{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Application: Risque de crédit" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Avant de commencer notre prochain exercice qui consiste à analyser des données de crédit, essayons d'abord de comprendre ce que c'est le risque de crédit. \n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "```{epigraph}\n", "Le risque de crédit est le risque qu'un emprunteur ne rembourse pas tout ou une partie de son crédit aux échéances prévues par le contrat signé entre lui et l'organisme préteur (généralement une banque).\n", "\n", "-- Wikipédia\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Dans notre cas, il s'agit d'une banque qui agit en tant qu'organisme financier et qui accorde des prêts aux clients qui en font la demande. Par conséquent, les clients susceptibles de **ne pas rembourser** leur prêt représentent un risque de crédit pour la banque." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "En analysant les données des clients et avant même d'y appliqer une quelconque inférence, la banque sera en mesure d'avoir une idée sur le profl des clients qui peuvent présenter un risque de crédit potentiel. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Cela permettra d'atténuer les risques et de minimiser les pertes en évitant d'accorder des prêts à des clients qui pourraient présenter des risques de crédit pour la banque." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# install.packages(\"rchallenge\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "library(rchallenge)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "data(\"german\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
statusdurationcredit_historypurposeamountsavingsemployment_durationinstallment_ratepersonal_status_sexother_debtors...propertyageother_installment_planshousingnumber_creditsjobpeople_liabletelephoneforeign_workercredit_risk
no checking account 18 all credits at this bank paid back duly car (used) 1049 unknown/no savings account < 1 yr < 20 female : non-single or male : single none ... car or other 21 none for free 1 skilled employee/official 0 to 2 no no good
no checking account 9 all credits at this bank paid back duly others 2799 unknown/no savings account 1 <= ... < 4 yrs 25 <= ... < 35 male : married/widowed none ... unknown / no property 36 none for free 2-3 skilled employee/official 3 or more no no good
... < 0 DM 12 no credits taken/all credits paid back duly retraining 841 ... < 100 DM 4 <= ... < 7 yrs 25 <= ... < 35 female : non-single or male : single none ... unknown / no property 23 none for free 1 unskilled - resident 0 to 2 no no good
no checking account 12 all credits at this bank paid back duly others 2122 unknown/no savings account 1 <= ... < 4 yrs 20 <= ... < 25 male : married/widowed none ... unknown / no property 39 none for free 2-3 unskilled - resident 3 or more no yes good
no checking account 12 all credits at this bank paid back duly others 2171 unknown/no savings account 1 <= ... < 4 yrs < 20 male : married/widowed none ... car or other 38 bank rent 2-3 unskilled - resident 0 to 2 no yes good
no checking account 10 all credits at this bank paid back duly others 2241 unknown/no savings account < 1 yr >= 35 male : married/widowed none ... unknown / no property 48 none for free 2-3 unskilled - resident 3 or more no yes good
\n" ], "text/latex": [ "\\begin{tabular}{r|lllllllllllllllllllll}\n", " status & duration & credit\\_history & purpose & amount & savings & employment\\_duration & installment\\_rate & personal\\_status\\_sex & other\\_debtors & ... & property & age & other\\_installment\\_plans & housing & number\\_credits & job & people\\_liable & telephone & foreign\\_worker & credit\\_risk\\\\\n", "\\hline\n", "\t no checking account & 18 & all credits at this bank paid back duly & car (used) & 1049 & unknown/no savings account & < 1 yr & < 20 & female : non-single or male : single & none & ... & car or other & 21 & none & for free & 1 & skilled employee/official & 0 to 2 & no & no & good \\\\\n", "\t no checking account & 9 & all credits at this bank paid back duly & others & 2799 & unknown/no savings account & 1 <= ... < 4 yrs & 25 <= ... < 35 & male : married/widowed & none & ... & unknown / no property & 36 & none & for free & 2-3 & skilled employee/official & 3 or more & no & no & good \\\\\n", "\t ... < 0 DM & 12 & no credits taken/all credits paid back duly & retraining & 841 & ... < 100 DM & 4 <= ... < 7 yrs & 25 <= ... < 35 & female : non-single or male : single & none & ... & unknown / no property & 23 & none & for free & 1 & unskilled - resident & 0 to 2 & no & no & good \\\\\n", "\t no checking account & 12 & all credits at this bank paid back duly & others & 2122 & unknown/no savings account & 1 <= ... < 4 yrs & 20 <= ... < 25 & male : married/widowed & none & ... & unknown / no property & 39 & none & for free & 2-3 & unskilled - resident & 3 or more & no & yes & good \\\\\n", "\t no checking account & 12 & all credits at this bank paid back duly & others & 2171 & unknown/no savings account & 1 <= ... < 4 yrs & < 20 & male : married/widowed & none & ... & car or other & 38 & bank & rent & 2-3 & unskilled - resident & 0 to 2 & no & yes & good \\\\\n", "\t no checking account & 10 & all credits at this bank paid back duly & others & 2241 & unknown/no savings account & < 1 yr & >= 35 & male : married/widowed & none & ... & unknown / no property & 48 & none & for free & 2-3 & unskilled - resident & 3 or more & no & yes & good \\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "| status | duration | credit_history | purpose | amount | savings | employment_duration | installment_rate | personal_status_sex | other_debtors | ... | property | age | other_installment_plans | housing | number_credits | job | people_liable | telephone | foreign_worker | credit_risk |\n", "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", "| no checking account | 18 | all credits at this bank paid back duly | car (used) | 1049 | unknown/no savings account | < 1 yr | < 20 | female : non-single or male : single | none | ... | car or other | 21 | none | for free | 1 | skilled employee/official | 0 to 2 | no | no | good |\n", "| no checking account | 9 | all credits at this bank paid back duly | others | 2799 | unknown/no savings account | 1 <= ... < 4 yrs | 25 <= ... < 35 | male : married/widowed | none | ... | unknown / no property | 36 | none | for free | 2-3 | skilled employee/official | 3 or more | no | no | good |\n", "| ... < 0 DM | 12 | no credits taken/all credits paid back duly | retraining | 841 | ... < 100 DM | 4 <= ... < 7 yrs | 25 <= ... < 35 | female : non-single or male : single | none | ... | unknown / no property | 23 | none | for free | 1 | unskilled - resident | 0 to 2 | no | no | good |\n", "| no checking account | 12 | all credits at this bank paid back duly | others | 2122 | unknown/no savings account | 1 <= ... < 4 yrs | 20 <= ... < 25 | male : married/widowed | none | ... | unknown / no property | 39 | none | for free | 2-3 | unskilled - resident | 3 or more | no | yes | good |\n", "| no checking account | 12 | all credits at this bank paid back duly | others | 2171 | unknown/no savings account | 1 <= ... < 4 yrs | < 20 | male : married/widowed | none | ... | car or other | 38 | bank | rent | 2-3 | unskilled - resident | 0 to 2 | no | yes | good |\n", "| no checking account | 10 | all credits at this bank paid back duly | others | 2241 | unknown/no savings account | < 1 yr | >= 35 | male : married/widowed | none | ... | unknown / no property | 48 | none | for free | 2-3 | unskilled - resident | 3 or more | no | yes | good |\n", "\n" ], "text/plain": [ " status duration credit_history \n", "1 no checking account 18 all credits at this bank paid back duly \n", "2 no checking account 9 all credits at this bank paid back duly \n", "3 ... < 0 DM 12 no credits taken/all credits paid back duly\n", "4 no checking account 12 all credits at this bank paid back duly \n", "5 no checking account 12 all credits at this bank paid back duly \n", "6 no checking account 10 all credits at this bank paid back duly \n", " purpose amount savings employment_duration\n", "1 car (used) 1049 unknown/no savings account < 1 yr \n", "2 others 2799 unknown/no savings account 1 <= ... < 4 yrs \n", "3 retraining 841 ... < 100 DM 4 <= ... < 7 yrs \n", "4 others 2122 unknown/no savings account 1 <= ... < 4 yrs \n", "5 others 2171 unknown/no savings account 1 <= ... < 4 yrs \n", "6 others 2241 unknown/no savings account < 1 yr \n", " installment_rate personal_status_sex other_debtors ...\n", "1 < 20 female : non-single or male : single none ...\n", "2 25 <= ... < 35 male : married/widowed none ...\n", "3 25 <= ... < 35 female : non-single or male : single none ...\n", "4 20 <= ... < 25 male : married/widowed none ...\n", "5 < 20 male : married/widowed none ...\n", "6 >= 35 male : married/widowed none ...\n", " property age other_installment_plans housing number_credits\n", "1 car or other 21 none for free 1 \n", "2 unknown / no property 36 none for free 2-3 \n", "3 unknown / no property 23 none for free 1 \n", "4 unknown / no property 39 none for free 2-3 \n", "5 car or other 38 bank rent 2-3 \n", "6 unknown / no property 48 none for free 2-3 \n", " job people_liable telephone foreign_worker credit_risk\n", "1 skilled employee/official 0 to 2 no no good \n", "2 skilled employee/official 3 or more no no good \n", "3 unskilled - resident 0 to 2 no no good \n", "4 unskilled - resident 3 or more no yes good \n", "5 unskilled - resident 0 to 2 no yes good \n", "6 unskilled - resident 3 or more no yes good " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(german)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 1000
    2. \n", "\t
  2. 21
    3. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 1000\n", "\\item 21\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 1000\n", "2. 21\n", "\n", "\n" ], "text/plain": [ "[1] 1000 21" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dim(german)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "À partir de la sortie précédente, vous pouvez voir que notre ensemble de données a un total de 1000 obbservations, où chacune traite des points de données relatifs à un client de la banque. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Chaque observation possède divers attributs décrivant les données et nous avons un total de 21 variable. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 'status'
    2. \n", "\t
  2. 'duration'
    3. \n", "\t
  3. 'credit_history'
    4. \n", "\t
  4. 'purpose'
    5. \n", "\t
  5. 'amount'
    6. \n", "\t
  6. 'savings'
    7. \n", "\t
  7. 'employment_duration'
    8. \n", "\t
  8. 'installment_rate'
    9. \n", "\t
  9. 'personal_status_sex'
    10. \n", "\t
  10. 'other_debtors'
    11. \n", "\t
  11. 'present_residence'
    12. \n", "\t
  12. 'property'
    13. \n", "\t
  13. 'age'
    14. \n", "\t
  14. 'other_installment_plans'
    15. \n", "\t
  15. 'housing'
    16. \n", "\t
  16. 'number_credits'
    17. \n", "\t
  17. 'job'
    18. \n", "\t
  18. 'people_liable'
    19. \n", "\t
  19. 'telephone'
    20. \n", "\t
  20. 'foreign_worker'
    21. \n", "\t
  21. 'credit_risk'
    22. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 'status'\n", "\\item 'duration'\n", "\\item 'credit\\_history'\n", "\\item 'purpose'\n", "\\item 'amount'\n", "\\item 'savings'\n", "\\item 'employment\\_duration'\n", "\\item 'installment\\_rate'\n", "\\item 'personal\\_status\\_sex'\n", "\\item 'other\\_debtors'\n", "\\item 'present\\_residence'\n", "\\item 'property'\n", "\\item 'age'\n", "\\item 'other\\_installment\\_plans'\n", "\\item 'housing'\n", "\\item 'number\\_credits'\n", "\\item 'job'\n", "\\item 'people\\_liable'\n", "\\item 'telephone'\n", "\\item 'foreign\\_worker'\n", "\\item 'credit\\_risk'\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 'status'\n", "2. 'duration'\n", "3. 'credit_history'\n", "4. 'purpose'\n", "5. 'amount'\n", "6. 'savings'\n", "7. 'employment_duration'\n", "8. 'installment_rate'\n", "9. 'personal_status_sex'\n", "10. 'other_debtors'\n", "11. 'present_residence'\n", "12. 'property'\n", "13. 'age'\n", "14. 'other_installment_plans'\n", "15. 'housing'\n", "16. 'number_credits'\n", "17. 'job'\n", "18. 'people_liable'\n", "19. 'telephone'\n", "20. 'foreign_worker'\n", "21. 'credit_risk'\n", "\n", "\n" ], "text/plain": [ " [1] \"status\" \"duration\" \n", " [3] \"credit_history\" \"purpose\" \n", " [5] \"amount\" \"savings\" \n", " [7] \"employment_duration\" \"installment_rate\" \n", " [9] \"personal_status_sex\" \"other_debtors\" \n", "[11] \"present_residence\" \"property\" \n", "[13] \"age\" \"other_installment_plans\"\n", "[15] \"housing\" \"number_credits\" \n", "[17] \"job\" \"people_liable\" \n", "[19] \"telephone\" \"foreign_worker\" \n", "[21] \"credit_risk\" " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colnames(german)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Dans la prochaine section, nous étudions plus en détail chacune de ces variables." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Prétraitement des données" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Dans cette section, nous allons nous concentrer sur le prétraitement des données, qui comprend le nettoyage, la transformation et la normalisation des données si nécessaire. En fait, nous effectuons des opérations pour préparer les données à la modélisation." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Les valeurs manquantes" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Dans certaines situations, les données que vous traitez comportent des valeurs manquantes, qui sont souvent représentées par `NA` dans R. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "vérifions si les données contiennent des valeurs `NA`" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "0" ], "text/latex": [ "0" ], "text/markdown": [ "0" ], "text/plain": [ "[1] 0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sum(is.na(german))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Types de données" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'data.frame':\t1000 obs. of 21 variables:\n", " $ status : Factor w/ 4 levels \"no checking account\",..: 1 1 2 1 1 1 1 1 4 2 ...\n", " $ duration : int 18 9 12 12 12 10 8 6 18 24 ...\n", " $ credit_history : Factor w/ 5 levels \"delay in paying off in the past\",..: 5 5 3 5 5 5 5 5 5 3 ...\n", " $ purpose : Factor w/ 11 levels \"others\",\"car (new)\",..: 3 1 10 1 1 1 1 1 4 4 ...\n", " $ amount : int 1049 2799 841 2122 2171 2241 3398 1361 1098 3758 ...\n", " $ savings : Factor w/ 5 levels \"unknown/no savings account\",..: 1 1 2 1 1 1 1 1 1 3 ...\n", " $ employment_duration : Factor w/ 5 levels \"unemployed\",\"< 1 yr\",..: 2 3 4 3 3 2 4 2 1 1 ...\n", " $ installment_rate : Ord.factor w/ 4 levels \">= 35\"<\"25 <= ... < 35\"<..: 4 2 2 3 4 1 1 2 4 1 ...\n", " $ personal_status_sex : Factor w/ 4 levels \"male : divorced/separated\",..: 2 3 2 3 3 3 3 3 2 2 ...\n", " $ other_debtors : Factor w/ 3 levels \"none\",\"co-applicant\",..: 1 1 1 1 1 1 1 1 1 1 ...\n", " $ present_residence : Ord.factor w/ 4 levels \"< 1 yr\"<\"1 <= ... < 4 yrs\"<..: 4 2 4 2 4 3 4 4 4 4 ...\n", " $ property : Factor w/ 4 levels \"unknown / no property\",..: 2 1 1 1 2 1 1 1 3 4 ...\n", " $ age : int 21 36 23 39 38 48 39 40 65 23 ...\n", " $ other_installment_plans: Factor w/ 3 levels \"bank\",\"stores\",..: 3 3 3 3 1 3 3 3 3 3 ...\n", " $ housing : Factor w/ 3 levels \"for free\",\"rent\",..: 1 1 1 1 2 1 2 2 2 1 ...\n", " $ number_credits : Ord.factor w/ 4 levels \"1\"<\"2-3\"<\"4-5\"<..: 1 2 1 2 2 2 2 1 2 1 ...\n", " $ job : Factor w/ 4 levels \"unemployed/unskilled - non-resident\",..: 3 3 2 2 2 2 2 2 1 1 ...\n", " $ people_liable : Factor w/ 2 levels \"3 or more\",\"0 to 2\": 2 1 2 1 2 1 2 1 2 2 ...\n", " $ telephone : Factor w/ 2 levels \"no\",\"yes (under customer name)\": 1 1 1 1 1 1 1 1 1 1 ...\n", " $ foreign_worker : Factor w/ 2 levels \"yes\",\"no\": 2 2 2 1 1 1 1 1 2 2 ...\n", " $ credit_risk : Factor w/ 2 levels \"bad\",\"good\": 2 2 2 2 2 2 2 2 2 2 ...\n" ] } ], "source": [ "str(german)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Nous avons généralement deux types de variables :" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- **Les variables numériques** : Les valeurs de ces variables ont une signification mathématique. Cela signifie que vous pouvez effectuer des opérations mathématiques, telles que des additions, des soustractions, etc. L'âge, le poids, etc. d'une personne en sont des exemples." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "* duration : durée en mois.\n", "* amount : montant du crédit.\n", "* installment_rate : taux de remboursement en pourcentage du revenu disponible.\n", "* present_residence : résidence actuelle depuis .\n", "* age : âge du client.\n", "* number_credits : nombre de crédits existants dans cette banque.\n", "* other_debtors : nombre de personnes tenues d'assurer le prêt." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "library(dplyr)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'data.frame':\t1000 obs. of 7 variables:\n", " $ duration : int 18 9 12 12 12 10 8 6 18 24 ...\n", " $ amount : int 1049 2799 841 2122 2171 2241 3398 1361 1098 3758 ...\n", " $ installment_rate : Ord.factor w/ 4 levels \">= 35\"<\"25 <= ... < 35\"<..: 4 2 2 3 4 1 1 2 4 1 ...\n", " $ present_residence: Ord.factor w/ 4 levels \"< 1 yr\"<\"1 <= ... < 4 yrs\"<..: 4 2 4 2 4 3 4 4 4 4 ...\n", " $ age : int 21 36 23 39 38 48 39 40 65 23 ...\n", " $ number_credits : Ord.factor w/ 4 levels \"1\"<\"2-3\"<\"4-5\"<..: 1 2 1 2 2 2 2 1 2 1 ...\n", " $ other_debtors : Factor w/ 3 levels \"none\",\"co-applicant\",..: 1 1 1 1 1 1 1 1 1 1 ...\n" ] } ], "source": [ "german %>%\n", " select(duration,\n", " amount,\n", " installment_rate,\n", " present_residence,\n", " age,\n", " number_credits,\n", " other_debtors) %>%\n", " str()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- **Variables catégorielles** : Les valeurs de ces variables n'ont aucune signification mathématique et vous ne pouvez effectuer aucune opération mathématique sur elles. Chaque valeur de cette variable appartient à une classe ou à uneclasse ou catégorie spécifique. Le sexe d'une personne, son emploi, etc. en sont des exemples." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " * credit_risk: Une variable binaire indiquant le risque de crédit ou la solvabilité avec les niveaux Bon et Mauvais. \n", "* telephone : variable binaire indiquant si le client a un numéro de téléphone enregistré.\n", "* foreign_worker : variable binaire indiquant si le client est un travailleur étranger.\n", "* status : variable factorielle indiquant le statut du compte courant.\n", "* credit_history : variable factorielle indiquant l'historique de crédit.\n", "* purpose : variable factorielle indiquant le motif du crédit.\n", "* savings : variable factorielle indiquant le compte d'épargne/les obligations.\n", "* employment_duration : facteur ordonné indiquant la durée de l'emploi actuel.\n", "* personal_status_sex : variable factorielle indiquant le statut personnel et le sexe.\n", "* people_liable : variable factorielle indiquant les autres débiteurs.\n", "* property : variable factorielle indiquant le bien le plus précieux du client.\n", "* other_installment_plans : variable factorielle indiquant les autres plans de paiement.\n", "* housing : variable factorielle indiquant le logement\n", "* job : facteur indiquant la situation professionnelle\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'data.frame':\t1000 obs. of 14 variables:\n", " $ credit_risk : Factor w/ 2 levels \"bad\",\"good\": 2 2 2 2 2 2 2 2 2 2 ...\n", " $ telephone : Factor w/ 2 levels \"no\",\"yes (under customer name)\": 1 1 1 1 1 1 1 1 1 1 ...\n", " $ foreign_worker : Factor w/ 2 levels \"yes\",\"no\": 2 2 2 1 1 1 1 1 2 2 ...\n", " $ status : Factor w/ 4 levels \"no checking account\",..: 1 1 2 1 1 1 1 1 4 2 ...\n", " $ credit_history : Factor w/ 5 levels \"delay in paying off in the past\",..: 5 5 3 5 5 5 5 5 5 3 ...\n", " $ purpose : Factor w/ 11 levels \"others\",\"car (new)\",..: 3 1 10 1 1 1 1 1 4 4 ...\n", " $ savings : Factor w/ 5 levels \"unknown/no savings account\",..: 1 1 2 1 1 1 1 1 1 3 ...\n", " $ employment_duration : Factor w/ 5 levels \"unemployed\",\"< 1 yr\",..: 2 3 4 3 3 2 4 2 1 1 ...\n", " $ personal_status_sex : Factor w/ 4 levels \"male : divorced/separated\",..: 2 3 2 3 3 3 3 3 2 2 ...\n", " $ people_liable : Factor w/ 2 levels \"3 or more\",\"0 to 2\": 2 1 2 1 2 1 2 1 2 2 ...\n", " $ property : Factor w/ 4 levels \"unknown / no property\",..: 2 1 1 1 2 1 1 1 3 4 ...\n", " $ other_installment_plans: Factor w/ 3 levels \"bank\",\"stores\",..: 3 3 3 3 1 3 3 3 3 3 ...\n", " $ housing : Factor w/ 3 levels \"for free\",\"rent\",..: 1 1 1 1 2 1 2 2 2 1 ...\n", " $ job : Factor w/ 4 levels \"unemployed/unskilled - non-resident\",..: 3 3 2 2 2 2 2 2 1 1 ...\n" ] } ], "source": [ "german %>%\n", " select(credit_risk,\n", " telephone,\n", " foreign_worker,\n", " status,\n", " credit_history,\n", " purpose,\n", " savings,\n", " employment_duration,\n", " personal_status_sex,\n", " people_liable,\n", " property,\n", " other_installment_plans,\n", " housing,\n", " job) %>%\n", " str()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Analyse et transformation des données" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Maintenant que nous avons traité nos données, elles sont prêtes à être analysées. Comme nous l'avons mentionné précédemment, nous allons procéder à une **analyse descriptive et exploratoire** dans cette section. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Nous analyserons les **différents attributs** de l'ensemble de données et parlerons de leur **signification** et de leur **relation avec l'attribut de risque de crédit**. Nous utiliserons des **fonctions statistique** et des **visualisations** pour illustrer tout cela." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## La variable réponse" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Étudions d'abord la variable d'intérêt que la banque veut prédire pour un futur client." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "\n", " bad good \n", " 300 700 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "table(german$credit_risk)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Selon ce résultat de solvabilité, on voit qu'il y a plus de personnes présentant un bon risque que de personnes présentant un mauvais risque. En fait, 70 % des demandeurs présentent un bon risque de crédit, tandis qu'environ 30 % présentent un mauvais risque de crédit." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Créons ensuite un graphique qui illustre rapidement ces proportions. Nous aurons besoin du package `ggplot2` et bien sur un data frame qui sera utilisé pour ce graphique;" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "
credit_riskn
bad 300
good700
\n" ], "text/latex": [ "\\begin{tabular}{r|ll}\n", " credit\\_risk & n\\\\\n", "\\hline\n", "\t bad & 300 \\\\\n", "\t good & 700 \\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "| credit_risk | n |\n", "|---|---|\n", "| bad | 300 |\n", "| good | 700 |\n", "\n" ], "text/plain": [ " credit_risk n \n", "1 bad 300\n", "2 good 700" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "german %>% \n", " count(credit_risk) " ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "
credit_risknperc
bad 300 0.3
good700 0.7
