Alpha-ma

2016/10/7

1 Introduction of GGplot2

ggplot2 is an R package for producing statistical, or data, graphics, and it has a deep underlying grammar. This grammar, based on the Grammar of Graphics creadted by Wilkinson. In the grammar of graphics, Wilkinson describe the deep features that underlie all statistical graphics. In brief, the grammar of graphics tells us that a statistical graphic is a mapping from data to aesthetic attributes(color, shape, size) of geometric objects(points, lines, bars). The plot may also contain statistical transformations of the data and is drawn on a specific coordinate system. Facetting can be used to generate the same plot for different subjects of the dataset. It isthe combination of these independent components that make up a grapihc.

All plots are composed of:

Data that you want to visualise and a set of aesthetic mappings describing how variables in the data are mapped to aesthetic attributes that you can perceive.
Layers made up of geometric elements and statistical transformation. Geometric objects, geoms for short, represent what you actually see on the plot: points, lines, polygons, etc. Statistical transformations, stats for short, summarise data in many useful ways.
The scales map values in the data space to values in an aesthetic space, whether it be color, size or shape. Scales draw a legend or axes, which provide an inverse mapping to make it possible to read the original data values from the plot.
coord is short for a coordinate system, describing how data coordinates are mapped to the plane of the graphic.
A faceting specification describes how to break up the data into subsets and how to display those subsets as small multiples. This is also known as conditioning or latticing/trellising.
A theme which controls the finer points of display, like the font size and background color.

It is also important to talk about what the grammar doesn’t do:

It doesn’t suggest what graphics you should use to answer the questions you are interested in.
It doesn’t describe interactivity: the grammar of graphics describes only static graphics and there is essentially no benefit to displaying them on a computer screen as opposed to a piece of paper.

2 Getting started with ggplot2

Every ggplot2 plot has three key components:

data
A set of aesthetic mappings between varibles in the data and visual properties.
At least one layer which describes how to render each observation. Layers are usually created with a geom function.

Here’s a simple example:

library(ggplot2)

p<-ggplot(mpg,aes(x = displ,y = hwy)) + geom_point() ## layer is added on with +; 'x=' and 'y=' can be ignore :aes(displ,hwy).

p

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" alt="" width="1152" />

summary(p)

## data: manufacturer, model, displ, year, cyl, trans, drv, cty, hwy,

##   fl, class [234x11]

## mapping:  x = displ, y = hwy

## faceting: facet_null()

## -----------------------------------

## geom_point: na.rm = FALSE

## stat_identity: na.rm = FALSE

## position_identity

To add additional variables to a plot, we can use other aesthetics like color, shape and size.

ggplot(mpg,aes(displ,cty,color = class)) + geom_point()

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" alt="" width="1152" />

If you want to se an aesthetic to a fixed value, without scaling it, do so in the individual layer outside of aes(). Compare the following two plots:

p1<-ggplot(mpg,aes(displ,hwy)) + geom_point(aes(color = 'blue'))

p2<-ggplot(mpg,aes(displ,hwy)) + geom_point(color = 'blue')

multiplot(p1,p2,cols = 2) #  this statement is used to display pictures in one row, a self-built function which is hidden from the doc.

aaarticlea/png;base64,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" alt="" width="1152" />

Facetting creates tables of graphics by splitting the data into subsets and displaying the same graph for each subset. There are two types of facetting: grid and wrapped.

ggplot(mpg,aes(displ,hwy)) + geom_point() + facet_wrap(~class) # split into subsets by class

