life.
How can R be used by them easily. The next series of blogs will be on R.
The contents are available in a book form, leave your email in comments and I will mail the book to you. (PDF)
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Chapter 1 Vectors
2.1 Introduction
Unlike in other programming languages in R the following are the
differences.
a. We don’t use
the word variables, rather we use the word vectors. A vector is a data
structure.
b. In other
programming languages for instances we have numbers (int and floats) and arrays
etc. Where as in R everything is an array. So a number is essentially an array with
a single element.
Let us take some examples.
> a<-10 span="">-10>
> b<-c span="">-c>
> a
[1] 10
> b
[1] 10
> class(a)
[1] "numeric"
> class(b)
[1] "numeric"
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Vector a is
defined as a number, where as b is defined as an array. But both are treated
as an array of one number.
The class()
function determines type of the array.
<- a="" and="" assign="" hyphen.="" is="" less="" operator="" span="" than="" the="" to="" value="">->
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> a[1]
[1] 10
> b[1]
[1] 10
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As a proof
that both are the same description we can try to print the first element in
the array. Note a also behaves like an array because it is one.
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2.2 Operations in R.
R is rich in operators. Operators can evolve to a numeric value or
to a logical value. Just as I told earlier all variables are essentially
arrays, so a operator works on an array jus like a number.
Look at the following examples.
> a<-10 b="" c="" span="">-10>
> a;b
[1] 10
[1] 10 20 30
> a+10;a*10;a^2;a%%3
[1] 20
[1] 100
[1] 100
[1] 1
> b+10;b*10;b^^2;b%%3
[1] 20 30 40
[1] 100 200 300
> b+10;b*10;b^2;b%%3
[1] 20 30 40
[1] 100 200 300
[1] 100 400 900
[1] 1 2 0
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The ; can be
used to separate multiple commands to be issued in the same row.
The arithmetic
operators +, - * , / are self explanatory. ^ is for the power of.
a^2 here means
a2
%% is the
modulus operator, it gives the remainder.
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> a>10;b>10
[1] FALSE
[1] FALSE
TRUE TRUE
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Logical
operators are supported as well. >, >=, <. <=, !=.
The logical
operators return a logical output.
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2.3 Name in R.
The elements of a vector are accessed by using integers. The first
item is at index 1. R is more interesting in one aspect and that is naming. You
can name a vector’s columns. And then you can use those names for accessing the
items. Look at the following examples to understand more. Remember any line
that begins with a # is treated as a comment.
> sales<-c span="">-c>
> sales
[1] 120 190 90
> sales[1]
[1] 120
> sales[3]
[1] 90
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Here the sales
vector is defined with three numbers. You can check by entering class(sales)
and you get an output NUMERIC.
The elements
are accessed using numbers 1,2… etc.
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> names(sales)<-c an="" ar="" eb="" span="">-c>
> sales
Jan Feb Mar
120 190 90