\n" ], "text/latex": [ "\\begin{tabular}{r|lll}\n", " credit\\_risk & n & perc\\\\\n", "\\hline\n", "\t bad & 300 & 0.3 \\\\\n", "\t good & 700 & 0.7 \\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "| credit_risk | n | perc |\n", "|---|---|---|\n", "| bad | 300 | 0.3 |\n", "| good | 700 | 0.7 |\n", "\n" ], "text/plain": [ " credit_risk n perc\n", "1 bad 300 0.3 \n", "2 good 700 0.7 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "german %>% \n", " count(credit_risk) %>% \n", " mutate(perc = n / nrow(german))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "Class.prop <- german %>% \n", " count(credit_risk) %>% \n", " mutate(perc = n / nrow(german)) " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Ici il faut être prudent, les classes ne sont pas équilibrées et, si une analyse ultérieure impliquant des modèles d'apprentissage statistique sera appliqué, la division des données en un ensemble d'apprentissage et un ensemble de test doit être effectuée à l'aide d'une méthode d'échantillonnage aléatoire stratifiée." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "library(ggplot2)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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IBAHwUEWH2EchkBAgQIECBAgAABAgQIECBAgEBnBARYnXFXKwECBAgQIECAAAEC\nBAgQIECAQB8FBFh9hHIZAQIECBAgQIAAAQIECBAgQIBAZwQEWJ1xVysBAgQIECBAgAABAgQI\nECBAgEAfBQRYfYRyGQECBAgQIECAAAECBAgQIECAQGcEBFidcVcrAQIECBAgQIAAAQIECBAg\nQIBAHwUEWH2EchkBAgQIECBAgAABAgQIECBAgEBnBARYnXFXKwECBAgQIECAAAECBAgQIECA\nQB8FhvXxuoXmsqFDZXYLzWDqCIEOCQwZMiTX7N8nHRoA1RIgQIBA1wvU/xsZ/82sf+76Rmsg\nAQIECHS1QKUCrEUWWSSNGTOmqwdE4wgQ6H6BYcP+91+dSy+9dPc3VgsJEBgQgZUvv2pAnuMh\nBAgQIECgLwKTdty2L5dV5pqXXnqpMn3V0dYClQqwXn755TR9+vTWGs4QIECgDwKjR49OI0aM\nSNOmTUuzZs3qwx0uIUCAAAECBAgQINB3gSeffLLvF1fgypEjR1agl7rYTsB6unZCzhMgQIAA\nAQIECBAgQIAAAQIECHRUQIDVUX6VEyBAgAABAgQIECBAgAABAgQItBMQYLUTcp4AAQIECBAg\nQIAAAQIECBAgQKCjAgKsjvKrnAABAgQIECBAgAABAgQIECBAoJ2AAKudkPMECBAgQIAAAQIE\nCBAgQIAAAQIdFRBgdZRf5QQIECBAgAABAgQIECBAgAABAu0EBFjthJwnQIAAAQIECBAgQIAA\nAQIECBDoqIAAq6P8KidAgAABAgQIECBAgAABAgQIEGgnIMBqJ+Q8AQIECBAgQIAAAQIECBAg\nQIBARwUEWB3lVzkBAgQIECBAgAABAgQIECBAgEA7AQFWOyHnCRAgQIAAAQIECBAgQIAAAQIE\nOiogwOoov8oJECBAgAABAgQIECBAgAABAgTaCQiw2gk5T4AAAQIECBAgQIAAAQIECBAg0FEB\nAVZH+VVOgAABAgQIECBAgAABAgQIECDQTkCA1U7IeQIECBAgQIAAAQIECBAgQIAAgY4KCLA6\nyq9yAgQIECBAgAABAgQIECBAgACBdgICrHZCzhMgQIAAAQIECBAgQIAAAQIECHRUQIDVUX6V\nEyBAgAABAgQIECBAgAABAgQItBMQYLUTcp4AAQIECBAgQIAAAQIECBAgQKCjAgKsjvKrnAAB\nAgQIECBAgAABAgQIECBAoJ2AAKudkPMECBAgQIAAAQIECBAgQIAAAQIdFRBgdZRf5QQIECBA\ngAABAgQIECBAgAABAu0EBFjthJwnQIAAAQIECBAgQIAAAQIECBDoqIAAq6P8KidAgAABAgQI\nECBAgAABAgQIEGgnIMBqJ+Q8AQIECBAgQIAAAQIECBAgQIBARwUEWB3lVzkBAgQIECBAgAAB\nAgQIECBAgEA7AQFWOyHnCRAgQIAAAQIECBAgQIAAAQIEOiogwOoov8oJECBAgAABAgQIECBA\ngAABAgTaCQiw2gk5T4AAAQIECBAgQIAAAQIECBAg0FEBAVZH+VVOgAABAgQIECBAgAABAgQI\nECDQTkCA1U7IeQIECBAgQIAAAQIECBAgQIAAgY4KCLA6yq9yAgQIECBAgAABAgQIECBAgACB\ndgICrHZCzhMgQIAAAQIECBAgQIAAAQIECHRUQIDVUX6VEyBAgAABAgQIECBAgAABAgQItBMQ\nYLUTcp4AAQIECBAgQIAAAQIECBAgQKCjAgKsjvKrnAABAgQIECBAgAABAgQIECBAoJ2AAKud\nkPMECBAgQIAAAQIECBAgQIAAAQIdFRBgdZRf5QQIECBAgAABAgQIECBAgAABAu0EBFjthJwn\nQIAAAQIECBAgQIAAAQIECBDoqIAAq6P8KidAgAABAgQIECBAgAABAgQIEGgnIMBqJ+Q8AQIE\nCBAgQIAAAQIECBAgQIBARwUEWB3lVzkBAgQIECBAgAABAgQIECBAgEA7AQFWOyHnCRAgQIAA\nAQIECBAgQIAAAQIEOiogwOoov8oJECBAgAABAgQIECBAgAABAgTaCQiw2gk5T4AAAQIECBAg\nQIAAAQIECBAg0FEBAVZH+VVOgAABAgQIECBAgAABAgQIECDQTkCA1U7IeQIECBAgQIAAAQIE\nCBAgQIAAgY4KCLA6yq9yAgQIECBAgAABAgQIECBAgACBdgICrHZCzhMgQIAAAQIECBAgQIAA\nAQIECHRUQIDVUX6VEyBAgAABAgQIECBAgAABAgQItBMQYLUTcp4AAQIECBAgQIAAAQIECBAg\nQKCjAgKsjvKrnAABAgQIECBAgAABAgQIECBAoJ2AAKudkPMECBAgQIAAAQIECBAgQIAAAQId\nFRBgdZRf5QQIECBAgAABAgQIECBAgAABAu0EBFjthJwnQIAAAQIECBAgQIAAAQIECBDoqIAA\nq6P8KidAgAABAgQIECBAgAABAgQIEGgnIMBqJ+Q8AQIECBAgQIAAAQIECBAgQIBARwUEWB3l\nVzkBAgQIECBAgAABAgQIECBAgEA7AQFWOyHnCRAgQIAAAQIECBAgQIAAAQIEOiogwOoov8oJ\nECBAgAABAgQIECBAgAABAgTaCQiw2gk5T4AAAQIECBAgQIAAAQIECBAg0FEBAVZH+VVOgAAB\nAgQIECBAgAABAgQIECDQTkCA1U7IeQIECBAgQIAAAQIECBAgQIAAgY4KCLA6yq9yAgQIECBA\ngAABAgQIECBAgACBdgICrHZCzhMgQIAAAQIECBAgQIAAAQIECHRUQIDVUX6VEyBAgAABAgQI\nECBAgAABAgQItBMQYLUTcp4AAQIECBAgQIAAAQIECBAgQKCjAgKsjvKrnAABAgQIECBAgAAB\nAgQIECBAoJ2AAKudkPMECBAgQIAAAQIECBAgQIAAAQIdFRBgdZRf5QQIECBAgAABAgQIECBA\ngAABAu0EBFjthJwnQIAAAQIECBAgQIAAAQIECBDoqIAAq6P8KidAgAABAgQIECBAgAABAgQI\nEGgnIMBqJ+Q8AQIECBAgQIAAAQIECBAgQIBARwUEWB3lVzkBAgQIECBAgAABAgQIECBAgEA7\nAQFWOyHnCRAgQIAAAQIECBAgQIAAAQIEOiowrKO1/1/lkyZNStddd10aO3Zs2mKLLdKSSy45\n12Y99dRT+frp06enrbbaKq244opzvd5JAgQIECBAgAABAgQIECBAgACB8gp0fAbWOeeck/bZ\nZ5905513pgsvvDAddNBBadq0aS1F77vvvvTBD34wXXrppemee+7J95555pktr3eCAAECBAgQ\nIECAAAECBAgQIECg3AIdnYEVM68ifJo4cWJaf/3108yZM9OECRPSBRdckH/2RnvKKaektdZa\nK335y1/Op6+//vp0zDHHpHe9611pqaWW6u0WxwgQIECAAAECBAgQIECAAAECBEos0NEZWDfe\neGNaYYUVcngVhsOGDUs777xzuuKKK3olfeyxx9INN9zQFG5tttlmOQRbfPHFe73HQQIECBAg\nQIAAAQIECBAgQIAAgXILdHQG1uTJk+fYvyoCrSeeeCLNmjUrDR3anK89/PDDaZFFFklDhgxJ\nJ554YnrooYfS2muvnfbdd980fPjwppH497//nXbaaaemY7E8cf/992865gsBAgT6KxD/Doqy\nzDLL9PdW1xMgQIAAAQIECBBoK7Dsssu2vaZKFzz33HNV6q6+thDoaID1+OOPp1GjRjU1LZYB\nRnj19NNPpzFjxjSdi2ArZlp94hOfSBtvvHHaaKON0iWXXJJuu+229L3vfa8p8Iqga7nllmu6\nf4kllkgvv/xy0zFfCBAg0F+BepDu3yf9lXM9AQIECBAgQIBAXwT835l9UXJN1QQ6GmDFrKnY\n96pnqX+PsGn2EudmzJiR9ttvv7Tnnnvm0xFkfeQjH8lLCzfffPPGLfFGw8suu6zxPT7EWwsj\nBFMIECAwPwKjR49OI0aMSFOnTs2B+/w8y70ECBAgQIAAAQIEZhfw99ZmkZEjRzYf8K2SAs1r\n9AaZYNy4cek///lPU60RMsXMq8UWW6zpeHypL9d54xvf2Di37rrr5llcjzzySOOYDwQIECBA\ngAABAgQIECBAgAABAguPQEcDrNVWWy3dfffdTbOw/v73v8+xL1ade9VVV80fY+lhvcReVxF6\n1c/Vj/tJgAABAgQIECBAgAABAgQIECCwcAh0NMDafvvts+K5556bl+Hcf//9ednfPvvs09C9\n9tpr069//ev8PTZ432abbdLEiRPTk08+mffJOuOMM9L48ePTOuus07jHBwIECBAgQIAAAQIE\nCBAgQIAAgYVHoKN7YMUyweOPPz4de+yxKUKs2FNm9913T1tssUVD+He/+1167LHH0i677JKP\nffKTn0wnnHBCeuc735nfSLjiiiumr3/966m3PbMaD/GBAAECBAgQIECAAAECBAgQIECgtAJD\nakXphtZPmTIl73E1dGjfJoU9++yz6fnnn0+xWXtfSyw1jE3gFQIECMyPQH0T9/j3Vrw1VSFA\nYOEX2OCW2xf+TuohAQIECHSNwK0brdc1bemGhsQm7qNGjeqGpmhDBwU6OgOrZ7+XXXbZnl/b\nfo4ZV2ZdtWVyAQECBAgQIECAAAECBAgQIECg9AJ9m+5U+m7qAAECBAgQIECAAAECBAgQIECA\nQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkF\nBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhl\nHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTnt\nJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCA\nAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAEC\nBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQ\nIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECA\nAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAEC\nBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhU\nRECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECA\nVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB\n1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0C\nBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQ\nIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECA\nAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAEC\nBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQ\nIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECA\nQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkF\nBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhl\nHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTnt\nJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCA\nAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAEC\nBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQ\nIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECA\nAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAEC\nBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhU\nRECAVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECA\nVZGB1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB\n1k0CBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0C\nBAgQIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQ\nIECAAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECA\nAAECBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAEC\nBAgQIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQ\nIECAQFkFBFhlHTntJkCAAAECBAgQIECAAAECBAhURECAVZGB1k0CBAgQIECAAAECBAgQIECA\nQFkFhpW14fPS7kUWWSSNHz9+Xm51DwECBBoCQ4f+b/Y/bty4xjEfCBAgQIAAAQIECAyUgL+3\nNks+//zzzQd8q6RApQKsl19+Of3rX/+q5EDrNAECAycwevToNGLEiPTEE0+kWbNmDdyDPYkA\nAQIECBAgQIBAIeDvrc2/BiNHjmw+4FslBSwhrOSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzy\njJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWW\nEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBA\ngAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAAB\nAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQI\nECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBA\ngAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAAB\nAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQq\nKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDA\nquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw\n6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQB\nAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQI\nECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBA\ngAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAAB\nAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQI\nECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBA\noDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwC\nAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzy\njJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWW\nEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBA\ngAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAAB\nAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQI\nECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBA\ngAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAAB\nAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQq\nKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDA\nquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw\n6zQBAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQB\nAgQIECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQI\nECBAgAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBA\ngAABAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAAB\nAgQIECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQI\nECBAoDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBA\noDwCAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwC\nAqzyjJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCAqzy\njJWWEiBAgAABAgQIECBAgAABAgQqKSDAquSw6zQBAgQIECBAgAABAgQIECBAoDwCXRFgTZo0\nKZ1//vnp8ssvT88880yf9Z544on0gx/8IL388st9vseFBAgQIECAAAECBAgQIECAAAEC5RLo\neIB1zjnnpH322Sfdeeed6cILL0wHHXRQmjZtWlvFWq2WTjjhhHTmmWcKsNpquYAAAQIECBAg\nQIAAAQIECBAgUF6BjgZYMfMqAqiJEyem4447Ln3ve99Liy22WLrgggvaiv70pz/NoVfbC11A\ngAABAgQIECBAgAABAgQIECBQaoGOBlg33nhjWmGFFdL666+fEYcNG5Z23nnndMUVV8wV9YEH\nHkg//OEP82ytuV7oJAECBAgQIECAAAECBAgQIECAQOkFhnWyB5MnT04rrrhiUxMi0Iq9rWbN\nmpWGDp0zX3vppZfSsccemw488MA57u35oFiGePjhh/c8lN72trelt7zlLU3HfCFAgEB/BSJs\njzJ69Oj+3up6AgQIECBAgAABAm0Fxo4d2/aaKl0QOYBCoKMB1uOPP55GjRrVNApLLbVUDq+e\nfvrpNGbMmKZz8eW0005L48ePz2HULbfcMsf5+oEXX3wx/fnPf65/zT833XTTvESx6aAvBAgQ\nmEeBWPKsECBAgAABAgQIEBhoAf93ZrOoF7c1e1T1W0cDrOHDh6eZM2c22de/L7HEEk3H48tf\n/vKX9Otf/zovH5zj5GwHIuS67bbbmo4+99xzKWZ9KQQIEJgfgZh5NWLEiDRlypQcuM/Ps9xL\ngAABAgQIECBAYHYBf29tFhk5cmTzgYX8W/w9I7KR+oq1559/Pv/dY5lllkm9ZSUDxRGTjGI1\nXKyM62uZl3v6+uzZr5tzjd7sVyzA7+PGjUv/+c9/mmqYPn16nnnVW+J86qmn5sH66le/mj71\nqU/l2Vhx82c/+9n0hz/8oek5Q4YMyX/BjL9k1v/Ul/00XegLAQIECBAgQIAAAQIECBAgQKBL\nBN73vvelLbfcstGaq6++Oq266qrpsssuaxz761//mk4//fTG94H4sNtuu6Udd9yxX4+al3v6\nVUGPizsaYK222mrp7rvvbpqF9fe//72RMvZoZ/4Y+1e9+c1vTmuvvXb+s8oqq+Tjr3nNa5I1\nwrNr+U6AAAECBAgQIECAAAECBAiUXSAm/+ywww5p2WWXbXRlo402SjfccEPj+0B8iG2Xtthi\ni4F41AJ5RkeXEG6//fbplFNOSeeee27aZ5990oMPPpgTxc985jONzl577bVpxowZaZdddsn7\nXjVOFB9iD6xIICOdXHTRRXue8pkAAQIECBAgQIAAAQIECBAgUHqBjTfeOF1++eVN/ahvv9R0\ncD6/fOtb35rPJyzY2zsaYMUyweOPPz6/VTBCrFjqt/vuuzclfr/73e/SY489lgOsBUvh6QQI\nECBAgAABAgQIECBAgACB/xWIZXq//e1v837cm2++eXr729+eVl555QZPTMiJ/bdXWmmldPLJ\nJ6e11lor7b///in2qoqA6cwzz0w33nhjevbZZ9MGG2yQPvShD6Wll166cX98+Ne//pV++ctf\npquuuirFKrV999236Xx8+ec//5nOOeec9O53vzu94hWvSN/97ndTrVbLk3qOOeaYdMABB+Q2\nzHFjLwdiFdyPf/zjdMghh6Tvfe97eSLRnnvumXbaaae8TVO8EO/ggw/Od8Z+WD/72c/Sb37z\nmzR16tS0xhpr5FVxW221VS9P/u+hX/ziF7ltMWus51LI/14xb5+GFJ2uzdutA3tXbFIWgzx0\n6IJb1Rj7a8VsLoUAAQLzI2AT9/nRcy+BcgpscMvt5Wy4VhMgQIBAKQVu3Wi9UrZ7QTU6NnEf\nNWrUgnp8r8+95JJL0jvf+c4UWxfFcr3Ydzs2LP/JT36S3vWud+V7IpSKvxvEVkhPPvlkPjZp\n0qS8Qiy2P7r55ptz6BPbIMU+VhFexSqy+B7liSeeSDG7KsKhbbfdNm/U/o9//KPR1wceeCBf\nFwFSrEqLuqMt++23X37e8ssvn9Zcc830ne98J62zzjr52nb/iH7FvlV77LFHfl5kMBGsRZj1\n+te/Pj3zzDPpb3/7W37MRz/60fTtb387rbvuurme6667Lr8Y7+tf/3o6/PDD8zWz3/OjH/0o\nfeADH8iTk84777wUL+8bqLLg0qJ+tjDWci7I8KqfzXE5AQIECBAgQIAAAQIECBAgUEGBCKT2\n3nvvtOuuu6a77rorXXjhhemRRx5Jm222WfrkJz+ZXnjhhYZKBFOxJVIEP3feeWfe0/uoo47K\n4dXFF1+c7rnnnjyL6fbbb08xu2nChAmNe9/znvekp556Kl/785//PP35z3/OL6yL7ZValZil\n9fvf/z7Fi+tin/D43Nfwqucz477oZ4Roxx57bM9T+XO8cC9mlR100EHpjjvuyGHXww8/nMOs\neLHeyy+/PMc9MbMrZpDttdde6fzzzx/Q8Coq65oAa46eO0CAAAECBAgQIECAAAECBAgQGGSB\nWDb43HPPpRNPPLGx3/YiiyySZyl9/OMfT7G6q15iIs6XvvSlvCVSzIaKQCqWDsaSw3e84x31\ny/LSwwisYiZXBELxjNgyKWY/xdK8ejnyyCOblinWjw/0z6g3ZoKNGTOmaXP4nvVE3yLkmjx5\ncj4c36+55pq87DA8epYI+SLIe//735+XO85+vue18/q5o3tgzWuj3UeAAAECBAgQIECAAAEC\nBAgQWBACt912W4pli69+9aubHr/++uun+NOzxP5Xiy++eOPQvffem/enioAq9pbqWWIWV5RY\nJhjnY0en173udT0vSRH8rLfeein231qQpWdo1ls9Sy21VF4m+LWvfS3PKttwww3zMsZYfhjL\nGHuWhx56KL33ve/Ns7JiSeSCWl1nBlZPdZ8JECBAgAABAgQIECBAgACBSgs8+uijackll+yT\nQWyq3rPEkrwo8ZK6CHJ6/okN4GMj9giH6ntm9VbP2LFjez5ygXyevd29VRJLBWPPrpg5Fnt7\nffGLX8x7dsUeVz3fghjLJw888MC06aab5iWQ9b27envm/BwzA2t+9NxLgAABAgQIECBAgAAB\nAgQILFQCsc9U7G310ksvNe3jFJu4xybo2223XVp99dV77fOrXvWqfDxmOJ177rlN18S+UfWl\ndTFrKUoEQ7OXxx57bPZDHfke7d1xxx3zzKuYLRab0scSyrPPPjsvFQyHKDFTLfbLillj9U3m\n462KsU/XQBYzsAZS07MIECBAgAABAgQIECBAgACBUgvE/lWzZs3KG5f37MjEiRPzJuz1pYA9\nz9U/R4C13HLL5Y3be+6VFedjmV28tTDCq3i7YbzMLsKgniXCq9gnq12JICw2hV9Qpb6M8pvf\n/GauIsKoTTbZJB1yyCH5e4R59bLooovmj6997WtTbGAf4V8EWgNdBFgDLep5BAgQIECAAAEC\nBAgQIECAQGkFYolcvNkvwpqzzjorb7r+la98JX33u99NW265Zdpqq61a9m348OF58/fYBD72\ni4pNz2+66aYUm7NfcMEF6bDDDsvhVTzgtNNOSxEUxRsPb7nllvxGwXjzYW9v+Ju9wth8Pd4k\nGG2KtwMOdIm9vmKGVfQ7Qqx4i2K8ZfC4447Lyyt32WWXXqv87Gc/mzeHjyDr/vvv7/WaeT0o\nwJpXOfcRIECAAAECBAgQIECAAAECC53AsGHD0pVXXpm23nrrtP/+++dN1T/96U+n7bffPl10\n0UWNZYCtOv6+970vh1X33HNP2mabbfLeUN/61rfSfvvtlyLgqZe3vvWtOcT6y1/+kveW2mGH\nHfISvNgnq12J58Q+WgcffHBua7vr5+V8BFexVPKII47Im9fHDLKwuf7661OrfbpiNtbpp5+e\n3+IY/Xg5BUEAAEAASURBVI2lhwNVhhQPG7inDVSrFtBzYvrejBkzFtDTPZYAgaoIxLTf2JRx\nypQpeWpxVfqtnwSqLLDBLbdXufv6ToAAAQKDLHDrRusNco3dXV28EXDUqFEdaWTMpIqZRK98\n5SvT0ksv3e82xFK7CJpWXXXV/GbDVg948MEH07hx4/q8eXw8J2ZqTZ06Nd830PtN9WxnbEw/\nefLk3IfYgL5TxSbunZJXLwECBAgQIECAAAECBAgQINDVAvH/uI7lhPNaYj+s+NOuRMDV3xL7\nYC2zzDL9va3f10ewFn86XQRYnR4B9RMgQIAAAQIECBAgQIAAAQIE5lHg1FNP7fVthrM/LmZP\nxd5UZS0CrLKOnHYTIECAAAECBAgQIECAAAEClReIZYrxZsN2JbZCKXMRYJV59LSdAAECBAgQ\nIECAAAECBAgQqLTAMcccU4n+ewthJYZZJwkQIECAAAECBAgQIECAAAEC5RUQYJV37LScAAEC\nBAgQIECAAAECBAgQIFAJAQFWJYZZJwkQIECAAAECBAgQIECAAAEC5RUQYJV37LScAAECBAgQ\nIECAAAECBAgQIFAJgXkKsGbNmpVOO+20dPnllzeQLrroorTNNtukX//6141jPhAgQIAAAQIE\nCBAgQIAAAQIECBCYX4F+v4XwpZdeSptsskm6/fbb08knn5x23HHH3IZFFlkk3XTTTektb3lL\n+tGPfpTe8573zG/b3E+AAAECBAgQIECAAAECBAgQGFSBp556alDri8pGjx496HWWrcJ+B1hX\nX311+utf/5ouvfTSHFbVO7zbbrulhx9+OO29997piCOOSHvttVcaOnSeJnjVH+knAQIECBAg\nQIAAAQIECBAgQGDQBYZ99OBBq3PmxJMHra4yV9TvhOmSSy5Jb3zjG5vCqzrA2LFj08c+9rE0\nZcqU9MADD9QP+0mAAAECBAgQIECAAAECBAgQIEBgngX6HWBFTcOHD29ZYYRYURZddNGW1zhB\ngAABAgQIECBAgAABAgQIECBAoK8C/Q6w3vSmN6Xf//736U9/+tMcdcTm7ieeeGIaP358Wmml\nleY47wABAgQIECBAgAABAgQIECBAgACB/gr0ew+snXbaKW222Wb5jYN77rlnWn/99dNSSy2V\nHn300fTTn/403X333encc8/tbztcT4AAAQIECBAgQIAAAQIECBAgQKBXgX4HWEsuuWS64oor\n0oEHHphiP6zzzjuv8eCYdRXfYyN3hQABAgQIECBAgAABAgQIECBAgMBACPQ7wPr3v/+dXnzx\nxXT22WenWq2WN2uP2VerrbZaWnHFFdOQIUMGol2eQYAAAQIECBAgQIAAAQIECBAgQCAL9HsP\nrDPOOCOtvPLK6Z577slh1ate9aq01VZbpVe+8pXCK79UBAgQIECAAAECBAgQIECAAAECAy7Q\n7wDrrrvuyo2wSfuAj4UHEiBAgAABAgQIECBAgAABAgR6Fbj99tvTSSed1Ou5eT04ZcqUdOyx\nx6ZnnnlmXh8xaPf1O8A6+OCD0yte8Yr0uc99Lj3//POD1lAVESBAgAABAgQIECBAgAABAgSq\nKnDbbbelr33tawPa/ccffzx94QtfKEWA1e89sB5++OG0zjrrpG984xvpf/7nf1LMxIpAa/Zy\nyy23zH7IdwIECBAgQIAAAQIECBAgQIAAAQL9Fuh3gBWbuD/11FNp/fXXb1Q2a9asxmcfCBAg\nQIAAAQIECBAgQIAAAQIEFozANddck04++eT8Yr0999wz7bHHHo2KXnjhhTRx4sR00003penT\np6c111wzHXnkkWmVVVbJ18RL+b7//e+nK664Iq2wwgpp1113bdzb7R/6HWBNmDAhxR+FAAEC\nBAgQIECAAAECBAgQIEBg8ASmTZuW3v3ud6dDDz00Pfroo2mfffZJsQwwvkfZaaedcnB14IEH\n5m2fTj/99PSrX/0q3XvvvWno0KEptoX65S9/mQ4//PD0j3/8I733ve8dvMbPZ039DrB61nfH\nHXfkDi+11FIZ6aGHHmqkej2v85kAAQIECBAgQIAAAQIECBAgQGD+BGbOnJnOOuustPPOO+cH\nLbHEEnkT9o985CN5tdz48ePTKaecktZaa618PmZgvfnNb06xmi42bD/jjDPS3/72t7T22mvn\n87FFVMzQKkPp9ybu0ak777wzbb311mm99dbLU9XOPPPM3Nf4/vnPfz7FlDWFAAECBAgQIECA\nAAECBAgQIEBg4AQisNpmm20aD9xhhx3Sk08+mWJCUexPfuGFF+ZMJkKuT3/60+mLX/xivva5\n555LsQn8sssu2wiv4kQ9CGs8sIs/9DvAijWUkd7dd999OaXbfPPNc/defvnl3PHjjz8+RfKn\nECBAgAABAgQIECBAgAABAgQIDJzAuHHj0uKLL954YMy4ihITiZ5//vmcy8SEo/PPPz9F2NVz\niWDsZx57mNdqtcb9w4bN18K8xnMG40O/WxqbfT399NPp9ttvTyuvvHKKDcOiLLLIIhloxRVX\nTN/61rfyn5EjRw5GH9RBgAABAgQIECBAgAABAgQIEFjoBSZNmpRiH6wxY8bkvsZm7JHHrLba\naunnP/95uvLKK9P999+fVlpppXw+jkWJ4GrDDTdM//rXv/JMrA022CAfj+vLUvo9A+vWW2/N\n09UivOqt7LXXXinWZD744IO9nXaMAAECBAgQIECAAAECBAgQIEBgHgVi5dtLL72U/vznP+c9\nrQ444IA8K2u55ZZLsTou9rqKEssKjz766Pw5ZmdtvPHGKfa8Ou6449IjjzySYl/zmKRUltLv\nACumoMUeWK3Ks88+m0/F2kuFAAECBAgQIECAAAECBAgQIEBgYARiU/Z46+Do0aPTG97whrT+\n+uunE088MT889sbab7/90nbbbZeWX375tNVWW+V9yuPamIwUSw8vvfTS9Nhjj6XVV189bbrp\npnmLqIFp2YJ/ypBi7eN/Fz/2ob7TTjstxesYL7744vSOd7wjLyGMVzHG+srYH2u33XZL99xz\nT36dYx8eN6iXRPtmzJgxqHWqjACBhU8g/gMwYsSI/P/ZiKm4CgECC7/ABrfcvvB3Ug8JECBA\noGsEbt1ova5pSzc0JLYnGjVq1KA1JfaKGvbRgwetvpkTT86BVH8qnDp1al46uPTSS89x24sv\nvpieeOKJtMIKK8xxrn4g3kq41FJLNe2nVT/XrT/7vQfWBz/4wTzFbPfdd0+xgXuEQvEXudgY\n7Gc/+1mKne0vuOCCbu2vdhEgQIAAAQIECBAgQIAAAQIESi0wduzYlu1fdNFF5xpexY3LLLNM\ny/u79US/A6zYof6yyy5LRx11VIrXMtZnH9x88815ilqsn6xv7N6tndYuAgQIECBAgAABAgQI\nECBAgACB8gj0O8CKrkVSd8YZZ6Svf/3r6d57781T0171qlel+DN8+PDy9F5LCRAgQIAAAQIE\nCBAgQIAAAQIEul6g35u413sUW2fFmsp42+Cjjz6a95bq53Za9Uf5SYAAAQIECBAgQIAAAQIE\nCBAgQKClwDzNwIrQKjZwv+2225oeHHthxcysvffeu+m4LwQIECBAgAABAgQIECBAgAABAgTm\nVaDfAVbMttpoo41SvAXgG9/4Rnrd616XN3GfNGlSOvvss/Nm7k8++WQ65JBD5rVN7iNAgAAB\nAgQIECBAgAABAgQIECDQEOh3gPWLX/wiLbbYYummm25Kyy67bONBW2yxRdprr73SRz7ykfTN\nb35TgNWQ8YEAAQIECBAgQIAAAQIECBAgQGB+BPodYF177bXpzW9+c1N41bMBH/7wh9Mpp5yS\n7r///rype89zPhMgQIAAAQIECBAgQIAAAQIEul1g5sSTu72JlWtfvzdxf/WrX53uueeellCT\nJ09Ow4YNS8stt1zLa5wgQIAAAQIECBAgQIAAAQIECBAg0FeBfs/A2m+//dLpp5+ePvGJT6Qv\nfOELeS+semV33XVXOuyww/IywiWWWKJ+2E8CBAgQIECAAAECBAgQIECAQGkEXvPH6wetrXdv\n+fpBq6vMFfU7wLrhhhvS+PHj00knnZTfOLj22munMWPGpEceeSTdcccdadasWWn48OFpvfXW\na7jEksMTTjih8d0HAgQIECBAgAABAgQIECBAgAABAn0V6HeA9fTTT6dFF100bbLJJrmOF198\nMU2ZMiWHVvF2wt5KBFoKAQIECBAgQIAAAQIECBAgQIAAgXkR6HeAdeCBB6b4oxAgQIAAAQIE\nCBAgQIAAAQIECBAYDIF+b+I+GI1SBwECBAgQIECAAAECBAgQIECAAIG6gACrLuEnAQIECBAg\nQIAAAQIECBAgQIBAVwoIsLpyWDSKAAECBAgQIECAAAECBAgQIECgLiDAqkv4SYAAAQIECBAg\nQIAAAQIECBAg0JUCAqyuHBaNIkCAAAECBAgQIECAAAECBAh0XuA73/lOuvHGGzveEAFWx4dA\nAwgQIECAAAECBAgQIECAAAEC3Snw7W9/O11//fUdb5wAq+NDoAEECBAgQIAAAQIECBAgQIAA\nAQJzExg2t5POESBAgAABAgQIECBAgAABAgQIdIfA/fffn84666x08803p0022SRtv/326Yor\nrkjHHXdcbuDLL7+cTjvttPTb3/42xedtttkmHXrooWn48OF9Oh8XXX755emCCy5I06dPTwcc\ncEC+rxv+YQZWN4yCNhAgQIAAAQIECBAgQIAAAQIE5iLw5JNPpu222y4HVm9729vSNddck976\n1remn/zkJ4279ttvv3TUUUelV7/61WnjjTdOX/nKV9Iuu+ySarVavqbd+d/85jcpnh3Xx/1x\n/UMPPdR4fic/mIHVSX11EyBAgAABAgQIECBAgAABAgT6IHDSSSelZ599Nl133XVpyJAhacKE\nCWmdddZJs2bNynffdNNN6eyzz06XXHJJDqHiYIRXm266aT624oorzvX8brvtlj72sY+lz3zm\nM+nzn/98fuaee+6Z1lhjjfy50/8wA6vTI6B+AgQIECBAgAABAgQIECBAgEAbgVg2GIFUhFf1\nsuuuu9Y/pltvvTUttthieZZW/WDMolpuueVShFvtzs+YMSPde++9adttt63fnlZbbTUBVkPD\nBwIECBAgQIAAAQIECBAgQIAAgbkKxBLClVZaqema0aNHN74/9dRTKb6PHDmycSzCrvHjx+f9\nsNqd/89//pNnc82cObNxf3yo75/VdLADX8zA6gC6KgkQIECAAAECBAgQIECAAAEC/RGI5YJ/\n+ctfmm6JzdrrZfXVV09TpkxJt912W/1Qmjx5crrjjjvSBhtskNqdj5la8Sc2ca+Xf//73/n+\n+vdO/hRgdVJf3QQIECBAgAABAgQIECBAgACBPggcfvjh+e2CRx55ZA6VjjnmmPSnP/2pcWcs\nL1xllVXy/lWxFPCRRx5Jn/rUp/IMrK233jovP5zb+XjQvvvum84777x09dVXp2nTpqWoo74B\nfKOiDn0QYHUIXrUECBAgQIAAAQIECBAgQIAAgb4KbLjhhukXv/hFuuqqq9KWW26ZbrjhhnTA\nAQekxRdfPD9ixIgR6Ze//GV69NFH02te85o84+rOO+9MV155ZVp++eVTu/PxkC996Utphx12\nSG95y1vyPRGCRb3dUIYUSdr/vkuxG1qzgNswffr0FJuSKQQIEJgfgVhXHv/yj+m59Td+zM/z\n3EuAQPcLbHDL7d3fSC0kQIAAgYVG4NaN1lto+jIQHYk9nUaNGjUQj+rTM2KvqNf88fo+XTsQ\nF9295evz3lXtnnX77bfnTdojnKqXww47LN1zzz15Zlb9WPycOnVq3ux9zJgxPQ83Prc7//zz\nz6dnnnkmjRs3rnFPpz+YgdXpEVA/AQIECBAgQIAAAQIECBAgQKCNwB/+8Ie0+eab52WDES5d\neuml6fTTT0/vfve757hz7NixqVV4FRe3Ox+zuropvIo2D4t/KAQIECBAgAABAgQIECBAgAAB\nAt0rMGHChPTwww+nAw88MN19991pjTXWyEv+9ttvv+5t9AC2TIA1gJgeRYAAAQIECBAgQIAA\nAQIECBBYEALDhg1LX/3qV/OfF154IS8nXBD1dOszLSHs1pHRLgIECBAgQIAAAQIECBAgQIBA\nLwKLLbZYL0cX7kMCrIV7fPWOAAECBAgQIECAAAECBAgQIFB6AQFW6YdQBwgQIECAAAECBAgQ\nIECAAAECC7dApfbAGjp06Fx34V+4h1rvCBAYKIHhw4fnRy299NID9UjPIUCAAAECBAgQINAQ\nmNvb4xoXVejDzJkzK9RbXW0lUKkAa9asWSleNan8V2DxIz/63y8+ESDQJwH/+ewTk4sI9Crw\n/Ncn9nrcQQIECBAgQOC/Av7e+l+L+LTooos2HxiEb3dv+fpBqEUV/RGoVIAVMC+99FJ/fBb6\naxdf6HuogwQIECDQTQL+O9xNo6EtBAgQINCtAv572Twygx1gjR49urkBvnWFgD2wumIYNIIA\nAQIECBAgQIAAAQIECBAgQKCVgACrlYzjBAgQIECAAAECBAgQIECAAAECXSEgwOqKYdAIAgQI\nECBAgAABAgQIECBAgACBVgICrFYyjhMgQIAAAQIECBAgQIAAAQIECHSFgACrK4ZBIwgQIECA\nAAECBAgQIECAAAECBFoJCLBayThOgAABAgQIECBAgAABAgQIECDQFQICrK4YBo0gQIAAAQIE\nCBAgQIAAAQIECBBoJSDAaiXjOAECBAgQIECAAAECBAgQIECAQFcICLC6Yhg0ggABAgQIECBA\ngAABAgQIECBAoJWAAKuVjOMECBAgQIAAAQIECBAgQIAAAQJdISDA6oph0AgCBAgQIECAAAEC\nBAgQIECAAIFWAgKsVjKOEyBAgAABAgQIECBAgAABAgQIdIWAAKsrhkEjCBAgQIAAAQIECBAg\nQIAAAQIEWgkIsFrJOE6AAAECBAgQIECAAAECBAgQINAVAgKsrhgGjSBAgAABAgQIECBAgAAB\nAgQIEGglIMBqJeM4AQIECBAgQIAAAQIECBAgQIBAVwgIsLpiGDSCAAECBAgQIECAAAECBAgQ\nIECglYAAq5WM4wQIECBAgAABAgQIECBAgAABAl0hIMDqimHQCAIECBAgQIAAAQIECBAgQIAA\ngVYCAqxWMo4TIECAAAECBAgQIECAAAECBAh0hYAAqyuGQSMIECBAgAABAgQIECBAgAABAgRa\nCQiwWsk4ToAAAQIECBAgQIAAAQIECBAg0BUCAqyuGAaNIECAAAECBAgQIECAAAECBAgQaCUg\nwGol4zgBAgQIECBAgAABAgQIECBAgEBXCAiwumIYNIIAAQIECBAgQIAAAQIECBAgQKCVgACr\nlYzjBAgQIECAAAECBAgQIECAAAECXSEgwOqKYdAIAgQIECBAgAABAgQIECBAgACBVgICrFYy\njhMgQIAAAQIECBAgQIAAAQIECHSFgACrK4ZBIwgQIECAAAECBAgQIECAAAECBFoJCLBayThO\ngAABAgQIECBAgAABAgQIECDQFQICrK4YBo0gQIAAAQIECBAgQIAAAQIECBBoJSDAaiXjOAEC\nBAgQIECAAAECBAgQIECAQFcICLC6Yhg0ggABAgQIECBAgAABAgQIECBAoJWAAKuVjOMECBAg\nQIAAAQIECBAgQIAAAQJdISDA6oph0AgCBAgQIECAAAECBAgQIECAAIFWAgKsVjKOEyBAgAAB\nAgQIECBAgAABAgQIdIWAAKsrhkEjCBAgQIAAAQIECBAgQIAAAQIEWgkIsFrJOE6AAAECBAgQ\nIECAAAECBAgQINAVAgKsrhgGjSBAgAABAgQIECBAgAABAgQIEGglIMBqJeM4AQIECBAgQIAA\nAQIECBAgQIBAVwgIsLpiGDSCAAECBAgQIECAAAECBAgQIECglYAAq5WM4wQIECBAgAABAgQI\nECBAgAABAl0hIMDqimHQCAIECBAgQIAAAQIECBAgQIAAgVYCAqxWMo4TIECAAAECBAgQIECA\nAAECBAh0hYAAqyuGQSMIECBAgAABAgQIECBAgAABAgRaCQiwWsk4ToAAAQIECBAgQIAAAQIE\nCBAg0BUCAqyuGAaNIECAAAECBAgQIECAAAECBAgQaCUgwGol4zgBAgQIECBAgAABAgQIECBA\ngEBXCAiwumIYNIIAAQIECBAgQIAAAQIECBAgQKCVgACrlYzjBAgQIECAAAECBAgQIECAAAEC\nXSEgwOqKYdAIAgQIECBAgAABAgQIECBAgACBVgICrFYyjhMgQIAAAQIECBAgQIAAAQIECHSF\ngACrK4ZBIwgQIECAAAECBAgQIECAAAECBFoJCLBayThOgAABAgQIECBAgAABAgQIECDQFQIC\nrK4YBo0gQIAAAQIECBAgQIAAAQIECBBoJSDAaiXjOAECBAgQIECAAAECBAgQIECAQFcICLC6\nYhg0ggABAgQIECBAgAABAgQIECBAoJWAAKuVjOMECBAgQIAAAQIECBAgQIAAAQJdISDA6oph\n0AgCBAgQIECAAAECBAgQIECAAIFWAgKsVjKOEyBAgAABAgQIECBAgAABAgQIdIWAAKsrhkEj\nCBAgQIAAAQIECBAgQIAAAQIEWgkIsFrJOE6AAAECBAgQIECAAAECBAgQINAVAgKsrhgGjSBA\ngAABAgQIECBAgAABAgQIEGglIMBqJeM4AQIECBAgQIAAAQIECBAgQIBAVwgIsLpiGDSCAAEC\nBAgQIECAAAECBAgQIECglYAAq5WM4wQIECBAgAABAgQIECBAgAABAl0hIMDqimHQCAIECBAg\nQIAAAQIECBAgQIAAgVYCAqxWMo4TIECAAAECBAgQIECAAAECBAh0hYAAqyuGQSMIECBAgAAB\nAgQIECBAgAABAgRaCQiwWsk4ToAAAQIECBAgQIAAAQIECBAg0BUCAqyuGAaNIECAAAECBAgQ\nIECAAAECBAgQaCUgwGol4zgBAgQIECBAgAABAgQIECBAgEBXCAiwumIYNIIAAQIECBAgQIAA\nAQIECBAgQKCVgACrlYzjBAgQIECAAAECBAgQIECAAAECXSEwrBtaMWnSpHTdddelsWPHpi22\n2CItueSSc23Ws88+m69/7LHH0rrrrps23HDDuV7vJAECBAgQIECAAAECBAgQIECAQHkFOj4D\n65xzzkn77LNPuvPOO9OFF16YDjrooDRt2rSWor/5zW/SW9/61nTppZemu+++Ox1xxBHppJNO\nanm9EwQIECBAgAABAgQIECBAgAABAuUW6OgMrJh5deaZZ6aJEyem9ddfP82cOTNNmDAhXXDB\nBfnn7LSzZs1KP/zhD/O5PfbYI5++9tpr09FHH5122223tPrqq89+i+8ECBAgQIAAAQIECBAg\nQIAAAQIlF+joDKwbb7wxrbDCCjm8Csdhw4alnXfeOV1xxRW9sk6dOjVtsskmaYcddmic32CD\nDfLnWE6oECBAgAABAgQIECBAgAABAgQILHwCHZ2BNXny5LTiiis2qUag9cQTT6SYbTV0aHO+\nNm7cuLxksOcNV155ZVpkkUXSmmuu2fNweuaZZ9Kpp57adCzCL/tlNZH4QoAAAQIEBlVgqaWW\nGtT6VEaAAAECBMoo4L+XZRw1bV7QAh0NsB5//PE0atSopj7G/1AjvHr66afTmDFjms7N/uW+\n++7LIdV73/vetOyyyzadnjFjRvr+97/fdGzEiBFp6623bjpW9S/PVB1A/wkQIEBgUAXavahl\nUBujMgIECBAg0KUC/nvZPDDxIjeFQEcDrOHDh+d9r3oOQ+yDFWWJJZboeXiOz3fccUc66qij\n0rbbbpv233//Oc5H+BUbxPcso0ePTk8++WTPQ5X/vFjlBQAQIECAwGAK+O/wYGqriwABAgTK\nKuC/l80jF9mBQqCjAVYsCXzwwQebRmH69Ol55tVii7WOVv74xz+mY445Jv3/9u4EaK/p/gP4\nyY4siESKMElpVTF/rbVBqSW1pKSU0jZ0xNRaay1dDWmnqH0t0qb2IiZlKlprJaMNjaKEFIOk\nI0ElEtksWf5+d/q8fZ7kTeTl3iT3uZ87E+/z3OU853xOuK/vc865Bx98cDrqqKMarq+96dy5\nc9puu+1qb7OfUXaMzLL9T2Dpyv87xysCBAgQIJCXwPvvv59XUcohQIAAAQJNK+B+2di1AqxG\nj6q+a1xkagUr9O/fP02cOLFhFNaECROWWBervloPP/xw+tnPfpZOOOGEpYZX9ed7TYAAAQIE\nCBAgQIAAAQIECBAgUG6BlRpg7bHHHpnezTffnK179fLLL6fRo0enIUOGtKiOGTMm3Xvvvdn7\nGEZ57rnnpl133TX169cvPf300y1/4gmFNgIECBAgQIAAAQIECBAgQIAAgeYTWKlTCGOa4LBh\nw9LZZ5+dIsSKRdYPOOCANGDAgBbpBx54IE2ZMiXtvffeWZAVi7fdf//92Z+Wkz58Eeth7bvv\nvvW7vCZAgAABAgQIECBAgAABAgQIEGgCgXaLPtxWhXa88cYbqXfv3ql9++IGhVkDa8me7n7m\nD5bcaQ8BAgQIEChIYNa5FxRUcrHFfuGJp4v9AKUTIECAAIE6gSe3/r+6d1527do19ejRA0TF\nBVbqCKx6+z59+tS/9ZoAAQIECBAgQIAAAQIECBAgQIBAJlDccCfABAgQIECAAAECBAgQIECA\nAAECBHIQEGDlgKgIAgQIECBAgAABAgQIECBAgACB4gQEWMXZKpkAAQIECBAgQIAAAQIECBAg\nQCAHAQFWDoiKIECAAAECBAgQIECAAAECBAgQKE5AgFWcrZIJECBAgAABAgQIECBAgAABAgRy\nEBBg5YCoCAIECBAgQIAAAQIECBAgQIAAgeIEBFjF2SqZAAECBAgQIECAAAECBAgQIEAgBwEB\nVg6IiiBAgAABAgQIECBAgAABAgQIEChOQIBVnK2SCRAgQIAAAQIECBAgQIAAAQIEchAQYOWA\nqAgCBAgQIECAAAECBAgQIECAAIHiBARYxdkqmQABAgQIECBAgAABAgQIECBAIAcBAVYOiIog\nQIAAAQIECBAgQIAAAQIECBAoTkCAVZytkgkQIECAAAECBAgQIECAAAECBHIQEGDlgKgIAgQI\nECBAgAABAgQIECBAgACB4gQEWMXZKpkAAQIECBAgQIAAAQIECBAgQCAHAQFWDoiKIECAAAEC\nBAgQIECAAAECBAgQKE5AgFWcrZIJECBAgAABAgQIECBAgAABAgRyEBBg5YCoCAIECBAgQIAA\nAQIECBAgQIAAgeIEBFjF2SqZAAECBAgQIECAAAECBAgQIEAgBwEBVg6IiiBAgAABAgQIECBA\ngAABAgQIEChOQIBVnK2SCRAgQIAAAQIECBAgQIAAAQIEchAQYOWAqAgCBAgQIECAAAECBAgQ\nIECAAIHiBARYxdkqmQABAgQIECBAgAABAgQIECBAIAcBAVYOiIogQIAAAQIECBAgQIAAAQIE\nCBAoTkCAVZytkgkQIECAAAECBAgQIECAAAECBHIQEGDlgKgIAgQIECBAgAABAgQIECBAgACB\n4gQEWMXZKpkAAQIECBAgQIAAAQIECBAgQCAHAQFWDoiKIECAAAECBAgQIECAAAECBAgQKE5A\ngFWcrZIJECBAgAABAgQIECBAgAABAgRyEBBg5YCoCAIECBAgQIAAAQIECBAgQIAAgeIEBFjF\n2SqZAAECBAgQIECAAAECBAgQIEAgBwEBVg6IiiBAgAABAgQIECBAgAABAgQIEChOQIBVnK2S\nCRAgQIAAAQIECBAgQIAAAQIEchAQYOWAqAgCBAgQIECAAAECBAgQIECAAIHiBARYxdkqmQAB\nAgQIECBAgAABAgQIECBAIAcBAVYOiIogQIAAAQIECBAgQIAAAQIECBAoTkCAVZytkgkQIECA\nAAECBAgQIECAAAECBHIQEGDlgKgIAgQIECBAgAABAgQIECBAgACB4gQEWMXZKpkAAQIECBAg\nQIAAAQIECBAgQCAHAQFWDoiKIECAAAECBAgQIECAAAECBAgQKE5AgFWcrZIJECBAgAABAgQI\nECBAgAABAgRyEBBg5YCoCAIECBAgQIAAAQIECBAgQIAAgeIEBFjF2SqZAAECBAgQIECAAAEC\nBAgQIEAgBwEBVg6IiiBAgAABAgQIECBAgAABAgQIEChOQIBVnK2SCRAgQIAAAQIECBAgQIAA\nAQIEchAQYOWAqAgCBAgQIECAAAECBAgQIECAAIHiBARYxdkqmQABAgQIECBAgAABAgQIECBA\nIAcBAVYOiIogQIAAAQIECBAgQIAAAQIECBAoTkCAVZytkgkQIECAAAECBAgQIECAAAECBHIQ\nEGDlgKgIAgQIECBAgAABAgQIECBAgACB4gQEWMXZKpkAAQIECBAgQIAAAQIECBAgQCAHAQFW\nDoiKIECAAAECBAgQIECAAAECBAgQKE5AgFWcrZIJECBAgAABAgQIECBAgAABAgRyEBBg5YCo\nCAIECBAgQIAAAQIECBAgQIAAgeIEBFjF2SqZAAECBAgQIECAAAECBAgQIEAgBwEBVg6IiiBA\ngAABAgQIECBAgAABAgQIEChOQIBVnK2SCRAgQIAAAQIECBAgQIAAAQIEchAQYOWAqAgCBAgQ\nIECAAAECBAgQIECAAIHiBARYxdkqmQABAgQIECBAgAABAgQIECBAIAcBAVYOiIogQIAAAQIE\nCBAgQIAAAQIECBAoTkCAVZytkgkQIECAAAECBAgQIECAAAECBHIQEGDlgKgIAgQIECBAgAAB\nAgQIECBAgACB4gQEWMXZKpkAAQIECBAgQIAAAQIECBAgQCAHAQFWDoiKIECAAAECBAgQIECA\nAAECBAgQKE5AgFWcrZIJECBAgAABAgQIECBAgAABAgRyEBBg5YCoCAIECBAgQIAAAQIECBAg\nQIAAgeIEBFjF2SqZAAECBAgQIECAAAECBAgQIEAgBwEBVg6IiiBAgAABAgQIECBAgAABAgQI\nEChOQIBVnK2SCRAgQIAAAQIECBAgQIAAAQIEchAQYOWAqAgCBAgQIECAAAECBAgQIECAAIHi\nBARYxdkqmQABAgQIECBAgAABAgQIECBAIAcBAVYOiIogQIAAAQIECBAgQIAAAQIECBAoTkCA\nVZytkgkQIECAAAECBAgQIECAAAECBHIQ6JhDGaUpol27dqlbt26lqa+KEiBAgACBZhNwH262\nHtUeAgQIEChCwP2yCFVlll2gUgFWdNbChQvL3me51r9DrqUpjAABAgQILFvAfXjZPo4SIECA\nAIEQcL9s/HvQvr3JY40i1XxXqQBr0aJFae7cudXs6aW0uvtS9ttNgAABAgSKEHAfLkJVmQQI\nECDQbALul4092rVr18Yd3lVSQIxZyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAA\nAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIE\nCBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAg\nQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAA\nAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIE\nCFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRS\nQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBV\nyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7X\naAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIE\nCBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAg\nQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAA\nAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIE\nCBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAg\nQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBA\neQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQE\nWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXp\nKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUl\nQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAA\nAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIE\nCBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAg\nQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAA\nAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIE\nCFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRS\nQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBV\nyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7X\naAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIE\nCBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAg\nQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAA\nAQIECBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIE\nCBAgQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAg\nQIBAeQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBA\neQQEWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQE\nWOXpKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXp\nKzUlQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUl\nQIAAAQIECBAgQIAAAQIECFRSQIBVyW7XaAIECBAgQIAAAQIECBAgQIBAeQQEWOXpKzUlQIAA\nAQIECBAgQIAAAQIECFRSoOOq0OrJkyenv/71r6lnz55pwIABqVu3bsus1qxZs9Kjjz6a4uf2\n22+fNtpoo2We7yABAgQIECBAgAABAgQIECBAgEB5BVb6CKwbb7wxDRkyJD333HPp9ttvT8cc\nc0x6++23lyr6yiuvpP333z+NHDkyPfvss+mII45I48aNW+r5DhAgQIAAAQIECBAgQIAAAQIE\nCJRbYKWOwIqRVyNGjEiXXnpp2mqrrdL8+fPT0UcfnW677bbsZ2u0v/zlL9N+++2XTjzxxNSu\nXbt0/fXXp4svvjj9/ve/z963do19BAgQIECAAAECBAgQIECAAAEC5RVYqSOwHn/88bT++utn\n4VUQduzYMe21117p/vvvb1V02rRp6fnnn89GYEV4FdugQYPSlClTshFcrV5kJwECBAgQIECA\nAAECBAgQIECAQKkFVuoIrKlTp6YNNtigATACrbfeeistXLgwtW/fmK+9/vrr2blxTm1bZ511