commit e53f8d21fb2c630afb4428c18dcf5d850b7f843b Author: Vo Van Nghia Date: Fri Apr 1 16:21:28 2022 +0200 tp(pca): add pca diff --git a/tp/pca/r.ipynb b/tp/pca/r.ipynb new file mode 100644 index 0000000..129e251 --- /dev/null +++ b/tp/pca/r.ipynb @@ -0,0 +1,1602 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\"INSA\"/ \n", + "\n", + "\"Wikistat\"/\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# [Scénarios d'Exploration Statistique](https://github.com/wikistat/Exploration)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Initiation to PCA with \"R\"/\n", + "#### Summary\n", + "This is an adaptation of the notebook \n", + "https://github.com/wikistat/Exploration/blob/master/TutosRudim/Cal1-R-SVDtoACP.ipynb\n", + "[Analyse en Composantes Principales](http://wikistat.fr/pdf/st-m-explo-acp.pdf). We do a PCA of a dataset composed of monthly temperature data of 36 French cities, with the R package [`FactoMineR`](http://factominer.free.fr/)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Note\n", + "As you can see, all the R code is given. The focus is on the statistical analysis.\n", + "Answer to the questions marked: **Q**." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PCA of temperature curves\n", + "The dataset is contained in the file `tempR.dat` available on the same repository as the notebook. \n", + "It contains the montly temperature, averaged from 1931 to 1960, of 36 French cities. The first variable is the city name (4 characters), and the 12 next represent a month (source: Mémorial de la Météorologie nationale). \n", + "\n", + "### Elementary exploration" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + " janv fevr mars avri \n", + " Min. :0.400 Min. :1.500 Min. : 5.500 Min. : 8.900 \n", + " 1st Qu.:2.075 1st Qu.:3.125 1st Qu.: 6.875 1st Qu.: 9.675 \n", + " Median :3.450 Median :4.250 Median : 7.700 Median :10.400 \n", + " Mean :3.836 Mean :4.678 Mean : 8.014 Mean :10.772 \n", + " 3rd Qu.:5.525 3rd Qu.:6.000 3rd Qu.: 9.375 3rd Qu.:11.700 \n", + " Max. :8.600 Max. :9.100 Max. :11.300 Max. :13.900 \n", + " mai juin juil aout \n", + " Min. :11.60 Min. :14.40 Min. :15.60 Min. :16.00 \n", + " 1st Qu.:13.30 1st Qu.:16.57 1st Qu.:18.40 1st Qu.:18.12 \n", + " Median :13.90 Median :17.20 Median :19.10 Median :18.75 \n", + " Mean :14.25 Mean :17.61 Mean :19.61 Mean :19.32 \n", + " 3rd Qu.:14.90 3rd Qu.:18.55 3rd Qu.:20.75 3rd Qu.:20.30 \n", + " Max. :17.10 Max. :21.10 Max. :23.80 Max. :23.30 \n", + " sept octo nove dece \n", + " Min. :14.70 Min. : 9.40 Min. : 4.600 Min. :0.500 \n", + " 1st Qu.:15.30 1st Qu.:10.65 1st Qu.: 6.400 1st Qu.:3.100 \n", + " Median :16.15 Median :11.45 Median : 7.150 Median :4.300 \n", + " Mean :16.77 Mean :12.14 Mean : 7.753 Mean :4.683 \n", + " 3rd Qu.:18.35 3rd Qu.:13.43 3rd Qu.: 9.025 3rd Qu.:6.275 \n", + " Max. :20.50 Max. :16.50 Max. :12.600 Max. :9.700 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A data.frame: 6 × 12
janvfevrmarsavrimaijuinjuilaoutseptoctonovedece
<dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl>
ajac7.78.710.512.615.919.822.022.220.316.311.88.7
ange4.24.9 7.910.413.617.018.718.416.111.7 7.64.9
ango4.65.4 8.911.314.517.219.519.416.912.5 8.15.3
besa1.12.2 6.4 9.713.616.918.718.315.510.4 5.72.0
biar7.68.010.812.014.717.819.719.918.514.810.98.2
bord5.66.610.312.815.819.320.921.018.613.8 9.16.2
\n" + ], + "text/latex": [ + "A data.frame: 6 × 12\n", + "\\begin{tabular}{r|llllllllllll}\n", + " & janv & fevr & mars & avri & mai & juin & juil & aout & sept & octo & nove & dece\\\\\n", + " & & & & & & & & & & & & \\\\\n", + "\\hline\n", + "\tajac & 7.7 & 8.7 & 10.5 & 12.6 & 15.9 & 19.8 & 22.0 & 22.2 & 20.3 & 16.3 & 11.8 & 8.7\\\\\n", + "\tange & 4.2 & 4.9 & 7.9 & 10.4 & 13.6 & 17.0 & 18.7 & 18.4 & 16.1 & 11.7 & 7.6 & 4.9\\\\\n", + "\tango & 4.6 & 5.4 & 8.9 & 11.3 & 14.5 & 17.2 & 19.5 & 19.4 & 16.9 & 12.5 & 8.1 & 5.3\\\\\n", + "\tbesa & 1.1 & 2.2 & 6.4 & 9.7 & 13.6 & 16.9 & 18.7 & 18.3 & 15.5 & 10.4 & 5.7 & 2.0\\\\\n", + "\tbiar & 7.6 & 8.0 & 10.8 & 12.0 & 14.7 & 17.8 & 19.7 & 19.9 & 18.5 & 14.8 & 10.9 & 8.2\\\\\n", + "\tbord & 5.6 & 6.6 & 10.3 & 12.8 & 15.8 & 19.3 & 20.9 & 21.0 & 18.6 & 13.8 & 9.1 & 6.2\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A data.frame: 6 × 12\n", + "\n", + "| | janv <dbl> | fevr <dbl> | mars <dbl> | avri <dbl> | mai <dbl> | juin <dbl> | juil <dbl> | aout <dbl> | sept <dbl> | octo <dbl> | nove <dbl> | dece <dbl> |\n", + "|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", + "| ajac | 7.7 | 8.7 | 10.5 | 12.6 | 15.9 | 19.8 | 22.0 | 22.2 | 20.3 | 16.3 | 11.8 | 8.7 |\n", + "| ange | 4.2 | 4.9 | 7.9 | 10.4 | 13.6 | 17.0 | 18.7 | 18.4 | 16.1 | 11.7 | 7.6 | 4.9 |\n", + "| ango | 4.6 | 5.4 | 8.9 | 11.3 | 14.5 | 17.2 | 19.5 | 19.4 | 16.9 | 12.5 | 8.1 | 5.3 |\n", + "| besa | 1.1 | 2.2 | 6.4 | 9.7 | 13.6 | 16.9 | 18.7 | 18.3 | 15.5 | 10.4 | 5.7 | 2.0 |\n", + "| biar | 7.6 | 8.0 | 10.8 | 12.0 | 14.7 | 17.8 | 19.7 | 19.9 | 18.5 | 14.8 | 10.9 | 8.2 |\n", + "| bord | 5.6 | 6.6 | 10.3 | 12.8 | 15.8 | 19.3 | 20.9 | 21.0 | 18.6 | 13.8 | 9.1 | 6.2 |\n", + "\n" + ], + "text/plain": [ + " janv fevr mars avri mai juin juil aout sept octo nove dece\n", + "ajac 7.7 8.7 10.5 12.6 15.9 19.8 22.0 22.2 20.3 16.3 11.8 8.7 \n", + "ange 4.2 4.9 7.9 10.4 13.6 17.0 18.7 18.4 16.1 11.7 7.6 4.9 \n", + "ango 4.6 5.4 8.9 11.3 14.5 17.2 19.5 19.4 16.9 12.5 8.1 5.3 \n", + "besa 1.1 2.2 6.4 9.7 13.6 16.9 18.7 18.3 15.5 10.4 5.7 2.0 \n", + "biar 7.6 8.0 10.8 12.0 14.7 17.8 19.7 19.9 18.5 14.8 10.9 8.2 \n", + "bord 5.6 6.6 10.3 12.8 15.8 19.3 20.9 21.0 18.6 13.8 9.1 6.2 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# data loading\n", + "temp <- read.table(\"tempR.dat\")\n", + "# verifications and elementary statistics\n", + "summary(temp)\n", + "head(temp)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 360, + "width": 480 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot\n", + "options(repr.plot.width = 8, repr.plot.height = 6)\n", + "matplot(t(temp), type = \"l\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 360, + "width": 480 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplots\n", + "boxplot(temp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Q** What can you say about the distributions (position, dispersion, symmetry)?\n", + "\n", + "**Q** Consequence for PCA: should we scale the data before doing a PCA? " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A matrix: 12 × 12 of type dbl
janvfevrmarsavrimaijuinjuilaoutseptoctonovedece
janv1.00000000.98853600.91991170.78250970.59957950.56632800.53989000.62968710.79078210.92764280.97533710.9948352
fevr0.98853601.00000000.96189490.85613020.69822840.66876480.64600140.72752810.86623040.96764840.99059850.9850215
mars0.91991170.96189491.00000000.94627470.82801430.80426270.78107100.84464930.93700590.97162710.95745330.9154278
avri0.78250970.85613020.94627471.00000000.96138050.94381640.92530980.95665920.97809870.92921990.87150250.7871887
mai0.59957950.69822840.82801430.96138051.00000000.99051240.98308840.98414280.94561480.82679310.73328660.6120187
juin0.56632800.66876480.80426270.94381640.99051241.00000000.99173330.98630380.93500570.80370350.70435450.5790681
juil0.53989000.64600140.78107100.92530980.98308840.99173331.00000000.99012520.93086170.79348650.68473570.5520168
aout0.62968710.72752810.84464930.95665920.98414280.98630380.99012521.00000000.96903720.85969670.76193110.6406010
sept0.79078210.86623040.93700590.97809870.94561480.93500570.93086170.96903721.00000000.95665520.89118150.7968598
octo0.92764280.96764840.97162710.92921990.82679310.80370350.79348650.85969670.95665521.00000000.98053470.9301548
nove0.97533710.99059850.95745330.87150250.73328660.70435450.68473570.76193110.89118150.98053471.00000000.9801163
dece0.99483520.98502150.91542780.78718870.61201870.57906810.55201680.64060100.79685980.93015480.98011631.0000000
\n" + ], + "text/latex": [ + "A matrix: 12 × 12 of type dbl\n", + "\\begin{tabular}{r|llllllllllll}\n", + " & janv & fevr & mars & avri & mai & juin & juil & aout & sept & octo & nove & dece\\\\\n", + "\\hline\n", + "\tjanv & 1.0000000 & 0.9885360 & 0.9199117 & 0.7825097 & 0.5995795 & 0.5663280 & 0.5398900 & 0.6296871 & 0.7907821 & 0.9276428 & 0.9753371 & 0.9948352\\\\\n", + "\tfevr & 0.9885360 & 1.0000000 & 0.9618949 & 0.8561302 & 0.6982284 & 0.6687648 & 0.6460014 & 0.7275281 & 0.8662304 & 0.9676484 & 0.9905985 & 0.9850215\\\\\n", + "\tmars & 0.9199117 & 0.9618949 & 1.0000000 & 0.9462747 & 0.8280143 & 0.8042627 & 0.7810710 & 0.8446493 & 0.9370059 & 0.9716271 & 0.9574533 & 0.9154278\\\\\n", + "\tavri & 0.7825097 & 0.8561302 & 0.9462747 & 1.0000000 & 0.9613805 & 0.9438164 & 0.9253098 & 0.9566592 & 0.9780987 & 0.9292199 & 0.8715025 & 0.7871887\\\\\n", + "\tmai & 0.5995795 & 0.6982284 & 0.8280143 & 0.9613805 & 1.0000000 & 0.9905124 & 0.9830884 & 0.9841428 & 0.9456148 & 0.8267931 & 0.7332866 & 0.6120187\\\\\n", + "\tjuin & 0.5663280 & 0.6687648 & 0.8042627 & 0.9438164 & 0.9905124 & 1.0000000 & 0.9917333 & 0.9863038 & 0.9350057 & 0.8037035 & 0.7043545 & 0.5790681\\\\\n", + "\tjuil & 0.5398900 & 0.6460014 & 0.7810710 & 0.9253098 & 0.9830884 & 0.9917333 & 1.0000000 & 0.9901252 & 0.9308617 & 0.7934865 & 0.6847357 & 0.5520168\\\\\n", + "\taout & 0.6296871 & 0.7275281 & 0.8446493 & 0.9566592 & 0.9841428 & 0.9863038 & 0.9901252 & 1.0000000 & 0.9690372 & 0.8596967 & 0.7619311 & 0.6406010\\\\\n", + "\tsept & 0.7907821 & 0.8662304 & 0.9370059 & 0.9780987 & 0.9456148 & 0.9350057 & 0.9308617 & 0.9690372 & 1.0000000 & 0.9566552 & 0.8911815 & 0.7968598\\\\\n", + "\tocto & 0.9276428 & 0.9676484 & 0.9716271 & 0.9292199 & 0.8267931 & 0.8037035 & 0.7934865 & 0.8596967 & 0.9566552 & 1.0000000 & 0.9805347 & 0.9301548\\\\\n", + "\tnove & 0.9753371 & 0.9905985 & 0.9574533 & 0.8715025 & 0.7332866 & 0.7043545 & 0.6847357 & 0.7619311 & 0.8911815 & 0.9805347 & 1.0000000 & 0.9801163\\\\\n", + "\tdece & 0.9948352 & 0.9850215 & 0.9154278 & 0.7871887 & 0.6120187 & 0.5790681 & 0.5520168 & 0.6406010 & 0.7968598 & 0.9301548 & 0.9801163 & 1.0000000\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A matrix: 12 × 12 of type dbl\n", + "\n", + "| | janv | fevr | mars | avri | mai | juin | juil | aout | sept | octo | nove | dece |\n", + "|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", + "| janv | 1.0000000 | 0.9885360 | 0.9199117 | 0.7825097 | 0.5995795 | 0.5663280 | 0.5398900 | 0.6296871 | 0.7907821 | 0.9276428 | 0.9753371 | 0.9948352 |\n", + "| fevr | 0.9885360 | 1.0000000 | 0.9618949 | 0.8561302 | 0.6982284 | 0.6687648 | 0.6460014 | 0.7275281 | 0.8662304 | 0.9676484 | 0.9905985 | 0.9850215 |\n", + "| mars | 0.9199117 | 0.9618949 | 1.0000000 | 0.9462747 | 0.8280143 | 0.8042627 | 0.7810710 | 0.8446493 | 0.9370059 | 0.9716271 | 0.9574533 | 0.9154278 |\n", + "| avri | 0.7825097 | 0.8561302 | 0.9462747 | 1.0000000 | 0.9613805 | 0.9438164 | 0.9253098 | 0.9566592 | 0.9780987 | 0.9292199 | 0.8715025 | 0.7871887 |\n", + "| mai | 0.5995795 | 0.6982284 | 0.8280143 | 0.9613805 | 1.0000000 | 0.9905124 | 0.9830884 | 0.9841428 | 0.9456148 | 0.8267931 | 0.7332866 | 0.6120187 |\n", + "| juin | 0.5663280 | 0.6687648 | 0.8042627 | 0.9438164 | 0.9905124 | 1.0000000 | 0.9917333 | 0.9863038 | 0.9350057 | 0.8037035 | 0.7043545 | 0.5790681 |\n", + "| juil | 0.5398900 | 0.6460014 | 0.7810710 | 0.9253098 | 0.9830884 | 0.9917333 | 1.0000000 | 0.9901252 | 0.9308617 | 0.7934865 | 0.6847357 | 0.5520168 |\n", + "| aout | 0.6296871 | 0.7275281 | 0.8446493 | 0.9566592 | 0.9841428 | 0.9863038 | 0.9901252 | 1.0000000 | 0.9690372 | 0.8596967 | 0.7619311 | 0.6406010 |\n", + "| sept | 0.7907821 | 0.8662304 | 0.9370059 | 0.9780987 | 0.9456148 | 0.9350057 | 0.9308617 | 0.9690372 | 1.0000000 | 0.9566552 | 0.8911815 | 0.7968598 |\n", + "| octo | 0.9276428 | 0.9676484 | 0.9716271 | 0.9292199 | 0.8267931 | 0.8037035 | 0.7934865 | 0.8596967 | 0.9566552 | 1.0000000 | 0.9805347 | 0.9301548 |\n", + "| nove | 0.9753371 | 0.9905985 | 0.9574533 | 0.8715025 | 0.7332866 | 0.7043545 | 0.6847357 | 0.7619311 | 0.8911815 | 0.9805347 | 1.0000000 | 0.9801163 |\n", + "| dece | 0.9948352 | 0.9850215 | 0.9154278 | 0.7871887 | 0.6120187 | 0.5790681 | 0.5520168 | 0.6406010 | 0.7968598 | 0.9301548 | 0.9801163 | 1.0000000 |\n", + "\n" + ], + "text/plain": [ + " janv fevr mars avri mai juin juil \n", + "janv 1.0000000 0.9885360 0.9199117 0.7825097 0.5995795 0.5663280 0.5398900\n", + "fevr 0.9885360 1.0000000 0.9618949 0.8561302 0.6982284 0.6687648 0.6460014\n", + "mars 0.9199117 0.9618949 1.0000000 0.9462747 0.8280143 0.8042627 0.7810710\n", + "avri 0.7825097 0.8561302 0.9462747 1.0000000 0.9613805 0.9438164 0.9253098\n", + "mai 0.5995795 0.6982284 0.8280143 0.9613805 1.0000000 0.9905124 0.9830884\n", + "juin 0.5663280 0.6687648 0.8042627 0.9438164 0.9905124 1.0000000 0.9917333\n", + "juil 0.5398900 0.6460014 0.7810710 0.9253098 0.9830884 0.9917333 1.0000000\n", + "aout 0.6296871 0.7275281 0.8446493 0.9566592 0.9841428 0.9863038 0.9901252\n", + "sept 0.7907821 0.8662304 0.9370059 0.9780987 0.9456148 0.9350057 0.9308617\n", + "octo 0.9276428 0.9676484 0.9716271 0.9292199 0.8267931 0.8037035 0.7934865\n", + "nove 0.9753371 0.9905985 0.9574533 0.8715025 0.7332866 0.7043545 0.6847357\n", + "dece 0.9948352 0.9850215 0.9154278 0.7871887 0.6120187 0.5790681 0.5520168\n", + " aout sept octo nove dece \n", + "janv 0.6296871 0.7907821 0.9276428 0.9753371 0.9948352\n", + "fevr 0.7275281 0.8662304 0.9676484 0.9905985 0.9850215\n", + "mars 0.8446493 0.9370059 0.9716271 0.9574533 0.9154278\n", + "avri 0.9566592 0.9780987 0.9292199 0.8715025 0.7871887\n", + "mai 0.9841428 0.9456148 0.8267931 0.7332866 0.6120187\n", + "juin 0.9863038 0.9350057 0.8037035 0.7043545 0.5790681\n", + "juil 0.9901252 0.9308617 0.7934865 0.6847357 0.5520168\n", + "aout 1.0000000 0.9690372 0.8596967 0.7619311 0.6406010\n", + "sept 0.9690372 1.0000000 0.9566552 0.8911815 0.7968598\n", + "octo 0.8596967 0.9566552 1.0000000 0.9805347 0.9301548\n", + "nove 0.7619311 0.8911815 0.9805347 1.0000000 0.9801163\n", + "dece 0.6406010 0.7968598 0.9301548 0.9801163 1.0000000" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Correlations\n", + "cor(temp)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 360, + "width": 480 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "plot(temp$janv, temp$fevr)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 360, + "width": 480 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "plot(temp$janv, temp$juin)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 480, + "width": 480 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "options(repr.plot.width=8, repr.plot.height=8)\n", + "pairs(temp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Q** Comment this correlation structure. Consequence for dimension reduction?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PCA with the R package FactoMineR" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "FactoMineR has many nice functionalities for PCA. \n", + "Mind however that it also gives statistical results, such as *p*-values of statistical tests or confidence ellipsoids, that should be used with care. Indeed, they are based on an implicit assumption of a Gaussian probabilistic model, which may not be verified. We do not use them here." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "Plot with title “Percentage of inertia”" + ] + }, + "metadata": { + "image/png": { + "height": 300, + "width": 720 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "library(FactoMineR)\n", + "# PCA with FactoMineR\n", + "acp <- PCA(temp, scale.unit = FALSE, ncp = 12, graph = F)\n", + "options(repr.plot.width = 12, repr.plot.height = 5)\n", + "# barplot of the inertias and percentage of inertia associated to each principal component\n", + "par(mfrow = c(1, 2))\n", + "barplot(acp$eig[, 1], main = \"Inertia\")\n", + "barplot(acp$eig[, 2], ylim = c(0, 100), main = \"Percentage of inertia\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 300, + "width": 720 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of individual coordinates on the principal axes (the \"principal components\")\n", + "boxplot(acp$ind$coord)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Q** Recall the interpretation of inertia in terms of variance. Then, what is the link between the two graphs above?\n", + "\n", + "**Q** How many axes should we keep? Justify. \n", + "\n", + "Let us now interpret the eigenvectors defining the principal axis." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A matrix: 12 × 12 of type dbl
0.3290390-0.38986775 0.10323897 0.11374053-0.33464352 0.41991694-0.03799135 0.009415908 0.62535894-0.11694515 0.122293972 0.08116012
0.3299792-0.25894200 0.10959282-0.15238814-0.27337760 0.32017142-0.19713748-0.049425046-0.69936159-0.19956697-0.201528803 0.02704669
0.2721243-0.04848174 0.59022791-0.48366714-0.04750694-0.49563511-0.01089671 0.130640789 0.06917833 0.04396375 0.190984072 0.18167230
0.2256422 0.13867035 0.44728993 0.05998080 0.27674747 0.22509261 0.22309526 0.043999772 0.09202144 0.21587666-0.461667062-0.52822313
0.1974986 0.27588497 0.20578891 0.24038615 0.50341800 0.34952061 0.08945594 0.218043649-0.13289208-0.20290680 0.348433172 0.41637763
0.2348523 0.36424678 0.16208373 0.33757691-0.07842201-0.12231944-0.53922766-0.567678523 0.05250208 0.16600367-0.006849728 0.08626309
0.2689712 0.44841122-0.15360404 0.16440263-0.46341761-0.05408440-0.05973196 0.580726492-0.06995707 0.13928870 0.187648416-0.24074892