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cqAm6tLGiZgKeOLqUsaLnVOR0EnALkXFnQsue1ioBbKwtaJuCpo0spC1pudU4HAacAOVcWtOx5rSLg1sqClgl46uhSyoKWW53TQcApQM6VBS17XqtsAn6zJ3EDZjduzVgCXolyDQFfsQGzo0spC1pudU4HAacAOVcWtOx5rTIJ+M3NVAOq9D0n4BsqVxDwNRswO7qUsqDlVud0EHAKkHNlQcue1yqLgN/cTDagSt9zAr6hsv+Ar9qA2dGllAUttzqng4BTgJwrC1r2vFYZBPzmZroBVfqeE/ANld0HfN0GzI4upSxoudU5HQScAuRcWdCy57XKIOAUIB/CtSq7D/i6DZgdXUpZ0HKrczoIOAXIubKgZc9rlUHAKUA+hGtVdh/wdRswO7qUsqDlVud0EHAKkHNlQcue1yqDgFOAfAjXquw+4Os2YHZ0KWVBy63O6SDgFCDnyoKWPa9VFgHnImgXwrUq+w/4qg2YHV1KWdByq3M6CDgFyLmyoGXPa5VJwPkYvAfhWpUrCPiaDZgdXUpZ0HKrczoIOAXIubKgZc9rlU3AuRGiA+FalWsI+IoNmB1dSlnQcqtzOgg4Bci5sqBlz2sVAbdWFrRMwFNHl1IWtNzqnA4CTgFyrixo2fNaRcCtlQUtE/DU0aWUBS23OqeDgFOAnCsLWva8VhFwa2VBywQ8dXQpZUHLrc7pIOAUIOfKgpY9r1UE3FpZ0DIBTx1dSlnQcqtzOgg4Bci5sqBlz2uVTcC5CNqBcK3KNQR8xQbMji6lLGi51TkdBJwC5FxZ0LLntcok4HwM3oNwrcoVBHzNBsyOLqUsaLnVOR0EnALkXFnQsue1yiLg3AjRhXCtyv4DvmoDZkeXUha03OqcDgJOAXKuLGjZ81plEHC+CsOHcK3K7gO+bgNmR5dSFrTc6pwOAk4Bcq4saNnzWmUQcAqQD+Fald0HfN0GzI4upSxoudU5HQQ8bwECgIDHAlR6SwAAlOEIkHNlQcue/1gzCDhHgHwI16rsPuDrNmB2dCllQcutzukg4BQg58qClj2vVRYB5yJoF8K1KvsP+KoNmB1dSlnQcqtzOgg4Bci5sqBlz2uVScD5GLwH4VqVKwj4mg2YHV1KWdByq3M6CDgFyLmyoGXPa5VNwLkRogPhWpVrCPiKDZgdXUpZ0HKrczoIOAXIubKgZc9rFQG3Vha0TMBTR5dSFrTc6pwOAk4Bcq4saNnzWkXArZUFLRPw1NGllAUttzqng4BTgJwrC1r2vFYRcGtlQcsEPHV0KWVBy63O6SDgFCDnyoKWPa9VNgHnGiAHwrUq1xDwFRswO7qUsqDlVud0EHAKkHNlQcue1yqTgPMpMA/CtSpXEPA1GzA7upSyoOVW53QQcAqQc2VBy57XKouAcx8gF8K1KvsP+KoNmB1dSlnQcqtzOgg4Bci5sqBlz2uVQcC5E7QP4VqV3Qd83QbMji6lLGi51TkdBJwC5FxZ0LLntcog4BQgH8K1KrsP+LoNmB1dSlnQcqtzOgg4Bci5sqBlz2uVQcApQD6Ea1V2H/B1GzA7upSyoOVW53QQcAqQc2VBy57XKoOAU4B8CNeq7D7g6zZgmsnPTmZXVoxZq3M6CDgFyLmyoGXPa5VFwLkI2oVwrcr+A75qAyaZ/uxkbmXJmLU6p4OAU4CcKwta9rxWmQScj8F7EK5VuYKAr9mAKWb+bMis/FYyZq3O6SDgFCDnyoKWPa9VNgHnRogOhGtVriHgKzZggrkTx3mVu8FrxtYZs1bndBBwCpBzZUHLntcqAm6tLGiZgC+HAlSRsmfLQcApQM6VBS17XqsIuLWyoGUCvhwKUEXKni0HAacAOVcWtOx5rSLg1sqClgn4cihAFSl7thwEnALkXFnQsue1Km/AF6/v4wFV/teuNGYEPNMGjHkMOBdB16Ps2XIQcAqQc2VBy57XqqwBX7zCBwOq/K9dacwIeKYNGDEMOB+Dr0bZs+Ug4BQg58qClj2vVTkDvvhv3HBAlf+1K40ZAc+0AUOGAecIUD3Kni0HAacAOVcWtOx5rcoY8MVXOVwMqPK/dqUxI+CZNmDAMOBcA1SRsmfLQcDTC9C757vd7tvjD+9fDH5wMn3aUBa07HmtogBdH12hcK3K1QY8bgMGUIAqVfZs2aoA3e86vvjhXIZ2uy9/9TR92lAWtOx5raIAXR9doXCtytUGPG4DBlCAKlX2bNmoAO0rz3fdgZ+vPp7+Z/9QeAxoe3uzo2tUFrTsea2yCfjVdZwCtK1wrco1BHzFBgygAFWq7NmyUQG668vOu+eHQ0AP/bGf/gc306cNZUHLntcqk/3DxEK+eIUPB1T5X7vSmBHwTBswZBjwlf3H83venLJny0YF6Mj7F4fOc2xDH14djgr5mT5NKAta9rxWWewfppby5Ut88Pwq/2tXGjMCnmkDhoxmxLr+4/k9b07Zs2XbAvTu+Ze/7ovP5993P92H58C2tzc7ukZlQcue1yqD/cPUwfyUg/zjZ1f5X7vSmBHwTBswIJgRq/qP5/e8OWXPlk0L0OlKoOOpr/vuiqA9nxxZ9eIALfK4rMc9DqAJMwJysyZad7tdd+jnXIAeKEAAT0ABAoiBGQG5WRGtD692/c1/LgvQie0PcM2OrlFZ0LLno9Uf1wfc8hTYMuXZsQS8EmX3AV+3AQMuZkSj73lzyp4t2xWgA905MApQRmVBy57XKov9w1TPme4/k61o+IuCl0gQ8A2V/Qd8OosLHw9nRKH3vNKZxZy+/gzLAtR9Av7yGiAKkJmyoOXm9w9zPWfJ46NfrDt4RMCrUVYNeJTyNOnvea0zizl9/RmmBejwMTA+BZZRWdBy6/uHpUeAJo8MDX8xffgoDgJei7JQwF18zLHamcWcvv4MiwJ0vuVP9zn4u/4H7gOUQVnQcuP7h5ub60vq0sdHv5h8UiwEvBZlnYAvVp4dmzi43pnFnL7+DIsCtO88/dmu7qwXd4LOpyxomf1D1OMUoHXCtSrrBHyx8uxYCtBmyp4tGxWg/g5A++pzOPvFd4HlUxa0zP4h6nEK0DrhWpV1Ar5YeXYsBWgzZc+WjQrQvvr0fDf4gW+Dt1cWtMz+IepxCtA64VqVdQK+WHl27NODr25C7NZNPqPSmLU6p60K0OGwz2Pl6X4Ij/9QgAyUBS03vn94O7WgLn189IuV/YeAV6MsFPDFynNjIzd74uGY/nP9OZXGrNU5bVaAYtje3uzoGpUFLbe+f1i80k4ursNfrOs/BLwaZaWAL1aeGRt74Cr28dgnVRqzVud0EHAKkHNlQcvN7x/ezu4eJn715Aut6j8EvBplqYAvVp4e+8Tgqa2b2eq4J1Uas1bndBBwCpBzZUHL7e8frhK10s5vXOrAtwS8HmUCnjaWArSZsmfLQcApQM6VBS2zf0ikyv/alcaMgC/Gd8ApQHbKni0HAacAOVcWtMz+IZEq/2tXGjMCvhjfAacA2Sl7thwEnALkXFnQsuj+4e30Gjq5/A5/sWbPMrI+9UIzAgR8O2XZgGe2PrV1Ua1t5kmVxqzVOR0EnALkXFnQsur+4e3c7mG7T4Et3oq3BHxLZdWAr1KOsZ4S/IgnVRqzVud0EHAKkHNlQcuq+4fFf4IOfxH1d+oMZy9JfwgT8O2U6w341JGeqICvVI55zxduXeSTKo1Zq3M6CDgFyLmyoGXR/cPNzfVVdOrx0S8mnxTLycvirehHJ6q+rTZmBNxsA6ICnkU5hqiZNfekSmPW6pwOAk4Bcq4saFl0/0ABShm9ZmydytUGfGoDKEAzVBlwz5aDgFOAnCsLWhbdP1CAUkavGVuncrUBn9oACtAMVQbcs+Ug4BQg58ptWY7bQ08oRw5++ilLhUfPsAj4VSdbFKDJJ5x/QQHyrlxDwBdtQGwBipn/Twc88oUmt27R3D1QacxandNBwClAzpWbshyxi55Wjh385DOWCo+fYRDwCSdTa+jk2jr8RXT/eerTNou34gAB3065goAv3ICogEfN/5iAxy4k17du4dx9W23MWp3TQcApQM6VW7IctZOeUo4e/PS2LRMOnrE+4IlFZ/KVnnhStMATO5o5AQK+nbL/gC/egPnIxTf8qIDHLiRXX3Tx3K02Zq3O6SDgFCDnyg1ZvrmJXHsWHSePEI5mk/3DlJMZh5O2h7948r2ZFAh+MfVCMwIEfDtl9wFP2ID5/hN7jjcq4NELybUXTZi7tcas1TkdBJwC5Fy5IcvRSw8FKI0nlKP2D1mUZ4e2E/BtlN0HfN0GDKAAVRpwz5aDgFOAnCs3ZJkC1EEBGg9tJ+DbKLsP+LoNGEABqjTgni0HAacAOVduyDIFqIMCNB7aTsC3UXYf8HUbMIACVGnAPVsOAk4Bcq7ckuXYlYeLoFN4euikwPgXCdtAwLdT9h/wVRswZJjLmNkRFfCl02z0/IS56zpmM29Eo3M6CDgFyLlyU5YjVx7Rj8HHOlz2olHPCfvP0q0g4NspVxDwNRswYmkuswR89Pzlc9dzzObeikbndBBwCpBz5bYsx608okeAko69PP2iUc8Jdw8Lt4OAb6fsP+CrNmDMMIkxqZztPwZHgBI+I+k4ZrNvRaNzOgg4Bci5sqBl0WuA4jYg4UWjnnNSjn6fx6OXPPm6cOLoNWPrVHYf8HUbMDs6cdww1EsDnjYhBviN2by1Rud0EHAKkHNlQcsUoOVQgGSU3Qd83QbMjk4cRwG6CgUodwECMOJxspbekrVkcRLzolHC7bzPAEeGoV4a8IYnRMPWouEIkHNlQcvFjgDFvPr6gM854QjQ0tFrxtapzBGgGa4HdxjqpQFPmxAD/MZs3lqjczoIOAXIubKg5VIXQce8vkXAI2rIcmLentnl7mPEkyYh4NspU4CmmYruMNRLA76y/3iO2ay1Rud0EHAKkHNlQcsTypHLUNYKYbN/iKghy4nY+KgCFPs+j0cve/p14aTRa8bWqUwBmmQ64MPHlwZ8Xf9xHbM5a43O6SDgFCDnyoKWp5TjlqGcJ5Gs9g/Tf3XlPIE363CgnLDcE/DtlClAU8wFfPjo0oCv6j++YzZjrdE5HQScAuRcWdBymf3DlgVo5uVXDF6zfyDg1ShTgKbIF3C3ln0qe7YcBJwC5FxZ0DIFKHX0/K8pQE0oU4CmoAA5UfZsOQg4Bci5sqBlClDq6PlfU4CaUKYATUEBcqLs2XIQcAqQc+W2LMedTS+zVsX0n6r3D7MOCXgtyhSgSbIFPIflyLUwg3Lk6AqFKUCzo2tUbspyRMNYrZw+Nmbr6g74jEMCXosyBWiaXAHPYDl2LbRXjh1doTAFaHZ0jcotWY46xrJWecXYiG2rOuAcAWpBmQI0w/QUdvaeR6+F5srRoysUpgDNjq5RuSHLcVfZrFVm/zAF1wA1oUzAt1c2F45fC62V40dXKEwBmh1do3JDlilABhswO3r+1xSgJpQJ+PbKFKA6hClAs6NrVG7IMgXIYANmR8//mgLUhDIB316ZAlSHMAVodnSNyg1ZpgAZbMDs6PlfU4CaUCbg2ytTgOoQpgDNjq5RuSXL0Rf+uVqrgmdUHPC595+A16JMwLdXtheOXgvNlaNHVyhMAZodXaNyU5bj5ry3tWr8jJoDPvP+E/BalAn49soZhGPXQnvl2NEVClOAZkfXqNyW5ag5726tGj2j6oBPv/8EvBZlAr69cg7hyLUwg3Lk6AqFKUCzo2tUFrTsb60aPoOA2yoLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQcAqQc2VBy57XKgJurSxomYCnji6lLGi51TkdBJwC5FxZ0LLntYqAWysLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQ8PQC9O75brf74of+h/cv9j98SwGyVxa07HmtIuDWyoKWCXjq6FLKgpZbndNWBehu1/PtuQztdl/+yvSxVha07HmtIuDWyoKWCXjq6FLKgpZbndNGBeihrz53u8+/747/fNW1oPAY0Pb2ZkfXqCxo2fNaRcCtlQUtE/DU0aWUBS23OqeNCtDdsezcHarPQ3/s593z0xkxpo+ZsqBlz2sV+wdrZUHLBDx1dCllQcutzmmbAvTh1eHIz8dD9/nq3IY+vNp9x/QxVha07HmtYv9grSxomYCnji6lLGi51TltU4DOHArQuQ3dh+fAtrc3O7pGZUHLntcq9g/WyoKWCXjq6FLKgpZbndO2Bag76PP+xfHU1/3hcNCBT46se3EAAACALKwsQPeHq3wemToAACAASURBVH/OBeiBAgQAAAAVsK4APRw/BBYWoBPbH+CaHV2jsqBlz0erPxJwY2VBywQ8dXQpZUHLrc5pywLU9x8KUE5lQcue1yr2D9bKgpYJeOroUsqCllud04YF6L7vP1euAWL6mCkLWva8VrF/sFYWtEzAU0eXUha03OqcNitAH16dvgiDT4FlVBa07HmtYv9grSxomYCnji6lLGi51TltVYD2/ef8zRd3/f1/uA9QBmVBy57XKvYP1sqClgl46uhSyoKWW53TRgVo2H+4E3RGZUHLntcq9g/WyoKWCXjq6FLKgpZbndNGBeh++M2nfBdYPmVBy57XKgJurSxomYCnji6lLGi51TltU4D2lefEoQg97Pg2+EzKgpY9r1UE3FpZ0DIBTx1dSlnQcqtz2qYAPexGBagvROHxH6aPgbKgZc9rFQG3Vha0TMBTR5dSFrTc6py2KUCRbG9vdnSNyoKWPa9VBNxaWdAyAU8dXUpZ0HKrczoIOAXIubKgZc9rFQG3Vha0TMBTR5dSFrTc6pwOAk4Bcq4saNnzWkXArZUFLRPw1NGllAUttzqng4BTgJwrC1r2vFYRcGtlQcsEPHV0KWVBy63O6SDgFCDnyoKWPa9VBNxaWdAyAU8dXUpZ0HKrczoIOAXIubKgZc9rFQG3Vha0TMBTR5dSFrTc6pwOAk4Bcq4saNnzWkXArZUFLRPw1NGllAUttzqng4BTgJwrC1r2vFYRcGtlQcsEPHV0KWVBy63O6SDgFCDnyoKWPa9VBNxaWdAyAU8dXUpZ0HKrczoIOAXIubKgZc9rFQG3Vha0TMBTR5dSFrTc6pwOAk4Bcq4saNnzWkXArZUFLRPw1NGllAUttzqng4BTgJwrC1r2vFYRcGtlQcsEPHV0KWVBy63O6SDgFCDnyoKWPa9VBNxaWdAyAU8dXUpZ0HKrczoIOAXIubKgZc9rFQG3Vha0TMBTR5dSFrTc6pwOAk4Bcq4saNnzWkXArZUFLRPw1NGllAUttzqng4BTgJwrC1r2vFYRcGtlQcsEPHV0KWVBy63O6SDgFCDnyoKWPa9VBNxaWdAyAU8dXUpZ0HKrczoIOAXIubKgZc9rFQG3Vha0TMBTR5dSFrTc6pwOAk4Bcq4saNnzWkXArZUFLRPw1NGllAUttzqng4BTgJwrC1r2vFYRcGtlQcsEPHV0KWVBy63O6SDgFCDnyoKWPa9VBNxaWdAyAU8dXUpZ0HKrczoIOAXIubKgZc9rFQG3Vha0TMBTR5dSFrTc6pwOAk4Bcq4saNnzWkXArZUFLRPw1NGllAUttzqng4DnLUAAAAAADuEIkHNlQcue/1gj4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQcAqQc2VBy57XKgJurSxomYCnji6lLGi51TkdBJwC5FxZ0LLntYqAWysLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQcAqQc2VBy57XKgJurSxomYCnji6lLGi51TkdBJwC5FxZ0LLntYqAWysLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQcAqQc2VBy57XKgJurSxomYCnji6lLGi51TkdBJwC5FxZ0LLntYqAWysLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQcAqQc2VBy57XKgJurSxomYCnji6lLGi51TkdBJwC5FxZ0LLntYqAWysLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQcAqQc2VBy57XKgJurSxomYCnji6lLGi51TkdBJwC5FxZ0LLntYqAWysLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQcAqQc2VBy57XKgJurSxomYCnji6lLGi51TkdBJwC5FxZ0LLntYqAWysLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQcAqQc2VBy57XKgJurSxomYCnji6lLGi51TkdBJwC5FxZ0LLntYqAWysLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpYJeOroUsqCllud00HA8xYgAAAAAIdQgAAAAEAOChAAAADIQQECAAAAOShAAAAAIAcFCAAAAOSgAAEAAIAcFCAAAACQgwIEAAAAclCAAAAAQA4KEAAAAMhBAQIAAAA5KEAAAAAgBwUIAAAA5KAAAQAAgBx5C9DPAE1BwKFpCDg0TRBwChBAPAQcmoaAQ9MEAacAAcRDwKFpCDg0TRBwChBAPAQcmoaAQ9MEAacAAcRDwKFpCDg0TRBwChBAPAQcmoaAQ9MEAacAAcRDwKFpCDg0TRBwChBAPAQcmoaAQ9MEAacAAcRDwKFpCDg0TRBwChBAPAQcmoaAQ9MEAacAAcRDwKFpCDg0TRBwChBAPAQcmoaAQ9MEAacAAcRDwKFpCDg0TRBwChBAPAQcmoaAQ9MEAacAAcRDwKFpCDg0TRBwChBAPAQcmoaAQ9MEAacA1cfr28+eeAByQcA3gICXg4Db8/L2m3wv/vpZvtdukSDgFKD6YP9QDgK+AQS8HATcnpwF6M0tBWgRQcApQADxEPASUIA2g4DbQwFyRBBwChBAPAS8BBSgzSDg9lCAHBEEnALknf3s+fHT28Me4PXtbTeTut3B/uE3+59//y/9A3/903GS/fjp4aHDiNt+rzF8IqyFgGfiMebnvtOF+JvHB3789Lf/uH/e8SnPxmPABgK+gp++vj1FNsjpm9tzTh9j/fPP+2X7tDRfrvPjeA+W9MfX6MZTgZYQBJwC5J2Xt3/XR//l4f/vdwGnAvRfDz/f/u7P/QOvj9Pg+MueZz+PnwhrIeCZOMX8ENm+77zuM/zZ6YH9ov9NuGN5HAM2EPB0+o5yWnaHOf3b8+PDWP/85rhO93UnXOdH8R4u6Y+vQQFaTBBwCpB3XnYB7/8q2Of92WPHedbNoG/6B376ums4f/3Tfuq86ebP8X+GT4S1EPBMvOz+En7M82Fv8tkht6eGv//rut9PDHcsj2PABgKezH51Ph+onMzpMNb7f/dd6XGdHq7zw2GjJX34GpwCW0gQcAqQd17eHs9pHSbUm8MPxwLUHTl92R8z/ex0ork7A3acfP1pseETYS0EPBMv+0OUr88Bf336y/eb0zne4xnd4Y7lcQzYQMCTOf4N2jPO6fFKhS7bw1g/Oz732bV1fhjv0ZI+fA0K0EKCgFOAvNNH/6evj38BPBag48HQ0yGhN4OzB8eBt30BenwirIWAZ+K4wnc7kdf9wf3H4zqvDycGPhs+77hjeRwDNhDwZPaRfQziRE6HsT7/+81jxRmu85fxfnk6PvQ4NShACwkCTgHyzmQBepxg3QPdPOnOgJ0uxjsVoMcnwloIeCaOn5TpAtyf8eqS3PP68frP4OLS8xiwgYCn8/p8Qc9kToexPv+7W7qvFaBBvAdL+mhqUIAWEgScAuSdfho8XYC6J765ffwM2LPTKTAKkB0EPBOXBWhwWGe/Z/lvn/arPgUoLwR8BW+mLoIeFKDHWJ//fSxA4To/jPdwSR9NDQrQQoKAU4C8E12ADlPh5fGzkd2koADZQ8Az8cQRoGePFz5QgHJCwNfx5niwMuEI0EwBGi3pHAFaQxBwCpB3ogvQfhr9r+5vg9ME6T83QwGyhIBn4uXp3j8T1wBd/xTY4xiwgYCvZnjVcpjTuWuALgvQedhoSecaoDUEAacAeSe6AHX3jXj2+NzDHyOfUYBsIeCZOH9S5pTn15dX+R+e0T98+pzw4xiwgYAncyri3Sdxp3I6jvXoU2CXBeg8bLykD1+DArSQIOAUIO/EF6A3xyvwjsdLX18ei4W1EPBMhPe1On4guL/7YfdA/0H4N8fPwRxvlMItrowh4MnsU3loLP3yO5XTYayD+wBdFqDhCw2W9OFrvOEeEMsIAk4B8k58Afrp6+PHMI/X4v3+fw6Ov1KATCDgmTjdLfd84+fT7W4fb+7Q/YXd3/v2t/99eIdd7nBlBwFP53Qn6MMqfC2nw7s4d/8e3wn6sgA9xnu0pA9f46BJBVpAEHAKkHfiC9Dplj/nr4p5E56MhrUQ8Ewcvy9p8NVfF98F1uf7sGf53Z/fDL5jieM/hhDwFfSt57Pzv6/mdPq7wH6+uAj6cdhwSR+9xmsK0CKCgFOAAOIh4JlI+cbsnN+yrQoBdwPxzkEQcAoQQDwEPBMUIB8QcDcQ7xwEAacAAcRDwDNBAfIBAXcD8c5BEHAKEEA8BDwTFCAfEHA3EO8cBAGnAAHEQ8AzQQHyAQF3A/HOQRBwChBAPAQcmoaAQ9MEAacAAcRDwKFpCDg0TRBwChBAPAQcmoaAQ9MEAacAAcRDwKFpCDg0TRBwChBAPAQcmoaAQ9MEAacAAcRDwKFpCDg0TRBwChBAPAQcmoaAQ9MEAacAAcRDwKFpCDg0TRBwChBAPAQcmoaAQ9MEAc9bgN5e4eqDkVx/xejRNSoLWl6nnFeYgFsrC1om4KmjSykLWm51TgcBpwA5Vxa07HmtIuDWyoKWCXjq6FLKgpZbndNBwClAzpUFLXteqwi4tbKgZQKeOrqUsqDlVud0EHAKkHNlQcue1yoCbq0saJmAp44upSxoudU5HQQ8bwECAAAAcAhHgJwrC1r2/McaAbdWFrSsFfCbPQs2YHbj1oz1+543p+zZchBwCpBzZUHLntcqAm6tLGhZKuA3N8MGxHuuoOzZchBwCpBzZUHLntcqAm6tLGhZKeA3N6MGxHuuoOzZchBwCpBzZUHLntcqAm6tLGhZKOA3N+MGxHuuoOzZchBwCpBzZUHLntcqAm6tLGhZKOAUoFottzqng4BTgJwrC1r2vFYRcGtlQctCAacA1Wq51TkdBJwC5FxZ0LLntYqAWysLWhYKOAWoVsutzukg4BQg58qClj2vVQTcWlnQslLAuQi6Usutzukg4BQg58qClj2vVQTcWlnQslTA+Rh8nZZbndNBwClAzpUFLXteqwi4tbKgZa2AcyPEFYPrVPZsOQg4Bci5sqBlz2sVAbdWFrRMwFNHl1IWtNzqnA4CTgFyrixo2fNaRcCtlQUtE/DU0aWUBS23OqeDgFOAnCsLWva8VhFwa2VBywQ8dXQpZUHLrc7pIOAUIOfKgpY9r1UE3FpZ0DIBTx1dSlnQcqtzOgg4Bci5sqBlz2sVAbdWFrRMwFNHl1IWtNzqnA4CTgFyrixo2fNaRcCtlQUtE/DU0aWUBS23OqeDgFOAnCsLWva8VhFwa2VBywQ8dXQpZUHLrc7pIOAUIOfKgpY9r1UE3FpZ0DIBTx1dSlnQcqtzOgg4Bci5sqBlz2sVAbdWFrRMwFNHl1IWtNzqnA4CTgFyrixo2fNaRcCtlQUtE/DU0aWUBS23OqeDgFOAnCsLWva8VhFwa2VBy1oB56swVgyuU9mz5SDgFCDnyoKWPa9VBNxaWdCyVMD5MtQ6Lbc6p4OAU4CcKwta9rxWEXBrZUHLSgG/uRk1IN5zBWXPloOAU4CcKwta9rxWEXBrZUHLQgG/uRk3IN5zBWXPloOArytA755/+Wv3j/cvdrvdtxQge2VBy57XKgJurSxoWSjgFKBaLbc6py0L0IdXu74AvXu+O3BsQ+wfDJUFLXteqwi4tbKgZaGAU4BqtdzqnLYsQPfHzvP+xe6rrgWFx4C2tzc7ukZlQcue1yoCbq0saFko4BSgWi23OqcNC9DhuE9XgB76/3n3/Isf2D8YKwta9rxWUYCslQUtKwWci6ArtdzqnLYrQB9e7f6pvwborj/0s3/gO/YPxsqClj2vVRQga2VBy1IB52PwdVpudU7bFaC73Vf9RdAfXn3+fffIfXgObHt7s6NrVBa07HmtogBZKwta1go4N0JcMbhOZc+WzQrQ4bxXX4Devzie+ro/XAp04JMjyS8OAAAAkI/kAvT+xefffwwK0AMFCAAAACoguQB11/1MFaAT2x/gmh1do7KgZc9Hqz8ScGNlQcsEPHV0KWVBy63OaaMCdN998IsClF1Z0LLntYr9g7WyoGUCnjq6lLKg5VbntE0Beve8u+556hogpo+ZsqBlz2sV+wdrZUHLBDx1dCllQcutzmmbAnS/O/PFD3wKLKOyoGXPaxX7B2tlQcsEPHV0KWVBy63O6QwF6ONdf/8f7gOUQVnQsue1iv2DtbKgZQKeOrqUsqDlVue0TQE6cvwyVO4EnU9Z0LLntYr9g7WyoGUCnjq6lLKg5VbndI4CxHeB5VMWtOx5rSLg1sqClgl46uhSyoKWW53TOQrQx4cd3wafSVnQsue1ioBbKwtaJuCpo0spC1pudU5nKUCHY0C7i+M/TB8DZUHLntcqAm6tLGiZgKeOLqUsaLnVOW1agJ5ie3uzo2tUFrTsea0i4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQcAqQc2VBy57XKgJurSxomYCnji6lLGi51TkdBJwC5FxZ0LLntYqAWysLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQcAqQc2VBy57XKgJurSxomYCnji6lLGi51TkdBJwC5FxZ0LLntYqAWysLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpYJeOroUsqCllud00HAKUDOlQUte16rCLi1sqBlAp46upSyoOVW53QQcAqQc2VBy57XKgJurSxomYCnji6lLGi51TkdBJwC5FxZ0LLntYqAWysLWibgqaNLKQtabnVOBwGnADlXFrTsea0i4NbKgpbbD/jNnsQNmN24NWP9vufNKXu2HAScAuRcWdCy57WKgFsrC1puPuA3N1MNiPdcQdmz5SDgFCDnyoKWPa9VBNxaWdBy6wG/uZlsQLznCsqeLQcBpwA5Vxa07HmtIuDWyoKWGw/4zc10A+I9V1D2bDkIOAXIubKgZc9rFQG3Vha03HjAKUB2wnUqe7YcBJwC5FxZ0LLntYqAWysLWm484BQgO+E6lT1bDgJOAXKuLGjZ81pFwK2VBS03HnAKkJ1wncqeLQcBpwA5Vxa07HmtIuDWyoKWWw84F0GbCdep7NlyEHAKkHNlQcue1yoCbq0saLn5gPMxeCvhOpU9Ww4CTgFyrixo2fNaRcCtlQUttx9wboRoJFynsmfLQcApQM6VBS17XqsIuLWyoGUCnjq6lLKg5VbndBDwvAUIAAAAwCEcAXKuLGjZ8x9rBNxaWdAyAU8dXUpZ0HKrczoIOAXIubKgZc9rFQG3Vha03H7AuQbISLhOZc+Wg4BTgJwrC1r2vFYRcGtlQcvNB5xPgVkJ16ns2XIQcAqQc2VBy57XKgJurSxoufWAcx8gM+E6lT1bDgJOAXKuLGjZ81pFwK2VBS03HnDuBG0nXKeyZ8tBwClAzpUFLXteqwi4tbKg5cYDTgGyE65T2bPlIOAUIOfKgpY9r1UE3FpZ0HLjAacA2QnXqezZchBwCpBzZUHLntcqAm6tLGi5mYBfLzkUIDvhOpU9Ww4CTgFyrixo2fNaRcCtlQUttxLwqZbDRdBmwnUqe7YcBJwC5FxZ0LLntYqAWysLWm4k4NM9h4/BWwnXqezZchBwCpBzZUHLntcqAm6tLGi5jYDPneniRohGwnUqe7YcBJwC5FxZ0LLntYqAWysLWm4j4HMFaMUGzI5eM9bve96csmfLQcApQM6VBS17XqsIuLWyoOU2Ak4B2kC4TmXPloOAU4CcKwta9rxWEXBrZUHLbQScArSBcJ3Kni0HAacAOVcWtOx5rSLg1sqClhsJeEL/4T2XUPZsOQg4Bci5sqBlz2sVAbdWFrTcSsCX9x/ecwllz5aDgFOAnCsLWva8VhFwa2VBy40EnCNA+YXrVPZsOQg4Bci5sqBlz2sVAbdWFrTcRsC5BmgD4TqVPVsOAk4Bcq4saNnzWkXArZUFLbcRcArQBsJ1Knu2HAScAuRcWdCy57WKgFsrC1puI+AUoA2E61T2bDkIOAXIubKgZc9rFQG3Vha03EbAKUAbCNep7NlyEHAKkHNlQcue1yoCbq0saLmRgHMRdH7hOpU9Ww4CPleA/v3vb/7m/1CAyioLWva8VhFwa2VBy60EnI/BZxeuU9mz5WUFaM+aDrS9vdnRNSoLWva8VhFwa2VBy80EfHH/4T2XUPZseUEB+vjxl77jJ3eg7e3Njq5RWdCy57WKgFsrC1om4KmjSykLWm51Ti8qQI8d6D//3/AX757vdrtvjz+8fzH4geljqCxo2fNaRcCtlQUtE/DU0aWUBS23OqeXFqCpDnS/6/jih3MZ2u2+/JXpY60saNnzWkXArZUFLRPw1NGllAUttzqnEwrQnn/7Q3AubF95vusO/Hz18fQ/+4fCY0Db25sdXaOyoGXPaxUBt1YWtEzAU0eXUha03OqcTilA/dXQo8NAd33Zeff8cAjooT/20//A9DFVFrTsea1i/2CtLGiZgKeOLqUsaLnVOb24AP3rsfr8sS9Cvxn98v2LQ+c5tqEPrw5HhZg+psqClj2vVewfrJUFLRPw1NGllAUttzqnlxWgXx7bz/Hn8SfC3j3/8td98fn8++6n+/Ac2Pb2ZkfXqCxo2fNaxf7BWlnQMgFPHV1KWdByq3N6QQE6nfn64+NDv4wvhT5dCXQ89XXfXRG055MjMy8OAAAAUIonC9Afp39/t9t1h37OBeiBAgQAAAAVMF+AZtpPd8lPf/OfywJ0YvsDXLOja1QWtOz5aPVHAm6sLGi5mYAvvhP08ltHWw32/J43p+zZ8qICdOX+h2O6c2AUoIzKgpY9r1UUIGtlQcutBHzxd4ElfHmY0WDX73lzyp4tLytAN+HHvkIOn4C/vAaI/YOZsqBlz2sVBchaWdByIwFf/G3wKV8fbzP4rev3vDllz5YXFKDzR+D