\nUufOndObb76ZNt9889ru9N5776VHHnmk5X28iM+qv7bhoDcECBAgQIBA4QKrrbZa4Z/hAwgQ\nIECAQNkF3C8be7A2gKVxr3dVE1ipAVYEUj169Ggw7969exZezZw5M6299toNxyLw6tKlS/an\n/kBcs/i6WTNmzEjf//7360/Lph0ee+yxDfuq/mZ21QG0nwABAgRWqMDi9/YV+uE+jAABAgQI\nlETA/bKxo+bOndu4w7tKCqzUAKtTp07Zulf18rEOVmxrrLFG/e7sdWvnx4EFCxYscX6EWqef\nfnpDGTFC65133mnYV/k3l19deQIABNoqsPrqq6f471E8CXXRokVtvdz5BCotUNb78AtfHlDp\nftN4Am0ViNES8fv4Bx98kObNm9fWy51PoPICZb1fFtVxRmAVJVuucldqgNWrV6/06quvNojF\nv6iRNsdIq8W3OD/Cqkhf6wOuuGa99dZrOD2ODx06tGFfnDdnzpyGfd4QIECgrQIRXsWf+G9R\nTHe2ESBAgAABAo0CsRRIBFjx5bTfvxttvCNAoO0CXbt2bftFrmg6gcZFplZw8/r3758mTpzY\nMAprwoQJS6yLVatW3759s4Xe45zaFou6x/9AWtuqJuInAQIECBAgQIAAAQIECBAgQKC5BFZq\ngLXHHntkmjfffHMWQr388stp9OjRaciQIS3KY8aMSffee2/2fs0110wDBw5MI0aMSLNnz07v\nvvtuGj58ePbkwt69e7dc4wUBAgQIECBAgAABAgQIECBAgEDzCKzUACumCQ4bNiyNGjUqC6FO\nPvnkdMABB6QBA/63zsQDDzyQ7rzzzhbxo48+Onvq4Ne+9rU0ePDgbETW4ou1t5zsBQECBAgQ\nIECAAAECBAgQIECAQOkF2n24APEqsQLxG2+8kWIUVcyXX54t1rPq0KFDastcWGtgLY+scwgQ\n+CiBtdZaK8VC7vHfLWtgfZSW4wQIECBQRYH4nb5Pnz7ZAu7xdHAbAQIEPolA/H9/jx49PkkR\nrm0CgZW6iHu9X9zg2rL5y9sWLecSIECAAAECBAgQIECAAAECBMorsHzDncrbPjUnQIAAAQIE\nCBAgQIAAAQIECBAouYAAq+QdqPoECBAgQIAAAQIECBAgQIAAgWYXEGA1ew9rHwECBAgQIECA\nAAECBAgQIECg5AICrJJ3oOoTIECAAAECBAgQIECAAAECBJpdQIDV7D2sfQQIECBAgAABAgQI\nECBAgACBkgsIsEregapPgAABAgQIECBAgAABAgQIEGh2AQFWs/ew9hEgQIAAAQIECBAgQIAA\nAQIESi4gwCp5B6o+AQIECBAgQIAAAQIECBAgQKDZBQRYzd7D2keAAAECBAgQIECAAAECBAgQ\nKLmAAKvkHaj6BAgQIECAAAECBAgQIECAAIFmFxBgNXsPax8BAgQIECBAgAABAgQIECBAoOQC\nAqySd6DqEyBAgAABAgQIECBAgAABAgSaXUCA1ew9rH0ECBAgQIAAAQIECBAgQIAAgZILCLBK\n3oGqT4AAAQIECBAgQIAAAQIECBBodgEBVrP3sPYRIECAAAECBAgQIECAAAECBEouIMAqeQeq\nPgECBAgQIECAAAECBAgQIECg2QUEWM3ew9pHgAABAgQIECBAgAABAgQIECi5gACr5B2o+gQI\nECBAgAABAgQIECBAgACBZhcQYDV7D2sfAQIECBAgQIAAAQIECBAgQKDkAgKskneg6hMgQIAA\nAQIECBAgQIAAAQIEml1AgNXsPax9BAgQIECAAAECBAgQIECAAIGSC7Rb9OFW8jaoPgECBFao\nwFlnnZXGjh2bRo4cmXr27LlCP9uHESBAgACBMghMnz49feMb30g777xzOvvss8tQZXUkQIAA\ngVVcwAisVbyDVI8AgVVPYNq0aem1115L8+fPX/Uqp0YECBAgQGAVEIh7ZNwr455pI0CAAAEC\neQgIsPJQVAYBAgQIECBAgAABAgQIECBAgEBhAgKswmgVTIAAAQIECBAgQIAAAQIECBAgkIdA\nxzwKUQYBAgSqJLDlllumBQsWpC5dulSp2dpKgAABAgSWWyDukbvttluKe6aNAAECBAjkIWAR\n9zwUlUGAAAECBAgQIECAAAECBAgQIFCYgCmEhdEqmAABAgQIECBAgAABAgQIECBAIA8BAVYe\nisogQIAAAQIECBAgQIAAAQIECBAoTECAVRitggkQKJPASy+9lG699dZcqzx9+vT029/+Ns2d\nOzfXchVGgAABAgSaWeCJJ55I99xzTzM3UdsIECBA4GMICLA+BppLCBBoPoEXX3wx3XLLLbk2\nLAKsESNGpHnz5uVarsIIECBAgEAzC/zjH/8QYDVzB2sbAQIEPqaAAOtjwrmMAAECBAgQIECA\nAAECBAgQIEBgxQh0XDEf41MIECBQDoEnn3wyjRo1Ki1atCh7/PdXvvKVloq///776Y477kgT\nJ05Mc+bMSRtttFE65JBD0qc+9ansnA8++CDdfffd6e9//3vq1atXGjBgQMu1XhAgQIAAgbIK\nPP744+nhhx9OM2fOTHvuuWeaMWNG6t27d9ppp52yJj3zzDPprrvuStOmTUv9+vXL7o19+vRp\naW6MSI5p+jFdv2fPnmngwIFp++23bzk+ZcqU9Mc//jHFaOitttoqLViwoOWYFwQIECBAoCZg\nBFZNwk8CBCovMGvWrHTWWWeljTfeOK211lpp2LBhaeTIkS0up556anrwwQfT1ltvnXbYYYcU\na3SceOKJaeHChdk5F110Ubr++uvTlltumSLMOuecc1qu9YIAAQIECJRR4G9/+1s688wzs1Ap\n7m9XXHFF+vWvf519mRPtefTRR9Nxxx2XfbGzyy67pAizDj/88BShVGxxbz3iiCPSuHHjssAr\n7plnnHFG9mVRHH/nnXfSSSedlN1T44ufMWPGNNx74xwbAQIECBAIASOw/D0gQIDAfwXiG98f\n/ehHWTgVu7p06ZKtYfX1r389zZ49O6299topQqz4djm2GIF12mmnZd9Ex7fL8e3xDTfckPr3\n758dj59XXnll9to/CBAgQIBAGQUuueSSNGjQoHTKKadk1Y8vcA477LCWpsTxGJX105/+NNs3\nePDgdNBBB6Xrrrsu+1LoxhtvzB5mEiOYO3XqlA488MBs9FaEYPvss0+67bbb0uqrr56FYu3a\ntUtxzz3qqKNayveCAAECBAjUBIzAqkn4SYBA5QUisPrCF77Q4rDttttm3wy/8cYbac0118xG\nVMXIqtGjR2e/aMdoq9jee++9lmkRtfAq9tdPj4j3NgIECBAgUCaBGD0VI6kitKptcZ+rTZ2P\n46+//nrD8TgvRlLFdPvYXnjhhbTNNttk4VW248N/7LjjjlmoNXny5Oz+GffeCK9qm/tnTcJP\nAgQIEKgXEGDVa3hNgEClBSKkihCrtsWIq9hi7asIqWL0VUyTiGmEq622WvaNc+3c+CU+pkXE\n2lm1rUOHDrWXfhIgQIAAgdIJxPS+2NZdd92Gunfv3j17H/e+2GI9rPot1rmqTa+PEcyLH6/d\nX+Oc2v2z/nr3z3oNrwkQIECgJiDAqkn4SYBA5QXefPPN7BfpGkQsxt6+ffu03nrrpbFjx2br\nc8RUiAsvvDB997vfzRZqj3MjtNp0002zqYSxAG1tizWybAQIECBAoKwCsRB7fGETo6hqW0yZ\nr93r4njHjh3TY489Vjuc/Yz3m2yySfa6b9++rR6PkCpGc8X9MxaJr9/cP+s1vCZAgACBmoAA\nqybhJwECBD4U+N3vfpfmz5+fnn322XTPPfdk637EqKx11lknW8D27bffzpxiykSs7xFbjM6K\nX8Bjbay4PoKweNJSPJHQRoAAAQIEyioQ4VSsZ3Xttddm97QJEyak8847r6U5EULtt99+6b77\n7kux2HvcD+Pe99xzz6XaU3z333//9Nprr6Vbbrklmzb41FNPZefENMLOnTunPfbYI8VU/Vgj\nK65/6KGHsoXgWz7ECwIECBAg8F8Bi7j7q0CAAIH/Cmy44YYpvlnea6+9sl+i45fvmDIYW6zP\nse+++2Z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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=10, repr.plot.height=6)\n", "Class.prop %>%\n", " ggplot(aes(x=credit_risk,y= perc,fill=credit_risk))+\n", " geom_bar(stat=\"identity\") +\n", " labs(title=\"Solvabilite des clients\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Les variables numériques" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Pour recueillir l'information d'un ensemble de réponses, il faut utiliser le bon mécanisme d'agrégation. Pour estimer des quantités numériques, des techniques standard telles que le tracé de la distribution de fréquence et le calcul de statistiques sommaires sont appropriées. La moyenne et la médiane supposent implicitement que les erreurs sont distribuées de manière symétrique. Un rapide coup d'œil à la forme de la distribution permet généralement de confirmer ou de rejeter cette hypothèse." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "La médiane est, en général, un choix plus approprié que la moyenne dans de tels problèmes d'agrégation. Elle réduit l'influence des valeurs aberrantes, ce qui est un problème particulier dans le cas d'expériences de masse où une certaine fraction de vos participants sont susceptibles d'être des abrutis." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Pour cela, nous allons analyser ce variables numérique en traçant, boxplot ou la densité pourchacune de ces varaibles numériques afin mieux comprendre certaines relations." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Âge" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ " Min. 1st Qu. Median Mean 3rd Qu. Max. \n", " 19.00 27.00 33.00 35.54 42.00 75.00 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "summary(german$age)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Traçons un graphique qui nous permet de comparer la médiane de l'âge sur les montants d'emprunt séparé les mauvais crédits vs de bons crédits;" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Pour ce faire, nous devons nous baser sur un data frame en utilisant la fonction `reshape2::melt()`. Cette fonction prend une colonne de notre dataframe (dans ce cas `credit_risk`) et transforme cette cette colonne DEUX colonnes : Une colonne nommée variable et une colonne nommée valeur." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
credit_riskage
good21
good36
good23
good39
good38
good48
\n" ], "text/latex": [ "\\begin{tabular}{r|ll}\n", " credit\\_risk & age\\\\\n", "\\hline\n", "\t good & 21 \\\\\n", "\t good & 36 \\\\\n", "\t good & 23 \\\\\n", "\t good & 39 \\\\\n", "\t good & 38 \\\\\n", "\t good & 48 \\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "| credit_risk | age |\n", "|---|---|\n", "| good | 21 |\n", "| good | 36 |\n", "| good | 23 |\n", "| good | 39 |\n", "| good | 38 |\n", "| good | 48 |\n", "\n" ], "text/plain": [ " credit_risk age\n", "1 good 21 \n", "2 good 36 \n", "3 good 23 \n", "4 good 39 \n", "5 good 38 \n", "6 good 48 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "german %>%\n", " select(credit_risk, age) %>%\n", " head()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using credit_risk as id variables\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
credit_riskvariablevalue
goodage 21
goodage 36
goodage 23
goodage 39
goodage 38
goodage 48
\n" ], "text/latex": [ "\\begin{tabular}{r|lll}\n", " credit\\_risk & variable & value\\\\\n", "\\hline\n", "\t good & age & 21 \\\\\n", "\t good & age & 36 \\\\\n", "\t good & age & 23 \\\\\n", "\t good & age & 39 \\\\\n", "\t good & age & 38 \\\\\n", "\t good & age & 48 \\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "| credit_risk | variable | value |\n", "|---|---|---|\n", "| good | age | 21 |\n", "| good | age | 36 |\n", "| good | age | 23 |\n", "| good | age | 39 |\n", "| good | age | 38 |\n", "| good | age | 48 |\n", "\n" ], "text/plain": [ " credit_risk variable value\n", "1 good age 21 \n", "2 good age 36 \n", "3 good age 23 \n", "4 good age 39 \n", "5 good age 38 \n", "6 good age 48 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "german %>%\n", " select(credit_risk, age) %>%\n", " reshape2::melt()%>%\n", " head()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using credit_risk as id variables\n", "\n" ] }, { "data": { "image/png": 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FBeAQFWeX2VToAAAQIECBAgQIAAAQIE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\nIECAAAECBAgQIECAAAEC1QsIsKo3VAMBAgQIECB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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "german %>%\n", " select(credit_risk, age) %>%\n", " reshape2::melt()%>%\n", " ggplot(aes(x = variable, y = value, fill = credit_risk)) + \n", " geom_boxplot() +\n", " xlab(\"credit risk\") +\n", " ylab(\"Age\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Durée et montant de crédit" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Regardons maintenant la durée des emprunts et le montant de crédit pour chcune des catégorie d'emprunt. Et comparons la densité de chacune de ces deux catégorie pour les deux variables. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "À cette densité, nous y ajoutons la moyenne qui nous permet de comparer le mauvais risque par rapport au bon risque." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Pour ce faire, créons un data frame qui somarise la moyenne de ces deux mesures pour chacune des variable;" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] } ], "source": [ "avg.duration <- german %>%\n", " select(duration, credit_risk) %>%\n", " group_by(credit_risk) %>%\n", " summarise(m=mean(duration))" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "
credit_riskm
bad 24.86000
good 19.20714
\n" ], "text/latex": [ "\\begin{tabular}{r|ll}\n", " credit\\_risk & m\\\\\n", "\\hline\n", "\t bad & 24.86000\\\\\n", "\t good & 19.20714\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "| credit_risk | m |\n", "|---|---|\n", "| bad | 24.86000 |\n", "| good | 19.20714 |\n", "\n" ], "text/plain": [ " credit_risk m \n", "1 bad 24.86000\n", "2 good 19.20714" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "avg.duration" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] } ], "source": [ "avg.amount <- german %>%\n", " select(amount, credit_risk) %>%\n", " group_by(credit_risk) %>%\n", " summarise(m=mean(amount))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "traçons maintenant les deux densité avec leurs moyennes respectives;" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "duration_p<-german%>% \n", " ggplot(aes(duration))+\n", " geom_density(aes(fill=credit_risk),alpha=0.7) + \n", " geom_vline(data=avg.duration,aes(xintercept= m , colour= credit_risk), lty = 4 ,size=2)+\n", " labs(title=\"Duree en mois groupes par solvabilite\", \n", " x=\"Duree\",\n", " fill=\"Solvabilite\")" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "amount_p<-german%>% \n", " ggplot(aes(amount))+\n", " geom_density(aes(fill=credit_risk),alpha=0.7) + \n", " geom_vline(data=avg.amount,aes(xintercept= m , colour= credit_risk), lty = 4 ,size=2)+\n", " labs(title=\"Montant de credit en $ groupes par solvabilite\", \n", " x=\"Montant\",\n", " fill=\"Solvabilite\")" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "library(gridExtra)" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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AJH6GDx4sU9DhvEeTCDoYpXJqRXBRtBPjF8PtSDKFbeCIdDyCFCFTEWEGKZGOZt\n37y9lglpM0KcwQo5wnCdPTVcW9wHEOrnmF/L0+M9LYccgrg+uMchGb2jBcO9yLE/XCYBEiAB\nEiABEiABEiABEvCMAAUszzixFAnEmwByoSEvEXISafihUz3IPVS9enWTw0w9VaI9rDsVTqIV\nVwEriU7r9WlcBSyvK+ABJEACJEACJEACJEACJEACJEACyYZAeLJpKRtKAsmUgOapEohCEyZM\nMInVNR+YSXyt4Z+CRPyav0s0L1dAiFfJFDGbTQIkQAIkQAIkQAIkQAIkQAIkEOQEKGAF+QVm\n9/xPAGFamMmwV69eZtZB1xaNHTtWNDm+62aukwAJkAAJkAAJkAAJkAAJkAAJkAAJ/EuAIYQc\nCiSQRAQ04bvobGomDxfyZ+lshIL8VzrjWhK1wLPTwCNME6mbPGFt27b17CA/lNKk96Kz1Mld\nd90lmnzcDy3gKUmABEiABEiABEiABEiABEiABJKKAAWspCLN85AACZAACZAACZAACZAACZAA\nCZAACZAACcSLQMxTo8WrOh5EAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAr4lQAHLtzxZGwmQ\nAAmQAAmQAAmQAAmQAAmQAAmQAAmQgI8JUMDyMVBWRwIkQAIkQAIkQAIkQAIkQAIkQAIkQAIk\n4FsCFLB8y5O1kQAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJ+JgABSwfA2V1JEACJEACJEACJEAC\nJEACJEACJEACJEACviVAAcu3PFkbCZAACZAACZAACZAACZAACZAACZAACZCAjwlQwPIxUFZH\nAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiTgWwLhvq2OtZEACZBAYBG4cfu2XNeXOwtPkVJShVHH\nd2Rju3FD5NYtx03/LYeHSwp90UiABEiABEiABEiABEiABEggqQnwScSF+NGjR122cDXYCWTN\nmlXOnj0rt2MQOYK9/8Hevw+On5CJh9x/rutnzijjixSKhiAsLExy5Mghly9flvPnz0fbH8wb\nUs+bIxHbt7nt4tUmzeTG3XXd7guVjRkzZpQrV67I9evXQ6XL7KcHBHLlyiU3VPw9ffq0B6VZ\nJFQIpEuXTmw2m/lbEip9Zj/jJpAtWzbB94zjx4/HXZglQoZAqlSpBK8LFy6ETJ+97SjuqRky\nZPD2MJYPMgJ0PQiyC8rukAAJkAAJkAAJkAAJkAAJkAAJkAAJkECwEaCAFWxXlP0hARIgARIg\nARIgARIgARIgARIgARIggSAjQAEryC4ou0MCJEACJEACJEACJEACJEACJEACJEACwUaAObCC\n7YqyPyRAAk4EIjVRe1QMidrTpKSG7wQLKxGRYkudOtpmsyGMfzLcg+FWEiABEiABEiABEiAB\nEiCBxCbAp5HEJsz6SYAE/EqgY45sghfNMwJX23UQwYtGAiRAAiRAAiRAAiRAAiRAAgFEgO4H\nAXQx2BQSIAESIAESIAESIAESIAESIAESIAESIIHoBChgRWfCLSRAAiRAAiRAAiRAAiRAAiRA\nAiRAAiRAAgFEgAJWAF0MNoUESIAESIAESIAESIAESIAESIAESIAESCA6AQpY0ZlwCwmQAAmQ\nAAmQAAmQAAmQAAmQAAmQAAmQQAARoIAVQBeDTSEBEiABEiABEiABEiABEiABEiABEiABEohO\ngLMQRmfCLSSQIAK3b9+WVatWyddffy1btmyRc+fOic1mk3Llyknt2rWlffv2kiFDhgSdgweT\nAAmQAAmQAAmQAAmQAAmQAAmQQCgRoIAVSlebfU10AosWLZKJEyfKgQMHzLlShodLZMaMYrt1\nS7788kvzeuWVV6RHjx7y1FNPSZo0aRK9TTwBCZAACZAACZAACZAACZAACZAACSR3AhSwkvsV\nZPsDgsCRI0dk4MCBsnbtWkkZFiYFGjaSwk2bSZYyZSUsMtK08dKRw3JQRaw/liyWyZMny7Jl\ny2TSpElSuXLlgOgDG0ECJEACJEACJEACJEACJEACJEACgUqAObAC9cqwXcmGwPbt26VxkyZG\nvMpeqZI0mDtfqg0bIdkrVLSLV+hMVJ68Uqb7w9J4wUdStFVr2b9/v7Ru00aWLl2abPrKhpIA\nCZAACZAACZAACZAACZAACZCAPwhQwPIHdZ4zaAhs3LhRWrVqJSdPnJByj/SWe96YbISq2DoY\nnjatVBwwUO56+VWxqbdW3759Zfr06bEdwn0kQAIkQAIkQAIkQAIkQAIkQAIkENIEKGCF9OVn\n5xNCYOfOndK1Wze5ev26VH9hlJTq0tWr6nLXqiV135oqqTNnlpEjR8qHH37o1fEsTAIkQAIk\nQAIkQAIkQAIkQAIkQAKhQiAgcmAdPHhQvv/+e8mSJYvU0of6qKioWPlfvHhRvvvuO8F79erV\npUCBAvby2LZhwwb7urVw7733SkREhLXKdxJIEIGjR49Kp06d5JKOtypDhkn+++vFq75MxYpL\nnYmTZG3/vjJo0CDJnj27NGzYMF518SASIAESIAESIAESIAESIAESIAESCFYCfhew5syZIzNn\nzpR77rlHkAgb60hsnVm9UtwZ8gb17NlTihQpInnz5pV33nlHxowZIzVq1DDFt23bJi+99JJk\ny5bN6fCaNWtSwHIiwpX4EriuHle9evWSkydPSrlH+0ihxk3iW5U5LqOO5dqvvi5rn+gr/Z94\nQlauWCGFCxdOUJ08mARIgARIgARIgARIgARIgARIgASCiYBfBSx4Xs2aNUvefPNNqVChgty8\neVP69OkjCxcuNO/uQI8bN05atGghTz75pKRIkUJmz54tEydOlAULFpj1vXv3StmyZeWtt95y\ndzi3kUCCCQwfPlx++uknyXfvfVKqc5cE14cKspQpIxWeelp+HP+yEcc+//xzSZ06tU/qZiUk\nQAIkQAIkQAIkQAIkQAIkQAIkkNwJ+FXA2rRpk+TJk8eIVwAZHh4ujRo1kvnz57sVsE6fPi27\nd++WIUOGGLEKxzRr1sx4cO3atcsIVxCwSpYsiV1x2uXLl8Vms9nLIcQQohgt9Ajgunty7Zcv\nX25yVWUoVEiqDB7qU1CFmzWXU79sl93Lv5CXX35ZRo0a5dP6WZnnBBzHguOy5zWwZLAT4LgI\n9iscv/5xXMSPW7AfxXER7FfYu/5Z48F69+5olg52AhwXwX6F2b+EEvCrgIU8QggDdDQIWqdO\nnZLbt29LypTOOeaPHTtmiqKMZVmzZpXIyEg5obPAwfMKAlaqVKlk8ODB8uuvv0rp0qWlX79+\n0c6D42vXri1///23VZW0bt1a4OFFCz0COXLkiLPTGH/PPvushKnQWWfsyxIVQ5hrnBXFUqDG\noCFyevs2Mythx44dBbnbaP4jkFZnjMSLRgKOBDgmHGlw2SKA7yK5cuWyVvlOAnYCGTNmtC9z\ngQQsArxfWCT47kggXbp0jqtcdiAA5xMaCfhVwIIgkCFDBqerkD59eiNenT9/PloeLAheEKfw\ncjQcc/bsWZPUHXXiD8KDDz5oBKqPP/5Y+vbta7xmXJPDI2/WlStX7FUVL15crl27Zl/nQmgQ\ngOfdjRs34uxsjx49BF6AFfo/IRk0b9WtW7fiPMbbAil1bNcYMVJWPfaodOveXX7WUEX+IfOW\nYsLL49cvPIziGiO0mUYCFgF4CmNcOHrvWvv4HroEcL/AmPDkb0noUgq9noeFhZlxgR9laSRg\nEbAiPpBTlUYCFgE4buDF750WkejvvJdGZxKKW/wqYOEG7vohtdbd/cLtrjwuGh4mUB4C1aJF\ni8xshvgyCSujuYW6desmq1evlgceeMBss/57++23rUX7O0QyWmgRgBffuXPnjHAaU88/++wz\nQfhg1jvulKJt2yfqQ0omHbPF23WQvR8tkGHDhsnzzz8fU7O4PZEI4KEDXnkQtCGm00jAIgBP\nCvzwwQcPiwjfQQA/nOH7y5kzZwiEBOwE8AMUhE16DdiRcEEJYKIpfM/g/YLDwZGA5aRx4cIF\nx81cdiDAH/UdYITwonOMXhKDwA384sWLTmfFhxYzELp6WaEQykOscv0igGNy585tchjhS6Ql\nXuEYzFaYPXt2oTAFGrT4EIC4hcTtKdXzovJzgz3KlRWf8zgeU7ZnL0mbI6fMmDFDduzY4biL\nyyRAAiRAAiRAAiRAAiRAAiRAAiQQcgT8KmAVLlzY5KmyvK5Af+fOnW7zVWFfvnz5TKJ3lLEM\nSd3hToi8WAcOHDDeVn/99Ze12whXJ0+ejLFOe0EukEAMBJBQHXnZSnXpKhkKFoyhlG83h6dJ\nIxWeHmgEW0xaQCMBEiABEiABEiABEiABEiABEiCBUCbg1xDCevXqydSpU2Xu3LnSpUsXI0B9\n8cUXMnTof7O7rVu3ziRab9y4sSB0o0GDBjJr1iyTnB25SGbOnGlmLoSXFV6pU6eWadOmyTPP\nPCNXr14VhAnCo+v+++8P5evMvseTAGa3/PDDDyVdnrxS8qEu8awlfoflqXWX5NbXj99/J0uW\nLDGTDMSvptA+atXZc7LklPuwnkpR6aRX7pyhDcil95Ffr5awfX+4bP1n9Ua1GnJTw2hpJEAC\nJEACJEACJEACJEACJJDUBPwqYCFM8MUXX5RRo0YZESuNep1gJsBatWrZOaxatUqOHDkiELBg\nffr0MeWbN29uwgzLly8v/fv3t5cfMGCAjB49Wlq1amW2IYRwypQpnEnMTogL3hAYMWKE8fAr\n36+/hP2bV82b4xNa9s6+/eX4ph9kzNixRqh1lxsuoecI9uOPaJLUDRecQ5WtPkeF+dUJ1WpG\nQL2nPHpEwvfucdumm8VLuN3OjSRAAiRAAiRAAiRAAiRAAiSQ2AT8KmChcxUrVpRPPvlEjh8/\nbjyoMPuCo0GMcjR4U73xxhuCvFdIgOiazK1UqVIyb948E/KFpO+cutiRHpe9IQBvwA0bNkjO\nqtUkT+063hzqs7Lp8+eXYm3byZ4F84234sCBA31WNysiARIgARIgARIgARIgARIgARIggeRC\nwFkt8mOrc+bMaaYO9bQJGTJkiCZeOR6LhO8UrxyJcNkbApgsYNy4caIZ2wVeUP600l27S6SO\nd4TbIhcXjQRIgARIgARIgARIgARIgARIgARCjUDACFihBp79DWwC8+fPlz/++EMKNtLcaxqG\n6k+LiIqSUl27mdk3J06c6M+m8NwkQAIkQAIkQAIkQAIkQAIkQAIk4BcCFLD8gp0nDWQCV65c\nkddef11Saghq2R69AqKpRVu2lrQ5c8mcOXPk4MGDAdEmNoIESIAESIAESIAESIAESIAESIAE\nkooABaykIs3zJBsCH3zwgZzQnGxFW7VR0SgwZqhDAvkyD/eQmzdvCr2wks1QYkNJgARIgARI\ngARIgARIgARIgAR8RMDvSdx91A9WQwI+IXD58mWZPHmyhKdOLaU6d/ZJnb6qpGDDRvLrnNny\n8ccfy5NPPimFChXyVdVBXU/NDOklqmCY2z7m88PMkm4bEkAbb1SrIbeKuZ9t8FaBAgHUUjaF\nBEiABEiABEiABEiABBKfAJwIfvvtN9m/f78UL17cvFwnn/OmFUeOHDH5v3PlyuXNYR6VRTTR\niRMnJEeOHJImTZoYj7l69ap9Ij1rpnvXdh07dkxu374tefLkibGepN5BD6ykJs7zBTSBmTNn\nypkzZ6SozvyXKlPmgGprCp11s3S3hwUJ5jETJ80zAsX1xt06W1a3r2oqbtGcCdwqVlxuVKvu\n9nU7V27nwlwjARIgARIgARIgARIggSAmgIm90qdPL+XKlZPmzZtLqVKlzPqYMWPEZrPFq+cN\nGzaUli1bxuvYuA5avXq1cXT48ssvYy36zTffmHJffPGFvZxru9DGBg0a2PffuHFDxo8fLydP\nnrRvS+oFClhJTZznC1gCf//9t0ydNk0i0qaVkh07BWQ7C9RvIFH588vixYvlzz//DMg2slEk\nQAIkQAIkQAIkQAIkQAIkkNwJPP300zJ06FB54IEHZNmyZfLdd98ZAadKlSoyYsQIeeSRR5Jt\nF7Nlyyb169eXnLGkzKlWrZrUqlXL3sdXX31VBg0aJNevX7dvS+oFClhJTZznC1gC7733npw/\nd854X0VmyBCQ7YQXVqnOXY0X1pQpUwKyjWwUCZAACZAACZAACZAACZAACSRnAoh6mT17tvG8\nmjdvnjRt2tSIOc8++6ysWbNGihUrJsidfE6fH5OjQYSDl1adOnVibP6kSZNk+vTp9v0IpfS3\nMQeWv68Azx8QBOB9NU29r8LV+6pE+44B0aaYGgEvrF2z3pWFH30kAwYMCKiY5JjazO0kQAIk\nQAIkQAIkQAIkQAIkkFwInDp1yqSWqVevnslX5djuMHUqQCjdkiVL5PDhw5IpUyb7buSgQlqa\nLVu2GKeD8uXLG08txzL2wrqwcOFC2b17twwfPlzCw53lmXfeeUeuXbsmTzzxhP0QhPytX79e\n9u7da85btmxZU39UVJS9jLWAupcvXy6pNb/z/fffL+3atbN2ye+//25muO/QoYOUKVPGvt1x\nYcaMGcbbqm/fvqadEO5gr732mlSsWFG6du1q1iFszZo1SzZt2iTIKY198E7LmDGj2e/L/+iB\n5UuarCvZEoC6fvbsWSnauo0EqveVBTel3thKPdRFbmoM8tSpU63NfCcBEiABEiABEiABEiAB\nEiABEvABAYTW3XHHHUakgicS8iQ7WqtWrYwABAHJMiRBhxj0zDPPyNGjR+X8+fMyatQo48X1\n448/WsWc3uFIgTIrV6502o5E7P369TNCk7XjoYceMp5gEM6Qf+vzzz8XhDlWqlQpWljfyJEj\n5dFHH5WLFy/KTz/9JO3bt5fODpOUQcAaPXq07Nq1y6o+2vu7775rf95EOSuFDYSqHTt2mPLI\nh1WzZk1zrnXr1hkBa+zYsQLhLra6o53Mww0UsDwExWLBSwAzMEAIwsyDge59ZV2Fgo2bSJqs\n2eTDuXPl9OnT1ma+kwAJkAAJkAAJkAAJkAAJkAAJ+IDARxrxki9fPjMDfPbs2aVGjRoyZMgQ\nE0KIEENX69mzp5nZDx5SCM/73//+J1u3bhV4KHXv3t28ux4DYSldunTy4YcfOu2aP3++Kf/w\nww+b7V9//bUglPG5554zMyIiJzIEs8cee8x4Y7kKYNiHc6PcDz/8YNo9V58dP/nkE6fzeLoC\nkc1qC7jAAw02ePBg420GUQ0zNS5dulS2bdtmBLU+ffp4Wr3H5ShgeYyKBYOVwPvvv29mUijc\n/AGdefA/989A7m9YZKQU79BRrqn4BhdVGgmQAAmQAAmQAAmQAAmQAAmQgO8IYMZBiEATJkyQ\nu+++23gyvfzyyyYcr2TJkkaosc526NAhWbFihQmdQ/Jzy0qUKGESn8Njae3atdZm+ztC/xDa\n99lnnxlvKWvHnDlzjBcTwvFghQsXNgLWsGHDrCKSIkUKad26tVl3nRkQnllFixa1l0XSeYQx\nwqvKV4b8XwgdhAcWPNIsK1CggHTq1MmEOm7fvt3a7JN3Clg+wchKkisBqOGvvf66pIyIkBIP\nPpisulGkxQMSqVO6zlIB7tKlS8mq7WwsCZAACZAACZAACZAACZAACQQ6gcyZM5u8w/CAQsoZ\neFYhNO/AgQMmqTsELhjyWMEcxSuzQf+rXr26Wfz111+tTU7v8GxC7ih4L8EQeoeQQ8vjCdsK\nFSokD+rzKryckLv5ySeflAYNGtgFLNeZAatWrYrD7JYmTRqBmIbjfWXIw4VQxgsXLpgQRXiT\nWa/vv//enGbPnj2+Op2phwKWT3GysuRGAK6Ofx08KIUQkpcte7JqPhLOI2fXBY2thkJPIwES\nIAESIAESIAESIAESIAESSDgBiE0QlG7fvm2vLK0+f9WvX1+QXB0eUxCdkCgdZqV1yeBmNnsr\nwfoNzWHszuDdhVkNrTBCPNtFqIMFcl5ZBpEI5SCQwbtq8+bN5hjk23JnMbUDSeZ9ZUh0D4M4\nljJlSqcXvLCQID69Olz40pzT3PuyZtZFAgFOAGrxW2+9JSn0w1ay0383hwBvtlPzirVpJ3s0\nPnq6zhDRq1cvc6NzKsAVEiABEiABEiABEiABEiABEiABrwggfxXyTX3zzTdyzz33RDsW3k+p\nUqUy+aew0wrXg2eWq1nbKlSo4LrLvo4cWS+88IIgeTtyXTVv3lyyZctm34/QQeTWwsyA3bp1\nsz/3ffzxx6YMnm0d7dixY46rZhlJ2CGU+cqKFCliqoJnF/JrORpyhGG2Rl8bBSwXoq5TV7rs\n5moQEUCMMtweC9SrL+nz5Tfuj8mte6nVpbVQ06byx9IlJiEf3EppCSdg3WzxSwLvCQnnGUw1\nYExgfHBcBNNV9U1fkIeC48I3LIOlFtwv8EDBcREsV9Q3/cC9AsZx4RuewVILvlvwe2dgXc0W\nLVoYAQvCETyxkMTd0eB5de3aNWnYsKHZXLp0aUG4IfIrY/ZA67OOne+9954pE5uABVHq+eef\nF5zvoEYIwdHC0eBxBQ8wR/EK+zETIQypcRxt0aJF0qxZM/umb7/9Vv744w/p0qWLfZu3C9Yz\nkhWuCAErV65chg88xBy9vuA9hudtJHQvWLCgt6eKsTwFLBc0vnZxc6meqwFE4O233zatKdu1\nW6Kow0nV1TIPdZF9n35iYqEfeeQRp5tlUrUh2M5j/cHBl0veE4Lt6iasP3DnxhdMR3fyhNXI\no4OFAL7U8X4RLFfTN/2wvujjvkEjAYsA/obgewbvFxYRvoMAxgVeHBcxjwdXgSbmkr7ZgyTt\nEJPGjh0rEJ4gaOEdYYOY1Q8z8SHPFHI+wRAmOGbMGOnbt6/JSwXvrUideGv69Ony6aefyksv\nvWSSqMfUOsx2iPBETNAFUahRo0ZORXFuazbB3r17m5BFhBpitkLYeU0r42jYnjNnThOG+Pvv\nv0v//v0lT548MnDgQMdiXi1DoIONGzdOmjRpIi1btpRXX33ViGJYhgcZRLYFCxaY0Eokjvel\neIVzU8ACBQdDYjZa8BPYuHGj4JWzajXJXKKkIB7Z1e0yuVBIlSOH5L2nruz+eo3AhbRevXrJ\npekB2048dORQrvh1wfWPQcA2mg1LEgIZM2YU5A6wfnlKkpPyJAFPAF808cWa3yEC/lIlaQMx\nLTq+W+Bhh0YCFgGEBOF7Bu8XFhG+gwBC0fCCFwvNPQHcU5PaIEiVK1fOiDTwrLqqM8DDcufO\nbdK3vPnmmyb/k9Wuxx9/3KwPGjTIJHjHdoTXYRbDAQMGWMVifEfS9pUrV0rnzp2jeWlCAENY\nHkSr13USMtxHGjduLMjVVatWLUGS+eHDh9vrhtfXyJEjTdux8a677jI5tqx8XPaCXixgtkSE\nMOKFZPYQrdBWCHXoX926dU1tcALo0aOHU3u8OE2sRVPoH1bnYMlYiwf/zqNHjwZ/J9lD43r5\n1Vdfyd0TJ0k+nfYzOQtYuJxnft0tax7tZaYwXbx4Ma9wAglYAhYeOihgJRBmkB1OASvILqiP\nugMBC39HrASuPqqW1SRzAhSwkvkFTKTmWwLW8ePHE+kMrDY5EqCAFfdVwz3VMUQt7iN8WwLi\nEULwIADBkyku++uvv4zI5EnZuOpy3I8oAMzsB88mJE+Py/bv32+4Zc2aNa6iHu+HAJ86depo\n50feLXwXKqQzJiaW4EgPLI8vEwsGCwF84CFeZVLPqxyVKwdFt7KUKi3ZyleQDRs2yPbt2+XO\nO+8Min6xEyRAAiRAAiRAAiRAAiRAAiTgbwL4gRveVJ5a/vz5PS3qVTmEmpYqVcrjYwoXLuxx\nWU8LWqGEruXxgx5eiWkpE7Ny1k0CgUhg6tSpplnJdebBmJiWeLCT2WX1L6Zy3E4CJEACJEAC\nJEACJEACJEACJEACyY0ABazkdsXY3gQRgFvj4iVLJJ26febTvFHBZLlr1pL06kqKKV8PHToU\nTF1jX0iABEiABEiABEiABEiABEiABEKcAAWsEB8AodZ9JJy7qXlKSnR4UFKoG2gwGWa0KdG+\no5kdDf2kkQAJkAAJkAAJkAAJkAAJkAAJkECwEKCAFSxXkv2Ik8DFixfNrA2pdBaxQk2axlk+\nORYo0LCRpNbpTefNm8dZTJLjBWSbSYAESIAESIAESIAESIAESIAE3BKggOUWCzcGIwFMOXrp\n0iUp2rqNhOk0tcFoYTqFaZFWbeTvv/82Yl0w9pF9IgESIAESIAESIAESIAESIAESCD0CnIUw\n9K55SPb4+vXrMl3D6iBcFVWBJ5itaKvW8tuHc2Tmu+/Ko48+KhEREcHc3Tj7duTadTl47Zrb\nclkjwqW4B9PPuj04SDemPHZUUqi3oju7nS2b2DJncbeL20iABEiABEiABEiABEiABEggUQlQ\nwEpUvKw8UAgs0cTtJ44fV/GqtaTKlClQmpUo7UCIZMHGTWTfp0vl008/lbZt2ybKeZJLpavO\nnZOJh466bW79zBllfJFCbveF6sbINaskYvs2t92/2qSZ3Li7rtt93EgCJEACJEACJEACJEAC\nJEACiUmAIYSJSZd1BwQBm80mU6dOlRQpU5rk7QHRqERuRIkOHUU0qTv6TSMBEiABEiABEiAB\nEiABEiABEiCB5E6AAlZyv4Jsf5wEVq1aJXv37pW8de+VdHnyxFk+GApE5csneWrXkd27d8va\ntWuDoUvsAwmQAAmQAAmQAAmQAAmQAAmQQAgTYAhhCF/8UOn6W2+9Zbpa8sGHQqXLpp8lOnaS\nI+vXGS+se+65J6T6zs6SAAmQAAmQAAmQAAmQAAmQQHwJjBgxQvbt2xffw70+rk2bNtK6dWuv\njwu1AyhghdoVD7H+btmyRTZt2iQ5KleRzCVLhlTvs91xh2QtV07WrVsnO3bskHK6TCMBEiAB\nEiABEiABEiABEiABEoidwMqVK2Xz5s2xF/Lh3rJly/qwtuCtigJW8F5b9kwJ2L2vOoWW95V1\n8Uuo19mGYUNk2rRpMmXKFGsz30mABEiABEiABEiABEiABEiABOIgsPnpp5BaONHsy9/2yNBl\nXyRa/cFWMQWsYLui7I+dAPJeQTnPVLy45Kxazb49lBaQByt9/gJmNsLBgwdLPs2NRSMBEiAB\nEiABEiABEiABEiABEoibQIkc2VXASjwFa8fRY3E3giXsBJjE3Y6CC8FGwPI4Ktmpc7B1zeP+\n4GZbvGNHuXXrlkyfPt3j41iQBEiABEiABEiABEiABEiABEiABAKJQEAIWAcPHpQFCxbIl19+\nKZcuXYqTz8WLF2XFihWyaNEiwbEx2alTp+S9994zD+8xleH24CRw+PBhWbp0qUTlzSv5dPbB\nULaCDRtL6ixZZO7cuXL27NlQRsG+kwAJkAAJkAAJkAAJkAAJkAAJJFMCfhew5syZI126dJFd\nu3bJRx99JI899lisD9n79++XBx54QD7++GOTmLpHjx6ycePGaPhtNpuMGzdOZs2aRQErGp3g\n34CcTzdv3hTkgEoRFhb8HY6lh2GRkVKsXQe5cuWK+TzEUpS7SIAESIAESIAESIAESIAESIAE\nSCAgCfhVwIL3FASmN998U0aPHm0STadKlUoWLlwYIyyIUi1atJAZM2bIqFGjjPg1ceJEgWDl\naBC4IIrRQo/A6dOnjbdR6qxZpWCjxqEHwE2Piz7QUiLSppV3331XLl++7KYEN5EACZAACZAA\nCZAACZAACZAACZBA4BLwq4C1adMmyZMnj1SoUMEQCg8Pl0aNGslXX33llhiEid27dxsPLCuR\nWrNmzeTIkSNOYhW8tGbPnm28udxWxI1BTQC5nq5evSolOjwo8D6iiURERUmRlq2MdyNCCWkk\nQAIkQAIkQAIkQAIkQAIkQAIkkJwI+HUWwqNHj0pezVHkaBC0kLvq9u3bkjKls7527Ng/GfpR\nxrKs6mUTqSLFiRMnpGzZsnLjxg3jmfXoo49Gq9s6xnrftm2bU3hhtmzZJK16qdCSL4Hz588b\nr75UGTJIsVato42hmHoGQdQSRWMqk9y3l+zYSX7/eJHxdOzVq5f53CT3PnnS/rCUMYeQpkyR\nUiIiIqJVE/Zv2CnuQe72RzsgiDa43ncdu2ZYuuHlWCbYl8EHP7a4ev0Ge7/Zv7gJ4G9IqN0v\n4qYS2iXwtwT3Co6L0B4Hrr23vm9yXLiSCe11fLcIxe+doX3V49d7aBhw+HnmmWfiV4Gbo44f\nP26eEQcOHChR6vgQyOZXAQuCVAYVGhwtffr0RryCEJE5c2bHXQLBCyGGeDkajrGSUyO0MEeO\nHCbM8Mcff3QsFm354Ycflr///tu+vXXr1iZvln0DF5IdgalTp5qJAMr3fkzSZszocfshgga7\nRebKJUVbtJQ9H38ky5cvl549ewZ7l03/0p2/GGM/cS+BcB2TpU6dWvAKJbsamUpuxtDhdOnS\nSmQsvGI4LOg2h9qYCLoLmEgdwsNobPeTRDotq00GBAL9YSAZIAzKJvJ+EZSXNcGdSpMmTYLr\nCNYKmAblnyv7888/y/jx430qYEGXGTlypPTu3ZsCVmwfIHzZQ6JtR7PW3XlCuSuPY2/dumU8\np7Zu3WoezBE+6Ikhefy1a9fsRe+8806PZkG0H8CFgCKA2SknTJgoEemipGibttHGVkyNxS+k\nGEOhYCUf7CR7ly6WlzSXXNu2bcXyNArmvl+7/t9n3LWfuN+4m/kUv46mS5fOeHQ63iNcjw/K\ndZd7smMfr1+/Ltc9mCnW8ZhgW4boiXETKveMYLt+idUf3C/gOY7JMmgkYBGwPGwQHUAjAYsA\nnnHwPcPxR3RrH99DlwC+k8MLK+S+d4buJWfP40nArx5Y+OXhwIEDTk2/cOGC8bxy9bJCIZTH\nQwPUV0eBC8fkzp1b3n77bbP9lVdeMXXCiws2fPhwad68udSpU8esW/8NGDDAWrS/w8uLljwJ\nTJo0Sc6dOyulunaTlOo1Y4mhcfUG7roYV6EQEpQqe3Yp0KCh7Fv+hWAG0DZt2sSFJ9nvj+2L\nwI2bNwTCp6vhS4QlYLnb71o+mNZTK5PoQZX/9PCqCv433PAKpv7H1RfcLyBSQMyjkYBFAPcL\n/B0JtfuF1X++uyeAcYHvFvQacM8nVLfiGQffM3i/CNUR4L7fGBd4cVy454OtuKfS/iOwdu1a\neeutt8zfmfbt20u7du3sO/H8g4nyNm/eLNBKSpYsKQgPLFiwoCmD77HIG41QRKRnQl7x5GLO\nSaaSuNWFCxeWX3/91Ulo2LlzZ4y5q/Lly2eUaZSxDEnd8asnwDdt2lSaNGkiZcqUMS/rApUq\nVUqyZMliHcL3ICSAX7HeeecdCddftUq07xiEPfRdl0p36SYp9CF84htvmM+O72pmTSRAAiRA\nAiRAAiRAAiRAAiRAAolJAOmTOnToIOXLl5fs6qCAyLLJkyfbT9mwYUNZsGCB3H///dK4cWNZ\ns2aN3HffffZnv759+8qYMWOkVq1a5kfZhx56yH5soC/41QOrXr16gpxFmBUN0A+oN9YXX3wh\nQ4cOtXNbt26dcbEF+Iya06hBgwYmSXfp0qWNmDVz5kwzcyEuXIsWLezHYQE5sFBf586dQyZh\ntROAEFp5//33TR60Up27SqRLXrUQwuBRV6NUCM5fr77s+3KlfPLJJ4LcbzQSIAESIAESIAES\nIAESIAESIIHAJ4BIIzz/NmrUyDQW0WmjRo2Sxx9/XCOSzpmc4NBZoJnA4IEFR5+TJ08KEra/\n++67stNetg0AAEAASURBVGPHDuP0g/2YDA8eWsnB/OqBBTfJF198UZYuXWrgI6QPD9NQAi1b\ntWqVLF682FqVPn36GDEKIYEtW7Y0Ilb//v3t+7kQegTgfYXwUXhfFe9A7ytPRkDpbt3/8cKa\nOJG5fDwBxjIkQAIkQAIkQAIkQAIkQAIkEAAEIFjVrVvX3pL69evL6dOn5c8//5SsWbPKRx99\nZPKpQeQaMmSI8bZCYaTBQBL4nDlz2sUrbLeEMCwHuvnVAwtwKlasaLxAoATCiwr5RRxt9OjR\njqsmP9YbGvqEWE4rT41TAYeVypUry/r16x22cDEYCcALD26UyH2VyouZB4ORhad9Sp+/gOSv\n30D+WLlClixZ4hQz7WkdLEcCJEACJEACJEACJEACJEACJJC0BJAb3HFW7Bw5cpgGIPfV1atX\njaPP999/bxyD7rrrLkGIINZh8NBCCibkaMSEEjBMIJBczFkt8mOroQK6ilexNSeDhokxkVts\nhEJjH4TMqdOm6cyD6aQEva+8uuhlHu4hKTWJ6Ouvv25m2/PqYBYmARIgARIgARIgARIgARIg\nARJIcgIHDx40DhzWiZGMHc49yDGOFDGrV68W5A1fsWKFjBgxwuQLR1kIV5UqVZITJ04YTyzr\neJRPLhYwAlZyAcZ2BhYBJG6/oLNNInQwMn2GwGpcgLcmKk9eKdikqeAGuHDhwgBvLZvnDQH8\nsvLhhx/Kc889Z3IA9uvXTyZMmCC//PKLN9WwLAmQAAmQAAmQAAmQAAmQQAASQCqmGzduyIYN\nG0xOq169ehmvrFy5cpkUMYhwgyGscNiwYWYZ3llVqlQxOa8Q6Xbo0CHZvn27mZHQFEgG/yUf\nX7FkAJNNTFoCiPOFgIWk7cXbdUjakwfJ2Up37S5/rlgur6kXVps2bSRNmjRB0rPQ7MZ5FXNf\ne+01mTdvnolxd6WAfXfccYf5JaZ27dquu7lOAiRAAiRAAiRAAiRAAiQQ4ASQlP3YsWOSKVMm\n852/Xbt28uqrr5pWIzdWjx49zAyEyJUVERFh9iGX+E8//WRyXy1btszMYlisWDFzDBK4IzdW\ncjAKWMnhKrGNbglMmjRJLl++LHc+3s+EELotxI2xEkirobtFW7eRvQsXCHKJcUKEWHEF9M4v\nv/xSnlWPq5PqEpxakzeWfaiz5KxSTdLlySM3Ll2S07t2yCF1D/5lw/fSvn1780dr3LhxTvHz\nAd1BNo4ESIAESIAESIAESIAEQpxAt27dBC/YmTNnTOhgRpc80HiuwyRnp06dsocPdujwn8NH\noUKF5IcffjCzEqZPn948D4wdOzZZkKWAlSwuExvpSgDuju/Pni1pNPF/0VatXXdz3QsCpbt0\nkwPL/idT3nrLhJtlzpzZi6NZNBAIYGKL8ePHm5xmpbs9LKV1QoOU+muLZan015mofPmkYING\ncnrnDtn62ngTNrpr1y4TaogJNGgkQAIkQAIkQAIkQAIkQALJh0CWLFlibGxkZKRdvIqpUHJ8\nBmAOrJiuJrcHNIFXXnlFbly/LmW695CwVKkCuq2B3jiEYJZ8qItc1IT4EEJoyYcAZg+Byy/E\nqzTZssu906ZL2Z69nMQr195kLVtO7ps2w8xCiZxYHTt2FIQe0kiABEiABEiABEiABEiABEgg\nkAlQwArkq8O2uSWAh+7FixdLhkKFpZAmIaclnEDxdu0lbY6cMmvWLNm3b1/CK2QNiU4A4tWg\nQYNk/vz5krFoMblv+gzJXLKUR+eF6Ft9xAtSqGkz2b17t3Tp0kUw7S6NBEiABEiABEiABEiA\nBEiABAKVAAWsQL0ybFeMBDDjAuyOPo9LCp0ulJZwAhA0yvXuIzdv3hSLb8JrZQ2JSeCll14y\n4X8ZixSRu9+YZDywvD1f5WcHSd576sqWLVtk5MiR3h7O8iRAAiRAAiRAAiRAAiRAAiSQZASY\nAyvJUPNEviCARNXffvutZK9YSXLXquWLKlnHvwTy16svv3+8SFauXCnr16+XOnXqBAWbZhob\nXl2TE7qz9MlUAIUH4luaswwJ2utMnCSpXBI3uuuru20pUqaUqkOHy4UD+2W25pSrWbOmPNC4\nqVyve7+74mLTcFMaCZAACZAACZAACZAACZAACfiDAAUsf1DnOeNF4MaNGzJq1CiRFCmkfP8n\n4lUHD4qZQApwffIp+brPozJ06FBZs2aNmXY15iOSx54sEeGCV7DY9u3bZeAzz0i4Totba9wr\nkjqBSffD06SRGqPGyJpHe5lZDKuvXSs5VRijkQAJkAAJkAAJkAAJkECoE9hx9BgePxPNDp47\nl2h1B2PFwfNUF4xXh31yIvDuu+/K/v37pXDzFpKpWHGnfVzxDYGsZcqavEh/fL5MZsyYIY8/\n/rhvKmYtPiFw6dIl6dOnj1zXfFU1x46TjIWL+KRehCGW6/OYbJv0hhEv8VmjkQAJkAAJkAAJ\nkAAJkECoE7jrzcmhjiCg+k8BK6AuBxsTE4ETJ07IhAkTJCJdOin3yKMxFeN2HxC4o/djcmTd\nWnn99delRYsWki9fPh/Uyip8QWDw4MFy4MABKaZJ9/PWudsXVdrrKNa6jfy16itZvny5fP75\n59K0KSdIsMPhAgmQAAmQAAmQAAmQQEgRwHfhsmXLJlmfk/JcSdapRDgRBaxEgMoqfU9g9OjR\nAu+T8k88JakyZfb9CVijnUCqTJmMN87WV8fLc889J/PmzbPv44L/CHz22WeyZMkSyVSihNyp\nExj42pAPq8rgIbLq4W7y/AsvyH333SdpNLyQRgIkQAIkQAIkQAIkQAKhRgAzde/YsSPJul2j\nRo0kO1dyPhEFrOR89UKk7Rs3bjQP7ghzKtaqdYj02r/dLNyshfz11VfyzTffCBKGt2nTxr8N\nCvGznzx5UuB9FRYZKdWGvyApIyIShUiGQoWlaJt2svejBTJt2jQZMGBAopyHlZIACZAACZAA\nCZAACZBAIBPYt2+f7Ny5UzBbe2Ka7dYtua0zwZ8+fToxTxM0dVPACppLGZwdQeJ2PLjDKgwY\nKCmS6axxye3qIKF75ecGy1fdu8qw4cPlrrvukly5ciW3bgRNe+EJd04TPN7xWF/JUKhQovar\ndLfucnDlcpkyZYo8+OCDvO6JSpuVkwAJkAAJkAAJkAAJBDKBNqu/0STuiZfF/eDqVbLh+eGB\njCCg2pYyoFrDxpCACwF4gezZs0cKNm4i2ctXcNnL1cQkEKW5r8r17iMXzp+Xp59+OjFPxbpj\nIbBs2TJZuXKlZC1XTkp06BhLSd/sikyfXsr06CVXrlwxedB8UytrIQESIAESIAESIAESIAES\nIIGEEaAHlgs/5nxxAeLHVSSrnjBxoqTKkFEq9n9SwhLR+yql5v+hRSdQUgWTo9+tN6GEyIXV\ns2fP6IWCcIs1HjDm/HlPOK/iITzgUoaHS9XBwyQ8kUIHXS9hsZatZM/C+bJw4UJ55plnpFAi\ne325nj+Q18P1WqRSV/LEvB8Fcv/ZtpgJ4L7hz/tFzC3jHn8RiNB7ts1m47jw1wUI0PPiXgFv\nDt4vAvQC+alZ+H6BF8dFzBcgMb2gYj4r9wQaAQpYLleEDyUuQPy4+tRTT8m1q1el2sBnJbUm\nFk8sw82QN0T3dMGl+rDnZUXXzjJs2DCpXbu2lClTxn3hINpqjQd8yfTnPWHkyJFyUmfgLKse\nUZk0B1xSWZg+dJXr2Ut+eHG0vPrqqyYfVlKdO9DPg7Hh73ER6IxCtX0YG/68X4Qq90DuN+4V\nELA4LgL5KvmvbRwX/mMfiGfGeODfkdivjPX9PPZS3BvsBChguVxhzHRH8z+B+fPny9q1ayVH\n5SpSoGEjuamJ7RLL8AXzlibPw5dMWnQCqbJnl8qDBstGjc3u0qWLLF++XNKmTRu9YBBtwZeI\nqKgoQQ42f90Ttm7dKu+//76kz19ASj7UOVE/A+4uXb776skuPf+CBQvk8ccflyJJKKC5a0+g\nbMPYQHjl9evXA6VJbEcAEMD9An9H/HW/CAAEbIIbAunSpTPfLS5fvuxmLzeFKoHUqVMboYL3\ni1AdAe77De9uvDgu3PPBVtxTaSTAuCmOgYAjcOzYMRk5apSE6x/4ys8OCrj2hWKD8tW9Vwq3\neED27t0rSChOS1wCeBC2T17w9MBEm3Uwtl5gwoRS3brJ7du36YEVGyjuIwESIAESIAESIAES\nIAESSBICFLCSBDNP4g0B5Ny5eOGClH2kt6TLk8ebQ1k2EQlU0DxkmUuUlCVLlsjMmTMT8Uys\nevbs2bJjxw7Jd9/9klO9EP1l+dULK23OnPLRokVy8uRJfzWD5yUBEiABEiABEiABEiABEiAB\noYDFQRBQBObOnStr1qyRbDrjYLG27QKqbaHemDB1a64x5iWJzJBBRqmH3Lp160IdSaL0//Tp\n0zJe806Fp0kj5fs9kSjn8LRSJI8v3r6jXL92Td59911PD2M5EiABEiABEiABEiABEiCBICIw\nZcoU2bRpk997RAHL75eADbAI/Pnnn4Kk1XhwrzpkGBOrW2AC6D1drlxSY/QYQbawXo88Ir/9\n9lsAtS44mvLKK6/IBZ19sHS37pImWza/d6pws+YSmT69vK9eYczj4vfLwQaQAAmQAAmQAAmQ\nAAmQQJITmDx5smzcuDHJz+t6QgpYrkS47hcCyPnTr18/+fvvv6W8hqoxdNAvl8Gjk+aoVFkq\naW6ySxcvykMPPSSHDx/26DgWipvA9u3bBV6IUfnzS/F2HeI+IAlKQFBG/jOIaosXL06CM/IU\nJEACJEACJEACJEACJEACJBCdAAWs6Ey4xQ8E3nzzTfnxxx8lT527BR4ftMAmUKhJUynzcA85\ncuSItO/QQU6dOhXYDU4mrRsxYoSZsQoibsqIiIBpddGWrSWFztbJMMKAuSRsCAmQAAmQAAmQ\nAAmQQIgS2Ldvnzz//PPSpEkTeeGFF2T9+vVm3cIB55Bp06ZJq1atpEWLFjJhwgQzu7qn+1Hu\nyy+/lJ49e0q7du1k5cqV1qF+f6eA5fdLwAYglhYfqtRZs0rl5wYTSDIhUObhnlKsXXvZrzfQ\ntm3bMsl3Aq/b0qVLZfPmzZKrZk3JXaNmAmvz7eFI5A5xec+ePfLtt9/6tnLWRgIkQAIkQAIk\nQAIkQAIk4BEB5Mu9//775auvvjLi1Nq1a6V58+aySCddsqxHjx5mRvPixYtLlSpV5OWXX5bG\njRubH8pRJq79K1asMHXbbDZzPMoj3U8gWHggNIJtCF0C5zUs6fHHH5fb+uGoOvx5SZUxY+jC\nSIY9R5Lx29evy55PP5E2bdqYG2dOFTto3hFAbqkXx4wRJE0v3+9J7w5OotLF2rSVw2u/kVmz\nZknt2rWT6Kw8DQmQAAmQAAmQAAmQAAmQgEXgtddeM3lpv//+e5Mzuk+fPlK2bFm5ffu2KYIf\nxD/44AP59NNPjQiFjRCvqlWrZrblzZs31v0tW7aUp556SoYOHWr36mrfvr2UKFHCaoJf3ylg\n+RU/T/7000+bMLSSnbtIzspVCMSHBG7evGlcRW/cuCFYxgvupLi54QVFHYb3FClSmOWUGiaG\nZbzjFRYWZn+Fq7iCdesdB6BsxaefkRS6/fcli436v2DBAilSpIipj/95RgBJEY8dPSolOj4o\n6TX/VSBa9goVJUPhwsaF+Ki2NXfu3IHYTLaJBEiABEiABEiABEiABIKWwJYtW4wgZT2/oaPN\nmjWTzz77zPT5p59+klQ6ezy8tCyDF1YunYwL4taJEydi3V+/fn3Zu3ev3HfffdbhUlifAShg\n2XFwIVQJIJ/O8uXLJUvZclK2R69QxRDvfkN4QtJ7vODBg9eVK1fk6tWrcv3aNePVFu/KPTgw\nQnM0QczCK+LuupJF23Fo5Qqppze9Bzt2lDvuuEMyqkdd5syZJVOmTGYZ62nTpvWg9tApcvDg\nQZmqMeqplVPp7g8HdMeLtGgpP785UebPny8Qn2kkQAIkQAIkQAIkQAIkQAJJRwAhhDVq1HA6\nIZ61LDt37px59kqXLp21yTgd5MiRwzgzxLX/ok7UBWcHOD84Gp79AsHogRUIVyEE24DZ1kaN\nHi2R6TNIjZGjTOhUCGLwqssQqHDDQdjlhQsX5NKlS3YvKseKItRzKm1khKQKC5fI8DCJSKle\nU2EpJRweVfCsgodVCnhaqQeVw4FwyLLpP4Rzmtdtm9yy3ZZb+n5Tb2K3cCMzr1ty89ZtuYFl\nFcogmhmrXlPSaKVXViw3YWYOVTstRkZGSoYMGcyNNX369CZ3FsIOS5YsKViPiooyL9x0IXZZ\nrzQ6G17q1KnNC78q4IW6cDO1XvAac7VfVFj74cIl181mvWia1HJvJv+GrY4aNcoIjlUGDJSI\ntP/9oXHb4CTYWPHAPsl77ozbM22vUll+Ue5z582TJ5980njkuS3IjSRAAiRAAiRAAiRAAiRA\nAj4ngHDBrVu3OtXrmGS9WLFicvz4cfn555+lQoUKphyiJ/D8jbBAPDfFth+eWnghiXvdunXN\n8SdPnjTHO53UTysUsPwEPpRPCwHmkUcekZsa2lZr9BhJmzNXKOOIse9QvTG7H1R2vK5rrilH\ni0oVKelTpdZXpApW+oqIlDQqXIWrOJXUdvP2LbkBUatQQTlSrLjsmPGO3FJxq6qGw1UtkF8u\n6vJZFbrO/fs6f+WqnDh0SH5XbzHYIV3GLJS+MBPiCKFOwxohaEU2ayGRnbu6rfrWxg1yc8qb\nZt8/AZX/FDNhlEbhU4kPIZZaD8InUZ/d60xv/paQhncIbRDdIMBBiIO3GX4NyZIli2TPnt28\n8MfA8dcQJF2EF2Lm0qWlYOMmbtuY1Bur79sr1ff97va0N6vVkvz315MDX3wuq1evlgYNGrgt\nx40kQAIkQAIkQAIkQAIkQAK+JzBgwACTz2rgwIHSrVs3Wbx4sXz33XcC4QqGfFcFCxY0+ate\nf/11gRMAhCt4YN19993m+SS2/aije/fuMk9/sMZ3/fLly5uZDq30M9jvT/NawBo/frzs2rXL\nwKqripxj7KU/O8JzJw8CGPhICvfXX39JiQc7SZ67mAza8cpBpEJcMlTxs2fP2nfBeyqHCiOZ\n06aRTKnTSPrUqSTMD0KVvUEuC+Hw8tJXGomQDDVrSa58+eX7N16XzXqd4cU1s0N7KZw1i8tR\n/+TfOqUeUldVzLx47boRuiB2XdLX38rikm67rO+Xb1yXKzdumnJXtOw1FfeuaT6v6/p+Xd9v\n6Mt4h6mIZrzF9Jy31XMMnmRXVGj6RyaLdnqJTJlCMmoIZDSDd5oKWBiv8EC7rQKd7ZbmENPl\n6+p59rcR7HB+fem5vTF4nyF5Yn4V9zADJ6xYz0eMSy/EsUA3hBFCwJo7dy4FrEC/WGwfCZAA\nCZAACZAACZBAUBGoVKmSyXc1bNgwmTFjhtSqVUt69eolGzduNP2EYPW///3PiFClSpUyHlfl\nypUzPz5bOWzj2j927FjjSNG0aVPzjAIhC+cNBPP6aSlfvnzy0ksvyezZs6VQoULStWtXI2Yx\naXMgXM7Ab8Nbb71lkkBnveNOKfdI78BvcBK0ECIJ3DKPHDlibhTWKdOrV092Fa2yq1dPRg11\nS+EU8GeVCsz3TCrO1B8zTjarJ9bWHzZK7clvybimjaVrVedE/RCJ0MfEtPey5ZTxMZygvs6m\n8cbAp6LtRbvgVYWk90iCH5vh+l1VIQ3CGoQ3CHAXrl6T81evyJnL+lKB7sSlv+W4xpMf1dDP\nw+cvyD5NjLh7925TbaQmR9974aLs/eYbEx4JgQsveHDh5S4sMrb2JPa+LGXKSEZN0r9mzRoj\ntHLWycQmzvpJgARIgARIgARIgARI4B8C27ZtMxNmIVm7ZU888YTxsLLWkYsY0S1nzpwxP8oj\nJ7GjxbUfzx8QxzDRFNLWZMuWzfFwvy57LWB16tRJWrdubaZgxPSMELNefPFFM606XM3atWtn\nwmf82iuePCAJYKrPl19+2SSrrjFqdMjnvbqmQgdC5w4fPmwPD4zSUMA8GTNITg1BQ0hgcrYI\nVf9rPfGU7Fv7jfw0e5Y8ufRT+WzHTnmjVUvJ5+e8U77kCrErjXp54ZXFwwT1RzSMturESXI9\nLEzu1IT31yNT273P4IGHFwx1Q8xCGGLWrFmNoIVt/rZCTZrJtimTZNGiRdKvXz9/N4fnJwES\nIAESIAESIAESIIGQILB+/XoZMWKELFu2zIT3faM/gs+cOVOmTJkSrf94hojN4tpv5R+OrY6k\n3ue1gIUGoiMdOnQwL4Q6IT7yo48+Mq5r/fv3lzZt2sjDDz8sDDFM6ssZuOc7duyY9OnTR1OE\ni1QbOVrSZMseuI1N5JZh1sADBw4ImMB7B4nVIejkg8eNhgcGmxW5p67kVK+dTdOnyWoNP67+\nxiR5vkF9eaRGtYDzLkoq9iOWrzShkZW6PSxF8xe0nxZJ9OHJdU5zhCFf2Nkrl03SfuSN279/\nv0RoiGFW/QUEMewQtJCXyx9WoEFD+WXa27JgwQIKWP64ADwnCZAACZAACZAACZBASBLAMzXS\n8Tz66KPy66+/SgmNKEHIX48ePUKCR7wELEcyCB9BIrGGDRvKNJ0K/u2335Y5c+aYF2DC46ZV\nq1aOh0RbxjTy8M6BAogYTiRBjs0wtSMSleG9evXqUqBAAafimKlt3bp1RhyoVq2aWLGeToW4\nkmQEEILVu3dvEx53R5/HJEfFwIifTTIA/54IwtW+fftM2BU2wWOnkLpzwuMK+aOC2dJlzyF1\nh46QP9aslu3z58rgZZ/L/K0/yYSWzaWShiWHkq39/Q9Zsv0XyVSwkBStV9+p6wgThecdXnnU\n8wp2XXNvndEZKE9qGOJJHUMQPvGCay+ELNzfcO9MSs+sVJqcPrfmr4N33Q8//GDuw04d4QoJ\nkAAJkAAJkAAJkAAJkIDPCSBn7iuvvGJeiOhB2pNQsgQJWBCe4H314Ycfys6dO82U9hCr4H0F\nz4AJEyYYb6z33ntPumt4oTuD2AWXt3vuucfkAML6pEmTxDVO0zoWXgg9e/Y0cZ9IhPzOO+/I\nmDFjpEaNGqYI8rIgrBHC1RX1YICgBkWyShXn3DtWfXxPfAK4Pps3b5Y8tetIyU6dE/+EAXaG\nqzrT3u+//25EBzQNYYJFsmWVXBommJzyWiUUKwSWYjqDXV5NAPjTnA9k2w8b5f6335EW5crI\niPr1pVj2xImtLqa5qJqfPe22+RUuX3K7PbE2Iln9gE8+Q2ygVOnR0yMPtMiwcB0rGcwLHlrw\nzkI+LbwsMQt/uPLkyWOSw8NDNiG2J1ceuaXimDs7kum/+PlCTZvJYRWw4H2LHxJoJEACJEAC\nJEACJEACJEACSUcg1MQrkE2hIUyOs8fHSRuhLMh7AtHK8nKqWLGiEa2QHwthLZbd1tm6kPke\nU8ejrKtBAIOwBaGrQoUKclMTIcMlDmIT3t0ZXOXKaDjSk08+aTwOkEz+iy++MKEsOP6hhx4y\nObo6al4Z2Lhx4+SAhmtB6PLEjh496kkxlvGQwGeffWauZZR62dw/4z2J0ITkgWaRKijBS8zL\nj0Kc3UACcAiuB//808yGl07PU0yFK+S3CiXhKiZQx37ZLj9qbqxL+pnDLIsvNKwvvWvVlIgw\n/3ujQWzzNIl7TP1zt330yq9k4tp1Uqx+A6ncPWFuvhCzzmqS+MN6Tz6mYhZmXIRlz57deKXG\n9COAu3bFZ5tNx/fnbVtJuP7yg2SSmPEkFAyJ9fHjCGYMpZGARQDfc/B35PRp92K5VY7voUUg\nnX7nwXeLy+pFSyMBiwCSIeOHfqRhoZGARQDfO/G6oBP+0NwTwD0VuWGTyuAQAyeM9t9uSNRI\nh4OrV8mG54cbp5uhQ4cmVfeS7Xm89sCC2DR69GiTiR7Z7uFtVb58ebcAEOKC8JaYZqnCFPLw\nGoB4BYM7XKNGjWT+/PluBSx8McTMXUOGDLEPombNmhkPrl2aW6do0aImH4ujtxUe4rZu3eq2\nfdyYuAT26kxrTz/9tIRFppIaL44NSPEqsQjgS8mePXsEbp2R+iWluHoX5dUHXwpX/xHPpTNR\nNn75Vfnhnaly5MctgrxQszZtkTFNGknj0qX+KxgkS7+oUDd5/beSRu9Jd3Z4MMG9wlhC0ni8\nSufMIUf0C89fZ8+ZGS0xqyWElkI6UywErcSwFDquC6gQt2fBfFm+fLn54SAxzsM6SYAESIAE\nSIAESIAESMBfBPZ/vkzdfhLv7GdUx6B5TsBrAaty5cqyePFigXAEz5W47BvNih9TbhZ4OyEM\n0NEgaJ06dUrgveU6fTzCZWAoYxk8vtAOzNpVtmxZufvuu80uiF0QyJYuXWpCDq3yju/wJMMv\nppYV0anhS5cuba3yPQEE8Gsj8l7hvdrw5yVriZIJqC3xD3Uda/E9I/oLMRXjD/e5wpqbqKh6\nXcHDiBadQFhEuNTq11+uqhfR9o8Wyr5vvpZOc+bKvcWLycvNmkrpXDmjH5QEW6x7Ft59kSj9\nhnorPf7xErmp97WaGjoYmda33krwWiuowhhep3UM7jt9Rk4rU3hGpVePv2LFijlNresrhIU1\njBACFv4mdO4cGuHB+KEFv5DinUYCjgTwdySthzOROh7H5eAlEKG5Lmkk4EoA9wp8v+D9wpVM\naK/jewVeHBcxjwPr+3nMJRJnz+ZxYxOnYtYaLwJefwNHgvQdO3bE+Gv7J598YsL7kBEfISW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DJXSwn9d0bseOHUa8yuLvj+pyg54zW4DX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\nYII=", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "grid.arrange(duration_p,amount_p)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "En traçant leur courbe de densité le long de la ligne verticale de leur valeur moyenne, nous observons que ni la durée en mois ni le montant du crédit ne sont normalement distribués. Les données ont tendance à présenter une distribution asymétrique, en particulier pour la variable Montant du crédit." ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using credit_risk as id variables\n", "\n" ] } ], "source": [ "duration_bp<-german %>%\n", " select(duration, credit_risk) %>%\n", " reshape2::melt()%>%\n", " ggplot(aes(x = variable, y = value, fill = credit_risk)) + \n", " geom_boxplot() +\n", " xlab(\"Solvabilite\") +\n", " ylab(\"Duration\")" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using credit_risk as id variables\n", "\n" ] } ], "source": [ "montant_bp<-german %>%\n", " select(amount, credit_risk) %>%\n", " reshape2::melt()%>%\n", " ggplot(aes(x = variable, y = value, fill = credit_risk)) + \n", " geom_boxplot() +\n", " xlab(\"credit risk\") +\n", " ylab(\"Amount\")" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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Ub+PasQIECAQOUFShNaKl+zGtuTQJsG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IIIAAAggggAACCCCAAAIlIEAAqwRQaRIB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\n66/2SUV6TIsGrlq2bClHjhwxM7FatGhhjuv5kVK8DmCVKVNGV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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "grid.arrange(duration_bp,montant_bp)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "La durée en mois ainsi que le montant du crédit, semblent montrer une valeur médiane plus élevée pour le mauvais risque par rapport au bon risque. De même, l'intervalle de ces deux variables est plus large pour les observations à mauvais risque que pour les bons. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Remboursement du prêt" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Cette variable possède 4 catégories; `>= 35`, `25 <= ... < 35`, `20 <= ... < 25` et `< 20`. " ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "\n", " >= 35 25 <= ... < 35 20 <= ... < 25 < 20 \n", " 136 231 157 476 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "table(german$installment_rate)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Traços un diagramme en bâtons du remboursement groupé par les deux catégorie de solvabilité, soient le bon crédit et le mauvais crédit;" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "installment_rate_p<-german %>% \n", " ggplot(aes(installment_rate, ..count..)) + \n", " geom_bar(aes(fill=credit_risk), position =\"dodge\")+\n", " labs(title=\"Pourcentage du taux de remboursement groupé par solvabilité\")" ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "installment_rate_bp<-german %>%\n", " select(credit_risk, installment_rate, amount) %>%\n", " ggplot(aes(x=installment_rate, y=amount, fill=credit_risk)) + geom_boxplot()" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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rXsdDGufVx+0r6qUIrbp7fkMUXHprikZeQeY/THLV3k6214rpaSb7BdF6EKOGid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\nhHVV8xWSa0/Oe7h2QX0nVzPQ/9Z6Ek1hG9axRUHRaPAzmq/c7y2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bmtYjkCCCCAAAII5CHw6KOP5hjerqG/c+fOtfHjx9sJJ5yQx96sikdA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\nzz//vD355JNuwhE/DUsmgBX+SHIbAQQQQAABB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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "grid.arrange(installment_rate_p,installment_rate_bp)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Le diagramme en bâtons du taux de versement montre une différence significative entre les bons et les mauvais risques de crédit. Le nombre de bons dossiers semble être le double des mauvais dossiers. Le Box plot révèle que la valeur médiane des mauvais dossiers est plus élevée que celle des bons dossiers, même si les deux classes semblent avoir le même intervalle." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Nombre de crédits, Résidence et débiteurs" ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "number_credits_p<-german %>% \n", " ggplot(aes(number_credits, ..count..)) + \n", " geom_bar(aes(fill=credit_risk), position =\"dodge\")+\n", " labs(title=\"Credits existants groupés par solvabilité\")\n", "\n", "present_residence_p<-german %>% \n", " ggplot(aes(present_residence, ..count..)) + \n", " geom_bar(aes(fill=credit_risk), position =\"dodge\")+\n", " labs(title=\"Résidence actuelle groupés par solvabilité\")\n", "\n", "other_debtors_p<-german %>% \n", " ggplot(aes(other_debtors, ..count..)) + \n", " geom_bar(aes(fill=credit_risk), position =\"dodge\")+\n", " labs(title=\"Résidence actuelle groupés par solvabilité\")" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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WvqlcabGDon5D6vc8rt/TgpXYKW7kVdP1mulBeCOOCc05eXJev4PfbYw+d98MEH\ny5wT4mTJE0Ku+cN5ldlqCpymbcn/XGqQhY84SXgPwTlH9+NC11kWPXrxVhnl+R6rjns51K1t\ntvfGmhi7ufRN96wsmCRSpZvOLYFVVq4K8oVVUdDYlpWhfNyJh577Ev4lpIUgSyv5rdPzWfeY\nrBPjQqyELIV0zy5Z36WzpAxjv7xpnKHu6t5mGtOqT1ZmCprOWt5ng6wq9ZmlUNVxnesY1We0\nrL7cqrtlrIhljar7VSJk6IdvZCX/1fSYrmSzOA0CEIAABCAAAQjkl4B78az1wX35TzgrJJnf\nJJyVQkIrX8WDlht3L3kJN5XG59Hy5SGEVQjTrRDlXvij1fcefvjhcIrfamWvsOS6Vi5ScOJR\nwv2i7OtxL6I+LvwLy3erjZlWIXQvNb6d6lMIaotzMOvj3QtTiPZb9dd96fZLsiclpDlw05N8\nGe4LemLRokVJOc444wyfplUUxSwEZ4Hm493UpBCVGDRokI9TWghuSouP06qNCrm2OV2/VY6W\nNBc3Zz2nwyiojc4Kwqcp3b0o+jRnseLjtER9urDPPvv4dK0aGUK6unNtfygrdavVztQ+9/Ka\ntJqlVvpyL9M+zQkn0Wm6j5TfWVhEcWFHK0K66XL+Hou3X+lOJPP3pLOaSFqtzgmOvjytLums\nEENRCSd4+rJUl1uQIIoPK81pxT4nDkbx2nGWcL4s56g9KT7TgcaoVstU30II95tWzHMicYiO\ntu6FP+GsoXx9TsiK4tPtiIVWFnMv/emSfZzYqS4nnEUr8ynBiQQJZ3Hh05zPsuj8XPPrxLBi\nmdqeS3DTYn0/Na7iwVmyJLQinq6prlcIWikx3O8hrqJtdd3Lud4buY7diu798vqXa9/OPvts\nz/rAAw8ss8rm6NGjfZpWDg0h3Yp+Ic1Zu/n8YRXM1JVgnbjm050vs8TU/66SGs51QlnCiSk+\n3fmKC9H+ftSY1J9z2B7Fa0efHRoTem64qYk+LfW5q8h0bU6XT3kHDx7s60r9jFNaRSHdmHZT\nNKM+OQvBMp8xarOz0vT1OUGszKqy8fpqYkyr/LASoVs4IV5dQt8LxHz48OFJ8YU6ppMayQEE\nIAABCEAAAhAoEgKyTCE4Au4X9YTz3+S/gOpLqF5SJXg4/zEJfVEOLwRumk0Sr4oELGXUC4pe\nPvQCqbLc1J7EiSee6MUilelW5kv6Ei5Rwk3RS7hf2ROnnnpqQsugO980XmByv/77dmQSsH7+\n+Wdfn8rXi5ReuBTUdsVJwNAy7TfccEPimGOOSUgwUrzEqUzBWVklnPN1n19Clb7ES+BQP9RP\n5x8r4ab9RMU8+eSTPq+bGpLQy0kIEvDUDtWrPArpXpByaXN5/XbTPX09apvzDZRwDq0TF198\nccJZrCTcKnkJZ5Hl04NoUBkBq7y6c2l/YJO6ddYzCTd9yLdRAqdbjTDhrGl8251FlY9XX0LI\n9BKve0qCpXjo/nWWTQmJQc5vi4+PC7Qq01k8eHFG18r54kmcf/75Ceenx4tdzmLE159OwBJb\nibRuuqi/1/bff3+fV/ek7qOqBgmoQXhW2zQ+JOCIlfPx5utS/O9///uqVhWdrzGpMnXPOKfM\nCeefK7HZZpv5OAlgqSHX/OFlV31xU4cq/FMfQ9A11zNL19WtiJpwU2X98yOMbWfNEbJWelsd\n93IQsLK9N3Idu5nu/fI6n0vfdN/p2af7QKKunpsSmZ01lY9z0x8TzhdSVFU6MSgkamw7f13+\nPGfpmHAWXCEp2rqFDny6s5bzIqvEWAlTGlth/EtADUGCqtrmpmp7odqtYOvvB2d968e40txi\nBSF72uduujanez6rkHBNnY9DP/7iQmlUSQ47bmqk/yxRO/WjkfOp6D8Dd9ppp0iQ1meHW0kx\nh1LLz5rrGHXWip692qcfQMaNG+evhz7jNd7EPx4KeUzH28k+BCAAAQhAAAIQKAYCCFixq6SX\nDufQ2L8I68tp/E8vKm7aQiz3f3YzCVjKpS/aetHWy2UoU9Yp+iU31YpJ+WVpoi+9EoSUX7+W\nywJML+I6ziRgqYwrr7wyss5xU1IU5a2iZMkVLL9CW/Tie9ddd/k82fxz0xkTp5xySvQyEcrR\ni4bz0RIVIQuUILpJNEoNelHRucqjvOlekGQllUub0/Vb9eqFXgJNaKteNmTRJOszWcAp3vme\n8U2sjIClE9PVnWv7fQPS/JO1gqxsZPmm+0Evs+IiKxq1XeJQCNm8xE+cODF6+dX5EhT0ghis\nAUNZYSurvbjAK4FVlgbhRVciawjhhdZN/Uu41S0jMVUipoQv57w9ZK3yVveMXkDDfRaur7YS\nGSQsxK0Bq1yhK0CCRbDsUj0SAmV5E7dOi9eTS/7wshvvR3n7uofjQVaAQVAM57gpgV6gjOer\n7H513MuVuTdyGbvZ3Pvp+p9r3/SMcD7aIqtW8XbTYhPOj6AXfON1hDHipuzFo6P98BniHHZH\ncfEdWdFJlAzXVFsJOBLh3VRsL3LqsyVYaAUBS1ZZbtERL2SFczVOglAf6kj33E3X5nT5VIas\novTsD59vqVZkoZ5ctvockdCtezy0XVuNNbfoSEIWhNUZchmjqlesJSyGPqttEhFTrVqVt5DH\ntNpHgAAEIAABCEAAAsVEoI4a6758EWIE3MuMX9pcfmHci71pxb7gmDmWLedd+UeRXxKVJT8n\n5a0sFwrWikZyVivfIe6LfIjOeqtLKyfYcprupg9G58n/lPqmFbXUt1xX7AoFqfxvvvnG+wVz\nUy+tqg51Q7nptrm0ubx+yw+QfEnJt4pWS6yOVQZT21pe3bm0P7VM3Y/lXX/5YnFTGr0Dfjl1\nzjVoJUD5ABOPsDpgRWVoRTStjOisjqLV6VLzy5ec/FbJZ5VW0XLWaf4+kWPj8vqRWkaux07g\n836J3Iu3b5ezhPBL3rsXzFyLyiq/rokTks0J0OaEsshPWHkn55q/vHKyiRcD3ecaj3rOOCE8\nm9OyzlOVe7my98aaGLsCkGvfdN+5aaPe75Hug5oMGnt63sp/nJvenHVVeibpc0efAXH/WlkX\nkGVGNxXTP1t131XXuHNinP+s0nNK5arf2TynsmxyUrbKjFE925xw7J81bqputfU7qWHuoKbH\ndGp9HEMAAhCAAAQgAIFCJYCAVahXhnZB4L8E3LQ9LwLJYXvqymFuOqF3eOwsjfyCAIUALVWk\nKIQ20YbCIMC9URjXgVZAAAIQgAAEIAABCECgGAnkbtZTjL2kzRAoYgISsNyUGXP+yuy5557z\nVj9abU6rSmq1LlnROUfKRdxDmg4BCEAAAhCAAAQgAAEIQAACEKiYQP2Kk0mFAATyTcD5vrL3\n3nvPnN8q/xdvj3Mmbm4FPnP+peLR7EMAAhCAAAQgAAEIQAACEIAABEqKAFMIS+py0plSJuBW\ndzTnJNj7oHIOoW3HHXc0tziA99NWSP2WdZhbicycw3lzK+kVUtNoS54JcG/k+QJQPQQgAAEI\nQAACEIAABIqYAAJWEV88mg4BCEAAAhCAAAQgAAEIQAACEIAABGoDAXxg1YarTB8hAAEIQAAC\nEIAABCAAAQhAAAIQgEARE0DAKuKLR9MhAAEIQAACEIAABCAAAQhAAAIQgEBtIICAVRuuMn2E\nAAQgAAEIQAACEIAABCAAAQhAAAJFTAABq4gvHk2HAAQgAAEIQAACEIAABCAAAQhAAAK1gQAC\nVm24yvQRAhCAAAQgAAEIQAACEIAABCAAAQgUMQEErCK+eDQdAhCAAAQgAAEIQAACEIAABCAA\nAQjUBgIIWLXhKtNHCEAAAhCAAAQgAAEIQAACEIAABCBQxAQQsIr44tF0CEAAAhCAAAQgAAEI\nQAACEIAABCBQGwjUrw2drKiPc+bMqSiZNAikJdCkSRNr1qyZ/fzzz7ZixYq0eYiEAAQKk0DL\nli2tYcOGxvO/MK8PrYJARQTatWtnq1atsvnz51eUjTQIQKDACNSvX99at25tS5YssUWLFhVY\n62hOMRDQdzd9hyPUbgK1XsCSCEGAQK4E9CGs0LhxY/8inOv55IcABPJHoF69er5ynv/5uwbU\nDIGqEKhbt67/EakqZXAuBCCwZgnUqVPHV9igQQPG75pFXzK16ccLAgRqvYDFL3gMgsoQaN68\nuekDWL8gLVu2rDJFcA4EIJAnAm3btjWJWLKgTCQSeWoF1UIAApUh0KlTJyywKgOOcyCQZwL6\n3qwffvW9ecGCBXluDdUXIwF+eCzGq1b9bcYHVvUzpUQIQAACEIAABCAAAQhAAAIQgAAEIACB\naiSAgFWNMCkKAhCAAAQgAAEIQAACEIAABCAAAQhAoPoJIGBVP1NKhAAEIAABCEAAAhCAAAQg\nAAEIQAACEKhGAghY1QiToiAAAQhAAAIQgAAEIAABCEAAAhCAAASqn0Ctd+Je/UgpsbYQ6PT4\n07WlqyXRz/e26VUS/aATEIAABCAAAQhAAAIQgAAEaiMBLLBq41WnzxCAAAQgAAEIQAACEIAA\nBCAAAQhAoIgIIGAV0cWiqRCAAAQgAAEIQAACEIAABCAAAQhAoDYSQMCqjVedPkMAAhCAAAQg\nAAEIQAACEIAABCAAgSIigIBVRBeLpkIAAhCAAAQgAAEIQAACEIAABCAAgdpIoKCcuL/99ts2\nf/5823PPPZOuxcKFC23SpEmmbe/evW2dddbJKT0pMwcQgAAEIAABCEAAAhCAAAQgAAEIQAAC\nRUWgYCywfvzxRzv77LPtueeeSwI4depUGzhwoE2YMME+/vhjGzp0qL3++utRnkzpUUZ2IAAB\nCEAAAhCAAAQgAAEIQAACEIAABIqSQEFYYK1evdouuOACq1OnThmIY8aMsQMOOMBGjRrl02+7\n7TYbO3as3Xvvvf44U3qZAomAAAQgAAEIQAACEIAABCAAAQhAAAIQKCoCBSFg3XPPPV6M2n33\n3W3OnDkRwLlz59qnn35qZ5xxRiRu7b///jZu3Dj75JNPrFOnThWmb7rpplFZ2lF58dCkSROr\nW7dgjNDiTWO/wAmkE1sLvMm1vnmM9Vp/C5QBoHsikUiUiScCAhAofAI80wv/GtFCCMQJhO/O\n2jJ+42TYhwAEciGQdwHrs88+MwlYEqXuvPPOpLbPnDnTH3fp0iWKb9eunTVs2NBmzZoVxZWX\nHhewVqxYYTvttFN0jnY0HfG0005LiuMAAhAoTQJrrbVWaXaMXlWaQMeOHSt9LidCAAL5I9Cg\nQQPjmZ4//tQMgaoQaNq0qemPAIFcCSxevDjXU8hfggTyKmAtW7bMTx087rjjvDVVKt8ZM2ZY\no0aN/F88rUWLFjZv3jxbtWpVhenxc6T077HHHvEo69Gjhy1dujQpjgMIZEOgXr162WQjTwER\nYKwX0MXIc1P08qsxzD2R5wtB9RCoBAF9L5Tl5PLlyytxNqdAAAL5IiDLK43flStX+r98tYN6\ni5eA3A4RIJBXAevaa6+17t272z777JP2SuglQw+51CDhSsp9pvT4eXpZue666+JRfl8iGQEC\nuRJo3rx5rqeQP88EJHoTICACbdu29QKWVr1lCiH3BASKi4DcR+h7IM/04rputBYCem+TgCUD\nhgULFgAEAjkTaNasWc7ncELpEcibgKVVBx966CHbfPPNo2l8X331lf9FTdP65Peqffv2/kuK\nzAXjpqZ66HXu3Nnq169fYXrpXS56BAEIQAACEIAABCAAAQhAAAIQgAAEah+BvAlYcqA+bNiw\nJOI//fSTLVq0yDbZZBNvXdW1a1cvUk2ePNm22247n1dO3WU+KL9X8oUlEau89KTCOYAABCAA\nAQhAAAIQgAAEIAABCEAAAhAoSgJ5E7BatmxpRx55ZBK02bNnm/7i8f369bPx48dbz549vVgl\nZ+/9+/e3Dh06+HMzpSdVwAEEIAABCEAAAhCAAAQgAAEIQAACEIBA0RGoW+gtHjFihLe0GjBg\ngA0aNMiLWCNHjoyanSk9ysgOBCAAAQhAAAIQgAAEIAABCEAAAhCAQFESqOMc2CaKoeXyeyVH\n7OU5b8uUXl4fceJeHhniKyIgJ+4bvTSpoiykFRiB97bpVWAtojn5IiAn7nIkO3PmTJy45+si\nUC8EKklATty1wM+cOXMqWQKnQQAC+SAgJ+7ybyx3MThxz8cVKP46pQNoFhehdhPI2xTCXLFn\nulkzpedaH/khAAEIQAACEIAABCAAAQhAAAIQgAAECoNAwU8hLAxMtAICEIAABCAAAQhAAAIQ\ngAAEIAABCEAgXwQQsPJFnnohAAEIQAACEIAABCAAAQhAAAIQgAAEsiKAgJUVJjJBAAIQgAAE\nIAABCEAAAhCAAAQgAAEI5IsAAla+yFMvBCAAAQhAAAIQgAAEIAABCEAAAhCAQFYEELCywkQm\nCEAAAhCAAAQgAAEIQAACEIAABCAAgXwRQMDKF3nqhQAEIAABCEAAAhCAAAQgAAEIQAACEMiK\nQP2scpVwpjp16pRw7+gaBCAQCDDWAwm2gQD3RCDBFgLFR4DxW3zXjBZDIBBg/AYSbCEAgVwJ\n1HoBq127drkyIz8ErG5djBeL7TZgrBfbFau59tarV88X3rZt25qrhJIhAIEaI1C/fn3jmV5j\neCkYAjVCIIhWjRs3toYNG9ZIHRRa2gSWL19e2h2kd1kRqPUC1pw5c7ICRSYIxAk0b948fsh+\nERBgrBfBRVpDTZRw1ahRI5s7d64lEok1VCvVQAAC1UGgU6dOtnLlSuOZXh00KQMCa45AgwYN\nrH379rZ06VJbsGDBmquYmkqGQLNmzUqmL3Sk8gQwI6k8O86EAAQgAAEIQAACEIAABCAAAQhA\nAALVSuDHH3+06dOnR2VK/J02bZotXrw4iquJnZkzZ9oPP/yQU9GVOSenCmKZEbBiMNiFAAQg\nAAEIQAACEIAABCAAAQhAAAL5JHDYYYdZnz59oia8+OKLtu6669qTTz4ZxX300Uc2bty46Lg6\ndgYNGmT9+vXLqajKnJNTBbHMCFgxGOxCAAIQgAAEIAABCEAAAhCAAAQgAIFCIqApuHvttZet\ntdZaUbO22WYbe+ONN6Lj6tjZfvvtbaeddqqOomqkjFrvA6tGqFIoBCAAAQhAAAIQgAAEIAAB\nCEAAAhCoBgLbbrutPfvss0klySdkdYerrrqquous1vIQsKoVJ4VBAAIQgAAEIAABCEAAAhCA\nAAQgUAoENE3vmWeesXfffdd23HFHGzhwoK2zzjpR166//nrr2LGjdevWza699lrr2bOnHXXU\nUdahQwe/6Mj48ePtzTff9L6rttpqKzv66KOtVatW0fnamTVrlj322GP2r3/9y9Zbbz0bMmRI\nUroOvvzyS7vjjjvskEMO8SvxXnfddX4xonfeecfOOeccGzZsmG9DmRPTREyZMsXuueceO/74\n4+2GG26wb775xgYPHmx777233XzzzaYVH4877jh/5urVq+2hhx6yp59+2n766Sfr0aOH7bvv\nvrbLLrukKfl/UY8++qipbbIai0+F/F+Oyu0xhbBy3DgLAhCAAAQgAAEIQAACEIAABCAAgRIl\n8Mgjj5hEJ4lUsnb661//at27d7cJEyZEPb7pppvsmmuusf3339/uvPNOO+uss7wANHv2bC94\nDR8+3F5++WUvYF100UXWq1cv++STT6Lztaqupu2NHj3aFi1aZBMnTrTevXt7wSrK5HYkYJ1/\n/vn+XDlyV5kKcqCu/VxW9/zss898WRKp/vKXv9itt97qRSqVd8stt/j+al9B7Tr44IP9VMW6\ndeva7bffbrvuuquNHTv2PxnS/BeHAw880LdVfanOgIBVnTQpCwIQgAAEIAABCEAAAhCAAAQg\nAIGiJjB58mT73e9+54WpTz/91O6//377/vvvvbh06qmn2rJly6L+ycH64Ycfbr/88osXbdZe\ne207/fTT7e2337Z//vOfJsFIVkwffPCBF7dGjBgRnfv73//e5s+f7/M+/PDD9tprr9lpp53m\nraKiTCk7stJ64YUXrE6dOrbffvv5/U033TQlV+ZDlaF+SkQ777zzypywcOFCb1X2xz/+0T78\n8EN74IEH7LvvvrPNNtvMLr74Ylu1alWZc2TZJQuy3/72t3bvvfdagwYNyuSpSgQCVlXocS4E\nIAABCEAAAhCAAAQgAAEIQAACJUVA0waXLFlil156qTVs2ND3rV69en7K3cknn5xk8STLJFlX\nNWnSxH71q195QUpTBzXlUJZIIWjqoQSrV155xQtCspp6/vnn/bRCTc0L4aSTTkqaphjiq3ur\n6YybbLKJtWnTJsk5fLwe9U0i14wZM3y0jl966SUvsIlHPEjkk5B3xBFH+OmOqenxvJXdxwdW\nZclxHgQgAAEIQAACEIAABCAAAQhAAAIlR+D999+3Zs2a2UYbbZTUty233NL0Fw/yf9W4ceMo\n6osvvvD+qSRQybdUPMiKS+Hzzz/3IlgikbAtttginsUk/Giqofxv1WSIi2bp6mnRooWfQnjJ\nJZeYrMq23npr22effWzQoEGmFRDjYdq0aXbooYd6qyw5nJfQVROhZkrNsaVfffWV3XXXXSbT\nO6mcqUGma3IaJpO1b7/9NjXZMqWXOYEICEAAAhCAAAQgAAEIQAACEIAABCCQhsD06dOtefPm\naVLKRrVr1y4pUlPyFGSRJSEn/icrLDlilzg0d+5cny9dPW3btvVpNfkvtd3p6tJUwSeffNJb\njkmLufDCC00C1ZFHHun9goVzNH1S/r7kz0tTIKdOnRqSqnWbdwusc88913un32mnnezxxx/3\npmaXX3555JlfHZcX//XXX9+rfjfeeKOHtsMOO3gQmdKrlRaFQQACEIAABCAAAQhAAAIQgAAE\nIFDSBORnSgY2K1asSPLjJKfpcu6+xx572IYbbpiWgbQLBVk4yVAnHuQ3Kkytk9WSQjojnR9+\n+CF+Wt721d5+/fp5yytZi8mvl6ZQypm7pgqKg4Is1bQKo6zGZJ01dOhQv6qi/HRVZ8irBZY6\np5tCnvvPOOMMu+2227wX/aeeeirq45gxY+yAAw7wyznKsZjmVMrjveApZEqPCmIHAhCAAAQg\nAAEIQAACEIAABCAAAQhkICD/VatXr/azwOJZr7zySpMT9jAVMJ4W9iVgderUyTtuT10dUNPs\nWrdubRKvtKLhWmut5cWgcK62Eq/kJytTkBC2fPnyTNkqnR6mUYYVByVGbbfddnb88cf7MiXm\nhRD8hG2++ebegb10Hgla1R3yKmC1b9/ee6/v3Lmz71f9+vWtZcuW9tNPP/ljmdTJ4//AgQO9\nh31FanlKXVAtPZkp3RfCPwhAAAIQgAAEIAABCEAAAhCAAAQgkCUBTZHTyn4Sa2699VbvdP1v\nf/ubXXfdddanTx/bZZddyi1JK+/J+bvcI8lflJyev/XWWybn7Pfdd5+dcMIJXrxSATfffLNJ\nKNKKh++8845fUVCaR7oV/lIrlPN1rSSoNml1wOoO8vUlCyv1WyKWVlHUKoPnn3++n14pf1jp\nwtlnn+2dw2slxq+//jpdlkrH5XUKoYSrIF59+eWXfm7lzz//bHvvvbfvUFD0unTpEnVQ8zSl\n7s2aNSuKKy89vpTkypUr/XzM6CS3I5M33TwECECg9Ano1w0CBEQgmDJ37NgRIBCAQBES0A+e\nPNOL8MLRZAg4Ak2bNvV+gYABgVwJpPOVnWsZueTXZ83EiRPtmGOO8S6NZI2lcNBBB9n1118f\nTQMsr8zDDjvM6xajR4+2vn37+mwqU1PrJPCEMGDAAC9iydeUfEvJquoPf/iDF8/+/e9/h2xp\ntypHM9mOO+44P7aGDBmSNl9VIiVcSTf505/+5IvR92g5mH/99detPD9d0mvGjRvnhT71VyJb\n+P5dlbbo3LwKWKHxs2fP9tAXL17sLazkxV9BSzU2atTI/4W82srh2bx587wqWVF6/Bzty4wv\nHlRONspm/Bz2ISACNbWqAnRrjgBjvebYFlvJ+mKgD1HuiWK7crQXAu6Lq/vyr8D45W6AQHER\n0Oeuvj9LBAhCQHH1gNbWRgL6seThhx/2llSyJOratWvkqzvweO+998Juma1WINSfDHM0e2zd\nddf1KxumZpTIo79vvvnGNEstnVP3/v37R26UwvkyxpF4pRlsOi/boBluwSVT6jkSpuJBfrwU\nJ8f00mfUB+ko8ZB6jtI0BbMmPqsLQsDq0KGDPfPMMyYrrAsuuMArklqqUaZ3spxKDQIh9T5T\nevw8feGR9/zUoItAgECuBNI9VHItg/xrlkBYDWTN1kpthUhAvxbpxw99kSjvw7sQ202bIACB\n//wYqe+GPNO5GyBQXAT03qYX7KVLl1qqT6Di6gmtzReBZs2a5atqbzUYn92Va0NkSJNqTJOu\nDIlDuQb9MCs9paaDxm8uIllNtacgBKzQOXnxl0Kp+aKLFi3ygCRWyTJLglUIeuhp6qFEqYrS\nQ362EIAABCAAAQhAAAIQgAAEIAABCECgFAnceOONaVczTO2rrKfkm6pYQ14FLDkwk7lZ8Gov\niBKuZFYqM1OZ6Emkmjx5svd2r3Q5dVe6/F5pbmVF6cpPgAAEIAABCEAAAhCAAAQgAAEIQAAC\npUpA0xS1smGmoBUQiznkLGDdfvvt9vHHH5um+KULmiM6atQomzJlSkYHfXJmJgdojz32mMmD\nvYSqBx980Ds5CxZX/fr1s/Hjx1vPnj29WCVnYJr/GczkMqWnayNxEIAABCAAAQhAAAIQgAAE\nIAABCECgFAicc845pdCNjH3ISsCSk/Xly5f7wuSk7M0337Tp06eXKVx55Gfq22+/9fObmzRp\nUiZPPEJO0SR2XXXVVXbFFVf4Ovbaa6/Iw73yjhgxws477zyTd375LJHH+5EjR0bFZEqPMrID\nAQhAAAIQgAAEIAABCEAAAhCAAAQgUJQE6jgHtolMLZe11WmnnZYpW5S+5ZZbWkXe+KOM/92R\nM06ZvLVr165cqy35vZKDsvKct2VKT60zHOPEPZBgmwsBOXHf6KVJuZxC3jwTeG+bXnluAdUX\nCoHgxF2fO1l8BBZKs2kHBCDgCMgJLk7cuRUgUHwEghN3uYvBiXvxXb9CaLF0gJYtWxZCU2hD\nHglkZYE1evRo/2VhxYoV9sILL/i5lUOGDCnTbPmjatOmjR188MFl0iqK0Hnyd1VRyHSzZkqv\nqGzSIAABCEAAAhCAAAQgAAEIQAACEIAABAqXQFYClhTzM8880/di4403tk8++cRqyxzLwr10\ntAwCEIAABCAAAQhAAAIQgAAEIAABCNQOAlkJWHEUhxxySPyQfQhAAAIQgAAEIAABCEAAAhCA\nAAQgAAEI1CiBnAUstUYrBf7973/3UwmXLFmS1ofIvHnzarThFA4BCEAAAhCAAAQgAAEIQAAC\nEIAABKqbwPz586u7yIzltW7dOmOe2p4hZwHr1VdfNVlhaYVBrQjYsWNHq1OnTm3nSP8hAAEI\nQAACEIAABCAAAQhAAAIQKBEC9Ucdt8Z6svLKa9dYXcVcUc4C1gMPPGCNGze2d9991zbaaKNi\n7jtthwAEIAABCEAAAhCAAAQgAAEIQAACECgCAnVzbeOMGTNs2223RbzKFRz5IQABCEAAAhCA\nAAQgAAEIQAACEIAABCpFIGcBS+KVrK8WL15cqQo5CQIQgAAEIAABCEAAAhCAAAQgAAEIQAAC\nuRDIeQrhkCFDbNy4cXbuuefahRdeaA0bNsylvoLLKx9eBAjkSgC/b7kSy39+xnr+r0GhtKBu\n3f/8dtOhQ4dCaRLtgAAEciBQv35974M1h1PICgEIFAgB+VGWOxoCBHIlsHTp0lxPIX8JEshZ\nwHrhhRdMX/ovvfRSu+qqq6xr167WrFmzMmg++OCDMnGFGDFr1qxCbBZtKnACzZs3L/AW0rxU\nAoz1VCK197ht27bWqFEjmz17dtpVdGsvGXoOgcIn0KlTJ1u5cqXNmTOn8BtLCyEAgYhAgwYN\nrH379qYV7BcsWBDFswOBbAmk0xyyPZd8pUMgZwFr3rx5tmzZMttuu+1KhwI9gQAEIAABCEAA\nAhCAAAQgAAEIQAACEChYAjkLWMOHDzf9ESAAAQhAAALFSqDT408Xa9NrZbvf26ZXrew3nYYA\nBCAAAQhAAAIQ+B+BnJ24/+9U9iAAAQhAAAIQgAAEIAABCEAAAhCAAATWBAG5arrsssuqtaof\nf/zRzjvvPPvll1+qtdyaKAwBqyaoUiYEIAABCEAAAhCAAAQgAAEIQAACEKhGAu+//75dcskl\n1Vii2cyZM/0ifcUgYOU8hfDyyy+3K6+8MiOwadOmZcxDBghAAAIQgAAEIAABCEAAAhCAAAQg\nAAEIZCKQs4Cl1SN69OiRVO6qVavs22+/NYlWbdq0sUMPPTQpnQMIQAACEIAABCAAAQhAAAIQ\ngAAEIACBqhN46aWX7Nprr/Urag8ePNgOPvjgqFAtuiejo7feesuv+vmrX/3KTjrpJOvevbvP\ns3z5crvpppvsueeesy5dutj+++8fnVvoOzkLWEcccYTpL134+uuvbe+997bOnTunSyYOAhCA\nAAQgAAEIQAACEIAABCAAAQhAoJIE5s2bZ4cccoiNHDnSpk+fbocffrifBqhjBWkyCxYs8Ivv\nLV261MaNG2dPPPGEffHFF1a3bl077rjj7LHHHrPRo0fb559/XlQGSDkLWBUxXn/99e2ss86y\nE044wSt89erVqyg7aRCAAAQgAAEIQAACEIAABCAAAQhAAAJZEli5cqXdeuut1r9/f39G06ZN\nvRP2Y4891ubPn28dO3a066+/3nr27OnTZYG177772uzZs00O22+55Rb7+OOPbZNNNvHpm266\nqddvsqw+r9mq3Yl7t27dbOHChV7dy2vPqBwCEIAABCAAAQhAAAIQgAAEIAABCJQQAQlWffv2\njXq011572dy5c71Lp3bt2tn9999vmkYokeuMM86wCy+80OddsmSJyQn8WmutFYlXSghCWFRg\nAe9UqwXW4sWL7brrrjNZXq2zzjpZd/uHH36wV155xZ+30047+XmY8ZMliE2aNMkLY7179y5T\ndqb0eFnsQwACEIAABCAAAQhAAAIQgAAEIACBYiQgv+SNGzeOmi6LKwWJVpoyOGjQIHv11VdN\n2srOO+/spwjqWEEWWqtXr/a+s+rUqePj6tevVlnIl1lT/3Ju6c033+xNzlIbtGLFCq/4Sfkb\nMmSISRXMJvz5z3+2N954w3bZZRebOnWqN3WTQrjjjjv60xV31FFHmaYnrr322nbjjTd6BXGH\nHXbIKj2bNpAHAhCAAAQgAAEIQAACEIAABCAAAQgUOgEtoCc/WFpAT0HO2GVEtN5669nDDz9s\nEydONPkn1+w4BcUpSLjaeuutbdasWd4Sa6uttvLxyl8sIWcBSx7rFy1aVKZ/ArbZZpt5h2Gj\nRo0qk54u4rPPPrOXX37ZHnjgAT9PU3nOO+88u+qqqyIBa8yYMXbAAQeYypRCeNttt9nYsWPt\n3nvv9ceZ0tPVSxwEIAABCEAAAhCAAAQgAAEIQAACEChGAhdccIFdfPHF9vbbb3sDo2HDhnmr\nrE6dOtmqVau8rysJWNOmTfN+ytVHWWdtu+22Jp9X559/vl199dX2008/+RUJi4VBzj6w5LH+\no48+KvOnuZQvvviin2OZrfWVVENZVwWTN0GTCjhz5kxv0iZrrk8//dQGDhzoxSqla4lHTTn8\n5JNP/FLGErYAAEAASURBVDzPitKVnwABCEAAAhCAAAQgAAEIQAACEIAABEqBgJyySzNp3bq1\nnyK45ZZb2qWXXuq7Jt9YQ4cOtT322MM6d+7sZ7r95S9/8Xnfe+89L3I9/vjjXlPZcMMNbfvt\nt/cO3ouFS84WWKFj8nwvwUpWVJo+KGj6E8Rsg6YBhqmA4RyZr8lbvqytdFEUunTpEpJNTska\nNmzozd5CZHnpUhZDkAo5ePDgcOi3EsZ++9vfJsVxAIFsCGj5UUJxEdCzgwABESimef5csf8Q\nYPxyJ8QJyOqfeyJOhH0IFD6B4GtHfnsaNGhQ+A2mhQVHQJoDwezII4/0f2Ih6yl9JrZq1SoJ\nzbhx47xv8jlz5kRayiGHHBLlWXfddb0bJ61K2KJFCy9qXXTRRVF6Ie9USsB65513bIjzc6Wl\nF1PDX//6V2+FlRqfzfF9991nH3zwgfdzpfwzZsywRo0a+b/4+YIs6y2JUhWlx89JJBLemise\nJz9bhfYAXTTksHgT2S9kAgcfXsito20pBAptrKc0j0MIQKACAozfCuDUwiS9CHNP1MILT5dL\ngoB+BOaH4JK4lGu8EwhYZZG3bdu2bOR/Y2T0Ezf0SZexQ4cO6aILOi5nAUte62W5JAusyy+/\n3LQqYPPmze2bb76xf/zjH3bmmWd6BW/06NE5dVzn3nXXXSblTyZxCvpyonpSg4QrTVPMlB4/\nT7+4a9phapBIVkihRSE1hrZAoIQIBIvOEuoSXakkgYo+7CtZJKfVMAHGbw0DLqLi5dtD3w31\nqzIBAhAoHgJ6b9PKaVq1fsGCBcXTcFpaMASaNWtWMG2hIfkjkLOApVUIJWK9++671qNHj6jl\nW2yxhXe2fswxx/iVBLMVsOQJ/+9//7s9//zzdtlll3kfWKFQPeQkVulBF/erpYee5nNKlKoo\nPZTDFgIQgAAEIAABCEAAAhCAAAQgAAEIQKB4CeTsyEdT/OQYLC5exbs/fPhw++KLL7xTsHh8\nefvynv/aa6950Sss4xjydu3a1YtUkydPDlF+GqBEL5nDZUqPTmIHAhCAAAQgAAEIQAACEIAA\nBCAAAQhAoGgJ5CxgyUnY8uXLy+1wSJNlVKbw1FNPecsr+dNauHCh938lgUx/Ol/OyPr162fj\nx4+3X375xS/7KIdk/fv3N83XzJSeqX7SIQABCEAAAhCAAAQgAAEIQAACEIAABAqfQM5TCLfd\ndls7+eST7c033/RLLsa7KEfpl1xyiZ/f3K1bt3hS2v0JEyb4+LDkYzzTM88846cNjhgxws47\n7zwbMGCAd9jeq1cvGzlyZJQ1U3qUkR0IQAACEIAABCAAAQhAAAIQgAAEIACBoiSQs4A1bNgw\n77xd0wiPPvpoL2K1bNnSO3G/9dZbvW8sOWTPJtxyyy0Zs7Vp08auuOIK7+xP1l+pztsypWes\ngAwQgAAEIAABCEAAAhCAAAQgAAEIQAACBU0gZwGrSZMmNmnSJDvqqKPsqquuSuqcxKRrr73W\n/vCHPyTFV8eBRLKKQqb0is4lDQIQgAAEIAABCEAAAhCAAAQgAAEIBAIrr7w27LItEAI5C1hq\ntxyoy3/V999/752qz5071zbYYAPr2bOnNW/evEC6RjMgAAEIQAACEIAABCAAAQhAAAIQgAAE\nSoFApQQsrQKo6X/du3f3TtYF4sEHH7RTTjnFTjvtNNtnn31KgQ19gAAEIAABCEAAAhCAAAQg\nAAEIQKAWEtj436+vsV5P6bPDGqurmCvKeRXCFStW2NZbb23Dhw+3L7/8Muq7/FO99dZbtt9+\n+9ndd98dxbMDAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGqEMhZwHrxxRfto48+sscff9yOPfbY\nqO5BgwbZd999Z3vttZf96U9/MllpESAAAQhAAAIQgAAEIAABCEAAAhCAAAQgUFUCOQtYjzzy\niO26667e0iq18rZt29qJJ55oP/74o02dOjU1mWMIQAACEIAABCAAAQhAAAIQgAAEIAABCORM\nIGcBSzU0aNCg3IokYik0bNiw3DwkQAACEIAABCAAAQhAAAIQgAAEIAABCEAgWwI5C1i77bab\nvfDCCzZp0qQydWja4KWXXmodO3a0bt26lUknAgIQgAAEIAABCEAAAhCAAAQgAAEIQAACuRLI\neRXCvffe23r37m19+/a1wYMH25ZbbmktWrSw6dOn24QJE2zKlCl211135dqOvOVv165d3upO\nV/HydJHEQQACVSZQaGO9yh2igEoTqF8/54++StfFidVDgPFbPRxLpRQtHMQ9USpXk37UFgJ1\n6tTxXW3cuHGFs3lqCw/6mTsBLSZHgEDO3+KbN29uzz33nF+FUP6w4isOyupKx7/73e+Khuy8\nefMKqq3NCqo1NAYCpUOg0MZ66ZAtvp60bt26+Bpdy1vM+K3lN0Cs+7LyX7VqlXFPxKCwC4Ei\nIKAfjyQ8L1u2zBYuXFgELaaJhUagSZMmhdYk2pMHAjkLWGqjlPPbb7/dEomEd9Yu66v11lvP\n1l57bQvqeh76UqkqWS2xUtg4CQJFR4CxXnSXjAZDICLA+I1QsPNfAtwT3AoQKC4Cem9U0Jbx\nW1zXjtZCQASuueYa23777f1fPonk7AMr3liJVeuvv77tsssu1rVr16ITr+J9YR8CEIAABCAA\nAQhAAAIQgAAEIAABCEAgmcDVV19tr7/+enJkHo6qJGDlob1UCQEIQAACEIAABCAAAQhAAAIQ\ngAAEIFDLCFRqCmEtY0R3IQABCEAAAhCAAAQgAAEIQAACEIBA3gl8/fXXduutt9rbb79t2223\nne25557eT/n555/v2yZfkTfffLM988wz3m+kFuAbOXJktIBCpnQV8uyzz9p9991nCxYssGHD\nhuW9z6EBWGAFEmwhAAEIQAACEIAABCAAAQhAAAIQgECBEpg7d67tscceXrA64IAD7KWXXrIB\nAwbYAw88ELV46NChdvrpp9tGG21k2267rf3tb3+zffbZx/ugU6ZM6U8//bSpbPms0/nKP23a\ntKj8fO5ggZVP+tQNAQhAAAIQgAAEIAABCEAAAhCAAASyIHDZZZfZ4sWL7dVXX/U+yEeMGGGb\nbrpptDjCW2+95Rfce+SRR7wIpSIlXskBu+K08J4W5CsvfdCgQXbiiSfamWeeaX/5y198iwYP\nHmw9evTIonU1nwULrJpnTA0QgAAEIAABCEAAAhCAAAQgAAEIQKBKBDRtUIKUFtQLYf/99w+7\n9t5771mjRo28lVaIlBVVp06dTOJWpvRFixbZF198Ybvvvns43dZbbz0ErIgGOxCAAAQgAAEI\nQAACEIAABCAAAQhAAAIVEtAUwm7duiXlad26dXQ8f/5803GzZs2iOIldHTt29P6wMqUvXLjQ\nW3OtXLkyOl87DRo0SDrO1wEWWPkiT70QgAAEIAABCEAAAhCAAAQgAAEIQCBLApou+O677ybl\nlrP2EDbccEP78ccf7f333w9RNmPGDPvwww9tq622skzpstTSn5y4hzB79mx/fjjO57ZgBCx5\nwr/tttu8l/tUIFIB5UhMjsm+/fbb1GTLlF7mBCIgAAEIQAACEIAABCAAAQhAAAIQgEARERg9\nerRfXfCkk07yotI555xjkyZNinqg6YXdu3f3/qs0FfD777+30047zVtg/d///Z+fflhRugoa\nMmSI3X333fbiiy/avHnzTHXIoXshhIIRsK677jobN26c/fLLL0lcpk6dagMHDrQJEybYxx9/\n7D3gv/7661GeTOlRRnYgAAEIQAACEIAABCAAAQhAAAIQgECREth6663t0UcftX/961/Wp08f\ne+ONN2zYsGHWuHFj36MmTZrYY489ZtOnT7eNN97YW1x98sknNnHiROvcubNlSlchF110ke21\n11623377+XMkgqneQgh5X4VQ5m3ypJ9qBhfgjBkzxnvPHzVqlHdUJiutsWPH2r333uuPM6WH\ncthCAAIQgAAEIAABCEAAAhCAAAQgAIFiJfDBBx/Y+uuv752xhz6ccMIJ3sIqHG+++eb2zjvv\n2E8//eQ1kzZt2oQkv82UXrduXbv55pvt6quv9gZG7du3Tzo/nwd5t8D629/+5s3RLr744jIc\n5KDs008/9RZYwcu+POz/8MMPJhUxU3qZAomAAAQgAAEIQAACEIAABCAAAQhAAAJFSOCVV16x\nHXfc0U8b1Oy1xx9/3M9kO+SQQ8r0pm3btpYqXsUzZUqXVVchiVdqe94tsE4//XRba621bNq0\naXGWfn/mzJl+26VLlyitXbt21rBhQ5s1a1YUV166HJyFIB9bp5xySjj0291228323HPPpLh8\nH6zKdwOoHwIlSiC+OkeJdpFuZUmgfv28f/Rl2VKyBQKM30CCrQjUq1fPr7AEDQhAoHgIBGOE\nRo0aMX6L57IVVEv1Pk8wGzFihH333Xc2fPhwmzJlivXo0cNP+Rs6dGitwJP3b/ESr8oL8pav\nh5z+4qFFixbemZhu4orS4+esXr3annjiiXiUF84GDBiQFJfvg2QPYPluDfVDoHQIaL43AQIQ\nKE4CjN/ivG411Wq9CHNP1BRdyoVAzRLQj0j8kFSzjEu19MWLF5dq13Lql8aPZq/pb9myZWW0\nkpwKK8LMeRewKmLWoEEDW7lyZZksEq6aNm1qmdLjJyqvHJfFg4SwuCVXPC1f+03zVTH1QqDE\nCRTaWC9x3AXdPax5CvrypG0c4zctlloZ2aFDB//dUKsiESAAgeIhoJduTVeSCJG6aFfx9IKW\n5pNAcFKezzYUWt2phj6F1r6aaE9BC1iabymxSg86CVYhLFiwwHvD14OwovSQP2y7du0adqOt\nrLwIEIBA6RPQs4IAAREolGWAuRrZE2D8Zs+qtuTknqgtV5p+lgoBOYVW0Gcw47dUrir9gMCa\nJ1DQApYEJ4lUkydPtu22287TkVN3TQeU3yv5wqoofc3jpEYIQKC2Emhx+sm1tetF1+8VavHB\nhxddu2kwBCAAAQhAAAIQgAAEajOBvK9CWBH8Vq1aWb9+/Wz8+PHe1HTp0qXew37//v1NJuSZ\n0isqmzQIQAACEIAABCAAAQhAAAIQgAAEIACB4iBQ0BZYQigv++edd57J2brmePbq1ctGjhwZ\n0c2UHmVkBwIQgAAEIAABCEAAAhCAAAQgAAEIZEFgSp8dsshFljVJoGAErO7du9srr7xSpu9t\n2rSxK664wuT3SssmN2vWLClPpvSkzBxAAAIQgAAEIAABCEAAAhCAAAQgAIEKCLDoTwVw8phU\nMAJWJgYtW7asMEum9ApPJhECEIAABCAAAQhAAAIQgAAEIAABCECgYAkUtA+sgqVGwyAAAQhA\nAAIQgAAEIAABCEAAAhCAAATWGAEErDWGmoogAAEIQAACEIAABCAAAQhAAAIQgAAEKkMAAasy\n1DgHAhCAAAQgAAEIQAACEIAABCAAAQhAYI0RQMBaY6ipCAIQgAAEIAABCEAAAhCAAAQgAAEI\nQKAyBBCwKkONcyAAAQhAAAIQgAAEIAABCEAAAhCAAATWGAEErDWGmoogAAEIQAACEIAABCAA\nAQhAAAIQgAAEKkMAAasy1DgHAhCAAAQgAAEIQAACEIAABCAAAQhAYI0RqL/GairQilq1alVQ\nLVtdUK2hMRAoHQI1PdYZu6Vzr9CTwiNQ0+O38HpMiyoiUK9ePeOeqIgQaRAoPAJ16/7HbqJh\nw4aM38K7PEXRotWr+bZdFBeqhhtZ6wWsJUuW1DDi3IpvlFt2ckMAAlkSqOmxztjN8kKQDQKV\nIFDT47cSTeKUPBFo0qSJ6SWGeyJPF4BqIVBJAhKeGzdubCtXrmT8VpJhbT+tQYMGtR0B/XcE\nar2AtXz58oK6EXgJLqjLQWNKiEBNj3XGbgndLHSl4AjU9PgtuA7ToAoJJBIJ456oEBGJECg4\nAkF8kADN+C24y1MUDQr3UFE0lkbWGAF8YNUYWgqGAAQgAAEIQAACEIAABCAAAQhAAAIQqA4C\nCFjVQZEyIAABCEAAAhCAAAQgAAEIQAACEIAABGqMAAJWjaGlYAhAAAIQgAAEIAABCEAAAhCA\nAAQgAIHqIICAVR0UKQMCEIAABCAAAQhAAAIQgAAEIAABCECgxgggYNUYWgqGAAQgAAEIQAAC\nEIAABCAAAQhAAAIQqA4CCFjVQZEyIAABCEAAAhCAAAQgAAEIQAACEIAABGqMAAJWjaGlYAhA\nAAIQgAAEIAABCEAAAhCAAAQgAIHqIFC/OgqhDAhAAAIQgAAEIAABCKwJAt2embgmqqGOaiLw\n3ja9qqkkioEABCAAgdpOoCQErIULF9qkSZNM2969e9s666xT268r/YcABCAAAQhAAAIQgAAE\nIAABCEAAAiVDoOinEE6dOtUGDhxoEyZMsI8//tiGDh1qr7/+eslcIDoCAQhAAAIQgAAEIAAB\nCEAAAhCAAARqO4Git8AaM2aMHXDAATZq1CirU6eO3XbbbTZ27Fi79957/XFtv8D0HwIQgAAE\nIAABCEAAAhCAAAQgAAEIFDuBorbAmjt3rn366afeAkvilcL+++9vP/zwg33yySfFfm1oPwQg\nAAEIQAACEIAABCAAAQhAAAIQgIAjUNQWWDNnzvQXsUuXLtHFbNeunTVs2NBmzZplm266aRS/\nevVqu+aaa6Jj7Wy99dbWqxeOJZOgcACBEiXQvHnzEu0Z3YJA6ROo6fFb5/gRpQ+xRHq4SP04\n+PAS6U3t6EZNj1+747baAbLIeylbg6X1G9gGnbsXeU9qV/O/2HXn2tVhelvwBIpawJoxY4Y1\natTI/8VJt2jRwubNmxePslWrVtm1116bFCd/WX369EmKy/vBbXflvQk0IDsC/5FPs8tLrlpA\ngLFbVBeZ8VtUl6vmG8v4rXnG1VgD47caYZZCUcceXwq9qDV9YPzWmktd7R1dvHhxtZdJgcVH\noKgFrAYNGtjKlSvLUJdY1bRp06T4+vXr2z/+8Y+kuLXXXts0DZEAgVwJNGnSxN9jCxYssBUr\nVuR6OvkhAIE8EtCPHLLU5fmfx4tA1RCoJIG2bdv6HyV//vnnSpbAaRCAQD4I1KtXz1q3bm1L\nliwxhIh8XIHir1Pf3QgQKGoBq3379v5LjB6CccFKokLnzp2Trq58ZO28c1kTSFlxESCQK4Hw\nAJWAunz58lxPJz8EIJBHAolEwtcu8Tns57E5VA0BCORIQOOWz94coZEdAnkmIMMDBbl1Yfzm\n+WIUafXhHirS5tPsaiJQ1E7cu3btarKsmjx5coRDTt31YIz7xYoS2YEABCAAAQhAAAIQgAAE\nIAABCEAAAhAoOgJFLWC1atXK+vXrZ+PHj7dffvnFli5dauPGjbP+/ftbhw4diu5i0GAIQAAC\nEIAABCAAAQhAAAIQgAAEIACBsgSKWsBSd0aMGOF9mQwYMMAGDRrkLbJGjhxZtqfEQAACEIAA\nBCAAAQhAAAIQgAAEIAABCBQlgaL2gSXibdq0sSuuuMLk90rOAZs1a1aUF4JGQwACEIAABCAA\nAQhAAAIQgAAEIAABCKQnUMc5wvyPN9v06cRCAAJpCNx5551+VcsxY8ZY79690+QgCgIQKFQC\np556qr399tv2xBNPmFYUJUAAAsVDQG4iunXrZjfffHPxNJqWQgACNmXKFDv22GPtoIMOsuOP\nPx4iEIAABCpFoOgtsCrVa06CQBUJyOJv+vTp3u9aFYvidAhAYA0TmD17th+/WvCDAAEIFBcB\nffY2atSouBpNayEAAb/yoMbv/PnzoQEBCECg0gSK3gdWpXvOiRCAAAQgAAEIQAACEIAABCAA\nAQhAAAJFQQABqyguE42EAAQgAAEIQAACEIAABCAAAQhAAAK1lwBTCGvvtafnVSCw7rrr2u67\n727t2rWrQimcCgEI5IPAVlttZY0bN/ar1uajfuqEAAQqT2C33XazTp06Vb4AzoQABPJCoFWr\nVv67c48ePfJSP5VCAAKlQQAn7qVxHekFBCAAAQhAAAIQgAAEIAABCEAAAhAoWQJMISzZS0vH\nIAABCEAAAhCAAAQgAAEIQAACEIBAaRBAwCqN60gvIAABCEAAAhCAAAQgAAEIQAACEIBAyRLA\nB1bJXlo6VtMEXn75ZWvRooXJnw4BAhAoHAKrV6+2jz76yN5//31ba621TD5zGjVqVGEDV65c\naW+99ZZ9/fXXtvnmm9sWW2xRYX4SIQCBmiUwZ84ce/TRR+3II4+0evXqVVjZpEmTbNGiRUl5\nevbsad26dUuK4wACECh8AvPnz7dXX33VFixYYLvssoutvfbahd9oWggBCKwxAvjAWmOoqaiU\nCOjF+MQTT7Sjjz7aDj300FLqGn2BQFET0EvvsGHDvGDVq1cve+2116x58+Z24403WsuWLdP2\nTV+WjzjiCGvfvr2tv/769sorr9iAAQPs+OOPT5ufSAhAoGYJJBIJO/nkk+3NN9+0iRMnWsOG\nDcutcNWqVdavXz//g1L9+v/7XXb48OE+vtwTSYAABAqOwFdffeXHfufOnf0PUC+99JIdfvjh\n9oc//KHg2kqDIACB/BD43yd9fuqnVggUFQFZadxxxx3+r06dOkXVdhoLgdpAYMKECdalSxe7\n7rrrfHeXLFliBx10kN13331ecE7HQGNaX5Ylcim8/vrrdsopp9jBBx/sv0CnO4c4CECg5gho\nHH/yySdZVfDdd9/Z8uXL7ZZbbmFl4KyIkQkCVSfwww8/mCwf99lnH/8jUdVL/E8J119/vcl6\n8q9//auP0OfxOeecY7/5zW+8SF1d9VAOBCBQvAQQsIr32tHyPBB48skn7YknnvAfrOEFOQ/N\noEoIQKAcAk2bNvXWVCG5SZMmtvHGG5u+bJcXdt11V9t3332j5DZt2vj9efPmIWBFVNiBwJoh\nMHXqVLvtttvsj3/8o1166aUZK/3iiy+89WS7du0y5iUDBCBQPQQ0rfeRRx6xm266yfbee2/7\n9a9/beutt15S4XK18csvvyTFhYM999yzjGWlPqffeOMNu+uuu0I26927t40fP94aN24cxbED\nAQjUbgIIWLX7+tP7HAnsvPPO/kVX0xQQsHKER3YIrAECmgoYDz/99JO99957dtxxx8Wjk/aD\nv6tly5Z5v1l6eVZcjx49kvJxAAEI1CyBFStW2HnnnWea/pet35svv/zSW2Zcfvnl3iJEArSe\nA//3f/9Xs42ldAjUYgLyL3nnnXf6z9eHHnrIhg4d6v1HSsjq06eP91unH3xnzJiRlpJ8W6VO\nDZY1pYQxzXCQeD1t2jTbZJNNbMiQIdagQYO05RAJAQjUPgIIWLXvmtPjKhDgF94qwONUCKxh\nAppWdO6551r37t1t0KBBGWuXw+ibb77ZJGRdcMEFVrcuC/VmhEYGCFQjAY2/jh072gEHHGDv\nvPNOViV//vnnJqFagvNOO+1kTz31lJ111ll2ySWX2I477phVGWSCAAQqR0ALGelPY/Cxxx7z\nn51bb721H38XX3xxToXKh6UsrTSFf9ttt7VtttnGW3nJ7+wNN9zAZ3JONMkMgdIlgIBVuteW\nnkEAAhCotQS0etEZZ5zhVzEaO3Zs9Ovt448/njSlQcJWmJogn1cHHnigd+J+9tln25lnnmn9\n+/evtQzpOATWJIF3333Xi0+ygEwX9IL87LPPRkkSunbffXcvUmvl0TD1d4cddjBZZcnvHQJW\nhIsdCNQYAU0T1GILzzzzjGna/nbbbefr+uabb0xWlemCFkxJXV1Ufma1mqisuQYPHuxPk5B1\n7LHH+qmFjOd0JImDQO0jgIBV+645PYYABCBQ0gT0K65WCW3WrJldc8011qpVq6i/zz//vM2a\nNSs6lkAVBCxFanrwbrvt5n3dvfDCCwhYESl2IFCzBLSIgnzYBauNn3/+2VcoMVmrgnbt2tVk\nJRmCfNtJwIqP75CmF12tJkqAAARqjoD8z2n6oITldddd168WuMcee0RTA/UjkKYFpguy1mrd\nunVSUocOHfyx/FKGsNlmm/kVhL///vsQxRYCEKjlBBCwavkNQPchAAEIlBKBH3/80UaOHGkb\nbLCBt8xo1KhRUveuuOKKpGMdSOySfztZYIWgX5RbtmwZDtlCAAI1TGC//fYzLZwQghw6T548\n2S/C0LZtW+8g+u677w7J0fa0007zFh9apSyEDz74wK9GGo7ZQgAC1UtAVo5HH3209e3b12Tl\nvPnmm5epQD6yEolEmXhFpFpfKU4imMLMmTOjBVRmz57tLalDms/APwhAoFYTQMCq1ZefzkMA\nAhAoLQJ///vfbdWqVV6MmjJlStQ5iVGpKySFRIlXWvVIfjtk5fH000/7F+fzzz8/ZGELAQjU\nMAH5vYoH+cDSyr+HHXZYZNERTw/78r9zxx13WK9evWydddYxTRPW2JcPLAIEIFAzBOTEfcKE\nCX4F0PJqyNWPZJcuXbwgduWVV3on7rKIvuWWW7xfvE033bS8aoiHAARqGQEErFp2wekuBCAA\ngVIlIIuN1157zXdv1KhRSd3UUtyXXXZZUlw40IvzRx995Fc60qpI+tI8evRoP5Uw5GELAQgU\nJoGBAwfahx9+6P3maPzK6lJO3PGXU5jXi1aVBoEWLVr41T+ruzennnqqjRkzxrSaoay0tBqp\nfpjS9GICBCAAARGo40w709t2wgcCEIAABCBQiwho2qCcv+uX5XTTG2oRCroKgaIjIOfPCxc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Qxi2zMvONrmf0uYJQ2vZo4DSMV6tNjYsLYOkuedkXK9ovVF9BxexxmmfwCa0/4rYt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\nexZK+L6rK+c62q7KtsBKeq6ju0KH/SB48ogAAggggEB9F9Avo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NWyZcuUC7ilXI4oX++rr75KuSCcn5cLbvnn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\nhJk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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "grid.arrange(number_credits_p,present_residence_p,other_debtors_p)" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "number_credits_bp<-german %>%\n", " select(credit_risk, number_credits, amount) %>%\n", " ggplot(aes(x=number_credits, y=amount, fill=credit_risk)) + geom_boxplot()\n", "\n", "present_residence_bp<-german %>%\n", " select(credit_risk, present_residence, amount) %>%\n", " ggplot(aes(x=present_residence, y=amount, fill=credit_risk)) + geom_boxplot()\n", "\n", "other_debtors_bp<-german %>%\n", " select(credit_risk, other_debtors, amount) %>%\n", " ggplot(aes(x=other_debtors, y=amount, fill=credit_risk)) + geom_boxplot()" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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FOnTq5njrofqhtjZJk7d66dccYZrlWWUvoo0FUapXT2Who1ZZ8I/L+AkswVVvIH\nXQpbj/mFC+jNJ1ZzUG1RoUIFU9I/CgIIIIAAAggggAACCCCQrQILFy405S9OpCipemRRlzwV\ntchSICfyr1mzZi4Ru5cXWevFOo5yO5Z2yV/vWMdTV0Hl7FLLMeX2uvXWW13OLuW4irz3Vs+d\nCy+80Pbff3/XBdLL3RVrnyWZl3QLLLXM+PHHH10ULtaB1W9Tib50k6sLRkEg1QLLli1L9S7Z\nX4SA3kwLG9tB87WcggACCCCAAAIIIIAAAghkq4DyTCm3lVKp6Ed8ryiJu5KgH3HEEdaqVStv\ndtT/LVu2dNNq4aSR3SOLGgp4vYbUcEBFgaH8ZdGiRflnZWRa9e3Zs6dreaV7QeX1UhdKxYXU\nVVAOKmqppnxZajXmJZnXqIoasCGVJaEAlgIGGkpRZcqUKW4YSEUk8xeto+icLsCmTZtyIoCl\nZoWU9AoUFlzxauHna6LRKFTUxDTyjdCrux/+1xut3nQLyyem0TH8bOwHQ+qQHQLly//3I1Ij\nEWqQCAoCCPhXwLsZ4PPJv9eImiHgCXhdi3i9eiL8n4hAqgMhRR1T+aueeOIJl7hcrY+8ct99\n99mdd97pEqfHC2DtsssuLnG7uglGjp6obnYaUVAJ3TW6oXJPKRikRkBeUfBKebK0j3hFn31e\nnCbeesVdpm6UGmFQra4UtNI16Ny5s11yySU2ceJENyKjt2/vPrd9+/Yugf0tt9ziAlpaN5Ul\noQCWEpApE35kadKkSeRk1GP1CVUisFwoRQVTcsEg3eeoNwCvWWasY/v5mkTWLfJxrPPI5Dzd\nsMcquqFXE1c/1z1WvZmHQEkE9HznOV8SQbZFIH0CvFbTZ82RECipAK/Xkgrm1vbpDmCpi5xG\nYVcARkEi5X9SY52RI0fawQcfbIccckihF0ANFZT8XQnNlS/qhhtuMN1faVS+sWPH2nXXXeeC\nV9rBqFGj3Doa8dBLDq8k7oWldIk8qGIuGklQddLo8crFlcqiuI5aWClgp2CZGjJoQLXbb7/d\n3RNqpPpYRQN/vfjiiy6Q1bt3b9c4ItZ6xZmXUABLibvUv1HN5wSkpm7nhoZGzF90cyvEvn37\n5l+UtdMbNmzI2nPz64kpgbhGPohV9MLy8zXRL05qfaUWiqUZLY9lk+i8P//803UTjrW+bCdM\nmOCGk421nHkIZJOAvnzo1yQNbJDIl4hsOnfOBYGgCeizVd9D/fwdIGim1BeB0hJQyysFI3i9\nlpZwdu433S329JnywQcf2EUXXWTnn39+uDX+iSeeaA8//HC4G2Bh2meeeab7HqlYSrdu3dxq\n2ud5550XNbK7Ak8KYinXlJKf6372r3/9qxs067PPPits926+AkVXX321DRgwwAXIYsVo4u4g\ngYUK4qmr4OWXX+7W1mtXCea/+uorKyxPl74/P/744y7Qp/NVDClVAcgyoch3XgL1Dq+iiKGi\nbjfddFN4Xi4/8IaTzGWDdJ+7noN604hVWrRoYU899VSsRb6Yp9ZLXsI+vwaw3n33XRdVLwzs\nsMMO4/VfGA7zs0qgVq1a7svA0qVLCWBl1ZXlZLJRQF+iK1WqFB7mOxvPkXNCIFsE6tWr525m\n9flKQSBRAQWwIrviJbpdKtbTj5lKr6JeaPp+mGxR3qwVK1aY7lXjBeI0WFndunVjJnUv7Jj6\nkXXlypVuu1QFiWIdSz2gFPvQOWQyJ3JCLbAiT+DUU0+NnOQxAmkXiJfEfdWqVWmvT7YdUG+a\n8Upx3rTj7Y9lCCCAAAIIIIAAAggggIBfBTQ4nXoBFbcol1VR+ay0bwWHki1qsaWgcGkX3SMW\ndZ9Y2nXQ/pMOYGkj9We8++67XVdCRSNjNeJSNyQKAqUhEK/Vm5LkUUom0LFjR/erWKzXtfZ8\n0kknlewAbJ2zAuqGruLXAQxy9sJw4ggggAACCCCAAAKBFnj00UdjjmaY/6TUeuqqq67KPzsw\n00kHsL744gtTKyxFIdX3sX79+inrzxgYNSqaUQENafr111+7vGz5K6LnI6VkAqtXr44ZlNZe\n1SxVTWA1YgYFgWQF1C9/7dq19uqrrya7KesjgAACCCCAAAIIIIBAIQK6R1Ou8qJK7dq1i1rF\n18uTDmCNHz/eJaGePHmy7b777r4+OSqXnQLHHXecG85UAwtEFjWf1A0ypWQCauGmQFWsFlhK\nyDd//nzr0qVLyQ7C1ggggAACCCCAAAIIIIAAAikR0EiHuVDKJnuSurlVdnyCV8nKsX6qBNTK\navjw4VanTh3TqH4KXGlEh/79+1uvXr1SdZic3Y98YwWvBLJjxw5r0KBBztpw4ggggAACCCCA\nAAIIIIAAApkRSLoFloJXN998sxv2tGrVqpmpNUfNeYH27dvbuHHjbNasWbZp0yYXUI03okPO\ngyUBoMBg165d7bvvvovqpqlWWRr5Y//9909ib6yKAAIIIIAAAggggAACCCCAQMkFkm6BpS5a\njRo1shtvvNG2bNlS8hqwBwSKKaCWV3vuuafts88+cYcjLebuc3qza6+9tsBIGcp7N2zYMDdM\neU7jcPIIIIAAAggggAACCCCAAAJpF0g6gPXRRx+5YRrvuusu1xqjVatWLpm7ErpH/qX9TDgg\nAgikTODDDz+0RYsWRe1PAevnnnsuah4TCCDgD4Ht27ebclO+8cYbNmXKFNfd1x81oxYIIIAA\nAggggAACCKRGIOkuhH/++adt3rzZOnfunJoasBcEEPCVgAJVI0eOLHADrKT5CmD369ePHHi+\numJUJtcFNOrMlVde6YLOygeo12qTJk1MPzQxMmuuPzs4fwQQQAABBBBAIHsEkg5gXXjhhaY/\nCgIIZKfA7NmzC+0eXKFCBfvhhx8IYGXnpeesAiigARcGDx5sCxcudEFntcRSWbBggV1zzTX2\n+OOPB/CsqDIC2S+wbt06W7VqlRsYRZ+tFAQQQAABfwnoPTrdpXbt2uk+ZOCOl3QAK3BnSIUR\nQCApgcqVKxc6CuHWrVtNubAoCCDgD4EZM2bY/PnzC7SYVCDrt99+cwNdMGqwP64VtUBAAmvX\nrrWhQ4fa559/7j5rK1asaGeccYadffbZpsFSKAgggAACCCBQuEDSObAK3xVLEEAgGwR22WWX\nQk9jx44dtvPOOxe6nAUIIJBegaVLl1phrTc0/48//khvhTgaAggUKqAWk1dccYV99dVX4R+K\n1G3/mWeesdGjRxe6HQsQQAABBIIhoBzCL7zwgnkt4oNR62DVMukWWPfcc4/dd999RZ7l3Llz\ni1yHFRBAwH8C6kJYWFF+HXVVoiCAgD8ElOtKeSljFd0YN23aNNYi5iEQV0DPqV9//dUFR3fb\nbTfTqL+Ukgt8++23rmVk/hsb5a3TICmnn366qRU0BQEEEEAgmAIvvviiPfvss7b33nvbXnvt\nFcyT8Hmtkw5g1a1b11q3bh11WvognjdvnilotdNOO7mm0FErMIEAAoERqFatWqF1VQuseMsL\n3ZAFCCBQKgLxkrSrO1KdOnVK5bjsNHsF3nzzTfdDpbqMq8WQ8nFcd9111qlTp+w96TSdmbr1\nKhiYP4ClwyuIpR+IFDCkIIAAAggEU8B7f/f+D+ZZ+LvWSQew1Edff7HK77//bkceeaQ1bNgw\n1uK483SRFa084YQTrGbNmlHrKl+AcgXo/y5dulizZs1SulzHnjp1qimXyJ577skIi1G6/pzQ\nl+oPPvjAPvzwQ1u/fr3tu+++duKJJ1r16tX9WeEA1Sre61cBLLX4oCCAgD8ENKiCugoq2JC/\n6EZ5+vTp7nMz/zKmEYgl8MUXX9jw4cOjcqpp9Ol//etfrosbLfpiqSU+Tz/yxisk742nwzIE\nEEAAAQTMkg5gxUNr2bKlXXvttXbZZZe5Pv7JNDkfOXKkjRs3znr06BEVwFJ3pvPPP9+078aN\nG9ujjz5qt956q3Xt2tVVpaTLFby6+OKLbfHixXbwwQe7OnTv3t0uv/zyeKfKsgwL3HzzzfbJ\nJ5+Ev2TrJu21116zRx55hBYHJbw2c+bMibuHH3/80dq2bRt3HRYigEB6BMqWjZ/Ksqjl6akl\nRwmKwFNPPRX+XI2ss340Gj9+PN+NIlGK8figgw6ye++9t8CW+r7crl07vr8UkGEGAggg4A8B\n3R8VlrIhsoYrV650k+qdpkE6iirq3UZr+aKUopenNIClXevXObWUmjVrlmvNFH24glNKMKtf\n+yZPnlxwYWjOHXfcYccdd5wNHDjQjc7y9NNP24gRI1xyNHWPKOlyBc00lPHYsWNd1yh1gzzr\nrLPs6KOPtj322CNmnZiZWYFPP/00Knil2qjp/fLly+2hhx6y66+/PrMVDPjRi0r6rADWqaee\nGvCzpPoIZIdA+/btCz0RBa8INhfKw4IYAgsWLIgx11yXN3V/o5RMoEaNGnbbbbfZNddc47pn\nKjCooq7A6qZJQQABBBDwn4AG3lAsIpmixhaJFPUeeu+994wfHBPR+u86KQ1gbdiwwdSSSr8k\n5e/mV1iV7rzzTre+hhQeNGhQ1GorVqywn376ya6++urw0MLHHHOMPf744667n0ZLK8lyfbH/\n7LPPXKsvL69P8+bN3a9geiIRwIq6HL6Z0LVRV7b8RV8EFdyilExAXTLjFSWGpiCAgD8EdEPc\nv39/e/jhhwtU6G9/+5tVrVq1wHxmIFCYgH4F1ne5/EVfrON1L8+/PtOFCyjlgX40nThxoul7\n7q677up6AGiQFAoCCCCAgP8EVq1a5SrVsUZ1a1W1Ssoq+NHKVbY81JBG97UEsBJnTfrTctSo\nUfbEE08UOILyb6j1kj6Mzz333IS/NF911VXWoEEDt23+nS5ZssTNatSoUXiRvlypOZ6GDvdK\ncZcrgKWug5Hba5+ajty/d5zHHnvMBc68aTX503DIlPQKzJ8/v9AD6nno5xwS3hdURdtjBeEK\nPbE0LihqxAwt97NxGqk4VJIC+nBWy9mgPH+UW0pFeRm9lhJJnnJaVv/4448LJIbWD0ma/9e/\n/jUtdeAg2SFwzjnnmH5YVKvmyKLnv1qn+/m1632++rmOnqnq2KJFC2+S/xHIOYGgfR/IuQvk\n0xPOdGL0HnV2slN3aZAynV83bLTlMXKYpuwAWbqjpANYan0Rq4WG139fSdyTaWKn4FVhRcGl\nSpUqub/IdfSLs5KK6klckuVet7P8SeM1/csvv0Qe0j3W8Mf6xcwramU2ZMgQb5L/0ySgax6v\nVKmSush4vOOUZFlR51CSfZd0W/06rFYbsX6F1751ExME45I6sH3qBRS80l/Qnj9+HtZ+2rRp\n9vPPPxcIiOvzUcuUg4HWxKl/LmfrHvX+rh+JxowZE/7upe9KN9xwQzj3qN/PPWjvL373pH4I\nlKYAr9fS1M2+fRd2b5J9Zxr/jL7//nvX7fCf//xn/BWTWKoUMsolrcY5fh8ULekA1oABA0x/\n6Sj69Tv/r4A6rr6Y6wa7pMsVdNMvAPmPoWmvS2HkeaqbY2TyNv3aV1S+oMjteZwaAbUAmjlz\nZsyd1apVy9fXRM8rvSkoAOvnrnjK0aE3sPytxC688ELjeR/zqcfMBAT03q3nVFDeN/Vjhr5c\nK7+e6u7HogEs9DmW/7WquuozTqMUBqFFih9tc7VOGjinZ8+epi/IavG+33772c477+z7161G\n+FN9g/L+kqvPL84bAQmoF4uKPl8pCCQqQMDzv1JTp061YcOGWSoDWOr5duONN9pFF12UfQEs\n7wmmII+6J+iXX3Xb2meffdxfKr8o681NNw2Ktkbm8VizZo3LxaAb6ZIsV0sAfSlT0vnIov0r\nv1b+onXzF7USo6RX4Nhjj7VXXnmlwA2bbtZOOeWUAvPTW7v4R/O6IelmM9YNZ/yt07dUrz0F\n2yJfG7pJVq4OP9c7fUIcqSQCQXkOBeH1qs/c/D/CeNdG8/W5FRRvr978n3kBjfqsP68E4TkU\n+Xr16s3/CCDgTwG9XnUfFoT3Fn8KUisEclcg/vjbhbhMmjTJOnbs6JKfX3LJJS75evfu3U2/\nfmlUwFSVJk2auNYe+oXZK0rarjc75akq6XLts2XLlha5f82bMWNG1Bc3zaP4R0BBFHXdVAs8\n/dqq7nj6ENQvxqeddpp/Khrgmmg0pMjglU5FrzuN8KgALwUBBPwhsGnTprgVobl9XB4WIoAA\nAggggAACgRT45JNPXOONvn372vjx46POQb3G1EpLy5Ti6bLLLovKOa6eQA8++KD16dPHNOhP\nYaMQR+3UJxNJdyFUFn6dqH7Zveeee6xLly6umdmcOXPsySefdEMDK19I/hEFi3O+6g6moMTo\n0aOtTZs2LpilEQh79epl9erVc7ss6fKTTz7Z3ZRrdEMd46WXXnJdu3r37l2cKrNNmgQOP/xw\nU64m5SXTDVy7du2sBQlRU6K/cOFC0+s5VlFryy+++MK9BmMtZx4CCKRXQK9JBfP1f/6iVsqx\n5udfj2kEEEAAAQQQQACB2AK6N1IZNme++4u9VnrnKh3NqaeeapdeeqmpfsphqW6AmlZR0EqN\nDpT+RffKiqG88cYbNmvWLJd6QimhXnvtNRezUe7vM844I70nUIKjJR3A0iiECmJNnjzZWrdu\nHT703nvvbccdd5zrN6nhvFMRwNLOL774YrvppptM3cbU0qZDhw7hC5OK5V27drV+/fq5vF66\nCVCTebXu8XvysjB8Dj9QgFNdS9eFhh9VazxKagQKC155e//0008JYHkY/I9AhgU0mm5h+bnU\nRaOoUUUzXH0OjwACCCCAAAII+FrAS2XUMNTzp07F/45QnYoK/x4ahXBDqIdLcYoaEz311FPh\nezLVUTGTv//97y5WU79+fVNMRg10VDSgjxroLFu2zOWKfOKJJ+zHH38Mf0/U90nlPw5CSTqA\npaSe3bp1iwpeRZ6oonyPPfaYLVq0yHXzi1wW73Hz5s1NN8b5i7ol3nvvvS6CqBxH+ZOrl3S5\njnfeeefZmWee6Y7hJRXMXw+m/Snw4osvmrq0Ksqs1gaUkgvotRuvkCA3ng7LEEivgHJcnXvu\nue5LTGQuEeWsu+CCCyz/KLvprR1HQwABBBBAAAEEgi2geIPKWY0a2Km7NEjZyfSfPtOmrF1X\nrP0pYKWYjFd69Ohhd999t+smqBRJ48aNMyV7V5BLOcsnTpzoVt24caOb36BBg3DwSgvUwy0o\nAaykc2ApiBRv9DRvWWG/CHvIyf6vL+H5g1eR+yjpcuVSIngVKcrjXBXQazxeibxJjrceyxBA\nID0C6lKdv9WwWqgedthh6akAR0EAAQQQQAABBBBIm4DiFkrb5BW1uFJR7it1GVRA6tBDD7UX\nXnjB9ViK7CKo3nS6n/MGP9F2QWoIknQAS8MpK2HYN998o3ONKkJQsjCBNm3aNGoZEwggEAyB\n/DfC+WsdL5Ccf12mEUCgdAX0BWTw4MGuK3XkkVavXm1XXXVV1JeTyOU8RgABBBBAAAEEEAim\nwLx580x5sLzy3nvvmRohaLCzV155xT744AM3UN3bb79tGpxLA+Cp6Htjp06dbOnSpa4llre9\n1g9KSTqA1b9/fwegJmsDBw60f//73y4B2AMPPGAKbglMQSwKAggEU6CoAJYX4Q/m2VFrBLJL\nQKPoLl682H0hiTwzfUHRlxs1G6cggAACCCCAAAIIZJfALbfc4gbr+fLLL005rRSnUausXXbZ\nxeVH9dK+zJ0716699lp38mqdpZiNcl7dfPPNbvTBadOmuRRQQdFJOmlQlSpV7PPPP7fzzz/f\n7r///qjzVP/Qhx56yP76179GzWcCAQSCI7D77rvHraxGHqUggIA/BJYvXx63lZWWUxBAAAEE\nEEAAAQSyR0BJ2TXqYO3atU15rfr27Wt33XWXO0E1NFKO7yOOOMJ1H9RAdVqmwfGmTJnicl+9\n/vrrbhTDVq1auW2U/0o5s4JQkg5g6aTUBO2tt95yEbuffvrJVqxYYbvttpvLcl9U640goFBH\nBHJZoKikz4rqUxBAwB8CZcqUKTSApW79+tJCQQABBBBAAAEEECiZwJhFf9hry1aUbCcRW8/Z\nuCliKvGH55xzjulPZeXKla7roHKfRpbHH3/cRo4cafoh0+s+eOqpp4ZXadGihX399dduVMIa\nNWq4llu33XZbeLmfHxQrgOWdkFpj7b333t6krV+/3v1phjLbUxBAIHgCCkrHK8qBF/m6j7cu\nyxBAoHQFlOsqXonMjxBvPZYhgAACCCCAAAIIFBRo3ry5VQ3FPZaFEqQv27at4AoRc3aEfjzU\nD4gaDbpMxPzCHrYKNQIqSQJ1jUZdWNEgdV7wqrB16tWrV9gi385POoClC3LZZZfZ6NGjw8Gq\nWGen9SgIIBA8gaJuiItaHrwzpsYIBFdAzcfjFSXppCCAgL8E1N1Dv3yrB4MS7nbs2NHUmpKC\nAAIIIOA/gTZt2thHH3+cUMXuvfdee/75511Oqfbt2ye0DSslJ5B0AEv5rx588EHbd9997aCD\nDrKiuhslVx3WRgCBTAu0bt06bhV4M47Lw0IE0iqgEWfiFf0CSEEAAf8IzJgxw40cqkS6en1u\nC/2arzQcyk+SvwuIf2pNTRBAAAEEEPCHQNIBrOeee879WqRs9+TW8MdFpBYIpFKgTp067pfg\nwlpR6tdiCgII+ENASTzjlaKWx9uWZQggkFqBDRs22L/+9S9bt25d1I5///13u/32223o0KFR\n85lAAAEEEEAAgWiBpH+a1dCMynZP8CoakikEskVg9uzZhSaFVheH3377LVtOlfNAIPACnTp1\ninsOtJiMy8NCBNIqoF4MW7ZsKXBMtcJSl0Jy1hWgYQYCCCAQKAHlCFepWrVqoOodpMomHcDS\nEI0//PCDfffdd0E6T+qKAAIJClSqVKnQNdUqa3MogSEFAQT8IfDrr7+6bkixaqOAs1p2UBBA\nwB8CGg0qXlFOLAoCyQooN+kVV1xhTz/9dLKbsj4CCKRY4OyzzzaNAKiu4ZTSEUi6C+EBBxzg\nkpIdfvjhpqEYW7RoETNz/uDBg0unxuwVAQRKVUBdHOIVbojj6bAMgfQKqMWGWkTHCixrPi06\n0ns9OBoC8QQ0ktWOHTtirqJ8WEWNFhVzQ2bmvMDWrVtt0qRJVq1atZy3AACBTAuoBRat30v3\nKiQdwJo/f77dfffdtnbtWhddLKx6BLAKk2E+Av4WUDeGeGX69OnxFrMMAQTSKKCcdLG6JKkK\nmk/OujReDA6FQBECXbp0cUGqhQsX2vbt28Nrawj1Pn360OUkLMIDBBBAAAEEYgskHcB69tln\nTTewQ4YMsd69e1u9evVi75m5CCAQSIGiRi0r7NfjQJ4slUYg4AJq0aERgb/66is3mpl3Oroh\nPvTQQ2nR4YHwPwI+ENCooSNGjLAbb7zRpePwPm+PPfZY+9vf/uaDGlIFBBBAAAEE/C2QdADr\n+++/d83ibrnlFn+fGbVDAIFiCRCULhYbGyGQMYHrrrvO3RS/8847bgAG5b7q1auXXXbZZRmr\nEwdGAIHYAhrp94EHHrA//vjDVq5caU2aNLEaNWrEXpm5CCCAAAKBEpg2bZq99NJLpt5oXkL3\nQJ1AACqbdABLIx59++23ATi19FSxfv366TkQR4kpULFiRTdfQZcgjPagG0sVjeTp16I33nhl\n1apVxvM+nhDLChNQ6wO9BoLy/PFer7rh9Hu555577JlnnrE77rjDFNDq16+f36tM/RBIqYDX\nmiko7y9BqWdKLxI7K1UBDcITlOdV0F6vpXrh2HnCAps2bUp43Uyt+OGHH9pbb71lJ510Ermw\nSukiJB3AUmb9Rx55xK688kpTK6zKlSuXUtWCsdulS5cGo6JZWksv98uyZcsCEeWuXr26+6VV\nQSCv7n67NOvXr49bJXUh5Hkfl4iFhQgo54tGsgzK86dWrVouMK6RwSLz1RRyehmf7SVy1/9B\nMc44GhXIGoGdd97ZdAPPcz9rLiknkqCAN7plkN779cOzfiTi9ZrgRWY1J8BABTwRJJB0AOuz\nzz5zOTWGDx/ukrlrxBR9afB+qfZY1dWQggACwRM48MAD7dNPPy204kH5da/QE2ABAggggAAC\nCCCAAAIIIIBA4ASSDmCpv75ajnTu3DlwJ0uFEUCgaIGihvFu165d0TthDQQQQAABBBBAAAEE\nEEAg4ALbtm2z999/3xLpwvjrr7+6s504caL99ttvRZ55s2bNTCmaKIkLJB3AuvDCC01/FAQQ\nyE6BDRs2xD2x1atXx13OQgQQQAABBBBAAAEEEEAgGwQUjLrhhhuSOpUxY8YktL7yw6rni/6n\nJCaQdACrqN0qv4m6GR5yyCFFrcpyBBDwoYDyc8UrXuLNeOuwDAEEEEAAAQQQQAABBBAIuoCX\nt3hLp31tW6vWKTudSh+9bxbK46z4CSVxgWIFsJ588kl76KGHXOK9rVu3uqMJXs3r1q5da5rH\nhUj8IrAmAn4S2G+//eJWZ5999om7nIUIIIAAAggggAACCCCAQDYJbG/ewrZ26ZqyU6r43Tcu\ngJWyHZbyjh588EHbf//93V8pHyru7svGXRpjoZq49e/f36ZNm2bNmze3P/74w5o0aWIaTWLd\nunWm1hkPP/xwjC2ZhQACQRDQa7lNmzYxq1qlShU78cQTYy5jJgIIIIAAAggggAACCCCAQPYJ\nPPDAA/bVV19l/MSSDmC9/vrrLkg1e/Zs11Vwr732slNOOcV+/PFHmz59ujVo0IA+nBm/rFQA\ngZIJ3H///ZY/WXvdunXtqaeecq//ku2drRFAAAEEEEAAAQQQQAABBBBITiDpLoTKpn/AAQe4\nVlc6VMeOHcORuFatWtnQoUNt4MCBdsEFFyRXE9ZGAAHfCFSoUMHUTPSjjz6ym266yU466SS7\n9NJLfVM/KoIAAggggAACCCCAAAII5KLA77//7hoWfPfdd9a5c2f7y1/+Yu+9957dfPPNjmP7\n9u02atQoe+edd0yPu3Xr5u7ldI+nUtRyrfPuu+/a2LFjbc2aNa4Hnub5oSQdwNppp53cSXiV\n32OPPUw5sbxy4IEHutxYCxYsCAe5vGX8jwACwRKoVq2aq3D16tWDVXFqiwACCCCAAAIIpEjg\n6aeftqlTp6Zob6ndjZePWOldBg0alNqdp2hv5cuXd6PY77777inaI7tBIP0CZUIDXZUNxThS\nVjZvLtauVqxYYUcccYTtsssuds4559gLL7xg9913nzVs2DAcwDrvvPPsP//5j3vd6T7uzjvv\ntDfffNMFucqUKWNFLX/77bft+OOPt9NPP92UH1nr67h+KEkHsPbcc0+HpNxX6i6oLoRz5syx\nefPmWbNmzVw3QuXB8qJ7fjhJ6oAAAgjkgsCrr75qzz77rG8H0dAHnwb46Nu3r28vh3K8nXba\nab6tHxVDAAEEEEi/wCuvvGJ//vln+g+cxBE1ivSUKVOS2CK9q3bo0MEIYKXXnKOlRkA90FQq\nf/SB+0vNXou/l+HDh9uGDRvsiy++MAWjLr74Ymvbtq3t2LHD7fTbb7+1MWPGuADWcccd5+Yd\nddRRLvm6glqNGzeOu1yBq3/84x92zTXX2PXXX++2V8qo1q1TNwJj8c/eLOkA1tlnn+26CeoN\n6LXXXrPDDz/c1EpDXYxOOOEEe+KJJ1wXQwW3KAgggAAC6ROYPHmyawFbp0J5K2tl0nfgBI9U\np1y5/64Z+pLtt6IBjJeHRtCdNGkSASy/XRzqgwACCPhAoGGlijahQzsf1CRYVfjsz1U2eNbv\nwao0tUUgQqBRo0ZuatuuLW17w/8+jlhc7IcVfpxmZUPd85It6jaogJSCV1455phjTD9kqyiQ\nXalSJddKy1uuVlRqsaXg1tKlS+Mu79Gjh82aNcvFebztd9111+AGsDRC2csvv+wicps2bTJ1\nKdSog2pWJky1vFITNQoCCCCAQHoFvA+yp9u1sYahDy5K4gLrQ/kBDv3Wv79cJ34mrIkAAggg\nUBoCulWsHOplQklOoCJmyYGxtu8ENAq7ytZ9OtqWgw9NWf3KLVlcrACWejR07do1qh61a9cO\nT6s1pqa9VDBaoHuE+vXru9xXRS1fu3ata821bdu28D71wC897Ir1LnzQQQfZJ598Yj179nQn\nddZZZ5lyXr311lumJnZ+7h4SdRWYQAABBBBAAAEEEEAAAQQQQAABBAIgoO6C6nURWZSs3Ssa\nWE/pniLz9i1evNiUJ08D8BW1XC219Kck7l5ZtmyZ296bzuT/xQpgeRX2fu3XtLoM9urVy5o2\nbeot5n8EEEAAAQQQQAABBBBAAAEEEEAAgRQIaLAGBayuuOIKF1S64YYb7PPPPw/vWd0Lmzdv\n7vJXqSugGhoNHjzYtcA69NBDXffDeMu1o3PPPdeee+45+/jjj13+Px1DeWz9UEoUwPLDCVAH\nBBBAAAEEEEAAAQQQQAABBBBAINsFOnXq5PJdffjhh3bwwQfb119/bf3797fKlSu7U1eXR+Uq\nX7hwoWkAPrW4mjFjhn3wwQdupMKilmsnt912mykX1tFHH+22URBMx/VDSTqJe7orrT6YX375\nZYHDdu/ePdwPU+so6qj/u3Tp4kZDjNygqOXbQ7lP1MROF1YXuXPnzpGb8xgBBBBAAAEEEEAA\nAQQQQAABBBDIqMD3339vLVu2jBp19LLLLnMtrLyKtW/f3g1MtHLlSpf/SnnLI0tRy8uGcteN\nGjXKHnjgAVu3bp3VrVs3cvOMPvZ9AEsX6Pbbby+AdsABB7gA1uzZs+388893F1FDQj766KN2\n6623hhObFbVcwSsNPal+oYpgjhs3zhQcu/zyyzN6YTg4AggggAACCCCAAAIIIIAAAghkTsBL\nm1Tl5RdNf0UVdbT73/iARa2d/PJPP/3UrrvuOnv99detQ4cOrpvf448/bg8++GCBne28884F\n5kXOKGq5WnV5Lbsit8vkY98HsNRvU4nKHnrooZhOd9xxhx133HE2cOBAF118+umnbcSIEfbC\nCy+46aKWK2ClqOLYsWNdpv65c+eaktKrudwee+wR85jMRAABBBBAAAEEEEAAAQQQQACB7BZo\n166d6z63efPmIk90yZIlplECd911V6tatWqR66slVfnyyYVk1Phm/vz5duGFF9rMmTOtdevW\nrsvfeeedV+TxsmGF5LQycMYKYBUWSNKT46effrKrr77aBatUvWOOOcYUgVR3QGXPj7dcgbHP\nPvvM9e/0hplUQjM9Sd97771Cj5sBBg6JAAIIIIAAAgggkCUC+sFVP57eeeedtvfee2fJWXEa\nCCCAQPYJqJfXww8/nNCJ3Xvvvfb888/btddea+qmVxpFAa+hQ4e6PwXVKlWqVBqH8e0+AxHA\n0kW56qqrXISxTZs2dskll5ieSIpwqjRq1CgMXKdOHatYsaItXbo0PK+w5Qpgqetg5HJvf5Hb\nezvScJQbN270Jl0XxgoVKoSneZB+Aa9JZ7ly5Ux/fi/qT6yi/6mv369W8OrnvR6CV3P/1FiG\n3mvT8/Sm/VPL2DUJ2vtL7LNgLgLFEwja63Xr1q22YcMGd7JBeY8p3pVhKwT+KxDkz1f16Pno\no4/smWeesQYNGnBJEfCNQK4FrwTv6wCWkq8rSKWWVKeddprLUTVhwgQbMGCAPfvssy74pIuW\n/8LVqFHDDfeo/Fbxlm/bts2WL19uNWvWjHoSavqXX36JmqeJIUOG2MSJE8PzmzVr5lpqhWfw\nIO0CXoGcf1sAAEAASURBVACxXr16CTXTTHsFCzlg/kR6hayW8dm1a9d2dVALxfr162e8PlQg\nvoDf+qjHr60/l+oHkPzPdf0wEoSizz4VfYblP4cg1J86IpAKgaA8972uJfqcDUqdU3F9groP\n7weCoNbfD/WuXr16ged6UJ77Cr6pEYO+vwelzn645qmugxf0T/V+2V+wBHwdwNIb3fjx403J\nxXRTobLXXnvZOeec44aB1Ie+glD5iwJX+mKg4Ea85frFSx9I+dfRtNelMHLfShwfGXjQTQ0v\npEih9D/esWOHO2hky7j01yLxI+o5qb9NmzaZV/fEt07/ml5f78hfitNfC46YqED+97JEt2O9\n/wno88N7X9fnjppp6/0lL08pOf1dtmzZ4iqo/71z8HeNqR0CqRPQD5b6XheU5773fq3P2aDU\nOXVXK3h7CsJngN9VIz+b9IObFxTye71VP303UNH3d16vjiIj/wTh3kkt9PTdsajk6BkBzJKD\n+jqApTc2tb6KLEp0ptY26vrXqlUr94aiNxLvlyytu2bNGmvYsKF78ng3I7GWa/96cqmlV2TR\n9vmPq+WxEqOpHtle9IHj1zcM74ZN3TurVKniy0sR2SpGQVkFsNavX29e3X1Z6f+vlOqpog/s\n1atX//9c/vOrgAKNlJIJ6KbSe67XqlXLfY7oM8L78lqyvZfu1l4gX5+J3jmU7hHZOwL+EdD3\nOQWwgvLc934g0kBCQamzf652+mtCAKvk5nrOe891/UCk+zBvuuR7L909eN+vdI8Yq5FD6R6d\nvXsCQbBXr7E+ffpExSa8+vN/agR8HcCaM2eO3XDDDXbrrbda06ZN3RkrYLRs2TKXA6tJkybu\n5mL69OnWuXNnt1xJ2xVsUV4r79fzwpZrAwXEtFyjDnpFCeBPPvlkbzKn/3/zzTdt2LBhvjc4\n4YQTfFtHtdxT33kKAggggAACCCCAQPAEFMBavmWrXTjj5+BVPsM1XrW1YG+ZDFeJwyNQqgKR\nDWdK9UA5unNfB7BatGhhar3yyCOP2D//+U/XCmTkyJGuG98RRxzhIps9e/a00aNHm5K7q7me\nRiDs1auXa6Wla1rUcgWqrr/+ejd6ofbx0ksvuZYxvXv3ztGnRPRpz5s3z83YM9Qls0Z5/ydJ\nj6595qcmr1nrhjnNfE2oAQIIIICAnwTeeOMNlxTYT3WKrIt+RNQPgfkHuolcJ5OPlQKiX79+\nbmjzTNaDY+eOwJZQEGtS6HsdBQEEckPAywWcG2cbnLP0dQBLjIMGDbKbb77ZvBY2ajH14IMP\nhpvlXXzxxXbTTTfZscce6xK2d+jQwS699NLwFShqedeuXd0XICWGV9cujW6oZO3q6kX5n8AV\nLZpap5r/TRD8v7k8Kkqg+3dTilqF5QgggAACOSjw+uuvm1qN+70sWrTIt1VUMuVOnTr5tn5U\nDAEEEEAAAQRSK+D7ANaee+5pzz33nBstUAEm5SSJLEqqfu+997q8V8p9kL9vbFHLtS/ltjrz\nzDPdPurWrRu5ex4jgAACCCCAAAKlJvB2p71Lbd/ZuuPfN2y0v8+cla2nx3n5VKB8KGdTyyqV\nfVo7/1ZrXSgB+qLN/x1kxL+1pGYIIBAUAd8HsDzIogJLGjY8XilquZrJF3WMePtnGQIIIIAA\nAgggkKxAr8nTkt2E9RFAIM0CSjhev2IFe37vtmk+cvAPN/HPVTbo51+DfyKcAQII+EKgrC9q\nQSUQQAABBBBAAAEEEEAAAQQQQAABBBAoRCAwLbAKqT+zEUAAAQQQSIuAhgAfMWKEb4f9/uOP\nP5zDhAkTbOLEiWkxSfYgSoiq3JZq9UxBAAEEEEAAAQQQQCAZAQJYyWixLgIIIIBAzgpoVLa3\n337b9+f/22+/mf78Wvr27WsakIXyX4ELGjeEIkmBlVu32otLlye5FasjgAACCCCAQNAFCGAF\n/QpSfwQQQACBtAjkhYZQV9nSpatt6n1sWo6ZTQep/OorVnHSt+Y5ZtO5leRcLm7auCSb5+S2\nszZsIICVk1eek0YAAQQQyHUBAli5/gzg/DMu8N5779mSJUsyXo9YFViwYIGbPW3aNHvmmWdi\nrZLxeVWqVLE+ffqYRimlIJAOgbzQcy2vevV0HCq7jsFrNLuup8/PZunSpTZ06FDbtGmTL2vq\ndfm97777Coyg7ZcKN2nSxK6++mq/VId6IIAAAgggYASweBIgkEGBtWvX2m233ZbBGiR26ClT\nppj+/FqaNm1qXbp08Wv1qBcCCCCAQJoFZsyYYZMmTUrzUZM/nLom+7VMnz7dBg4caFWrVvVr\nFakXAggggECOCRDAyrELzun6S2D79u2uQtuaNrPNPXv5q3IBqE2FqVNclyTPMQBVpooIIIAA\nAmkU2HhsH9tyWPc0HjE7DlX1sYetwi8/0+U3Oy4nZ4EAAghkjQABrKy5lJxIkAXyatSwbXu1\nDfIpZKTu5RYvyshxOSgCCCCAQFAEypiVCf1REEAAAQQQQCDwAgSwAn8JOQEEEEAgWuCjlX9a\nbfINRaMUMbV5x44i1mAxAggggAACCJSGwOrVq+2NN96wbdu2lcbuS7zP2bNnu3289NJLViP0\no7Mfyx577EE6DT9eGOqUcgECWCknZYcIIIBAZgXunrsgsxXg6AgggAACCCCAQIIC7777rj32\n2GMJrp251caPH5+5gxdx5Nq1a9srr7xSxFosRiD4AgSwgn8NOQMEEEAAAQQQQAABBBBAIJAC\nXi7TTUf0sO277hrIc8hkpauMG+vb1muZdOHY2SlAACs7rytnhQACCCCAAAIIIIAAAggERmB7\nk6a2rQ05YZO9YHmVKppt3JjsZqyPQCAFCGAF8rJRaQQQQKBwgXv3aGV1yYFVOFCMJRtDObAu\nmPFzjCXMQgABBBBAwGzR5i3W5etJUCQpkJfk+qyOAAIIxBMggBVPh2UIIIBAAAVaVa1iDStV\nCmDNM1fl9du3Z+7gHBkBBBBAwNcCPXv2tMmTJ/uyjkp8riTj1atXt4YNG/qyjuXLl7dOnTr5\nsm5UCgEEgiVAAKuE16tq1aol3IO/N6/w/604Pl+12hZs2uzvyvqwdlt25FnZsmXNe554npUr\nVzZ9mG/e/P+moWa/ZRfM9+EZ+LtKZUKj1qhUCgVrPGN/17h0a1euXLnSPUAO7F2G3nNJr1GV\nKlWq2I5QCy29biklF5CjZ1zyvQV3D/psoJRMQK9R77nkvf950/pcoJRcQO9/nmnJ9xbcPVxx\nxRW+rfyyZcvs6KOPts6dO9vQoUN9W8/Iinnvf95zq2LFUBc4SskEypTJ+tdqmdA5UhAggFXC\n50CuvJCeWrSkhFK5vbn3PPH+l4Yee9MVZv9uFUYMz22kEp69Z1nC3QR6cwxSc/nyO2ra+0vN\nEXJ7L1jm9vVP9dnHer3qGPnnp/q4ubI/Xq/+v9Lecz2I18qru/+Vg1FDPINxnahlyQQIYJXM\nz9avX1/CPfh7861bt/q7ggGonVpueM8TfbDoV+FNmzbZli1bbMOGDQE4A/9XUS3ZPGP/17b0\naqhuBJSSCWgkJO+5pNYd+lVYr1PN3/j/CVLLzZtrld55q2QHysGtvVamcvSMc5AhfMr6bKCU\nTEDved5zSZ+tes160/qcpZRcQO9/3BSX3LE09+B9l4x8PZTm8VKxb7W80vPKe73qOzGlhAJ5\neWHPEu7Jt5tXq1bNt3WjYukTIICVPmuOhAACCCCQBQLl580z/VEQQMD/AhWmTLJyixb6v6I+\nq2G5JYt9ViOqgwACCCCAgBkBLJ4FCQnc0LKFtame3fm+EoJIcqXzp89MaIttjRvblsMOT2hd\nVvqfQPnpP1jF76f+bwaPEEAAAQQQiBAor/yS5JiMEOEhAggggAACwRUggBXca5fWmjepXMl2\nz/KE9aUBWi7UPDqRklertm3dd79EVmWdCIGyq/40I4AVIcJDBBAImsBLfywLWpUzXt+ldDfK\n+DWgAggggAACCGRCgABWJtQ5JgIIIFAKAnmh/AcqF8/4xcqXTSx4WgrVCOQuPbtEKr+56wG2\n6djjE1mVdSIEqrz8olX87puIObn90Bt167bZc3MbogRn7xnG20VeaDTlvPIV4q3CshgCZTZv\nsjLkaYshw6zSFKgw6TsrN58u+skal1m3zvIY2TZZNtYPqAABrIBeOKqNAAII5Bdo27atffft\nt/bn/wey8i/P9PTGUFJlBYqqhoZl910Jxfuqh5KDtmvXruiqhRJFW+XKRa/HGtECcqOEBa68\n8kr74YcfwtN+ezBs2DCrX7++nXvuuX6rmqtP2dDNWpcuXYqs26ZeR9uWbt2LXI8VogWqPjrS\nKvzyc/RMphAoZYGKP04r5SNk8e5JcJ7FF5dTixTg22SkBo8RQACBAAv07dvX9OfXcsYZZ9ja\ntWvt1Vdf9WsVqRcCaRNo0qSJ6c+vZfjw4VarVi076qij/FpF6oUAAggggAACOSZAACvHLjin\n60+BMqGWKWUZJSnpi1NmzZqkt2EDBBBAAIHcESi7do2VXbIkd044RWdaZsvmFO2J3SCAAAII\nIJA6AQJYqbPM6j1tC3X72UouhJRfY3WBUCn/+29W4+5hKd9/ruywTILJ8nPFg/MsXYEyW7Ya\nwdNiGJN4uxhobFJcAe/ztdLHH5r+KMUT4PO1eG5sVTyB9WeeY9va7128jXN4q+p33WH6MZyC\nQC4IEMDKhatcgnP0vrj87adfSrCX3N60ZpzTr1mzpl144YW2ePHiOGtlbtHSpUvt66+/ttat\nW9see+yRuYrEOXKVUD6lDh06xFmDRQikRsB7P6z4zVemP0rxBDzH4m3NVggkJtCxY0c78cQT\nbZNPb+p+/vln++2331werzp16iR2UmleS11cqzICdZrVc/xw5cqFftXl9jTpZwE/5CZNxgbB\nFeAdIrjXLi01P/DAA23mzJm2w6etr/Tlb11o5I327dub92trWmCSOMgBBxwQd+3TTz897vJM\nLvzmm29cAEvn8Ne//jWTVeHYCGRcoEWLFnb00Ufb6tWrM16XWBVYEuom9euvv9ruu+9uDRo0\niLVKxufVrl3bmjZtmvF6UIHsF6hRo4Zddtllvj3RUaNGuQBWv379TME2CgIIIIAAAggULUAA\nq2ijnF5DgaERI0b41uCKK66wSZMmmUZLUkscCgIIIFBaApUqVTKNHOfXouT499xzj2t1QuJt\nv14l6oUAAggggAACCCBQXIH/JuAp7tZshwACCCCAAAIIIJB1AurWplEIKQgg4G+B8qEud0rz\n0LhxY39XlNohgAACKRCgBVYKENkFAggggAACCCCQTQLjxo3LptPhXBDIWgF1zX700Uez4vwq\nffCeVfzum6w4l3SeRFmlNqhYMZ2H5FgIZEyAAFbG6DkwAggggAACCCCAQC4KVK9e3eWqq8hN\nZy5efs45n8Auu+zi5pRfMN9Mf5SkBRo2b570NmyAQBAFCGAF8apRZwQQQCCAAvfff38Aa02V\nEUAAgdQLnHbaaaY/CgIImHXr1s1ee+012759uy857r77bvv0009dSze/DpKioDgFgVwQIIAV\nusp6s5w6darNmDHD9txzT+vcuXMuXHvOEQEEEEirgF+Hik8rAgdDAAEEEEAAgQICGjnUr8Vr\nKVmzZk1Tl00KAghkTiDnA1gKXl188cW2ePFiO/jgg005H7p3726XX3555q4KR05Y4KSTTrJD\nDz3UKlSokPA2rIgAAggggAACCCCAAAIIJCJQr149ax7qosf9RiJarINA6QrkfABLAat169bZ\n2LFjrVq1ajZ37lw766yz7Oijj3YjepQuP3svqcCBBx5Y0l2wfRwBvSZ23313q1u3bpy1WIQA\nAggggAACCCCAQHYKqLGD/igIIJB5gZwPYH322WfWo0cPF7zS5VB0vV27dvbee+8RwMr885Ma\nZFigbdu2NmrUqAzXgsMjgEAiAvrh5cgjjzQNqU5BAAEEEEAAAQQQQCDbBHL+W666DjZq1Cjq\nump66dKlUfM0MXr0aJs5c2Z4vlqlDBgwIDzNAwSKEvCaHqtlU5UqVYpaneUIIJBBAS/nhfJy\n5OXlZbAmHBoBBIoS8AK3tWrVKmpVliOAQIYFypYta2XKlDFerxm+EAE7/I4dOwJWY6pbGgI5\nHcDatm2bLV++3JSQL7Jo+pdffomc5R5/8cUXNnHixPD8Zs2a2ZVXXhme5gECiQpUrlw50VVZ\nDwEEMixAsDnDF4DDI5CEQNWqVZNYm1URQCCTArxeM6kfvGNv2LAheJWmxikXyOkAVrly5Uy/\nACiQFVk0rRYy+cutt95qkS8ctaaJ1VIr/3ZMI+AJ6Hmlvz///NO2bt3qzeZ/BBDwoYBaXil4\ntWLFCt8O7e1DNqqEQEYENDKYWk3yvSwj/BwUgaQEvFGJ9flKQSBRARoAJCqV3evldABLTVd3\n3nlnW7t2bdRVXrNmje2yyy5R8zTRoEGDAvPUBZGCQKICXtNX/a8RMCkIIOBfAa/boF6rvF79\ne52oGQISiHy9IoIAAv4W0OtV92F8tvr7OlE7BPwoUNaPlUpnnVq2bGnTp0+POuSMGTOscePG\nUfOYQAABBBBAAAEEEEAAAQQQQAABBBDIjEDOB7BOPvlke//9901BK/0a8OKLL9qWLVusd+/e\nmbkiHBUBBBBAAAEEEEAAAQQQQAABBBBAIEogp7sQSqJr167Wr18/N5qgclqp5dWQIUOsevXq\nUVBMIIAAAggggAACCCCAAAIIIIAAAghkRqBMqNURY4OH7NXqSrmv6tatm5krwVFzQuCpp56y\nMWPG2LBhw2y//fbLiXPmJBEIqsCdd95p7777rj399NPWtGnToJ4G9UYgJwQGDRpk33//vb3z\nzjumHyQpCCDgX4HTTz/d3XtNmDDBv5WkZggg4EuBnG+B5V0VjVxD8MrT4P/SElCQdOHChbZ5\n8+bSOgT7RQCBFAmsXLnSvV7zj1Sbot2zGwQQSKHAsmXL3OuV32VTiMquECglAQ2CxWjcpYTL\nbhHIcoGcz4GV5deX00MAAQQQQAABBBBAAAEEEEAAAQQCL0AAK/CXkBNAAAEEEEAAAQQQQAAB\nBBBAAAEEsluALoTZfX05O58JtGzZ0g4//HCrU6eOz2pGdRBAIL9A27Ztbe3atVa1atX8i5hG\nAAGfCXTq1Mlq1KhhZcvy26zPLg3VQaCAwEEHHWR0zy/AwgwEEEhAgCTuCSCxCgIIIIAAAggg\ngAACCCCAAAIIIIBA5gT4mSpz9hwZAQQQQAABBBBAAAEEEEAAAQQQQCABAQJYCSCxCgIIIIAA\nAggggAACCCCAAAIIIIBA5gTIgZU5e46cowITJ050eTo6duyYowKcNgL+ENixY4f98MMPNnXq\nVGvQoIF1797dKlWqVGTlfvvtN/vqq6+scePG1qVLF6tSpUqR27ACAgikTmD8+PGmz9BWrVrF\n3ennn39u69evj1qnTZs21rRp06h5TCCAgP8E9Bn95Zdfmj5z27dvbx06dCDHnf8uEzVCIO0C\n5MBKOzkHzGUB3Sj/4x//sAsuuMDOOOOMXKbg3BHIqMDy5cutf//+LmClL8X6kly9enV79NFH\nrWbNmoXW7cYbb7RJkybZgQceaNOmTXMJ3u+55x6rVatWoduwAAEEUifw2muv2bBhw+zaa6+1\nXr16Fbrj7du3W8+ePd0PRuXL/+/32gsvvNDNL3RDFiCAQMYFtm7daldffbXNnj3bOnfu7H40\nql27tj355JMEsTJ+dagAApkV+N8nembrwdERyGoBjbTyzDPPuL8yZcpk9blycggEQWDChAnW\nqFEjGzlypKvuxo0b7cQTT7SxY8e6AHOsc1BrrY8//tief/55a9iwoW3ZssVOOOEEe+utt6xf\nv36xNmEeAgikUGDBggX22GOPWYUKFYrc6/z5891r9IknnmDk3yK1WAGB4gksWrTI1NLxqKOO\ncj8CFW8vBbd699137eeff7bRo0db3bp1bfPmzXbyySfbBx98YD169Ci4AXMQQCBnBAhg5cyl\n5kQzKfDmm2/aG2+8Ybfffnv4hjmT9eHYCOS6QNWqVe3ss88OM6gb4J577mn6Ml5Y0ZfooUOH\nuuCV1lGrDrXWWrlyZWGbMB8BBFIkoB+CbrnlFjvnnHPcTW1RPwbNmjXL3fjWqVMnRTVgNwgg\nkF+gXLly9p///McFlo888kg76aSTbNddd41a7ZdffrFff/01ap430a5dO2vWrJk3Gf7/5Zdf\ndgErfe6qqHu/glmVK1cOr8MDBBDITQECWLl53TnrNAscdNBB1rt3b3fD67X4SHMVOBwCCEQI\nRAavNFtBqClTptiAAQMi1op+qFZX+lPRl3EFplevXm360k5BAIHSFXj66addl13dIOtGtqii\n12iNGjVMXXzVQmSnnXZyQetDDz20qE1ZjgACCQoof+Szzz7rPj8VdDrvvPNcviq9Tg8++GBT\ngEvd7V999dWYe1RAOlYAa968ea6VtF73kydPdq/fM888s8i8dzEPwkwEEMgqAQJYWXU5ORm/\nCvALsF+vDPVCwFw3I+W2at68uR1//PFFkixbtswFujZs2GDHHHMMCaGLFGMFBEom8OOPP9or\nr7zi8t8U1fLKO5JafSgw3bp1a5ezTl19lTdL+bMOOOAAbzX+RwCBFAhoUAX96TWnPHVqLdmp\nUyf3elPXP/0lWvTZqm79Cl7Vq1fPBcLUdfCiiy4ydQlu0aJFortiPQQQyEIBAlhZeFE5JQQQ\nQACBxATWrFnjEsXq/xEjRoRz67z++uu2bt268E4U2PK6LugL9TvvvONaYelL+pAhQ9yX9PDK\nPEAAgZQJ6GZWr7OBAwe6m9lYO471elVQWqOYqeWVSteuXd1rVnnuCGDFUmQeAiUT0GemAk36\nfFS3fCVfV9GgKX/++WfMnevzVMnZI4sGYFDRwCr6XFZRAEytup577jm75ppr3Dz+QQCB3BQg\ngJWb152zRgABBHJeQF+qNSpotWrV7MEHH4waSfD999+3pUuXho002pkXwPJmtmrVyk455RS7\n6667bP369W4/3jL+RwCB1Aio65Feq++995770171elMgSt0E1e031us1/02xtlPg6tNPP9VD\nCgIIpEhA+ebUfVCJ19U66qyzzrIjjjjCKlas6I6gZWPGjIl5tEGDBrkBVCIXquuvcl5169Yt\nPFstL/X61aiEFAQQyG0BAli5ff05ewQQQCAnBf744w+79NJLbbfddjO11NCX5chy7733Rk66\nx7ph/uqrr8K/CGumbqTVyiPRbk0FdsoMBBCIK7DXXntFDbiglb/77juXH8frShTr9Tp48GDX\nAiSy69L333/vtot7QBYigEDCAgoiX3DBBS7YpNZS7du3L7Bt//79XW6sAgtCM8qWLRtrtksE\nv2TJkqhlv//+uwuQRc1kAgEEck6AAFbOXXJOGAEEEEDg7rvvNnVT6Nu3r82cOTMMolEF84+g\n5C3Ur8EPP/ywy++hIcOnT59uL774ovvirlENKQggkHqBvffe2/QXWcaNG2eHHHJI3AEUlI/n\nmWeesQ4dOrgk0epmqNe6cmBREEAgNQJK4j5hwgQ34mdhe9QPPErmnkw57bTT7LbbbnP5r/Ra\nVtfEGTNmFBoIS2bfrIsAAsEWIIAV7OtH7RFAAAEEkhRYtGiRffnll24r5dWJLF26dLHhw4dH\nzgo/1hd1rX///febWnxs2bLFevToYZdffnl4HR4ggIA/BPr06eNGP9OoaOrKpFaWSuJO/it/\nXB9qkR0C6u6nv1SXww8/3HXjv/rqqy0vL8/l1NJnrZdXK9XHY38IIBAcgTKhN4W84FSXmiKA\nAAIIIJBZgW3btpm6Nmh0USWqpSCAgH8F1M137dq1pgA0XX39e52oGQKxBNRSWjnw6tevz+s3\nFhDzEMhBAQJYOXjROWUEEEAAAQQQQAABBBBAAAEEEEAgSAKxM+cF6QyoKwIIIIAAAggggAAC\nCCCAAAIIIIBAVgsQwMrqy8vJIYAAAggggAACCCCAAAIIIIAAAsEXIIAV/GvIGSCAAAIIIIAA\nAggggAACCCCAAAJZLUAAK6svLyeHAAIIIIAAAggggAACCCCAAAIIBF+AAFbwryFngAACCCCA\nAAIIIIAAAggggAACCGS1AAGsrL68nBwCCCCAAALBENi4caPNnTvX9D/FbPPmzc5j/fr1YY4l\nS5bYokWLwtM8QAABBBBAAAEEckmAAFYuXW3OFQEEEEAAAZ8KfPDBB9aiRQt79913fVrD9Fbr\nu+++cx4TJkwIH/j444+3nj17hqe3bt1qw4YNs2XLloXn8QABBBBAAAEEEMhWAQJY2XplOS8E\nEEAAAQQQyCqB/fff3w488MDwOd111102ePBg27JlS3geDxBAAAEEEEAAgWwVKJ+tJ8Z5IYAA\nAggggAAC2SRw//33R53Otm3boqaZQAABBBBAAAEEslmAAFY2X13ODQEEEEAAgTgCjz32mO20\n007WvXt3e+qpp0zd1ho2bGh9+/aNaunz0EMPWcWKFe2CCy6I2tuYMWNs+fLldvnll7v52t/O\nO+9sBx98sGnZ5MmTrUOHDnbmmWda06ZN7csvv7Tx48fbpk2b7PTTT7eDDjrIypQpE7VPTYwd\nO9beeustq1y5sh1xxBGuPvlX+uGHH2zcuHH2008/WbNmzeyYY46xww8/PGq1hx9+2OrXr++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hxboQgAAEIFBoAqVLc8spNDw2hAAEIAAB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\nxCpVq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CCCCAAAIIBFwgpXNgBdye5vlM\nQEHOeCW73n/x9mFd4Qkk6nmRaH3h1ZwzI4AAAggggAACCCCAAALpJ0AAK/2uOS0+SAFNJKBh\nqrGKeuxs27Yt1iqWpaiAZpXMLtedhhQff/zxKVpzqoUAAggggAACCCCAAAIIpJ8AAaz0u+a0\n+CAFGjRoYPv27Yu5t5ZrPcU/ArpmClRlV5QTj4IAAggggAACCCCAAAIIIJAaAgSwUuM6UAsf\nCCiZeadOnVx+pMjqFi9e3Fq2bOl+IpfzOLUFNGtkdgEsDRf97rvvUrsB1A4BBBBAAAEEEEAA\nAQQCKaDJZiJnud+5c6ctWbLEtm/fnq/tXbVqla1cuTKpcxzMPkmdIGJjAlgRGDxEIJHAkCFD\nXBBLs9R55YQTTrB77rnHe8pvnwhkN3xQ1df1jbfeJ02kmggggAACCCCAAAIIIOBDgYsvvtja\nt28frvm0adOsYcOG9tZbb4WXzZ0718aMGRN+nhcP/vSnP7nPu8kc62D2Seb4kdv6ZhbCyErz\nGIHCElDPnOuvv94GDhxoijRr5kpNyU7xn4B61B1xxBH2448/WtaE7Xv37rWTTjrJf42ixggg\ngAACCCCAAAIIIBA4AX3u7Nixo9WsWTPctuOOO8769Olj/fv3Dy/L7QN1zlBvr1QtBLBS9cpQ\nr5QWKFu2rCkAUqFChZSuJ5WLL3DbbbfZFVdcYVu3brU9e/aYhoMqmHXTTTfZIYccEn9n1iKA\nAAIIIIAAAggggAACBSCgCabeeeedqDPpS/e8Lv/617/y+pB5ejwCWHnKycGCLqDgxnPPPWcv\nvviii0xr9sEuXbrY5ZdfbuqdRfGXQN26dW3cuHE2ZcoU++mnn1yPujPOOIOE/P66jNQWAQQQ\nQAABBBBAAIF8EdAwvalTp9o333xjJ554onXv3t3q168fPtfjjz9uNWrUsEMPPdQee+wxa968\nufXr1899Ga4A09ixY+3LL790uauOOeYY+9vf/maVKlUK768HGRkZ9vrrr9sHH3xgjRo1sksv\nvTRqvZ7os4o+h1544YWuI8WoUaMsMzPTZs6cabfffrvrhaU65KR8//337vOsvsh/4oknbPHi\nxXbBBRfYmWeeaU899ZTLEzxo0CB3KH3+feWVV9znpfXr11vTpk2tc+fOdvLJJ8c91Wuvvebq\npl5jkUMh4+6Ug5VFQo3OzMF2bJKNwK+//prNGhYHUUA3Jf0BR0a71Wunbdu2dvfddweuyQrK\nqafZli1bXC+lwDUwokFqY5kyZVwvrIjFPEQAgYAJaNh36dKlTclRsw4fDlhTaQ4CCKSBQNGi\nRd2Qoh07dtjGjRvToMU0MV0FypUrZxUrVizQ5r/66qt23nnnuS+3NVzv448/dmlkJk2aZOef\nf76ri4JSlStXtvnz59u6devcsqVLl7rODQr0fP311y7o06JFC5sWymOl4JXyWOm5ytq1a029\nqxQcOu2009z7k4ULF4bbumjRIredvnA/++yzTedWXfr27euOV7t2bZcWZeTIkTmeVEztUt6q\nnj17uuPpPqLAmoJZ7dq1c5/75s2b58579dVX26OPPmqtWrVy5/n0009NMZCHHnrIBg8e7LbJ\nuo86CGho47nnnmsvvPDCAZOguZ0O8h+SuB8kHLuln4DeFLz00ktRwSspKJilP2RFxSn+E9C3\nHd26dbNzzjnHzjrrLBs+fHi+z+7hPyVqjAACCCCAAAIIIIBA+ggoIHXRRRdZ165dbcGCBTZx\n4kRbvny567hwww032K5du8IYCkz17t3bBX40k7lGeSgliYJXL7/8sv3www+uE8Ts2bNd7ybl\nU/bKn//8Zxd81rb//e9/7bPPPrMbb7zR9Yrytsn6W720PvzwQzfxlEYD6XHLli2zbpbwufZT\nOxVEu+OOOw7YXl/wqwPH3//+d5szZ44Ldi1btswFs/SZad++fQfso5FK6kHWq1cvGz9+fJ4G\nr3QyAlgHkLMAgdgCin4rOh2rqBeWIuUUfwlMnjzZRowYYZs3b3YVVzDy3XffNf2nROdUf11L\naosAAggggAACCCCAQF4JaNigejY+8MAD4VQxxYoVc72UNDO99/lB59NnRI3G0WgOTRKljg8a\nOqghhz169AhXSUMPFbBSTy4FhHSM9957z/V+0tA8r1x33XVRwxS95Xn9W72u1BNMvdMjk8NH\nnkdtU5DLG3mm5x999JELsMkjsijIp0DeJZdc4oY7Zl0fue3BPiYH1sHKsV/aCajLaqwosyCU\nAFzdWin+EVCwSmO8s15TLde3LPoWpE2bNv5pEDVFAAEEEEAAAQQQQACBPBGYNWuW+3x3+OGH\nRx3v6KOPNv1EFuWeUnoCr2iWc30ZrgCVcktFFvXiUlHnB63XdkcddVTkJqbAT+vWrU35t/Kz\nRAbNYp1HE5ZpmOD999/vepUde+yxbhijhh9qGGNkWbJkif3lL39xn600JDK7jh+R+xzM49jd\nSQ7mSOyDQMAFFNiIV7wxz/G2YV3qCKxYsSLbKWL1n4a6+lIQQAABBBBAAAEEEEAg/QT0WaF8\n+fI5arhyBkcWDclTUY8sBXIif9QLS4nYFRzyPj/GOk/VqlUjD5kvj7PWO9ZJNFRQObvUc0y5\nvYYNG+ZydinHVeTnY83qPmDAADvhhBPcEEgvd1esY+ZmWdI9sJ599llTQi9F4WIVjdtUoi9l\nttcFoyAQFAGNEY5XPvnkE5eoLt42rEsdAf2nEa8kWh9vX9YhgAACCCCAAAIIIICAfwWUZ0q5\nrTTSRjPPe2XVqlWmJOinn366NWnSxFsc9btx48buuXo4Pf/881HrNPrDG1qnXksqCgxlLStX\nrsy6qFCeq76dOnVyPa/UW0yjVDSEUnEhDRWUg4p6qilflnqNeUnmNatikSJF8rTeOQpgrVmz\nxiUb05m//fZbNw2kIpJZy+7du110Thdg586daRHAYthY1ldBcJ8nCmgoD1bQXg/ezVWzEQat\nbWqPZtPwZtiIfOV6N+qgtTmyjTxGIF0FvPta2bJlA5nrTm+0n3nmGTcdt74NVW4LTZPdrFmz\ndL3ktBuBQAt4Hw6D+D400BeOxiUt4L3Wk97xIHdQ/qqnn37aJS5X7yOv/POf/7T77rvPJU6P\nF8CqVauWS9yuYYKRsydqmJ1mFFRC9wYNGrjcUwoGqROQVxS8Up4sHSNe0XsaxWDyq2gYpWYY\nVK8rBa10DZRiRe8rpk+f7mZk9M6tz4sqRx55pEtgf9ddd7mAlrbNy5KjAJYSkCkTfmSpV69e\n5NOoxxoTqkRg6VBI9JwOV/m3NmYd/5y15UrYF9TXg9oVxLbpP51YASxNhaspboPY5qyvW54j\nkK4CQbyvqU16A6wvG71u/V9++aVdGpoNSFNjK58GBQEEgivA+5bgXltaZnnekyeRqYbIPfLI\nIy5YoyCR8j9pKN2oUaOsffv2dvLJJ2d7CPXYUvJ3JTRXvqjbb7/d9MWZZuWbMGGC3XrrrS54\npQMoJ6+20YyHXnJ4JXHPmqc31skUc9EoIdVJM6orF1deFsV11MNKATsFy0477TTTLIv33HOP\nG1559tlnxzzd0KFDTZNlaSbGzp07m9cjLebGSS7MUQBLibv0Rkjf6glIXd30ZihrUeRfiD17\n9sy6KrDPt2/fHti20bBogUS9cTSeOWivB6/nlf72g9Y29RJ9/fXXoy/y/55t2rTJzQhyyimn\nxFzPQgQQ8K9AqVKl3FAAzSy0f/9+/zYkRs01lP2bb76JetOrD7R6E6zZkdQzi4IAAsESUG4d\n9e7QZ7WgvVcL1pWiNbkVSPRZLLfHz7q/Yhvvv/++XXbZZdavX7/we4Zzzz3XHn/88fAwwKz7\nec8vvvhiN3uhYimnnnqqW6xj9u3b1xTg8YoCTwpiKdeUkp8rUPTXv/7VWrZsaTNmzPA2i/lb\nx7n55ptt0KBBLkAWK0YTc8ckFiqIp6GC1157rdtLvbD0hdjnn39u2eXp0mfIMWPGuECf2qsY\nUl71oCsSemOTmUT9XcRQUbc77rgjmd0Cu603nWRgG0jDwgIK4mj8b3Z/MpMmTbJDDjkkvH0Q\nHujmo+R+W7ZsMQ1FCVJRIF7frMQqare+MdEPBQEEgiWgL9o0U9Dq1avDb0aD0sKRI0fayy+/\nnG279M2xvgGmIIBAcAQUwKpZs6YpKL9x48bgNIyWIJBFQAGsyKF4WVbn61P9ff3yyy+mUWga\npZFsUd4sJWxv2LBh3LQsixcvturVq+c4ebzqoS+p1q9f7/bLqyBRrPYpMb1iH2pDotQ6sfbP\nq2U56oEVeTJlzKcgkI4C+rCTXfBKNwsFRIIWwArydc7uGwO1WddZ/3lQEEAAAT8JaMhCvDev\nXv4vP7WJuiKAAAIIIFDYApqcTj2iDrYol1WifFY6toJDyRb9314Qn0H12SgVPh8lHcASqMYz\nPvTQQ+4Du6KRsT7Ub9iwIVl7tkcgpQXi9bbT34CmClW3T4o/BPTNQe3atd03CVlrrG74SlhI\nQSCdBPS615A69UCk+FNACWeVXyNrUQ8NTVqh4ZMUBBBAAAEEEAiewOjRo2POZpi1pfoMpNxU\nfi1JB7A+/fRTUy8sRSE19rFGjRpxv+3zKwz1RiCrwK5du7IuinoetCF2UY0L4BPliVCvulhF\nH/Y060aHDh1irWYZAoEUuP76613yb82MoyF2FP8JHHXUUda9e3d77bXXwsMIlW9D1/OGG27w\nX4OoMQIIIIAAAgjkSEDDFDUiKFHRZFV+LkkHsJTnR2+ElCQ00axsfoah7ghkFUiUODDR+qzH\n43nhCmRkZIQ/4GWtiQJYy5cvz7qY5wgggEDKC1xzzTV23HHHuSm6NSGFprPW5Drxhk2nfKOo\nIAIIIIAAAgjEFdBMh+lQkg5gaRiVhkkRvEqHlwdtjBRQVDteWbZsWbzVrEsxASWnV66YWEOg\ntVy9SykIIICAHwU0tXe86b392CbqjAACCCCAAAIIFE2WQMEr9b5imtZk5dje7wLbtm2L2wTN\nAEHxj4DGf2uIoIbXRBYFr9TLlA9/kSo8RgABBBBAAAEEEEAAAQQKVyDpANall15qderUsX/8\n4x+2e/fuwq09Z0egAAVOOumkuGdLtD7uzqwsFIEhQ4ZY/fr1o86tBNb33XcfU81HqfAEAQQQ\nQAABBBBAAAEEEChcgaQDWB9++KGbpvGBBx6wihUrWpMmTVwydyV0j/wp3GZxdgTyXkAz1mkW\np1hFU5cSwIolk9rLZsyYYYsXL46qpHrSPffcc1HLeIIAAggggAACCCCAAAIIIFC4AtFjZ3JQ\nlw0bNphmY2vTpk0OtmYTBIIlUKlSpZgN0nA05VLS8DOKPwQUqPrnP/95QCL3vXv32hdffGFz\n5swxzehFQQABBBBAAAEEEEAAAQQQKHyBpANYAwYMMP1QEEg3gdWrV9snn3wSs9masnTu3LkE\nPGLqpObCFStWWHZ5zfbv3+9y/RHASs1rR60QQAABBBBAAAEEEMhPgY0bN+bn4WMeu3LlyjGX\ns/B3gaSHEP6+K48QSC8BBTyyJvz2BLR8+fLl3lN++0BAQap4RdebggACCCCAAAIIIIAAAggg\nkBoCBLBS4zpQCx8I1KhRwzS8LFbRcDStp/hHINGskRoqTUEAAQQQQAABBBBAAAEEciKwcuVK\nGz9+vCX6nJGTY7FNbIGkhxA+/PDDLm9M7MP9vlRDqigIBEmgXr16bojg/Pnzo25KRYsWdRMb\nHH300UFqbuDbsnPnzrht3LRpU9z1rEQAAQQQQAABBBBAAAEEPIHJkyfbuHHj3GfGFi1aeIv5\nnYcCSffAql69ujVt2jTq57DDDrMSJUqYIo47duywc889Nw+ryKEQSB2BO++80/R6V9CqVKlS\nVqxYMatVq5ZpVs7shhemTu2pSaTAnj17Ip8e8DjREMMDdmABAggggAACCCCAAAIIpK2A1/PK\n+522EPnY8KR7YF1yySWmn1jll19+sTPPPNNq164da3XcZbrIilb26NHDKlasGLXtli1bXPJs\n/W7btq3Vr18/T9fr3LNmzbLvvvvOmjVrxgyLUbo8iRRQYr3Ro0ebemEtW7bMDRts3bo1watI\nJJ88VgCSggACCCCAAAIIIIAAAggg4A+BpANY8ZrVuHFju+WWW+yqq66y6667zvVOibd95LpR\no0bZxIkTrWPHjlEBrEWLFlm/fv1Mx65bt64LHgwbNszatWvnds/tegWvBg4caL/++qu1b9/e\n1aFDhw527bXXRlaPxwiEBYoUKWKtWrVyP+GFPPCdQKIhhOplR0EAAQQQQAABBBBAAIH0FkUc\nKEUAAEAASURBVFi8eLHlJD/u+vXrHdTSpUutZMmSCdE0uq1atWoJt2OD3wXyNIClwx566KGm\nnlI//vij6830+6liP1q9erU9+OCDbsr6WFvce++91q1bN7v66qtNgYP//Oc/9sgjj7jkaHqe\n2/UKmm3dutUmTJhg5cqVM+Xu6t27t3Xp0sWOOOKIWFViGQJuuOyXX37pglhNmjRBxIcCiXpg\n7d6924etosoIIIAAAggggAACCCCQVwKff/65i0UkczylnclJKV++vL377rsuPU1OtmcbszwN\nYG3fvt3Uk0p5gbIO88sO+7777nPbDx8+3AYPHhy12bp162zBggV28803u+CVVnbt2tXGjBnj\nhvsp91Bu1rds2dJmzJjhen0peKXSoEEDF5TQC4kAliPhnxgCCtCOGDHC/v73vxsBrBhAPlik\nwHW8Qk6zeDqsQwABBBBAAAEEEEAg+AIbN250jTymQnlrUrZMnjX4w/UbbW3o84jy7jLyI+es\nSQewnnrqKXv66acPOIMSIqv3koJOl156qZUtW/aAbWItuOmmm6xmzZpu36zrV61a5RbVqVMn\nvEpd7NQdLyMjI7zsYNcrgKWhg5H766B6Hnl870RPPvmkC5x5z9XlT0MlKekn4AU8y5QpY8qL\nFdTi3UxLly4duDxfiQLUStYf5Gsb1Ncs7Tp4AS9oW6lSJdO9LahFk86oZM23GdT20i4EEEgP\nAX0+4n1LelzrdG1lYSdG71itil1Yq2ae8f+0fYetTTCpVJ6dLEAHSjqApWE127ZtO4BAva6U\nF0hJ3DXcL6dFwavsioJLGuaTdahPhQoVbMOGDaYXcW7W792719auXXvAm1i9qV24cOEB1frq\nq69s+vTp4eXqZTZ06NDwcx6kj4A3plkfhIL8Qc+7omqn96HPW+b33/Xq1YvbBM22mg7XNi4C\nK9NKQP+Pq+h1nw6v/XRoY1q9gGksAmkuoHs497U0fxEEvPka7UUxmz17tht2OGTIkDzjUFqn\nJ554wnXO0bDGVC5JB7AGDRpk+imIog/MCjJlLQpcqYdXbtfrRq8eJlnPoedeD5vIc2uYY2Ty\nNn1brYtNST8Bryup8r0F+TWgQF2VKlVcnrhYgWs/X3klY4xXlIQxyNc2XttZl54CXt439UBW\nr8ugFvUwU/vUzszMzKA2k3YhgECaCOizzCGHHGKanGbTpk1p0mqamY4CBGh/u+qzZs2y+++/\n3/IygKWRb//4xz/ssssus8AFsLw/FgV5pk2bZj/88INp+ODRRx/tfvKy66qG6ClYpWhr5JDE\nzZs3W+3atd2QptysVxL4qlWruqTzXrv0W8dXfq2sRdtmLeolRkk/Ae9Dj35r3HJQi9e2ILYz\n0YwfCt557Q/q9aVdCEQKePc1ve7T4bUfxPta5PXkMQIIpJcA97T0ut60FoF0FTioeeJnzpxp\nxxxzjEt+fsUVV7jk6x06dHA9NTQrYF4VDfFRL6f58+eHD6mk7XpjrTxVuV2vgzZu3Djq+Fr2\n3XffWd26dfWQggACARVIlMRdvesoCCCAAAIIIIAAAggggECqCXz00Ud2wQUXWM+ePW3SpElR\n1dOoMfXS0jqleLrqqquico6r1/3IkSOte/fublKy5cuXR+2fyk+SHkKooVNqqHpgPfzww9a2\nbVvXzUzDcf7973/b//3f/7mu+VlnFDwYBHXz79Spk40dO9aaN2/uglmagfCss85yXWV1zNyu\nP//88+22225zsxvqHC+//LLpgnbu3Plgqsw+CCDgE4E1a9bErenPP/8cdz0rEUAAAQQQQAAB\nBBBAINgCK1ascA28f/Ey008qFOUDv/DCC+3KK6801a93796mYYB6rqKglUaVDRgwwA0vVgzl\nzTfftB9//NGlUFJKqNdff911RFLu77/85S+p0Kwc1SHpAJZmIVQQ65tvvjElOfbKUUcdZd26\ndXPjJh9//HGH4a3Lze+BAwfaHXfcYeecc45L2N66devwhdFxc7u+Xbt21qtXL5fXSzm11PNK\nidlTfexnbkzZFwEELGHuG/Jf8SpBAAEEEEAAAQQQQCC9BbxURrVD6UWqlfxtJuO8EPklNAvh\n9oNMRaPORM8884zr2KO6qI6KmVx++eUuVlOjRg1TTEYddFQ0+7o66OgLfH3Gefrpp23evHnW\nokULt75ly5Yugbt7kuL/JB3AUtb7U089NSp4FdlGRfmefPJJW7lypRvmF7ku3uMGDRrYxx9/\nfMAmSiA9YsQIF0FU0vWsydVzu14n7Nu3r1188cXuHMq7RUEAgeALJOqBtWPHjuAj0EIEEEAA\nAQQQQAABBBDIVkDxBpXedWrahbVqZrtdsiv6z//evt2yNdnd3PYKWCkm45WOHTvaQw895IYJ\nKkXSxIkTTcneFeRSzvLp06e7TfX5Rstr1qwZDl5phUa4XXfddd7hUvp30jmwFETyZiqK1TJv\nnZKr52WpWLHiAcGryOPndr0SNhO8ihTlMQLBFtDffLySDkms47WfdQgggAACCCCAAAIIIJB6\nAopbRM4YrR5XKsp9pRlJFZA65ZRTbPz48a53VuQQQY2m0+ccb/Ie7ae8434pSQewjj/+eFPC\nsC+//PKANgpBycIEeuihhx6wngUIIIBAqghE3vRj1alUqVKxFrMMAQQQQAABBBBAAAEEECg0\ngaVLl5ryYHnl3XffNXU0atSokf33v/+1999/301UN2XKFLv11lvDI+MUuDr22GMtIyPD9cTy\n9tf2filJB7D69+/vANRl7eqrr7bnn3/eJQB79NFHTcEtgSmIRUEAAQRSWUBjx+OVokWTvj3G\nOxzrEEAAAQQQQAABBBBAAIE8Ebjrrrtsz5499tlnn7mcVorT6Av6WrVqmUbDefl8lyxZYrfc\ncos7p3pnKWajnFd33nmnafbBOXPmuBRQeVKpAjhI0n3FypQpY5988on169fP/vWvf0VVUeND\nH3vsMfvrX/8atZwnCCCAQKoJaNhxvOJ1xY23DesQQAABBBBAAAEEEEAAgYIUUFJ2zTpYuXJl\nU16rnj172gMPPOCqoI5GyvF9+umnu+GDmqhO6zT53bfffutyX73xxhtuFsMmTZq4fZT/Srmx\n/FCSDmCpUXXq1LG3337bRewWLFhg69ats8MOO8xluWf2Pj9cduqIAAJKXhiv+GkseLx2sA4B\nBBBAAAEEEEAAAQRyJ/DsytX2+pp1uTtIxN6Ld+yMeJbzh3369DH9qKxfv94NHaxUqVLUAcaM\nGWOjRo2ytWvXhocPXnjhheFtGjZsaF988YWblbBChQqu59bdd98dXp/KDw4qgOU1SL2xjjrq\nKO+pbdu2zf1oQaIPh+GdeIAAAggUgsDcuXPjnnXRokVx17MSAQQQQAABBBBAAAEEgi3QoEED\nKxuKe6wJJUhfkyAFyf5QTnDlBVcqkiI5YGkS6gSUmy/Nq1atmu1ZNGGVOh7FK4cccki81Sm5\nLukAli7IVVddZWPHjg0Hq2K1LDKrfaz1LEMAAQQKU0AzcMQrW7ce3LS28Y7JOgQQQAABBBBA\nAAEEEPCPQPPmze3DadNyVOERI0bYiy++6HJKHXnkkTnah42SE0g6gKX8VyNHjrTjjjvOTjrp\nJEuURya56rA1AgggUDACib5xyNoVt2BqxVkQQAABBBBAAAEEEEAAAQRiCSQdwHrhhRfc9IzK\ndq+EYBQEEEDAjwLK2xevaBpaCgIIIIAAAggggEDhCmzZssXGjx9vn3/+uZUrV87OOeccO+OM\nM6xIkZwM0ircunN2BBDIW4GkA1iamlHZ7gle5e2F4GgIIFCwAkp6GK8whDCeDusQQAABBBBA\nAIH8F1AS6ksuucS2b98ePtmcOXNs6tSp9uCDD4aX8QCBVBBQjnCVsmXLpkJ1AlmHosm2SlM0\nKvnx119/neyubI8AAgikjIDeEMUrGzZsiLeadQgggAACCCCAAAL5LDB06NCo4JV3On0Wffvt\nt72n/EYgJQQUbNUMgIlGeqREZX1aiaR7YJ144okuKdlpp51mmopRUzDGypx/4403+pSEaiOA\nQDoIVKtWLW4z6ZYel4eVCCCAAAIIIIBAvgt8//332Z5j8uTJdvbZZ2e7nhUIFLSAemCRvD1/\n1ZMOYC1btsweeugh01hkRRezKwSwspNhOQIIpILAunXr4laDHlhxeViJAAIIIIAAAggUqsCm\nTZsK9fycHAEECl4g6QDWuHHjbP78+abunJ07d7ZEM3kVfJM4IwIIIJBY4Icffoi7EW+K4vKw\nEgEEEEAAgZQW2LNnj61cudLKly9viXpdp3RD0rxyxYoVs3379sVUaNCgQczlLEQAgeAKJB3A\nmj17tusWd9dddwVXhZYhgEDgBfbu3Ru3jZmZmXHXsxIBBBBAAAEEUldg1apV1qdPHzvzzDPt\n5ptvTt2KUrO4Al27drVXX3015jaXXXZZzOUsRKCwBDTBwMsvv2wajeYldC+sugT1vEkHsI49\n9lj76quvguqRdLtq1KiR9D7s4H+BSpUquUboW710eA1oyuKgzaYROZtNrFekAljpcG1jtZ1l\n6SlQsmRJ13D1rA7ym66iRX+bv6Z69erpeaFpNQJpIuD9P68Z1NPh//OgtnPYsGGmtA7Tp08P\nv3KVp/Tuu++2k046KbyMB8EX2LlzZ8o38oMPPnCTC5x33nnkwsqnq5V0AEuZ9Z944gm7/vrr\nTb2wdLNM55KRkZHOzU/btnvDy7Zu3WpBfg3oA6263W/bts3U1iCVnFy3nGwTJBPakt4Cu3fv\ndgBr1qwJ9P/tVapUce3TTKT79+9P74tO6xEIsICX61IfeoP8/7mC8jVr1jS1c+PGjYG8onfe\neaf99NNPNm/ePPcFS9u2ba1y5cqBvq6BvJC5bJS+UKcgkHQAa8aMGVanTh178MEHXTJ3Pa5a\ntaplnbFLQw0pCCCAQKoK0PsiVa8M9UIAAQQQQAABBKIFmjRpYvqhIIBAegskHcBav3696Vva\nNm3apLccrUcAAV8LNG3a1N58881s28C3PNnSsOJ/Avp2XzlWglLU01JlwYIF5g0n9Hvb9Hfc\nsGFDvzeD+iOAAAIIIIBAIQkob+57773nejkmqoJ6CqpoyOvPP/+caHOrX7++KUUTJecCSQew\nBgwYYPqhIIAAAn4W6Nixoz3yyCPZNkFJQykIxBPo169fIIdrDB48OF6zfbfu8ccft+bNm/uu\n3lQYAQQQQAABBApfQMGo22+/PamKPPvssznaXrNsfvzxx6bflJwJJB3ASnRYJT7WMMOTTz45\n0aasRwABBApNQEnpW7dubbGGOxcvXtwUnKAgEE9gy+bNViX0Wjm7etV4m7GukATmbt1m+tkc\nuk4UBBBAAAEEEEDgYAS8HKG7jz3O9jZpejCHiLlPqQ/fMwvlHWXm85g82S48qADWv//9b3vs\nscdc4rw9e/a4gwte3eu2bNliWsaFyNacFQggkCICyuV366232ueffx6ukZKCjhw5MjBDqMIN\n40G+CNQqVdKua1g/X47NQXMnMHr5ShfAyt1R2BsBBBBAAAEEEDDb16Ch7WnbLs8oSn79pQtg\n5dkB8/lA+nx0wgknuJ98PlXcw/82l3TcTaJXqotb//79bc6cOdagQQNbvXq11atXzzTttmYp\n00wY6q5PQQABBFJdoESJEnbfffeZZrdR0bDCV155xd3TUr3u1A8BBBBAAAEEEEAAAQQQKAiB\nRx99NOpL/4I4Z6xzJB3AeuONN1yQatGiRW6oYIsWLeyCCy5w05rOnz/fTePKGM5Y1CxDAIFU\nFahSpYqrmn5nnVE1VetMvRBAAAEEEEAAAQQQQACBdBJIegihsumfeOKJ4R4KxxxzTDgSp6lN\nhw8fbldffbX97W9/SydH2ooAAggggAACCCCAAAIIIIAAAgjkq8Avv/xizzzzjH399dfWpk0b\nO+OMM+zdd98NjyrZt2+fPfXUUzZ16lTT41NPPdWuvPJK0+gTlUTrtc0777xjEyZMcLlENQIv\nVUrSPbDUQ6FMmTLh+h9xxBH27bffhp//4Q9/cLmxli9fHl7GAwQQQAABBBBAAAEEEEAAAQQQ\nQMCPAkU2brSioRhHXv3Yrl0HxbBu3To7/fTTXcCqW7du9tFHH9k555xjkyZNCh+vb9++dtNN\nN9nhhx9uxx9/vEuZcvbZZ4fzlCdaP2XKFNOxlddc+2v7JUuWhI9fmA+S7oHVrFkzGz9+vMt9\nVbNmTdMQwsWLF9vSpUutfv36pmGEyoPlRfcKs3GcGwEEEEAAAQQQSEeB+++/3z744AMbO3as\n1a5dOx0JaDMCCCCAAAK5FtAINJXSH77vfnJ9wFweQJNQbd++3T799FOX+mTgwIHWsmVL279/\nvzvyV199Zc8++6y9+uqrLgilhQpeKQG7ltWtWzfu+j/96U92zTXX2P/93//Zbbfd5o6plFFN\nm+bdDIzuoAf5T9IBrEsuucQNE1Q07/XXX7fTTjvNypUrZ+edd5716NHDnn76aTfEUMEtCgII\nIIAAAggggEDBC2ja7507d4a/bS34GnBGBBBAAAEE/C9Qp04d14i9jRrbvtq/Pc6LVpWYN8eK\nbt6c9KE0bFABqci8vV27drXXXnvNHUuj40qVKuV6aXkHVy+qWrVqmYJbGRkZcddrUqsff/zR\nxXm8/Rs1auTfAJZmG9QsXYrI6Y2RhhRq1kF1KxOmN6uX11h+I4AAAggggAACCCCAAAIIIIAA\nAn4T8NIn7Tn6GNvd/pQ8q36xVb8eVABLQwjbtWsXVY/KlSuHn28MDXXUc3Uy8oqCXTVq1HC5\nrxKt37Jli+vNtXfvXm939ztVRtglnQNLtT/ppJPcWMtOnTq5xvTu3duU8+rtt982dbHr2bOn\nW84/CCCAAAIIIIAAAggggAACCCCAAAK5F9BwwW+++SbqQErW7hVNrLd69WqbNWuWt8h+/fVX\nmzNnjmkCvkTr1VNLP0ri7pU1a9a4/b3nhfn7oAJYXoUju61pyOBZZ51lhx56qLea3wgggAAC\nCCCAAAIIIIAAAggggAACeSAwePBgN7vgdddd54JKt99+u33yySfhI2t4YYMGDVz+Kg0FVEej\nG2+80fXAOuWUU9zww3jrdaBLL73UXnjhBZs2bZpt2LDBdA4ldE+FkqsAVio0gDoggAACCCCA\nAAIIIIAAAggggAACQRc49thjXb4rTdTSvn17++KLL6x///5WunRp13QNeVSu8hUrVpgm4FOP\nq++++87ef/99N6lLovU6yN13323KhdWlSxe3j4JgOm8qlKSTuBd0pTUG87PPPjvgtB06dAjP\ndKhtFHXU77Zt27rZECN3SLR+3759roudLqwucps2bSJ35zECCCCAAAIIIIAAAggggAACCCBQ\nqAKzZ8+2xo0bm5K1e+Wqq65yPay850ceeaTNnDnT1q9f75K9K295ZEm0vmjRovbUU0/Zo48+\nalu3brXq1atH7l6oj1M+gKULdM899xyAduKJJ7oA1qJFi6xfv37uImpKyNGjR9uwYcPCic0S\nrVfwSlNPalyoIpgTJ040BceuvfbaQr0wnBwBBBBAAAEEEEAAAQQQQAABBApPwEubVOaVyaaf\nREUD7Yok2igX6z/++GO79dZb7Y033rDWrVu7YX5jxoyxkSNHHnDUqlWrHrAsckGi9erV5fXs\nityvMB+nfABL4zaVqOyxxx6L6XTvvfdat27d7Oqrr3bRxf/85z/2yCOP2Pjx493zROsVsFJU\nccKECS5T/5IlS0xJ6dVd7ogjjoh5ThYigAACCCCAAAIIIIAAAggUjMDu3bvtySefdCNt9NmP\ngkBBCbRq1coNn9u1a1fCU65atco0S2CjRo2sbNmyCbdXT6rixZMLyajzzbJly2zAgAH2/fff\nW9OmTd2Qv759+yY8XxA2SE6rEFqsAFZ2gSS9OBYsWGA333yzC1apel27djVFIDUcUNnz461X\nYGzGjBlufKc3zaQSmulF+u6772Z73kJgCMQpNZQzVZK/5RZ0+/bt7hA7d+60zZs35/ZwKbG/\nvl2oUKFCStSFSiCAAAIIIIAAAggg4Ans2bPHXnrpJZfqhQCWp8LvghDQKK/HH388R6caMWKE\nvfjii3bLLbeYhunlR1HAa/jw4e5HQbVSpUrlx2lS9pi+CGDpotx0000uwti8eXO74oorTC8k\nRThV6tSpEwauVq2alSxZ0jIyMsLLsluvAJaGDkau944Xub93IE1HuWPHDu+pG8JYokSJ8HMe\nZC8wadIk+9e//pX9Bj5dM3bsWNNPUErPnj1NY6i9UqxYMfdQ46C9x966IP1W+1QUxAtyO4N0\nzWgLAjkVyHr/8oYCaLn3OKfH8tN2Xtt0T+O+5qcrR13zSiBd/m9Pl3Z69zHeq+XVXwjHCYJA\nugWvdM1SOoClHjsKUqkn1UUXXeRyVCnyPmjQIBs3bpwLPumiZb1w6kWi6R6V3yre+r1799ra\ntWutYsWKUa9fPV+4cGHUMj0ZOnSoTZ8+Pby8fv36rqdWeAEPshXQ9VBpXb68VSj+W1Ak241Z\nUeACe0LTon6xabP7e6hRo8YB51cPRa+X4gErA7DAS2yorr6x2h+AJtKE/BAIBTwpqS9QuXLl\nmH/XhxxySOpXPhc19HJW6Is97mu5gGRX3wps27bN1V1/C+nwN5CKuWry8sWjlC8q6qiQDtcz\nL+2CcixvBExQ2kM7Dk4gpQNY5UPBDvXcUXIx3axUWrRoYX369HHTQOpNqYJQWYsCV/ogqt5R\n8dYrkq9vLbJuo+exPqwrcbz3QVfn1JtC/pCy6sd+7hlf1/BQa1m+XOyNWFpoAhtC3bLPmDnb\nBX0jX9P6+9AbInXb1k9QizemXa/TyPYHtb20C4F0EtDfd+Tftd5PqPt95LIgenj/76rneNDb\nGsTrR5tyL6A0Dyr6XBDkvwH1SCpTpoz7PKM8UUEt3jUM+vUM6vXLi3bt378/Lw6Tr8eoWbOm\ne4+RKDl6vlYi4AdP6QCWbsjqfRVZlOhM35pq6F+TJk3C/ylFJklTTqLatWu7F493k4u1XsfX\ni0s9vSKL9s96Xq2PlRhN9aAkFvACBIm3ZIvCFFCQatOmTeEq6IOeAlh6E+h98xVeGaAHXtv0\nOo1sf4CaSFPyQyDUc5GS+gLqhRH5d60vohTA0v/9fngzfLDC3pcOamdk+w/2eOyHgN8EvPf3\nCuoE+W9AXzYqgJX1PZzfrlei+no96hScD/L1TOSQzutjdTBJNQ+NGuvevXuOErinWt39Up/f\nEr+kaG0XL17selspy75XFDBas2aNy4FVr1499yZ0/vz53mqXtF1vSJXXKtF67aSAWOT+WqYE\n8MqxRUEAAQQQQAABBBBAAAEEEEAAAQRyIhDZcSYn27NNcgIp3QOrYcOGrvfHE088YUOGDHG9\nQEaNGuWG8Z1++ukustmpUyeXRFvJ3fWNqmYgPOuss1wvLVEkWn/++efbbbfd5mYv1DFefvll\n0zc1nTt3Tk6SrRFAAAEEEEAAAQQQ8KmARi18/fXX7n2wT5sQVW3luVXRJEwff/xx1Do/Pzns\nsMMOmIDKz+2h7gikqoDSFVFSTyClA1jiGjx4sN15553Wo0cPp6ceUyNHjgx3yxs4cKDdcccd\nds4557iE7a1bt7Yrr7wyLJ1ofbt27axXr14uMbxyZqnnlZK1K/8WBQEEEEAAAQQQQACBdBD4\n8MMPbdiwYYFr6qxZs0w/QSmNGjUK1AzYQbkutAMBBApGIOUDWM2aNbMXXnjBzY6mAFOlSpWi\nZJTLYsSIEaa8VUrKnnVsbKL1OphyW1188cXuGNWrV486Pk8QQAABBBBAAAEEEAi6gBL+q5xe\ntUpowp2yQW+uL9v31PJfzbtOvmwAlUYAAQRyKZDyASyvfYkCSxUrVvQ2jfk70Xolq050jpgH\nZiECCCCAAAIIIIAAAgEROKlyJetegy90U/Fyjvt1dSpWizohgAACBSaQ0kncC0yBEyGAAAII\nIIAAAggggAACCCCAAAIIpKyAb3pgpawgFUMAAQQQSEuBzMxMW7Vrtw1ftCQt25/qjZ63dVuq\nV5H6IYAAAggggAACCCQhQAArCSw2RQABBBBAIFJgw969NnH1mshFPPapwJ49e2zTpk0+rf2B\n1d61a5dbuGHDBlOahCCUWLlQg9Au2oAAAggggAACORMggJUzJ7ZCAIEsAsuXLzdNuR2EsmrV\nKtcMTQaxZElwetPUqlXLzc4ahGtEGxDIb4FrrrnG5s+fn9+nKfDjDxo0qMDPmZ8nfOihh+y4\n447Lz1NwbAQQQAABBBBIUQECWCl6YagWAqks8NZbb9n999+fylU8qLpNmTLF9BOUcuKJJ9q9\n994blOakbDuKFymSsnVL54rtDw3x3J8EQEZGhmUWL2F7m7dIYi82LSiBouvXWrEVK0zXiYIA\nAggggAAC6SlAACs9rzutRiBXAuvXr3f77z28qe2vXCVXx2Ln/BEo+dUX5l2n/DkDRy0SClw1\nL1vGxh1JwCMVXw2jl6+0J0M/yZTMsmVt+6V9k9mFbQtIoORnn1qZlyYU0Nk4DQIIIIAAAgik\nogABrFS8KtQJAZ8I7Gp/iu1tdaRPapte1Sz59Zfp1WBaiwACCCCAAAIIIIAAAoEWKBro1tE4\nBBBAAAEEEEAAAQQQQAABBBBAAAHfCxDA8v0lpAEIIIAAAggggAACCCCAAAIIIIBAsAUIYAX7\n+tI6BBBAAAEEEEAAAQQQQAABBBBAwPcC5MDy/SWkAQgggAACCCCQJwJ7dluJWd/myaE4SN4K\nFFu2NG8PyNEQSAOBX375xXbs2BGIlnrt2Lp1q82fPz8QbVIjatWqZdWqVQtMe2gIAvktQAAr\nv4U5PgIIIIAAAgj4QqBo6INe2eee8UVdqSQCCCAQT2Du3Ll25ZVXxtvEl+sWLFhggwYN8mXd\nY1VawavJkyfHWsUyBBCIIUAAKwYKixBAAAEEEEAAAQQQQAABvwps2bLFVX1vw0a2r0EDvzYj\n0PUu8fVX5l2nQDeUxiGQhwIEsPIQk0MlFrh30RIrV6xY4g3ZokAF9mTuL9DzcTIEEEAAAQQQ\nSE2Bdbv32JIdO1Ozcmleq32ZmUkL7G3ewnad0Snp/dgh/wWKL1xotm5t/p+IMyAQIAECWLm8\nmOXKlcvlEdJj9xIlSriGLti2PT0a7NNWFi9e3CJf08X+F2wsWbJk1HI9p6S+gK5f5PVM/RpT\nQwTyXqB06dJRfwfefa1s2bKWGfFhsEiRIra/bDnb3n9A3leCI+ZaoHhoOFTpD9+zUqVKRV3P\nXB+YA4QFZKvy2PIV7ie8ggcpJVCuaNGovwHdu1SyvofTvY/iDwHeq+XsOnmv9ZxtzVZBFSCA\nFdQrS7sQKACBEl99YcUX/VIAZ+IUSQtEfDBPel92QCBdBUJB/H0NGqZr61O63cVWrkzp+lE5\nBBBAAAEEEMh/AQJYuTTetm1bLo+QHrvv2bPHNbR+6VJWOvTNESW1BNQl/efQcIG9e/da5Gva\n63m1e/fuqOV6rlJy3tzUagi1iRLYt29f1HWLWskTBNJEYOfOnVF/B7qvqVfw9u3bbf/+34dP\nR/bGShMaXzZz165dUdfTl41I0UrLlpL6ArpvRb5XKxp6X12hQoUD3sPp3kfxh0Dk9fRHjQun\nlvRUKxz3VDsrAaxUuyIBr8+wJo2tZXmGXabaZd4QCjCeMXN2qlWL+iCQ8gKLQoHfS+ctSPl6\npmMFV/8v0J6ObafNCORGoEv1ata6QvncHIJ980lgxNJl+XRkDosAAgj4Q4AAlj+uE7VEAAEE\nEEgxgcOaNLGFoQSsc7fSEzfFLk24OmXKlLE6deqEnyd6UGTXTiv1zpREm7G+EASKLVtaCGdN\nz1MeV7GCda9RPT0bn+KtfiKUn4yCAAIIpLMAAax0vvq0HYFcCmzr09f2tmyVy6Owe34IVLrh\n2vw4LMeMEHjyyScjnvn/4eDBg+3bb7+1KVOmWDom/1VS9yJr1ljpqW/7/2IGuAW6ThQEEMi5\nQNFVq6z4XHrZ51ysALfcuSNqMpECPDOnQsC3AgSwfHvpqDgCKSCgfGb/m6kwBWpDFSIF/jcr\nUeQiHiOAQPYCw4cPtyVLlmS/gc/WvPjiizZr1iy74YYbrFq1aj6rfezqKn9Z69atY69kKQII\nxBQo+e1M0w8lRQX+N1N7itaOaiGQcgIEsFLuklAhBBBAAAEEEChogVq1apl+glLeffdd15Sj\njz46qWGUQWk/7Th4gWd/XWVvr1138Adgz3wT2Lx3nzG4M994OTACCPhAgACWDy4SVUQAAQQQ\nQAABBBBAID8F6tWrZ5rRbnFocgr9UFJToH79+qlZMWqFAAIIFIAAAawCQOYUCCCAAAIIIIAA\nAgikssAxxxxjU6dOtX379qVyNXNct+XLl1v//v3tjDPOsCFDhuR4v1TfMNkchbvanmh7jm+T\n6s1Ky/qVGf+8ldi8OS3bTqMROFgBAlgHK8d+ByUwaXWGTVtf4qD2Zaf8E9i5f/9BHbzsi8+b\nFQ/GbSQzJFDkoBRSdKdMtYiCAAIIIIBAzgVKhPLx6CcIpVSpUq4ZxUK5OpMN+gSh/V4bMqtW\ntX2ND/Oe8juVBEqWsiLkLE2lK0JdfCAQjE+ePoBO9yqWL1/eEby+hpwKqfxaqFChQo6qd+SR\nR5qGGuzduzdH26f6Rnv27LF169ZZuXLlLKcGqd4mK1/O2rVrl/LVpIIIIIAAAggggAACCCCA\nQE4ECGDlRIltci1w8cUX23HHHWf7D7KnT64rkMcHmD17tj3zzDPWrVs369ChQx4fvfAO17Rp\n0xydXLNAjRs3Lkfb+mGjuXPn2pVXXmldunSxyy+/3A9Vpo4IIIAAAggggEBCgRJzZlnRjIyE\n27FBwQsU3bih4E/KGRHwuQABLJ9fQL9UP2hTX2/+33j1unXrmnJGUBBAAAEEEEAAAQRSR6B4\nKMVBnTp1rEqVKqlTqQKsSdXQ0EGVYitWuJ8CPDWnSkKgWu3aSWzNpgggQACL1wACCCCAAAII\nIIAAAggESqB2KDDwwgsvBKpNyTSmWbNm9tJLL9nOncGYUXL79u02YMAAUxqLG2+8MRmKlN7W\nCzSmdCWpHAIpJEAAK4UuBlVBAAEEEEAAAQQQQAABBPJCoHr16nlxmJQ4xrZt21w9lJBfeVgp\nCCCQngJF07PZtBoBBBBAAAEEEEAAAQQQQAABBBBAwC8CBLD8cqWoJwIIIIAAAggggAA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XRySFAw88MH3fmI2lS5eG3r17h5hzy++le06fPt2342io9JIxMBTiin7eDrVHPzHnVHju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\nIIAAAggggAACCFSbwH95xYKkUEoCcwAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "grid.arrange(number_credits_bp,present_residence_bp,other_debtors_bp)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Variable catégorielles" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### Exercices\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Faites une analyse de variable catégotrielles suivantes:\n", "1. Status\n", "2. Credit_history\n", "3. Purpose" ] }, { "cell_type": "code", "execution_count": 145, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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wHInAPu3//+dypGcebDxD1fBJTyNdvyuHGNRe67tvd72+uv5T5t30e9RfC61eIi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0caPffvstTlubN28u+rjOXtAasVoL6+rVqyaRVaJECUmVKlWc13MHAQTsJ0ANLPv1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\n1bqweoE3Z86cFomOMBBAwJcFKOLuy73vg23XIc5Lly6VwMBAyZUrlxHQefv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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "ggplot(german, aes(status, ..count..)) + \n", "theme(axis.text.x = element_text(angle=65, vjust=0.6)) + \n", " geom_bar(aes(fill = credit_risk), position = \"dodge\") +\n", " labs(title=\"bar plot\", subtitle=\"Statut des comptes regroupés par solvabilité\")" ] }, { "cell_type": "code", "execution_count": 144, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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/JxEciKieCL+a+q57X0pBguONuX9TiuebCmPLf5taPsLZU7jo+y15a7zKP5Y5Sz\neaqduL7cVwYCi154eVNn7pnSscwrHjtzv7RUxzLPopdPzrYrbRATw0fq6L3W3L83DXJB2/gn\nJkiPyeSL4Zk5kBVBv1hgISZNj8UWYtLzmKg+JqgvU2fvn+b1L/Np6bGjps3PLe+z2u0RBI7A\neaQwjxTvkea/q2LhiVjUobx2R34ndOSYfEH/ECBAgAABAgQIECBAoIsCA34VwmKi4/xFLVZ2\nO/bYY1sMZDxbrDJ48MEHp2J+plQMaWuVOlaEi9W8Ip/mvSzii28EtiKVPVWef/752fKKL859\nnWIFs2LoYf4phj/mIFb0pImeKLEKXkspekBFCqvmqdxW1rv5/trX0QOoGIaYIqAYKzkWw/fa\nXWkveqTEqofx5by2p1asINeRFGUv5u1q8dAoe225o5dcSwGtltoyVk5snorhkXlTGTjtzD1T\nDEFrnl0OtMy2sZUNxRxcs+0py1O2XxzQ2TaIAE+kMpCVX7z/T5Q5gnvFpPG1m5s8702DJhdu\n4UUEsGLFz+j5d+ONN6Zy5cFYjTLe13/5y1/Sm2++mYoJz6tnd+b+qZ7Ux0/CPFL8nrr44oub\nlCbaq1xZsdzRkd8JHTmmzM8jAQIECBAgQIAAAQIEOisw4HtgRe+DYnLy9NRTT6ViFbJqD4US\nspi4Oe2xxx55ezGZcrm5xcdijpm8/aKLLmqyP4YMRk+XYn6hvD2GBRUTm6fmx0XwqrUAUZlh\n+cUyytUTKXpexPCjYv6fnH308IkhkDFkqjYAEuWoLcOqq66a4gtsMRfTbIa//OUvc161gaDW\nyl7Mo5R7UxWT6+egUti3l4oV+XKPkmKy9SaHRrt2JEW7RS+aq666qsnhMcyvWKUy9word0Sv\nqgj6FHNJlZtSBMrKQFB1Y/Ek2r0cWllujzaPXi/l0NWO3jMxDDMCJ8UcZmVW+bFYfKDJ67Ze\nRH3+/e9/NznkwgsvTFGn2rbpbBvEkNO4Z4oV7lIxH1Y1/wh+FosG5PdXdWMLT3rDoKPvmxim\nGcHF6P1XrK6ZInAVKR6LSe7TkUcemYpJzlM5LDb2deb+ieNbSs3fTy0d053bIoBVrEiZfv/7\n3+fhn7V5R5uV93ls78jvhI4cU3sNzwkQIECAAAECBAgQINBpga5MnNUfz4nJqwu8vEJc8SW1\nUnyxq/z0pz+tFENj8vbalcDKyZhjQvTaFKuUFYGcPKH4qaeeWim+AFeK3g15WzFsqBLL1pcp\nzo0JmmPlu5hAO1bZK4bP5cnEY9LyMjWfoDkmxY5y7r333rmM5XHNH8tVCGtXGItjioBKPv+U\nU07JpzSfxD1WEIz8ix4mlVhF7o477qgcdthheVvt5OcLL7xwXlEvylP0Psp5lWWLc4t5dHK9\nygmwY7LwMhXBkkoRJChfzvZY9NbJK+4Vw6AqzSdmn+3gYkOsbhgTW8cE3LEa2rnnnpsnzC8C\nRbncJ5xwQj6ttXaLic2LoGKl+NJeGTduXKXo/VWJlReLwExe5a92RcZy0vMiaFaJSeljMvyi\nB1glPGIC/jKVK8HF/RPGRSCs8vWvfz1PnF0ER8rD8sp2HblnYoXAmEw+7qO4p+LeKoZ55lUf\no706Mol7TFRf9BaqXH311ZUimJVXkYxzY2L55qmzbRB1irzivLhniuG2lWLuq1zfeB6pNf+O\nvm86Y9DV902U8+ijj851KXpMVmLBhUixwELcH1HHIqCbt5X/dPT+aa3+kU9L76e4h4o508rL\nVB+LYFFeUbDc0LyurZ0X92zUoUzlZPSx0mIsYlH0Hq2uvPm9732vPCyvKhr1but3Qkd/b1Qz\n9YQAAQIECBAgQIAAAQKdFIjeMlIhEEGQ+NIWq87Fl7Xyp+hZkgMixbCaqlNbX0QjSLXzzjtX\n4stvmUcEMYohSdXzyyfnnXdepRjCk48remDkgELRC6zNVQgj/wgARd4RdGktdTWAFflFYKTo\nMVYtf6wwF0G9WoPTTjutEgGmKEcEccpU9LbKX8bLukf9mgdI2gtgReAszt99993LbNt9jNX+\nIkAUwaSi11j+sl0aFD2x8vlttVsx3K+y7bbb5qBiXHvEiBGVYt6yStGzqsm1Y2W6oldYDrDF\nccU8QZUTTzyxUgwxnS2Atdpqq1UiMFreC0Wvl0pZltpMO3rPFHN9VYohbtWgVawoF4G2KEdH\nAljbb799JVa+jEBWnBNtHIHWllJX2iACa7Xvn6KXYQ62lfm35d/dBs2DOh1930RZI7gXPhtt\ntFFZ9PwYq4jG9ghINk8duX/aqn9L76fWAlHdFcCKOhQ9+PLKhFGv+Il7dezYsbOtYNiR3wkd\nOaa5m9cECBAgQIAAAQIECBDoqMCgOLD44iK9LxBDoGKoXKyAF0OjYuWurqQYXhfDEkeNGpWK\nQEOTuZma5xfzLI0ZMyYPM2y+r7XXEydOzKvktTZReWvndXR7lL/oeZQPj+FGtXNLlXnEXDkx\nTCzK3nx/nBvDoqLunU0xSXZMeh+TZseqcO2laK8i4FSddLo8/qabbkqbbbZZ+s1vfpNXUyy3\nt/UYq7RFe8S8WkWgp9VDYwhhzHsVk1eXw9NqD47VGGPIWaweGMdGGct5h2qPq33e0XsmyhjD\nTWvnrarNp73nUZ5on6hjS2WP8zvbBrXXjLyjLjE3VgzR7UzqaYOeft909P5pyaSt91NLx3fn\ntrg/Yxht0ftztpUzy+t05HdCR44p8/NIgAABAgQIECBAgACBzggIYHVGy7E9LhABxG222SYH\nkR5//PHZAmMtFeCkk05Khx9+eF4lMVaLK1MxhC0Vw/zy/FQxR1NvptoAVm9etzuu1ZU26I7r\nyoMAAQIECBAgQIAAAQIECLQmMOBXIWwNxvbeFYiOgJtuumkaP3587rl2xRVXdCh4FaWMCaQj\niLXddtulCFrFBPnRe+uRRx5J55xzTp5gvHdr05hXm5M2aMwaKzUBAgQIECBAgAABAgQINIqA\nAFajtFQ/L2cMQYzAUwRRYqW3Yr6hDte4mAssr/hXTBaeh74Vk1GnzTffPP34xz/OAa0OZ9SN\nB8YQyGLi727MseezmpM26PnSuQIBAgQIECBAgAABAgQIDGQBQwgHcuurOwECBAgQIECAAAEC\nBAgQIECgAQQ6N8NyA1RIEQkQIECAAAECBAgQIECAAAECBPqXgABW/2pPtSFAgAABAgQIECBA\ngAABAgQI9DsBAax+16QqRIAAAQIECBAgQIAAAQIECBDoXwICWP2rPdWGAAECBAgQIECAAAEC\nBAgQINDvBASw+l2TqhABAgQIECBAgAABAgQIECBAoH8JCGD1r/ZUGwIECBAgQIAAAQIECBAg\nQIBAvxMQwOp3TapCBAgQIECAAAECBAgQIECAAIH+JSCA1b/aU20IECBAgAABAgQIECBAgAAB\nAv1OYEi/q1EnK/TKK6908gyH16PA4MGD0+jRo9O0adPSlClT6rGIykSgxwXmnXfeFD+TJk1K\nM2bM6PHruQCBehSIvwVzzTVXmjBhQj0WT5kI9LjAkCFD0gILLOAzUY9Lu0A9C4wYMSINHz48\nvfnmm2nmzJn1XFRl66BAtOnIkSM7eLTD+qvAgA9gVSqV/tq2A6pe0Y7xgS2+tGjTAdX0Klsj\nMGjQoPw+iE3eBzUwng4ogfgPDX8LBlSTq2wzgfIzUfxN8LegGY6XA0bAZ6L+19R+n/W/Nu1K\njQwh7IqacwgQIECAAAECBAgQIECAAAECBHpNQACr16hdiAABAgQIECBAgAABAgQIECBAoCsC\nAlhdUXMOAQIECBAgQIAAAQIECBAgQIBArwkIYPUatQsRIECAAAECBAgQIECAAAECBAh0RUAA\nqytqziFAgAABAgQIECBAgAABAgQIEOg1AQGsXqN2IQIECBAgQIAAAQIECBAgQIAAga4ICGB1\nRc05BAgQIECAAAECBAgQIECAAAECvSYggNVr1C5EgAABAgQIECBAgAABAgQIECDQFQEBrK6o\nOYcAAQIECBAgQIAAAQIECBAgQKDXBASweo3ahQgQIECAAAECBAgQIECAAAECBLoiIIDVFTXn\nECBAgAABAgQIECBAgAABAgQI9JqAAFavUbsQAQIECBAgQIAAAQIECBAgQIBAVwQEsLqi5hwC\nBAgQIECAAAECBAgQIECAAIFeExDA6jVqFyJAgAABAgQIECBAgAABAgQIEOiKgABWV9ScQ4AA\nAQIECBAgQIAAAQIECBAg0GsCQ3rtSi5EgAABAgQIEOgFgSWu/XMvXGVgXuL+D681MCuu1gQI\nECBAgECfC+iB1edNoAAECBAgQIAAAQIECBAgQIAAAQJtCQhgtaVjHwECBAgQIECAAAECBAgQ\nIECAQJ8LCGD1eRMoAAECBAgQIECAAAECBAgQIECAQFsCAlht6dhHgAABAgQIECBAgAABAgQI\nECDQ5wICWH3eBApAgAABAgQIECBAgAABAgQIECDQloAAVls69hEgQIAAAQIECBAgQIAAAQIE\nCPS5gABWnzeBAhAgQIAAAQIECBAgQIAAAQIECLQlIIDVlo59BAgQIECAAAECBAgQIECAAAEC\nfS4wpM9L0McFGDFiRB+XwOW7Q2Cuuf4bix0yZEjSpt0hKo9GFJhnnnlysYcNG5bmnnvuRqyC\nMhOYY4FBgwbNcR4yaF3A39jWbeplT/mZKP4OaK96aRXl6G2B8nPQ8OHDU/n5qLfL4HrdK+Dv\ne/d6NmpuAz6AValUGrXtlLtGoLYda5/XHOIpgX4vUHvv1z7v9xVXQQIEek3A75Zeo+7yhco2\nisfyeZczcyKBBhfwPmjwBqwpvgBWDcYAfjrgA1hTp04dwM3ff6o+ePDgNHLkyDRz5sykTftP\nu6pJ5wTif92j99W0adPS9OnTO3eyown0EwE9Tnq2If2N7Vnf7sg9eqP7TNQdkvJoZIH4bjB0\n6ND8mWjGjBmNXBVlf1/A33e3QgiYA8t9QIAAAQIECBAgQIAAAQIECBAgUNcCAlh13TwKR4AA\nAQIECBAgQIAAAQIECBAgIIDlHiBAgAABAgQIECBAgAABAgQIEKhrAQGsum4ehSNAgAABAgQI\nECBAgAABAgQIEBDAcg8QIECAAAECBAgQIECAAAECBAjUtYAAVl03j8IRIECAAAECBAgQIECA\nAAECBAgIYLkHCBAgQIAAAQIECBAgQIAAAQIE6lpAAKuum0fhCBAgQIAAAQIECBAgQIAAAQIE\nBLDcAwQIECBAgAABAgQIECBAgAABAnUtIIBV182jcAQIECBAgAABAgQIECBAgAABAgJY7gEC\nBAgQIECAAAECBAgQIECAAIG6FhDAquvmUTgCBAgQIECAAAECBAgQIECAAAEBLPcAAQIECBAg\nQIAAAQIECBAgQIBAXQsIYNV18ygcAQIECBAgQIAAAQIECBAgQICAAJZ7gAABAgQIECBAgAAB\nAgQIECBAoK4FBLDqunkUjgABAgQIECBAgAABAgQIECBAQADLPUCAAAECBAgQIECAAAECBAgQ\nIFDXAgJYdd08CkeAAAECBAgQIECAAAECBAgQICCA5R4gQIAAAQIECBAgQIAAAQIECBCoawEB\nrLpuHoUjQIAAAQIECBAgQIAAAQIECBAQwHIPECBAgAABAgQIECBAgAABAgQI1LWAAFZdN4/C\nESBAgAABAgQIECBAgAABAgQICGC5BwgQIECAAAECBAgQIECAAAECBOpaQACrrptH4QgQIECA\nAAECBAgQIECAAAECBASw3AMECBAgQIAAAQIECBAgQIAAAQJ1LSCAVdfNo3AECBAgQIAAAQIE\nCBAgQIAAAQICWO4BAgQIECBAgAABAgQIECBAgACBuhYQwKrr5lE4AgQIECBAgAABAgQIECBA\ngAABASz3AAECBAgQIECAAAECBAgQIECAQF0LCGDVdfMoHAECBAgQIECAAAECBAgQIECAgACW\ne4AAAQIECBAgQIAAAQIECBAgQKCuBQSw6rp5FI4AAQIECBAgQIAAAQIECBAgQEAAyz1AgAAB\nAgQIECBAgAABAgQIECBQ1wICWHXdPApHgAABAgQIECBAgAABAgQIECAggOUeIECAAAECBAgQ\nIECAAAECBAgQqGsBAay6bh6FI0CAAAECBAgQIECAAAECBAgQEMByDxAgQIAAAQIECBAgQIAA\nAQIECNS1gABWXTePwhEgQIAAAQIECBAgQIAAAQIECAhguQcIECBAgAABAgQIECBAgAABAgTq\nWmBIPZTu3//+d7rjjjvSkksumTbccMM0fPjwJsV666230u23357iMfYvs8wyndrf5GAvCBAg\nQIAAAQIECBAgQIAAAQIEGkqgz3tgHX300enggw9Ozz//fPrFL36RDjjggDRp0qQq4jPPPJN2\n3HHHdPnll6eHH344jR07Nge7ygPa218e55EAAQIECBAgQIAAAQIECBAgQKAxBfq0B9ZDDz2U\nbr755vSb3/wmLb744mn69OnpM5/5TPrTn/6UPv/5z2fRH/3oR2mHHXZIBx10UBo0aFC68MIL\n009/+tN0ySWX5Nft7W/MZlFqAgQIECBAgAABAgQIECBAgACBUqBPe2CNGTMmnXjiiTl4FQUa\nMmRImn/++dMbb7yRyzdhwoT02GOP5R5YEbyKtN1226WXX345Pfroo6m9/fkE/xAgQIAAAQIE\nCBAgQIAAAQIECDS0QJ/2wIpeV/ET6amnnkrXXnttHj641VZb5W2vvPJKflxiiSXyY/yz0EIL\npXnmmSe99tpr1W2t7V999dWrx7z33nvpyCOPrL6OJ5tsskn65Cc/2WSbF40pUAY4494YNWpU\nY1ZCqQnMocDcc8+dcxgxYsRscwnOYdZOJ9AwAnPN1af/N9cwTl0tqL+xXZXrvfN8Juo9a1eq\nX4HyM9F8882XZs2aVb8FVbIOC2jHDlP16wP7NIBVyr7++utp//33T1OnTs09rJZeeum8a/z4\n8Wno0KH5pzw2HkeOHJkmTpyYIijV1v7ac+KGv/LKK2s3pQUXXDBtu+22TbZ50dgC0YsvfiQC\nA1lg2LBhA7n66k6AQA8KzDvvvD2Yu6y7UyC+wJdf4rszX3kRaCQBn4kaqbXaLmvECiQCdfFN\nf+GFF07XX3997oV13HHHpf/3//5fOumkk/If3ZkzZ87WShG4ig9Q8Ue5rf21J8ax1113Xe2m\n3FOntidXk51eNJTA4MGDc++8d955J69W2VCFV1gC3SQQPa/i580338xzCnZTtrIh0FAC8Z9T\nUs8J+NzUc7bdlXP8R168D+LL3pQpU7orW/kQaCiB8jNRdHqYMWNGQ5VdYVsWEIxs2WWgba2L\nAFaJvsIKK6RddtklnXzyyentt99OMUdWBKviD3Dt//hNnjw5Dz2MP9Bt7S/zLR+XW2658mn1\nMXp5Sf1HoFKp5Hui/9RITQh0XKDsWh2/F+NHIkCAQHcL+N3S3aLdn185hNBnou63lWPjCMT9\nH8lnosZpMyUl0BGBPp0o4tJLL02HHHJIk3JG4Cq+hMUf36WWWioPB3vkkUeqx8Sk7rE/5r1q\nb3/1JE8IECBAgAABAgQIECBAgAABAgQaVqBPA1ibbrppuv/++9PVV1+dhwI++OCD6Yorrkix\nPXpcxUShW265ZTr//PNzF+hp06alcePGpa233jrFsMP29jdsqyg4AQIECBAgQIAAAQIECBAg\nQIBAVaBPA1iLLrpoOuigg9Lpp5+eYuXBAw44IMXKgYcddli1gPvuu29edXD77bdPO+20U+6R\ndeCBB3Z4f/VATwgQIECAAAECBAgQIECAAAECBBpSYFAxPvi/A4T7sPgxEfsrr7ySJ+EePnx4\niyWJea9iou6YkK+l1N7+ls6JbebAak2msbbHvbHIIovk+dImTZrUWIVXWgLdJBBLRccqrRMm\nTDCJezeZyqbxBKKH9lLX3dB4BW+QEt//4bUapKQDt5gxR2y8D2Jajvh8LBEYiALxeSg+F/3n\nP/8xiXs/uQEiDjD//PP3k9qoRlcF6mIS9/hDG/NZtZXau1nb299W3vYRIECAAAECBAgQIECA\nAAECBAjUr0CfDiGsXxYlI0CAAAECBAgQIECAAAECBAgQqBcBAax6aQnlIECAAAECBAgQIECA\nAAECBAgQaFFAAKtFFhsJECBAgAABAgQIECBAgAABAgTqRUAAq15aQjkIECBAgAABAgQIECBA\ngAABAgRaFBDAapHFRgIECBAgQIAAAQIECBAgQIAAgXoREMCql5ZQDgIECBAgQIAAAQIECBAg\nQIAAgRYFBLBaZLGRAAECBAgQIECAAAECBAgQIECgXgQEsOqlJZSDAAECBAgQIECAAAECBAgQ\nIECgRQEBrBZZbCRAgAABAgQIECBAgAABAgQIEKgXAQGsemkJ5SBAgAABAgQIECBAgAABAgQI\nEGhRQACrRRYbCRAgQIAAAQIECBAgQIAAAQIE6kVAAKteWkI5CBAgQIAAAQIECBAgQIAAAQIE\nWhQQwGqRxUYCBAgQIECAAAECBAgQIECAAIF6ERDAqpeWUA4CBAgQIECAAAECBAgQIECAAIEW\nBQSwWmSxkQABAgQIECBAgAABAgQIECBAoF4EBLDqpSWUgwABAgQIECBAgAABAgQIECBAoEUB\nAawWWWwkQIAAAQIECBAgQIAAAQIECBCoFwEBrHppCeUgQIAAAQIECBAgQIAAAQIECBBoUUAA\nq0UWGwkQIECAAAECBAgQIECAAAECBOpFQACrXlpCOQgQIECAAAECBAgQIECAAAECBFoUEMBq\nkcVGAgQIECBAgAABAgQIECBAgACBehEQwKqXllAOAgQIECBAgAABAgQIECBAgACBFgUEsFpk\nsZEAAQIECBAgQIAAAQIECBAgQKBeBASw6qUllIMAAQIECBAgQIAAAQIECBAgQKBFAQGsFlls\nJECAAAECBAgQIECAAAECBAgQqBcBAax6aQnlIECAAAECBAgQIECAAAECBAgQaFFAAKtFFhsJ\nECBAgAABAgQIECBAgAABAgTqRUAAq15aQjkIECBAgAABAgQIECBAgAABAgRaFBDAapHFRgIE\nCBAgQIAAAQIECBAgQIAAgXoREMCql5ZQDgIECBAgQIAAAQIECBAgQIAAgRYFBLBaZLGRAAEC\nBAgQIECAAAECBAgQIECgXgQEsOqlJZSDAAECBAgQIECAAAECBAgQIECgRQEBrBZZbCRAgAAB\nAgQIECBAgAABAgQIEKgXAQGsemkJ5SBAgAABAgQIECBAgAABAgQIEGhRQACrRRYbCRAgQIAA\nAQIECBAgQIAAAQIE6kVAAKteWkI5CBAgQIAAAQIECBAgQIAAAQIEWhQQwGqRxUYCBAgQIECA\nAAECBAgQIECAAIF6ERDAqpeWUA4CBAgQIECAAAECBAgQIECAAIEWBYa0uHUAbVxkkUUGUG37\nf1WHDRuWhg4d2v8rqoYEWhAYNGhQ3rrAAgu0sNcmAgNDYK65/N9cT7a0z009qdu9eQ8fPjzF\n5yKJwEAUKD8TjR49eiBWv1/Wedq0af2yXirVOYEBH8B67bXXOifm6LoUGDx4cIoP1fGLbdKk\nSXVZRoUi0NMC8803Xxo5cmR688030/Tp03v6cvInUJcCCy+8cF2Wq78Uyuem+m/JIUOGpHgf\nvPPOO2ny5Mn1X2AlJNADAvF5KD4XTZw4Mc2YMaMHriDL3hYYMWJEb1/S9epQwH9T1mGjKBIB\nAgQIECBAgAABAgQIECBAgMD/BASw/mfhGQECBAgQIECAAAECBAgQIECAQB0KCGDVYaMoEgEC\nBAgQIECAAAECBAgQIECAwP8EBLD+Z+EZAQIECBAgQIAAAQIECBAgQIBAHQoIYNVhoygSAQIE\nCBAgQIAAAQIECBAgQIDA/wQG/CqE/6PwjAABAgQIECBAgAABAgT6g8Bi11zXH6pRl3W4/8Nr\n1WW5FKr/C+iB1f/bWA0JECBAgAABAgQIECBAgAABAg0tIIDV0M2n8AQIECBAgAABAgQIECBA\ngACB/i8ggNX/21gNCRAgQIAAAQIECBAgQIAAAQINLSCA1dDNp/AECBAgQIAAAQIECBAgQIAA\ngf4vIIDV/9tYDQkQIECAAAECBAgQIECAAAECDS0ggNXQzafwBAgQIECAAAECBAgQIECAAIH+\nLyCA1f/bWA0JECBAgAABAgQIECBAgAABAg0tIIDV0M2n8AQIECBAgAABAgQIECBAgACB/i8g\ngNX/21gNCRAgQIAAAQIECBAgQIAAAQINLSCA1dDNp/AECBAgQIAAAQIECBAgQIAAgf4vIIDV\n/9tYDQkQIECAAAECBAgQIECAAAECDS0ggNXQzafwBAgQIECAAAECBAgQIECAAIH+LyCA1f/b\nWA0JECBAgAABAgQIECBAgAABAg0tIIDV0M2n8AQIECBAgAABAgQIECBAgACB/i8ggNX/21gN\nCRAgQIAAAQIECBAgQIAAAQINLSCA1dDNp/AECBAgQIAAAQIECBAgQIAAgf4vIIDV/9tYDQkQ\nIECAAAECBAgQIECAAAECDS0ggNXQzafwBAgQIECAAAECBAgQIECAQH8SePXVV9NLL71UrdK0\nadPSc889l6ZOnVrd1hNPXnnllfTyyy93KuuunNOpC9QcLIBVg+EpAQIECBAgQIAAAQIECBAg\nQKAvBb70pS+lj3/849Ui3HzzzekDH/hAuvbaa6vbHnrooTRu3Ljq6+54stNOO6Utt9yyU1l1\n5ZxOXaDmYAGsGgxPCRAgQIAAAQIECBAgQIAAAQL1JDBmzJi0xRZbpEUXXbRarA9/+MPpzjvv\nrL7ujicbbLBB+uhHP9odWfVIHkN6JFeZEiBAgAABAgQIECBAgAABAgQIzLHAeuutl/785z83\nyWfmzJlNXnfHi9NPP707sumxPASweoxWxgQIECBAgAABAgQIECBAgECjCsQwveuvvz7dd999\n6SMf+Ujacccd0zLLLFOtztlnn50WWWSRtPTSS6czzzwzrbrqqmnPPfdMCy+8cIoA0/nnn5/u\nuuuuPHfVOuusk/bee+80atSo6vnx5LXXXktXX311+utf/5qWW265tMceezTZHy+eeuqp9Ktf\n/SrtuuuuaaGFFkpnnXVWqlQq6d57701HHXVU2muvvXIZZjuxhQ2PP/54+s1vfpMOOOCA9POf\n/zw9++yzaZdddklbbbVVOvfcc9P06dPT/vvvn8+cNWtW+v3vf5+uu+669MYbb6SVVlopffrT\nn04bb7xxCzn/b9Mf/vCHXLboNVY7FPJ/R3TtmSGEXXNzFgECBAgQIECAAAECBAgQINBPBa66\n6qoUQacIUkUw6oc//GFadtll0+WXX16t8TnnnJN+9rOfpe222y793//9X/rud7+bA0Cvv/56\nDnjts88+6dZbb80BrOOPPz6ttdZa6dFHH62e/5///CfFsL1DDjkkvf322+nGG29MG264YQ5Y\nVQ8qnkQA69hjj83nxkTukWekmEA9nk+ePDm/7sg/TzzxRM4rglTf//730wUXXJCDVHHueeed\nl+tb5hPl2nnnnfNQxbnmmitddNFF6ROf+ET66U9/Wh4y22M4fOYzn8lljbp0ZxLA6k5NeREg\nQIAAAQIECBAgQIAAAQINLfDII4+kL3zhCzkw9dhjj6Xf/va36cUXX8zBpcMOOyy9++671frF\nBOu77757mjJlSg7aLLnkkumII45I99xzT/rd736XImAUvZgefPDBHNzad999q+d+8YtfTG++\n+WY+9sorr0z/+Mc/0uGHH557RVUPavYkemnddNNNadCgQWnbbbfNz1dfffVmR7X/MvKIekYQ\n7ZhjjpnthLfeeiv3Kvv617+e/vnPf6bLLrssvfDCC2mNNdZIJ554YnrvvfdmOyd6dkUPss9/\n/vPpkksuSXPPPfdsx8zJBgGsOdFzLgECBAgQIECAAAECBAgQINCvBGLY4DvvvJNOPvnkNM88\n8+S6DR48OA+5+9a3vtWkx1P0TIreVcOHD08rr7xyDkjF0MEYchg9kcoUQw8jYHXbbbflgFD0\nmrrhhhvysMIYmlemQw89tMkwxXJ7dz/GcMbVVlstjR49usnk8LXXibpFkGv8+PF5c7y+5ZZb\ncoAtPGpTBPkikPflL385D3dsvr/22K4+NwdWV+WcR4AAAQIECBAgQIAAAQIECPQ7gQceeCCN\nGDEirbjiik3qtvbaa6f4qU0x/9WwYcOqm5588sk8P1UEqGJuqdoUvbgi/etf/8pBsJjH6kMf\n+lDtISkCPzHUMObf6slUGzRr6TojR47MQxtPOumkFL3K1l133bTNNtuknXbaKcUKiLXpueee\nS7vttlvulRUTzkegqydSz+TaEyWVJwECBAgQIECAAAECBAgQIECghwVeeumlNN9883XoKjGp\nem2KIXmRokdWBHJqf6IXVkzEHsGhCRMm5ONaus6CCy6Y9/XkP83L3dK1Yqjgtddem3uOPf/8\n8+kHP/hBigDVV77ylTwvWHlODJ+M+b5iPq8YAvnMM8+Uu7r1UQ+sbuWUGQECBAgQIECAAAEC\nBAgQINDIAjHPVMxtNWPGjCbzOMWk6TG5++abb55WWGGFFqu4/PLL5+3Rw+niiy9uckzMG1UO\nrYteS5EiMNQ8vfzyy8039cnrKO+WW26Ze15Fb7GY1yuGUMZk7jFUMBwiRU+1WIUxeo1F76yx\nY8fmVRVjnq7uTHpgdaemvAgQIECAAAECBAgQIECAAIGGFoj5q2bNmpUnLq+tyGmnnZZiEvZy\nKGDtvvJ5BLAWW2yxPHF789UBY5jdAgsskCJ4FSsaLrroojkYVJ4bjxG8inmy2ksRCJs+fXp7\nh3V5fzmMslxxMIJR66+/fjrggANynhHMK1M5T9iaa66ZJ7CP4F8EtLo7CWB1t6j8CBAgQIAA\nAQIECBAgQIAAgYYViCFysbJfBGsuuOCCPOn6CSeckM4666z08Y9/PG288cat1i1W3ovJ32MS\n+JgvKiY9v/vuu1NMzn7ppZemb3zjGzl4FRmce+65KQJFseLhvffem1cU3G677Vpc4a/5BWPy\n9VhJMMoUqwN2d4q5vqKHVdQ7gliximKsMnjsscfm4ZUxH1ZL6f/9v/+XJ4ePlRiffvrplg7p\n8jYBrC7TOZEAAQIECBAgQIAAAQIECBDobwJDhgxJN954Y9pkk03SnnvumSdV/853vpM+9alP\npSuuuKI6DLC1en/pS1/KwaonnngibbrppnluqNNPPz0PrYsAT5m23377HMS677778txSW2yx\nRR6CF/NktZcin5hHa//9989lbe/4ruyPwFUMlfzmN7+ZJ6+PHmRhc8cdd6TW5umK3ljjxo3L\nAbwYShhDD7srDSoy677cuqtUvZhPuRxkL17SpXpAILpPLrLIImnq1Klp0qRJPXAFWRKof4GY\nALKcELInuxPXv4QSDmSBhRdeOC113Q0DmaBH637/h9fq0fxlPucC8cUi3gdvv/12k2Xe5zxn\nORBoHIH4PLTCzX9rnAI3WEn74m9BrAg4//zz94lU9KSKnkRLLbVUGjVqVKfLEEPtItD0gQ98\nIK9s2FoGzz77bBozZkyHJ4+PfGKOqjfeeCOf193zTdWWMyamj9hJ1CHeX32VTOLeV/KuS4AA\nAQIECBAgQIAAAQIECNS1QKwmGMMJu5piPqz4aS9FcKizKTpyxH9a9HSKwFr89HUSwOrrFnB9\nAgQIEBv7kjYAAEAASURBVCBAgAABAgQIECBAgEAXBX7xi1+0uJph8+yi91TMTdWoqS4CWOUs\n+xE9/OhHP5qWWGKJJp5vvfVWuv3221M8brjhhmmZZZbp1P4mB3tBgAABAgQIECBAgAABAgQI\nEOgnAjFMMVY2bC/FCoiNnDodwLrooovSww8/nE466aQW633llVemgw46KD3++OMputq1l773\nve+lO++8M8/i/8wzz6Szzz47/eAHP0ixbGWk2BaTpsVSlEsuuWSKyGLs32ijjTq0Px/kHwIE\nCBAgQIAAAQIECBAgQIBAPxQ46qij+mGtZq9ShwJYr7/+eionBL7//vvTXXfdlV566aXZcotj\nrr322tx1bdq0ae0GsGJG/ltvvTVddtlleQLuyPCYY45JMTt/GcD60Y9+lHbYYYccFItJyS68\n8MK8hOMll1yS4nV7+2crpA0ECBAgQIAAAQIECBAgQIAAAQINJdChANb555+fDj/88CYVixn4\nW0trr712Gj16dGu7q9snTpyYe1fF6nFlWmedddLNN9+cl1qM2fQfe+yxFMtVljPqb7fddnlJ\nxkcffTRPhNbW/uYTrUVQrTbFKi0SAQIECBAgQIAAAQIECBAgQIBAfQt0KIJzyCGHpJkzZ6YZ\nM2akm266KY+t3GOPPWarWQSEInC18847z7avpQ0xDLAcCljuv/HGG9Oqq66aA1YxjjNS7ZxY\nCy20UJpnnnnSa6+9Vp7S6v7aAFaUfa21mi79PHbs2NkCc9VMPWlIgXnnnTfFj0RgIAvE70mJ\nAAECPSGw+OKL90S28uwBgVhyPn4kAgQIdLdAX/wtmDp1andXQ34NKNChANbcc8+djjzyyFy9\nVVZZJUXvp54YY3nppZemBx98MM9zFRcbP358Gjp0aP6ptY2Z86P31nvvvdfm/tpz5pprrtmC\nZcsuu2x69913aw/zvEEFoodeBDbjnohgq0RgIArEQhjxHwkxnLtSqQxEAnUmkOIzi9RzAj43\n9Zxtd+XsM1F3ScqnkQXiM5HUcwJ98bdg1qxZPVchOTeMQIcCWLW12XXXXWtfdtvzX/7yl+ni\niy9Oxx9/fFp55ZVzvvEhtKVgRAQpopdNe/trCxe/xGL+rOYpgmRS4wtE+8ZQ1PhlOmnSpMav\nkBoQ6ILAfPPNlyLAHyu2lvMWdiEbpxBoaIGFF164octf74WP6R2k+haI/8iI90FMnTF58uT6\nLqzSEeghgfg8JPWcQF/8LdCjtOfas5Fy7nQAKyp3xRVXpB//+Md5KOE777zT4v/0Rw+pjqSI\npEZeN9xwQzrllFNSzIFVpjFjxuQeNdFdsHZYWPwxjm6L8Qc6glmt7S/z8UiAAAECBAgQIECA\nAAECBAgQ6IjAm2++2ZHDuvWYBRZYoFvz64+ZdTqA9fe//z1FL6zhw4fnOaWi10s5wXpXgI47\n7rg8bPDss89Oyy+/fJMsYqL4CFI98sgjaf3118/7YtL2CHrFvFgxZKyt/U0y84IAAQIECBAg\nQIAAAQIECBAg0AGBIQft34GjuueQmaed2T0Z9fNcOh3Auuyyy9KwYcPSfffdl1ZcccU54vnT\nn/6Ue159+9vfzkNeYv6rMq2xxhpp1KhRacstt0yxCmJM7B7BqnHjxqWtt946d42OY9vbX+bn\nkQABAgQIECBAgAABAgQIECBAoDEFOh3Aijmj1ltvvTkOXgXX5ZdfntVOPvnk2fSuv/76PGxw\n3333Tcccc0zafvvt84TtsZLggQceWD2+vf3VAz0hQIAAAQIECBAgQIAAAQIECBBoSIFOB7Ai\neHXsscfONu9UV2p/3nnntXva6NGj06mnnponoYyJuptP3tbe/nYv4AACBAgQIECAAAECBAgQ\nIECAAIG6Fpirs6XbY4898vxTRx99dK+ucjX//PPPFryqLXt7+2uP9ZwAAQIECBAgQIAAAQIE\nCBAgQKBxBDrdA+umm27K80/FsL/TTz89xUTrzXtFRfVr57NqHA4lJUCAAAECBAgQIECAAAEC\nBAgQqDeBTgewJk6cmN59993qqoD1ViHlIUCAAAECBAgQIECAAAECBAgQ6F8CnQ5g7bPPPil+\nJAIECBAgQIAAAQIECBAgQIAAAQK9IdDpObB6o1CuQYAAAQIECBAgQIAAAQIECBAg8D+BmKrp\nlFNO+d+Gbnj26quvpmOOOSZNmTKlG3Lr2Sw6HcD6yU9+kpZddtl2f3q22HInQIAAAQIECBAg\nQIAAAQIECAwcgQceeCCddNJJ3VrhV155JcUifY0QwOr0EMIxY8aklVZaqQnYe++9l55//vn0\n3HPPpdGjR6fddtutyX4vCBAgQIAAAQIECBAgQIAAAQIECHRVoNMBrC9/+cspflpKTz/9dNpq\nq63S4osv3tJu2wgQIECAAAECBAgQIECAAAECBOZA4JZbbklnnnlmqlQqaZdddkk777xzNbdY\ndO+0005Ld999d5o8eXJaeeWV06GHHppH0cVB06dPT+ecc076y1/+kpZYYom03XbbVc+t9yed\nHkLYVoWWX3759N3vfjf94Ac/SNErSyJAgAABAgQIECBAgAABAgQIEOgegYkTJ6Zdd901rbXW\nWmnhhRdOu+++ezrjjDOqmUenoksuuSRtvvnmaZtttkl//etf02abbZZmzZqVj9l///1zzOaj\nH/1oDmY10gi6TvfAqqq08mTppZdOb731VnryySfTKqus0spRNhMgQIAAAQIECBAgQIAAAQIE\nCHRGYObMmemCCy5IW2+9dT5t3nnnzZOw77fffunNN99MiyyySDr77LPTqquumvdHD6xPf/rT\n6fXXX08xYft5552XHn744bTaaqvl/auvvnruodWZMvTVsd3aA2vq1KnprLPOSoMHD07LLLNM\nX9XJdQkQIECAAAECBAgQIECAAAEC/U4gAlabbrpptV5bbLFFmjBhQp6TfKGFFkq//e1vUwwj\njCDXd77zndzbKg5+5513UkwCv+iii1aDV7G9DITF83pPne6Bde655+aIXfOKzZgxI4MF3B57\n7JECVSJAgAABAgQIECBAgAABAgQIEOgegVhYb9iwYdXMosdVpAhaTZs2Le20007p73//e4oh\ngh/72MfyInvxOlL00IqhhDF31qBBg/K2IUM6HRbK5/XFP50uaUz49fbbb89W1uh1tcYaa+RJ\n3A866KDZ9ttAgAABAgQIECBAgAABAgQIECDQdYHnn38+xTxYo0ePzpnEZOwRj1luueXSlVde\nmW688cYUC+zF9E6RYlukCFytu+666bXXXss9sdZZZ528PY5vlNTpAFZM+BU/EgECBAgQIECA\nAAECBAgQIECAQO8KHHfccenEE09M99xzTx4ht9dee+VeWYsttlheUC/muooA1nPPPZcX2ovS\nRe+s9dZbL8WcV8cee2ye+P2NN97IKxL2bum7frVunQOr68VwJgECBAgQIECAAAECBAgQIECA\nQFsCMSn7K6+8khZYYIE8RHDttddOJ598cj4l5sYaO3ZsXoFw8cUXTxtvvHH6/ve/n4+9//77\nc5DrmmuuSS+//HJaYYUV0gYbbJAneG/revW0b1Ax9rHSlQLFzPc333xzeuKJJ1LMfxVo8ROI\njZTGjx/fSMVV1lYEostkjP2NhQQmTZrUylE2E+jfAvPNN18aOXJknsQxhntLBAaiQCwnvdR1\nNwzEqvdKne//8Fq9ch0X6bpAzGUS74OY8mPy5Mldz8iZBBpYID4PrXDz3xq4BvVd9L74WzBi\nxIg0//zz9xpMzBU15KDeG3k287QzOx1Lid5T8T141KhRs7nEd4H//Oc/aYkllphtX7khViWM\n90rtfFrlvnp97PQQwqjIvffem/YoJmqPpRebpx/+8Id5pvvm270mQIAAAQIECBAgQIAAAQIE\nCBCYc4EFF1yw1UzmmWeeNoNXcWL8Z0ejpU4HsCISueOOO6bogfWTn/wkbbjhhin+1//ZZ59N\nv/zlL9ORRx6ZI3iHHHJIo1koLwECBAgQIECAAAECBAgQIECAQB0KdDqAde655+alF++77760\n0korVav0oQ99KO2www7pa1/7Wjr77LOTAFaVxhMCBAgQIECAAAECBAgQIECAAIE5EOj0JO4P\nPvhgionBaoNXtdffZ5990pNPPpknBavd7jkBAgQIECBAgAABAgQIECBAgACBrgh0OoAVk4S1\nNTlwue+9997rSnmcQ4AAAQIECBAgQIAAAQIECBAgQKCJQKcDWOutt1665ZZb0l133dUko3gR\nCxqedNJJacyYMWnppZeebb8NBAgQIECAAAECBAgQIECAAAECBDor0Ok5sPbaa688eXsMI9x7\n773TBhtskJezjEncL7jgghRzY8Vk7hIBAgQIECDQusDII77V+k57uiwwLc7cefcun+9EAgQI\nECBAgACB+hTodABr+PDh6fbbb0977rlnOv3005vUavTo0enMM89MX/3qV5ts94IAAQIECBAg\nQIAAAQIECBAg0CgCM087s1GKOmDK2ekAVsgsscQS6U9/+lN68cUX02OPPZYmTJiQPvjBD6ZV\nV101zTfffAMGT0UJECBAgAABAgQIECBAgAABAgR6XqBLAaxZs2al8847Ly277LJpyy23zKW8\n4oor0re//e10+OGHp2222abnS+4KBAgQIECAAAECBAgQIECAAIEeEFjlb3f0QK4tZ/n4xzdq\neYetTQQ6PYn7jBkz0rrrrpv22Wef9NRTT1Uzi9UJ77777rTtttumX//619XtnhAgQIAAAQIE\nCBAgQIAAAQIECBCYE4FOB7Buvvnm9NBDD6Vrrrkm7bffftVr77TTTumFF15IW2yxRfrmN7+Z\nopeWRIAAAQIECBAgQIAAAQIECBAgQGBOBTodwLrqqqvSJz7xidzTqvnFF1xwwXTwwQenV199\nNT3zzDPNd3tNgAABAgQIECBAgAABAgQIECBAoNMCnQ5gxRXmnnvuVi8UQaxI88wzT6vH2EGA\nAAECBAgQIECAAAECBAgQIECgowKdDmB98pOfTDfddFO6/fbbZ7tGDBs8+eST0yKLLJKWXnrp\n2fbbQIAAAQIECBAgQIAAAQIECBAgQKCzAp1ehXCrrbZKG264Ydp0003TLrvsktZee+00cuTI\n9NJLL6XLL788Pf744+niiy/ubDkcT4AAAQIECBAgQIAAAQIECBAgQKBFgU4HsOabb770l7/8\nJa9CGPNh1a44GL2u4vUXvvCFFi9mIwECBAgQIECAAAECBAgQIECAAIHOCnQ6gBUXGDZsWLro\nootSpVLJk7VH76vlllsuLbnkkmnQoEGdLYPjCRAgQIAAAQIECBAgQIAAAQIE6lDgZz/7Wdpg\ngw3yT18Wr9NzYNUWNoJVyy+/fNp4443TUkstJXhVi+M5AQIECBAgQIAAAQIECBAgQKDBBc44\n44x0xx139Hkt5iiA1eelVwACBAgQIECAAAECBAgQIECAAIF+L9ClIYT9XkUFCRAgQIAAAQIE\nCBAgQIAAAQJ1JvD000+nCy64IN1zzz1p/fXXT5/61KfyPOXHHntsLul7772Xzj333HT99den\neB4L8B144IFp7rnn7tD+OOjPf/5zuvTSS9PkyZPTXnvtlc+rh3/0wKqHVlAGAgQIECBAgAAB\nAgQIECBAgEAbAhMmTEibb755DljtsMMO6ZZbbknbb799uuyyy6pnjR07Nh1xxBFpxRVXTOut\nt1464YQT0jbbbJPnMI+D2tt/3XXXpcg75jyP8+P45557rpp/Xz4Z8D2whg4d2pf+rt1NAnPN\n9d9Y7ODBg5M27SZU2TScwJAh//2VPs8885iTsOFaT4EJNIaAv7H1307xWSiSz0T131ZK2HMC\n5fug564wsHPui78FFov77z13yimnpKlTp6a///3v+fP+vvvum1ZfffU0a9asfMDdd9+dF9y7\n6qqrchAqNkbwKiZgj22x8F4syNfa/p122ikdfPDB6cgjj0zf//73c5677LJLWmmllfLzvv5H\nAEsAq6/vwW65fvkLLQJZffELtVsqIRMCcyhQfliL7sFlUHcOs3R6DwpUejBvWRPoKQF/Y3tK\ntvvyLX//C2B1n6mcGk+g/EzUeCVvjBL3xd+C6A0kpTxsMAJS5fffMNluu+3SH/7wh8xz//33\n5+/D0UurTNGLarHFFksR3Hrttdfa3L/FFlukJ598Mm222Wbl6Wm55ZYTwKpq9PGTGNMpNb5A\n/JGad95504wZM/I43cavkRoQ6LzAfPPNl6L31dtvv52mT5/e+Qyc0asCI3v1ai5GoHsEfG7q\nHseezCV64w4fPjz/HdBePSkt73oWGDnSX9mebJ+++N0yYsSInqxSw+QdQwg32mijJuVdYIEF\nqq/ffPPNFK9rvSLYtcgii+T5sNrb/9Zbb+XeXDNnzqzmGU/K+bOabOyDF+bA6gN0lyRAgAAB\nAgQIECBAgAABAgQIdEYghgved