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The names
function gives names to the columns. Since we have three columns in the sales
vector, we give three names. (Jan, Feb and Mar).
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> max(sales)
[1] 190
>
> sales==max(sales)
Jan Feb
Mar
FALSE TRUE FALSE
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The max is an
inbuilt function that goes thru the vector (sales) and lists the column that
has the max value.
When you list
the sales vector with sales==max(sales), it gives us a logical vector with
TRUE/FALSE values.
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> sales[max.sales]
Feb
190
> class(sales)
[1] "numeric"
> class(max.sales)
[1] "logical"
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Here we create
a new logical vector called max.sales. Remember that vector names can have
. or _ or lower/upper case characters.
The
sales[max.sales] is used to display that column that has the TRUE value.
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That brings an end to chapter 1.
The next page has some exercises for you to try.
2.4 Exercises
1. Download the
R. Goto the following web site to download R.
b. 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+8wfBR4xkxOuDwuHG8/NpblJWfv64yDOvai+xcP0yYoAsRAaxPWDOjaAaWF3TtXNfBtF1s20TWdKKTS4QjwYC77XoYho5iONiOi+n4OI6D6XhYloms9pdpYpkSu9ZM5nSLAYBlBTMgdv9Mk25dnN2xlW72r1nCstUH6LPDOH5w4EgkjKbp6JYXtCXio0ZnnzzXxfZ9DENHs1wi0baapoFmuriOjWZatNYUc+DwEbauWMWaTQmUVJZQ0dSLaZsomoHp+jiej+v7GIaBathYto1uOViWhawaeL5HVWkuZY29wVhFdFbIdp2o/cKX5dXM4K+sapiOi24Y6LaL64dxPB/LtoN8ro/rh6MeRHQK3nNRNQ3T9YNj6RaOHyYCtNaWk1fagB4dkDVsD8cPyriY1gvs57oummFhe2Fczw9mpUwH1w/jAz3N1WTnV6A4zj/sGpgbEph/JFiWRV19A5VVF6isqqayqprzlRdoaGzCdT99wBkgHA6jaPpXdiWvqmu0NNXSIaifuHhONSyk3nYyj6dS061gfdpCtRugblp0NFRw9FgCx1Jy6FZsbNfFME0U9QbLspzPlO8LtalhRV8N+fznXDUsTNv+hxYXRfuaCswXBc/zLy6s+7JP5NVo2C66HqyJuXY6DcUIvBnLvNQL+vyUVQ3NcvGBcCSMbhifUpcY/9EYE5jPiXA4jBldqStrWnTxW4wxxiirWkxgvij44TCO62LZTowxxhhlTGBiiCGGm4aPCUwwE2ChGyZGjDHGGOPn4FUFRlV1ZEVFVrQYY4wxxs/MWBcphhhiuGmICUwMMcRw0xATmBhiiOGmISYwMcQQw01DTGBiiCGGm4aYwMQQQww3DTGBiSGGGG4aYgITQwwx3DTEBCaGGGK4aYgJTAwxxHDTEBOYGGKI4aYhJjAxxBDDTUNMYGKIIYabhpjAxBBDDDcNMYGJIYYYbhpiAhNDDDHcNMQEJoYYYrhpiAlMDDHEcNMQE5gYYojhpiEmMDHEEMNNQ0xgYoghhpuGmMDEEEMMNw0xgYkhhhhuGr4SAmPboCjQ0QHnzkFhIeTnD7CgINheVAT19SBJIMugquA44HlfdgtiiCGGq+FLEZjmZtiyBYYPh0cegbvugn//d/je9+D22+EnP4Hf/x5+97vg7z33wHe/G+z7v/8XvvMd+OY34b//G+6+G371K3jqKXj2WXj3XRg1CubPhw0b4OBBOH0aiouhrQ3a22OCFEMMfyt8/MuOkQiyLCOK4hdCRRFxXYFIRKCjQ2XiRPjWt3zuuEPhz38WmTVLZOdOkRMnRHJyRAoLRSoqRBoaROrrg78XLogUFQ0wMzNIf+KEyKZNIitXikyYIDJihMgLL4g8+qjIvfeK3HGHzB13aNx+u8ltt9ncdpvHLbd4fP/7Yb79bbjjjgEhe+UVeOstiIuDuXNh1SrYtw9SUnxychwqKkza21W6ulT6+hRcV8DzPp2uO0DbFjEMEU0L7CJJX4yNY4zxq8qrCkxHRwfNzc20tLR8Lvb1tdDZ2cLatV088kiI73xH5Sc/8Th4UKK7ux1FaUEUAwpCkL63t4Wenha6ugbY3R1s72coFKQXhIH8knQ5FaWF7u426uo6OXeuh7Nn+0hOFjl2TCQ+XmbzZo1t2zQWL9aZNs1g3DiD116zefVVm4cecrjnHpdbbvG55RaH226zuPVWg+9+V+WWW1S+9z2FO+8Uue02idtuk/je90R++1uBhx8W+OMfBR5/PMRbb/UxYkQv8+Z1s359JwkJHaSmtpOf30Z1dSttbS3IcjO63oyiNCPLzYhiM5LUfNEWodCAPfpt0tnZQkdHC+3tLbS1tdDa+vnOUYwx3kxeVWBUVUWSJGRZviEqioxtS4AEiNTWqjzyiM+3vgUjRjhs22bQ0yMSDoto2o2VfaP1kGUZVZXRdQnTlLAsEdcN6HkC4XDgVfn+gKdh2wKWJWAYArouoGkiLS0SJSUKqakae/YYbNpksGWLyYoVFrNm2cyaZTNnjs3s2TbvvecyeLDLO++4PP+8x6OP+tx7b5g774zwn/8Jt90GP/pRhHvuCfPb34Z5/HGfF1/0GD7cYepUm1WrLJYvt9i