/YfoZh4+B8SmwjMqClj2vVRQga2VBy20E/HxvuJtI8cUDzAYfcPyeN6fs2fKiAvTxdA/o//Q/xo+eb/nTfQ7+rv+B+wBlUBa07HmtogBZKwtabiPgFKANhOtU9mx5aQH6eDoVNr4B0N3xbFd31os7QedTFrTsea2iAFkrC1puI+AUoA2E61T2bDmhAB34JWhA/R2A9tXncPaL7wLLpyxo2fNaRcCtlQUttxFwCtAGwnUqe7acUoD6+0GPPxP/0H8bfH/S6/gD3wZvryxo2fNaRcCtlQUtNxLwxY1kVYVZ2X88v+fNKXu2vLgA9SfALj8P//7FoPJ0P4THf9g/GCgLWva8VhFwa2VBy60EfHEjWVVh1vUfz+95c8qeLS8sQP3Bn5mPgc2yvb3Z0TUqC1r2vFYRcGtlQcvNBDyp/3AEqHllz5aXFKCYGwFRgPIqC1r2vFYRcGtlQcuiAecaIBVlz5YXFKBD/5n9MgwKUH5lQcue1yoCbq0saFk04BQgFWXPlhcUoP4mQOOPv1OANlYWtOx5rSLg1sqClkUDTgFSUfZseVEB+vjxP/754vNfFKAtlQUte16rCLi1sqBl0YBTgFSUPVteWID2/OXm8k7QFKCtlAUte16rCLi1sqBl1YBzEbSIsmfLywvQ8SvBUq6F3t7e7OgalQUte16rCLi1sqBl1YCv6zB8DL4aZc+WUwpQ34ESLgba3t7s6BqVBS17XqsIuLWyoGXRgK89i7Wq/3h+z5tT9mw5oQD1n4ZPOQu2vb3Z0TUqC1r2vFYRcGtlQcuiAV99GU+r73lzyp4tLy1A/Z0QE2+FuL292dE1Kgta9rxWEXBrZUHLogGnAKkoe7a8pAB1HwHjU2BFlQUte16rCLi1sqBl0YBTgFSUPVteUIBW3wia/cN6ZUHLntcqAm6tLGhZNeDT/SeqFfm+Bmhq69ZtdZ0B9zyzlhWgy+9ApQBtqyxoWXX/ELUBs6NrVBa0LBvwuf7zZE3w/SmwVdZWKc+MZU5fe0Z0AVrP9vZmR9eoLGhZdv9Q7XtOwDdUrjfgU0eAos6MrT59lvU9X2VtlfLcWOb0tWeMoAA5Vxa0rLp/iNqA2dE1KgtaFg341DVAUdcGrb6AKOt7vsraKuXZsczpa88Y8UQB+svjf0HuA1REWdCy6P4hbgNmR9eoLGhZNOAUoAzKs2OZ09eeEV+A+qugKUAllQUti+4f4jZgdnSNyoKWRQNOAcqgPDuWOX3tGfEF6Jdh/6EAFVEWtCy6f4jbgNnRNSoLWhYNOAUog/LsWOb0tWdEF6DDbYDSboDI/sFMWdCy6P4hbgNmR9eoLGhZNeBTZSCqJKxuElnf81XWVinPjWVOX3tGdAH6979f2X/YP6xXFrSsun+I2oDZ0TUqC1qWDfhUGYgqCWubRJECtHar6wy455m1qAClfP8X+wdTZUHLsvuHat9zAr6hcs0BnyoDUSVhZZMocQrsLTdC3FTY+Bqgv3AEqLiyoGXd/UOt7zkB31CZgG+vvKIA1Wq51Tm9pAD969o7QQMAADTNYwEqvSWwjPn/YL+kfPRrwPb9bnZ0jcqClvkDOXV0jcqClgl46uhSyhwBqkPY6gjQ+AZARyr8GPw4kRnOXUc+p9EsuVRm/1CXsqBlAp46+uqjcVfZlbr63gAAIABJREFUFLoImmuAthSmAI0IMpmuHHMp/9xzGs2SS2X2D3UpC1om4Kmjrz0Y+TmrzO/5XP/hU2BbCVOAhoStPFl5ut5HPqfRLLlUZv9Ql7KgZQKeOvrKYzGL82rliLFz/Yf7AG0kbHwR9Gq2tzfgsbqtVL54ocXPaTRLLpXZP9SlLGiZgKeOvnwoZnFer5xz15FHuRvLnL72jBEUoIQXWvycRrPkUpn9Q13KgpYJeOroy4coQDNjmdPXnjGCApTwQouf02iWXCqzf6hLWdAyAU8dffkQBWhmLHP62jNGUIASXmjxc55Wnhq5Zu5ECc+MdZziYsKeAt6GsqBlAp46+vIhnQK0/FWY01efMaLhAvQ2zF6yckyIZ5/zpPLU2HWTx9latY0y+4e6lAUtE/DU0Vcei20YZd7ztf3nUTnhdZjTV58xouUCFGYmXTkmfHPPeUp5aprYTZ+UsY5TXEzYV8BbUBa0TMBTR197MHKJLPSeW/0Jm7IrYE5ffcaIpgtQcNRwhXJM9Gae84Ty1IFSywOoCWMdp7iYsLOAN6AsaJmAp46++mjcAlnqPV/Xf07KSbsC5vTVZ4xouwBVokwBMlRm/1CXsqBlAp46upRyccsUICvlIOAUIAfKFCBDZfYPdSkLWibgqaNLKRe3TAGyUg4CTgFyoEwBMlRm/1CXsqBlAp46upRyccsUICvlIOAUIDPl9GuA3k6Fe23/affNLiVcYcA3uESi1cXSpTIB3165vOWUXQFz+uozRlCArJTn8pk8eGX/afbNLiZcX8AjI8RiWYsyAd9e2YHlhF0Bc/rqM0ZQgIyUZxt6+uB1/afVN7uccHUBj/3LkcWyFmUCvr1yecscATJSDgJOAbJRnj9Hu2KwX8tOldk/DIm+doDFshZlAr69cnHLXANkpRwEnAJko0wB8qLM/mEIBag5ZQK+vXJxyxQgK+Ug4BQgG2UKkBdl9g9DKEDNKRPw7ZWLW6YAWSkHAacA2ShTgLwos38YQgFqTpmAb69c3DIFyEo5CDgFyEh5Np8rBju27FOZ/cOI2HWTxbIWZQK+vXJ5ywn9hzl9/RkjKEBWynP5pABtp8z+YUzkusliWYsyAd9eubxlCpCRchBwCpCZ8kw8OQW2nTL7h4C4ZZPFshZlAr69cnHLnAKzUg4CTgFyoEwBMlRm/1CXsqBlAp46upRyccsUICvlIODpBejd891u98UP/Q/vX+x/+JYClKZMATJUZv9Ql7KgZQKeOrqUcnHLFCArZasCdLfr+fZchna7L39l+qQoU4AMldk/1KUsaJmAp44upVzcMgXIStmoAD301edu9/n33fGfr7oWFB4D2t7e7Gi3ylwEbafM/iHA9zVASy/sNBMm4BPPqC7gGyiXt7zFRdDj16cAzXF3LDt3h+rz0B/7eff8dEaM6bNQeTrczVrOpcz+YYzvT4EtX9WNhN8S8Iln1BbwLZQdWE6YKQuVAwUK0AwfXh2O/Hw8dJ+vzm3ow6vdd0yfNOXJcLdrOZMy+4cRsX85lvmvnfJ3rYlwN5aAX3tGZQHfRNmD5eXzZJlyOBcpQDEcCtC5Dd2H58C2tzc7ukZlQcue16ra9g/R1w4U+a+ddGWDhXA/loBfe0ZdAd9GWcDyxVxsdKdlW4C6gz7vXxxPfd0fDgcd+OTIuhcHgHU8Lmult+QavrcOQAfRubjS7f3h6p9zAXqgAAF4wvey5nvrAHQQnYvr3D4cPwQWFqAT2x/gmh1do7KgZc9Hqz9WFnBOgc2MJeDXnlFXwLdRFrDMKbDU/kMByqksaNnzWlXd/iHTRdDBS14f/LTu2v5T5Sf/CXjy6FLKCpbDudjoTsuwAN33/efKNUBMHzNlQcue16r69g+RDSNlsTRQXtl/avzk/1plAr69soTlYNo0utMyK0AfXp2+CINPgWVUFrTsea2qcP+Q4XDIxYGb9GNP6/pPhZ/8X61MwLdX1rAc8UdNHuFg9JqxmxWgff85f/PFXX//H+4DlEFZ0LLntYr9w9trl+5cGRx7fY/YZU/rlQn49sqCllvdaRkVoGH/4U7QGZUFLXteq9g/vKUATSnHjyXgaaNLKQtabnWnZVSA7offfMp3geVTFrTsea0i4G8pQFPK8WMJeNroUsqCllvdadkUoH3lOXEoQg87vg0+k7KgZc9rFQF/a1uA7K8BogCtESbgroTrVPZs2aYAPexGBagvROHxH6aPgbKgZc9rFQE/cNEwrg2O7j/WnwKL7D+1vNnbChNwV8J1Knu2bFOAItne3uzoGpUFLXteqwh4R9gwUntIbFeZ5OpWR75mLW/2psIE3JVwncqeLQcBpwA5Vxa07HmtIuA9QcNIPBMVfbZqkutbHfeK1bzZWwoTcFfCdSp7thwEnALkXFnQsue1ioDHKpcsQJFj63yzCfj2yoKWW91pBQGnADlXFrTsea0i4LHKFKBMygR8e2VBy63utIKAU4CcKwta9rxWEfBYZQpQJmUCvr2yoOVWd1pBwClAZsoz63ijWXKpzP5hC+WnrwGaucD58dGZ/hN5Hc/V56+6Bmhy8PgXCwfHKMdBwLdXFrTc6k4rCDgFyEp57i/ZRrPkUpn9wwbKYdivDp7rP+MGtGBwwFk46kWDsYu2OvzFssExypEQ8O2VBS23utMKAk4BMlKePZbfaJZcKrN/yK98EfYlh0PGg2fbRsS9fK48P3rsouNW4S+WHfSKUI6FgG+vLGi51Z1WEHAKkI3yzc3c4tdollwqs3/IrnwZ9hWDZ2vI03dzvnx+/NgrypODL36xZHCMcjQEfHtlQcut7rSCgFOAbJQpQF6U2T9kV6YAvb1qmQJksAGzo0spC1pudacVBJwCZKNMAfKizP4huzIF6O1VyxQggw2YHV1KWdByqzutIOAUIBtlCpAXZfYP2ZUpQG+vWqYAGWzA7OhSyoKWW91pBQGnABkpzy59jWbJpTL7h/zKF2FfMXjus1hcBH1t8JqxBLwu4TqVPVsOAk4BslKeW/oazZJLZfYPGyiHYV8xeEI4rklsWIDCLZrpbU8JE/DU0aWUBS23utMKAk4BMlOeWfoazZJLZfYPWygHYV8xeEo4qklsdwrsYoume9uTG03AU0eXUha03OpOKwg4Bci5sqBlz2sVAbdWNhHepABdVU6CgCeOLqUsaLn4nM6kHAScAuRcWdCy57WKgFsrU4CWDs4qTMBdCdep7NlyEHAKkHNlQcue1yoCbq1MAVo6OKswAXclXKeyZ8tBwClAzpUFLXteqwi4tbKN8LC2RFeYa8ozg2OuAZoiGEvA00aXUha0XH5O51EOAk4Bcq4saNnzWkXArZWNhIe1Ja7/TCjP9p/ET/5fjCXgaaNLKQtadjCnsygHAacAOVcWtOx5rSLg1spWwsOGEdV/Fh4BCn+xZLMvxhLwtNGllAUte5jTOZSDgFOAnCsLWva8VhFwa2VflievAbr4xQLly7EEPG10KWVBy+3M6fAZIyhAzpUFLXteqwi4tbIvyxQgAu5JuE5lz5aDgOctQAAA9fDYVWJ/seZFAaAoHAFyrixo2fMfawTcWtmXZY4AEXBPwnUqe7YcBJwC5FxZ0LLntYqAWys7s8xF0ATckXCdyp4tBwGnADlXFrTsea0i4NbK3ixP9B8+Br/RBsyOLqUsaLmlOT1+xggKkHNlQcue1yoCbq3szvJE/+FGiNtswOzoUsqClpua06NnjKAAOVcWtOx5rSLg1sqClgl46uhSyoKWW53TQcApQM6VBS17XqsIuLWyoGUCnjq6lLKg5VbndBBwCpBzZUHLntcqAm6tLGiZgKeOLqUsaLnVOR0EnALkXFnQsue1ioBbKwtaJuCpo0spC1pudU4HAacAOVcWtOx5rSLg1sqClgl46uhSyoKWW53TQcApQM6VBS17XqsIuLWyoGUCnjq6lLKg5VbndBBwCpBzZUHLntcqAm6tLGiZgKeOLqUsaLnVOR0EnALkXFnQsue1ioBbKwtaJuCpo0spC1pudU4HAacAOVcWtOx5rSLg1sqClgl46uhSyoKWW53TQcApQM6VBS17XqsIuLVyDuHJmzlnV44cS8DTRpdSFrTsbU5bKQcBpwA5Vxa07HmtIuDWyhmEJ7/OK7ty7FgCnja6lLKgZWdz2kw5CDgFyLmyoGXPaxUBt1a2F578QvfsytFjCXja6FLKgpZ9zWk75SDgFCDnyoKWPa9VBNxa2Vz45iayAVX6ZhPw7ZUFLbua04bKQcApQM6VBS17XqsIuLUyBciVMAF3JVynsmfLQcApQM6VBS17XqsIuLUyBciVMAF3JVynsmfLQcApQM6VBS17XqsIuLUyBciVMAF3JVynsmfLQcApQM6VBS17XqsIuLUyF0G7EibgroTrVPZsOQg4Bci5sqBlz2sVAbdWziDMx+DThQm4K+E6lT1bDgJOAXKuLGjZ81pFwK2VcwhzI8RkYQLuSrhOZc+Wg4BTgJwrC1r2vFYRcGtlQcsEPHV0KWVBy63O6SDgFCDnyoKWPa9VBNxaWdAyAU8dXUpZ0HKrczoIOAXIubKgZc9rFQG3Vha0TMBTR5dSFrTc6pwOAk4Bcq4saNnzWkXArZUFLRPw1NGllAUttzqng4BTgJwrC1r2vFYRcGtlQcsEPHV0KWVBy63O6SDgFCDnyoKWPa9VBNxaWdAyAU8dXUpZ0HKrczoIeN4CBAAAAOAQChAAAADIQQECAAAAOShAAAAAIAcFCAAAAOSgAAEAAIAcFCAAAACQgwIEAAAAclCAAAAAQA4KEAAAAMhBAQIAAAA5KEAAAAAgBwUIAAAA5KAAAQAAgBx5C9DPAE2RdboAAMB2UIAA4sk6XQAAYDsoQADxZJ0uAACwHRQggHiyThcAANgOChBAPFmnCwAAbAcFCCCerNMFAAC2gwIEEE/W6QIAANtBAQKIJ+t0AQCA7aAAAcSTdboAAMB2UIAA4sk6XQAAYDsoQADxZJ0uAACwHRQggHiyThcAANgOChBAPFmnCwAAbAcFCCCerNMFAAC2gwIEEE/W6QIAANtBAQKIJ+t0AQCA7aAAAcSTdboAAMB2UIAA4sk6XQAAYDsoQADxZJ0uAACwHRQggHiyThcAANgOChBAPFmnCwAAbAcFqEp++vp2zzeHf768/ezwP69vn/31T/0jP//46e//peDGtUzW6QIAANtBAaqRHz+97Xj287AAdf/X//uzklvXMlmnCwAAbAcFqEL++qeu4fz46W//cVSAfvr6d3/ufn14HHKQdboAAMB2UIAq5Fh0egYFaP/vwzkwzoDlI+t0AQCA7aAAVchf/3T72ICGBehNdw6MM2D5yDpdAABgOyhANfL69nwN9KgAdYeGOAOWkazTBQAAtoMCVCVvrl4E3Z8De3PLGbBsZJ0uAACwHRSgWuk60GdBATqcA3t5PDQEGcg6XQAAYDsoQBXz+nCsZ1SAfvr6d/9reIU0GJN1ugAAwHZQgCrkx0/7jtN93KtvPn/9U38PoJe3f/fps6Ib1zZZpwsAAGwHBahC9m3ncJlPX3reHK6G3v+zL0BvzhdHQw6yThcAANgOClCNnO4EfTgQdOg+t7e//e99Afrp61vOgGUk63QBAIDtoABVSd96Pjv/+3d/fnP8GoyXt5wBy0jW6QIAANtBAQKIJ+t0AQCA7aAAAcSTdboAAMB2UIAA4sk6XQAAYDsoQADxZJ0uAACwHRQggHiyThcAANgOChBAPFmnCwAAbAcFCCCerNMFAAC2gwIEEE/W6QIAANtBAQKIJ+t0AQCA7aAAAcSTdboAAMB2UIAA4sk6XQAAYDsoQADxZJ0uAACwHRQggHiyThcAANiOvAXo7RWuPhjJ9VeMHl2jsqDldcp5hbNOFwAA2A4KkHNlQcsUIAAAyA4FyLmyoGUKEAAAZIcC5FxZ0DIFCAAAspO3AAEAAAA4hCNAzpUFLXMECAAAskMBcq4saJkCBAAA2aEAOVcWtEwBAgCA7FCAnCsLWqYAAQBAdihAzpUFLVOAAAAgOxQg58qClilAAACQHQqQc2VByxQgAADIDgXIubKgZQoQAABkhwLkXFnQMgUIAACyQwFyrixomQIEAADZoQA5Vxa0TAECAIDsUICcKwtapgABAEB2KEDOlQUtU4AAACA7FCDnyoKWKUAAAJAdCpBzZUHLFCAAAMgOBci5sqBlChAAAGSHAuRcWdAyBQgAALJDAXKuLGiZAgQAANmhADlXFrRMAQIAgOxQgJwrC1qmAAEAQHYoQM6VBS1TgAAAIDsUIOfKgpYpQAAAkB0KkHNlQcsUIAAAyA4FyLmyoGUKEAAAZIcC5FxZ0DIFCAAAsrOuAL17/uWv3T/ev9jtdt9e/H77HdTs6BqVBS1TgAAAIDurCtCHV7u+AL17vjtwbEOPbL+Dmh1do7KgZQoQAABkZ1UBuj92nvcvdl91LSg8BrT9Dmp2dI3KgpYpQAAAkJ01Behw3KcrQA/9/7x7/sUP42dsv4OaHV2jsqBlChAAAGRnRQH68Gr3T/01QHf9oZ/9A9+Nn7L9Dmp2dI3KgpYpQAAAkJ0VBehu91V/EfSHV59/3z1yH54D234HNTu6RmVByxQgAADITnoBOpz36gvQ+xfHU1/3h0uBDnxyxGILAQAAAIxJLkDvX3z+/cegAD1QgAAAAKACkgtQd93PVAE6sf0pitnRNSoLWuYUGAAAZCe1AN13H/yiAGVXFrRMAQIAgOwkFqB3z7vrnqeuATqx/Q5qdnSNyoKWKUAAAJCdxAJ0vzvzxQ98CiyjsqBlChAAAGTHogB9vOvv/8N9gDIoC1qmAAEAQHZMvgyVO0HnUxa0TAECAIDsmBQgvgssn7KgZQoQAABkx6QAfXzY8W3wmZQFLVOAAAAgOzYF6HAMaHdx/IcCZKAsaJkCBAAA2VlXgJ5i+x3U7OgalQUtU4AAACA7FCDnyoKWKUAAAJAdCpBzZUHLFCAAAMgOBci5sqBlChAAAGSHAuRcWdAyBQgAALJDAXKuLGiZAgQAANmhADlXFrRMAQIAgOxQgJwrC1qmAAEAQHYoQM6VBS1TgAAAIDsUIOfKgpYpQAAAkB0KkHNlQcsUIAAAyA4FyLmyoGUKEAAAZIcC5FxZ0DIFCAAAskMBcq4saJkCBAAA2aEAOVcWtEwBAgCA7FCAnCsLWqYAAQBAdihAzpUFLVOAAAAgOxQg58qClilAAACQHQqQc2VByxQgAADIDgXIubKgZQoQAABkhwLkXFnQMgUIAACyQwFyrixomQIEAADZoQA5Vxa0TAECAIDs5C1AAAAAAA7hCJBzZUHLHAECAIDsUICcKwtapgABAEB2KEDOlQUtU4AAACA7FCDnyoKWKUAAAJAdCpBzZUHLFCAAAMgOBci5sqBlChAAAGSHAuRcWdAyBQgAALJDAXKuLGiZAgQAANmhADlXFrRMAQIAgOxQgJwrC1qmAAEAQHYoQM6VBS1TgAAAIDsUIOfKgpYpQAAAkB0KkHNlQcsUIAAAyA4FyLmyoGUKEAAAZIcC5FxZ0DIFCAAAskMBcq4saJkCBAAA2aEAOVcWtEwBAgCA7FCAnCsLWqYAAQBAdihAzpUFLVOAAAAgOxQg58qClilAAACQHQqQc2VByxQgAADIDgXIubKgZQoQAABkhwLkXFnQMgUIAACyQwFyrixomQIEAADZSS9A757vdrtvjz+8fzH44ZHtd1Czo2tUFrRMAQIAgOwkF6D7XccXPxx+6MrQbvflr8GTtt9BzY6uUVnQMgUIAACyk1qA9pXnu+7Az1cfT/+zfyg8BrT9Dmp2dI3KgpYpQAAAkJ3UAnTXl513zw+HgB76Yz/9D0O230HNjq5RWdAyBQgAALKz8iLo9y8OnefYhj68OhwVGrL9Dmp2dI3KgpYpQAAAkJ2VBejd8y9/3Refz7/vfroPz4Ftv4OaHV2jsqBlChAAAGRnXQE6XQl0PPV1310RtOeTI2u3DgAAACADawrQ3W7XHfo5F6AHChAAAABUwIoC9OHVrr/5z2UBOrH9KYrZ0TUqC1rmFBgAAGRn9TVAu+8oQDmVBS1TgAAAIDtrvwrj8An4y2uATmy/g5odXaOyoGUKEAAAZGdtATp8DIxPgWVUFrRMAQIAgOwkFqDzLX+6z8Hf9T9wH6AMyoKWKUAAAJCd9DtB92e7urNe3Ak6n7KgZQoQAABkZ913ge2rz+HsF98Flk9Z0DIFCAAAspN8DdBD/23w/Umv4w98G7y9sqBlChAAAGQn/SLo9y8Glaf7ITz+QwEyUBa0TAECAIDsrP0U2Dzb76BmR9eoLGiZAgQAANmhADlXFrRMAQIAgOxQgJwrC1qmAAEAQHYoQM6VBS1TgAAAIDsUIOfKgpYpQAAAkB2dAnSzp4wyBWhLZQoQAABEIFOAbm5WNSAKUC3KFCAAAIhApQDd3KxrQBSgWpQpQAAAEIFIAbq5WdmAKEC1KFOAAAAgAgpQZuV+9IqhddYQChAAALiGApRZuR+9YmidNYQCBAAArqEAZVbuR68YWmcNoQABAIBrRAoQF0HLKFOAAAAgAgpQbuVu9IqhddYQChAAALhGpABxCkxGmQIEAAARUIAyK/ejVwyts4ZQgAAAwDUUoMzK/egVQ+usIRQgAABwDQUos3I/esXQOmsIBQgAAFwjUoC4CFpGmQIEAAARqBQgvgxVRZkCBAAAEagUII4AqShTgAAAIAKRAsQ1QDLKFCAAAIiAApRZuR+9YmidNYQCBAAArslbgNzwWIBKbwkAAACUhyNAmZX70SuG1nkchiNAAADgGpECxEXQMsoUIAAAiIAClFu5G71iaJ01hAIEAACuESlAnAKTUaYAAQBABBSgzMr96BVD66whFCAAAHANBSizcj96xdA6awgFCAAAXEMByqzcj14xtM4aQgECAADXiBQgLoKWUaYAAQBABCoFiC9DVVGmAAEAQAQqBYgjQCrKFCAAAIhApABxDZCMMgUIAAAioABlVu5HrxhaZw2hAAEAgGsoQJmV+9ErhtZZQyhAAADgGgpQ9PhE6QMUoO2UKUAAABCBSAFaeRH0yo+QUYA2VKYAAQBABCoFaFWHWfsRMgrQhsoUIAAAiECmAK04i7X6AiIK0IbKFCAAAIhApwClK1OAalKmAAEAQAQUoKehANWkTAECAIAIKEBPQwGqSZkCBAAAEVCAIuAi6IqUKUAAABABBSgGPgZfjzIFCAAAIqAARcGNEKtRpgABAEAEFCDnyoKWKUAAAJAdCpBzZUHLFCAAAMhOegF693y3233xQ//D+xf7H769eM72O6jZ0TUqC1qmAAEAQHaSC9DdrqdrPV0Z2u2+/DV40vY7qNnRNSoLWqYAAQBAdlIL0ENffe52n3/fHf/5qmtB4TGg7XdQs6OvPhp3fXPJz58VEY6zPL15FCAAAPBMagG6O5adu0P1eeiP/bx7fjojdmL7HdTs6GsPRn7CvegdiAoIv42yPLN5FCAAAPBMYgH68Opw5Ofjoft8dW5DH17tvhs/bfsd1OzoK4/F3uOw7D2oNxfuxj45eG7zKEAAAOCZtZ8COxSgcxu6D8+Bbb+Dmh19+VD0t1wUKUBFv4Pjacuzm0cBAgAAz6wsQN1Bn/cvjqe+7g+Hgw58cmTlxuXncR9eekuu4XvrvG8eAADANCv3XfeHq3/OBeiBAmSK763zvnkAAADTrNt3PRw/BBYWoBPbn6KYHX35ULZTYOOXTPz8meUpsNGrRL0kp8CuPgMAAJpgVQHq+0/NBSj6MuOFysGLpn7+bG3/eRQevY6V5bnNowABAIBn1hSg+77/XLkG6MT2O6jZ0dcejGwYy5TDZpBavcwK0OiFzA56UYAAAKBW0gvQh1enL8Ko+FNgb7PcCPHi3FDiybeY58zz8coLxb4qp8CuPgMAAJoguQDt+8/5my/u+vv/1HgfoCzKFCAKEAAA+Ca1AA37T9V3gs6hTAGiAAEAgG9SC9D98JtPq/4usAzKFCAKEAAA+CaxAO0rz4lDEXrY8W3wQ8JikOEi6Kmh48e3vAj6uvL48bgyRwECAIDcJBagh92oAPWFKDz+o1uA3gYNI/nzZ7P959ovpoRHj8cdVVr4ZagxynHCFCAAAMhO3pv4br+Dmh29ofLU4ZDp58S8zujha7+aPvQ0erZZDQm7zaXy8PHIQ08UIAAAyA4FyLnyVeGbm+td4uLx4pc9DR+f2up1yheD14ylAAEAqEABcq5MAVoIBQgAACKgADlXpgAthAIEAAARUIDMlEd79vFufvkV1NdfZ/jowgI0s3VPb8XTWBagZcp2YylAAABCUICslEe79mA/n/AZ+quvEzxnwUXQc1v35FbEb7XFRdBLla3GvqUAAQAIQQEyUh7t3Cd7SARxjSHy8eT7AMV1lZkB16pX1IsuVjYae4ACBAAgAwXIRvnmZrDzHf2wUHk49uJ1gudNjR9sdszWPWVn6WYPlYdbFPWii5WNxnZQgAAAZKAA2ShvXoDi8FCAlr0oBQgAALaAAmSjTAGiAAEAQEVQgGyUKUAUIAAAqAgKkJHyaNcb7oftL4KOJMNF0BMjYyxH2Vnjee37RQECAJCBAmSlPNr1Bvth84/Bx2L/MfjJsTGWo+ys8by2L1KAAABUoACZKY92veP9sPWNEKMxvxHi5DGWmCNAkXbWeF7ZFylAAAAqUICcK/uyfHMz0YAuflHszearMAAAIAIKkHNlX5YpQAAA0AYUIOfKvixTgAAAoA0oQL6Vy10DFFWAzv+KLEBTwsElUxQgAADIDAXItfLEFcfLhUcvFPeqVy1f9p8ln/yfEg4epwABAEBuKECelSfONy0XHr1Q5Ktet3zZf0aveqF8OfZS+KI8UYAAACAzFCDHyhfnlVKFRy8U+6oTli/7z6ABXSiHI68JXzxOAQIAgNxQgBwruyxAkZtHAQIAAM/kLUCwisdmYPlCeV51xfPNNgjx4STEAAAH7ElEQVQAACAWjgA5VuYIUAIcAQIAgAgoQJ6V1/afDBdBx26e0UXQy91TgAAAIAIKkGvllf3H/mPwY2ZeyOZj8An+KUAAABABBci38rr+Y34jxDFLjwAtvhFiyhEwChAAAERAAXKu7Njy1DU9ZsqzApODDYTnngEAAE1AAXKu7NgyBQgAAKqFAuRc2bFlChAAAFQLBci5smPLFCAAAKgWCpBzZc+Wl18EvVCZi6ABACATFCDnyq4tz9QTG2U+Bg8AAHmgADlX9m15up4YKS+/DQAFCAAAIqAAOVcWtMxXYQAAQHYoQM6VBS1TgAAAIDsUIOfKgpYpQAAAkB0KkHPlLMJGX4WRoBw3lgIEAACZoQA5V84hHPfZqkrfbAoQAABEQAFyrpxBOPLuOpW+2RQgAACIgALkXNleOPb+ypW+2RQgAACIgALkXJkC5Eo463QBAIDtoAA5V6YAuRLOOl0AAGA7KEDOlSlAroSzThcAANgOCpBzZS6CdiWcdboAAMB2UICcK/MxeFfCWacLAABsBwXIuTI3QnQlnHW6AADAdlCAnCsLWqYAAQBAdihAzpUFLVOAAAAgOxQg58qClilAAACQHQqQc2VByxQgAADIDgXIubKgZQoQAABkJ28BsuaTT+SUBS0rvtkAALAxFCDnyoKWFd9sAADYGAqQc2VBy4pvNgAAbAwFyLmyoGXFNxsAADaGAuRcWdCy4psNAAAbQwFyrixoWfHNBgCAjaEAOVcWtKz4ZgMAwMZQgJwrC1pWfLMBAGBj6ipAAAAAAAZQgAAAAEAOChAAAADIQQECAAAAOShAAAAAIAcFCAAAAOSgAAEAAIAcFRWgd893u90XP5RS/raAcC/+5a+bi75/seso8XbfHYS/21j0w6vdiSIRAwCAjamnAN0d90/bF5H7kjvG/Z65QAHqKl8Rz6fq9dW2shQgAAAxqilAD331udt9/v3Gyvsy8F23Y954n9yzb18FCtBDGbNdETn8Z77f/j9zz7vnhYQBAGBbqilAd8dDP3eb75qPyu+elzg0cDgUU6AA3ZU64/dwdHtfpoEd+xcAADRPLQXow6vjX+bFjk28f1GgAO13yP9U4Bqg87u9vfDmV/+MuC/RNgEAoAC1FKAzxQpQkYuR73ZfldB9/+LL/+95mSuAil6B8/5F2f4FAACbUVsBKnaIoL8SaGMOJ4RKFKDTNdCbWz6YfdjrFjoAVejEGwAAbE9tBajQOYq7Ivvk9y/2oiUK0PGK8+2vCN6b/d+lPuzHASAAACUqK0APZY4N9B+S3nyf3F2KXKIAnY6E3G/t+eH4Afgy/50fuAIIAECGugpQof7Tsf05sP5oV5Frj45srv1wqpklTkaVvgIbAAA2pKoCVOzuMB1bHx84noAqW4A2vib5fNKtzJVP3AMRAECGigrQ/g/0ojuorffJ97viNyfevIacO0iJMlLsA4YAALA99RSgMt8JMTgxolOAyt106axc4ghQsbs/AgDA9lRTgEr1n8d7Txf6jHTJKnC3+UUxd6Uuvy5490cAAChANQWo3D16j1c/l7oAu9B9gHrLm0vvlb/9WObNLnwTRgAA2JRaCtDpS8J3Bb4a66HQXQF7ilwEfV/s2qNyb3bJq80BAGBrailAD7tyBahvX+UOQJVQ7iyX+j7SMld9cxcgAAAlailAAAAAAGZQgAAAAEAOChAAAADIQQECAAAAOShAAAAAIAcFCAAAAOSgAAEAAIAcFCAAAACQgwIEAAAAclCAAAAAQA4KEAAAAMhBAQIAAAA5KEAAAAAgBwUIADzxy83f/J/9//zl5j//36efHPcsAIBLKEAA4AkKEABsAgUIADxBAQKATaAAAYAnjgUoDgoQAKRCAQIAT1CAAGATKEAA4AkKEABsAgUIAFzwb3+4ubn5TXgN0H/88/7Rm//0P7qn/Pvf3/xx/5s9/9CPoQABQCoUIABwQF90bm7+5v8dFaB/vTnSPbgvQP/P8Xl98aEAAUAqFCAAcMBfDkd/uv8ZFqB/+0PfcH7pf7svQOen/ebjRwoQAKRDAQKA8uybzh+7f/wyKkDnC4L+0v3jUIB+c/y5OytGAQKAVChAAFCev5yazr7jjArQ8eqfj6Nfdv/6zUcKEACkQwECgOL8xz8fj+ycq1Bfbf71fLVPx7H2fDz/ngIEAKlQgACgOINmM/4U2F/6S57/eH7a8V/HnkQBAoBUKEAAUJxBswk+Bt99OP70Qfj90/5h9DQKEACkQgECgOJMHgE6cPyE/D9wBAgADKEAAUBxpq4BOvNLdy3QqABxDRAArIECBADlOX/efV+FHgtQ2Iv2BehYeI5ViAIEAKlQgACgPP/2h2PVCe8DdPwY/L4K9UeAjhcBcR8gAFgJBQgAHNCf4zr8z7AAnRrP4TKgfzjeCfqP/Y/duTAKEACkQgECAA/85ep3gZ0+BNYXnn0B+i9/GH4wngIEAKlQgADABccv+go/BfZL13d+c3rKH7vPhB0vGKIAAUAyFCAAqIXBp8AAANZBAQKAWqAAAYAZFCAAqAUKEACYQQECgFqgAAGAGRQgAKgFChAAmEEBAoBaoAABgBkUIAAAAJCDAgQAAAByUIAAAABADgoQAAAAyEEBAgAAADkoQAAAACAHBQgAAADkoAABAACAHBQgAAAAkIMCBAAAAHJQgAAAAEAOChAAAADIQQECAAAAOShAAAAAIMf/D020vVoMXiagAAAAAElFTkSuQmCC" alt="" width="1152" />