0.2785683 0.35613931-0.20142509-0.09465157-0.19793622-0.09896692 0.47519898-0.162318588 0.11321803-0.22947791-0.464575633 0.40446254
0.2987661 0.17265811-0.25584707-0.35335024 0.15149284 0.03175098 0.08686552-0.343440365 0.04041565-0.37510673 0.405869703-0.48382859
0.3250880-0.06102674-0.38928745-0.35530687 0.22709208 0.18798525-0.06478268-0.003571616 0.01243962 0.69502764 0.017313072 0.19536915
0.3264980-0.20870484-0.27465522 0.11877488 0.38224123-0.33881714-0.40791482 0.318960811 0.13525372-0.31694270-0.333156739-0.03902356
0.3350069-0.38155390-0.06057605 0.50336040 0.01699288-0.35192225 0.45112694-0.159288888-0.21989806 0.18152224 0.215175561-0.06718135
\n" + ], + "text/latex": [ + "A matrix: 12 × 12 of type dbl\n", + "\\begin{tabular}{llllllllllll}\n", + "\t 0.3290390 & -0.38986775 & 0.10323897 & 0.11374053 & -0.33464352 & 0.41991694 & -0.03799135 & 0.009415908 & 0.62535894 & -0.11694515 & 0.122293972 & 0.08116012\\\\\n", + "\t 0.3299792 & -0.25894200 & 0.10959282 & -0.15238814 & -0.27337760 & 0.32017142 & -0.19713748 & -0.049425046 & -0.69936159 & -0.19956697 & -0.201528803 & 0.02704669\\\\\n", + "\t 0.2721243 & -0.04848174 & 0.59022791 & -0.48366714 & -0.04750694 & -0.49563511 & -0.01089671 & 0.130640789 & 0.06917833 & 0.04396375 & 0.190984072 & 0.18167230\\\\\n", + "\t 0.2256422 & 0.13867035 & 0.44728993 & 0.05998080 & 0.27674747 & 0.22509261 & 0.22309526 & 0.043999772 & 0.09202144 & 0.21587666 & -0.461667062 & -0.52822313\\\\\n", + "\t 0.1974986 & 0.27588497 & 0.20578891 & 0.24038615 & 0.50341800 & 0.34952061 & 0.08945594 & 0.218043649 & -0.13289208 & -0.20290680 & 0.348433172 & 0.41637763\\\\\n", + "\t 0.2348523 & 0.36424678 & 0.16208373 & 0.33757691 & -0.07842201 & -0.12231944 & -0.53922766 & -0.567678523 & 0.05250208 & 0.16600367 & -0.006849728 & 0.08626309\\\\\n", + "\t 0.2689712 & 0.44841122 & -0.15360404 & 0.16440263 & -0.46341761 & -0.05408440 & -0.05973196 & 0.580726492 & -0.06995707 & 0.13928870 & 0.187648416 & -0.24074892\\\\\n", + "\t 0.2785683 & 0.35613931 & -0.20142509 & -0.09465157 & -0.19793622 & -0.09896692 & 0.47519898 & -0.162318588 & 0.11321803 & -0.22947791 & -0.464575633 & 0.40446254\\\\\n", + "\t 0.2987661 & 0.17265811 & -0.25584707 & -0.35335024 & 0.15149284 & 0.03175098 & 0.08686552 & -0.343440365 & 0.04041565 & -0.37510673 & 0.405869703 & -0.48382859\\\\\n", + "\t 0.3250880 & -0.06102674 & -0.38928745 & -0.35530687 & 0.22709208 & 0.18798525 & -0.06478268 & -0.003571616 & 0.01243962 & 0.69502764 & 0.017313072 & 0.19536915\\\\\n", + "\t 0.3264980 & -0.20870484 & -0.27465522 & 0.11877488 & 0.38224123 & -0.33881714 & -0.40791482 & 0.318960811 & 0.13525372 & -0.31694270 & -0.333156739 & -0.03902356\\\\\n", + "\t 0.3350069 & -0.38155390 & -0.06057605 & 0.50336040 & 0.01699288 & -0.35192225 & 0.45112694 & -0.159288888 & -0.21989806 & 0.18152224 & 0.215175561 & -0.06718135\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A matrix: 12 × 12 of type dbl\n", + "\n", + "| 0.3290390 | -0.38986775 | 0.10323897 | 0.11374053 | -0.33464352 | 0.41991694 | -0.03799135 | 0.009415908 | 0.62535894 | -0.11694515 | 0.122293972 | 0.08116012 |\n", + "| 0.3299792 | -0.25894200 | 0.10959282 | -0.15238814 | -0.27337760 | 0.32017142 | -0.19713748 | -0.049425046 | -0.69936159 | -0.19956697 | -0.201528803 | 0.02704669 |\n", + "| 0.2721243 | -0.04848174 | 0.59022791 | -0.48366714 | -0.04750694 | -0.49563511 | -0.01089671 | 0.130640789 | 0.06917833 | 0.04396375 | 0.190984072 | 0.18167230 |\n", + "| 0.2256422 | 0.13867035 | 0.44728993 | 0.05998080 | 0.27674747 | 0.22509261 | 0.22309526 | 0.043999772 | 0.09202144 | 0.21587666 | -0.461667062 | -0.52822313 |\n", + "| 0.1974986 | 0.27588497 | 0.20578891 | 0.24038615 | 0.50341800 | 0.34952061 | 0.08945594 | 0.218043649 | -0.13289208 | -0.20290680 | 0.348433172 | 0.41637763 |\n", + "| 0.2348523 | 0.36424678 | 0.16208373 | 0.33757691 | -0.07842201 | -0.12231944 | -0.53922766 | -0.567678523 | 0.05250208 | 0.16600367 | -0.006849728 | 0.08626309 |\n", + "| 0.2689712 | 0.44841122 | -0.15360404 | 0.16440263 | -0.46341761 | -0.05408440 | -0.05973196 | 0.580726492 | -0.06995707 | 0.13928870 | 0.187648416 | -0.24074892 |\n", + "| 0.2785683 | 0.35613931 | -0.20142509 | -0.09465157 | -0.19793622 | -0.09896692 | 0.47519898 | -0.162318588 | 0.11321803 | -0.22947791 | -0.464575633 | 0.40446254 |\n", + "| 0.2987661 | 0.17265811 | -0.25584707 | -0.35335024 | 0.15149284 | 0.03175098 | 0.08686552 | -0.343440365 | 0.04041565 | -0.37510673 | 0.405869703 | -0.48382859 |\n", + "| 0.3250880 | -0.06102674 | -0.38928745 | -0.35530687 | 0.22709208 | 0.18798525 | -0.06478268 | -0.003571616 | 0.01243962 | 0.69502764 | 0.017313072 | 0.19536915 |\n", + "| 0.3264980 | -0.20870484 | -0.27465522 | 0.11877488 | 0.38224123 | -0.33881714 | -0.40791482 | 0.318960811 | 0.13525372 | -0.31694270 | -0.333156739 | -0.03902356 |\n", + "| 0.3350069 | -0.38155390 | -0.06057605 | 0.50336040 | 0.01699288 | -0.35192225 | 0.45112694 | -0.159288888 | -0.21989806 | 0.18152224 | 0.215175561 | -0.06718135 |\n", + "\n" + ], + "text/plain": [ + " [,1] [,2] [,3] [,4] [,5] [,6] \n", + " [1,] 0.3290390 -0.38986775 0.10323897 0.11374053 -0.33464352 0.41991694\n", + " [2,] 0.3299792 -0.25894200 0.10959282 -0.15238814 -0.27337760 0.32017142\n", + " [3,] 0.2721243 -0.04848174 0.59022791 -0.48366714 -0.04750694 -0.49563511\n", + " [4,] 0.2256422 0.13867035 0.44728993 0.05998080 0.27674747 0.22509261\n", + " [5,] 0.1974986 0.27588497 0.20578891 0.24038615 0.50341800 0.34952061\n", + " [6,] 0.2348523 0.36424678 0.16208373 0.33757691 -0.07842201 -0.12231944\n", + " [7,] 0.2689712 0.44841122 -0.15360404 0.16440263 -0.46341761 -0.05408440\n", + " [8,] 0.2785683 0.35613931 -0.20142509 -0.09465157 -0.19793622 -0.09896692\n", + " [9,] 0.2987661 0.17265811 -0.25584707 -0.35335024 0.15149284 0.03175098\n", + "[10,] 0.3250880 -0.06102674 -0.38928745 -0.35530687 0.22709208 0.18798525\n", + "[11,] 0.3264980 -0.20870484 -0.27465522 0.11877488 0.38224123 -0.33881714\n", + "[12,] 0.3350069 -0.38155390 -0.06057605 0.50336040 0.01699288 -0.35192225\n", + " [,7] [,8] [,9] [,10] [,11] [,12] \n", + " [1,] -0.03799135 0.009415908 0.62535894 -0.11694515 0.122293972 0.08116012\n", + " [2,] -0.19713748 -0.049425046 -0.69936159 -0.19956697 -0.201528803 0.02704669\n", + " [3,] -0.01089671 0.130640789 0.06917833 0.04396375 0.190984072 0.18167230\n", + " [4,] 0.22309526 0.043999772 0.09202144 0.21587666 -0.461667062 -0.52822313\n", + " [5,] 0.08945594 0.218043649 -0.13289208 -0.20290680 0.348433172 0.41637763\n", + " [6,] -0.53922766 -0.567678523 0.05250208 0.16600367 -0.006849728 0.08626309\n", + " [7,] -0.05973196 0.580726492 -0.06995707 0.13928870 0.187648416 -0.24074892\n", + " [8,] 0.47519898 -0.162318588 0.11321803 -0.22947791 -0.464575633 0.40446254\n", + " [9,] 0.08686552 -0.343440365 0.04041565 -0.37510673 0.405869703 -0.48382859\n", + "[10,] -0.06478268 -0.003571616 0.01243962 0.69502764 0.017313072 0.19536915\n", + "[11,] -0.40791482 0.318960811 0.13525372 -0.31694270 -0.333156739 -0.03902356\n", + "[12,] 0.45112694 -0.159288888 -0.21989806 0.18152224 0.215175561 -0.06718135" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A matrix: 12 × 12 of type dbl
1.000000e+00-2.376712e-17-4.532215e-17 7.709391e-18-2.544861e-17 4.497989e-17-6.943038e-18-7.856338e-18 4.726281e-17 2.437621e-17-6.790075e-17 1.990144e-17
-2.376712e-17 1.000000e+00-3.608357e-16 8.285730e-17 7.161377e-17 9.022418e-17 3.119875e-17-1.446241e-18-2.471442e-16-3.232146e-17-1.547566e-16-8.320200e-17
-4.532215e-17-3.608357e-16 1.000000e+00 5.634661e-16 2.059806e-16 2.840875e-16-8.606243e-18-6.143648e-17-4.660828e-16 2.182021e-16-4.225198e-16-2.125050e-16
7.709391e-18 8.285730e-17 5.634661e-16 1.000000e+00 4.226177e-17 2.411129e-17 1.794414e-16 1.749805e-16-8.462036e-19 5.707031e-17-4.641950e-17-1.477435e-16
-2.544861e-17 7.161377e-17 2.059806e-16 4.226177e-17 1.000000e+00-6.312528e-18 9.834252e-17-2.776319e-17 4.508926e-17-1.209551e-16-8.130136e-17 1.640353e-17
4.497989e-17 9.022418e-17 2.840875e-16 2.411129e-17-6.312528e-18 1.000000e+00-2.100893e-17-2.455649e-16 1.915513e-16 5.788254e-17-1.131384e-16-6.408786e-17
-6.943038e-18 3.119875e-17-8.606243e-18 1.794414e-16 9.834252e-17-2.100893e-17 1.000000e+00-1.247482e-16-9.546826e-17 1.924728e-16-3.674620e-16 3.341314e-16
-7.856338e-18-1.446241e-18-6.143648e-17 1.749805e-16-2.776319e-17-2.455649e-16-1.247482e-16 1.000000e+00-1.479527e-16-1.293313e-17 2.238509e-16 8.616760e-18
4.726281e-17-2.471442e-16-4.660828e-16-8.462036e-19 4.508926e-17 1.915513e-16-9.546826e-17-1.479527e-16 1.000000e+00-4.866700e-17-2.091644e-16-7.143117e-17
2.437621e-17-3.232146e-17 2.182021e-16 5.707031e-17-1.209551e-16 5.788254e-17 1.924728e-16-1.293313e-17-4.866700e-17 1.000000e+00-3.229331e-16 4.540073e-17
-6.790075e-17-1.547566e-16-4.225198e-16-4.641950e-17-8.130136e-17-1.131384e-16-3.674620e-16 2.238509e-16-2.091644e-16-3.229331e-16 1.000000e+00 3.961530e-16
1.990144e-17-8.320200e-17-2.125050e-16-1.477435e-16 1.640353e-17-6.408786e-17 3.341314e-16 8.616760e-18-7.143117e-17 4.540073e-17 3.961530e-16 1.000000e+00
\n" + ], + "text/latex": [ + "A matrix: 12 × 12 of type dbl\n", + "\\begin{tabular}{llllllllllll}\n", + "\t 1.000000e+00 & -2.376712e-17 & -4.532215e-17 & 7.709391e-18 & -2.544861e-17 & 4.497989e-17 & -6.943038e-18 & -7.856338e-18 & 4.726281e-17 & 2.437621e-17 & -6.790075e-17 & 1.990144e-17\\\\\n", + "\t -2.376712e-17 & 1.000000e+00 & -3.608357e-16 & 8.285730e-17 & 7.161377e-17 & 9.022418e-17 & 3.119875e-17 & -1.446241e-18 & -2.471442e-16 & -3.232146e-17 & -1.547566e-16 & -8.320200e-17\\\\\n", + "\t -4.532215e-17 & -3.608357e-16 & 1.000000e+00 & 5.634661e-16 & 2.059806e-16 & 2.840875e-16 & -8.606243e-18 & -6.143648e-17 & -4.660828e-16 & 2.182021e-16 & -4.225198e-16 & -2.125050e-16\\\\\n", + "\t 7.709391e-18 & 8.285730e-17 & 5.634661e-16 & 1.000000e+00 & 4.226177e-17 & 2.411129e-17 & 1.794414e-16 & 1.749805e-16 & -8.462036e-19 & 5.707031e-17 & -4.641950e-17 & -1.477435e-16\\\\\n", + "\t -2.544861e-17 & 7.161377e-17 & 2.059806e-16 & 4.226177e-17 & 1.000000e+00 & -6.312528e-18 & 9.834252e-17 & -2.776319e-17 & 4.508926e-17 & -1.209551e-16 & -8.130136e-17 & 1.640353e-17\\\\\n", + "\t 4.497989e-17 & 9.022418e-17 & 2.840875e-16 & 2.411129e-17 & -6.312528e-18 & 1.000000e+00 & -2.100893e-17 & -2.455649e-16 & 1.915513e-16 & 5.788254e-17 & -1.131384e-16 & -6.408786e-17\\\\\n", + "\t -6.943038e-18 & 3.119875e-17 & -8.606243e-18 & 1.794414e-16 & 9.834252e-17 & -2.100893e-17 & 1.000000e+00 & -1.247482e-16 & -9.546826e-17 & 1.924728e-16 & -3.674620e-16 & 3.341314e-16\\\\\n", + "\t -7.856338e-18 & -1.446241e-18 & -6.143648e-17 & 1.749805e-16 & -2.776319e-17 & -2.455649e-16 & -1.247482e-16 & 1.000000e+00 & -1.479527e-16 & -1.293313e-17 & 2.238509e-16 & 8.616760e-18\\\\\n", + "\t 4.726281e-17 & -2.471442e-16 & -4.660828e-16 & -8.462036e-19 & 4.508926e-17 & 1.915513e-16 & -9.546826e-17 & -1.479527e-16 & 1.000000e+00 & -4.866700e-17 & -2.091644e-16 & -7.143117e-17\\\\\n", + "\t 2.437621e-17 & -3.232146e-17 & 2.182021e-16 & 5.707031e-17 & -1.209551e-16 & 5.788254e-17 & 1.924728e-16 & -1.293313e-17 & -4.866700e-17 & 1.000000e+00 & -3.229331e-16 & 4.540073e-17\\\\\n", + "\t -6.790075e-17 & -1.547566e-16 & -4.225198e-16 & -4.641950e-17 & -8.130136e-17 & -1.131384e-16 & -3.674620e-16 & 2.238509e-16 & -2.091644e-16 & -3.229331e-16 & 1.000000e+00 & 3.961530e-16\\\\\n", + "\t 1.990144e-17 & -8.320200e-17 & -2.125050e-16 & -1.477435e-16 & 1.640353e-17 & -6.408786e-17 & 3.341314e-16 & 8.616760e-18 & -7.143117e-17 & 4.540073e-17 & 3.961530e-16 & 1.000000e+00\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A matrix: 12 × 12 of type dbl\n", + "\n", + "| 1.000000e+00 | -2.376712e-17 | -4.532215e-17 | 7.709391e-18 | -2.544861e-17 | 4.497989e-17 | -6.943038e-18 | -7.856338e-18 | 4.726281e-17 | 2.437621e-17 | -6.790075e-17 | 1.990144e-17 |\n", + "| -2.376712e-17 | 1.000000e+00 | -3.608357e-16 | 8.285730e-17 | 7.161377e-17 | 9.022418e-17 | 3.119875e-17 | -1.446241e-18 | -2.471442e-16 | -3.232146e-17 | -1.547566e-16 | -8.320200e-17 |\n", + "| -4.532215e-17 | -3.608357e-16 | 1.000000e+00 | 5.634661e-16 | 2.059806e-16 | 2.840875e-16 | -8.606243e-18 | -6.143648e-17 | -4.660828e-16 | 2.182021e-16 | -4.225198e-16 | -2.125050e-16 |\n", + "| 7.709391e-18 | 8.285730e-17 | 5.634661e-16 | 1.000000e+00 | 4.226177e-17 | 2.411129e-17 | 1.794414e-16 | 1.749805e-16 | -8.462036e-19 | 5.707031e-17 | -4.641950e-17 | -1.477435e-16 |\n", + "| -2.544861e-17 | 7.161377e-17 | 2.059806e-16 | 4.226177e-17 | 1.000000e+00 | -6.312528e-18 | 9.834252e-17 | -2.776319e-17 | 4.508926e-17 | -1.209551e-16 | -8.130136e-17 | 1.640353e-17 |\n", + "| 4.497989e-17 | 9.022418e-17 | 2.840875e-16 | 2.411129e-17 | -6.312528e-18 | 1.000000e+00 | -2.100893e-17 | -2.455649e-16 | 1.915513e-16 | 5.788254e-17 | -1.131384e-16 | -6.408786e-17 |\n", + "| -6.943038e-18 | 3.119875e-17 | -8.606243e-18 | 1.794414e-16 | 9.834252e-17 | -2.100893e-17 | 1.000000e+00 | -1.247482e-16 | -9.546826e-17 | 1.924728e-16 | -3.674620e-16 | 3.341314e-16 |\n", + "| -7.856338e-18 | -1.446241e-18 | -6.143648e-17 | 1.749805e-16 | -2.776319e-17 | -2.455649e-16 | -1.247482e-16 | 1.000000e+00 | -1.479527e-16 | -1.293313e-17 | 2.238509e-16 | 8.616760e-18 |\n", + "| 4.726281e-17 | -2.471442e-16 | -4.660828e-16 | -8.462036e-19 | 4.508926e-17 | 1.915513e-16 | -9.546826e-17 | -1.479527e-16 | 1.000000e+00 | -4.866700e-17 | -2.091644e-16 | -7.143117e-17 |\n", + "| 2.437621e-17 | -3.232146e-17 | 2.182021e-16 | 5.707031e-17 | -1.209551e-16 | 5.788254e-17 | 1.924728e-16 | -1.293313e-17 | -4.866700e-17 | 1.000000e+00 | -3.229331e-16 | 4.540073e-17 |\n", + "| -6.790075e-17 | -1.547566e-16 | -4.225198e-16 | -4.641950e-17 | -8.130136e-17 | -1.131384e-16 | -3.674620e-16 | 2.238509e-16 | -2.091644e-16 | -3.229331e-16 | 1.000000e+00 | 3.961530e-16 |\n", + "| 1.990144e-17 | -8.320200e-17 | -2.125050e-16 | -1.477435e-16 | 1.640353e-17 | -6.408786e-17 | 3.341314e-16 | 8.616760e-18 | -7.143117e-17 | 4.540073e-17 | 3.961530e-16 | 1.000000e+00 |\n", + "\n" + ], + "text/plain": [ + " [,1] [,2] [,3] [,4] [,5] \n", + " [1,] 1.000000e+00 -2.376712e-17 -4.532215e-17 7.709391e-18 -2.544861e-17\n", + " [2,] -2.376712e-17 1.000000e+00 -3.608357e-16 8.285730e-17 7.161377e-17\n", + " [3,] -4.532215e-17 -3.608357e-16 1.000000e+00 5.634661e-16 2.059806e-16\n", + " [4,] 7.709391e-18 8.285730e-17 5.634661e-16 1.000000e+00 4.226177e-17\n", + " [5,] -2.544861e-17 7.161377e-17 2.059806e-16 4.226177e-17 1.000000e+00\n", + " [6,] 4.497989e-17 9.022418e-17 2.840875e-16 2.411129e-17 -6.312528e-18\n", + " [7,] -6.943038e-18 3.119875e-17 -8.606243e-18 1.794414e-16 9.834252e-17\n", + " [8,] -7.856338e-18 -1.446241e-18 -6.143648e-17 1.749805e-16 -2.776319e-17\n", + " [9,] 4.726281e-17 -2.471442e-16 -4.660828e-16 -8.462036e-19 4.508926e-17\n", + "[10,] 2.437621e-17 -3.232146e-17 2.182021e-16 5.707031e-17 -1.209551e-16\n", + "[11,] -6.790075e-17 -1.547566e-16 -4.225198e-16 -4.641950e-17 -8.130136e-17\n", + "[12,] 1.990144e-17 -8.320200e-17 -2.125050e-16 -1.477435e-16 1.640353e-17\n", + " [,6] [,7] [,8] [,9] [,10] \n", + " [1,] 4.497989e-17 -6.943038e-18 -7.856338e-18 4.726281e-17 2.437621e-17\n", + " [2,] 9.022418e-17 3.119875e-17 -1.446241e-18 -2.471442e-16 -3.232146e-17\n", + " [3,] 2.840875e-16 -8.606243e-18 -6.143648e-17 -4.660828e-16 2.182021e-16\n", + " [4,] 2.411129e-17 1.794414e-16 1.749805e-16 -8.462036e-19 5.707031e-17\n", + " [5,] -6.312528e-18 9.834252e-17 -2.776319e-17 4.508926e-17 -1.209551e-16\n", + " [6,] 1.000000e+00 -2.100893e-17 -2.455649e-16 1.915513e-16 5.788254e-17\n", + " [7,] -2.100893e-17 1.000000e+00 -1.247482e-16 -9.546826e-17 1.924728e-16\n", + " [8,] -2.455649e-16 -1.247482e-16 1.000000e+00 -1.479527e-16 -1.293313e-17\n", + " [9,] 1.915513e-16 -9.546826e-17 -1.479527e-16 1.000000e+00 -4.866700e-17\n", + "[10,] 5.788254e-17 1.924728e-16 -1.293313e-17 -4.866700e-17 1.000000e+00\n", + "[11,] -1.131384e-16 -3.674620e-16 2.238509e-16 -2.091644e-16 -3.229331e-16\n", + "[12,] -6.408786e-17 3.341314e-16 8.616760e-18 -7.143117e-17 4.540073e-17\n", + " [,11] [,12] \n", + " [1,] -6.790075e-17 1.990144e-17\n", + " [2,] -1.547566e-16 -8.320200e-17\n", + " [3,] -4.225198e-16 -2.125050e-16\n", + " [4,] -4.641950e-17 -1.477435e-16\n", + " [5,] -8.130136e-17 1.640353e-17\n", + " [6,] -1.131384e-16 -6.408786e-17\n", + " [7,] -3.674620e-16 3.341314e-16\n", + " [8,] 2.238509e-16 8.616760e-18\n", + " [9,] -2.091644e-16 -7.143117e-17\n", + "[10,] -3.229331e-16 4.540073e-17\n", + "[11,] 1.000000e+00 3.961530e-16\n", + "[12,] 3.961530e-16 1.000000e+00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Orthogonal matrix P whose columns contain the eigenvectors of the PCA\n", + "P <- acp$svd$V\n", + "P\n", + "t(P) %*% P" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here the data are ordered, hence we can visualize the eigenvectors as functions." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "Plot with title “Comp. 4”" + ] + }, + "metadata": { + "image/png": { + "height": 300, + "width": 900 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "options(repr.plot.width = 15, repr.plot.height = 5)\n", + "par(mfrow = c(1, 4))\n", + "for (i in 1:4){\n", + " plot(acp$svd$V[, i], type = \"o\", main = paste(\"Comp. \", i), xlab = \"Time\", ylab = \"\",\n", + " ylim = c(-0.6, 0.6), col = \"blue\")\n", + " abline(h = 0, lty = \"dotted\")\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Q** Interpret the first 2 principal axis\n", + "\n", + "**Q** We plot below the \"principal components\", i.e. the coordinates of the individuals in the eigenvector basis (matrix C = XP). Can you confirm your interpretation?" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 300, + "width": 300 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "options(repr.plot.width = 5, repr.plot.height = 5)\n", + "plot(acp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Q** We print below the principal components. Check the consistency with the previous graph." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A matrix: 36 × 12 of type dbl