50yQxUefoUZ28PI2qKpULF1SamxU6OxUEQUbXZRyn39YD9P2r03UlbPvjtKygLF2X0bTAZqo6YMMYY/w8vGYXSRCE63aDJEnEMAQsS6SoSGHdOp0RIyy+8x2fhx5yqKmRgOCmVtUv3227Wv2vpCwH1LSgbbYtXBQm3w/ECS6n6wo4TkBdD7pBoZBId7dIe7tERYVMUpLKunU6s2aZDB9u8dprNk8+6fDkkw4PPODyi1943Huvxx13+PzP/wT853+O8C//Eub2231+8hOP++/3ePJJh+eecxg61Gb4cIvZs02WLjXYuVNj3z6NvXsHuGePRlKSSna2Qk6OQm5uwJwchZISmc5Oid5eEUEI6qzrIo4TtNHzgrbI8oBtvuzzFePfDz+TwMiyiGkOjC14nkBnp8SQITb/9m9h7r/f45lnHD74QEdRRGz7+sXq75lXEyhFEVHVQKh0fUCoLhUo0ww8pt5eka4uic5Oifp6ibo6iQsXJIqLZYqKZBITVbZv11iyxGDCBIshQ2z+8heHP/zB5YEHXO65x+NnP/P4/vd9fvjDAf7gBz4/+YnPz3/uceutPv/932G+/e2At97q8x//Eea223x++lOPhx5yefZZh2HDLObPNzhwQKOqSkbTRCwrEM9Lx5WuRd8P0mral39eYvzyeMMC4ziBF1JWJpOQoDJ/vsHTTzvcfrvP3Xd7HDumIssiENxIihI8Gb/shn6V2S9GqjpAXQ9oGIGYW1YgTo4T2NX3B7p5EAhUKCTS3CxRXS1TU3M5q6tlKitl8vKUi55MTo7C2bMKyckqR44EntWSJQbjxlkMHmxz//0eP/6xx113+dx5p8/vf+8ydKjF3LkGCxYYzJ9/bW7dqpOaqtLYKOF5Aobx5ds5xr89P1Fg+t1l2+6/kEOkpKjce6/HD3/o853vBE/BBx902bpVp69PvCgqX3bDvm7s95b6u3RXUteFaDc2EKpL2e+FXumFOI5AS4tEerrK9u06c+YEA+G//rXHL37hcc89V+d993n86Ec+t9/u86Mf+QwebFNTIxEOC7Eu1teMV1kHE0HXZXw/hKKI1NdLHD2qMmeOyXPPOfzrv0YYNMjmzBmFxkYJSQouatf9ao6vxPjZ2N/V07TgAdM/9mRZwXlWlE9nU5PE7t0ajzwSzMht26bjODGR+TrxqgLT3S2zfLnOww+7fOtbYX70I58nnnB5+22bQ4fUi/3w/vUcsvzlNyTGvw0vHV/6NGqaSDgceEkrVxr80z9FyMhQvjZjcjFeITCyDFOnwq23hvn+932mTjU5c0ahoUFC14NxldgTKMYbpaYF185TTwVjOK4bu4a+LrwoMIIAP/85/OxnsHOnQWenSCQSPH36pym/7MrG+PfLSERg3jyT++/3sKyYwHxdeFFgHn4YHnwQLCsCSKhqzI2N8YsjCKxerfO97/kYhhB7YH1N+A2ABQvgllsCLwY+fR2MdGV/+2Y9jSQRyxbQP8tUtyAiKQKuI6BIIsIlZd5I3a8nTf+4xDXzX2OfIIqoukAYAfcGxiUuHQe5bExEuqI+kohpC+jqddhPErDd60z7GRgOC2zdqvM//+PT0yPGJgS+JvxGRQX8n/8DGRkDg7yfKDCCSFeXiKiIdHdKtLZK9ArRWaQvcM2LJImIPTJnMnRKGyS0G5z6lhWRrgaVhBMajd0iSvSG6+sR6ekTEftEWlsl+mQR2xKQrixDCgawOztEZO3qN54giOhGsK+jQ6IvdPl+VRHp7hQRFBFDD2x3qR01Q6SpQmPVYoNdSRp91yNmokhvj0ivICKGxGBxXk8gKN09QZqeHpHekIgUksg4ppN/QUL7BI9UkkWEHoW0ozpldRLKF37zC0RQ2LvT4rvf9ekLSZcLjCR93P5fFAUBSdEwLANJvDleuSRJV1w7V7Qn+trNNdNfYStJVrEt/WIZgiCg6Ca6riIKAqIgIqsqivLFvZR8s/iNoUPhjTeub6GdpAhoIYmN8xx+fbfHy29bjB9vM3q0x/z1Bl2KgC4HT2bNiK7kVILfZnQVqKqK2I6AYwf9cMMSMA0BRQn2abqAbQrIsoAW0hj1dIT1xxV8S0CSA4/GNgNBEKJeiu1csk0UESURJyIgVpj85tEwqU0StiagmSLVWTqvPO7xmz85jB9n8+ZQlz2pKrpxichIIooik5doMWGoy6sjHYqbJIxLbgpBFDEdgcZinWVzPCbMMClvFtGjaTRVpCzLZEacywtvuKSXyxj9q1oFEc0W6KvSmbvQIWGvwbh5NjUhkYgvYOrBRSRKIpomoGqBjSQxWONSccbgift9/vCMTXG5woxhLj/7uce4rTqWI5Ky3eJPD3kcSFfZs8bmaL6MHV0trKjBuJoiB/YTRBHDFkBTGfz7CKuPBW+KK2pwvoxoXVQ9+gqEKmD0n0s52N4v0LoZPeeqeJmYyopGxG5kxIwWfvgD8BwFwzTQVQVZVlAVBU03URV5wNP8om5+WaG3tYayvGJ6Ze2aYz+SJCPLn3TjX40SqqqgqCqGHgiYrKgoioJhWmiqjCBJiN09tLe3EZIVDNNE15TgWhMERFnBsSzU6H0jygpCRzPZOZX0SDKSKKLoKo3nsik+dwFZ09F0lebKGlq7etF15fIH11eM3/jlL+HAgetfyatoAkqzziO3wKbTMhFfpKlM57nfRHhxmonsCDi2SG2xSkKiSnOfiK2J5GSpZGQq1NbIZKQpZGYpdHaLFJ5VyS6QaWuTae2QqCpWyCqSUTQBx5ZZ9orP5uMqYS+EJkhkJKtk5CvoloCmCih9MmnHVE4VyCh6VIR0keKzCqeOGbw03CetUcKO3twuInsn+fwhziKCQPYWh1v+J0xWk4Sl91+UAj3NKrmFGqYlM3NImHFbdMLugE10S6Amy2DSGJe0IgXTuqSLIguEOhXy8nRkW2LbBJ83pptY0fyyIiL1yKwb6/HHp1wyqiWcsIDULpOcoJJfJWO7AkK3RH2TTEOtQm6hQq8YeHaOK7Jnis99LzjIkRDCeYNH7osQf04m7IboqtRZ/ZFJpyDS3irT3SfS2yFTXyfT1iCTeVqhWwzqa1oiNWUqZ06rjHrFY22iAoToaVI4lqBSUifhuSK1JQrpGQpltQqFp1Qy0hVq2yTqShTSTysIqkhFvkpiikptk4TU73FKCqbUwcEDW/j90HbuvLWRBTOH8/aYmZyt6yLUXsnsqeMYMmEeZS196NGnsiBKKKqCqmlomoYsK+iGgSxF35lSdQxDD36LIqqmYxhGdJuEqhkYhokbMTgy+a+89OxI+sJg6zKyomEYBrIkoSgahq6jqBIhQUaWBsqWot6ErulXER8JXZPIST3A8