plot geoms provide multiple plots, here we show some more of importance:

geom_smooth() fits a smoother to the data and displays the smooth and its standard error.
geom_boxplot() produces a box-and-whisker plot to summarise the distribution of a set of points.
geom_histogram() and geom_freqpoly() show the distribution of continuous varibles
geom_bar() shows the distribution of categorical varibales
geom_path() and geom_line() draw lines betweent the data points.

ggplot(mpg,aes(displ,hwy)) + geom_point() + geom_smooth() ## grey bound is point-wise confidence level and can be turn off by geom_smooth(se = FALSE) the wiggliness of the line is controlled by the span parameter, which ranges from 0 (exceedingly wiggly) to 1 (not so wiggly)

p1<-ggplot(mpg, aes(displ, hwy)) + geom_point() + geom_smooth(span = 0.2)

p2<- ggplot(mpg, aes(displ, hwy)) + geom_point() + geom_smooth(span= 1)

multiplot(p1, p2, cols = 2)

aaarticlea/png;base64,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# A important argument to geom_smooth() is the method, which allows you to choose which type of model is used to fit the smooth curve: method = 'loess' (default) for small n; method = 'gam' fits a generalized additive model provided by the mgcv package. use a formula like formula =y ~s(x) or y ~ s(x, bs = 'cs') (for large data) this is what ggplot2 uses when there are more than 1000 points

library(mgcv)

## Loading required package: nlme

## This is mgcv 1.8-15. For overview type 'help("mgcv-package")'.

ggplot(mpg,aes(displ,hwy)) + geom_point() + geom_smooth(method = 'gam', formula = y ~ s(x))

# mthod = 'lm' fits a linear model, giving the line of best fit. method = 'rlm' uses a robust fitting algorithm so that outliers don't affect the fit as much (require MASS package).

ggplot(mpg,aes(displ,hwy)) + geom_point() + geom_smooth(method = 'lm')

boxplot and jittered points when a set of data includes lots of data have the same values, Its plotting will overplot very much, leading to difficult to see the distribution. we can use geom_jitter() and geom_boxplot().

p1<- ggplot(mpg, aes(drv, hwy)) + geom_jitter()

p2<- ggplot(mpg, aes(drv, hwy)) + geom_boxplot()

multiplot(p1,p2,cols = 2)

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" alt="" width="1152" />

Histograms and Frequency Polygons show the distribution of a single numeric variable.

p1<- ggplot(mpg,aes(hwy)) + geom_histogram()

p2<- ggplot(mpg,aes(hwy)) + geom_freqpoly()

multiplot(p1,p2,cols = 2)

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

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" alt="" width="1152" />

##you can control the binwidth  with the argument 'bindwidth'. It is very of importance to experiment with the bin width. the defualt jut splits your data into 30 bins, which is unlikely to be the best choice. You should always try many bin widths and you find need multiple bin witdth to tell the full story of your data. An alternative to the frequency polygon is the density plot, geom_density().

p3 <- ggplot(mpg, aes(hwy)) + geom_freqpoly(binwidth = 2.5)

p4 <- ggplot(mpg, aes(hwy)) + geom_freqpoly(binwidth = 1)

multiplot(p3, p4, cols = 2)

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" alt="" width="1152" />

# To compare the distribution of different subgroups, you can map a categorical varible to either fill ( for geom_histogram()) or color (for geom_freqpoly()).

p5<- ggplot(mpg, aes(displ, color = drv)) + geom_freqpoly(binwidth = 0.5)

p6<- ggplot(mpg, aes(displ, fill = drv)) + geom_histogram(binwidth = 0.5)

p7<- ggplot(mpg, aes(displ, fill = drv)) + geom_histogram(binwidth = 0.5)+ facet_wrap(~drv, ncol = 1)

multiplot(p5, p6, p7,cols = 3)

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" alt="" width="1152" />

The discrete analogue of the histogram is the bar chart, geom_bar(). It’s easy to use:

ggplot(mpg,aes(manufacturer)) +geom_bar()

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" 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Line and path plots are typically used for time series data. Line plots join the points from left to right, while path plots join the order that they appera in the dataset( in other words, a line plot is a path plot of the data sorted by x value)

Modifying the Axes: there are two families of useful helpers let you make the most common modifications. * xlab() and ylab() modify the x- and y-axis labels

p1<- ggplot(mpg,aes(cty,hwy)) + geom_point(alpha = 1/ 3)

p2<- ggplot(mpg,aes(cty,hwy)) + geom_point(alpha = 1/ 3) + xlab('city driving (mpg)')+ylab('highway driving (mpg)')

p3<- ggplot(mpg,aes(cty,hwy)) + geom_point(alpha = 1/ 3) + xlab(NULL) + ylab(NULL) #remove the axis labels with NULL

multiplot(p1,p2,p3,cols = 3)

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" alt="" width="1152" />

xlim() and ylim() modify the limits of axes:

p4<- ggplot(mpg, aes(drv,hwy)) + geom_jitter(width = 0.25)

p5<- ggplot(mpg, aes(drv, hwy)) + geom_jitter(width = 0.25) + xlim('f','r') + ylim(20,30)

p6<- ggplot(mpg, aes(drv, hwy)) + geom_jitter(width = 0.25, na.rm = TRUE) + ylim(NA, 30)

multiplot(p4,p5,p6,cols = 3)

## Warning: Removed 138 rows containing missing values (geom_point).

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" alt="" width="1152" />

Output you can save a plot to a varible and manipulate it, like codes above : p1<-..., p2<- ... save plots to disk with ggsave():ggsave('plot.png',width = 5, height = 5).

qplot() is a quick plots method: qplot(displ, hwy, data = mpg)

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