Dim.1Dim.2Dim.3Dim.4Dim.5Dim.6Dim.7Dim.8Dim.9Dim.10Dim.11Dim.12
ajac11.0448576-1.08536070-1.00163260-0.22755360 0.06868048 0.091940200-0.171994141-0.2957611854-0.143743849-0.036105540-0.016784783 0.051638757
ange-1.0171737-1.52135498 0.29612851 0.10490866-0.21428230 0.054427138-0.124806977-0.0644132217-0.057382131-0.023742804 0.001333575-0.034577514
ango 1.2694332-0.86210627 0.60066214-0.34093425 0.08624445 0.102909603 0.345554629 0.2880026527-0.034819957-0.029439657-0.019228436 0.044385375
besa-5.7393567 1.76877859-0.15722618-0.18852573 0.30475204-0.102866058-0.109313142-0.0472966701 0.047828346 0.064210832-0.006856739-0.005736826
biar 7.2744138-3.71351618 0.38740941-0.62697609 0.22122605-0.138918518-0.069414946 0.0781834112 0.100593207-0.054997048 0.114581900-0.006145411
bord 5.8446125 0.56067466 1.13305471-0.38788270 0.24672620 0.157033088 0.112547383-0.2812464481 0.029114087 0.024449276-0.032939699-0.015472463
bour-1.8935417 0.78770707 0.38387235 0.14104459-0.05806007 0.049295107 0.003944016-0.0702093421-0.007323005 0.022175977 0.027533570 0.035162860
bres-2.0611236-7.75380777-0.14858475 0.13073935 0.11207208-0.257388992-0.138028058 0.0641035001 0.133172521 0.075293500-0.136141774 0.018498488
caen-3.5589603-4.17121784-0.53567622-0.11138534-0.09147200 0.183265110 0.184705006 0.0159147191-0.039361152 0.022021462 0.051334197-0.038356298
cler-2.4724663 0.89882997 0.08234024-0.13939058-0.24799094-0.194329978 0.164070810-0.0550776906-0.087705611 0.005703212-0.023587532-0.012690473
dijo-4.2988268 2.82224631 0.36262849-0.03307653 0.11747147 0.044095940-0.061549892-0.0152069013-0.047151450 0.027196317-0.022983559-0.011394267
embr-7.6842730 2.62264285-0.68548330-0.85732721-0.39080783 0.320927604-0.138703365 0.0814547887 0.188135869 0.081696452 0.019398105 0.012669678
gren-2.5756572 2.91166095 0.10364812-0.76675280 0.30079333-0.197011520-0.204745497 0.2117227928-0.159895849 0.001527626-0.011662899-0.021368123
lill-6.3532852-1.86347367-0.55507626 0.10532944 0.03351276-0.021903397 0.253965899-0.0814531947 0.013412095 0.058183964 0.018893219 0.001464149
limo-3.5384880-0.85203066 0.53478521 0.18925754-0.27596670-0.118504628-0.311995370 0.0251068151-0.068704373-0.011253232 0.044110465 0.010470737
lyon-1.3125651 3.22905179 0.13893316 0.03432913 0.02569431-0.226113608 0.023969440 0.0341899794 0.041756415-0.036098933 0.058165656 0.038413550
mars 8.8440847 2.83599325-0.39145003 0.32606566 0.16890121-0.185336947 0.059119017-0.0558880761 0.008303856 0.158284359 0.090037689 0.027785589
metz-6.1676595 1.67406228-0.27127618 0.12222370 0.24266709 0.051844408 0.065036286 0.0002001693 0.184517986-0.095665736-0.054995588 0.026002844
momp 7.7454858 1.99578462-0.17431994 0.05575388-0.07761435-0.034650149-0.010971816 0.1249354104 0.035613727 0.053601311-0.199103043 0.004917755
nanc-7.6160600 1.49745368-0.20966921 0.53590584 0.11522082-0.035926208-0.044723876 0.0174171397 0.082065817-0.124804668 0.019750592-0.026861088
nant 0.4422758-1.96678605 0.46255813 0.14386841-0.05645630 0.104913505-0.122611863-0.0252586528 0.188396717 0.005298340 0.018020904 0.008512728
nice11.2899664 0.14933405-0.27925092-0.12338989 0.17389401 0.349379017-0.045281151 0.1292047347-0.083701368-0.096552555-0.010971398 0.013225436
nime 8.6177589 3.04232600-0.05626549 0.22568651-0.49778526 0.011842538 0.013967820 0.0697994844 0.038133010 0.009976960-0.007467241 0.013640252
orle-3.7885208-0.37405892-0.08666993 0.05435985-0.02792200 0.014003158 0.016021176-0.0669245075-0.086266330-0.071593870-0.027786716 0.029312888
pari-1.6031548 0.04961457 0.50225083 0.45386888 0.15325134 0.131746890-0.010804587-0.0345034546 0.004420612 0.087440328 0.036783273 0.075116190
perp12.5222378 1.37496688 0.15110140 0.39106165-0.18724987-0.069794906 0.118152290 0.1223042380 0.007883657 0.057472991-0.039537569-0.047191779
poit-1.1181624-0.80568355 0.22840873-0.13585476-0.18376827-0.107147805 0.045215148-0.1087271849-0.020540796-0.046411494 0.001083429 0.038104364
reim-5.4823561 0.15490894-0.29104933 0.34870940 0.03879799-0.044654375 0.013545368 0.0483446884-0.099838146-0.073410235-0.002136063 0.055225229
renn-1.3436125-3.19768449 0.33494739 0.08152366-0.30528092 0.117437528-0.028352453 0.0080783516-0.077347130-0.135680916-0.030634357-0.011274366
roue-4.2049129-2.36056098-0.08195085 0.21033813-0.01476141 0.149232725 0.053218908 0.1561983417-0.080789346 0.145855942 0.105368235-0.008147897
stqu-6.0534679-1.04874899-0.37271588-0.21583836 0.22659488-0.079695248 0.161661205-0.0518691964-0.098182382 0.029148294-0.054410405-0.033797968
stra-7.0734470 3.04966165 0.06602265 0.49195181 0.25219443 0.220488707-0.023500375-0.0313469038 0.013460101-0.066382628-0.018760594-0.063491451
toul13.0142475-1.30991813-0.42677777 0.36293648 0.24818221-0.004472559-0.078852470 0.0876001700 0.068898253-0.063710394 0.071147450-0.053585710
tlse 3.6519462 0.90512074-0.06664085-0.41531388-0.20679524-0.185020056 0.178155737-0.2193608903 0.123867841-0.075759558 0.024958098-0.034476275
tour-1.3791642-0.23719557 0.26580126 0.06986492-0.05152641 0.099004992-0.121856953-0.1080383597-0.071889270 0.165039460-0.031816965-0.054898936
vich-3.2250845 0.79268591-0.24283702-0.00952577-0.24913729-0.250052307 0.004656795 0.0498204931-0.044931971-0.052967336 0.045305002-0.025080024
\n" + ], + "text/latex": [ + "A matrix: 36 × 12 of type dbl\n", + "\\begin{tabular}{r|llllllllllll}\n", + " & Dim.1 & Dim.2 & Dim.3 & Dim.4 & Dim.5 & Dim.6 & Dim.7 & Dim.8 & Dim.9 & Dim.10 & Dim.11 & Dim.12\\\\\n", + "\\hline\n", + "\tajac & 11.0448576 & -1.08536070 & -1.00163260 & -0.22755360 & 0.06868048 & 0.091940200 & -0.171994141 & -0.2957611854 & -0.143743849 & -0.036105540 & -0.016784783 & 0.051638757\\\\\n", + "\tange & -1.0171737 & -1.52135498 & 0.29612851 & 0.10490866 & -0.21428230 & 0.054427138 & -0.124806977 & -0.0644132217 & -0.057382131 & -0.023742804 & 0.001333575 & -0.034577514\\\\\n", + "\tango & 1.2694332 & -0.86210627 & 0.60066214 & -0.34093425 & 0.08624445 & 0.102909603 & 0.345554629 & 0.2880026527 & -0.034819957 & -0.029439657 & -0.019228436 & 0.044385375\\\\\n", + "\tbesa & -5.7393567 & 1.76877859 & -0.15722618 & -0.18852573 & 0.30475204 & -0.102866058 & -0.109313142 & -0.0472966701 & 0.047828346 & 0.064210832 & -0.006856739 & -0.005736826\\\\\n", + "\tbiar & 7.2744138 & -3.71351618 & 0.38740941 & -0.62697609 & 0.22122605 & -0.138918518 & -0.069414946 & 0.0781834112 & 0.100593207 & -0.054997048 & 0.114581900 & -0.006145411\\\\\n", + "\tbord & 5.8446125 & 0.56067466 & 1.13305471 & -0.38788270 & 0.24672620 & 0.157033088 & 0.112547383 & -0.2812464481 & 0.029114087 & 0.024449276 & -0.032939699 & -0.015472463\\\\\n", + "\tbour & -1.8935417 & 0.78770707 & 0.38387235 & 0.14104459 & -0.05806007 & 0.049295107 & 0.003944016 & -0.0702093421 & -0.007323005 & 0.022175977 & 0.027533570 & 0.035162860\\\\\n", + "\tbres & -2.0611236 & -7.75380777 & -0.14858475 & 0.13073935 & 0.11207208 & -0.257388992 & -0.138028058 & 0.0641035001 & 0.133172521 & 0.075293500 & -0.136141774 & 0.018498488\\\\\n", + "\tcaen & -3.5589603 & -4.17121784 & -0.53567622 & -0.11138534 & -0.09147200 & 0.183265110 & 0.184705006 & 0.0159147191 & -0.039361152 & 0.022021462 & 0.051334197 & -0.038356298\\\\\n", + "\tcler & -2.4724663 & 0.89882997 & 0.08234024 & -0.13939058 & -0.24799094 & -0.194329978 & 0.164070810 & -0.0550776906 & -0.087705611 & 0.005703212 & -0.023587532 & -0.012690473\\\\\n", + "\tdijo & -4.2988268 & 2.82224631 & 0.36262849 & -0.03307653 & 0.11747147 & 0.044095940 & -0.061549892 & -0.0152069013 & -0.047151450 & 0.027196317 & -0.022983559 & -0.011394267\\\\\n", + "\tembr & -7.6842730 & 2.62264285 & -0.68548330 & -0.85732721 & -0.39080783 & 0.320927604 & -0.138703365 & 0.0814547887 & 0.188135869 & 0.081696452 & 0.019398105 & 0.012669678\\\\\n", + "\tgren & -2.5756572 & 2.91166095 & 0.10364812 & -0.76675280 & 0.30079333 & -0.197011520 & -0.204745497 & 0.2117227928 & -0.159895849 & 0.001527626 & -0.011662899 & -0.021368123\\\\\n", + "\tlill & -6.3532852 & -1.86347367 & -0.55507626 & 0.10532944 & 0.03351276 & -0.021903397 & 0.253965899 & -0.0814531947 & 0.013412095 & 0.058183964 & 0.018893219 & 0.001464149\\\\\n", + "\tlimo & -3.5384880 & -0.85203066 & 0.53478521 & 0.18925754 & -0.27596670 & -0.118504628 & -0.311995370 & 0.0251068151 & -0.068704373 & -0.011253232 & 0.044110465 & 0.010470737\\\\\n", + "\tlyon & -1.3125651 & 3.22905179 & 0.13893316 & 0.03432913 & 0.02569431 & -0.226113608 & 0.023969440 & 0.0341899794 & 0.041756415 & -0.036098933 & 0.058165656 & 0.038413550\\\\\n", + "\tmars & 8.8440847 & 2.83599325 & -0.39145003 & 0.32606566 & 0.16890121 & -0.185336947 & 0.059119017 & -0.0558880761 & 0.008303856 & 0.158284359 & 0.090037689 & 0.027785589\\\\\n", + "\tmetz & -6.1676595 & 1.67406228 & -0.27127618 & 0.12222370 & 0.24266709 & 0.051844408 & 0.065036286 & 0.0002001693 & 0.184517986 & -0.095665736 & -0.054995588 & 0.026002844\\\\\n", + "\tmomp & 7.7454858 & 1.99578462 & -0.17431994 & 0.05575388 & -0.07761435 & -0.034650149 & -0.010971816 & 0.1249354104 & 0.035613727 & 0.053601311 & -0.199103043 & 0.004917755\\\\\n", + "\tnanc & -7.6160600 & 1.49745368 & -0.20966921 & 0.53590584 & 0.11522082 & -0.035926208 & -0.044723876 & 0.0174171397 & 0.082065817 & -0.124804668 & 0.019750592 & -0.026861088\\\\\n", + "\tnant & 0.4422758 & -1.96678605 & 0.46255813 & 0.14386841 & -0.05645630 & 0.104913505 & -0.122611863 & -0.0252586528 & 0.188396717 & 0.005298340 & 0.018020904 & 0.008512728\\\\\n", + "\tnice & 11.2899664 & 0.14933405 & -0.27925092 & -0.12338989 & 0.17389401 & 0.349379017 & -0.045281151 & 0.1292047347 & -0.083701368 & -0.096552555 & -0.010971398 & 0.013225436\\\\\n", + "\tnime & 8.6177589 & 3.04232600 & -0.05626549 & 0.22568651 & -0.49778526 & 0.011842538 & 0.013967820 & 0.0697994844 & 0.038133010 & 0.009976960 & -0.007467241 & 0.013640252\\\\\n", + "\torle & -3.7885208 & -0.37405892 & -0.08666993 & 0.05435985 & -0.02792200 & 0.014003158 & 0.016021176 & -0.0669245075 & -0.086266330 & -0.071593870 & -0.027786716 & 0.029312888\\\\\n", + "\tpari & -1.6031548 & 0.04961457 & 0.50225083 & 0.45386888 & 0.15325134 & 0.131746890 & -0.010804587 & -0.0345034546 & 0.004420612 & 0.087440328 & 0.036783273 & 0.075116190\\\\\n", + "\tperp & 12.5222378 & 1.37496688 & 0.15110140 & 0.39106165 & -0.18724987 & -0.069794906 & 0.118152290 & 0.1223042380 & 0.007883657 & 0.057472991 & -0.039537569 & -0.047191779\\\\\n", + "\tpoit & -1.1181624 & -0.80568355 & 0.22840873 & -0.13585476 & -0.18376827 & -0.107147805 & 0.045215148 & -0.1087271849 & -0.020540796 & -0.046411494 & 0.001083429 & 0.038104364\\\\\n", + "\treim & -5.4823561 & 0.15490894 & -0.29104933 & 0.34870940 & 0.03879799 & -0.044654375 & 0.013545368 & 0.0483446884 & -0.099838146 & -0.073410235 & -0.002136063 & 0.055225229\\\\\n", + "\trenn & -1.3436125 & -3.19768449 & 0.33494739 & 0.08152366 & -0.30528092 & 0.117437528 & -0.028352453 & 0.0080783516 & -0.077347130 & -0.135680916 & -0.030634357 & -0.011274366\\\\\n", + "\troue & -4.2049129 & -2.36056098 & -0.08195085 & 0.21033813 & -0.01476141 & 0.149232725 & 0.053218908 & 0.1561983417 & -0.080789346 & 0.145855942 & 0.105368235 & -0.008147897\\\\\n", + "\tstqu & -6.0534679 & -1.04874899 & -0.37271588 & -0.21583836 & 0.22659488 & -0.079695248 & 0.161661205 & -0.0518691964 & -0.098182382 & 0.029148294 & -0.054410405 & -0.033797968\\\\\n", + "\tstra & -7.0734470 & 3.04966165 & 0.06602265 & 0.49195181 & 0.25219443 & 0.220488707 & -0.023500375 & -0.0313469038 & 0.013460101 & -0.066382628 & -0.018760594 & -0.063491451\\\\\n", + "\ttoul & 13.0142475 & -1.30991813 & -0.42677777 & 0.36293648 & 0.24818221 & -0.004472559 & -0.078852470 & 0.0876001700 & 0.068898253 & -0.063710394 & 0.071147450 & -0.053585710\\\\\n", + "\ttlse & 3.6519462 & 0.90512074 & -0.06664085 & -0.41531388 & -0.20679524 & -0.185020056 & 0.178155737 & -0.2193608903 & 0.123867841 & -0.075759558 & 0.024958098 & -0.034476275\\\\\n", + "\ttour & -1.3791642 & -0.23719557 & 0.26580126 & 0.06986492 & -0.05152641 & 0.099004992 & -0.121856953 & -0.1080383597 & -0.071889270 & 0.165039460 & -0.031816965 & -0.054898936\\\\\n", + "\tvich & -3.2250845 & 0.79268591 & -0.24283702 & -0.00952577 & -0.24913729 & -0.250052307 & 0.004656795 & 0.0498204931 & -0.044931971 & -0.052967336 & 0.045305002 & -0.025080024\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A matrix: 36 × 12 of type dbl\n", + "\n", + "| | Dim.1 | Dim.2 | Dim.3 | Dim.4 | Dim.5 | Dim.6 | Dim.7 | Dim.8 | Dim.9 | Dim.10 | Dim.11 | Dim.12 |\n", + "|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", + "| ajac | 11.0448576 | -1.08536070 | -1.00163260 | -0.22755360 | 0.06868048 | 0.091940200 | -0.171994141 | -0.2957611854 | -0.143743849 | -0.036105540 | -0.016784783 | 0.051638757 |\n", + "| ange | -1.0171737 | -1.52135498 | 0.29612851 | 0.10490866 | -0.21428230 | 0.054427138 | -0.124806977 | -0.0644132217 | -0.057382131 | -0.023742804 | 0.001333575 | -0.034577514 |\n", + "| ango | 1.2694332 | -0.86210627 | 0.60066214 | -0.34093425 | 0.08624445 | 0.102909603 | 0.345554629 | 0.2880026527 | -0.034819957 | -0.029439657 | -0.019228436 | 0.044385375 |\n", + "| besa | -5.7393567 | 1.76877859 | -0.15722618 | -0.18852573 | 0.30475204 | -0.102866058 | -0.109313142 | -0.0472966701 | 0.047828346 | 0.064210832 | -0.006856739 | -0.005736826 |\n", + "| biar | 7.2744138 | -3.71351618 | 0.38740941 | -0.62697609 | 0.22122605 | -0.138918518 | -0.069414946 | 0.0781834112 | 0.100593207 | -0.054997048 | 0.114581900 | -0.006145411 |\n", + "| bord | 5.8446125 | 0.56067466 | 1.13305471 | -0.38788270 | 0.24672620 | 0.157033088 | 0.112547383 | -0.2812464481 | 0.029114087 | 0.024449276 | -0.032939699 | -0.015472463 |\n", + "| bour | -1.8935417 | 0.78770707 | 0.38387235 | 0.14104459 | -0.05806007 | 0.049295107 | 0.003944016 | -0.0702093421 | -0.007323005 | 0.022175977 | 0.027533570 | 0.035162860 |\n", + "| bres | -2.0611236 | -7.75380777 | -0.14858475 | 0.13073935 | 0.11207208 | -0.257388992 | -0.138028058 | 0.0641035001 | 0.133172521 | 0.075293500 | -0.136141774 | 0.018498488 |\n", + "| caen | -3.5589603 | -4.17121784 | -0.53567622 | -0.11138534 | -0.09147200 | 0.183265110 | 0.184705006 | 0.0159147191 | -0.039361152 | 0.022021462 | 0.051334197 | -0.038356298 |\n", + "| cler | -2.4724663 | 0.89882997 | 0.08234024 | -0.13939058 | -0.24799094 | -0.194329978 | 0.164070810 | -0.0550776906 | -0.087705611 | 0.005703212 | -0.023587532 | -0.012690473 |\n", + "| dijo | -4.2988268 | 2.82224631 | 0.36262849 | -0.03307653 | 0.11747147 | 0.044095940 | -0.061549892 | -0.0152069013 | -0.047151450 | 0.027196317 | -0.022983559 | -0.011394267 |\n", + "| embr | -7.6842730 | 2.62264285 | -0.68548330 | -0.85732721 | -0.39080783 | 0.320927604 | -0.138703365 | 0.0814547887 | 0.188135869 | 0.081696452 | 0.019398105 | 0.012669678 |\n", + "| gren | -2.5756572 | 2.91166095 | 0.10364812 | -0.76675280 | 0.30079333 | -0.197011520 | -0.204745497 | 0.2117227928 | -0.159895849 | 0.001527626 | -0.011662899 | -0.021368123 |\n", + "| lill | -6.3532852 | -1.86347367 | -0.55507626 | 0.10532944 | 0.03351276 | -0.021903397 | 0.253965899 | -0.0814531947 | 0.013412095 | 0.058183964 | 0.018893219 | 0.001464149 |\n", + "| limo | -3.5384880 | -0.85203066 | 0.53478521 | 0.18925754 | -0.27596670 | -0.118504628 | -0.311995370 | 0.0251068151 | -0.068704373 | -0.011253232 | 0.044110465 | 0.010470737 |\n", + "| lyon | -1.3125651 | 3.22905179 | 0.13893316 | 0.03432913 | 0.02569431 | -0.226113608 | 0.023969440 | 0.0341899794 | 0.041756415 | -0.036098933 | 0.058165656 | 0.038413550 |\n", + "| mars | 8.8440847 | 2.83599325 | -0.39145003 | 0.32606566 | 0.16890121 | -0.185336947 | 0.059119017 | -0.0558880761 | 0.008303856 | 0.158284359 | 0.090037689 | 0.027785589 |\n", + "| metz | -6.1676595 | 1.67406228 | -0.27127618 | 0.12222370 | 0.24266709 | 0.051844408 | 0.065036286 | 0.0002001693 | 0.184517986 | -0.095665736 | -0.054995588 | 0.026002844 |\n", + "| momp | 7.7454858 | 1.99578462 | -0.17431994 | 0.05575388 | -0.07761435 | -0.034650149 | -0.010971816 | 0.1249354104 | 0.035613727 | 0.053601311 | -0.199103043 | 0.004917755 |\n", + "| nanc | -7.6160600 | 1.49745368 | -0.20966921 | 0.53590584 | 0.11522082 | -0.035926208 | -0.044723876 | 0.0174171397 | 0.082065817 | -0.124804668 | 0.019750592 | -0.026861088 |\n", + "| nant | 0.4422758 | -1.96678605 | 0.46255813 | 0.14386841 | -0.05645630 | 0.104913505 | -0.122611863 | -0.0252586528 | 0.188396717 | 0.005298340 | 0.018020904 | 0.008512728 |\n", + "| nice | 11.2899664 | 0.14933405 | -0.27925092 | -0.12338989 | 0.17389401 | 0.349379017 | -0.045281151 | 0.1292047347 | -0.083701368 | -0.096552555 | -0.010971398 | 0.013225436 |\n", + "| nime | 8.6177589 | 3.04232600 | -0.05626549 | 0.22568651 | -0.49778526 | 0.011842538 | 0.013967820 | 0.0697994844 | 0.038133010 | 0.009976960 | -0.007467241 | 0.013640252 |\n", + "| orle | -3.7885208 | -0.37405892 | -0.08666993 | 0.05435985 | -0.02792200 | 0.014003158 | 0.016021176 | -0.0669245075 | -0.086266330 | -0.071593870 | -0.027786716 | 0.029312888 |\n", + "| pari | -1.6031548 | 0.04961457 | 0.50225083 | 0.45386888 | 0.15325134 | 0.131746890 | -0.010804587 | -0.0345034546 | 0.004420612 | 0.087440328 | 0.036783273 | 0.075116190 |\n", + "| perp | 12.5222378 | 1.37496688 | 0.15110140 | 0.39106165 | -0.18724987 | -0.069794906 | 0.118152290 | 0.1223042380 | 0.007883657 | 0.057472991 | -0.039537569 | -0.047191779 |\n", + "| poit | -1.1181624 | -0.80568355 | 0.22840873 | -0.13585476 | -0.18376827 | -0.107147805 | 0.045215148 | -0.1087271849 | -0.020540796 | -0.046411494 | 0.001083429 | 0.038104364 |\n", + "| reim | -5.4823561 | 0.15490894 | -0.29104933 | 0.34870940 | 0.03879799 | -0.044654375 | 0.013545368 | 0.0483446884 | -0.099838146 | -0.073410235 | -0.002136063 | 0.055225229 |\n", + "| renn | -1.3436125 | -3.19768449 | 0.33494739 | 0.08152366 | -0.30528092 | 0.117437528 | -0.028352453 | 0.0080783516 | -0.077347130 | -0.135680916 | -0.030634357 | -0.011274366 |\n", + "| roue | -4.2049129 | -2.36056098 | -0.08195085 | 0.21033813 | -0.01476141 | 0.149232725 | 0.053218908 | 0.1561983417 | -0.080789346 | 0.145855942 | 0.105368235 | -0.008147897 |\n", + "| stqu | -6.0534679 | -1.04874899 | -0.37271588 | -0.21583836 | 0.22659488 | -0.079695248 | 0.161661205 | -0.0518691964 | -0.098182382 | 0.029148294 | -0.054410405 | -0.033797968 |\n", + "| stra | -7.0734470 | 3.04966165 | 0.06602265 | 0.49195181 | 0.25219443 | 0.220488707 | -0.023500375 | -0.0313469038 | 0.013460101 | -0.066382628 | -0.018760594 | -0.063491451 |\n", + "| toul | 13.0142475 | -1.30991813 | -0.42677777 | 0.36293648 | 0.24818221 | -0.004472559 | -0.078852470 | 0.0876001700 | 0.068898253 | -0.063710394 | 0.071147450 | -0.053585710 |\n", + "| tlse | 3.6519462 | 0.90512074 | -0.06664085 | -0.41531388 | -0.20679524 | -0.185020056 | 0.178155737 | -0.2193608903 | 0.123867841 | -0.075759558 | 0.024958098 | -0.034476275 |\n", + "| tour | -1.3791642 | -0.23719557 | 0.26580126 | 0.06986492 | -0.05152641 | 0.099004992 | -0.121856953 | -0.1080383597 | -0.071889270 | 0.165039460 | -0.031816965 | -0.054898936 |\n", + "| vich | -3.2250845 | 0.79268591 | -0.24283702 | -0.00952577 | -0.24913729 | -0.250052307 | 0.004656795 | 0.0498204931 | -0.044931971 | -0.052967336 | 0.045305002 | -0.025080024 |\n", + "\n" + ], + "text/plain": [ + " Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 Dim.6 \n", + "ajac 11.0448576 -1.08536070 -1.00163260 -0.22755360 0.06868048 0.091940200\n", + "ange -1.0171737 -1.52135498 0.29612851 0.10490866 -0.21428230 0.054427138\n", + "ango 1.2694332 -0.86210627 0.60066214 -0.34093425 0.08624445 0.102909603\n", + "besa -5.7393567 1.76877859 -0.15722618 -0.18852573 0.30475204 -0.102866058\n", + "biar 7.2744138 -3.71351618 0.38740941 -0.62697609 0.22122605 -0.138918518\n", + "bord 5.8446125 0.56067466 1.13305471 -0.38788270 0.24672620 0.157033088\n", + "bour -1.8935417 0.78770707 0.38387235 0.14104459 -0.05806007 0.049295107\n", + "bres -2.0611236 -7.75380777 -0.14858475 0.13073935 0.11207208 -0.257388992\n", + "caen -3.5589603 -4.17121784 -0.53567622 -0.11138534 -0.09147200 0.183265110\n", + "cler -2.4724663 0.89882997 0.08234024 -0.13939058 -0.24799094 -0.194329978\n", + "dijo -4.2988268 2.82224631 0.36262849 -0.03307653 0.11747147 0.044095940\n", + "embr -7.6842730 2.62264285 -0.68548330 -0.85732721 -0.39080783 0.320927604\n", + "gren -2.5756572 2.91166095 0.10364812 -0.76675280 0.30079333 -0.197011520\n", + "lill -6.3532852 -1.86347367 -0.55507626 0.10532944 0.03351276 -0.021903397\n", + "limo -3.5384880 -0.85203066 0.53478521 0.18925754 -0.27596670 -0.118504628\n", + "lyon -1.3125651 3.22905179 0.13893316 0.03432913 0.02569431 -0.226113608\n", + "mars 8.8440847 2.83599325 -0.39145003 0.32606566 0.16890121 -0.185336947\n", + "metz -6.1676595 1.67406228 -0.27127618 0.12222370 0.24266709 0.051844408\n", + "momp 7.7454858 1.99578462 -0.17431994 0.05575388 -0.07761435 -0.034650149\n", + "nanc -7.6160600 1.49745368 -0.20966921 0.53590584 0.11522082 -0.035926208\n", + "nant 0.4422758 -1.96678605 0.46255813 0.14386841 -0.05645630 0.104913505\n", + "nice 11.2899664 0.14933405 -0.27925092 -0.12338989 0.17389401 0.349379017\n", + "nime 8.6177589 3.04232600 -0.05626549 0.22568651 -0.49778526 0.011842538\n", + "orle -3.7885208 -0.37405892 -0.08666993 0.05435985 -0.02792200 0.014003158\n", + "pari -1.6031548 0.04961457 0.50225083 0.45386888 0.15325134 0.131746890\n", + "perp 12.5222378 1.37496688 0.15110140 0.39106165 -0.18724987 -0.069794906\n", + "poit -1.1181624 -0.80568355 0.22840873 -0.13585476 -0.18376827 -0.107147805\n", + "reim -5.4823561 0.15490894 -0.29104933 0.34870940 0.03879799 -0.044654375\n", + "renn -1.3436125 -3.19768449 0.33494739 0.08152366 -0.30528092 0.117437528\n", + "roue -4.2049129 -2.36056098 -0.08195085 0.21033813 -0.01476141 0.149232725\n", + "stqu -6.0534679 -1.04874899 -0.37271588 -0.21583836 0.22659488 -0.079695248\n", + "stra -7.0734470 3.04966165 0.06602265 0.49195181 0.25219443 0.220488707\n", + "toul 13.0142475 -1.30991813 -0.42677777 0.36293648 0.24818221 -0.004472559\n", + "tlse 3.6519462 0.90512074 -0.06664085 -0.41531388 -0.20679524 -0.185020056\n", + "tour -1.3791642 -0.23719557 0.26580126 0.06986492 -0.05152641 0.099004992\n", + "vich -3.2250845 0.79268591 -0.24283702 -0.00952577 -0.24913729 -0.250052307\n", + " Dim.7 Dim.8 Dim.9 Dim.10 Dim.11 \n", + "ajac -0.171994141 -0.2957611854 -0.143743849 -0.036105540 -0.016784783\n", + "ange -0.124806977 -0.0644132217 -0.057382131 -0.023742804 0.001333575\n", + "ango 0.345554629 0.2880026527 -0.034819957 -0.029439657 -0.019228436\n", + "besa -0.109313142 -0.0472966701 0.047828346 0.064210832 -0.006856739\n", + "biar -0.069414946 0.0781834112 0.100593207 -0.054997048 0.114581900\n", + "bord 0.112547383 -0.2812464481 0.029114087 0.024449276 -0.032939699\n", + "bour 0.003944016 -0.0702093421 -0.007323005 0.022175977 0.027533570\n", + "bres -0.138028058 0.0641035001 0.133172521 0.075293500 -0.136141774\n", + "caen 0.184705006 0.0159147191 -0.039361152 0.022021462 0.051334197\n", + "cler 0.164070810 -0.0550776906 -0.087705611 0.005703212 -0.023587532\n", + "dijo -0.061549892 -0.0152069013 -0.047151450 0.027196317 -0.022983559\n", + "embr -0.138703365 0.0814547887 0.188135869 0.081696452 0.019398105\n", + "gren -0.204745497 0.2117227928 -0.159895849 0.001527626 -0.011662899\n", + "lill 0.253965899 -0.0814531947 0.013412095 0.058183964 0.018893219\n", + "limo -0.311995370 0.0251068151 -0.068704373 -0.011253232 0.044110465\n", + "lyon 0.023969440 0.0341899794 0.041756415 -0.036098933 0.058165656\n", + "mars 0.059119017 -0.0558880761 0.008303856 0.158284359 0.090037689\n", + "metz 0.065036286 0.0002001693 0.184517986 -0.095665736 -0.054995588\n", + "momp -0.010971816 0.1249354104 0.035613727 0.053601311 -0.199103043\n", + "nanc -0.044723876 0.0174171397 0.082065817 -0.124804668 0.019750592\n", + "nant -0.122611863 -0.0252586528 0.188396717 0.005298340 0.018020904\n", + "nice -0.045281151 0.1292047347 -0.083701368 -0.096552555 -0.010971398\n", + "nime 0.013967820 0.0697994844 0.038133010 0.009976960 -0.007467241\n", + "orle 0.016021176 -0.0669245075 -0.086266330 -0.071593870 -0.027786716\n", + "pari -0.010804587 -0.0345034546 0.004420612 0.087440328 0.036783273\n", + "perp 0.118152290 0.1223042380 0.007883657 0.057472991 -0.039537569\n", + "poit 0.045215148 -0.1087271849 -0.020540796 -0.046411494 0.001083429\n", + "reim 0.013545368 0.0483446884 -0.099838146 -0.073410235 -0.002136063\n", + "renn -0.028352453 0.0080783516 -0.077347130 -0.135680916 -0.030634357\n", + "roue 0.053218908 0.1561983417 -0.080789346 0.145855942 0.105368235\n", + "stqu 0.161661205 -0.0518691964 -0.098182382 0.029148294 -0.054410405\n", + "stra -0.023500375 -0.0313469038 0.013460101 -0.066382628 -0.018760594\n", + "toul -0.078852470 0.0876001700 0.068898253 -0.063710394 0.071147450\n", + "tlse 0.178155737 -0.2193608903 0.123867841 -0.075759558 0.024958098\n", + "tour -0.121856953 -0.1080383597 -0.071889270 0.165039460 -0.031816965\n", + "vich 0.004656795 0.0498204931 -0.044931971 -0.052967336 0.045305002\n", + " Dim.12 \n", + "ajac 0.051638757\n", + "ange -0.034577514\n", + "ango 0.044385375\n", + "besa -0.005736826\n", + "biar -0.006145411\n", + "bord -0.015472463\n", + "bour 0.035162860\n", + "bres 0.018498488\n", + "caen -0.038356298\n", + "cler -0.012690473\n", + "dijo -0.011394267\n", + "embr 0.012669678\n", + "gren -0.021368123\n", + "lill 0.001464149\n", + "limo 0.010470737\n", + "lyon 0.038413550\n", + "mars 0.027785589\n", + "metz 0.026002844\n", + "momp 0.004917755\n", + "nanc -0.026861088\n", + "nant 0.008512728\n", + "nice 0.013225436\n", + "nime 0.013640252\n", + "orle 0.029312888\n", + "pari 0.075116190\n", + "perp -0.047191779\n", + "poit 0.038104364\n", + "reim 0.055225229\n", + "renn -0.011274366\n", + "roue -0.008147897\n", + "stqu -0.033797968\n", + "stra -0.063491451\n", + "toul -0.053585710\n", + "tlse -0.034476275\n", + "tour -0.054898936\n", + "vich -0.025080024" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# printing of principal components (rows of the matrix C = XP)\n", + "acp$ind$coord" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us check that the principal variables (column of C) are orthogonal and with squared norm = inertia" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A matrix: 12 × 12 of type dbl
Dim.1Dim.2Dim.3Dim.4Dim.5Dim.6Dim.7Dim.8Dim.9Dim.10Dim.11Dim.12
Dim.1 3.864073e+01-2.581938e-15-9.972337e-17 1.103754e-16-8.894330e-17-2.185132e-17 4.671479e-17-6.931111e-17 1.192584e-17 1.286406e-17 3.687372e-17 6.135229e-18
Dim.2-2.581938e-15 5.734426e+00 1.245516e-16-4.716079e-17-5.768924e-17 1.024962e-16 6.266858e-18-8.621827e-18 6.204153e-19 6.213446e-18 1.012616e-17-1.249979e-18
Dim.3-9.972337e-17 1.245516e-16 1.769490e-01-8.377616e-18 1.071124e-17 6.301925e-19 1.273209e-17 1.562159e-17-2.121116e-18 9.450468e-19 3.661360e-19-1.198128e-18
Dim.4 1.103754e-16-4.716079e-17-8.377616e-18 1.099449e-01-5.418766e-18 1.283828e-17-9.938925e-18-6.746438e-18 4.540584e-18 1.726643e-18 1.586364e-19-7.063850e-19
Dim.5-8.894330e-17-5.768924e-17 1.071124e-17-5.418766e-18 4.404247e-02-9.513874e-18-1.044240e-19-5.138828e-19-1.704327e-18 1.176166e-20-3.146122e-22-7.462723e-19
Dim.6-2.185132e-17 1.024962e-16 6.301925e-19 1.283828e-17-9.513874e-18 2.377793e-02-3.418934e-18-1.614300e-18-1.894256e-18-1.384536e-19-9.819532e-19 5.022300e-19
Dim.7 4.671479e-17 6.266858e-18 1.273209e-17-9.938925e-18-1.044240e-19-3.418934e-18 1.795150e-02-6.379985e-19 3.040361e-18 2.737444e-19-9.565369e-19 2.354684e-19
Dim.8-6.931111e-17-8.621827e-18 1.562159e-17-6.746438e-18-5.138828e-19-1.614300e-18-6.379985e-19 1.453086e-02 8.305219e-19-2.735451e-18-7.056208e-19 2.706409e-18
Dim.9 1.192584e-17 6.204153e-19-2.121116e-18 4.540584e-18-1.704327e-18-1.894256e-18 3.040361e-18 8.305219e-19 8.253533e-03 1.151941e-18-6.431219e-19-1.630327e-19
Dim.10 1.286406e-17 6.213446e-18 9.450468e-19 1.726643e-18 1.176166e-20-1.384536e-19 2.737444e-19-2.735451e-18 1.151941e-18 5.711252e-03 8.840301e-19-8.545957e-20
Dim.11 3.687372e-17 1.012616e-17 3.661360e-19 1.586364e-19-3.146122e-22-9.819532e-19-9.565369e-19-7.056208e-19-6.431219e-19 8.840301e-19 3.531043e-03 2.495087e-19
Dim.12 6.135229e-18-1.249979e-18-1.198128e-18-7.063850e-19-7.462723e-19 5.022300e-19 2.354684e-19 2.706409e-18-1.630327e-19-8.545957e-20 2.495087e-19 1.160436e-03
\n" + ], + "text/latex": [ + "A matrix: 12 × 12 of type dbl\n", + "\\begin{tabular}{r|llllllllllll}\n", + " & Dim.1 & Dim.2 & Dim.3 & Dim.4 & Dim.5 & Dim.6 & Dim.7 & Dim.8 & Dim.9 & Dim.10 & Dim.11 & Dim.12\\\\\n", + "\\hline\n", + "\tDim.1 & 3.864073e+01 & -2.581938e-15 & -9.972337e-17 & 1.103754e-16 & -8.894330e-17 & -2.185132e-17 & 4.671479e-17 & -6.931111e-17 & 1.192584e-17 & 1.286406e-17 & 3.687372e-17 & 6.135229e-18\\\\\n", + "\tDim.2 & -2.581938e-15 & 5.734426e+00 & 1.245516e-16 & -4.716079e-17 & -5.768924e-17 & 1.024962e-16 & 6.266858e-18 & -8.621827e-18 & 6.204153e-19 & 6.213446e-18 & 1.012616e-17 & -1.249979e-18\\\\\n", + "\tDim.3 & -9.972337e-17 & 1.245516e-16 & 1.769490e-01 & -8.377616e-18 & 1.071124e-17 & 6.301925e-19 & 1.273209e-17 & 1.562159e-17 & -2.121116e-18 & 9.450468e-19 & 3.661360e-19 & -1.198128e-18\\\\\n", + "\tDim.4 & 1.103754e-16 & -4.716079e-17 & -8.377616e-18 & 1.099449e-01 & -5.418766e-18 & 1.283828e-17 & -9.938925e-18 & -6.746438e-18 & 4.540584e-18 & 1.726643e-18 & 1.586364e-19 & -7.063850e-19\\\\\n", + "\tDim.5 & -8.894330e-17 & -5.768924e-17 & 1.071124e-17 & -5.418766e-18 & 4.404247e-02 & -9.513874e-18 & -1.044240e-19 & -5.138828e-19 & -1.704327e-18 & 1.176166e-20 & -3.146122e-22 & -7.462723e-19\\\\\n", + "\tDim.6 & -2.185132e-17 & 1.024962e-16 & 6.301925e-19 & 1.283828e-17 & -9.513874e-18 & 2.377793e-02 & -3.418934e-18 & -1.614300e-18 & -1.894256e-18 & -1.384536e-19 & -9.819532e-19 & 5.022300e-19\\\\\n", + "\tDim.7 & 4.671479e-17 & 6.266858e-18 & 1.273209e-17 & -9.938925e-18 & -1.044240e-19 & -3.418934e-18 & 1.795150e-02 & -6.379985e-19 & 3.040361e-18 & 2.737444e-19 & -9.565369e-19 & 2.354684e-19\\\\\n", + "\tDim.8 & -6.931111e-17 & -8.621827e-18 & 1.562159e-17 & -6.746438e-18 & -5.138828e-19 & -1.614300e-18 & -6.379985e-19 & 1.453086e-02 & 8.305219e-19 & -2.735451e-18 & -7.056208e-19 & 2.706409e-18\\\\\n", + "\tDim.9 & 1.192584e-17 & 6.204153e-19 & -2.121116e-18 & 4.540584e-18 & -1.704327e-18 & -1.894256e-18 & 3.040361e-18 & 8.305219e-19 & 8.253533e-03 & 1.151941e-18 & -6.431219e-19 & -1.630327e-19\\\\\n", + "\tDim.10 & 1.286406e-17 & 6.213446e-18 & 9.450468e-19 & 1.726643e-18 & 1.176166e-20 & -1.384536e-19 & 2.737444e-19 & -2.735451e-18 & 1.151941e-18 & 5.711252e-03 & 8.840301e-19 & -8.545957e-20\\\\\n", + "\tDim.11 & 3.687372e-17 & 1.012616e-17 & 3.661360e-19 & 1.586364e-19 & -3.146122e-22 & -9.819532e-19 & -9.565369e-19 & -7.056208e-19 & -6.431219e-19 & 8.840301e-19 & 3.531043e-03 & 2.495087e-19\\\\\n", + "\tDim.12 & 6.135229e-18 & -1.249979e-18 & -1.198128e-18 & -7.063850e-19 & -7.462723e-19 & 5.022300e-19 & 2.354684e-19 & 2.706409e-18 & -1.630327e-19 & -8.545957e-20 & 2.495087e-19 & 1.160436e-03\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A matrix: 12 × 12 of type dbl\n", + "\n", + "| | Dim.1 | Dim.2 | Dim.3 | Dim.4 | Dim.5 | Dim.6 | Dim.7 | Dim.8 | Dim.9 | Dim.10 | Dim.11 | Dim.12 |\n", + "|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", + "| Dim.1 | 3.864073e+01 | -2.581938e-15 | -9.972337e-17 | 1.103754e-16 | -8.894330e-17 | -2.185132e-17 | 4.671479e-17 | -6.931111e-17 | 1.192584e-17 | 1.286406e-17 | 3.687372e-17 | 6.135229e-18 |\n", + "| Dim.2 | -2.581938e-15 | 5.734426e+00 | 1.245516e-16 | -4.716079e-17 | -5.768924e-17 | 1.024962e-16 | 6.266858e-18 | -8.621827e-18 | 6.204153e-19 | 6.213446e-18 | 1.012616e-17 | -1.249979e-18 |\n", + "| Dim.3 | -9.972337e-17 | 1.245516e-16 | 1.769490e-01 | -8.377616e-18 | 1.071124e-17 | 6.301925e-19 | 1.273209e-17 | 1.562159e-17 | -2.121116e-18 | 9.450468e-19 | 3.661360e-19 | -1.198128e-18 |\n", + "| Dim.4 | 1.103754e-16 | -4.716079e-17 | -8.377616e-18 | 1.099449e-01 | -5.418766e-18 | 1.283828e-17 | -9.938925e-18 | -6.746438e-18 | 4.540584e-18 | 1.726643e-18 | 1.586364e-19 | -7.063850e-19 |\n", + "| Dim.5 | -8.894330e-17 | -5.768924e-17 | 1.071124e-17 | -5.418766e-18 | 4.404247e-02 | -9.513874e-18 | -1.044240e-19 | -5.138828e-19 | -1.704327e-18 | 1.176166e-20 | -3.146122e-22 | -7.462723e-19 |\n", + "| Dim.6 | -2.185132e-17 | 1.024962e-16 | 6.301925e-19 | 1.283828e-17 | -9.513874e-18 | 2.377793e-02 | -3.418934e-18 | -1.614300e-18 | -1.894256e-18 | -1.384536e-19 | -9.819532e-19 | 5.022300e-19 |\n", + "| Dim.7 | 4.671479e-17 | 6.266858e-18 | 1.273209e-17 | -9.938925e-18 | -1.044240e-19 | -3.418934e-18 | 1.795150e-02 | -6.379985e-19 | 3.040361e-18 | 2.737444e-19 | -9.565369e-19 | 2.354684e-19 |\n", + "| Dim.8 | -6.931111e-17 | -8.621827e-18 | 1.562159e-17 | -6.746438e-18 | -5.138828e-19 | -1.614300e-18 | -6.379985e-19 | 1.453086e-02 | 8.305219e-19 | -2.735451e-18 | -7.056208e-19 | 2.706409e-18 |\n", + "| Dim.9 | 1.192584e-17 | 6.204153e-19 | -2.121116e-18 | 4.540584e-18 | -1.704327e-18 | -1.894256e-18 | 3.040361e-18 | 8.305219e-19 | 8.253533e-03 | 1.151941e-18 | -6.431219e-19 | -1.630327e-19 |\n", + "| Dim.10 | 1.286406e-17 | 6.213446e-18 | 9.450468e-19 | 1.726643e-18 | 1.176166e-20 | -1.384536e-19 | 2.737444e-19 | -2.735451e-18 | 1.151941e-18 | 5.711252e-03 | 8.840301e-19 | -8.545957e-20 |\n", + "| Dim.11 | 3.687372e-17 | 1.012616e-17 | 3.661360e-19 | 1.586364e-19 | -3.146122e-22 | -9.819532e-19 | -9.565369e-19 | -7.056208e-19 | -6.431219e-19 | 8.840301e-19 | 3.531043e-03 | 2.495087e-19 |\n", + "| Dim.12 | 6.135229e-18 | -1.249979e-18 | -1.198128e-18 | -7.063850e-19 | -7.462723e-19 | 5.022300e-19 | 2.354684e-19 | 2.706409e-18 | -1.630327e-19 | -8.545957e-20 | 2.495087e-19 | 1.160436e-03 |\n", + "\n" + ], + "text/plain": [ + " Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 \n", + "Dim.1 3.864073e+01 -2.581938e-15 -9.972337e-17 1.103754e-16 -8.894330e-17\n", + "Dim.2 -2.581938e-15 5.734426e+00 1.245516e-16 -4.716079e-17 -5.768924e-17\n", + "Dim.3 -9.972337e-17 1.245516e-16 1.769490e-01 -8.377616e-18 1.071124e-17\n", + "Dim.4 1.103754e-16 -4.716079e-17 -8.377616e-18 1.099449e-01 -5.418766e-18\n", + "Dim.5 -8.894330e-17 -5.768924e-17 1.071124e-17 -5.418766e-18 4.404247e-02\n", + "Dim.6 -2.185132e-17 1.024962e-16 6.301925e-19 1.283828e-17 -9.513874e-18\n", + "Dim.7 4.671479e-17 6.266858e-18 1.273209e-17 -9.938925e-18 -1.044240e-19\n", + "Dim.8 -6.931111e-17 -8.621827e-18 1.562159e-17 -6.746438e-18 -5.138828e-19\n", + "Dim.9 1.192584e-17 6.204153e-19 -2.121116e-18 4.540584e-18 -1.704327e-18\n", + "Dim.10 1.286406e-17 6.213446e-18 9.450468e-19 1.726643e-18 1.176166e-20\n", + "Dim.11 3.687372e-17 1.012616e-17 3.661360e-19 1.586364e-19 -3.146122e-22\n", + "Dim.12 6.135229e-18 -1.249979e-18 -1.198128e-18 -7.063850e-19 -7.462723e-19\n", + " Dim.6 Dim.7 Dim.8 Dim.9 Dim.10 \n", + "Dim.1 -2.185132e-17 4.671479e-17 -6.931111e-17 1.192584e-17 1.286406e-17\n", + "Dim.2 1.024962e-16 6.266858e-18 -8.621827e-18 6.204153e-19 6.213446e-18\n", + "Dim.3 6.301925e-19 1.273209e-17 1.562159e-17 -2.121116e-18 9.450468e-19\n", + "Dim.4 1.283828e-17 -9.938925e-18 -6.746438e-18 4.540584e-18 1.726643e-18\n", + "Dim.5 -9.513874e-18 -1.044240e-19 -5.138828e-19 -1.704327e-18 1.176166e-20\n", + "Dim.6 2.377793e-02 -3.418934e-18 -1.614300e-18 -1.894256e-18 -1.384536e-19\n", + "Dim.7 -3.418934e-18 1.795150e-02 -6.379985e-19 3.040361e-18 2.737444e-19\n", + "Dim.8 -1.614300e-18 -6.379985e-19 1.453086e-02 8.305219e-19 -2.735451e-18\n", + "Dim.9 -1.894256e-18 3.040361e-18 8.305219e-19 8.253533e-03 1.151941e-18\n", + "Dim.10 -1.384536e-19 2.737444e-19 -2.735451e-18 1.151941e-18 5.711252e-03\n", + "Dim.11 -9.819532e-19 -9.565369e-19 -7.056208e-19 -6.431219e-19 8.840301e-19\n", + "Dim.12 5.022300e-19 2.354684e-19 2.706409e-18 -1.630327e-19 -8.545957e-20\n", + " Dim.11 Dim.12 \n", + "Dim.1 3.687372e-17 6.135229e-18\n", + "Dim.2 1.012616e-17 -1.249979e-18\n", + "Dim.3 3.661360e-19 -1.198128e-18\n", + "Dim.4 1.586364e-19 -7.063850e-19\n", + "Dim.5 -3.146122e-22 -7.462723e-19\n", + "Dim.6 -9.819532e-19 5.022300e-19\n", + "Dim.7 -9.565369e-19 2.354684e-19\n", + "Dim.8 -7.056208e-19 2.706409e-18\n", + "Dim.9 -6.431219e-19 -1.630327e-19\n", + "Dim.10 8.840301e-19 -8.545957e-20\n", + "Dim.11 3.531043e-03 2.495087e-19\n", + "Dim.12 2.495087e-19 1.160436e-03" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A matrix: 12 × 2 of type dbl