HeHsGR7Iorh0FWTwbzJw3l59GxKmkPYpkZTdRm5BVU4YYe6rBRGxU0hPr0M3XZw+hpZsnE1J6s7sTUV2zI4snoqP/3tLLrDEWxdRdYUmkpzKSutxTAsVF2mrTyPLbO3Ut0mo2k3Kox/Q4H57nfh5MnrFxhZFdA7NV7+eYQtp+RgTQwhmtIt/r/vRkhvlDifYTJ9rs38yQ6vDXOo6ZFZGedzx30u5bUqf/1thN+8YiHpEsvjPBZ+aHLkA4/Box0O7bZ57NEw+3IkCMssfdVnS6pCRJPZstJlwRKT4W/4zNqsY+kya973mDXP5J3XfT5KVwh7Ikk7HKbNtpk3xuOWx3yyWgcExkYkcZ7HC1NMoI/qYxb/+u8RTtZI2JcsZ5ekoIuTnWgyeYbLuZYBD0ZSBKyQwvgXw8TNtJkz0+JQloJhXm4zTRWpyDKYPtol/ZyMaQhRkRbpaVCZ8KLPT+/3WJWo0tmosnqOy5IlFm/81WdLmoLabjD6pTDL1ziMmuRQ2yOiKSKKLiDX6jz2YJijlSLYCm8/DIPm60CIs8kWZ8plXFFjzACMziwAACAASURBVGs++3IkGs9YPPeYz/4ki3eeCzNhnY4fESg/YTF1isPyRQ4/vyXCtjMyQqPGkrkuixfavPaqz6FChfIDNrfdHmZrvsqmOJ9bfuKT1ymRtcXmr1Ns8jNNlsy2mDvRZdFSE8EXkEURzXIoSVzHwdQs1iyHb/yvJJZklJJ3cBHjtifQVFdFdVsvR7bM4qO0EhxDCzxgVSXUJ9HecIEL1Y2oQicl50oQJBnNsOhoKKewpAJRM9E1lZbKc+QUFFFcXkFHTx9N5/PJK6xAsHzqUj9i3jsTyC2tpa6jj66WSoqLS2jv7qO5oYqy82VsXjye5TtOodse7fWlFJZWIhsuUlctpecr6Om54n6QFOTuZrJKquiozWfu0jmUdchU5GdQ29rF7qWjeXflYXzPoSLvNHU9JjVF+3julefYkViOahkYhkJV2gH+8MZr7CxpJ2woKLpFc04Sr7++hjPlpdQ2t2NoOoqqoSkhkjevZ+KsD+m2bEoP7WTxzjRk0/zSheSaAvOtb0FW1o0JjNah8eJPowJjCyi6gNKgc/c/RfjoqMHEtz2SLoiAyNxBYQYt1vG7NF5/2eO8KlC6z+WF9ywMWyI92aTbEDm5wuXdsQYRBHaM9pm0UgMCgdl1VqHsiM3zkx3C9CGVG/z23jApJQoZB3XqGjVGPxPhjRU6oUqdV95waXRDeA06Dz/jk958ucCcXOjys996zJrm8NwzPqsPasiGiHxFO/taZRZPcLn752HWJKiYdjAGolsC1Scs7nvAJ6teIS/e4pcPhjlZLWFpwkURkntkts13+PVPI0zapKNZA107lxD5O1wGjbWAEPHzPSav1oE+yuNt7vmjR02nxoTHwxw+p2CpIqF+V1gSCHsSC94M8/Yig7Zane1LPJ54xqW8SeHoXovaPoGIKTP7NZ/dp0T6inWefNKjxgpRccTmT4MsBEFh3Ks+J6pEQGL44z7bMxQ2LfSYvEcDQmSud/nN0w5aWGLGUJ+PsiScJp3nXvYpEUUqs0zKWyUKDtlMnmfR2hV4XH2KgCQpOFora2au5lxTJ6Pi4M8PnubNwa8ye8F+GvskXMei5Mgy/vjqOHJbRQxVRtVNOspSeOQPzzB6+GxGDPoL4+euJu7Nl9mQXo/ckcPqBYN47vGHWLg5lbbmXKbMHs3Y157mt4+/QVpONpOnxDFh0Ous3JlDb2Uiw371LFPHvc/QEXNJOrSIB373EJkXOkjet4LpS9fz5m9/yDMjN1FblcmqBW/w7GMP88Gek5w4uolZC6azatcJ+lT18mtE1jGFJhaPe4PXFh1Cd00kScXzPbITPmTp0bM4SjtZueWYfQ2Mn/wKw2ZPZMjLb3A4rx2ppYbzBSWsPbSWg9XdRAwZSbcIlafz0J/eJm7aOF4ePJ3KlmaWvfo2G/acZN57L3DX/a+T3SjgCeVMn7CC8+0y6g137/5GAvO//zdkZ38OD8YWcCIhWjItvnNnmJQMgz897nO6MZiaPL7Y40/vWYDIB6M9pm0wqcq1GDnIY+UOi4xMDReBE6tcZsxRiSCQMMVj7iodkFn+V5/4IpWkeR5Pj7YI00dEkRj8hM/WDIWzh2w2bLGZOMRn9Ec6FUdtHn3bQaIPq0XlzdGXd5FsRI4vcHl8sMP2JQ4//k2Ykh4JvMvbK8nB28MgULDD4cUXbdqiLx2GIwLFB2x+8YxHhx2CiMyYJyMsOKhBJISpi4jR8SUI0ZJl8qdHXCp7gxkxURSxPYHMD13+OsIGRKa/EWbMRyoQQrlg8PgTPlnVGvNf9kmtlvHMy8+D7ghcSLa47/4wS3ZYtHUpTH3N57WxLgln1WDMy5RZPNhn/xkRoVTnxRdd2rwQF5ItXhhh0lql8dgjHiW9IXBFZg312JGuM/mFCLMPqUAfnYUGjz7kUWOGyN/j8NZYm8o6gyWTfSYttElJM2gVBWxd4swRi+HDXLYnqai6gKwaWK0FDJk2k7wOiQd+BQtmV7JtywyeeOgNDhY04dkGrfX5LB05hplLjqP7FopqoLXk8/yjQzlS1MKWmTMZtzGXspR9jFycQvq6Kbz0yntMnziKOesTKMjYxPQDp+kq3MGC1SvpURzaOztZMe45hi3cRvu5o0x8fhwysGHRVDaeqeboBzPZeqKAsrw8VM9lz7J3Sa7r4vSiUbz4+kimvz+SpVv3s3/dMsaMm0FC9nk0Xb/iGlGQhW6KM3byzjPjOVHcjuu7iJ1V7D+QQqdi01ldRnFVEz3VJ5k/YxhdQPGuGcyYPJ1Vq2awbNkynn/tz4xamYJi6KiGTfe5E/zppfl0AkdWDWNT+hl2jB7L+v1F5B+KZ8zi0wDoUi3rXnqV9PIeTO2rOeD7jX/+Z8jJubExGKND44nbYNtZGRDpqtF4/cEIL0438VyZd5+MMOIDHRD5cILP0m0qPiHqT5v8/teQWi+TvdXlvgfDlPQEQpS01GPIRAMQ2DHKZ/LKQGBmPhNmc4ZC82mL3zzgk9slolTqDB3hcCrN5LHHfBpsiQ3jwry+wKSt2OCBeyKk1Eg4DTqPPRfmWJWMHR1f8RA5NNXn4eEWILB9us+Pf+2TUSljGYGHIskinc0yBaUqhitQkmizZL6J4ApUF6mcq5KQGjWefyTCniIZv0/l/dc8TldLtFcr5JTIhLpligpVQoZIc6HJzGk2LXIwZS6KIk5YIHW1x1NvO3hRgf3dn126XIHK4zZDR9j0iSoj/hhh3zkZ74rul6QI+KrCoN/B8zMNIETGBodv3RWmuFvE1AU8U2bay2