norm2inertia
Dim.137.56737529337.567375293
Dim.2 5.575136519 5.575136519
Dim.3 0.172033792 0.172033792
Dim.4 0.106890842 0.106890842
Dim.5 0.042819067 0.042819067
Dim.6 0.023117428 0.023117428
Dim.7 0.017452848 0.017452848
Dim.8 0.014127227 0.014127227
Dim.9 0.008024268 0.008024268
Dim.10 0.005552606 0.005552606
Dim.11 0.003432958 0.003432958
Dim.12 0.001128202 0.001128202
\n" + ], + "text/latex": [ + "A matrix: 12 × 2 of type dbl\n", + "\\begin{tabular}{r|ll}\n", + " & norm2 & inertia\\\\\n", + "\\hline\n", + "\tDim.1 & 37.567375293 & 37.567375293\\\\\n", + "\tDim.2 & 5.575136519 & 5.575136519\\\\\n", + "\tDim.3 & 0.172033792 & 0.172033792\\\\\n", + "\tDim.4 & 0.106890842 & 0.106890842\\\\\n", + "\tDim.5 & 0.042819067 & 0.042819067\\\\\n", + "\tDim.6 & 0.023117428 & 0.023117428\\\\\n", + "\tDim.7 & 0.017452848 & 0.017452848\\\\\n", + "\tDim.8 & 0.014127227 & 0.014127227\\\\\n", + "\tDim.9 & 0.008024268 & 0.008024268\\\\\n", + "\tDim.10 & 0.005552606 & 0.005552606\\\\\n", + "\tDim.11 & 0.003432958 & 0.003432958\\\\\n", + "\tDim.12 & 0.001128202 & 0.001128202\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A matrix: 12 × 2 of type dbl\n", + "\n", + "| | norm2 | inertia |\n", + "|---|---|---|\n", + "| Dim.1 | 37.567375293 | 37.567375293 |\n", + "| Dim.2 | 5.575136519 | 5.575136519 |\n", + "| Dim.3 | 0.172033792 | 0.172033792 |\n", + "| Dim.4 | 0.106890842 | 0.106890842 |\n", + "| Dim.5 | 0.042819067 | 0.042819067 |\n", + "| Dim.6 | 0.023117428 | 0.023117428 |\n", + "| Dim.7 | 0.017452848 | 0.017452848 |\n", + "| Dim.8 | 0.014127227 | 0.014127227 |\n", + "| Dim.9 | 0.008024268 | 0.008024268 |\n", + "| Dim.10 | 0.005552606 | 0.005552606 |\n", + "| Dim.11 | 0.003432958 | 0.003432958 |\n", + "| Dim.12 | 0.001128202 | 0.001128202 |\n", + "\n" + ], + "text/plain": [ + " norm2 inertia \n", + "Dim.1 37.567375293 37.567375293\n", + "Dim.2 5.575136519 5.575136519\n", + "Dim.3 0.172033792 0.172033792\n", + "Dim.4 0.106890842 0.106890842\n", + "Dim.5 0.042819067 0.042819067\n", + "Dim.6 0.023117428 0.023117428\n", + "Dim.7 0.017452848 0.017452848\n", + "Dim.8 0.014127227 0.014127227\n", + "Dim.9 0.008024268 0.008024268\n", + "Dim.10 0.005552606 0.005552606\n", + "Dim.11 0.003432958 0.003432958\n", + "Dim.12 0.001128202 0.001128202" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cov(acp$ind$coord)\n", + "n <- nrow(temp)\n", + "# note that by default the covariance uses a normalization of n-1 instead of n\n", + "cbind(norm2 = diag(cov(acp$ind$coord)) * (n-1) / n, \n", + " inertia = acp$eig[, 1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The original variables can be represented in the orthonormal basis U computed from C: columns of C, divided by their norm (square root of inertia). Their coordinates differ from the eigenvector coordinates only by a factor equal to the square root of the inertia (recall that C = XP hence X=CP'). " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " num [1:12, 1:12] 2.02 2.02 1.67 1.38 1.21 ...\n", + " - attr(*, \"dimnames\")=List of 2\n", + " ..$ : chr [1:12] \"janv\" \"fevr\" \"mars\" \"avri\" ...\n", + " ..$ : chr [1:12] \"Dim.1\" \"Dim.2\" \"Dim.3\" \"Dim.4\" ...\n" + ] + } + ], + "source": [ + "str(acp$var$coord)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A matrix: 12 × 2 of type dbl
varCoordSoftwarevarCoordFromEigen
janv2.0167532.016753
fevr2.0225162.022516
mars1.6679101.667910
avri1.3830111.383011
mai1.2105131.210513
juin1.4394621.439462
juil1.6485841.648584
aout1.7074081.707408
sept1.8312041.831204
octo1.9925371.992537
nove2.0011792.001179
dece2.0533322.053332
\n" + ], + "text/latex": [ + "A matrix: 12 × 2 of type dbl\n", + "\\begin{tabular}{r|ll}\n", + " & varCoordSoftware & varCoordFromEigen\\\\\n", + "\\hline\n", + "\tjanv & 2.016753 & 2.016753\\\\\n", + "\tfevr & 2.022516 & 2.022516\\\\\n", + "\tmars & 1.667910 & 1.667910\\\\\n", + "\tavri & 1.383011 & 1.383011\\\\\n", + "\tmai & 1.210513 & 1.210513\\\\\n", + "\tjuin & 1.439462 & 1.439462\\\\\n", + "\tjuil & 1.648584 & 1.648584\\\\\n", + "\taout & 1.707408 & 1.707408\\\\\n", + "\tsept & 1.831204 & 1.831204\\\\\n", + "\tocto & 1.992537 & 1.992537\\\\\n", + "\tnove & 2.001179 & 2.001179\\\\\n", + "\tdece & 2.053332 & 2.053332\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A matrix: 12 × 2 of type dbl\n", + "\n", + "| | varCoordSoftware | varCoordFromEigen |\n", + "|---|---|---|\n", + "| janv | 2.016753 | 2.016753 |\n", + "| fevr | 2.022516 | 2.022516 |\n", + "| mars | 1.667910 | 1.667910 |\n", + "| avri | 1.383011 | 1.383011 |\n", + "| mai | 1.210513 | 1.210513 |\n", + "| juin | 1.439462 | 1.439462 |\n", + "| juil | 1.648584 | 1.648584 |\n", + "| aout | 1.707408 | 1.707408 |\n", + "| sept | 1.831204 | 1.831204 |\n", + "| octo | 1.992537 | 1.992537 |\n", + "| nove | 2.001179 | 2.001179 |\n", + "| dece | 2.053332 | 2.053332 |\n", + "\n" + ], + "text/plain": [ + " varCoordSoftware varCoordFromEigen\n", + "janv 2.016753 2.016753 \n", + "fevr 2.022516 2.022516 \n", + "mars 1.667910 1.667910 \n", + "avri 1.383011 1.383011 \n", + "mai 1.210513 1.210513 \n", + "juin 1.439462 1.439462 \n", + "juil 1.648584 1.648584 \n", + "aout 1.707408 1.707408 \n", + "sept 1.831204 1.831204 \n", + "octo 1.992537 1.992537 \n", + "nove 2.001179 2.001179 \n", + "dece 2.053332 2.053332 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cbind(varCoordSoftware = acp$var$coord[, 1], # coordinate returned by FactoMineR\n", + " varCoordFromEigen = acp$svd$V[, 1] * sqrt(acp$eig[1])) # computation from the eigen decomposition" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If the data have been scaled first, the Euclidean norm of the coordinates = 1, and thus belong to a sphere in dimension p. If one plot a projection onto a 2D plane, the coordinates should be inside a circle. It is closer to the circle if the variable nearly belongs to that plane, i.e. is the original variable is well represented by the principal variables." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 300, + "width": 300 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Representation of the variables (unscaled PCA)\n", + "acp <- PCA(temp, scale.unit = FALSE, ncp = 12, graph = F)\n", + "plot(acp, axes = c(1, 2), choix = \"var\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 300, + "width": 300 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "acp <- PCA(temp, scale.unit = TRUE, graph = F)\n", + "plot(acp, axes = c(1, 2), choix = \"var\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Q** Why the two representations are very similar?\n", + "\n", + "**Q** Why can we use all the variables to interpret the principal variables 1 and 2? Can you recover the interpretation of the two first axis?\n", + "\n", + "**Q** Draw a similar plot with components 3 and 4. Explain we cannot use that plot to interpret component 3. What can we do else?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us now consider the case of the outlier on axis 2 (Brest). Should we keep it in the analysis, or should we remove it because it completely changes the computations (matrix diagonalization, mean, etc.), in particular about the second axis? To address this question, we consider two PCAs, with or without this point.. \n", + "\n", + "**Q** Look at the code below: How this observation is excluded?" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAJYCAIAAAAxBA+LAAAACXBIWXMAABJ0AAASdAHeZh94AAAgAElEQVR4nOzdeSBU3/84/jOMZeyiQqiQQkUpUbYQEUXaFymqVwv1arH1Ki1aRAtSWl5K+6J6tZdSihbSJkmLKFqUSBjrzP39cb6f+7vvGcY2Y2mej79m7pw598wY85x7luehEQSBAAAAAGEl0t4NAAAAANoTBEIAAABCDQIhAAAAoQaBEAAAgFCDQAgAAECoQSAEAAAg1CAQAgAAEGoQCAEAAAg1CIQAAACEGgRCAAAAQg0CIQAAAKEGgRAAAIBQg0AIAABAqEEgBAAAINQgEAIAABBqEAgBAAAINQiEAAAAhBoEQgAAAEINAiEAAAChBoEQAACAUINACAAAQKhBIAQAACDUIBACAAAQahAIAQAACDUIhAAAAIQaBEIAAABCDQIhAAAAoQaBEAAAgFCDQAgAAECoQSAEAAAg1CAQAgAAEGoQCAEAAAg1CIQAAACEGgRCAAAAQg0CIQAAAKEGgRAAAIBQg0AIAABAqEEgBAAAINQgEAIAABBqEAgBAAAINQiEAAAAhBoEQgAAAEINAiEAAAChBoEQAACAUINACAAAQKhBIAQAACDUIBACAAAQahAIAQAACDUIhAAAAIQaBEIAAABCDQIhAAAAoQaBEAAAgFCDQAgAAECoQSAEAAAg1CAQAgAAEGoQCAEAAAg1CIQAAACEGgRCAAAAQg0CIQAAAKEGgRAAAIBQg0AIAABAqEEgBAAAINQgEAIAABBqEAgBAAAINQiEAAAAhBoEQgAAAEINAiEAAAChBoEQAACAUINACAAAQKhBIAQAACDUIBACAAAQahAIAQAACDUIhAAAAIQaBEIAAABCDQIhAAAAoQaBEAAAgFCDQAgAAECoQSAEAAAg1CAQAgAAEGoQCAEAAAg1CIQAAACEGgRCAAAAQg0CIQAAAKEGgRAAAIBQg0AIAABAqEEgBAAAINQgEAIAABBqEAgBAAAINQiEAAAAhBoEQgAAAEINAiEAAAChBoEQAACAUINACAAAQKhBIAQAACDUIBACAAAQahAIAQAACDUIhAAAAIQaBEIAAABCDQIhAAAAoQaBEAAAgFCDQAgAAECoQSAEAAAg1CAQAgAAEGoQCAEAAAg1CIQAAACEGgRCAAAAQg0CIQAAAKEGgRAAAIBQg0AIAABAqEEgBAAAINQgEAIAABBqEAgBAAAINQiEAAAAhBoEQgAAAEINAiEAAAChBoEQAACAUINACAAAQKhBIAQAACDUIBACAAAQahAIAQAACDUIhKAjmjt3Lu1/SUtLGxkZrV+/vqqqilqSyWSuW7fOwcGhW7duCgoKQ4cODQ8PZ7FY3HXW1tZ26dIF17Znz562einNYGZmRqPRzMzM+Fjn5s2bVVVVxcTE5s6dK4gz+vj40Gg0MTGxFlTYaGGOyltJEG8v+DPQ27sBADQJk8l88eLFixcv7t+/f+PGDXwwMzNz0qRJr1+/Joulp6enp6dfu3bt1KlTysrK1Bpu3rxZUlKCb585c2bBggVt1vj2kpmZGRQUhBASERGpq6tr7+YA0EFBIAQd2r59+9TU1Nhsdk5OzpYtWwoLCxMSEm7evDlq1Kiamppx48Z9+PABIWRmZubi4iIjI3Px4sVbt27dvn3b0dExLS2NRqORVZ06dYq8fe/eve/fv3fr1q0dXlIbysrKwjfi4+Pd3Ny4C4SHh//69UtBQYFfZ2xWhXw/OwAtA4EQdGg2Njba2tr4dvfu3adNm4YQevbs2ahRo3bt2oWjoIeHR2xsrKioKELIx8fH3d393Llz6enpycnJlpaW+LnV1dUXLlxACOnr62dlZbFYrPPnz8+fP799XlVbqa2txTc0NTXrLTBixAj+nrFZFfL97AC0DIwRgk5DT08P3ygsLEQI/fvvvwghBoMRFhaGoyC2atUqa2tra2trsiMUIXT9+vXS0lKE0JYtW/CFYHx8PO/Tff36derUqV27djUxMbl69erEiRNpNJqFhQV+tE+fPjQazdHRMScnx8LCwtbWFiFUXV29fft2IyMjeXl5RUVFQ0PDsLAwMhopKirSaLTZs2dfvHhx+PDhioqKo0aNwuGZQ2Zm5ujRoxUVFfv06bNt2zYejSwqKlq4cKGhoaGMjMyAAQO8vLy+fPmCHxo5cuSMGTPw7SFDhowaNYr76RzDZuSLSktLGzVqlIKCgra29urVq2tqasinPH/+3NnZWUlJycjIaN++fTwqXLx4MR6Rzc/Px4+Wl5eLi4vTaLSZM2dyn73Rysk3kDwydepUGo2mqqqK7/J+/zmw2ewDBw4MHTpUQUFBWVnZ1NT033//rXd0Gfz5CAA6Hm9vb/z5fP/+PXnwxIkT+GBUVBSLxZKQkEAI2dnZNaXCqVOnIoTk5OSqqqpw5aKioj9+/GiofElJSY8ePch/EzExsZ49eyKEzM3NcQEdHR2EkLW19aBBg8jj1O9oko+PD34K7gPU19cXFxenFggNDcUFTE1NEULq6uoco5t79uypt5GvX7/u2rUrx+kUFBTS09MJgvDz8xs4cCA+aGZmFhAQwF0DPqOpqSn1RWlpacnJyVHrDA4OxgVSUlKkpaWpD+F3iU6nc1eYkpKCy8TExOBHL126hI9cunSJ++yNVo7fQE9PT7L9U6ZMQQipqKjgu7zff47TBQQEcBdetGhRQx8J8AeDQAg6IjIQxsbGXr9+/erVq7t27cI//Gk02vPnz3Nzc3EBLy+vRmtjMpkyMjIIoWnTphEEcfXqVfzc/fv3824AnU7fuXPnvXv3yMspjkBIo9GUlZU9PDzCwsK+f/+OhyQnTpyYm5ubkZGBv3mVlZXxU8jBsLFjx6akpBw5cqRLly4IITk5uZKSEuL/vqkRQpMnT05KSoqOjsYTJi0tLettpLW1NUJIUlIyJiYmJyfn0KFD+GUOHTqUxWIRBHH06FFcIQ6N3OoNhAihefPm3b17Nzw8HP/a0NHRwQWGDBmCGxwbG5ucnDxmzBhcvt5AyGazcZesi4sLftTHxwchpKCgUF1dzX32RivnHQgbff+pp6urq5OSkkIIOTk55eXlZWVl4TFUGo328+fPhj4V4E8FgRB0RGQg5Ia/B3NycvDd+fPnN1ob2QsaHx9PEER1dTW+4rG3t6+3PIvFYjAYCKHZs2fjI6WlpfLy8tyBUEZG5vPnz/jIjx8/4uPj4+Pjv337RhBEXl4evlhECNXV1RH/9z3erVs3JpOJn4J7dxFCFy5cIP7vm1pFRaW2thYXGD16NEKoR48e3I389OkTfq6/vz95cOPGjfhgZmYm0dJAqK+vTxZwcnJCCImKihIE8eTJE1xbZGQkfpTJZCopKTUUCAmC8PPzQwhJSUlVVlYSBNG3b1/qu0ot3JTKeQfCRt9/6umKi4vxQ3p6erGxsQUFBT9+/Lh169atW7dKS0vrfa/AHwzGCEHnQKfTBwwYsGnTJhw8evbsia+WyPEnHvB8UXy5cOPGjTt37ujr6yOEbt++/fPnT+7yOTk5lZWVCCFyro2cnBx5uUY1ePBgNTU1fFtZWdnCwuLZs2fu7u4KCgq9evV68eIF91PMzMxwlEUI4ZFFhNDbt2/JAj179qTT/98sNvzVX+/AFTkjlKyEejs7O7ueN6JpqDNrdHV1yQaQy1Ts7OzwDQaDga9KG4J7pJlM5t27dz99+vTmzRuEEI5eHFpQOYcmvv+YoqLixIkT8XnnzJmjrq5uZWWVkJBgaGjI0S0MhAEEQtChkWOEtbW1GRkZgYGBIiIiCCFRUVEtLS2E0P3798vKyqhPSUpKEhMTExMTi46ORghVVFRcuXIFIUQQxIQJE0aPHj169OhHjx4hhOrq6uqdq1JeXo5vkAEJIVTvsm7cvYb9/PnTyMho48aNxcXFGzZsSE9P9/f3534KdUUHOceHDI0cBZqCWh6/OYgyX5SPyMlH5FkQQrgztiFGRkb9+vVDCF25ciUhIQEhpKysbGNjw5fKOTTx/SedOnXq+vXrc+fOVVdXRwhlZWVt3bq1T58+5GwjIDwgEILOytPTEyFUWlq6fv166vGoqKi6urq6ujo8O//SpUtMJrOhSs6cOcN9sE+fPvjGw4cP8Y2qqqq0tDTe7Tl79uzXr18RQseOHfPx8TE2NiYHMqkePXpEJse5ffs2voGjRbOQc2gTExPJg+RtAwOD5lbYKPzLA1GazWKxHjx4wPtZ+PrvypUrOA2Cu7s79edFsyrHMTIvL488Qr2gb+L7j/348SMjI0NFRSUmJiY/Pz8jI2Px4sUIoV+/ftX72wj82SAQgs5q6dKlGhoaCKHw8HBXV9cDBw7ExsY6ODicO3cOIWRra2toaIj+r19UQkKirKyMOirg6uqKEEpMTKSussBkZGRwH+O///574MCB1NTUadOmff/+nXd7qqur8Y3Tp09/+vTpyJEjZ8+e5S727du36dOnp6WlnTp1avny5QghLS0tsg+26TQ1NfGzIiIiYmNj8/Pzjx07hscIBw0ahPt++cvExARfuQYFBR07duzx48ceHh7v3r3j/SzcO/rhwwc8ZXTy5MktrhxP3E1OTo6IiLh165aPj8/NmzfJR5v4/mOPHj0yMjIyMjLatm3br1+/unXrRg4ockzZBUKhHcYlAWhMvcsnuKWnp5PL7an69u2LZ0yUlpZKSkoihEaPHs3x3P379+PCBw8erLdm6lR+ERERvPqQY7IMtdo3b97gOZYkHKcRQrm5ucT/zfXo27cvtZdVTEwMryUguGaaEFzLAzhkZWVxf2vLy8uTU2NaNlmG+qKWLl1K/aJYsmQJx+m6d++OGp4sgw0ePBgXVlFRwdNZ6y3caOVhYWHURxkMBr52x+9Po+8/9XQVFRVk5KMyMjIipzIB4QFXhKATMzY2fvbsWVBQ0MiRIxUVFVVVVa2trXfu3Pny5Uv8HXrx4kXcD+ni4sLxXDwfEjXQO2psbHz//n0HBwcFBYX+/fufPn2aXErfEF1d3fPnzxsZGcnIyAwbNuzkyZPr1q3DD0VERJDFzMzMTpw4MXToUHl5eVtb28TERGdn55a9fD09vaysrPnz5w8YMEBKSkpfX3/OnDlZWVnGxsYtq7BR27dv//fffy0tLeXl5fv3779r1y485YQ3fFGIEJowYQJ1CLC5lS9dunTDhg3a2tqysrJWVlZXr16lvtImvv+YlJTUrVu3goODBwwY0KVLFykpqb59+65YseLmzZvU8VogJGgEQbR3GwDoWAiCyMjIQAgpKiqSUyiHDRuWlpY2bdq0Y8eOtaxaRUXFX79+eXp6Hjx4kG9tBQC0GuQaBYATjUYbM2bM58+fFRUVr169qq+vHxsbiyfL1JuoDADQqUEgBKAeBw8enDRpUklJCTUT5pw5c/BUVQDAnwQCIQD1GDVqVG5u7pEjR969e8dkMnv16uXo6NjKsbcFCxZUVlaamJjwq5EAAL6AMUIAAABCDWaNAgAAEGoQCAEAAAg1CIQAAACEGgRCAAAAQq1NZ43W1NTExsY+e/astLS0T58+c+bM6d27N0eZc+fOHTp0iLwrKip6/vz5tmwkAAAAodKmgTA0NDQ3N3f+/PkKCgonT55cu3ZtdHQ0x04rhYWFgwcPHjt2LL7b3C1pAAAAgGZpu0BYVFT0+PHjkJCQgQMHIoT8/f1nzpyZnp7OsfdmYWFhv379yCy9AAAAgEC13Rjh79+/dXR08IbXCCEJCQlJSclfv35xFCssLFRRUamqquLYbRUAAAAQhLa7ItTS0tq+fTt59/Hjx6WlpRzbhxIEUVhYePny5R07dhAEoaGhsXjxYnIDUm4VFRV1dXWtaRWbzSYIgtwoHJD+3+4kDe8VILSys7PpdDresQhQsdls+MDUq66uTlRUFAZ6uLXZZ0ZERERWVrahR9shxRpBEDdv3ty7d6+zszO5FThWXFwsIiKip6f3zz//1NXVHTx4MCQkZPfu3fLy8rhARUXFt2/fyPKfP3+m0+mteR/ZbDabza53y2whB4GwIZcvX2YwGHjnXkAFgbAhEAgbwmKx2uY6pLy83M7OrqFHm5RijcViPXr0KDEx8d27dz9+/GAwGCoqKsOHD7ezs1NVVW1WawoLC3fs2JGXlzdr1ixHR0fehaurq2fOnPnXX3/Z2NjgI9yBUFdXtzX7h9XW1lZXV3NM2AEIIRaLxWazqVvIAkxDQ0NVVRVvRgGoqqurxcXF4eueW1lZmZSUFPQ8cauqqsJbZwsUm81+8uQJj0DYyJVQZWVlTExMZGRkXl4ex0MxMTGioqLu7u4rV64cMmRIU1rz9u3bNWvWGBsbBwYGkhd5PEhISHTt2pU6jigtLU3dkfz79++ysrLUncSbq7KykiCIpjRG2NTW1tbW1kpJSbV3QzqczZs3y8rKwmeGW1lZmbS0NFwUcqusrJSVlYWflfVqg3+lRvsqeAXCs2fPLlu27NOnT6KiohYWFsOHD9fR0ZGXl6+urv7+/fuTJ0+SkpJOnz595swZT0/PLVu2dOvWjUdtLBZr8+bNdnZ23t7eDZW5f//+8ePHN2/eLCcnhxBiMpnfv38nd0YFoCOYNm0a9KUD8Cfh9f88YcKEHj16hIaGzpw5s94uUDabfevWrZiYmEOHDvXs2TM4OJhHbc+ePSsuLtbX18/MzCQPqqmpdenSJTExsaamxtHRceDAgTExMdu3b3d1dRUTEzt58qSGhgYspQAAACA4vALh3r17PT09xcXFGyogIiJib29vb2//6tWrwsJC3mcqKCggCGLLli3Ug/Pnzx8zZkxSUlJFRYWjo6OsrOz27dsPHDiwbds2UVHRwYMH+/n5QU8LAAAAwWnJfoRMJjMlJaWurs7Kyqo143Ot9/Dhw4EDB7ZyjLC8vLxr1658bNWfAcYIG1JSUkKn03lMxRZaMEbYkG/fvikpKcEYIbfS0tK2GSNMSkoiJ11ya/ZQR05OjoODQ05ODkJIS0srISGBOnsFAAAA6Fya/dvNx8fnw4cP69at27hx48ePH5csWSKIZgEAAABtg9cVIZPJrKysVFJSoh68f//+8OHD16xZgxBKTExMTk4WbAMB6GC2bNmioKAQGBjY3g0BAPAHryvCoqIibW3tzZs3V1ZWkgd79OiRmZmZk5OTl5f34sULdXV1wTcSgA5kz549hw8fbu9WAAD4hlcg1NTUvHDhwn///denT59///2XxWIhhNasWVNaWqqrq6utrf3z58/Vq1e3VVMBAAAA/mtksoyVlVVqauqZM2eCgoK2bdu2ZcuWKVOmdOnS5dChQzQabdasWfb29m3TUAAAAEAQmjRrdOLEia6urnv37vX29u7bt+/WrVuPHz8u6JYBAAAAbaDxWaPfv3+PjY09ePDghAkTcnJyRo4cOWrUKHd397dv37ZB+wAQHEdHx969e7d3KwAA7ayRQPjs2TN9fX0vL6/58+cbGBi8f/9+/fr17969U1ZWNjQ0XLBgAXUvCAAAAKDTaSQQLl26tLS0NDY29siRI+Xl5cuWLUMIqaqq7t2799mzZ9++fePYUBB0cDdu3HB0dPz48WN7N6QTmzZtmpubW3u3AgDAN42MET59+nT48OGzZ89GCB0+fPjRo0fkQ/369Tt//vz9+/cF20DAVwUFBdevXy8vL2/vhnRimzdv5rH7RE1NDY/0vACADqiRK0JdXd3Hjx+npKQ8fPjw0aNH3Nd/I0aMEFjbQJuqqanBK2SEUFhYGI1Ge/jwIfWgvr5+7969cTLed+/eTZw4sXfv3l26dHFxcYmPj6eWdHNzMzMzu3fvnpaWloSEhKKiopOT0+vXr9v0NQAAWqqRQBgaGspisfBmhNXV1Rx7R4COqbq6OjQ01MDAQFpaWkNDY8aMGbgvdOTIkXgzyP79+w8aNAgh5OLiYmFh8e3bN3t7e2lpabwHcmpqqpOTk5aWVteuXXV1