G2ZkhIJQZPPOHR5IYoP2zz5Fs2iqjw/O8izD+kQlhixFNhPkhRObTY47FBDkpEIH+PzZCpNoIbwulUeemJCDP26kiVOvffB9tPy4R9gbJCnfOtEp25Fq+/5nFBFNE1DUeoYdG8Bazc28td348wbtgo9laGqE1YzFPvrUOPhAGoOrOLxauT0VwTUdJAa2TsW4vJae1ly7TlrDpWS+mRXYxYcJL0jVOYNe8w4FNd3UBzZT4zxg5h1Nj3yazupK0kntHzl7Fw+tuMWbGNulM7mfrmJBTPZd2S+ewv76WnLJFBr7zDoTN1RMIKG2a+zu7sco7MGcH85ccBlwuV1RQV57FzzSzeGTaBmpCDY+mXeDESmukAEluWLSYlvwNTbufk3mPUdggoPY2cOXuKymYVp/scEye9QU6LSvHRj1i7bi+5ecdJ2r+DV995kcmbT2MYGqph05GfxLMvLacv7LJr9TiOV9aRsnQRm/cVkLlzC29NOYKga5hyDWtGzKKoIYSufEU9mFtvhbS06xQYWcCQJPZ9YPPgLz2GjDaZN89izmyXdTt1jOgb10KtxrTRDtPm2Ow5ZqD40dgnmszBvSYtTgi3TeXQMR2bECgyU4e4PPwXh+QMnXf+4vGXURZnsgyeftjjrdkGLiJn9tu8N9JmyUqb/GoJfJml41yW7zA4vMlm9AILG5Gz+2zeGe6QkGgyd5pLdlMwcAkCXRUaQ5/1+O2jLvH5MiDxQZzHH//isjlbjaYLoTVpjBrsMXWBRcIJgy4jEMIjqx2W7g7Ka8gxmDzRZtY8m+NFKiCQvddhxkYdbIVZoz3GzbDYf8yksTcIuuV5AhFC2CGZKYNd/vAnl33pgVDvW+EwcqLFyk0WTSGJikyTRx/wGDHHwEKA6AuHvi/gRW1afsKkqEIGQqiNKsf265jRNrQV6zzzqMdbS032rrH54x89NiVqrJ/s8vCTLqcaZDqLDIYOddl6xGTFfJc9Z1WIyGxc4DJ6ssXaTRZNoYHYNccPWJw9H0TP27vLolkKznnFKYu4d2zmzrVJTNNQorN6lm+Sv2sR//XfrYyMg8a8Pbz39hCGjJ9EUlE1hak7GD/ufRavXUllZx+aLKPpJs3nEnnkwT+z5IN43nntZd4dt4nFM0bw0FPzOF9byKwhLzJy9Hjii5roOHeEuJHvMHHSVBatTuZM2jZef2MIU0cN5fWRw6moq2XPjPd5d8QodmzPRLJ8sFpYuWQB6eV9RHyLlI8m8tdZa6mszmbqW88TN34KSUXFZKYcZvz745m2biPVpbmsXL6V2l4RTTNQe+pYs3ASY0YMY29aGqKtcXjGaJ5/7hXenzCOZdsOcfp0Lu2igm1bFCdu4q8vvc57izZQ3q0S8SPg62w9/BFJtT14uowoK+i9LaxdOIsRI+JYGp+LLDYy5bk/8fb7H1F6Jom3nx5FVpOEcD6DFRsT6FWNr+zK6G/cf38Q4f96BEbTBBrqZIYPtxgz3uS9dy0GD7aIG2syd57BtCkmEyaYTJ9pMuV9iyFDLSZPM4PtE00mTTKZPt1k8iSTSZOD/ydNMpkw3mJEnMXoURbDR1iMHGURF2cxcqTFqDEmI+Ms3p9oMnuWSdwwi/dGWcyYaTJ5isnUiUGeKVNNJrxvMnGyyezZJmNGWIwYbTFtanCMidHjjxtlMTzOYuzo4O/kKSYzppuMGmExLM66mHby5CDtkKEW7082mT4t2D5xYtCWiZNMZs4yGRdn8c5wi+kzgnZNnBjYYPJkk/FjLd4ZajF2YnCM/vyTJpm8H23zmGibJ081mTXDZNg7FqPGmcyeaTIqzmL0WJO4EUH7J00cKKOfU6eZTJsaLTdaz0mTAo4dYxE3OrDf8JEWY8ZYjBxhMTJ63LgxFrNmm0wYazFsRHCuJk00mTLVZOY0k3eHWozpr/uES443JWj/9OkmUy6xbdxwi6HDLKbOMCkvlfE8AZCYM1Pg//l/20krbgF0utsbaWztxTQNujtaqKuro7NHQtfUYOmBJNHb001HZxsdbR20d7bT2d5BW0c7HW3tCLKBInRSX9+Maiuc2rST9dsOknX2FIcPxlNc24fU0UpjczvdXZ2IqoEq9dJQ34hkGIS6WinMSCcp6TQdioEiSUiiQFtnF6puIfd1UF/fRJ+koAi9NDQ00qfbNBUksXjBeuoEBVWRkYQ+mpvqqatvQlJMVFmgs62NlpZm6urq6egJIUfXxAiihG7otLY00d4toKvKxXVVwmXrcwRkRUNX+miob0RUNBSxj/b2Nto6OpFkiVBPD12t59k9dT05xW3opvqlC8k1BWbcuOBzH5dIDJp2dYGRpSD8Y2FhEGGtn4WFMvn5Cnl5Cvl5Cnn5CgXRNAX92/OD7flXMrqvsL+sgmi5hTIFl/wfpLv8ePnR4xRG0xZekq6wKNhWUDBQt7w8hfyCS+pdEGzrP07/7/76Fl7Rhv60BQVXpLm0/Zfsv5i/YMAu+ZfYo/CKeuQXDNjgsnpF23Wl/frLufL//CvbGrVRf9mX1isv2oZ+Gxbkf7wu/cfOi9o2/xr/FxYNlK0oIufPy8ybZ/DP/wxrVtVTWFuBoqjIinJxkZgkySiK8vFpYEmKbg/2BzGCL8knKyiKgqbr1OanMn3SRKZMmcxHh9MRdDNYn6IoKLISTR+UYxg6VblJvD9xKSW1PejaJfWILoaTo2VLl9RDVRS62xqpbWhBipYpimK0LcpFD6K/XoqiIEsS4mWehRSt0+Vtla6y0LDfLv3lyooS1E+S0C2DmpwMzuaWo9lmsJ7mKyAmVxWYmhr4z/+Exx+HQYNg8+aBeDD9QYcsK1ikpesD8UFsOwj1eLXgRp/GS4Md9Udo62d/lLZ+Xhn39kbZX47nBcfqD0/5Weod47XZb9PA7iEWLDD55jfD3H23x/IVBrYtY+jKF76QLljlauB5Hq7rYpn6J67YFQQBWdXxPAdVkW9okZokK6iq8rnr/LkpCMiqhq5riDdpdfIXJjAQfElxyhSYMAFuvRV+/WuX9et1EhNVMjODJ1x1tUxdnUR3d5AxFBqYZbkROo4QrCCNsqVForY2iD9bXR08AXNzg6fi2bMKKSkqyckBk5JUNm7UWblSZ/Xqj3PVKp1duzRSUoK0Z85EvZwChepqma6uQBz7A5B7XiByhhGsIu5/t+fLPimflZ8Um+VmHE+SgneKDGMgDu/58zIvvujwb/8WZts2DVUN7Pz3bNcYPzs/FnCqvT3CsGE2993ncvvtQYDo22/3+fGPg7is994bRL3/5S+DANGPPuryhz9cHx9+OEh/zz1ByMXf/CaIov+DHwRl//Sn3sVj3nqrzx13+Hzzm2H+9V8D3nmnz913+9x119X5k5/43HWXx7//e5D+1lt9brklzK23BkGzfvlLjwcfdHn6aYdRoyyWLjU4dkylslKmu3sgQNLVPKBrMRy+PMykZQVeUj91fSDo9yex/0a9NH9/OMt+XurdXc1Tu5ZnceWD4Gp17/fuPomWNVAPCASlp0ekslJm+3adJ55w+Pa3ff7wB5fychmIhU/9uvOqEe08T0IQgij3TU0SOTkKCQkqu3ZpbNigM3euybx5JnPnmsTFBQGir4fDhlnMmhXknTPHZNUqg127NHbv1ti1SyM1dSAQdUGBTHNzEGG/oyNgb2/gOX0S+/pEOjtFOjslGhqki8GtjxxR+eADg8mTTd56K4jG//vfe9x5p89//VfwJYQnnnAZNMjmnXds3nzTZvLkoI1z5lyds2YFnwrZvl1nx46gDenpKmfPKmRlBayslGhv/2S2tUm0tEicOydz5kzQ/uxshcRElW3bNHbu1Ni6VWfRIoPZs4M6TZli8uabNm+9Fdj2rbdsnnjCufgJlH4+8YTDs886F9MMGWIxfXowEL5okcG2bTrbt2scPKhdPPa1eOKEys6dOosXG4wfb/HSSw733efxX/8V5q67PF5/3eboURVVDbzbL/vijvHL51WDfgcDasLFJ++lT9P+T2581jGSS/P6/ic//fuf7P28njiw/Z8JubTuZvQlPN8fqIdpDkThLyhQ2LZNZ9w4i6FDbV5+2ebRR10ef9zlV78Kglhfjffe6/HAA0GaO+8MvLy77w68pu98J+D3v+/z7W+H+Zd/iVyT//EfgXd2++0DgdS/9z2fn/0sCJ59550+v/514PHde6/Hb37j8dRTLo88EniFTz7pRAX86nzvPZtXXrF5+GGXxx4LvMignOBvv2f4gx8Ede2vez+//e3gsyY//7nH3Xf73Hefy0MPubzwgsPy5Qa5uQodHdLF8xmL9RJjP7+QD6/9PfLSKPz9AnTpZ0D616xcT1kdHcEYUn29RFVVdNYoOvaTn6+QmRmMJV2LqakqubmX5ykuli+WWVcXeHKiGIxbyfKNdeWuTHtpTNz29oG6l5bKF+twKfPzFYqKZGprZRobJfr6gvAc/TayrOBhEBtnifFKfiaBUaLjBdcVoyX60uDHtgvBW8eWJSAr0Vi/V8mvqsHqWlEWsBzhsndBvkgKQvASoWkJF2cWJOnj3pGmC+hacJO7voBl9H/H6PJPg1zKSz9W5jjBQjsIXdzeP1N3KU1TQI/OuBn6xz24T2uPErWbpAiYV9j20nb1fxBO1wfGWa7F/plERYmJSYzXxxsWGFkWaaqRKa2QqWyUgq8KRLsl/a6xJA/cEGJIpL1LCkIUSANdGEUT6G1QOXBYp65aZdNmnQ45EK2LMzpi8ISVNIFQo8r2NQbNQjQOiRoNIiVGI7hF81154V9WF1G8GNFOUQbyi5KI4Qo0ZuskxisIxiWzHlJws6pKsA6op0uiq0/E1SXit5hkVUpBPJRLosldWreLx4oeX9UFSnJ01p/UMfWgO6Fc0Zb++kpC0H45euz+si6NXnfpzNfF8yCJdLdLKIZAd5XG/jU6bbJw0fbyJcdS5IE8l5UR6+bE+AXwBgUm+P506gabx+71WHtawTIEQj0StXUSPdHv6Ci9EjW1Et0hgfocndcnOlQ0i4R6JepqJerqJTQrRHepyZgJLoXZJs+/6NKgCLQ3StTUSfRqAmaLyluvuhwvk+htUNm9zqBZErA0kfpaiY4eEV0LRKS3Q6KuQULRBrwcKXqj1dRINHcET2pRFBEEifo6iQ4hEA5DF+kJiRxf7jJ9jI7YP60qBQGkWuokGjpFCIt8NN1lyloNTZMZ95rPumNBXBtZE5FlAUMRaaiVaO8Rg/AOskhXu0R9Y7DoStMFSnN1NqbpGJqAHAra0t0nomuBCNTXSjT1iLTkG7z6usO55sDDUkWRxnqJ9q6BcyKEgresdUOgt1Oirk6kq1ljwasuaWUi7ZUah9brdESj8tXVSnSGglASghREJaxrkBCiwb762oJz19VzE0Ohxvi14Y17MLpAb4XBordsBEJk7rB4cbBL3AiHcbNN2ttlli91mD7NZOGHJvs329x5n8+EBToVFSoL5hq8P8Jm0R6NnhqdabMcivMM3hpi0xQS2fGByfQJNlMWmVRlG/ziB2H+OtokN0djw3yTTk3k0HqLwcMtho+2uNAtsW+5S9xQm/cGOSzZpqLZ0ehvpkh+os7s2QZD33ZIKZaoy9UZNMJlwnibV8fbdMkCZ+JNXn/HYvCffSbM1FCjn9XQLZH8QxZxQ23emGRTXKcx5Zkw9z3qcPikyqw4j5fiHIa/6rJ2r4ZtShzebjNmksWwWRYXWhUWznB5e5zDkjUafUbQDclPN1iSptOUajLmZZfxcRaDJ1g0d0scXmMzeqrJxBk2e9a4/PBOn3FLdDKOGLzwtse4OSb7tlqs+MjEciRWTXWIz5XpuKAx/D2buDE2q1e6PPcjn9fHGSSnmuxeoNOrixxcYfPOqOD1iO6QyLbVDkPG2wx7y2Xhbo22eo1FYxxmTrZYs0NDMG5elzTGrwdvWGAUXaDjnMHcQTZdXohDS1wGzTbAkRg1yeNApsGgwR47Dmhk5Cs0nNMZPMemzwrhWiKlOSq711o89JxLebnOrNmBwLzxpkOnL9BSqnB0t8GTf/VIPaczerBLcSiEfEFnwts2hbkGY8c79CGQusFh4VaLtZM81p9QUCp1hr3q0KgLaKKIpAoofRKZqSoz3/aYuFijJNPk5UkWPhKrxnvsT9GZ//+3d6bPURxpHv6T9vvGbGzs5Y1Yx0bM7szE7GAPt2yELXR2SwgkdF/oAnNIgIUEQgZsgdEtEOaWBAYsTiMwDIcxIKnuysw6Gp79UC3DzHi8AbbH7ERlxBPdnZVXZVS/0dX1vu+vIuDcnM7tQx5Na1zm0ikjzdsOyxaGXHY0pgcUeWWKna0+td02oFO0PEXbCRNjymVxpceVCclv/jNg7yGb95alqNopSSRDes6a36aDEErj6AHFe/skNz72yM2UPEVnzcqQrhGXhoyAug8dxo7Z3DknWPKOzxyzXNyv+LelHjZz3DmqSFZ6BCmD8pUhXWM2O2tC2g9bPHuq8/CWYMNinytzs8x+LqnOkIxPuCyr8vGY4+M2n9oDgg8qAhoHLeS0S1Gxz/CnHgtW+vQdshm/YmJaf9t/9Mf89PygXzAGsxxoDEhucCHUya4POThlc2PUoXuLYkGBx6kzgqVrPBQax3f55FUoPtqseOPNgC8uu5SV+VyYEGSs9Dj5maQo02N/j8u//j5k8HOX3EUBl8w5nJsuxSs8Jk9KEmt8BHOM7/