dYOCgqgZFf5IkyZNQghRw9uzZ89ev37t4eFBo9HS0tIGDx6ckJBgZ2fn5eX18+fPOXPm/PPPP9QaPn/+7OLiMnDgwO3bt0+aNCkhIcHR0bG2tratXwkAoAWIxmRkZPj7+/v5+b148aLRwm3swYMH5eXlrakB7/3Lr/Z0ELNmzUIIjRw50s/Pb9y4cWJiYv369auurn748KGPjw9CKDo6+t69ewRBODs7m5iYGBsbjxkzZtOmTZWVlVeuXBEREdHS0lq+fHlgYKCDgwNCyMvLq71fk0CMHj26V69e+Lapqammpib50PLlyxFC7969IwjCzMxMWlo6OzsbP/T161crKysxMbH379/jI66urgghPz8/8ul4NP358+dt9Eo6ht+/f7NYrPZuRYOsra379evXLqf++vVrTU1Nu5y6g/v161cbnIXFYiUmJvIo0HggJAji58+fBw8eDAkJWbp0qa+v7+bNm+Pi4n7+/MmnRrYcBEJuTCZTTExsypQp5JFly5YpKyvjL+UDBw4ghDIzM/FDzs7OCKGgoCCysJubG51Of/PmTU1NTUVFBUEQdnZ2ampqgm728+fPEUKHDh3Cd6nfWa6ururq6oI4KTUQ7tixAyGUlpZGEASLxVJTUxsxYgRBEAUFBQihRYsWkc8qLi6+du0aQmj79u1kCxFC1P+IY8eOIYRSUlIE0ewOCwJhQyAQNqSDBMLGF9SHhIRs2LChpqaG4ziDwVi+fPmGDRv4dW0K+EJUVJRGo6Wmpn748EFLSwshtG3btm3btvF4Cr76wQ4ePEgQhIKCAu7WY7FYv3//ZjKZgm52u5swYcKyZcvi4+OHDh16586dL1++rF27FiH07t07hJCRkRG18IABA8iHMCUlpS5dupB3RUVF26bZoOnu3LnT3k0AHVQjgXDfvn04m2j37t3V1dVlZWVpNFpZWdmHDx+Ki4tDQkJ69Ojx119/tUlTQZOIi4tHRUUtXbpUW1tbX1/f1NTUwcHB2dm5oS12FRUVqd/g8vLyL1++3L17d1ZW1sePH1+/fv3z508FBYW2av7/Q/3OOn/+fBucUV1dfcSIEfHx8aGhoceOHZOUlJw4cSJCiODauTolJQXvPUsdAoQ9VzuUps/dZbFYbDYb/nxCrpHJMjjLflxc3Ldv39LT0+/cuXP79u3Hjx///PkzNDQUIXTw4MG2aCZojnnz5uXl5cXGxhobG9++fXvy5Mn9+vVrKBOQtLQ09W54ePigQYOOHz+uqKjo7u5+9uzZadOmtUmr29/kyZM/fPjw4MGDs2fPjhs3Dod/PFP65cuXZLHp06cvWrQIIdS3b9/2airg1ujc3VGjRunp6VELHzp0SFlZWVxcXE9Pb+PGjQihs2fPmpmZycrK9u3b98iRI9T6f/z4MXfuXD09PRkZGSMjo127drHZ7LZ8gUBwGgmEL1++lJKSmjlzJvdDeP7hmzdvBNIu0FLFxcWpqal0On327NmHDx/Ozc09efJkfn5+WFhYo89lMpmrV692dXXNzMzcvn37vHnzrKysaDSaINqZkJBga2urqKjYv39/Pz8/jr53ju8sDQ0N8iHqSgZra+uTJ0/yq0kTJkwQERGZN2/e79+/8YQjhJC6urqJiUlsbGxOTg5ZsqioiE6nu7i48OvUgC+aNXf39evXCxYsmD59+rZt28TFxf/55x8HB4cFCxbY29v7+/sXFxfPnj07KysLF87LyxswYMDJkyfNzc2XLFkiLy/v4+Mzffr0NnxxQIAa6RodOHBgSkpKeHj433//TV1EzGQy8bATnoUPOo7379+bmpr6+/uTa13Mzc1pNJqEhARZpqFfsgUFBVVVVdTVovn5+bdv3+buHmylQ4cOzZkzp2vXrpMnTyYI4uDBg5cuXWrKE9PS0mxtbUVERCZNmqSgoHDt2rWpU6dmZmaGhIS0vlUqKiqWlpZJSUkqKirUbVUiIiJsbW2HDh06depUeXn5iooKNpu9atUquCLsaPLz8/38/HBnFUJIRkZm+/btWVlZhoaG3IVLS0tPnz6NO8CtrKyGDBmSlJT04sWLfv36IYQUFBR8fHwePHigr6+PEFq2bFl1dfXz58+1tbXx0/38/MLCwqZOnTp27Ng2enlAcHhPtiF/bktKSvbs2dPAwEBfX19TUxMHRRqNduzYMX5N7GkBmDXKraamxsjIiEajjRs3bu3atR4eHioqKlJSUk+ePCEIAi+V8/DwOH36NEEQzs7O1AmZLBZLT0+PwWB4eXnt3LlzwYIF+IoNIbRz586ysjK+tLC0tFRZWVlDQ+Pz58/4SG5ubteuXRFl1qidnV29s0Y5VjJUVVXZ2NhQVzI0C3XWKLZ7926E0PLlyzlKvnnzZvz48T179lRQUBAVFeWYRuvq6qqiokI9gv9xYNZoW2p07i7Hh0paWpraWnl5eWtra/Iu7lPduXMnQRCVlZUiIiK+vr7U0xUWFiKE/vrrr6a0DWaNNqSDzBptpGt08uTJu3btUlZWrqqq+vjx46tXr7Kysj59+lRXV6egoLB7927hGUDqLMTExK5cuTJ37tyMjIzNmzffuXNnxIgRKSkpgwcPRgg5OzuPGTPm3Llze/bs4X6uiIjI1atXnZycLly4sGnTptzc3MTExDNnzujp6a1ataq4uJgvLbx7925RUVFAQICamho+0qtXLzzqxtvnz58fPnzo6elJXopJSEgEBwfX1tZevHixBS25du1abm4u9UhRURFCyMPDg6Okrq7u2bNn8/LySkpKpKSk5OTkqI+eP3/+69ev1CP4ShfyLrWxZs3dlZWVxZOeMDExMWVlZepd8vabN2/YbHZkZCSNonv37gihHz9+8PMFgHbS+PKJRYsWeXl53bhx4+3bt2VlZXQ6vVu3bhoaGra2tpKSkm3QxI5PTEzM29u73tDSLtTU1Pbu3VvvQxISEpcvXybvcndI9urVC1811tbW1tbW4rmm5EgJX+BpO0OHDqUeNDExafSJ9a5kwL1e1JUMLVZVVXXgwAEjI6OBAwe2vjbQ9gQ0+RNX6+3tjS86qei7uN0AACAASURBVHBPBujsGg+EdXV1Fy9efPHiBYPBmDFjhq6uLj7OZDIDAwMRQps3bxZsG8Gfpd6M1bKyso0+kahvqBLX1vpkZgsXLnz+/PmnT58aXRqrqamJrwaAkNDW1hYRERETExszZgx5sKSkJCEhQUdHpx0bBvilka7R0tJSMzOzyZMnb9q0afXq1f379yenFFdWVm7ZsgWyj7axrKwsFxeXrl27amtr+/v7d8Z9JPB3R3p6OvVgRkZGo0/kXslAPrH181auXr36/v378ePHW1pa8i6ZnJz833//tfJ0oBORkJBwdXU9fPhwamoqeXDevHlTpkzpjP+AgFsjgXD9+vX4C6tPnz7a2tq1tbWzZ88WngQNLBaL73mTW7PJw+fPny0tLS9fvlxUVPThw4etW7dyj2Z1fFZWVt26dQsNDcXTDRBCP378aMrqDu6VDDU1NWvXrm39SoY9e/YUFhb++PHj3Llzenp60dHRrakN/HlCQ0MlJSVtbGxmzJgREBAwePDg+Ph4Ly8vY2Pj9m4a4INGAiEeT7p169bbt2/fv38fGRnJYrGmTJnCMTWg0yHXxnbt2nXkyJEca2NbsNgWIXT79m07OzsFBYX+/fuvXLmyqqqKfKjeTR5aICYm5ufPn9Qj58+ff/XqVctqay8yMjKhoaH5+flGRkY+Pj5LliwxMjJSUVFpynMjIiLYbPbQoUMXLVoUFBQ0dOjQhIQEf3//1lwRZmVlLVu2jPx7VVVVrVixIjMzs8UVgj+Pjo5ORkaGu7t7amoq/rqIjo6OiYlp73YBPuE965TBYEhLS1OPBAQEIIQsLCzy8/ObUoNAtWz5RG5ubvfu3WVkZLy9vf38/MzMzBBC1CzVrq6u8vLykpKSixYt2rZtG546YW9v37Vr1zVr1mzYsEFZWVlUVPTVq1e4PJ1OHzBgAIPBGDdu3MqVK01NTRFCQ4cOraurwwW4N3lo2et1d3fn/gvihRB8RybdFpAbN27Y2NgoKir27dt38eLFeLpmo8sniP9dyWBpaXny5MlWtiQyMpL7Xd2xY0dD5YuLi3///t3Kk/6ROnjS7XYEyyca0kGWTzQSxvBi0qioKPI/v7a2Fk8KJ3+D862xzdeyQOjm5qagoIBXnuF1hCtXrkQIXbhwARfAc8PIAIM7h8XFxV+/fo2PREVFIYT279+P7+L5GgcOHMB32Wz2woULEUL79u3DR7g3eWgZ3E4OeIEg3wk6EDad4HafwMj111SbNm1qqDwEwoZAIGwIBMKGdJBA2EjX6JQpUxBCPj4+ysrKOPcxnU4/depU165dO2lytaqqqgsXLnh4eJAZIhBCK1asQAjhvXUwaWlp8vLL2NhYXl5++PDhOOUEQsjOzg4hVFFRQZbv27fvnDlz8G0ajbZp0yYGg8GxOIG6yUPLzJo1iyN39ogRI+rNmvEnaXFPchPVu9rP3NxcoCcFAHQcjQRCf39/T09PGo1WU1ND7sXTo0ePxMTETjpvmGNtrJSUVLdu3bjXxjZ9sS2Gk7mQd+Xl5XV1dal5rjk2eWgZAwODCxcu4Mt0Op3u7u5+5syZP3jHn9zc3ODg4IcPH1JzjfLdiBEjFi9eTD2ycOFCCwuLhsqXlpaWlZUJrj2g8yIIIiMj4+rVqxyJGkAH18g6QnFx8YMHD65du/bVq1dkEmSE0IABA7KzsxMTE/m71LoNcKyNrampqayslJeXR61bG8udmVpUVJSacIBjk4cWs7Oze/XqVUlJibS0dBM3mml7CQkJ58+fr6qqMjc3nzVrVr0LB5siPT09LCzM0NAQ90ULTlRUlLOz840bNxBC9vb2o0eP5lF44MCBPXr0oG5rwBcdLS0DaK7v379PmjTp7t27+K6np+f+/ftb/OEHbalJf6SePXv27NmT46CoqKi9vT01N3GnwLE2trKysry8nE6nt3JtLN5gnVReXv7mzRtHR8fWNrcBioqKAqq59YKDg9evX49vHzp06MSJEzdu3GjZZevEiRNxTuQ24ODg4ODg0DbnAn+k+fPnk1EQIXTo0CFtbe1//vmnHZsEmqiRrlEeUlJS/v7777///puPrWkDAlobm52dHRcXR95dtWpVRUXFjBkzWtXWTuj9+/dkFMQSExO5l5q0Xmlp6bp165ydnWfOnHn9+nW+1w9As1RXV1+5coXj4Llz52DPwk6h5ZftL1682LlzJ0Jox44d/GtPWwgNDb17966NjY2bm5uKikpCQsLLly9buTZWTk5u9uzZly9f7tOnz7179+7fvz9mzJhx48bxsdmdwuPHj7kP4kzZfDxLaWmpsbExuaz+6NGjW7durXdKLWhITU2NqKjoHzzA3MZKS0u5k2+8fPlSTExMQ0PDy8vL39+/XRoGmqLlV4Ti4uIKCgp4F+/Ohbo2NiYmhi9rY4ODg3fs2JGfn79r166Kior169dfuHCBXw1uIjExsQULFrTxSTnIyMhwH2xKHtFm2b59O3WbXITQqlWrSkpK+HuWdsEjLQNqbFNiMzMzjlTmERERNBqNfK/4ldgBcOvWrZumpibHwbq6Ojab/fHjxzVr1nS6Cwbh0gZrOAQH9iOkotPpTdwdrSlato6wqKiIe3LsnTt3+NUqzMnJifuTjDcQbgOysrLkYn8+ajQtQ2pqqoyMjJycnLe394oVKwwMDBBCq1atImswNTUdMmQItU7cZ0Nu1sivxA4NEfJ1hLx/+6qqqrZ3AzuiDrKOsEldo+Xl5ZcuXcrNzf3+/bucnJyamlr//v1HjBjBPVUSCDklJaVjx47NmDEDp4KTkJBYu3attbU1f89S70IUJSUl/p6l7b18+fLAgQNeXl4IIYIgFi9evHv37tjY2Llz5yKEli5dShBEWloazmUREhLi5OS0devW2bNnUxfF8paWlhYUFIRTBgL+Gjt2bHp6+p49e/Lz85OSkmpqaqiPfv369ffv3xw7WYKOotFYeuTIkXr7u7S1tS9fvsyviN0ycEVI1RGuCLGSkpILFy6cOHEiLy+PX+2hOnv2LMensV+/frW1tXw/UXV1NXlBRsrNzf38+TOPp7TsXHQ6vW/fvmw2mzzy69cvBoPh4uJCEERBQQFCaNGiRdSn4DmK27dvx3ebckWI/ncPd/4S8itCKrwPNpWKikp7N6oj6iBXhI2MEZ49e3bWrFnl5eWKior4F7eIiMjgwYMVFRVzcnLGjx+fkJDQwggs3IqLizds2DB9+nR/f//379/zsWbeg0xktnEZGRkjIyNqtvHq6urQ0FADAwNpaWkNDY1Zs2Z9+vSJfGJqaqqTk5Ompqa0tLSurm5QUFBlZWVDbVBQUBg7duyUKVO4V93wxfjx49etW0cuo9TT0ztz5kyzFmy9fPnS2dlZSUnJ0NBw69atJ06coNFonz9/Rg0MpFHfNxcXlxMnTnBnab93756WlpaEhISioqKTkxPvhYYXL17U0dHhmEPEIy0DvzYl5ktiB9Ao7un0vr6+7dIS0BSNfHfs3buXzWbv378f/8fGxsbOnz/f0dFxzZo1a9asCQ0NjYyMbMelhGw2u6qqipoCprmqq6tZLBaP73RByM/PNzc3JxPZREZGnj9/3srKqvU1Jycnx8XF2drazpkz5/79++Hh4Xfu3ElKSsKTAz9+/GhlZcVkMidMmDB27NgHDx74+Pjcu3cPL/yYN2/e0aNHraysRo8e/fbt2/j4+PT09MePH4uLi9+4ccPd3b1nz54TJkxgMBhpaWmbN2/++vXr7t27W9/mllm5cuXMmTNfvHjRpUsXIyMjMTGxpv8Rnzx54ujoqKCgMG3atIqKig0bNuDYUFVVVVlZyWKxqqqqnJycunfvvnr1ahERkezsbOr7lpycvGLFitTUVHLBDIvFKigocHFxsbS0/Ouvv968eRMXFzd69Gg8aZDj7B8+fFixYsX169fpdLqXlxe12Ww2m+NV0Gg0cXHxyspK/IOmtraWWgBPU6ysrMQH2Ww2Rw34Wfh14XZKSUkJ7tOOm9ea/8c/hru7e0VFxdatWz98+NCjRw9vb++FCxe28fdMp8DxkRYQ3NHCqwTvK0o5OTnq7hNsNltCQkJbW5sgiOLiYoRQly5d+HHl2kL379/Hs5ZbrKysrLCwsDU1tMDkyZM5/go6OjqtrxZfEu3btw/framp+euvvxBCMTEx+Iirq6uCgsKbN2/Ip+D0p+fOnfv9+7eYmNjkyZPJh3x9fZWUlJ48eYKfSKfTs7KyyEdtbW3V1NRa3+Z2YWlp2a1bt8+fP+O7jx49wt/deXl5tbW1ONNCQEAAWZ7jfSsqKsK/7s+dO4eP4HUyK1asIJ+ydOlShBB+90i/f/9evXo1zjdkbm7+9OlT6qO4a5R6BOcPcnd3r62txSm7Fi9eTC2QnJyMEAoNDcV3hw0bNmjQIGoBPIuYbPmYMWPU1dWb81Y1z69fv6qrqwVXf2fEZDJra2u/fPlSWVnZ3m3piIqLi9vgLNXV1bdu3eIRShoJhP3790cIJScn47uJiYkIITU1NYIg8FaFvXr14ldUa4FOOkbYq1cv7l8krW8G70Em/FPd19eX+hS8Ne5ff/1VXV0tLi7eu3fvnJwc/BB1jPDXr18lJSXks+rq6kxMTBQUFFrZ4HaBB9sCAgKoB0eNGoUQKigoILgG0rjft+LiYrwggRyRxen6qGNvx44dQwilpKSQRy5evNi7d2+EkIqKSlxcHPXPhOHfMeRGVARB4HD733//4bsmJiYyMjLkgF91dbW9vT2dTs/OzsZHbGxs5OXlyZ0xvnz5gjMQUccIBbqPB4wRNgR2n2hI5xgjxLtPWFhYGBoaDhw40NbWFiHk6OhYXV09duxYhBD+1gDNwj35SFRUlC/JSHkMMnFkG8fIbOPi4uJRUVHfvn3T1tY2MDDw8vKKj48n06zLy8vn5+dv2rTJw8PDysqqe/fuaWlprW9tu8DvBjVxLkII5zEnUQfSuN+3Ll264Fma1CztSkpK1LE36kL1nJwcZ2fnsWPH5ufn+/r6Zmdne3h41DvjGqdlmDhxYlBQkLm5eWRkJDUtQ6ObEjs4OJSWltrY2ERGRq5du9bY2BjSmgDQFI2MEfr7+2dkZJw+fTojIwMfMTMz27ZtG0KIzWabmpquW7dO4G384zg7O3NsgG5jY8Oxv1LL8Mj9zZFtnApnG583b56rq+uVK1fu3Llz+/bt2NhYdXX1xMREXV3d8PDwgICAfv362drampqaGhgY7Nu37+rVq61vcNurrq5GXG8Ux7AW9UcJ9/tWXl4uKirKYDCoWdq5xwLxudauXRsaGlpVVWVhYbFr1y68yXNDgoODRUVFcXZWbW3t9evXBwUFkY+ampo+e/YsMDDwypUrpaWlAwcOPHnyJLWbffny5UwmMy4u7u+//2az2SYmJgsXLuRvTh8A/kxNua5MSUkJDw/ftGnTtWvXcJcOi8W6e/duu1/sd9Ku0aqqKuqV9MCBAz99+tT6aul0OsdC77KyMmlp6QkTJuCTioiILFiwgFqguLj45MmT2dnZP3/+fPToEXfnnre3d0VFhaSkpLu7O/WJ06dP76Rdo7hXk2OTZJwenewapfYfcr9vw4cPHzNmDH7f8BFXV1eOyfE454uqqipquC9UcKqqqvBraWPQNdoQ6BptSAfpGoXMMu22jvDx48dxcXG3b9/mXqnWMo0OMo0fP15aWvrRo0dkgQkTJiCE0tPTcQpyf39/8qG8vDwajbZo0SK8AzN1UO3Tp0+qqqry8vJ8aXYbw72LKioqRUVF+MizZ8/wFWG9gZDget9kZWVx0rj09HR8hCMQvn//ftCgQQghUVFRX1/ftvlX7wggEDYEAmFDOkEgHDx4MM6ezvscBQUFS5cu3bp1a0sa2DqdOhDyHZ1Ol5OTo9FoEyZMCAwMxBuvjxkzhizw7t07JSUlKSkpvH4Rf1l7eXkRBFFTU4PHF8eNG7d27VoPDw8VFRUpKaknT56wWCw9PT0Gg+Hl5RUVFeXj46OoqIhnUe3cubOsrKz9XnELPXnyRFpaulevXn5+fosWLZKXlzcxMUEIFRYWEvUFQo73DUdN/L5hZCBkMpnBwcHkPpRxcXFt/NLaFwTChkAgbEgnCIQ4h6yOjk5ISAjZC0QqKyu7dOnSxIkTxcXFaTTagQMH+NDeZoJASEWn07dt27Zz585hw4bJysoaGRmtX7+e43Lz8+fPM2fO1NHRkZaWNjQ0jI6Orv2/hCyfP3+eN29e7969JSQkNDQ03NzcHjx4gB/Kzc11d3dXVlbu1q3bmDFjnj59+vr1az09PWlp6Y8fP7b16+SHjIwMnHZg+PDhp0+fXrJkCUIIf5bqnVpJfd9ERES6d+9eS0lkgwPhxYsX8XxgVVXVhQsXov+dNSoMIBA2pKFAWFdXx/cAWW86pA6rEwTCioqKoKAg8uetkpLSsGHDHBwcrK2t9fX1yXlxxsbG5DdmG4NAKDitSbHWwaWnp3/48IF6xN3dvWvXrk18OnfS7Xfv3uE84HQ63dfXt7S0lG9t7VQgEDaEIxC6urqampoePHgQ797Tr1+/kJAQgiDi4+NNTU1lZGR0dXUPHz5MreHRo0eOjo4aGhpSUlJ9+vQJDAxkMpnko87Ozubm5l+/fh01ahSdTi8qKqqqqtqyZYu+vr6UlJS6uvr06dMFlO+Qqra2trkfAO5AyBHIW1AnNz6MEX7//n39+vUc080RQjIyMq6urjdv3mxlE1sDAqHg/MGBUE9PT11dnfxi+vnzp5SU1Pz585v4dGogpPaFWlpaZmRkCKTFnQQEwoZwB0J5eXlJSclFixZt27YNzyW2t7fv2rXrmjVrNmzYoKysLCoq+urVK1z+ypUrIiIiWlpaK1euXLNmjYODA0fnPPe+IrNmzUIIjRw50s/Pb9y4cWJiYv369WtxIlze6HT6unXrVqxYISUlJSoqOnDgwFWrVnFc6X7//t3b27tfv364LyoqKgp/VHAg5A7kTamz6fg5WebLly937949d+7ctWvXcFKMlrWJj1ocCMkPRIsDoYA+Uh1HewXC0aNHCzpLA9570s7Obs+ePREREX379pWUlHz58mUTn04GQmpfaBvPC+2Y/oBA+OrVqz179hw4cIC/10/cgRAhdPr0aXw3PT0dISQuLv769Wt8JCoqCiG0f/9+fNfNzY1Op79584aswc7ODic2wfAsdHIuNJPJFBMTmzJlCllg2bJlysrKz58/5+OLItHpdDxBeuzYsStWrDAzM0MI2djYkP8Rubm53bt3l5GR8fb2DgoKsrS0RAjh5pGBkCOQN1pns8Cs0f8f7o64e/cuTvChoKDg6Oj49OlTaiDk3f9Qbw1ZWVnUs2RlZbm5uampqfXo0cPNzS0zM5Mvr7Tt/cGBkCCIQ4cOGRkZSUtL9+zZ09XVleOPyNvFixfj4uLwigsh7wvl0NkD4YYNG8geLwaD8e+///KrZu5AKC0tTX2v5OXlra2tybs4Y/vOnTvx3UZTO3GkQ+JOFCVQeL56TEwMvstmsxctWkSN9G5ubgoKCmSGI4IgVq5ciRC6cOECGQg5FjU1WmezQCD8/7m6umpoaMjJyY0bN2779u3z5s0TFRXV1NQkt9RptP+h3hp69uxJfsTv3bsnLS2tqqq6ePHi5cuXq6qqysjItPGMiVevXu3duzcuLo5jJdm3b988PT2VlJTk5OTGjh379u1b3vX82YGwxSoqKvz9/SUkJBBCVlZWTb+OFAadOhCmpKRwjP4wGAyOseQW4w6EHAtPlZWV8XpfDO9IQwZCgiAyMjI2btw4c+ZMS0tLvBEQRyBUVFSkVrh3714Gg4EQ0tfXnzNnzqlTpwT370yn03V0dLiTO44fP55oLLkjNRBS1zHzrrO5IBD+/3B3hJ+fH3lk2bJliLJ/eqP9Dw3VgDscWCyWkZGRqqrq169f8aOZmZkiIiIODg4tfHnNt3r1avLfWFpa+sSJE/h4TU3N0KFDqf/k6urqvPel63SBsA0my5F9oW2/Rr5T6NSBcO3atYjLwYMH+VJ5KwNhWFiYqKiogYGBr69vdHR0UlLStGnTOAIh91TnwsLC2NjYmTNn4g+thoYG9cuNj+h0OkfCDYIgcFZOgiCeP3/O/cZi7u7uZCDkCOS862wu/uxQ/yfx9/cnbxsbGyOEKioq8F38ocfzuBBCLBbr9+/fZL5NHjWUl5cjhDIzM58/fx4SEqKiooIfNTAwOHz4MHcNCKFXr16dPXu2tLR02LBhEyZM4MvONbdv36b27VRUVHh7e1taWqqpqSUlJT1+/JhauKCg4MSJE7i3oe29fv161apVqampNBrNxMRkw4YNBgYG9Zb88eNHUFBQSkpKfn6+jo4O3s6GfLtcXFx+/fp15swZDw+PO3fufPv2TUD71L97927JkiXXrl2j0+nz589fs2aNmpqaIE4E2gvOvdeUg22MyWSuXr3a1dU1Pj6ePLh//34eTykuLn737l2fPn1mz549e/ZshNCpU6emTJkSFhbG+4ktxp3ckU6n46/WRpM7YtzJlnnUyXfCFQh5ZEZGCMnLy798+XL37t3Z2dkfP3589erVz58/ybjYaA04AwtHMsnp06dzN+Pw4cNz586tqanBd21tbfHudC1/YQghhG7evMlxpKKiIjk5efLkybhtHLKzs1t5xpZJTk52dHSUk5Nzd3eXkJA4fvy4qanp9evXcQYAqry8PFNT04qKiilTpnTr1i0lJcXHx+f+/fsnTpwgy9TU1Dg7O6uoqKxfv54vics5MJnMrVu3btmypbq62srKateuXT169Gj9Hwt0NObm5k082MYKCgqqqqr69OlDHsnPz799+zbR8AZ779+/NzU19ff337JlCz5ibm5Oo9Fwl74gvHjxgiAIMnSVl5dnZ2fb2dkhhLS1tUVERMTExPAGZ1hJSUlCQoKOjk7L6uS7xi9E6urqTp8+vWrVqpCQEJy5H2MymYGBgYGBgYJoloDUmxmZFB4ePmjQoOPHjysqKk6ePPns2bPTpk1reg04sDX6Ffnr16+FCxeSURAhlJiYiOcxthK+MOWAt2bFuyVw4P0pFBA2m+3r6ysnJ/f06dOoqKjw8PCbN28ymUzqtSxp2bJl1dXVz58/379//8aNG+/evbty5cqTJ09evHiRLJOWlubg4HD58uXAwEByzSu/XLp0SV9ff926dV26dImLi7tz5w5OqdO+HB0d8XQtwEdOTk744om0du3ahjoq2pKOjo6enl5ERIS3t/euXbt8fX0NDQ2VlJRKS0sjIiLq/a8fNGiQkZHR1q1bXV1d161bN2vWrCFDhjAYjDlz5gioke/evYuNjSXvrl69uqKiws3NDSEkISHh6up6+PBhnMcRmzdv3pQpU+ptfFPq5D/eXau/fv0aMmQIWVhMTIxc5llUVNSUGgSquWOE9WZGvnz5MkEQTUkt3VANeDoM3pkoLCyMWiA6OtrLy4s6mIT3dOQwceLEJr6Khly5cgXvqcQBT4qprKwcMGAA9Xj37t2/ffvGo0IBjRG+ePECIYSXD5OOHj26b98+fJscI+Q9xo7vco+x88vbt29Hjx6NP/Mc80KLi4vJPf/axvXr10ePHk1O6O+w84k69RghdvXq1RUrVgQEBNy/f5+P1bZyjLDR1E7cY4QciaLc3d2fPn3Kx1dERafTNTU18aheYGCghYUFQsjc3Jz8MPBI7kiOEXK0v9E6m6W1k2XwZBCEUJ8+ffBVhaioKL4q/8MCYVNSS/MOhNXV1VpaWpqammQ258LCQiUlJeqsaIIg7t27xx2upk2b1oyX/b8KCgpmzpyJEBIREenZsye12k2bNpHFPn786ObmJiEhQafTraysGl1RJKBAePr0aYTQxYsXGypAfsvzHmPHhbnH2FuvoqIiODgYdyJZW1tzL4CZP39+YGAgf0/K24EDBxBCZEsgEHY6f3auUTqd7u3tff36dXNzczk5OQMDg4CAAI6V1g0ld+QRCButs+laO1kGb0N/69YtvCVvVFSUr6/vlClTnj9/Li4uzvu5nQvZ//Djxw8jI6O3b98ePXq0R48eX79+jYiI8PLy4t5NlwPe29bV1XXQoEETJ06UkJA4duxYaWkp2U2PDRo0SFlZmfwZgdnb27egzbW1tbt37/7nn3/Ky8uNjY2jo6OHDRv233//3b17V0JCYuzYscOHDycLa2pqnjt3rq6ujs1mt+PfrokdyKgVY+ytcenSJR8fn48fP6qpqW3evHnmzJncI/bHjx/v0aPHpk2b+HheADo7BwcHvOSsXmpqaocPH27o0UuXLrWgTn7iHUgZDIa0tDT1SEBAAELIwsIiPz+/KTUIFB+vCIkm9D/wviLE0tPTnZycunfvrqysbG9vn5qayt2Sa9euycvLk38CT0/PFkzEv3PnDt5XXVFRcefOnXxfOSCgK8JGO5DJyx3eGyjiu/XOGm8Zjr5QHp2f3LlGBcra2pr8qBgZGRH/e0XIO6VkQ3mtBASuCBsiDFeELXtuQ0m3W1Mnt9Z2jeKv2qioKPJ7oba2Fs/u69u3b+cKhPVqr1yjhYWFhw4dioiIqDdS8oY7GRBCNBpt5syZAmq/gAJhox3I1G95Hhso4rt8CYSN9oVyaONA+PDhQx8fH4RQdHT0vXv3iP99i3iklOSR10pAIBA2BAJhQzpHIFy/fj2OduLi4ufOncMHCwoKqH1T/GprC3TeQNgytbW1O3fulJOTwxcHAt30Q3AL6q9cuSImJqahobFs2bLAwEA8JE5GO+q3PI8xdqz1gfDixYt4YFVNTa2J2we2cSAkGh4j5J1SkkdeKwG1EwJhQzp7ILx16xZeOFDvjJuxY8dGRka2rOaGAmFr6uTW2kBYXV3t6emJh0mOHj1KHs/IyCAn3/OnpS0iVIHw7t27eO6+goICtS/U2tpaEN/LAs0sw6MDmWMmCI8NFInWBcI3b97g4YdG+0I5dJxAYmisjQAAIABJREFUyCOlZFPm3PJdKwMh3zfna26FfNnxp16dOhB6eXlRR9O2b9/Ox8o7wX6EpLy8vCtXrnCk3aurq7tx48aOHTta1cDWEZJA+PXrVzxrA/eFcix76IyBsH1R+0JHjhzZ3MToHScQEg2nlGzKnFu+a1kgbMHmfG/fvp0wYUKvXr0UFRWtrKzIVIItq5C/O/7Uq/MGQu5pLJKSktRuhlbqTIGww/rjAyGLxdq7dy+eWTNw4MDk5OQ2O/WfGggvXryoqanZrL5QDn5+ftR1KW2A9/KJelNKvnr1CiHk7e19mUsLhqWbqMWBsFmb86WmpsrIyMjJyXl7e69YsQKveV+1alWLK+Tvjj/16ryBcMWKFdy/pVr2j1MvCIR88GcHwgcPHuBsBtLS0sHBwc1aQ9P6XqY/LxC2uC+UQ9svqG8oEP78+fPRo0fUfAJ4GrO3t3dT5tzyXYsDIWrO5nxmZmbS0tLkq6iqqrKxsRETEyMvU5pbIX93/KlX5w2E1NTKJOowWSt1kEDIh1zPgI9cXFwsLCyys7N79uw5fPjw9PR0Z2fnlJSUz58/GxoaysjIGBkZ7dq1i81mk08ZNWqUnp4evu3m5mZmZnbo0CFlZWVxcXE9Pb2NGzcihM6ePWtmZiYrK9u3b98jR460z2trPxUVFWvXrh0wYMCNGzdGjhz5/PnziIgIWVlZPp5i5MiR5F9BQKh/dAynlNy6dSt5hEwp2eK8Vu1CWlra3d0d3zY2NpaXlx8+fHi/fv3wEZxeEmdb/vz588OHDz09PclZ6xISEsHBwbW1tdTEe02vENPR0Zk3bx6+TaPRNm7cyGAw8K8KIYdXkFMxGIyOkIKVvyB3cMdCEMSXL18GDBhQV1enrKx88ODB/v37N5p4mur169cLFizw8vLS0tKKi4v7559/7t279+zZswULFowZMyYiImL27NnGxsZ4YYwwuHTp0uLFiz99+oRXwXt4eLR3i5oNj3WFh4c7OztPnDiRPE6mlMzOzh40aNCHDx8SEhLIlJKhoaF37961sbFxc3NTV1dPSEh49uyZl5cX3jKlQ5GVlaVuwCImJqasrEy9S95+9+4dQsjIyIj6dENDQ/Kh5lZI1kDNnCAvL6+rq4vznAm5UaNGrVixIjw8HN+VlJSMioriyGD1B4BA2IE8ffr0wYMHJSUlYmJiwcHBgYGBEhIS48ePx4mnycTZfn5+YWFhU6dOHTt2LHclpaWlp0+fxl+XVlZWQ4YMSUpKevHiBf45rKCg4OPj8+DBA2EIhG/fvvXx8UlISMB9oSEhIfy9CqS6c+eOgGpGCDk7O48ZM+bcuXP5+fnUQCgmJnblypV169bdvHnz+vXr3bp1GzFixKpVq/A6Ex0dnYyMjICAgIcPH/733386OjrR0dHkdU8nRdS35QLu26ytrW1xtW2540+nExYWNmXKlDt37jAYDAcHh3ZJ1i9oEAg7hJKSkrVr10ZHR7NYLITQ48eP8Y/cqqqqCxcuLF68mLp9xIoVK8LCwq5du1ZvIOTuFBo0aBCPTqEOrrS09NGjR5WVlSYmJjy2ACwsLExKSqqqqho+fHifPn0qKirCwsI2b95cU1NjY2MTFRVVb+Cvq6sTERFp5WaQNTU1oqKiHFt68ZeEhAROdohdu3aNvK2mprZ3796Gnsg7r1VnhHcjevnyJfVgRkYGoqT4aIG23PGnMzI2Nu6AHQl81NSvgLq6usjIyPHjx4/iItD2/fEIgjh8+HC/fv0iIyN79+5tYmKiqKiIoyBC6M2bN2w2OzIykkaBd5n48eNHvRU2t1OoI0tISNDV1R09erSbm5u2tnZERES9xc6fP6+rqztlyhRPT8/+/ftPnz5dT09v3bp1Xbt2jYuLS0xM5IiCYmJi69evX7lypby8vLi4uKGh4T///MNxPZGamurk5KSpqSktLa2rqxsUFFRZWUk+OmnSJAsLi2/fvtnb20tLS//69Ys6UgsER11d3cTEJDY2NicnBx+pqalZu3YtnU53cXFpcbVtuuMP6HiaekUYEBCwbds2gTZFCD1//nzRokUPHjxgMBjBwcEBAQETJ0788uULWaCJiac7i5qamsuXL3/69ElHR8fR0ZH3VVRRUdHUqVOLi4vx3aqqqqVLlw4ZMoRj/97CwkJPT8/fv3+Tpzh+/LiYmFhQUNCqVaukpKTqrTwmJubr169jx47V1dW9f//+xo0bHz58eOvWLXxNcPXqVRcXl169ek2ZMoXBYKSmpm7evPn79+949ubx48e/ffsmLi4u0A2BQUMiIiJsbW2HDh06depUeXn5K1euZGRkrFq1qjVXhJqamn/99de1a9d0dXVTUlKSk5PNzc1xIkMgDJoaCI8fP44Q0tHRsbGxaWVXEkAIlZaWrlmzBveFOjs748tB7mIt3ty5AyooKLC1tSX3dh40aNCtW7e6dOnSUPn79++TUZB0+fJljkD44MEDMgqSZs2ahafLNuTr168xMTHz589HCBEE4ePjEx0dHR8fj0fgDhw4ICIigr8WcflRo0aRHZJ4D6by8vKgoCDeZ+lEmExmSEjIiRMniouLhw0btmXLlsGDB7d3o+pnamr67NmzwMDAK1eulJaWDhw48OTJk5MnT25Nnfb29hMmTAgJCbl586aGhkZAQMC6devgi06INHEdBu5ey83NbdVqDn7rpOsIT58+jbs3tbS0Ll26RH2IO2dYo4mn7ezsyEQnzd3wkwe+ryOkxnLM09OTR/lDhw5xf1y504PVuxpk4cKFPGqm0+k6OjrU5dK/fv1iMBjjx48n75aUlJCP1tXVmZiYkFs0y8rK4j25qAv4qH+Fzmjq1KnUN1BWVvbdu3fNraST5hrlb37nenXedYSC1snWEeLVJOTWS6Bl3rx5M2rUqEmTJhUXF/v6+mZkZOA91nkIDQ2VlJS0sbGZMWNGQEDA4MGD4+PjO+YkeB7q6upu377NcTAhIYHHU4YOHcp90NTUtNEjCKFG1znxni4vLy+fn5+P11pYWVl1794d7x5FpaioyONytnP5+PEjx2qcsrKy6Ojo9moPAG2sqV2jMTExDx8+dHNzGzduXLdu3agPbd68WQAN+9NwzGOMjo4mZ3Ly1pEnwY8cOfLbt2+vX7/mXczNze3x48d1dXUcx/EmvQ3R19dfvnw5dWTa2tp6xowZHMV0dHTWr1+/Zs0a8oiLi0ujHWW8p8uHh4cHBAT069fP1tbW1NTUwMBg3759V69epZb/k8YFs7OzuQ82+mcF4I/R1ECI1zARBEGdW4VBIGxU09d017tTM+9J8Ddv3iRvnz9/nuNRjsml2traRH0rsQSNRqOZmJjcv3+fehDvkMdDeHi4hYXFhQsXmEymtbW1l5dXvfNrVq9ebWlpSRabPHkyd5zjwGO6PJPJXL16taura3x8PFl+//79TXmZnZSWlhb3QeqKnXaRkJBw7Nix4uJiExOTJUuW4N3HBMHJyQnnIwXCq4l9rDizrbi4+ODBg4f8r1b337Zcxx8jfPv2LV/yW7Y9Po4Rurq6qqurZ2ZmUvsSe/To8fHjR77U31x4/fWBAwfII0uXLkUIHTp0iCCIN2/eIIQCAgLIRz99+qSqqiovL4/v4jFCjqHcTj1GyGaz8aeUxGAwnj171tx6+DhGSKYywXR0dNpmMElAYIywIR1kjLCpgRBPQ09LS+NHq/imIwfC5u573tHwPRASBFFUVBQeHr548eLIyMh2/E1Ap9PxbsDu7u6BgYEWFhYIIXNzc/wlzmKx9PT0GAyGl5dXVFSUj4+PoqIi3gly586dZWVljo6O6urqf1IgJAiiqKho1qxZ+OOqr69//fr1FlTCr0BYUlIiLi7O8ZN99erVra+5vUAgbEgHCYRNnSyDuw4El6HqD3Pp0iUDA4N169Z16dIlLi7u9u3b+JK608H7IObm5lIPWltbS0tLl5WVcawif/369fjx43v06KGurj5+/Hi8ExApPz9/yZIlUVFRR48evXbtWkFBQRu9hvrY29tfvny5sLAwOjq6uLg4ICAgMTERT5cXERG5evWqk5PThQsXNmzY8OHDh8TExDNnzujp6a1ataq4uPjYsWM4Lv5JlJSUDh06VF5e/vv371evXnFcILaxFy9ecI8fc89XAoBfmjpGOHny5LS0tFmzZs2dO1dRUZH6EJnQq1EEQRw/fvzOnTtsNtvc3HzWrFncQz5NKdOR5eTk+Pr6Xr16lU6n+/r6btiwQXBjG21g6tSpR48ePXv2LLkt2ZcvX5KTk2fOnMnxqyg5OdnR0VFOTs7d3V1CQuL48eOmpqbXr1/Hy/7Ky8utrKwMDQ19fHxSU1PPnj2bnZ39/v37dlyq5eDg0NDXfa9evagDhFhWVha+UVJScvr0aY6XTx2p7bzodHpH+LFb73RcJSWltm8JEBZNvLRsfQ0EQZw8eXLatGkPHjxIS0vz8PD4999/W1aG1KG6RplMZnBwsKSkJELIwsIiIyODL9W2UkVFRXh4+LRp0xYtWvTw4cOmPxF3jdbW1iopKQ0bNow8vmPHDoRQUlISQekPZLFYRkZGqqqqX79+xcUyMzNFREQcHByI/9sfbuXKlWQlf//9N0JIcBvj8dbKdWNtvx9hZ8GvrtHa2lruOdXx8fGtr7m9QNdoQzpI12jbBcK6ujoPDw9y7OHu3buTJ0+urKxsbhmqjhMIL126hFPDqKioxMXF8XFv69b4/fs3RwLMffv2NfG55Bjh/PnzaTTap0+f8PFhw4Zpa2vjF0gGwhcvXiCEQkJCqDUcPXoUnw4HwqKiIvKhuLg4RMkJwEdMJjMiImLGjBm+vr4NbcXeQQLh9evXR48enZeX1/qqOgg+TpZ5+fIlGQvFxcXXrFnDl2rbCwTChnSQQNjUjikeVTSxhoKCgpKSEnIZ+ODBg5lM5ocPH5pbpqMpKCjw8PBwcXH5+PHjzJkzMzMzPTw8Gp2+3zbCw8M5VoMtWbKkuVtPTJ06lSCIc+fOIYRyc3NTU1Nnz57N8QLxTEuOOejTp0+fO3cuvq2srEzt2hJQd3dFRQWean/06NHIyMhhw4bh7KAcOsh0+YKCguvXr3fAbXI7gv79+2dkZDx48ODSpUu5ubnr1q1r7xaBP1nbjdAUFxfTaDSy919GRkZCQqKkpKS5ZTqUqKgoXV3dI0eOmJmZPXny5PDhwx1qJOPRo0ccRyorK58/f96sSiwtLdXV1fGY2alTp0RERLjXQeKpDXhZQr1wj7GghYeHZ2ZmUo/4+vpyR5oLFy74+Pi0QXvaUU1NDd7Sq/MSExMzMzNzdnbmsf0WAHzBa7IM3vVm7ty5UlJSDe2AgxBasmRJU85UVlYmISFBnRzBYDA40iU3Wub37995eXnk3czMTHd3969fv1IriY6OnjRpEsfZN27cuHPnTo6Ds2fP3rRpU11dXVFREXkwISFh+vTpHCUNDAySkpI4DpaUlPj6+uLbDx8+xLuhIoQ+fvzIvenB8OHDqTtoY2fOnLG2tuY4uGTJEpzinMrPz2/lypUcB48ePYoH26hGjhx5+vRpfBvPhudAph+TkZHhmA6K6ejolJaWchz8/Pnzq1evjh49amVlxWAw8Dv29OlT/NsFl3FyckL/H3v3HdbU9T4A/CQBAoQpONiIiCCKiLJcCK6yFHChVhxQrIqjahVxb6kWRQVx4kCljrYurFoUREQQBREQqoIKylL2CAlJfn+c/m7vNwFkJiG8n6dPn9yTc29OQrxv7rnnvAeh/fv3z5s3DyF0+vTptLS0AwcOsFisiooKwavkgICACxcu8BU+evRIcPhVv379BIM6k8nU0dERbD9ZXV1dbGystbW1g4MD3yJ2CKHz589/9913fIX+/v6nTp3iK1yxYsXGjRvx47dv38rIyOjq6l69enXx4sV8NW1tbW/cuMFX+PHjx6ZS4g0aNGjQoEF4Xd+cnJydO3dGRUUJxrC7d+9u2LChoaGBPCpn7NixfENzcfufPn36+PHjjIwM4jdlaGjoli1b+GpOmTJF8Ir52bNn+O9IpqmpiXu/+fTq1UuwTyglJUVbW5uv0NnZWXDY5/HjxwWXOtq2bduRI0f4Cn/44Yfdu3fzFd6+fXv+/Pl8hebm5oIDl0pKShpdkPLTp0+C8zQsLS3JJxnszz//5Mv2jhBaunQp8W+NsGHDBjwtlez06dMbNmzgK5w4caLg9z8jI0PwnKCqqkpkqyfT09Orra3lK3zy5AletZFs+vTpgmew4ODg2bNn8xUGBgbyTeJECM2dOzcoKIiv8MGDB4IpnIyNjePi4vgKq6qqGk3a8O7dO1lZWb4V0MaMGSOY1SgyMhKn+SRbvXq1YKaR1atX+/v78xX+9ttvzaeCai4Q4j+np6envLy84J+W0MJAyGAw6uvreaR0HnV1dXyN+2YdGRkZ8vJD8vLyNjY25eXl5IPo6urKycnxvbqRkZG9vT1f4cCBA+l0Oo/HI9fX0NAQrNm3b1/BY3I4HJwbha+jj8FgCF4A2djYCJ4dNDQ0BA87aNAgwQb0799fsKaenp5gTQsLC6Kmi4sLX6oaOTk5a2tr/PHKyckJHhMhNGbMGHznNS0trba21tbWtqqqKjk5+fDhwxkZGWvXriX2UlRUZDKZ1tbWXC4XzzEdPny4vr6+nJxcSUlJYGCgqampvLw8jUaTkpIiN7WoqCgzM7Nfv36CDejTp4/gm9LS0hKsSaVS+WpmZGQUFxfzVVNTU8PvmrwuI6apqSl4WBMTE8EGGBkZETUnTpyoqan5/PlzXV1dwZqmpqaCx1RRUeGrWVlZWVxcnJeXd+DAAbxLcnKys7MzlUrV0dHhcrlfv36tqanR09PDZ5BevXrhNYTJB9fU1MzIyLCxscGFaWlpbDb7t99+GzBgwMaNG9XU1IjvYb9+/QSbamZmJtjUXr16CdbEnyESYG9vTw6EXC6XSqWqqKgIVh4+fLjgmUhHR6eF/1TxzE6+Qm1tbcGahoaGgjWVlJQEayKEGAyGYDfGiBEjBJeC6d27d6P/VAWXBW20AZqammPHjuX7LTh06FDBmmpqaoJNVVRUbPTzt7OzYzKZ+HFVVVV+fj6TyQwKCgoICCAWTiFeS/CXaKOnyv79+7fwW93oP9VGj8nj8Rr9/BUUFCgUCl99a2vrPn368NVs9FRpamrawlOljo6O4C8G/iY2Bc8axmNJtJvWwtuV7969c3V1LS0txZu1tbWurq58QytbUodMfAbLiC3imhUh1Ldv3xcvXrRwRxaLNWHCBH19fbzZv39/CoWiqqrKZDKJOuRZ5Ldv35aWltbR0Vm1atX69evxjHW8aAYxoZ4QERGBOmGwDB6DQ2ZgYMBmszv2VRQVFVs1d762tjYrK+vvv/8+d+4cecEKfDVGZFqwtbVlMBjESFomk+ng4CAtLf327VtcYmNjw5fICXdyEBVwAveAgIA2v7V2EubqE1JSUoJLkXQ4fB8Bpxxqj84eLPPXX3+Rv/aysrLilvykKWIyWKa5K0LyWhPtX3dCT09PWVk5JSXFwcEBIZSamionJ8d3Cd+SOqBVgoODly5d+vz5c3V19VGjRjX6u7IlZs+evW3bttmzZzfa3YoQcnJySkhI2Lx584ULFzgcjoWFxZUrV6ysrNrR9lbz8vLCV654U1dX9/Lly83cuexALBbr8+fPeXl5Hz9+zM/Pz8/P//DhA35AvmjYtm0bOT844dOnTwkJCUuXLiVWl6XT6Vu2bLGzs7tx44ZgB3gzVq9e3c73ArqcVatWkTeZTObatWtxfztoiZaeI75+/ZqTk/P582dNTU0DA4M2DAmh0WhOTk4RERFaWlpUKjU8PHzixIm46yY6OprFYuEly5uqI+bu3r178ODBsLAwPT09UbeFn5GREV8/yTexWCwul0su2bp169atW/mq8d2MGTZs2O3btwWPJpgKfM6cOYI3YjvEoUOHli5dmpycrK6uPnr06KZWqG8bLpdbWFjI4XCqqqoOHDjw8ePHvLy8/Pz8jx8/FhUV8X1iCCEZGRltbW0TExNdXV0dHR0dHZ2mlsXA94/Nzc3JhUOGDCGeaiFJWhwKtBDucuArfP78uUga00V9IxDW19eHh4fv3bv3w4cP5HJdXV1/f/+FCxc2dX3QKE9Pz4aGhn379nG53JEjRy5YsACXx8TE1NTUODo6NlNHzHWJofBv3rwJCAhITk7G63r/+OOPnp6exLOurq7l5eVXrlzx8vJ6+PChYB9ASUlJQEDA48eP8/LyDA0NfXx8lixZIoareA8YMIBKpd66dSs5OXnUqFF2dnatPUJZWdnnz58LCgrwjz/8ICcnJy8vD9/Yr62tJf8GV1VVHTp0qIaGBv6ZaGBggB/r6em1cKIIr7FpSPhalm8oAZngmBpJWhxKmFgsFo1G61pJrAhycnKKiop8A9zw0t+ghZoLhPX19dbW1o2OFvv48eOSJUuOHTuWmJjY8lhIoVDmzp07d+5cvvIdO3Z8s07n4XA4bDZbWlpaaK8oEklJSePGjaNSqTNmzFBRUblz586sWbPS09N37txJ1GGxWC4uLn369Nm+fTvfKfX9+/c2NjY1NTWenp69evV6/PjxsmXL4uPj+RZ0FQdnzpz58ccf6+vr8eaCBQsE1w5DCNXV1QmGOty9WVVVJVhfVVW1f//+mpqasbGxKioq+/fvx2EP3w1tZ5tx/z/fuNa0tDSEENFZihDiu+gU8ym2QvDgwYPdu3cnJydra2s7Ojru2LGD3IHUql9+hYWFampq9+7dCwwMfPHihZaWlpOT0/Tp00XxtlqHQqFMnz6dbwCw4Mh50Jxm7h+uX78e17Gzszt58mRMTExaWlpMTMzp06eJsTobNmzo4NuardGewTJubm42NjbHjh1TVlZGCBkbG+PEKFevXrWxsVFQUDAyMjp37hx5l+LiYh8fH2NjYwaDMWTIkMOHD+OhAeThzubm5jweT3ARWoy89I+QfXMsBt9QC77BMu7u7ioqKkRlHo+Hp3Ncv35diG/i2z5//izYHbp58+bw8PCtW7d6e3tPmjRp4MCBCgoKjf6BevToYWZm5uLisnjx4l27dp07dy4mJubt27fkIUKtHSzTFHzmIsaCWVlZKSgoEJ9wfX39xIkTpaSkiD+Zg4ODsrIykdTm8+fPOOsv+S/Y8sFrnUHIg2UGDx4sJyc3ZcqUn3/+2cbGBiFkaWnZ0NCAKyQmJiooKCgpKfn4+KxZswZnvSefr1xcXKysrIYNG+bs7Lx79+66urrw8HAKhdKrV69Fixb5+vqqq6vj7DbiP1imqqqKPBFl3rx5ePi9+BOTwTLNBUJLS0uEkLe3d6PPLlq0CCFEzkIpfO0MhMrKyrKysgsXLvz1119xqpGJEyf27Nlz8+bNO3bsUFdXp9FoGRkZuH5ubm7v3r0VFBR8fHwCAgLwxAlPT08ej5eQkIAnaIeEhDx69IjH43G53JP/y8TEhEKhPHz4sIPeeuvgpR6WLl1KLoyNjUUIBQUF4U0cCIlhjeRAWFdXR6VSly9fTt69qKgI/0gyNzfv2bPn6NGj//77b6G8m+YI3o8UxGAwBg4cOHHixIULF27duvXUqVN3797NzMxs4Xepo1Ks4RwFXl5ely9f5vF4CQkJ8vLyqqqqS5YsWb9+Pf5Ckk/cgYGBCKHhw4cHBwdv2bIFL5HYnQMh+Zcll8tdsmQJIiURbO0vv4qKCnV1dR0dnU+fPuGS3NxcPFlL/AMhlpOTg29qdPYLdaAuEAhVVFQQQs+fP2/0Wdxlqqqq2q4Gtk87AyFCKCIiAk+fSE5ORgjJyMi8fv0aV8CDD0+cOIE3m78k4hsKz+fYsWMIoW3btrWtqe2Hx48R7wXD8y8XL16MN11cXMh/TXIgbHkyGpyMW4RwKjg+w4YNO3r06M2bN9PS0ojJOW3WUYGQyWQ6OzsrKCjg2Xg8Hi87O9vDw0NPT09FRWXMmDGRkZHk+g0NDVu2bNHX18f3Za2srM6cOdOdA+GAAQPISX3Ly8vl5ORcXV15bfrlh9MghISEkHfBA8S6SiDsisQkEDZ3bwOfKLW0tBp9FpeLc/6zb2IwGG5ubnii5bBhw5SVlYcOHUqk+h0/fjxCCGfmZDKZ169f9/Pz69evH7H7mjVr9u3bd+fOncmTJzfzKrGxsX5+fh4eHps2berEN9MsXsvGYjQ11ALfQPXx8cG/Hohjenp68mUu3b17dxsGp3QgPLu8rq6OXOjv7z9t2jRRNakpdDr91q1b5BIjI6Nr1641VZ9Go+Gxu/X19V++fMH/AHESH4wveYLEMzc3J08SV1ZWNjIywhlYWjgKlzzIFu+Iu8EIHT7/x97evrCwUDBzChAtYUyxEluKiorkQY/S0tLk5CPk4TPZ2dlcLvfQoUOHDh3iO4hgagmy3NzcadOmmZiYnDt3ToSZuFs4FqMp/fr1o1Kp0tLSzs7ORGFmZqZg/m7BjF9CpqGhERISsnjxYmKwzPz588UwCrYHnU5v6udptyL4D4pGo+HBMm345dfoiCdxWJ0RCMG3A6GTk5NgOj7U7KhuydPoJRFGTvnGp6qqCl8sXr9+XbTj2rW1ta2srE6fPr18+XJ8UctisbZu3SolJeXq6vrN3el0upub27lz5+bNm2dtbY0LG50Y3mhGQSFbsGDByJEjb968WVtbO3r0aMHMjUAy8PXYV1dXZ2dn41lYbfjlZ2hoiBBKTk4mXxTiXToQTHIXT98OhC9evBBCO8Rco5dEZWVl9+7dw/9+BHG53Dlz5mRlZd2/f19fX7/z2tbCufzBwcHjxo2ztLScNWuWsrLy7du309LSNmzY0JIrQoRQYGBgbGysg4ODu7u7trb2vXv3UlJSBg4cSKzbjuEhVCJnZGQECVYkXlZW1tmzZ4nO4Q0bNtTU1Hz//feoTb/87OzsevXqFRgY6OHhgSfhlZSU7Nu3r83NY7FYjV5CADFTvbzlAAAgAElEQVTUXCAUTMzfbTV6SeTr63v16lU8ygYjT/MKCAi4efNmSEhIZ1+RtHAuv42NTUpKyvr162/fvo2nVUVGRjaV6ESQoaFhWlqav79/QkLCn3/+aWhoGBIS4uXltWnTprCwMCaTqaamtm3btk7KFwOAICUlpQULFty6dat///6PHj2Kj493dnaeMmUKfra1v/wUFBQCAwO9vb3Nzc2nTZtGpVKvXr2qq6sruBJFM9zd3QsLCwMDA+fPn5+bm6uiomJra/vrr7/iiS4IoQkTJuTn5xP3CF+/fr1hw4bExEQKhWJlZbVjxw48zQPrKiksJIEQRux0nnaOGu3Tpw856ba6uvq0adOICm/fvkUIHTx4EG++efNGTU1NXl5+zpw569atw4suEXNL+IbC37lzByE0YMCA8PDwMySxsbFtf7dNaH7AapsRK9R/E5vN/vz5c8e+ujjT1ta2tLQUdSvEkZBHjf76668HDx60trZWVFQ0Nzffvn07MYkQa34UbqODbO/evevg4KCqqjpgwAA/Pz+83FjLR426ubnp6OgoKSlNmTIlKCjI19eXRqPp6el9/PgRjxol56l/9OgRg8HQ0NDw8/NbvXq1hoaGgoLC48eP8bPNzNeSJGIyahQCYUsDIY/H+/Tp09y5cw0NDfGE+pCQEGJlA76h8IILqmFt/h4zmcy9e/cOHDhQXl5eW1t7zpw579+/5zU2l5/H48XFxU2cOLFHjx5GRkY//PDDp0+fyP+Yv7mIAdbyQEjG5XJx1s22vc0uoaMm1EseYQZC8YTHEKxdu5Yowan4/v77b75AyOFwzM3NNTQ0CgoKcM309HQqlTpp0iS82VVSWLQTBMIO0H2WYcI3Quzt7deuXTtlyhRpaWljY+P6+nrBufxXr16VkpLq1auXr6/v4sWLe/fujYfCdnYg5HA427Ztw6PslJSUdu7cKannRAiETYFAiAMhebEtvPTujRs3+AIhnoeNs1kRIiIicEKAZlJYCGHxKWESk0DYradPdBV1dXUXL1709PQkEnvipZlfv35tY2ODZyzY2dmZmpoymcyffvpJQ0Pj6dOnmpqaCKFNmzbxTY3qJPv27SPWQK+srNy4cSOdTl+zZo0QXrpRr1+/XrNmTVxcHJ1Od3d33717t+DCvAB0ODU1NfICIE0l8s7OzkYI4fxBBOIWe5vna4G2gUDYBdBoNAqFkpiYmJOTg+cn/Prrr7/++qtgzdjY2Ly8vJCQEBwFEUIaGhorV67EnSqdCmfPIQsLCxNVICwqKnJwcCgsLEQIVVVVnThx4vXr1zExMSJfXiA/Pz8kJCQ3N7dv375LlizR0dERbXtAh2th+n4Wi4WamLyI2jpfC7QZBMIuQEZG5vDhwytXruzXr9/AgQNtbGwmTZrk4uIimF260ewYeFxPp2poaPj48SNf4fv37zkcjkhiz/nz53EUJDx+/PjJkyejR48WfmMIaWlpI0eOJMb3Hj58OC4uTgh/HSCG8BKhGRkZeOIjFhoa+uLFixMnTrRhvhZoDxiJ2zX4+vq+f//+9OnTw4YNe/DgwcyZM42NjXHYI2MymYL7fjMUCS5r11pSUlKC/z4HDBggqisw3O/ER3DxUiFbvnw5eZZLTU3N8uXLRdgeIEJDhgwxMDA4fPjw169fcUlxcfHmzZvfvXtHoVCI+VqJiYnELr6+vp6enmK+6GkXBYGwCygtLU1MTMRzgdXV1fv06TN48OC8vLxffvmFryaRHYNcmJKSwletM5a127hx4zdLhKbRX80420j73bp16+zZs/ixvb29iYlJS/bicrnPnj3jK0xISDhy5Eh0dDQe2Qu6D9zNU1BQMHTo0NWrVwcEBFhaWlZUVOzduxdXCAwMlJWVdXBw+P777/39/S0sLK5evert7T1s2DDRtlwyCWHETufpJqNG8a/ClStX8iUwGzRoEO9/l7X78uWLkpKSnp5eYWEh3rewsBDfiCJGjX5zWTusDdMnfvvtt2HDhqmoqAwfPhzPpxSVvLw8NTU18mc1fPjwjlqhjbz6xNixY4kRpH/99dd3332Hp7U0qvm7O0pKSpaWll5eXrt377527VpmZmaXW68ARo3iSVnkksjISNTYqFEsOTnZyckJD+2eOHFiYmIied9m5mtJDDEZNQqBsAsEQhaLxZdon/D27Vu+ufx4mFmfPn38/PyWL1+uoaExaNAgciD85rJ2xIu2YR6h+EhOTh45ciTOwjxjxgxikbn2a2oZpm9mNliwYAHfn8/JyenUqVNr166dPHly//79+YZOSEtLGxkZubm5rVu3Ljw8/OnTp2VlZR31LjoDBMKmwDJMTRGTQAiDZboAaWnp27dvjxkz5t27d3xPpaamuri4ODs7//7773l5edOnT1+2bJm2tvaBAwfOnz+vqak5Z86cmTNnkofPrF69ura29uzZsz/99BOXy7WyslqyZMn8+fOF+pY637Bhwx4/flxfXy8lJfXNW5UNDQ1UKrWzk1cdOHAgJycHr4qHEBo9evSFCxfwqp8Ym83Oy8vLyMjIzMzMycnJyMhIS0vjuxOsqqpqYGAwcOBAU1NT/H9ihcLOA2kzgYQTQjTuPN3kihBbuXKl4J8vPj7+mzviJP2CaaKYTGZ+fn5Te3X1K8KWkJKS2rZt25o1a+Tl5Wk0mpmZ2YYNG/h+uf/zzz/Tpk3T19dXVVW1s7O7dOkS+YqQ6OlqNMWPIC6Xm5CQcP78+SdPnrQw/05paWlcXNyxY8fWrVvn4uJiYGDA1zcgIyMzcODA6dOnr1u37uzZs8nJyS38wz19+tTR0VFHR0deXr5///7r16+vra0lnnVzc7OxsYmNje3bty9CSEVFxdHRMTMzk3yEtLQ0Z2fnHj16mJmZBQYGnj59GiFE/lIJfnotaZjkgSvCpsAVIWid6dOn4xQwhAEDBrTnzjksa4cQCgsLKygomDx5spGRUXx8/K5duxISEv7++28cbJKSksaNG0elUmfMmKGionLnzp1Zs2atXr2aSB1A2LNnz8WLFw8fPhwSEjJ48OCmXo5CodjY2NjY2LS8haqqqqNGjRo1ahRRUllZ+ebNG3zJiK8dMzMz+ZYB0dDQIC4ZDQwMTE1NNTQ0yBWioqJcXV319fU9PT3l5OQSExP37NlTXFyMO3ixT58+ubq62tvbL1u2LCsr69SpU46Ojm/evMGz3J49e4bTcnp5edXU1OzYsYNILY01+umlp6fv3Lmz5W+/mysoKDh27FhOTo6hoeGiRYvwshig4wkhGneebnVFyOPxzpw5Q5xrhg4dmpGR0ZK9mroibF6HXBF+9913+vr6+DF5XImYwPfkwsLC8CaXy126dClCiBjpY2try2AwsrKy8CaTyXRwcJCWln758iUuIY996KTs5y3BYrGysrL++OOPPXv2zJ8/38rKCt/3JevZs+f48eOJzJbu7u5SUlLZ2dnEQcaPH6+pqUlsNpU2MzU1FW/idYuKiorw5rNnz3APLXFF2NSnx3c3ujto2xXhy5cvlZSUiL+gsrJyC//JdyFickUIgbArBUIej1dTU5OUlJSdnd3yUQnv3r3r27cvBEJBePojuYuyvLxcTk7Ow8ODx+Pl5+cjhJYuXUreBd/hGzVqFN4Uk0DYqM+fP0dHR4eGhi5btmzChAm6urry8vKvXr3Cz5aXl5OH3jQ0NFhZWamoqBAlTaXNxMsj4A/H39+f/Ir29vZEIGzm0wsKCuqEtyvW2hYIBfM/jBs3rjOa16jPnz/v3Lnzhx9+2LdvX+eN0hKTQAhdo12MvLx8a3OHGhgY5OTktH/WfDuJ59rcQ4YMId9yU1ZWNjIywguPvHnzBiFkbm7OVx8hlJ6eLtxmtoWGhoaGhoaDg0OjzyorK7969So0NDQrK+vDhw8ZGRlfv34lj9xBzabNxEN4+OZQGhsbE3/lZj49/BRoXkNDg+DE06dPn3K5XCEsSfjixQt7e/vKykq8uX///qdPn3bqAuOiBRPquwuRp9lsFIfDYbPZHX7Y3Nzc6dOn9+jRQ11d3cvLq6CgoKmagpNSpKSkcB5IHo8nWL+p5JBdzv79+4cOHXrx4kVVVdWZM2deu3Zt9uzZfHWaSZtZX1+PBD498gm6mU+vM/7ikodGo8nJyfEVysvLC2dh3sWLFxNRECFUVFT0008/CeF1RQUCIRCSCRMmEBcQ7u7utra2Z86cUVdXl5GRMTEx2bVrF0Lo2rVrtra2ioqKAwYMOH/+PHn3N2/eTJ8+vW/fvj169Bg7diyep9yoysrKCRMmXL16tays7OvXr+fPn3d0dGw0+RxCCN/tIzarq6uzsrLwIuY4E82rV6/I9dPS0hBCXX0uQW1t7aZNm9zc3NLT04ODg5csWWJnZ9foRNWm4FSZfFnryDM9mvn0mlojHpBRKBRyGlLMxcVFCC9dV1f34sULvsLHjx8L4aVFBQIhEI3Xr18vXrx4zpw5v/76q4yMzMaNGydNmrR48eKJEyeuW7eutLR0wYIFxEjIpKQkCwuLe/fujR8/3tvb+8uXL7NmzWoqhdu1a9f4Jly+fPny7t27jVZ+8+YNHvSPbdq0qaamxt3dHSGkra1tZWV1+vRp4mgsFmvr1q0IIQUFhabeF1/6OvGUn5/PZDLJOefy8vIePHjQ6GVco/r27WtpaXn69GkiVWZqamp0dDRRoalPD2cK7KD3IeEOHz5MHmA8cuTIoKAgIbyulJSUYM+H4OWpJJGQfh7Q5VRUVFy+fHn69OkIITs7u+HDh8fExLx8+dLY2BghpKKismzZsidPngwcOBAhtHLlSh6Pl5SUhC8mdu7c6eTk9MsvvyxYsKBfv358R240ufbr16+nTJkiWK6rq/vjjz/euXPHyMjo8ePHcXFxo0aNmjt3Ln42ODh43LhxlpaWs2bNUlZWvn37dlpamoyMTKNXhPgG2/79+11cXPD7EluGhoYmJibBwcElJSXm5ub//PNPRESElpZWQUFBcHCwt7d3M5Eeo1AoYWFhY8aMGT58+IwZM2pqaiIiIoYOHfr8+XOiQ7XRT2/Dhg1wRdhCPXr0ePLkyaNHj/D0iVGjRrXqqr3NpKWlx40bd/v2bXKh4OWpRBHCiJ3O0w1HjQpNh48aJQ+wdHNzYzAY5IGvysrKY8eOJTZfv36NEDp48CCv9eMPBVdGRAhdvXpVsKaUlJSPj89ff/01atQoJSUlU1NTf39/vpSk2dnZHh4eenp6KioqY8aMiYyMJK9QT35TTCbT2dlZQUHB3t6+lZ+TCOTm5k6dOlVdXb1Xr17Ozs4vXrx4/fq1iYkJg8H48OEDr+m0mXjUKJaWljZ+/HgVFZURI0Zcvnx58eLFCCHyP0nBT09ob1CsdLkJ9fn5+aampsQ/H1tb24qKis54IRg1Cro1RUVF8m1/aWlp8gry5GEarR1/6OHhsX37dvJ6DnQ6feTIkU21ZNKkSZMmTWrqWSMjo2vXrpFLvnz5oqioiB/fv3+f/Cq3bt1q6jjiRl9fH2epJSPPyv/jjz/4np05c+bMmTOJzefPn/fo0YP8CVy4cKFnz54MBoMoEfz0QJegpaWVmpp69+7d9+/fGxsbOzg4COdiVFQgEIqXmJiYmzdv1tbW2tnZzZw5U7K/fC3Ea+X4Q3V19bt37y5btiwuLo5CofTu3Ts/P3/hwoU3btzokDGfs2fPlpixo+0xd+7cqqqqnJwc/KultLT03r17RK8y6OqkpKTIywJLNhgsI0Z27Nhhb28fFBQUFhY2a9asKVOmNBoDups2jD80NTV98OBBdXV1TU1NTk7O+PHj79y58+OPPwqhtd3HihUr8vPznZycwsLCDh06NGLECB6Ph1PzdEPu7u54vTPQFUEgFBdv3rzZvHkzueTmzZu//fabqNojPto8/pBOp0tLS0tLS1+7ds3MzOzUqVPEqqeYk5OTmZlZy1sSFxfn7++/cePGqKioNrwRCbNo0aIzZ858+fJlzZo1QUFBJiYmcXFxeM0vANrG0dERJ3kXMujhERd49V0+8fHxnp6ewm+MuGnn+EMlJaWoqCgbG5uAgAAtLS2i++769estb8PWrVu3bduGH4eGht68eTMiIqK1b0TCzJs3b968ecRmVVWVCBsjWoK3VLuDu3fvHjx4MCwsTE9PT9RtaRe4IhQXjU7TkZeXF35LxJCNjU1KSoq9vf3t27ePHj2qoqISGRnZqkUMtLS0rl+/zmAwfHx8Hjx40NoGZGZmElEQu3Dhws2bN1t7HAAkSX5+/l9//VVdXS3qhrQXBEJxMXLkSGIsIuG7774TSWM6yp07d3Jzc/Hj+/fv40kRCKE//viDL+1ZSUnJlStXiM1+/frxeLwVK1YQJXj84fv378vKymJjY8nDF1vIwsLi8uXLXC7Xw8OjtclCnzx5IlgYFxfX2jaALi0xMdHJyUlXV5fBYBgZGQUEBNTV1eGn+O4R8tXcs2cPURN7/fq1h4eHlpaWtra2h4dHRkaGUN8J+F8QCDsYuY/b3t6eSCpGLm+0H7xPnz5nzpwhVl2RkZHZvn07TucPOoqjo+PRo0crKipcXV2LiopaviOdThcsTE9Pxyk3QXcQFRU1YsSI7OxsT0/PNWvWGBgY7NmzZ9myZS2peejQIfLC2nFxcZaWlk+fPvXw8PD09Hz69KmNjU18fLwQ300HsLe39/HxQQgNGjRo6NChuLD5VIi2trZ8awaEhYVRKBS+VFDCB/cIxYiHh8fIkSNjYmJqampGjx5NzoAFOoqPj8+bN29++eUXZ2fn2NhY8qS3ZowZM0ZeXr62tpZceOfOnX79+q1Zs8bX1xc6sSXeyZMnqVQqTkKESyZMmHDnzp2W1LSzs/vrr7/wYy6Xu3z5ciUlpRcvXvTp0wchtGDBAjMzsx07dhB1ugTBxai77lLMEAg7URsWHurdu3cbOv1Aq+zdu/fz588REREzZ868fv16S9bl0NPTO3r06I8//kh0cK1btw4hdPjw4Z9++mnXrl1Lly5duXIl3zJGQJKEh4fzeDziT8zhcCorK/l+GzVVs6qqivjmpKenp6am7ty5E0dBhJCpqem5c+caPZQ4s7GxwT26dnZ2OA1Nq1IhihXoGgX/ef/+/f79+wMCAq5du9Ylkke3DYVCOXXqlIODw+3bt1s+783Lyys7O/v06dOysrIGBgZ79+7du3fv+/fvt2zZ0tDQsG3bNl1dXX9/fyIJNZAwysrKeXl5u3fv9vLysrOz6927d1JSUgtrpqSkEM9mZ2cjhPjm7cyZM+eHH37o1PZ3tk+fPiUkJMyfP58Yy02n07ds2cJms2/cuCHatn1T174i5HA4NTU17Tlls1gsNpvdgcO+GxoauFwuPuCUKVM+ffqUnJzMV05+LD6ioqIWLFhA/G4dPXr0b7/9JvLlfDtPeHj4+PHjjx07pqen5+fn15JdVFRUpk2btmLFCmlpafznk5WVXb16ta+v78mTJw8ePBgYGHjkyJG5c+f+9NNPGhoanfwOxA6TyeTxeJKaDunQoUNbtmwxMjKys7ObMmWKv79/eHj4vXv3iH/UPB4PPxasefz48YcPH+Jn8Tp/HXvaERW8ullNTU1VVdXLly8RQsbGxuT3hS8EMzMzcSGHw8HXx0SFhoYG4gio086NXC63+eQkXTsQ0mg0BoPRwts8jaqrq+NyuYLDNdtMSkqKSqXiA9JoNOIxuZz8WEzU19cvWbKEPLAtLi4uPDw8ICBAhK3qVIqKinfv3rW1td24caORkdHUqVNbvi+FQiH/+RQVFTdv3rxq1apTp04FBgaGhYWFh4fPmzdv48aN3S3bCIPBEM7KsUJWW1u7c+dONzc3coLWCxcuEN8EKSkp/LjRmidPniRq4mvBnJwc8lcoNDT0xYsXJ06c6Fo/I2RlZRFCDAZDUVERTwCTlZUlvy/iy0CcEnk8HrkCfr/4CKjTzo1cLrf5D1YCv7KgDV69elVaWspX+OjRI5E0Rmj69u1769YtOTm577//vtEJEq2ioKCwYsWK3NzcY8eO9ezZ8/jx4/369fPy8iIvVytMd+/edXR0/PDhg0heXcK0fAXHRmvGx8cTNYcMGWJgYHD48GGiF724uHjz5s3v3r3rWlGQTwtTIfJ14L1//14YjfsWCIQAIdIPN7KWjCLp6oYPHx4REcFms1u+gqCzs/O4ceOaepZOp/v6+r579+7s2bP6+vrnz583MTGZMWMGeWEH4ZCYyc7igFjB0cfH58iRI8uXLx8yZIiamlpFRUVwcDD5Q260pqqqKlFTRkbm8OHDBQUFQ4cOXb16dUBAgKWlZUVFBV/+vy4Ex7aWpEKUl5d/9+4d0fNZUFBAnj0sQhAIAUIIDRo0qHfv3nyF3WQWo5ub29mzZ1s+VCE0NHTPnj3N15GRkfHy8srMzDx79qyRkdGVK1cGDx78559/NlqZxWK1rsWdcATQPCqVGhUV5eTkdP369R07duTk5ERHR1+5csXExGTDhg3k3pRGa544ccLY2Jio6eTklJCQMHjw4AsXLuCn4uPjra2tRff+2ohYjBrHs+DgYC6Xa2lpuXTpUhzg7927t27dOuKKcNKkSRUVFQ4ODocOHdq6deuwYcPEZVBe562FKARiuDBvU0vRksvJj8XH/fv3lZWViS+Gi4tLZWWlqBsljkpLS1v1yXA4nN9++83V1TU5OZkodHNzs7GxiY2NxakVVFRUHB0dMzMzyTs+ffrU0dFRR0dHXl6+f//+69evr62tbeERxo4dS/wpzc3N2/eOW6qyspK82HK34ubmpq2t3dSzXW5h3hYSXIy6+aWYGxoatmzZoq+vj7ugrKysjh49ihB6+/YtrtBJ50ZYmBe01Pjx47Ozs2/cuPHlyxdLS0s7O7tGV/sDrYXnF8+YMYOv/NOnT66urvb29suWLcvKyjp16pSjo+ObN2/w8n5RUVGurq76+vqenp5ycnKJiYl79uwpLi4+efJkS44gONkZdKry8nJRN0EEBBejbn4pZhqNtnXr1q1bt9bX13/58kVLS6uiooK8PlqjCQqEAAIh+E/v3r2JHkKIgp0tLy9v7dq1gYGBeFNBQSEoKCgzM3PIkCGoZXlMmjmC4GRn0Elyc3PPnDmTkJBgYWEh6rZ0GXQ6XUtLS9St+A8EQgBEBqenwYYNG4YQIoZdtDCPSTNHAMKRnJy8b9++IUOGHD58WNRtAW0EgRAA0VBTU+vRowexyTdGV1lZ+dWrV6GhoVlZWR8+fMjIyPj69StfCrfmjwCEY/r06S0fcgzEEwTCDkbuvLp//36j5aLqBweCWCyWjIxMq3Z5/PixvLx8MzMoWgjfC2zK/v37/f39jY2Nx40bZ2NjY2pqevz48aioqJYfAQDQQjB9AkigZtaNQwi5u7vb2to+evTIwMCATqerqqo6OTkRayVir169cnFxUVNTGzJkyC+//HLp0iUKhfLp0yeE0Jw5cxYvXvzDDz+YmJgoKCiYm5sfOXKkY0eB19bWbtq0yc3NLT09PTg4eMmSJXZ2dl16tjUA4gyuCIGkaed4S4TQs2fPHBwcVFVVvby8ampqduzYoaamRuzL5XJzc3MLCgo8PT179er1+PHjZcuWxcfHX7p0qaPeQsvzmHyTuMzTAkCMQSAErcZisWg0mtjekWrneEuE0M8//ywvL5+cnNyrVy+EkK+vL3myc319PY/HS01NJVaWWbt27b59+2bNmjV58uQOeQtEdpKSkhJzc/N//vknIiJCS0uroKAgODjY29tbQUHhmwchJju7uLjATSwAmgFdo6BFXF1dR48eXVhYOHHiRAaDgWdNtXY16uDgYL7VqEtKSjq8jzE8PLykpISIgq0db/np06fY2NiFCxfiKIgQGj58OHFHkMlkNjQ0KCkpkddXW7NmDerQW78tz2PSDBcXF2dn599//x3PWQYANAWuCEFLsVgsFxeXPn36bN++ncFgtH816vfv39vY2NTU1HRsH2M7x1viHNkmJibk+gMHDsRDn/BicmVlZYJ37EpKSlreyD/++IOvZObMmeQ1mfX19cnLF2DkhKXfPILgZGeJJy0t7ePj00zgt7e3Lyws5LsfDAAEQtBSSUlJAQEBu3btwpvtX4161apV9fX1Hd7H2M7xlvX19ej/V4chEEnJ8Y4qKioRERF8O/bs2bPNbQYAiBB0jYJWWL16NX7Q/tWomUzm9evXvby8Wt7HmJ6ePmPGDGNjYzs7u4iIiEZHjrR/vCXuU83KyiIXEpu4tQwGw5lkxIgR1dXV5EytQDw9fPgQLgeBIAiEoKVUVVWJ7sQ3b94ghMzNzckV8EgT/NQ3ZWdnc7ncQ4cOUUjwChiN9jG+fv3axsbmypUr2dnZjx49mjt3LjHUhaz94y379u1raWl5+vRpYrm41NTUu3fv4sd0Ot3V1bWsrCwxMZHYxdfX19PTE1K6SDAWi8XhcETdCtBZoGsUtBSDwSAeNxpXpKSkULNJSsmnEtzH6OPj4+bmxlet0T7G3bt319TUkEu2bdu2atUqvunw7R9vSaFQwsLCxowZM3z48BkzZtTU1ERERAwfPjwpKQm3ecuWLfHx8Q4ODu7u7tra2vfu3UtJSfH29sYjboDIPXjwYPfu3cnJydra2o6Ojjt27MALqSOEJkyYkJ+fT1wUJiYmbtu2LT09/evXr1paWtOmTdu0aRNeaR0h5OrqWl5efuXKFS8vr4cPHxYWFpJn0QBJAleEoC3athp1Tk4O8bhfv35UKlVaWrqFfYx8r4UQYjKZeOgKWYeMt7SwsEhISDA0NDx+/HhKSsqJEydsbW3R//8UMDAwSEhImDp1amJiIh7mGhISEhYW1pIjg84WHx/v4uKioKDg6+urqKi4f//+MWPGNHoxFxUVNWLEiOzsbE9PzzVr1hgYGOzZs2fZsmXkOniAmIyMDB4gJqw3AYSuw1d+EiYxXI9QYrBYrJqaGmLTxcWFb7k1K8nQBI8AACAASURBVCsrBQUFYiGx+vr6iRMnSklJZWVl4RIHBwdlZWVi6b7Pnz+rqqoi0tpjHh4eDAbj6dOnxDGnTZuGECKv20dwdnbm++pSKJTS0tKOe8f/SU5OzsnJIZdMnTq1Z8+e+HFr1yPsPkS+HiHukzh58iTe5HK5S5YsQQgdP34cl5CXCHV3d5eSksrOziZ2Hz9+vKamJrHp4uKCEAoICGh/wyR1PcL2Ky8vF8KrfHM9QrgiBG3U/tWoAwMDZWVlHRwcvv/+e39/fwsLi6tXrzbVxzhv3jy+EgqFIjh0s0PMnTt3zJgxRB9vaWnpnTt3PDw8OuO1QMcaMGDAwoUL8WMKhbJ79245ObmbN28K1mzhfFNigBiQYBAIQRvZ2NikpKTY29vfvn376NGjKioqkZGR5EmEq1ev3rJly5cvX3766adt27bp6OgEBweTj2BoaJiWltbCPsbp06cfOHBAUVERb44dO7ZHjx7Lly+fM2eO4MmrnVasWJGfn+/k5BQWFnbo0KERI0ZwuVw/P7+OfRXQGczNzcmDhJWVlY2MjPDcUD7Kysp5eXm7d+/28vKys7Pr3bt3UlISXx3yADEgyYRwWdp5oGu08/B1jbYHk8nMz8/vkEPV19dnZGTgHtGPHz/izDXm5ua5ubkdcnzCmTNnzM3NGQyGnp6em5tbZmYm8RR0jTZFHLpGPT09+QotLCyGDBmCH5O7Rvft20ej0UxNTZcvXx4SEhITEzN79mwVFRViR8HbAW0GXaNNEZOuURg1CjpdB65GLSMjM3DgQPxYR0fn0aNHixcvPnPmjKWlZWRkZPuXRiLMmzdPsDMW09PT09LSgulo4ik1NZW8WV1dnZ2d7ejoyFeNmG9KTt9z4sQJYTQRiB/oGgVdmKysbHh4+LFjxyoqKr777rtGZxaCbiUrK+vs2bPE5oYNG2pqar7//nu+ah24vgeQAHBFCLo8X19fY2PjGTNm+Pv7v3z58uTJk/Ly8qJuFBANJSWlBQsW3Lp1q3///o8ePYqPj3d2dp4yZQpftQ5Z3wNIDLgiBJJgzJgxycnJlpaWly5dGjlyZG5urqhbBERjy5YtBw4cyMvLO3LkSE1Nzfbt269fvy5YrUPmmwKJQenSXQEJCQlmZmbtmehaV1dXXV0N6ZIFsdlsNpvdtS6tmEzmkiVLwsPD1dTUIiMjx48f3xmvoqSkBPcIG1VVVcVgMIgE5YCAs9I0k+q926qoqBBCkl4ulxsTE+Pg4NBUBfjKAskhKyt7+vTpY8eOVVZWwi1DAEALQSAEksbX1zc6OlpdXd3f33/27NkdPssQiASbzb548eLGjRtDQkK+fPki6uYAiQKDZYAEGj16dFJSkoeHx6VLl9hs9pUrVzrw4GlpaXyZvkFnq6ysHDNmzMuXL/Hmpk2b/vrrLysrK9G2CkgMuCIEkklXVzcuLm7lypUdOLkQU1ZWJhLcAOHYvHkzEQURQmVlZfPnzxddc4CkgStCILHk5OQOHDgg6laADhATE8NX8vr168LCwj59+oiiOUDSwBUhAEDckdOHNl8IQBtAIAQAiDvBge+DBw/u3bu3SBoDJA8EQsCvrKxsy5Yt7u7uS5YsiYuLE3VzAEDbtm0jD43p1asXOY8aAO0E9wjB//jy5YuFhUVeXh7ePHv27PHjx3/44QfRtgp0cwoKCgkJCTdu3Hj16pWWlpaHh4eKioqoGwUkBwRC8D927dpFREFs5cqVXl5edDpdVE1qCRaLRaPRaDRaq3ZpfhZEUxVcXFx69er1xx9/tLqVoB2oVKqbm5ubm5uoGwIkEHSNgv/x7NkzvpLa2tr09HSRNKZ5rq6uo0ePLiwsnDhxIoPBKC8vRwiVlJT88MMPJiYmCgoK5ubmeL1fYhd3d3dbW9tHjx4ZGBjQ6XRVVVUnJydysrRvVkAIvXr1KisrS2hvEwDQ2SAQgv+hqqoqWCi2i3SzWCwXFxcZGZnt27czGIz3798PHjw4MjJy1KhRK1asUFZWXrZs2Zw5c8i7fPr0ydXV1czMLCgoaMaMGffu3XN0dGSz2S2vAACQMELtGmWxWKdPn05JSamoqOjfv//ChQv79u3LV+f3338/c+YMsUmj0aAPSpjc3Nxu3bpFLjE3N9fX1xdRc74hKSkpICBg165deHPVqlX19fWpqan9+vXDJWvXrt23b9+sWbMmT56MS/Ly8tauXUukIVVQUAgKCsrMzBwyZEgLKwAAJIxQA2FgYGBubu6iRYtUVFQiIyO3bt0aEhLCt+5XUVGRhYUFcdqCqUJC5u3tnZ6efvDgQbw5aNCg3377TZz/CqtXr8YPmEzm9evX/fz8iCiIEFqzZs2+ffvu3LlDfKMQQuvWrSMeDxs2DCFUXV1NPuY3KwAAJInwuka/fPny7NmzlStXWltbDxgwYN26dbW1tcnJyXzVioqKjI2NLf7f0KFDhdZCgB04cOD9+/fXrl178OBBSkqKkZGRqFvUJFVVVaLbNjs7m8vlHjp0iEKCp5qVlJQQu6ipqZF7egXH13yzAgBAwgjvirCystLQ0JA4q9LpdFlZWTzAgayoqGjs2LFMJpPNZkNGR1HR09PT1NRks9lSUmI9rpi8FCVe7M3Hx0dwYCF5vclvrgkHi8YB0N0I7zRnYGAQFBREbD579qyiosLU1JRch8fjFRUV3bp168CBAzweT0dHx8/Pz8TERGiNBF1Xv379qFSqtLS0s7MzUVhWVnbv3j1DQ8MOfKHQ0FC+/nwAQJcmgt/7PB7v/v37x44dc3Fx6d+/P/mp0tJSKpVqYmKycePGhoaG8PDwnTt3hoaGEksYl5eXv3v3jqhfX1//9evXmpqaNjeGw+E0NDQUFxe3+QiSisvl8ng8cb43Vl9fz+VyyX87R0fHs2fPTp482cLCApf4+PjcvHnz3r17eDSs4C6VlZUIobKyMlz4zQoIobFjx1KpVPjOCGpoaKitrRXnO8qiwmKxvn79SqXCKH1+bDa7vr6+s1+Fx+NxOJxmKnRiIHzy5MnevXvx46NHj2ppaSGEioqK8C0oHx8fR0dHvl3U1NSuXr1KbC5fvnzu3LnPnz8nMg0yGAzyr/v09HRFRUV5efk2N7K+vr62tpYItIDQ0NDQ0NAgKysr6oY0SVpamkKhkP92v/zyy+jRo6dOnTplyhQtLa2///47NTV1/vz5Y8aMaWoXOTk5hJCCggIu/GYFhFBVVRWNRmvPt05S1dbWysrKwuleUENDg6KiopjfaBCJ6upqIfSvcLnc5r+WnfiHsba2joyMxI/x2eSff/7ZvHnzsGHD1q9f35LYQ6fTe/bsSb6PKC0tTd6RSqXKyMi0J+kJl8ul0WhinjZFJKhUKoVCEedPRrCFAwcOfPXqlb+/P07HZWhoGBIS4uvrS5yABHfBdwSlpaVx4TcrIIRqa2ulpKTE+ZMRFRaLRafTIRAKwmcquP0siMlkCuGfEpfLbb6jgsLj8Tq7ERiHw/Hx8Rk5cqSPj09TdeLj4y9evLhnzx4lJSWEUG1t7bx589atWzd8+PBG6yckJJiZmZFHTLRWXV1ddXU1eTAFwNhsNpvNhuseQWVlZVJSUjCSS1BVVRWDwYBAKKiwsFBNTQ0CoaCKigohdMhxudyYmBjBNUwIwrtUT0lJKS0tHThwIDlfl6amZo8ePaKjo1kslqOjo5mZWVhYWFBQkJubm7S0dGRkpI6ODnG/B3SsbybbBACA7kB4v93y8/N5PN7evXsDSBISEhBCMTEx9+/fRwgpKioGBQXR6fRff/113759PXv23LZtW3f7gfn69WsPDw8tLS1tbW0PD4+MjAzys4mJiU5OTrq6ugwGw8jIKCAgoK6ujlyhnck2AQCguxFe12hnkLyu0bi4OEdHRyUlpalTp9Lp9IsXL1ZVVf31118jR45ECEVFRbm6uurr60+dOlVOTi4xMfHu3bve3t4nT57Eu79//97GxqampsbT07NXr16PHz9+9OiRp6fnpUuXcAV3d/fnz59XVFTY29vb2dllZWWdOnVKW1v7zZs3fP020DXalHXr1qmoqKxfv17UDRE70DXaFOgabYqYdI0iXlf25MmT6urq9hyhtra2uLi4o9rTThwOx9zcXENDo6CgAJekp6dTqdRJkybhTXd3dykpqezsbGKX8ePHa2pqEpvu7u4qKipv374lSn7++WeE0PXr1/Emnmy+du1aosKqVasQQqmpqXyNYbFYNTU1Hfr+JISioqKxsbGoWyGOKisrORyOqFshjgoKClgslqhbIY7Ky8uF8CocDic6OrqZCvDbTYykp6enpqYuXbq0T58+uMTU1PTcuXNTp07Fm+Hh4SUlJUR2Hg6HU1lZWVtbizdxsk0vLy++ZJsIoTt37pBfCHJpAgAAAea1iJHs7GyEkJmZGbmQvIqQsrLyq1evQkNDs7KyPnz4kJGR8fXrV2KpbiLZ5qFDh/iO3KpkmwAA0K1AIBQjLBYLIdTMrNv9+/f7+/sbGxuPGzfOxsbG1NT0+PHjUVFR+NmOSrYJAADdCgRCMYL7PDMyMsg5d0JDQ1+8eHHixIm6urpNmza5ubmRk++cOHGCeCy0ZJsAACBJ4B6hGBkyZIiBgcHhw4e/fv2KS4qLizdv3vzu3TsKhZKfn89kMsnZWfPy8h48eMD7/3G/dDrdzc3t3LlziYmJRB1fX19PT0+4BQgAAE2BK0IxIiMjc/jwYTc3t6FDh06fPp1Op1+4cKGiogKnbDU0NDQxMQkODi4pKTE3N//nn38iIiK0tLQKCgqCg4O9vb0VFBQCAwNjY2MdHBzc3d21tbXv3buXkpLi7e2NR8SADrF48WLiviwAQALAFaF4cXJySkhIGDx48IULF06cOGFsbBwfH29tbY0QolKpUVFRTk5O169f37FjR05OTnR09JUrV0xMTDZs2FBaWooQMjQ0TEtLmzp1amJiIp5KHxISEhYWJuq3JVH8/f39/PxE3QoAQIeBCfXiNaFefMCE+qZArtGmwIT6psCE+qaIyYR6+MoCAADo1iAQAgAA6NYgEAIAAOjWIBACAADo1iAQAtA6t2/fjo6OFnUrAAAdBuYRAtA6S5Ys0dLSEsxjBwDoouCKEAAAQLcGgRAAAEC3BoEQAABAtwaBEAAAQLcGgRAAAEC3BqNGAWidwYMH9+rVS9StAAB0GAiEALTOrVu3pKTgHw4AkgO6RgEAAHRrEAgBAAB0axAIAQAAdGsQCAEAAHRrEAgBAAB0axAIAWidjx8/fvr0SdStAAB0GBgFDkDrjB49WktL6/Xr16JuCACgY8AVIQAAgG4NAiEAAIBuDQIhAACAbg0CIQAAgG4NAiEAAIBuDQIhAACAbg2mTwDQOh8+fIDVJwCQJHBFCAAAoFuDQAgAAKBbg0AIAACgW4NACAAAoFvr2vf8ORxOVVVVQ0NDm4/AZrNZLFZFRUUHtkoycDgcDofDZrNF3RCxU19fz2azuVyuqBsidurr6zkcDoVCEXVDxE5DQ0NVVRWNRhN1Q8QOk8kUwqtwudzm/8F27UBIo9EUFRUZDEabj1BXV8fj8ZSVlTuwVZKBzWaz2Wx5eXlRN0TscLlcKSkpRUVFUTdE7FRVVTEYDCoV+pn41dXVKSoqSktLi7oh4kgIp18ul9v81xK+sgC0zujRo93c3ETdCgBAh+naV4QACN/Hjx85HI6oWwEA6DBwRQgAAKBbg0AIAACgW4NACAAAoFuDQAgAAKBbg0AIAACgW4NRowC0zq1bt2RlZUXdCgBAh4FACEDrDB48GJZhAkCSQNcoAACAbg0CIQAAgG4NenhAuzQ0oPv30YcPyMgI2dsjyLcMAOhyIBCCtvv0CU2ahIqLkZERyshApqYoKgopKYm6WQAA0BrQNQra7scfUf/+6MMH9Pgxys1FCKF160TdJgAAaCW4IgRt1NCAoqNRfDySk0MIIRUV5O+P/PxE3azOt2TJEjU1tSNHjoi6IQCAjgGBELQRm41YrH+jICYvj2prRdcgYbl9+7aWlpaoWwEA6DDQNQraSE4OWVig06f/3eTx0OnTaNQokbYJAABaD64IQduFhaGxY9GzZ2jIEPTkCfr4ET19Kuo2AQBAK8EVIWg7CwuUnY3GjUNVVWj6dJSVhfT1Rd0mAABoJbgiBO2ioYE2bhR1IwAAoB3gihAAAEC3BleEALSOv7+/srKyqFsBAOgwcEUoUbKzEYWCgoJE3Q6JtnjxYi8vL1G3AgDQYSAQSpRnzxBCyMJC1O0AAICuAwKhRElKQgghc3NRtwMAALoOCIQSJSkJ9euHVFRaVJnHQ/X1ndwgAAAQexAIJQebjVJTkYUF+vNPNHIkUlRExsbo4EHE4/1Xx9UV2dmhrCzk4YFUVVFJCUII5eaiefOQlhZSUEDDh6OLF/+rz2KhwEA0fDhSVESamsjHB5WXC/t9AQBAp4JAKDnS0lB9PXr5Es2di3r3Rn5+iEZDP/2EfvnlvzpJSYjNRmPGIEVFtGUL0tZGUVFo2DAUHY08PJCfH6qoQHPmIJxQms1G9vZo61Y0ZAhasQIZG6NTp9DSpaJ6fwAA0Clg+oTkwDcIy8rQ06fI1BQhhLZsQQMHor170dq1iEJBHz6g4mJUXY0eP0ZDhyKE0PPnaMoU5OqKLl5EsrIIIRQQgAYMQL/+ihYtQmfOSD15gh4+RGPHIoRQQwMyM0OFhSJ6e2Lj4sWLioqKMHAUAIkBV4SSAwfCS5f+jYIIIVlZNGkSKi//N3rhClu2/BsFEUIbNiA1NRQR8W8URAgpKSELC1RcjBBCz59TEUKFhf92rkpJocxMFB0trPcjrtavX79nzx5RtwIA0GEgEEqOZ8/QoEFo3Lj/KayrQwghVVWEEEpKQhQKmj3736eqqtC9e6ioCDEYiEL577+oKNSvH0IIeXhw5OXRrFlIVxfNnYvOnkVVVcJ8QwAAIAzQNSohqqrQ69do/nz+8ufP0fDh/17wJSWh/v2Rtva/T6WmIh4PLV/eyLxDXGfiRE5uLvrjD/TgAfr7bxQRgTZuRC9eoJ49O/OdAACAcEEglBDPnyMuF6mp/U/h33+j9HR06hRCCHE46Plz5OHx37O5uQghNH48cnX9rzAtDeXmotGjUVYWpaKCOmoUWrQILVqEeDy0Zg0KCkLPniEnJyG8IQAAEBLoGpUQOKdMdDTicv8tSUtDs2ahCRPQwoUIIZSZiWpqkJXVf7vgO4XXr/9X8vQpsrVFhw4hGRk0bx5t4kRZJvPfpygUVFmJEMzWBwBIHLgilBBJSUhbG2VmotGj0fjx6NUrdP8+6t0bnTz5XwWEkLX1f7sMHoy+/x6dOoUKCpClJXrxAv39N9LSQuHhCCFkaclLSaFYWqIJE5CcHIqORomJaMsWpKkp9PcGAACdCQKhhEhKQp6eaNIktGMHOngQ9euH/PzQpk1IXv6/CnQ6GjLkf/Y6cQLp6qJLl1BMDDIwQOvWoRUr/k1Ms28fR06Oc+OGdGgo6tkTDRyIbt1Czs7Cfl9iyNnZWY2vDxoA0JVReOS8I11NQkKCmZkZg8Fo8xHq6uqqq6t7wvAPAWw2m81myxOBFPy/srIyKSkpRUVFUTdE7FRVVTEYDCoVbrjwKywsVFNTk5aWFnVDxE5FRYUQFjXjcrkxMTEODg5NVYCvLAAAgG4NAiEAAIBuDQIhAACAbk2og2V+//33M2fOEJs0Gu2PP/7gq8Pj8S5evPjw4UMulztq1Kh58+bRaDRhNhIAAEC3ItRAWFRUZGFhMXnyZLxJoVAE61y+fDkqKsrPz09KSurIkSMIoYV4HhwAAADQCYQdCI2NjS0EM3r9Pw6HExUV5eXlZWtrixDy9vYODQ2dPXu2LJETGgBRe/XqlaysrBU5NwEAoCsT6j3CoqKiPn36MJnMqiaSN+fn55eVlQ0bNgxvWlhY1NbW5uTkCLGNAHyDi4vLvHnzRN0KAECHEd4VIY/HKyoqunXr1oEDB3g8no6Ojp+fn4mJCblOaWkphULp0aMH3lRQUKDT6WVlZUJrJAAAgO5GeIGwtLSUSqWamJhs3LixoaEhPDx8586doaGh5NmUVVVVdDqdPCFXTk6uEue4RAgh9PXr18zMTGKzoaGhuLiYTqe3uVVcLpfD4Xz+/LnNR5BUPB6Px+OVl5eLuiFih8fjwXemURwOp6nOnm6OzWYXFxc3Oiqim+NwODU1NZ39KvjfbDMVOjEQPnnyZO/evfjx0aNHtbS0rl69Sjy7fPnyuXPnPn/+nDzbn8Fg1NfX83g84htTV1dHThzTo0cPGxsbYvPZs2fq6urtySzDZDKrq6vV1dXbfARJxWazGxoa5OTkRN0QsUOhUGg0Wp8+fUTdELFTXV0tLy8PmWUEFRUV9ejRAzLLCKqsrFRSUursV+FyudnZ2c1U6MRAaG1tHRkZiR8Lnk/pdHrPnj35LjhUVVXxVYiqqipCqK6urr6+Hj/GKBQK+ctEoVCoVGp7/uFRKBR8kDYfQVJRqVT4ZJoBn4yg9v97lFTwyTRFTE4yndgCGo0m//8oFEp8fPzSpUuJfs7a2tri4mJdXV3yLnp6esrKyikpKXgzNTVVTk6uf//+nddIAAAA3Zzw7hGamZmFhYUFBQW5ublJS0tHRkbq6OjgqRTR0dEsFsvR0ZFGozk5OUVERGhpaVGp1PDw8IkTJzYzd0JKSurx48ftaRXOOQ59940i91EDwsmTJ6lU6t27d0XdELEDX5imcLlccbjuEUNC+840v36AUFefKCkpOXnyZGZmJo1Gs7CwWLBgAU7hv2nTppqamqCgIIQQj8eLiIiIjY3lcrkjR45csGBBp36Bvnz5kp+fbw6rzYIW++eff2RlZfk6MwBoxtOnTwcNGqSgoCDqhoDGde1lmNoPAiFoLQiEoLUgEIo5uFoHAADQrUEgBAAA0K0JNdeoGGIwGJqamqJuBehK1NXVpaS6+z8c0Cq6urrtyfsBOlt3v0cIAACgm4OuUQAAAN0aBEIAAADdGtzqQL///vuZM2eITRqN9scff4iuOUB88Xi8ixcvPnz4kMvljho1at68eTQaTdSNAmINTi9dAgRCVFRUZGFhMXnyZLwJqTFAUy5fvhwVFeXn5yclJXXkyBGE0MKFC0XdKCDW4PTSJUAgREVFRcbGxjjZGwBN4XA4UVFRXl5etra2CCFvb+/Q0NDZs2c3kwIQADi9dAlwjxAVFRX16dOHyWTCUmqgGfn5+WVlZcOGDcObFhYWtbW1OTk5om0VEHNweukSuvsVIY/HKyoqunXr1oEDB3g8no6Ojp+fn4mJiajbBcROaWkphULp0aMH3lRQUKDT6WVlZaJtFRBncHrpKrr7FWFpaSmVSjUxMTl79uzp06f19fV37txZUVEh6nYBsVNVVUWn08kp4OXk5IhlxQAQBKeXrqLbBcInT55M/n+fPn1SU1O7evWqt7e3ioqKurr68uXL2Wz28+fPRd1MIHYYDEZ9fT05AUVdXR2DwRBhk4CYg9NLV9Htukatra0jIyPxYzk5Ob5n6XR6z549y8vLhd4uIO5UVVV5PF55ebmqqipCqK6urr6+Hj8GoCXg9CK2ut0VIY1Gk/9/FAolPj5+6dKlRAdXbW1tcXExrLADBOnp6SkrK6ekpODN1NRUOTm5/v37i7ZVQJzB6aWroG3dulXUbRAlVVXV33//PTs7W0VF5evXr2FhYXJycvPmzYPpPoAPlUqtr6//888/jY2Ny8rKQkJC7OzsrKysRN0uIL7g9NJVQNJtVFJScvLkyczMTBqNZmFhsWDBAkVFRVE3CogjHo8XERERGxvL5XJHjhy5YMEC8tgZAATB6aVLgEAIAACgW4PfswAAALo1CIQAAAC6NQiEAAAAujUIhAAAALo1CIQAAAC6NQiEAAAAujUIhAAAALo1CIQAACB6jo6OFJIePXrY2Nhs2LChvr6eqKOjo0OhUIKDg4XcttraWj09PWIxTvH08ePH2tpaYvP48eMUCuX3339vyb4QCAEAQOyUlZUlJibu3r3b2tqaHAs73Pnz54cOHRoXF9dMnV27dn38+HHjxo14k8Vi7d+/f9CgQQwGY8CAARs3bqyursZPNTQ07NmzZ8iQISoqKt99911TcWj9+vWUxlhaWiKEYmJiBJ969+4dQig6Onr48OFKSkr29vapqanEAWNjY83MzOrq6oiS+fPna2lprVq1ilzYJB4AAABR++677xBCFhYWhYWFhYWFz58/9/b2xmfpo0eP4jrFxcWFhYU1NTUd9aLR0dFqamoIoVu3bjVVp7i4WFZW1tDQkMvl4pKFCxfihsnKyuIHjo6O+NmZM2fiEnl5eYQQlUqNiIgQPKa/v3+j8cjKyorH4x09elTwqbdv37569UpGRkZOTm706NFSUlJqampFRUX4gFZWVrt37+Z7lcDAQIRQUFDQNz8HCIQAACB6OBDa2NiQC+3s7BBCenp6Hf5ys2bN6tu3LxFmmgmEO3bsQAjt3LkTb3758gXvcunSpYaGhri4OCkpKYTQy5cvHz9+jJ+Ki4vj8XjHjx9HCCkoKFRVVfEds6qqqpDk1atX6urqCKFr167xeLwVK1YghO7du0eu09DQsG7dOuLgp06dQgidOnWKx+NdvnxZU1OztraW71U+f/5Mo9H09fUbGhqa/zSgaxQAAMTU3LlzEUIfPnz4+vUrErhHiPsMg4ODR44cyWAwBg8eHB4eXl5ePmvWrJ49e2ppaf38888cDqfRI+MgYWBg8M02XLx4ESE0bdo0vIkDobq6uqenJ41GGzVqFL53WFBQ8PTpU4SQmZnZqFGjEELz589XVVWtrq6+efMm3zEVFBR6k2zcuPHLly+LFi3y8PBACGVlZSGErK2tyXVoNBqXy0UI0Wg0hJCMjAxCqKGhgc1mBwQEbN++XXB9WQ0NjREjRrx//x437P/au7eQqPY9gON/x+MtbTdqmVomolaWcYdCQAAACGVJREFUYmVlGRllONDNtBcjkAosS4igHro8TBRFd0KhHqSbFGmkiYZISiqJ4JgSFZpRCmZqBhqoZU465+HPGTy5nfYmTtvD7/t5kFlrlmut8cGv/7X+Cx35e39FAAD+B/50RFhVVaV/UVssFpvNNnv2bKXUlStX9Lv6rbH/AsXJyemH/3eYlZXl4KBDQ0N6s4lGhF1dXUopX1/fsStDQ0OVUpcuXerp6bl3757BYPD19e3r6ztz5oxSKioqSm9mtVr1OO/06dMOzuH+/ftKqeDgYPuQLjg42MvLS3c0KCgoPT29r6/PZrM9f/7cxcVl6tSpiYmJbm5uPj4+XV1d2dnZERERE4359CDy5MmTDk7AxogQACYtHx8f/aKzs3OibWJiYpqamurq6lxdXW022+DgYHV1dWtra1hYmFKqsrLyV07gzZs3Sim9K7vKykqj0Xjo0CE/P7/t27c7OzsXFhYajcbFixcrpV6+fKn7ffPmTT187OnpmWj/3759O3z4sFLKbDbrId2XL1/a29sHBgZu377t4uLy/v37nJychISEkZGR6OjoR48ehYWF1dbWxsbGlpeXe3p6njp16uzZs3qYOJ4+c/0pHCCEADBJ9fb26heBgYETbZOenh4REbF8+fLIyEilVFJSUnx8fEhIyLp165RS/f39v3IC+pKs0Wi0rxkcHExNTf38+bO3t3dycrKfn5/Vas3IyOjp6TGZTCtWrFBKrV271sPDY8+ePXq0+scff0y0/7y8vPb29vDw8LS0NPsRk5KSUlJSmpubP378WFFRYTAYGhsbCwoKlFKJiYmNjY39/f3V1dVLliy5cOHC3Llzt2zZkp+fHxkZaTQaN23apOeXatOmTVNKffr0yfHHJIQAMEm1trbqFw5u5tlHjbo6fn5+Yxd/kR6ljX1+o6CgoLa2dsqUKW1tbYWFhR0dHf7+/s3NzdevX3dyciorK9u9e3dAQMCsWbOOHz++aNEi5bDiubm5Sqm0tDT7kC4oKOjhw4cFBQXz5s1TSiUkJCxdulQp1dDQ8MP3dnd3X758+fz58+Xl5ampqR0dHZGRkaWlpSaTyf7IhD7z8bcPf0AIAWCSunPnjlJqzpw5+iGH32/mzJnqv69tWiwWpVRERIQebLm4uOiprRaLZXR01N3d/erVq52dnW/fvjWbzW1tbUopPVQdr6OjQ19ETU5Otq988eJFfn5+WVmZfc3w8LBSytPT84dvN5vNJpNp5cqVt27dMhgMDQ0NNTU1J06cePfunf2xSD0W9Pf3d/wx//VXfhYAgN/AarXqq5EfPny4du3akydPlFITPXX3G0RFRXl5ebW0tAwMDHh5eek1SqmGhoYbN25s3rz56dOnOlpRUVE1NTVr1qwxGAwlJSVxcXHnzp3r6+sLDQ1dtWqVUionJ2d4eDg6OlrPKVVKVVZWjo6O+vv7L1y40H7ExsbGXbt2GQyG4uLi+Pj4vLw8/eD86tWrx57Y69evc3Nz9Vs2m83JyUk/xaG/fv/+XW/27NkzpVRcXNxPPqfjuTQAgN9AzxodLzo6emhoSG/zp7NGHzx4oBf1JcQjR47oxYyMDKXU+vXrHRz0p7NGbTbb1q1blVIlJSV68evXr3pSzFjBwcG9vb3Dw8OxsbFj17u6utr3rG80Hjx40L7nAwcO6MKNPVx/f//8+fN/2P+OHTvGn1VGRoZ+rUs8ffr0hIQEZ2fnkJCQgYEBm802MjISGBjo7Ozc2dnp4IdgY9YoAExCRqNx2bJlx44dq6urc3Nz+wfPZP/+/eo/N/OUUu7u7tXV1UePHl2wYIGHh0d4eHhmZmZ9fb23t7eLi0tpaWlmZuacOXO8vb03bNhQXFy8cePGifbc0tKixt3+9PLyqqqq2rt3b0hIiKenZ0xMTFZWlv3oWm1tbXl5udls1osmk+nu3bszZsyor683mUyPHz/W11ErKio6Ozu3bdsWEBDg+DM62f+sAABgvJiYmFevXrW1tTmY9jIJpaSkFBUVWSwWPVZ2gBEhAMCR7Oxsq9V68eLFf/pE/oampqaioqKdO3f+tIKKyTIAAMfi4uJycnLsDzX+X+ju7jabzfv27fsrG3NpFAAgGpdGAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiPZvlxlym2WzO9AAAAAASUVORK5CYII=", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 300, + "width": 300 + } + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 300, + "width": 300 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "acp <- PCA(temp, scale.unit = TRUE, ncp = 12, graph = F, ind.sup = 8)\n", + "plot(acp)\n", + "plot(acp, choix = \"var\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Q** Is the interpretation of the axes modified? Conclusion about the outlier?" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "4.1.3" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/tp/pca/slides.pdf b/tp/pca/slides.pdf new file mode 100644 index 0000000..b6610d2 Binary files /dev/null and b/tp/pca/slides.pdf differ diff --git a/tp/pca/tempR.dat b/tp/pca/tempR.dat new file mode 100644 index 0000000..3a3eb64 --- /dev/null +++ b/tp/pca/tempR.dat @@ -0,0 +1,37 @@ + janv fevr mars avri mai juin juil aout sept octo nove dece +ajac 7.7 8.7 10.5 12.6 15.9 19.8 22.0 22.2 20.3 16.3 11.8 8.7 +ange 4.2 4.9 7.9 10.4 13.6 17.0 18.7 18.4 16.1 11.7 7.6 4.9 +ango 4.6 5.4 8.9 11.3 14.5 17.2 19.5 19.4 16.9 12.5 8.1 5.3 +besa 1.1 2.2 6.4 9.7 13.6 16.9 18.7 18.3 15.5 10.4 5.7 2.0 +biar 7.6 8.0 10.8 12.0 14.7 17.8 19.7 19.9 18.5 14.8 10.9 8.2 +bord 5.6 6.6 10.3 12.8 15.8 19.3 20.9 21.0 18.6 13.8 9.1 6.2 +bour 3.0 3.9 7.6 10.6 14.2 17.6 19.4 19.0 16.2 11.3 6.8 3.8 +bres 6.1 5.8 7.8 9.2 11.6 14.4 15.6 16.0 14.7 12.0 9.0 7.0 +caen 4.3 4.6 6.9 9.2 12.3 15.0 16.9 17.0 15.2 11.5 7.4 5.1 +cler 2.6 3.7 7.5 10.3 13.8 17.3 19.4 19.1 16.2 11.2 6.6 3.6 +dijo 1.3 2.6 6.9 10.4 14.3 17.7 19.6 19.0 15.9 10.5 5.7 2.1 +embr 0.5 1.6 5.7 9.0 13.0 16.4 18.9 18.3 15.3 10.1 4.6 0.5 +gren 1.5 3.2 7.7 10.6 14.5 17.8 20.1 19.5 16.7 11.4 6.5 2.3 +lill 2.4 2.9 6.0 8.9 12.4 15.3 17.1 17.1 14.7 10.4 6.1 3.5 +limo 3.1 3.9 7.4 9.9 13.3 16.8 18.4 17.8 15.3 10.7 6.7 3.8 +lyon 2.1 3.3 7.7 10.9 14.9 18.5 20.7 20.1 16.9 11.4 6.7 3.1 +mars 5.5 6.6 10.0 13.0 16.8 20.8 23.3 22.8 19.9 15.0 10.2 6.9 +metz 1.2 2.0 6.0 9.6 13.6 16.7 18.6 18.3 15.3 10.1 5.6 2.0 +momp 5.6 6.7 9.9 12.8 16.2 20.1 22.7 22.3 19.3 14.6 10.0 6.5 +nanc 0.8 1.6 5.5 9.2 13.3 16.5 18.3 17.7 14.7 9.4 5.2 1.8 +nant 5.0 5.3 8.4 10.8 13.9 17.2 18.8 18.6 16.4 12.2 8.2 5.5 +nice 7.5 8.5 10.8 13.3 16.7 20.1 22.7 22.5 20.3 16.0 11.5 8.2 +nime 5.7 6.8 10.1 13.0 16.6 20.8 23.6 22.9 19.7 14.6 9.8 6.5 +orle 2.7 3.6 6.9 9.8 13.4 16.6 18.4 18.2 15.6 10.9 6.6 3.6 +pari 3.4 4.1 7.6 10.7 14.3 17.5 19.1 18.7 16.0 11.4 7.1 4.3 +perp 7.5 8.4 11.3 13.9 17.1 21.1 23.8 23.3 20.5 15.9 11.5 8.6 +poit 3.8 4.6 8.0 10.4 13.7 17.1 18.9 18.8 16.3 11.7 7.4 4.6 +reim 1.9 2.8 6.2 9.4 13.3 16.4 18.3 17.9 15.1 10.3 6.1 3.0 +renn 4.8 5.3 7.9 10.1 13.1 16.2 17.9 17.8 15.7 11.6 7.8 5.4 +roue 3.4 3.9 6.8 9.5 12.9 15.7 17.6 17.2 15.0 11.0 6.8 4.3 +stqu 2.0 2.9 6.3 9.2 12.7 15.6 17.4 17.4 15.0 10.5 6.1 3.1 +stra 0.4 1.5 5.6 9.8 14.0 17.2 19.0 18.3 15.1 9.5 4.9 1.3 +toul 8.6 9.1 11.2 13.4 16.6 20.2 22.6 22.4 20.5 16.5 12.6 9.7 +tlse 4.7 5.6 9.2 11.6 14.9 18.7 20.9 20.9 18.3 13.3 8.6 5.5 +tour 3.5 4.4 7.7 10.6 13.9 17.4 19.1 18.7 16.2 11.7 7.2 4.3 +vich 2.4 3.4 7.1 9.9 13.6 17.1 19.3 18.8 16.0 11.0 6.6 3.4