Kpavf4cH3A/vMm1nWX1cs8blnR7YA7Y7K+JqBuu0v5O5GBuXBCsrJF8gyDbTUBXZ8o1iUD/vBM41K3T0mhixFoWI6GMe3w9oKQW0/nuH9E8n6RYkdDQP1uCzAoXh7SM2mg33BYuNFjcljxi38J2bbPYXeHy+Rhh9yKkLFpA5XORyOUxmcHFFn7JF9+7NFYGqW1qMgM2T5kMX3DprdHsGhxwL59knczfExmubBPkZGU+MwxfUSRt94DDNYuDtl91GFbZYrucQvQ0O651C0MuGrOYl6Q1KyQnDrlsqjBA2bp6/Ip3SvZ0uKz/bSF+sqleG3A1G2LU30Om0p88ooVMyq+TYr5YbyUgdH0KB/s+f2Kt98M6L9tcHa/R9NHUaqCxj0eYxMuu9skXdsE6/ZIZk2LxgKfpi6XYz2KxFrB3m2KVQnF/fs2be2Ku7ccKqolly86FBYqujsEK9cEXNBNRjZ5FNa4TF912FoucdDo26FYVy8oKVHc0kwGOnzGvjLgkc2GUomWfkpDymRng0/jdpfm0oC2Hou71xwqu6Mv9YF2n1NfmZzYoyisFNSuDtiw9XnKBtA436eoKpcU1nlceGQwe8ElJ1Nx7JzF5hqfIzd1nj22KNylkKFB316P5m0um9okX12zaW7zuPBY//ZRMsxx+bSg7pjLzAlJ56Zo77bVeAxMOhzqkHTtcmmolNy+a9JR7lO3w2FiUFDeGmW8w7FYVxrQtF7x/tsBn93S0W445Cc81jcpPvvc5fBOj4I6wdkJyZ4KF4nOoS0elY2ChhqJ4Wrs6fI4eM0EzWbrDsXZSZftHwi2NnlsOeCiO7GLf8wP46UMjG1r3LtrsDpfsTJLkVOsqK6I0jM01AtKyyQ1dZKc9zyWLPUorRS0tAgqihXLMxTV9YL33vV4d4XHmtLIo7esTFJTLSkpkTQ2C4ryFIuXeBSuk9TUC2qrJBnLPdasi1II1K0XNNVJli/1yCuStLYKytdJKqsFdTWSdSWS2jpBXZ2goVFQsy5quypPUVUhqK6WlJZL6uvT/WoFzesFKzI8cgoU1eWSuvqof32DoLlB8v4yj4x8SVOLoKlRkPOeR3ZelMZgft61ZZL6JkFLreTdpR7LMhVVdVGbqhpB/fyY9YKqSklppaSmMjre0CAoK5VU1QpKchRLlngk1ko2bHApL1Esz/AoWSdZVyapaxA0NgnWFSiWL1OsXiupqBa0tgqKcj2WLvEoqRLUVUb7VliiqCyVNDQK6qsly5Z4JNYKWlsEZWVR3/raaOzaGklmhsfSdxQtbS76XPw0KeaH8VIGxjQjp7LBYZvRUZvhQZuBQZuhQZu+vuh1oN9meCQ6Pl8/OGwzOmIzMBDVj4zYDA/Z9PdHQYn9/VEwY/8LfUeGorEGBqPPgwM2g0M2/X02/fPjDKfHT8/bNz9OX1Tf12czMPR8zsHBqO+360r3mx9vPkiy74X+/QM2I6M2o8PprcB2pgAACWhJREFUcfujz8ND0Xrm5x0e/OO1jY5Ex+b35MUxBwZshgaitoND6bUMRfXf7u0L9aPptQ8NPR9jaPj5mgcGorr5vRsceGHfBp/PMV/37diDUdu++XXOn+uozdEjNrNzsb9LzA/jlfxgfF+L+RvHewmlyZiYv8TPHipgWX/B0/evgPGSsrd/JiP7PZKxPwb/39NHxMS8tIHRNB1HaqRCDSOtrKjkd7v5fx+aHqXgfHTf4MZN43sTEWlpZUHpaj+qbvLsrM7M7PfP6wgNldYzmp3R/1geVotkXH/sJErzzMzozL7Gqn0xMf8XL21gbFfn2imHvZ/Y6ELjyR2LU+M2T3QNR0QRy8rV0M1ISnReR8jUdex0YidNi94/um6Ts9KntdPmiR3JgaR8La3bnE5uHWg4rs696zYXp01SgYbjpuOgTP1b4ybSUrVeOrYpldII0nFFphMlyU6FUVZ/TdfxhMan3Yrmgw5PU3MoL2qjxHMNasfRmP7CZvJqlJT7g5KA3cejBNtKanx92WV9seSOGcnXplLR/Ho6mZZpa5EYW9oQi7QnsUonZ7KMqI3y0ufpaPiBRuqZBrZOU6vPp+dNfKnhhxqpINpHw9IQ6fX6L8ROxcS8bry0gfFCnYNNKf75H59y9JrBw0lJzpqAGV/j68s2nZ0OJy6bmI9Nrkya6JbOjbMWj0ydu+dtptPi6qHU2VQS8u9LPC7eN5CaSW+XS8+wjVCRDGlnp8v+QzZuqNNVFvJfy3yGJyymv7S4ed/AeGQyec5idk7n0mWb4X6HwWMWsw8sujtdBk5HErNzty3273LYtc/m3kwUf+PaGmdPOoxcsJj52mTymM2eToeJawZuWtco9AxaMlO88TuPs1MWDfkhResF+/bbXLuvYz6w6N/vMKt0bp6w6ep0GD5hoTvRrd/XtyymLprYIhJxu3jZwnENjh906OpxeKjrfHPHZOK0w0f7HKZvG4z1OXR2OVy6YzJ2xOXcbYPANhje69DVazMjNGbvmnxx3Kan02FswsRJy6383BdTTMyf8tIGRvkGB7cGNLX77GyTnD8jKa9XfPWVQ22xT2e3oCjpM37SobLC4+q0w6/eeEbf5zY7Vgf0nzaQUid0dTaUBrz5jsepKZuuDT7r2wXFq0M2f2Zz76pF7yc2Be8HbBl2+Lgp4DfLfYYmbDrqQraNWdhXXH670OPhY5OFbz0lp0Ey3OfSUu3T3uWwJj9gbNyhvSKk/AOXji2CM9NRjFAgNfZs9akdcDnTFfC73/p0bJEsXOxz7bGOa+kE0mBDVoo33/I4ec5ifTLkrdUem0p8ssslf7juUp6jmPrCpSArpKvb5cNdLvf0KKr6yZTD0uyAaUdjbKdHc6fg2AFFSbOkrTpg7UeCk90ef/fLFF2fOLSWBmSulnR3SkZHXGoaAg6ctxje61FQLamt9Ggecfmy12PBGyHb2wULloV8dtOIfjW+BhdUTMyLvJKB6d0Y8OGIw7F9ipqqgOZtkuGDin/4XcAHrYKlSwJ6Lzp0b/BprvfZVOnT2a4o6/C4/kTHSasmju71KPnYgScO//H3KSpaXJIrA3I3Ch7csdnaInjvf0KyGgUXhjw27nMBja6akM7jFmraZdE7Hg++tliZjDx+jcsuv/hVSGOrS9bSgA3Dgt5tHivWSprbXe481rHN5wamps/lTLdPXXck9Fa5KOTIZR3p6IShRm9rQMl2B9CoWxXSdtQAzWRJrc/ZCUF5luLmXZuivIDKWkn3oI3pRg5qoa/TXhXQM+rSUuZx8a5N4tcpMosF9SUev08qPu30yKwQwCyTByXLMhV1jYIb10wqa332n3CpWuRzyZzj2V2X4pUeoz0ejSXRXtRkhWwZihQ2f+6LKSbmT3n5W6TAYN/6kMYDDjgmWW8/49cJxbkTkkUrfA4fN+nrc7n4xOBqt88//Srk0jcWycVPSVQJ3JSGZeoEvsanHT6rtrmkZmwW/j7F5oM2xw87jA9Iilak2DFk0bIqJLNacOGo4v1Ghenq7NoYUtnr8GW/4s1f+nzzyCIjP+TzRxpPrrosXBry8ZDF6IDL4SmHKyccJs7a5L31lI4jNilPI+VpdG0MKDvocnp3QHVXJJZWuiBk7IqOJ3TClMbw5oDstQJHGFRmptg4ZOLft1hQG3BuXLAmw2PqDxbnx2yO7FUsWRhydTYyUI7SePCF4L9/Abkbo3CKddkpEpsF4ydtTozZ9G/1eWetIIXGrcs2pyZNmvMDEmWSssaA/eM2W8t8dp02uTgqKWqWTPb41BVG3sgly1NsGTIJ/NjAxLx+vLSBcYTB8V5J73Eb5WuMdSmymwSubXDkw0g0LFmimPpG4/55h6oGgRlo9HUoto3aSEdjdjb6j+L0iKC930EpjavjgqJcRUG+4vAZh+GdkoJCSVmRR/snNsaMRfH7HjVdDl9Ouaxa4VG22qO6RfDokcnmDsmlezpS6Jw9IMnPleQlFKevWfS2KRKFkqLNklvfGBha9Cvq8CFBzymbqTHB3sM2wjTpbpZ8Pq1j6jqaqfNo2mZtlkfbHoePdkj6Jkys+ybN+wVXLjl0t7lcv25TW+RRmFBsHXLQDJ252eiJkzAMmnI8PjllIpXGw5sOdSUeRUnFzkMO50cFm3c7SKkzflCSnS8pKFRMXjLp+Uhy7EuDh7cc1uR4ZCYVZx4a3Dkm2NtpI6RO9ybF4FkDIWIDE/P68VIGxnE0bt40yE9IEvmKrKzoi1tcJMnOjt4nEopkUpKXHakKFq+WZGcpEkWSwoRiVZZi1aqIvAJJYUGkbFiQiNQOEwlJfn5kXBIFisJ0v+wcxeoiSX6eIi8/UnFMJCNVwexsRWFSkpsdjVtQKEkmFImkJD9XRestiNrk5TyfP78gOo/c/PT5rFIki/64TU6eoqhIkpcbnV9BnmJVtqIoIcnNVSQLo9dEUkbnkIjWM99/VXbkzp9M79f82gsKJAUF6T1IPj+WTERjFuQrkolo/bl5ksKkJJmM1CZz8iWJdJ9koWRXpxsbmJjXklfyg3n8OOZ1Ymbm57+QYmK+i1fy5P0+ga+Yvz6xt2/M68rPHioQExPzt0tsYGJiYn4yYgMTExPzk/EXDYyu6xiGERMTE/PKfKeBmZub4/Hjxzx58iQmJibmlflOA/Pw4UPu3bvHgwcPYmJiYl6ZPzMwcYlLXOLyY5XYwMQlLnH5yUpsYOISl7j8ZOV/AW/zYBwHuYh1AAAAAElFTkSuQmCC)
c. Create a
folder called c:\R
d. Install R in
this folder.
f. Choose the R
studio desktop free version and install it in the c:\R folder
2. Run the R.exe
from the C:\R\R-3.6.3\bin, if you installed it in c:\R
a. You can do all
the remaining questions from here. If you use R studio then you can do the
exercises from here.
b. ![](data:image/png;base64,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)
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)
c. Increase the
size of “Console” window and you can do the exercises from here. If you run
R.exe then the screen looks like this
d. ![](data:image/png;base64,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)
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)
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properties
f. 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)
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)
g. You can set
the colors and fonts from here.
3. Questions that
you need to do.
a. You can run
the sample code that I used during the chapter to test if you see the same
output as the one I have shown.
b. Declare a
numeric vector called train.late with the following (12, 16, 14, 21, 3, 19,9)
c. Give a heading
from Mon to Sun.
d. Assuming that
the numbers are in minutes, find the following
i. On which day
was the train min late
ii. On which day
was the train max late.
iii. What is the
average late in minutes for the train.
iv. On which days
was the train more than 10 minutes late
e. Find the value
of the following equations
i. 32+64
ii. 32+25*4
iii. 32-(25+16)*12
iv. Remainder of
100 divided by 9.
f. Create a
nums.list vector with the following numbers 1,2,3,4
g. Create a
nums.list2 with the following numbers 2,4,6,8
h. Find the
following
i. Nums.list +
nums.list2
ii. Nums.listnums.list2
iii. Nums.list2nums.list
4. You define x<- span="">->
a. What is the
output of sort(x)?
b. What if you
want the output in reverse order (max to min)?