999TU6JydrLtMIKK6RXX301PfDAA+WmNH78+PTPf/4zrbPO\nOqm9/dFTK35iEvcyvf766/n88nVfPgpg9aW+axMgQIAAAQIECBAgQIAAAQIEOiBwyCGH5NUF\nDz300BxUOuqoo9Ltt99ePTOGFy677LJ5/qoYCvjiiy+mww8/PPfA2mSTTfJ8WG3tj4z22GOP\n9Otf/zrdfPPNaeLEiSmuUS9DOAWwqk3tCQECBAgQIECAAAECBAgQIECgPgXWXXfdPN/VX//6\n1/Txj3883XnnnWmvvfZKw4YNywWOIeRXX311eumll9Iqq6ySe1w9+uij6cYbb0yLL754HmLe\n1v7I5Pjjj08xF9a2226bz4kgWFy3HtKAn8S9HhpBGQgQIECAAAECBAgQIECAAAECbQk8+OCD\nafnll08xWXuZvvGNb+QeVuXrNddcM917773pjTfeyJO9jx49utyVH9vbH4uBnHvuuemMM85I\nU6ZMSWPGjGlyfl++0AOrL/VdmwABAgQIECBAgAABAgQIECDQAYHbbrstfeQjH8nDBiO4dM01\n16Rx48alXXfddbazF1xwwdQ8eFV7UHv7o1dXPQWvoux6YNW2oOcECBAgQIAAAQIECBAgQIAA\ngToU2HfffdMLL7yQ9tlnn/T444+nlVZaKQ/5Gzt2bB2WtvuLJIDV/aZyJECAAAECBAgQIECA\nAAECBAh0q8CQIUPSiSeemH/efffdNHTo0G7Nv94zM4Sw3ltI+QgQIECAAAECBAgQIECAAAEC\nNQIDLXgVVRfAqrkBPCVAgAABAgQIECBAgAABAgQIEKg/AQGs+msTJSJAgAABAgQIECBAgAAB\nAgQIEKgREMCqwfCUAAECBAgQIECAAAECBAgQIECg/gRM4l5/baJEBAgQIECAAAECBAgQIECA\nQB8KPP7xjfrw6i7dkoAAVksqthEgQIAAAQIECBAgQIAAAQIDUmCBBRYYkPWu90obQljvLaR8\nBAgQIECAAAECBAgQIECAAIEBLiCANcBvANUnQIAAAQIECBAgQIAAAQIECNS7gABWvbeQ8hEg\nQIAAAQIECBAgQIAAAQIEBriAANYAvwFUnwABAgQIECBAgAABAgQIECBQ7wICWPXeQspHgAAB\nAgQIECBAgAABAgQIEBjgAgJYA/wGUH0CBAgQIECAAAECBAgQIECAQL0LCGDVewspHwECBAgQ\nIECAAAECBAgQIEBggAsIYA3wG0D1CRAgQIAAAQIECBAgQIAAAQL1LiCAVe8tpHwECBAgQIAA\nAQIECBAgQIAAgQEuIIA1wG8A1SdAgAABAgQIECBAgAABAgQI1LuAAFa9t5DyESBAgAABAgQI\nECBAgAABAgQGuIAA1gC/AVSfAAECBAgQIECAAAECBAgQIFDvAgJY9d5CykeAAAECBAgQIECA\nAAECBAgQGOACAlgD/AZQfQIECBAgQIAAAQIECBAgQIBAvQsIYNV7CykfAQIECBAgQIAAAQIE\nCBAgQGCACwhgDfAbQPUJECBAgAABAgQIECBAgAABAvUuIIBV7y2kfAQIECBAgAABAgQIECBA\ngACBAS4ggDXAbwDVJ0CAAAECBAgQIECAAAECBAjUu4AAVr23kPIRIECAAAECBAgQIECAAAEC\nBAa4gADWAL8BVJ8AAQIECBAgQIAAAQIECBAgUO8CAlj13kLKR4AAAQIECBAgQIAAAQIECBAY\n4AICWAP8BlB9AgQIECBAgAABAgQIECBAgEC9Cwhg1XsLKR8BAgQIECBAgAABAgQIECBAYIAL\nCGAN8BtA9QkQIECAAAECBAgQIECAAAEC9S4ggFXvLaR8BAgQIECAAAECBAgQIECAAIEBLiCA\nNcBvANUnQIAAAQIECBAgQIAAAQIECNS7QN0EsN5777104YUXpsmTJ89m9tZbb6XrrrsuXXbZ\nZen555/v9P7ZTrCBAAECBAgQIECAAAECBAgQIECgYQTqJoB11llnpXHjxqUpU6Y0wXvmmWfS\njjvumC6//PL08MMPp7Fjx6Y77rijekx7+6sHekKAAAECBAgQIECAAAECBAgQINCQAkP6utSv\nvvpqOuWUU9J9993XYlF+9KMfpR122CEddNBBadCgQbmX1k9/+tN0ySWX5Nft7W8xUxsJECBA\ngAABAgQIECBAgAABAgQaRqDPe2CdcMIJqVKppBNPPHE2tAkTJqTHHnss98CK4FWk7bbbLr38\n8svp0UcfTe3tny1DGwgQIECAAAECBAgQIECAAAECBBpOoM97YB1xxBFp0UUXTc8999xseK+8\n8kretsQSS1T3LbTQQmmeeeZJr732WnVba/tXX3316jGzZs1KF1xwQfV1PFlzzTXTyiuv3GSb\nF40pMNdc/43FDhkyJI0YMaIxK6HUBOZQIH43Rho2bFiae+655zA3pxMgQGB2AX9jZzepty3l\nZ6L4O6C96q11lKe3BHwO6lnpvvjdUnZo6dmayb3eBfo8gBXBq9bS+PHj09ChQ/NP7TEjR45M\nEydOTDHxe1v7a8+JY5v38or5tNZff/3awzxvcIH4Al9+iW/wqig+gS4L9MWHii4XdgCf2HTG\nxwEMoeoNJTD//PM3VHkHcmF9JhrIra/uBHpWoC/+FkydOrVnKyX3hhDo8wBWW0oROZ85c+Zs\nh0Qwat555809DNraX3ti9Mw57bTTajel5ZZbLgfCmmz0oiEF4n8bR40ald59993kl1tDNqFC\nd4NA9LwaPnx4ipVbW/rd2A2XkEU3Cugj142Ysuo1gfgPRKm+BQYPHpziy+W0adPSO++8U9+F\nVToCPSQQn4eknhPoi78F8X1eIlDXd8GYMWNyL6sISETAqkyTJ09Oiy++eIqbOIJZre0vj4/H\n6HK49dZb127Kz6OXl9T4AvFhLVLcD/GBTSIwEAXKP+zTp09P8SPVt4AAVn23j9K1LOBvbMsu\n9bS1/FvgM1E9tYqy9LaAIYQ9K94XfwuMMOjZNm2U3Pt8Eve2oJZaaqkcpHrkkUeqh8Wk7jGf\nVcx71d7+6kmeECBAgAABAgQIECBAgAABAgQINKxAXQewYkjYlltumc4///w0ZcqU3LNm3Lhx\nuSfVwgsvnIeMtbW/YVtFwQkQIECAAAECBAgQIECAAAECBKoCdR3AilLuu+++eVLu7bffPu20\n0065R9aBBx5YrUB7+6sHekKAAAECBAgQIECAAAECBAgQINCQAnUzB9ayyy6bbrvtttkQR48e\nnU499dQU817FPEfNx762t3+2DG0gQIAAAQIECBAgQIAAAQIECBBoKIG6CWC1p9beUp3t7W8v\nf/sJECBAgAABAgQIECBAgAABAgTqU6DuhxDWJ5tSESBAgAABAgQIECBAgAABAgQI9JaAAFZv\nSbsOAQIECBAgQIAAAQIECBAgQIBAlwQEsLrE5iQCBAgQIECAAAECBAgQIECAAIHeEhDA6i1p\n1yFAgAABAgQIECBAgAABAgQIEOiSgABWl9icRIAAAQIECBAgQIAAAQIECBAg0FsCAli9Je06\nBAgQIECAAAECBAgQIECAAAECXRIQwOoSm5MIECBAgAABAgQIECBAgAABAgR6S0AAq7ekXYcA\nAQIECBAgQIAAAQIECBAgQKBLAgJYXWJzEgECBAgQIECAAAECBAgQIECAQG8JCGD1lrTrECBA\ngAABAgQIECBAgAABAgQIdElAAKtLbE4iQIAAAQIECBAgQIAAAQIECBDoLQEBrN6Sdh0CBAgQ\nIECAAAECBAgQIECAAIEuCQhgdYnNSQQIECBAgAABAgQIECBAgAABAr0lIIDVW9KuQ4AAAQIE\nCBAgQIAAAQIECBAg0CUBAawusTmJAAECBAgQIECAAAECBAgQIECgtwQEsHpL2nUIECBAgAAB\nAgQIECBAgAABAgS6JCCA1SU2JxEgQIAAAQIECBAgQIAAAQIECPSWgABWb0m7DgECBAgQIECA\nAAECBAgQIECAQJcEBLC6xOYkAgQIECBAgAABAgQIECBAgACB3hIQwOotadchQIAAAQIECBAg\nQIAAAQIECBDokoAAVpfYnESAAAECBAgQIECAAAECBAgQINBbAgJYvSXtOgQIECBAgAABAgQI\nECBAgAABAl0SEMDqEpuTCBAgQIAAAQIECBAgQIAAAQIEektAAKu3pF2HAAECBAgQIECAAAEC\nBAgQIECgSwICWF1icxIBAgQIECBAgAABAgQIECBAgEBvCQhg9Za06xAgQIAAAQIECBAgQIAA\nAQIECHRJQACrS2xOIkCAAAECBAgQIECAAAECBAgQ6C0BAazeknYdAgQIECBAgAABAgQIECBA\ngACBLgkIYHWJzUkECBAgQIAAAQIECBAgQIAAAQK9JTCkty7kOgQIECBAgAABAgQI9I7AB2+6\nrXcuNACvcv+H1xqAtVZlAgQI9L2AHlh93wZKQIAAAQIECBAgQIAAAQIECBAg0IaAAFYbOHYR\nIECAAAECBAgQIECAAAECBAj0vYAAVt+3gRIQIECAAAECBAgQIECAAAECBAi0ISCA1QaOXQQI\nECBAgAABAgQIECBAgAABAn0vIIDV922gBAQIECBAgAABAgQIECBAgAABAm0ICGC1gWMXAQIE\nCBAgQIAAAQIECBAgQIBA3wsIYPV9GygBAQIECBAgQIAAAQIECBAgQIBAGwICWG3g2EWAAAEC\nBAgQIECAAAECBAgQIND3AkP6vgh9W4LRo0f3bQFcvVsEBg0alPMZOnRo0qbdQiqTBhQYMuS/\nv9JHjhyZZs2a1YA1GFhFnjmwqqu2/UTA39j6b8jyM1H9l7RxS+h9UP9tV34mqv+SNmYJ++I9\nMHOmT06Nebd0b6kHfADrrbfe6l5RufWJwODBg1MEr2bMmJG0aZ80gYvWgcC8886b4gPb1KlT\n83uhDoqkCG0IDG9jn10E6lXA39h6bZn/lSv+DsRnIqnnBLrzfTD8Wwf3XEEHcM451LHz7gNY\noGer3p3vgY6W1O+1jkr17+MGfABLJLd/3OCVSiVXJHqdaNP+0aZq0XmBstfVe++9533QeT5n\nECDQAQF/YzuA5JB+L+B90O+bWAXbEeiL94AAVjuNMkB2mwNrgDS0ahIgQIAAAQIECBAg8P/Z\nOwswKa7m61dwW9zdPbg7BA3uDgmBQNBAcBIsuLsEd3cJECS4u7u7uyXwcer/zbyzC4Rd2J2d\nvn3u8ww72t316266b8kpEiABEiABErAqATqwrLrnuN0kQAIkQAIkQAIkQAIkQAIkQAIkQAIk\nYBMCdGDZZEfTTBIgARIgARIgARIgARIgARIgARIgARKwKgE6sKy657jdJEACJEACJEACJEAC\nJEACJEACJEACJGATAnRg2WRH00wSIAESIAESIAESIAESIAESIAESIAESsCoBOrCsuue43SRA\nAiRAAiRAAiRAAiRAAiRAAiRAAiRgEwJ0YNlkR9NMEiABEiABEiABEiABEiABEiABEiABErAq\nATqwrLrnuN0kQAIkQAIkQAIkQAIkQAIkQAIkQAIkYBMCdGDZZEfTTBIgARIgARIgARIgARIg\nARIgARIgARKwKgE6sKy657jdJEACJEACJEACJEACJEACJEACJEACJGATAnRg2WRH00wSIAES\nIAESIAESIAESIAESIAESIAESsCoBOrCsuue43SRAAiRAAiRAAiRAAiRAAiRAAiRAAiRgEwJ0\nYNlkR9NMEiABEiABEiABEiABEiABEiABEiABErAqATqwrLrnuN0kQAIkQAIkQAIkQAIkQAIk\nQAIkQAIkYBMCdGDZZEfTTBIgARIgARIgARIgARIgARIgARIgARKwKgE6sKy657jdJEACJEAC\nJEACJEACJEACJEACJEACJGATAnRg2WRH00wSIAESIAESIAESIAESIAESIAESIAESsCoBOrCs\nuue43SRAAiRAAiRAAiRAAiRAAiRAAiRAAiRgEwLBbGInzSQBEvAgAl7tW3vQ1hi2KVNmGGYQ\nzSEBEjCZAK8HAbN3n2CxlWsHzMK5VBIgARIgARIIJALMwAok8FwtCZAACZAACZAACZAACZAA\nCZAACZAACZCA7wjQgeU7TvwWCZAACZAACZAACZAACZAACZAACZAACZBAIBFgCWEggGe6fMBA\nR7p8kNHjAmbhXCoJkAAJkAAJkAAJkAAJkAAJkAAJkECgEWAGVqCh54pJgARIgARIgARIgARI\ngARIgARIgARIgAR8Q4AOLN9Q4ndIgARIgARIgARIgARIgARIgARIgARIgAQCjQAdWIGGnism\nARIgARIgARIgARIgARIgARIgARIgARLwDQFqYPmGEr9DAiRAAhYhEHP5KotsqTU3c3/m9Nbc\ncG41CZAACZAACZAACZAACVicADOwLL4DufkkQAIkQAIkQAIkQAIkQAIkQAIkQAIkYDoBOrBM\n38O0jwRIgARIgARIgARIgARIgARIgARIgAQsToAOLIvvQG4+CZAACZAACZAACZAACZAACZAA\nCZAACZhOgA4s0/cw7SMBEiABEiABEiABEiABEiABEiABEiABixOgiLvFdyA33zuBxOs3eX+D\nr/yNAMWr/Q0lF0QCJEACJEACJEACJEACJEACJOBHAszA8iMwfp0ESIAESIAESIAESIAESIAE\nSIAESIAESMC9BOjAci9vro0ESIAESIAESIAESIAESIAESIAESIAESMCPBOjA8iMwfp0ESIAE\nSIAESIAESIAESIAESIAESIAESMC9BOjAci9vro0ESIAESIAESIAESIAESIAESIAESIAESMCP\nBOjA8iMwfp0ESIAESIAESIAESIAESIAESIAESIAESMC9BOjAci9vro0ESIAESIAESIAESIAE\nSIAESIAESIAESMCPBOjA8iMwfp0ESIAESIAESIAESIAESIAESIAESIAESMC9BOjAci9vro0E\nSIAESIAESIAESIAESIAESIAESIAESMCPBIL58fse+fXHjx/L1q1bBX+zZ88u8ePH98jt5EaR\nAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAn4nYDlM7DOnz8vZcuWlfnz58uRI0ekXr16smPHDr+T\n4C9IgARIgARIgARIgARIgARIgARIgARIgAQ8koDlM7B69+4tZcqUkRYtWshXX30lU6ZMkcGD\nB8vs2bP1tUdS50aRAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAn4moClM7Du3r0rx48f1wwsOK8w\nSpUqJdeuXZNjx475GgK/SAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIk4LkELJ2BdePGDSUbO3Zs\nJ+EoUaJIiBAh5NatW5ImTRrn+//884+UKFHC+RpPKleurCWH3t50w4sXblgHV0EC/k0gWrRo\n/rZIngP+hpILcjMBngduBs7VeRwB/zwHYByvBx63i7lBviDgn+cBzwFfAOdXPI6Af54DvjXu\n5cuXvv0qv2cwAUs7sK5fvy4hQ4bUh+s+8vLykvv377u+pc8fPXrk7T2cBEGCuD8JLcykad62\ngy/8hwD25fW3b+XtuweHZxPgORAw+weZqDfePd68eRMwK+BS/ZUAzwN/xelcGM6D6+9e8Vrg\nROLRT3geBMzu4T1RwHANiKXyHAgIqqJSMrwnChi2XCoJBCYBSzuwggcPLsis8jn+/fdfCRMm\njLe3gwULJjt37vT2Hl7ACcZhfQJBgwaV6NGjy/Pnz+Xhw4fWN4gWkMBnEAgXLpw4HPivXr36\njCXwJyRgfQKICmPyfvPmTesbQwtI4DMI4J4X58GzZ8/EZ/D2MxbHn5CAJQngfgj3Rffu3ZPX\nr19b0gZutHcCYcOG9f4GX9mSgPvTj/wRc9SoUQXOKlygXQcu1rFixXJ9i89JgARIgARIgARI\ngARIgARIgARIgARIgAQsSsDSDqy4ceMKokxHjx514oeoO8pnXHWxnB/yCQmQAAmQAAmQAAlY\nlACkDzZt2mTRredmkwAJkAAJkAAJkMCXEbC0AytChAhStGhRmTRpkjx58kRevHgh48ePl+LF\ni2vq9Jeh4a9JgARIgARIgARIwHMIXL16VUaPHi0bNmzwnI3ilpAACZAACZAACZCAmwhY2oEF\nRo0aNdKug6VLl5Zy5cppRlazZs3chI+rIQESIAESIAESIAH3EEicOLHgHmfcuHHMxHIPcq6F\nBEiABEiABEjAgwhYWsQdHCNFiiRDhgxRkUoIeVPczYOOLm4KCZAACZAACZCAvxLIlSuXLm/E\niBEqVp8nTx5/XT4XRgIkQAIkQAIkQAKeSsDyDiwH2PDhwzue8i8JkAAJkAAJkAAJGEsATqy3\nb9/KqFGjBMG7nDlzGmsrDSMBEiABEiABEiABBwFjHFgOg/iXBEiABEiABEiABEwicOzYMfn7\n778lYsSIAv1PPJCBXqdOHdXEChIkiGTPnt0kk2kLCZAACZAACZAACbxHgA6s95DwDRIgARIg\nARIgARIIPALopgynVdq0aXUjrl27po1qzpw5I48fP9YHmte8evVKP4eUQrt27SRDhgyBt9Fc\nMwmQAAmQAAmQAAkEMAE6sAIYMBdPAiRAAiRAAiRAAn4hcPz4cenevbtAtL1s2bJSqFAhKVy4\n8HuLePnypTqzDhw4IIMGDZJevXpJ3Lhx3/se3yABEiABEiABEiABEwgE7fpumGDI59qACCaH\n9QmgfAIC/q9fvxbc0HOQgB0JhAgRQkKGDCnPnz+Xf//91/IIrl+/LmPGjJHp06dr+dSDBw8k\nTZo0lreLBgQsAVwLvvrqK3n69GnArigAlx49enTVtbpx44bMmzdPNm/eLMGDB5d48eKp5pVj\n1cGCBZMwYcKoo+vSpUty/vx5yZIli+Nj/rUpAd4T2XTH02xvBHA/hPuiZ8+eCbJaOaxPwHGf\na31LaMGXEAjyJT/mb0mABEiABEggIAgguNCtWzd1SlevXl1vQq9cuSJ37tyRI0eOBMQquUwS\n8CgCyKRq3LixoNtg5syZZerUqdKkSRNZvHixTshcNxaC7nB2hQ4d2vVtPicBEiABEiABEiAB\nowjQgWXU7qQxJEACJGAGAQhWx44dW9q3by/ZsmXTyXm5cuVkx44dMnbsWKf2jxnW0goSeJ8A\nsomXLl2qTqm6detqx8FixYrJ8uXL5aeffpIZM2YIshIdA98pX7684yX/kgAJkAAJkAAJkIBx\nBOjAMm6X0iASIAESsD6BCxcuqAMLpTDr16+XRIkSaZkUdIAePXokKC/kIAGTCSDjEA4sOKtQ\nRosS+YoVK6ojC1mJ27Ztk0OHDikClEymTJlSvLy8TEZC22xI4Ny5c4LrAQcJkAAJkAAJgAAd\nWDwOSIAESIAEPI4Asq8gTI2SwWXLlqmQNTYSmj+YyMeMGdPjtpkbRAL+SSBJkiTqrKpRo4Zm\nHqJ8ENmHOCeKFy8uw4cPlzx58vjnKrksEvA4AidOnJAuXbrI0aNHPW7buEEkQAIkQALuJ/DV\nO92Et+5frees8e7du56zMdySzyaAUovTp09L5MiRNWvjsxfEH5KAhQncvn1bbt68KQkSJLB8\nJgYEuFu0aCEvXryQcOHCSZ8+fVTEesCAAVo+2LNnTwvvKW56QBLAtQBNDJCRZMqAPWvXrpUp\nU6Zok4YCBQro+WGKfbTDfwng/80zZ85I1KhRjXD2L1q0SGbNmiUtW7bU5gb+S4tLM5UA7odw\nX4Rurmh2YdWxbt06yZcvn94DWdUG/9pu6DxaeV/6Fwe7L8f2Diy7HwCm2I8U8xIlSgg0cvr2\n7WuKWbSDBPxEABkZEHweP3685M2b10+/9ZQvo2wKEXeUCt66dUvgsNq+fbtz8yBsPXDgQDqq\nnUT4xCcB6ETdu3dPdu/e7fMjy7x+/PjxB53QKBvERB5aV4UKFbKMPdxQ9xJAtlKFChWkZs2a\n0rlzZ/euPIDWBgdu79691XFbpkyZAFoLF2sSAcwHJk6cKDNnztRGGFa0DXkmOI8TJkwo3bt3\n1yx0K9rBbSYB/yQQzD8XxmWRAAmQAAmQwJcQ+P333zW6BgdW9OjRpV+/fnLt2jXV+oG+T9as\nWbUj4Zesg78lAU8mgEYFcDqULl1aqlatqueBY3sxiUFWAZ1XDiL8ayoBHOdLliyRZMmSCcpp\nccxHiRJFOnbsKPfv3xc0LeAgAdMJQN9w8ODB0qxZM+natas+IKXAQQJ2JsAzwM57n7aTAAmQ\ngAcR+OeffyRs2LCaTem6WdDDwoODBOxAIFOmTNK0aVPNtFqwYIEULVpUxduTJk0qeB0vXjw7\nYKCNNiewdetWmTZtmkSMGFEbd4QIEUJLwdDQA1nGyEz57rvvbE6J5tuBQIwYMWTYsGHqxEKQ\nDwGOoEGD2sF02kgCHyRAB9YHsfBNEiABEiABdxPo37+/oBx4zpw5kiFDBokWLZq7N4HrIwG3\nE0C5IDTeqlSpIunTp9cMQ5RIlSpVSjZu3CgzZsyQ+vXrCzpyYtIyatQot28jV0gC7iaAMllk\nWiELC6XkCG6cPXtWHzgP6Mh19x7h+gKTABrXQCYCmVjQAP3111/1mhCY28R1k0BgEaAGVmCR\n53r9lQAEn6GTgyyN1KlT++uyuTASsAoBOH/wQAYHGhpYbaC72ty5c3XCgrT56tWrq44LSgc5\nSMC3BKAThU6V+fPn9+1PAvV7KJFFiQhKB9OkSSO1atWS3LlzC84Bxzh+/LhO3HFuMxvRQYV/\nP0YATtGdO3eqkydFihQf+5ol3l+zZo3qHkLAHd03OUjAtwTQ0OPixYuSJUsWzeTz7e884Xto\nxADHbfjw4fV+Dvd0eKB8EDqgadOmlQ4dOtCJ5Qk7i9vgdgJ0YLkdOVdIAiRAAiTwXwSePHki\nixcvVmcWbuKQjQItIGZk/Rc1fmZ1AsguQckUOk4lfKd1VaNGDSlSpAhFe62+Y7n9fiKA//Nx\nDqBUEOcBOo4dPnxYOnXqpOXlDRs25KTdT0T5ZasQOHTokMDhHDJkSDl16pTMnj1by2cfPnzo\n/IuAvWOULVtWWrdu7XjJvyRgGwJ0YNlmV9NQEiABEvBMAi9fvpQpU6bI+vXr5dWrVxotrVev\nnkSKFElWrVqlHYS+//57Rt89c/dxq/yJwJkzZ1SgGqUiyDrcu3evTt7hvIWgO1uH+xNoLsaj\nCSCDEuXkyMjFwPkAZxZKCOHYgiYcyqc4SMAkAtAArVy5suBvxYoV9fGh7HN8jgxLZO7iPMD1\noVq1aiahoC0k8EkCdGB9EhG/QAIkQAIkEJAEevXqJbt27ZIGDRrIyZMnBSUj8+fPly1btqjT\n6t9//9XVU7Q0IPcClx3YBKBzlStXLoHzFgPOXOhfoQ08JjIooUJGFgcJ2IEAAhtXr16VK1eu\n6F88xyN79uycsNvhALChjcg+h+YbpBSeP3/+wU60rlg2bdqk+onLly9nVqIrGD43ngBF3I3f\nxTSQBEiABDyXAFqlw2E1b948LRHct2+flCtXTnAj17t3b4kVK5YKW3uuBdwyEvhyAnDSooQQ\nTirHQNc1ZB7eunVLy0fix4/v+Ih/ScBIAhs2bJAJEybI9evXNeuqZMmSej1w1YMz0nAaRQLv\nCIQLF05q1qypmViO7HNHJ1qUlKOk1nVcvnxZQocOTeeVKxQ+twWBILawkkaSAAmQAAl4JAGU\nTeGmDfpWN27ckM2bN+vNG8pGChYsqJlZHrnh3CgS8GcC0aNHV60fn4vFuYFzxOpi3D7t4msS\ncCWARjxdunTR5gsojYJI9ciRI6VNmzbqwHX9Lp+TgKkEkE2FTENof86cOVPPCTTnqV27toq2\nHzlyxGl6oUKFNNDnfINPSMAmBOjAssmOppkkQAIk4IkEkFUCPQc4rubMmaMlUlGiRNFNhdYD\nW6V74l7jNvk3AZTHooRwzJgxMmzYMKf+DzporV27VlKlSuXfq+TySMCjCCDzqlmzZlpKjuDF\nzz//LFOnTpULFy5oSblHbSw3hgQCgAAyceHAqlOnjrRv316OHj2qgbzx48drp1o0OECjD8dA\nhnry5MkdL/mXBGxDgBpYttnVNJQESIAEPJNA3759tYwQZSJ9+vSRr7/+WpYuXSrjxo1TcXfc\npHGQgB0I7Ny5UyPqd+/elRgxYsj9+/clb968GoVnGZUdjgB72vj27VspUKCA4FqQI0cObxCg\nh4hJ/eTJk729zxckYCqBPXv2qP4h/qZLl07LCnPmzCm4BkAbEeXlHCRgZwJ0YNl579N2EiAB\nEvAAAsi0QlQRj9evX+sWoY1027ZtteOUB2wiN4EE3EYAUXiU1p4/f15Spkz5nu6J2zaEKyIB\nNxJABzZoXn333Xfe1goNIDh2+/Xr5+19viAB0wkcO3ZMO3LiepA4cWIN8DGgZ/pep32+IUAH\nlm8o8TskQAIkQAL+SgCRxaFDh2o0EZ3XKlSoICgdxPuYwKdJk0agCcRBAiRAAiRgPoG//vpL\nevTooRqIEKyOHDmyOnLbtWsneF2xYkXzIdBC2xJ49OiRhA8f/j370Y2zevXq+ihfvrwEC8b+\na+9B4hu2I8CzwHa7nAaTAAmQQOASQFlU586dtR26w2mFKHv+/Pk1VR5ZJxwkYDoB6JngETFi\nRNNNpX0k8EkCRYoUkeDBg8vAgQNl7ty5GsC4d++eoHQKE3cOEjCVAJxU6D6IRh21atWSDBky\nOE1FNjqcuZBWoPPKiYVPbE6AGVg2PwBoPgmQAAm4g8D+/fv15ixMmDCyfv16FeUdNWqUc9U7\nduxQzYcDBw5I7ty5NVXe+SGfkICBBKDtEyRIEM0+NNA8mkQCnySAYEb37t3lxIkTqvWDLKuM\nGTMKrhfXr18XNPnAaw4SMJ0A7n1mzJghuBdKnTq1VKtWTfLkySOHDh3STpxLliwRLy8v0zHQ\nPhLwFQFmYPkKE79EAiRAAiTwuQRQEtizZ095+vSpRtLRWTBq1KjeFgfhXjzQdQddpzhIwHQC\n0H7btGkTHVim72ja91EC/fv31y60devWlb1798ovv/wiyZIl02yUUqVKCbpzcpCAiQTQbTZh\nwoRSvHhxFWVH1hUe0LuaOXOmdOvWTdDc4M2bN6oLR+eViUcBbfpcAszA+lxy/B0JkAAJkICv\nCTx//lw7Sc2ePVvu3LmjqfDoOJUlSxZfL4NfJAErE9i3b59mIYYNG1bNQKdBZJzMmTNHOw7i\nHLl06ZI+bt26pbo/7Dxo5T3Obf8vAmjYUaxYMZ2sx4wZU7+K4x9ZKGvWrNESwgEDBggCHhwk\nYBIBOKaQgY6sKmSlo4FBuXLlxHFtgK24PuzevVuDfbxPMmnv0xb/IEAHln9Q5DJIgARIgAR8\nRQBZJ2vXrtVJCjKtChUqpJoPiLpzkICpBJCFiJKQx48f60SlSpUqqmuCTpvXrl2TZ8+eye3b\nt9V8tEivWrWq/Pjjj6bioF0koPpvlSpVksWLF7+n7YMgx9KlS6VOnTrvfUZ0JGAKAVwPFi5c\nqE5cBCvgxIIzC9qgHCRAAh8nQAfWx9nwExIgARIgAX8kcPLkSdX8gbMKEcht27apI+vw4cOS\nLVs2dWRR78QfgXNRHkUAgu3Lly8XZCFC+welI8g8mTZtmjRv3lzixImjj2jRogkzrzxq13Fj\n/JnAq1ev1KELxy0E2uvXr89yQX9mzMV5PgFkIf72229y/vx51b3CPdKNGzekRIkS2nUwbty4\nnm8Et5AEAoEAHViBAJ2rJAESIAE7Epg3b56MHz9eBdpdHVUQKUXZCCbtffr0sSMa2mwjAshC\nXLdunUbdz507p5YPGTJEMmfObCMKNNXuBI4dO6b/72/evFkSJ06sAYyCBQvSkWX3A8NG9uO+\nZ8uWLdKvXz+nQDtE3HEfhA6ccGR16NDBRkRoKgn4jkDQru+G777Kb5EACfiFADqKQIAUNe1I\nkUd0He1wOUjArgTSpEmj5SC4OYN4KR4YMWLEELRQL1CggGZo6Zv8hwQMJYDOg0mTJtXMk5Qp\nUwr0rqZMmSLIRET2VezYsQ21nGaRwP8I4Fj/5ptv9IGOg5MmTZJVq1bpNQIOrWDB2Gfqf7T4\nzEQCKB9MkCCB5M2b12kesq5w/MPBiyxdXCs4SIAEvBMI4v0lX5EACfgXgePHjwt0Trp06SIT\nJ07ULiP+tWwuhwSsSqB69eoaUUTrdGicuA5OWFxp8LmJBCDkPmjQIC0jhH25cuWSkSNHyujR\nozXAgSxFDhKwE4H48eNL+/btBcd+vnz5ZPLkyaqPZScGtNWeBKJHjy6YKyAr13XAuQsdODiw\nOEiABN4nwAys95nwHRLwFwLINkGGCSIsDx480Bp36J3ggsVBAnYicPPmTS2XevTokWYlpk+f\nXvBAF0KIW6N1NAcJmE7g6NGj6rzFhB3HvEPfZNeuXYKS2sKFCzML0fSDgPZ9lAC6sUELESLW\neM5BAqYTSJIkiQa4t2/frvMFzA9evnypAQ1Ub6CEkIMESOB9AtTAep8J3yEBfyOAqArEeZF1\nAkfWnj17dOJSo0YNncC3bt1aI4+Y0HCQgKkEcOwPHjxYIkaMKHBiocsaUuRRYouyqR9++EG+\n++47U82nXSSgBJo0aSJFixaVsmXLOolAvBfH/7BhwyRt2rTO9/mEBEwhcOXKFf2/PlasWKaY\nRDtIwN8IoPtsz549Ze/evRIpUiTNxgodOrQ6sRjw9jfMXJBhBOjAMmyH0hzPJoAOIxBt3Lhx\nowpWQ+sE2ifBgwf37A3n1pHAFxBAx0GU0S5ZskQ77iCyePbsWecDraOhhcJBAiYTKFasmHTr\n1k1y5MjhzcwJEybI/v37ZcSIEd7e5wsSMIEAghf4v79QoUKC4B01fUzYq7TBvwkgUx0NbaJG\njarBDM4L/Jswl2cSATqwTNqbtMXjCNy9e1dQNoLyEC8vL+f2obZ9586dkiVLFhWwdn7AJyRg\nMIE1a9bIwIEDpWXLltR2MHg/07QPE2jcuLGkS5dOGjVq5O0L0IL7888/NeLu7QO+IAEDCCCA\ngU5r06dPV2Hq7Nmza8dBlo4bsHNpAgmQAAkEAgFqYAUCdK7SHgSQbYXSkA0bNkjVqlW1bOrU\nqVMq1Is04eTJk0u4cOHsAYNW2pLAixcvZPXq1ZoSj6wrdFzDpAXaV9CFy5w5s2Yi2hIOjbYd\ngShRosjQoUPl4sWL2nkK1wGUEMKpW6pUKYFuIgcJmEQAGSU4zlEyXrp0acmUKZNmmYwbN06D\neCgrh4TCV199ZZLZtIUEPkoAmVa89/8oHn5AAr4iwAwsX2Hil0jA7wRq166tWSY1a9aUZ8+e\nSatWrTQbK3z48KoHBAcWBwmYTGDbtm3Sv39/7aYDO9HEIFGiRAJn1rp161QP6NdffzUZAW0j\nAW8EENj4/fff1YkVIUIEefr0qbZQ79q1qwQJwsbQ3mDxhaUJQAMUguz4W7FiRX04MtHPnDmj\njT3Wr1+vzQygE4oSW3aitfQu58Z/ggCcV3369NE5wCe+yo9JgAT+gwAdWP8Bhx+RwOcSwM0Z\nykVWrVqlXdYg1o6o+2+//SYLFizQ6EvHjh0/d/H8HQlYigC66lx0+M/8AABAAElEQVS9elUg\n5ou/jgdKSapVq2YpW7ixJOAXAvfv35dOnTrJiRMntMMasnFRUo5s3EuXLgl0EFOnTu2XRfK7\nJGAZAk+ePFH9q7lz58rz5881CwvngEOc+vr16zJ79mwNaEAfFE5dDhIwlcCNGze0ImP+/PkS\nLVo0U82kXSQQ4ATowApwxFyBHQkcP35cfv75Zy0XmTlzpnYfHDlypGafzJkzRw4ePCi9evWy\nIxrabBMCly9fVk0fZJwgXT5fvnxaUmsT82kmCSgBBC1wLqD74MqVKzWQkSpVKnXc4pxgxgkP\nFBMJ/Pvvv7Jr1y5tWIDywFevXmlAD/dDmMTjfICge8KECdV8fI7utBwkYBIBBCmgAZcgQQKn\nWehMnitXLr0G4DyBExcBbnw3T548Ei9ePOd3+YQESODDBKiB9WEufJcEvogAIitHjhyRUaNG\nCSLw/fr1U82r169f63u5c+dm1P2LCPPHnkzg8ePH0rBhQ0G5LEpIkJGIMhJkmiDzhO3UPXnv\ncdv8iwDKRYYPHy5jx44VZBtCDw6lUjgfEIGfN2+eXhfixo3rX6vkckjAIwjg/ueXX37RpgUI\nYMA5BcdthQoV1Gm1adMmgQ7W6dOntbSc1wSP2G3cCH8mMG3aNC0Zx//5kFBwZB6iKzMad6Dz\nLK4DkFTAXAFOXZaS+/NO4OKMJMAMLCN3K43yBAKIuly7dk1b4oYMGVJr3lFG8vDhQ5kyZYqK\nuXvCdnIbSMC/CaAkZPv27TJo0CCNvFeqVEmf79+/XxYtWiRTp07l8e/f0Lk8jyOAEvIVK1ao\nEws6iCVLltTXmKCUK1dO2rRpI/nz52cWlsftOW6QfxCAAzdGjBjSu3dvzUJH6SCE3EOHDq2L\n37Nnj6BsEM4tNPbgIAETCezevVs7cO7bt0+b2MCJ27NnTylbtqw2sokTJ44G9ZiBaOLep00B\nRSBYQC2YyyUBOxJAyjwuTG/evFFBUmSfwHmFjBS8h65ruHjhPQ4SMJUAoo1ImQ8aNKgsX75c\ns0xSpEih3aYmTZqkJVVJkyY11XzaRQJKAHo+KKGF5tuFCxe0NCRMmDD6Gc4PdOVkCSEPFlMJ\nwHmF0ahRI804nDx5suDhEHTPkiWL4IHyQQ4SMJVA1qxZBQ8EsOGw7dKli5YVIisdmbm4T+Ig\nARLwGwG2vPEbL36bBD5KAOm/3bt3V80HRFZQIoKIY48ePTQTC+n0P/74o2ZkfXQh/IAEDCCA\ntug7duwQROCRjYVOnBiYrGOywpIpA3YyTfgkAUxacuTIocc9HFiO8hFcK6CLFTVq1E8ug18g\nAasROHDggNy+fVs3e/HixXr8N2jQQO+J6tSpo0ENZOUOHjxY9bCYeWK1Pczt/RwCCFigAy2c\nWMhEXLZsmZaUL1y4UNDohoMESMD3BFhC6HtW/CYJ/CcBTNSREt+/f3+5deuW1K9fX3766Set\ncUcGFibtiD4y++o/MfJDAwig81TdunW16xR0sKAFh0lK165d9UYNukAcJGAnAiipbd++vWbm\nIisLzq2mTZvaCQFttQmBWbNmyR9//KGNO1A2Do0f1/seaIGuWbNGIOheu3ZtKV68uE3I0Ew7\nEkDAAk6rR48eadl48ODBFcOdO3f03IA2ImRF2IHTjkcHbf5cAnRgfS45/o4EfBBo166dpgOj\nRBDaJ+vXr1fxdoiV4uIFZ1aGDBl8/IovScBMAnDiDhgwQLWwHBbCiTtw4ECJHTu24y3+JQHj\nCKBRAZy0586dk0iRIulEHlmIiLgjOwXnQZMmTQTd2ThIwDQCkEvYuHGj6h4+ePBA8ubNq1m4\nadKk8WYqdELxoGi1Nyx8YRABaB+i62DEiBH1/r9WrVpqHYLdGTNm1PJBlBKylNygnU5T3EKA\nGlhuwcyV2IEAoicbNmyQ8uXLayYWOu5gQPsHEUc6r+xwFNjbRtyI7dy5Ux1UiRIlUgcuGhkc\nOnRIvLy8NOuE5SL2PkZMtx7R9tatWwsm6/h79uxZWblypXacgvO2WrVqpiOgfTYnAIcUnFbI\nvGrbtq2gRAo6WLgHQpe19OnT67mBjESUm3OQgKkE0GkQXThRmeEasECAA+XlCGzTeWXq3qdd\nAUmAGlgBSZfLthUBRFagaYKLFPROHAKme/fuZcaJrY4EexoLbSvcjGFScuzYMYVw5coVPR9Q\nIpI7d24tI7QnHVptMgGUSSHSjgHtN2RY9erVSwoWLKil5NOnTxcENBzivSazoG0kAAKYlKN0\nHI4saF2NHz9esxFxffj2228FmVmxYsUiLBIwmsDp06d1LuDqvILBuBaghPbu3btG20/jSCCg\nCDADK6DIcrm2I4BIIi5KGMg+mTBhghw/flzWrVunkxnbAaHBtiKASTq0HdauXat6Jzj+ofmG\n0bhxYxUr1Rf8hwQMIvDvv/9qo47nz59r9i2CGND7cZ2woPNgq1at9HOItzPrxKADgKb4igAy\n0dHkBro/yNJF90GHFpCvFsAvkYAFCSRJkkRLxyHS7qoDFy1aNLUGJbQcJEACfidADSy/M+Mv\nSMAbAehdLVq0SLtKpU6dWooUKSI5c+bU6OO9e/ekVKlSqoHi7Ud8QQKGEUBpCESpc+XKpaUj\nw4YNkxYtWqi+ydixY7WMiu2iDdvpNEcJIPsK+lZz5szRCTom5iNGjNCsKwciNPJA5gnKqmLG\njOl4m39JgARIgAQMJfD06VP57rvvJFSoUJqhni1bNkHQA90IMT9AliIHCZCA3wnQgeV3ZvwF\nCTgJbN26VbOu0HEQJYO7d+9WrZN8+fJJx44dvUVcnD/iExIwkEDlypVV3weTd4i3Q7gUrdIh\n5l6lShVtbICbOA4SMJUANOAc3dWuXr2qrdIRzECpFDIUUTaFc4ODBEwl8OLFCxVwL1asmKkm\n0i4S8BMBdGWG/iGy00OHDq3ZuRB1x3soN+cgARLwOwE6sPzOjL8gAScBdB7MkyePTlQcb166\ndEl+/vlnFSvFBJ6DBEwjgAjiwYMHJVOmTE7TVqxYoaLteOP777/XqCOeY+K+fft2GTlyJF5y\nkIDxBFAWsmXLFu0+e/ToUbW3ZMmS6tRFOSEHCZhK4OTJk9KwYUNp06aN4JjnIAE7EhgzZozM\nnTtX4sWLJ+hMDh1QZOGioQ2cWJkzZ6YmqB0PDNrsbwSCdn03/G1pXBAJ2IgARKuRgQU9k2TJ\nkjktRzdCCJii81TZsmWd7/MJCZhCAM4rlAdu27ZNuwsmSJBAu22iAycysVBGiNLaqVOnannt\nr7/+yrIpU3Y+7fgkAehf4ZxA+TgmKigVwfWiRIkSn/wtv0ACViYADTjcE/Xp00f/z0+aNKmV\nzeG2k4CfCaxfv17gwEIgDx3IZ82apSXmmBcUKFBA5wuUU/AzVv6ABLwRoAPLGw6+IAHfE+jX\nr59mlqBUpHDhwt4ESc+cOSPXr1/XqIvvl8hvkoA1CKAkqlChQoIugxMnTpTVq1drNBGd1ry8\nvNQICPXiJq1evXreMrWsYSG3kgT8hwD0rooWLaoTlyBB2PjZf6hyKZ5MAE1skHnSu3dviRMn\njkDImoME7EIAzlvoXjkkFBDURhMDdB1EVhYCGigt5yABEvh8AnRgfT47/tLmBNKkSSNv3rxR\n3avly5erAytcuHBy5MgRGTJkiFStWlWSJ09uc0o031QC0HBAi3QIUz969EhLBdHMAOdE4sSJ\ntcsUBEtjx45tKgLaZVMCKAVBRzVkm/hWkJ3OK5seLDY1G9cA6PtgMo+MLDi1OEjAdALoRjt4\n8GBp27atlgpOmzZNcufOLXXq1NFGT+i+CcdW+PDhTUdB+0ggQAlQAytA8XLhdiCADlRLlizR\nDlR3795Vk5s0aaKC1nawnzaSAAhgUr9w4UKZP3++lks5ygmjRIlCQCRgFIFr167pJGXHjh2C\nQEatWrV0koLSQQ4SsCOB/fv3awObyJEjCx6RIkVSB+/58+e1nKpTp06SP39+O6KhzTYiAP1D\nZNw2atRIJUQQ4Pvjjz8kYcKEMnv2bEGjD1wvOEiABL6MAB1YX8aPvyYBJwHUuqOUCmnCmOCg\nrLBGjRqajeL8Ep+QgCEELl++LKNHjxaI9iLzEJ03f/jhB3n58qVA0B26D3gN8VIOEjCRwNmz\nZwUR9nXr1ukEBf/fFylSRDUQTbSXNpGAg4DPRh5Lly6VPXv2yMOHD/WBrFw8h/YbBsrJ+/bt\nK9mzZ3csgn9JwEgCCGgj4xbZVujAjHkBmnegsQHuh7755hsj7aZRJOBOAnRguZM212ULAiih\n2rx5s3agOnXqlIpYIxrJQQKmEEC2Vd26ddU5C0ctSgdjxIghyDyEJhy6E2KCg0GxUlP2Ou3w\nSQBahx07dtQyQmi/7d27VycqKB8vXbq0Pvf5G74mARMIIOOqefPmqu1Ts2ZNza76UJnsixcv\n1JEFTcQRI0bI2LFjWU5owgFAGz5JAME8ZKJDAw7XBwT9cPyzE+0n0fELJPBJAnRgfRIRv0AC\nn08A6fPUfvh8fvylZxJAKvz27dtl0KBBGmGHpgOeY1IDZxa6D4YMGdIzN55bRQL+RKB+/fra\ncRONCjCQbTJjxgxtbIAJS8uWLTUjy59Wx8WQgEcRuHDhgmacr1mzRp24yEBEhkmIECE+uJ3d\nunVTXSDoA3GQgEkEICUyatQo2bRpk6CUHEE8OHbxPu6XMHA9iBYtmklm0xYSCDQCbIkTaOi5\nYjsQoPPKDnvZfjYi8yRBggSaXYUGBmhWgC47ZcuWlQcPHmik0X5UaLGdCCDDECWEriVRmLij\ndXqpUqUkY8aMKl5tJya01V4EoOuDDER0VoNQNTKsKleurE7cJ0+eeIMBbSB0rWX2iTcsfGEI\nAUdX8saNG2sHwps3bwoCHLhX6tWrlz7ovDJkZ9MMjyBAB5ZH7AZuBAmQAAlYhwC6SkHAGjdp\niC4i0ogRLFgwzUJB9ykOEjCdQPTo0eXw4cPvmYmJCnTh4NTlIAFTCaA8EFqHcEo1a9ZMFixY\nIBUqVNBrQsWKFVW83dHYBgzwndq1a5uKg3bZiMClS5ecgTpkWa1fv16Pd2QgomwQ2VitWrWS\nYcOGqRPLRmhoKgm4hQAdWG7BzJWYQmDjxo0aVSlTpoxenLZu3WqKabSDBHxNAJMUZKAg2yR4\n8OCqhYWIe4cOHSRt2rQSKlQoXy+LXyQBKxDAhOXixYvOTYW2GyLsY8aM0UnKnTt39DN8Z+3a\ntZIqVSrnd/mEBEwk4CghhLMKDT2g+QNtRHSibdiwoTY32L17t5qOsqp06dJJhAgRTERBm2xG\nAFIJCNx17txZHVS4DwodOrQ3Cpgn4DrAeYI3LHxBAv5CgBpY/oKRC7EDgW3btukEHTdoaBM9\nfPhw+fXXX7WMCt1GmBpvh6OANjoI3Lp1SwYMGKBaWI73kHk1cOBAiR07tuMt/iUBIwigPOqv\nv/7SLBN0WMM1AAPi1L179xZkmqCRwf379yVv3rzSpUsX1UIxwngaQQIfIeDoOotMXDhxkYFS\nrVo1LZ9lI4+PQOPbRhBAFvr06dPl4MGD+n895gbovOw6oHuVLVs2qV69uuvbfE4CJPCFBOjA\n+kKA/Ll9CCCiWKxYMU2RR0QFExoI9v7000+SOnVqadGihX1g0FIS+P8Erl27JocOHdIuO1mz\nZv2ogC+BkYDVCdy4cUMdV8hAhL4hIvA5cuTQbERonaBpR8qUKQXaQBwkYCcCcFatWLFCS6dQ\nUoV7pU6dOtkJAW21KYGjR4/qXADdxxHMLlKkiGaiHzhwQMaNGyfjx4/X4IZN8dBsEggQAnRg\nBQhWLtREAt98841mnECcF06rEiVKCFKEUVaI1rgzZ8400WzaRAIkQAIk4ELgxIkTOmHB//2J\nEydWR1ahQoU0G9fla3xKAsYSePz4sQYtfBqITHXoYkEHCOcEBwnYhQBKanHsr169WoMaCGR0\n796dncjtcgDQTrcSoAaWW3FzZVYmEC9ePFm5cqWmCyPrBKnyGIg84jMOEiABEiAB8wkgy+r3\n339XJxayb1FCiBKRhQsXqg6Q+QRooZ0JoHQKuleQUUApuevApB3NPei8cqXC53YggGMfOqDo\nylm1alV5+PChRIkSxQ6m00YScDsBZmC5HTlXaFUC0Dpp3bq1Rh2RHl+vXj25fv26tGnTRoVL\nUVbCQQIkQAIkYC8C0P6ZN2+eRt6nTJlCoWp77X7bWfvq1StZtWqVZpvgHqho0aLq0EqaNKmW\nECITBVqIHCRgZwL//POPdma2MwPaTgIBRYAOrIAiy+UaSWDXrl3Sr18/jTA6DCxcuLB2IkGX\nHQ4SMJXA8ePHBZ0GoXPFQQJ2JID//3v27Clv3rxRjZ/KlSt70zbhhMWOR4X5NqNcsE+fPlKl\nShVJnz6902CcByijhRboyZMnJUiQIFpGO2rUKNWCc36RT0jAAALDhg0TZFmh+iJEiBAGWEQT\nSMC6BOjAsu6+45a7gcCePXtk6NChgohjrly5VMA9Tpw4AtHGq1evaqcdlJBwkIDJBJBVAiFS\nCFb3799fHVmIvEPIOliwYCabTttIQAmgu2Dt2rUld+7cEi1aNO0+hQ8QwIAjK0WKFCRFAkYS\ngGTC4MGDBaWDadKkkVq1aul54Bq0Q4Dj7NmzkilTJnahNfIosLdRb9++1ezCJUuWaMdx/J9f\nrlw5CRs2rL3B0HoSCCQCdGAFEniu1vMJYMKCLlPZs2fXOnY4s86dOyf58+fX96GDwkECphNA\nd7XmzZsLoo8oETl8+LC0bdtWnVgZMmTQxgYhQ4Y0HQPtszmB2bNnC64BcOBC96d+/frazAPd\naJGhEjduXJk8ebLwXLD5gWKw+XBQTZs2TdatW6eZKDVq1NCOawxiGLzTaZo3Avi/HlqHaNoE\nBy6cWHBmUevKGya+IIEAJ0AR9wBHzBVYicD+/fsFLaAx8Bzpwl26dJGmTZvq5ATlgw8ePJAG\nDRpI+/btrWQat5UEPovAhg0bNPsQzqvz589Lu3btBJ04IeALrZN9+/Z91nL5IxKwEgFcD5CF\ni0kLnqdKlUq+/fZbvQ4gCxfnBZ1XVtqj3Fa/EkAWyrFjx/T///jx42t2OsoK58yZ47xv8usy\n+X0SsBKBUKFCCbINI0aMKDlz5pRNmzapAwuBjStXrljJFG4rCViaAGs/LL37uPH+SQDdBKFv\n8vTpU20Bjc6CUaNG9bYKlFDhgRJCTN45SMB0Aq9fv1anLY75zp07a6lUt27dJHjw4FoqAl0s\nDhIwnUCECBEEztzy5ctrJhYcWBgoHcQ5gmxEDhIwmQB0sKD/gwY2GJBWgP4VshBRZt6yZUvN\nyDKZAW2zNwF0GER3QUgqeHl5KQyU1uLcWLZsmZQoUUI7EdqbEq0ngYAnwAysgGfMNViEQNCg\nQTU9Hjdnq1ev1gvS1q1bdbLi0wToQJQsWdLn23xNAsYRKFOmjKCMsFGjRhIrVix18sJ5hXJa\nZGQhG4uDBEwnAN0fBDSQgYXgRYwYMdTkvXv3UvPH9J1P+wQBPpQQQlLBMSBk/f3330upUqWc\nWVmOz/iXBEwkcPr0aUHGrcN5BRsR1O7YsaOWkfN+yMS9Tps8kQAzsDxxr3CbAo1A6NChNR0Y\nUfa1a9dqdBFRxUKFCqlwabJkyQJt27hiEnAHgQMHDggaFUCoevHixfLNN99oiQh0f5CViMn7\n9OnT1bGLiYvPLEV3bCPXQQLuJoCSKZSTY6B5wYQJE7SUBHpAvXr1cvfmcH0k4HYC0aNHVw1E\nBPBcB64V6EjIRgauVPjcRAI4B44cOSI+O87iHLhz545mKJpoN20iAU8jELTru+FpG8XtIYHA\nIPD3339rJB0lhH/99ZdmWMGRhZsypAiPGzdOSwdxAUMmCgcJmEgAZVLQd0N21Z9//inVq1dX\nbR+UUGEgAglnVp48eaRu3bqakWIiB9pEApikDBkyRLV+Zs2apZmIsWPH1oAGOrNhwoKMXdes\nFFIjARMJBAkSRHV/0I3w0aNHkiRJEu3GdvHiRb03KlCggLCxjYl73r42Ietw586dmlnl6LiJ\n437ixImyfft21cjFfODly5cyevRo7UiIEkIOEiCBgCfALoQBz5hrsAgBCLPfvn1bo+u4KHXo\n0MHblh86dEgzsnAhQ707BwmYRABi7HDWIgtx48aNMmjQINW+yps3r3bd9Bl1N8l22kICHyLQ\nu3dvzThBx0E090BpOUSsW7RoISit5SABuxHAhB7nxd27d7WMFt2acY1AdqJjkm83JrTXTAK4\n52/WrJneC6H6IkyYMIKOm5gnQC8X5eORIkXSbCzcN8GJhbkDBwmQQMAToAMr4BlzDRYhgPa4\niLKjTXTYsGE/2h7XZ+qwRczjZpLARwkg0litWjXNJGndurVmlkCwHdlXaBm9Z88eFalG2/T0\n6dMLvoMsLZRVcZCAiQSeP3+u5SArVqyQcOHCOU3E6wEDBsjs2bOdOljOD/mEBGxAANcL6CIi\nSxdZVwnfdWvmIAETCdy8eVP/n4fTFvdBVatWldKlS2ugD5/ByQUZhbRp02pjGxMZ0CYS8EQC\ndGB54l7hNgUaAdS2L1q0SJBtggkKSkSQEoyLFkpGli5dSr2TQNs7XHFAEnjx4oVg0n7q1CkV\nJEW3KTiw4saNKydPntTsQ2RmIcqOMip0nYKYOwcJmEgAZVIoIV++fLlOVlxtbNq0qQr3Qtid\ngwRIgARIwGwCyDScP3++zg9gacWKFfURMWJEsw2ndSTgoQTowPLQHcPNCnwCiDKuX79eJ+7o\nvgMNCDiyGjduHPgbxy0ggQAigAxDCFPPnDlTI+zQNqlZs6aWF8KhixKSLFmyMPskgPhzsYFP\n4NWrV1KlShVBVi4yE1Fe7jocjT0QiecgAVMJIKiBByfppu5h2uVXAiglRyB7zpw5en1AN3IE\n+mLGjOnXRfH7JEACX0CADqwvgMef2ocAMlCQLo+ObMw6sc9+t4OlmKRD0w0TdpQHuo5t27ap\nAxdp8nBaIeMkc+bMrl/hcxIwkgC0rmbMmCGbN2/WY75SpUqqj4gSQmTpTpo0iU5cI/c8jXIQ\nQMYJAncVKlRwvMW/JEAC7wi8fv1a1qxZo4G+2rVrs/sgjwoScDMBOrDcDJyrIwESIAFPIoDS\nWHSWQqdNlM7CSZU7d25vgrworZ0+fbpuNhsYeNLe47YENIFLly7pJAUC7shORDYKNLDQ8ICD\nBEwmABmFTZs2yahRo0w2k7aRwEcJoHSwU6dOcuLECcmWLZtWYWTMmNH5/bdv3woecPRykAAJ\nuI8AHVjuY801kQAJkIDHEkCZLBoYoHwQorwQbC9SpIh23XFsNBsYOEjwr90IoHwWZSNLliyR\nkCFDSuXKlVUjy8vLy24oaK+hBBydaNHEBgOdBqH1g+M+RowYqpEIhy4et27d0msEOw8aejDQ\nLCXw22+/yeXLl6Vo0aKycuVKuXjxoqRKlUpLy/Ply+ft/ojISIAE3EeADiz3seaaSIAESMBj\nCaCrVMeOHVXLAZNytIhG22hH1x085yABuxNAyS1KCFFelThxYhkyZIjdkdB+Awg4OtHi+C5X\nrpyWlEeOHFnatm2rDWyg/XP79m21NESIEHpd+PHHHw2wnCaQwIcJoMsgygOhB4pOgw0bNpTC\nhQsLsnEhK4J7ou7du2v35g8vge+SAAkEFAE6sAKKLJdrGQJIEcZFCCnC6dKl04gjUoU5SMBO\nBOrXry+5cuWSevXqqdkQsoYG0MSJEwUOLQhXIyOLgwRIQOTly5eaoYKOnBwkYAIBCLaj6yZK\nB3FfhE60EKdGZm7z5s0lTpw4+ogWLZq3EnMTbKcNJOCTwKpVqwSah8OHDxc4cCHYjtcoF4ST\nt02bNpI/f35mYfkEx9ck4AYCwdywDq6CBDyaQP/+/bWbSN26dTXr5JdffpFkyZJp5zV0YAsa\nNKhHbz83jgS+lACi7yghhJPKMRBl//7777VU5NGjRxI/fnzHR/xLArYngDJCOq9sfxgYBSBU\nqFCCZgWYnDs60aLjGkasWLHEVfvHKMNpDAl8gECECBE00+rq1aty4cIFiRcvnmZd4asJEiSQ\nlClT0nn1AW58iwTcQYCqc+6gzHV4LAF0EoF4dY8ePbSmHc4sZJ3AgYX3oAOE+ncOEjCdQPTo\n0eXw4cPvmYloe7hw4Sha/R4ZvmEaAWj+QLQaZVQcJGBXAsGCBZNixYrJlClTpG/fvpqZ/vPP\nP2uAA6XlHCRgBwJZs2aVHDlyqJMKDizcI2EgOxHzApQVcpAACQQOgaBd343AWTXXSgKBTwAO\nLOiZoGzK0UUEUZe8efNKqVKlBJkpefLkcX4W+FvMLSAB/yeAYx/d1dCNENlWSZIk0UgjBEvH\njRsnyEREtJGDBEwlAE2TH374QTZs2KD6PshAPHXqlAq2I9uKgwTsQABC7rNmzVKx6rRp02rW\nCUqnIKtw7NgxfUAHiIMETCeA+6KCBQtqAO/p06cydepUuX79uga5cU8EyQUOEiCBwCFADazA\n4c61egABaPxUq1ZNa9vLly8v0ABiuaAH7BhuQqAR2Llzp/Tu3Vu1fdB1CpFGOHO7dOlCzZNA\n2ytcsTsIQKwXmj81a9bUa0KrVq3k6NGjEj58eHXsJk+e3B2bwXWQQKARwPEOXR9MzqHtkz17\ndt2WXbt2qQMLL9iJNtB2D1fsJgLQvkJgG1lWqVOnVu1PZCRCG+7AgQMSN25cadKkCe+J3LQ/\nuBoS+BABOrA+RIXvGUkA2VS4EUNKsKP1MyKKKBncvHmzdpSqVauWRlzoyDLyEKBRPghAiBpl\nIuvXrxc4dLNkySLQgnvy5ImcP39es64SJkzo41d8SQJmEUAHzsaNGwsmLrhOtG7dWjNQ0EJ9\nwYIFGoFHh04OEjCZACblRYsWlbJlyzrNxHUAmYnDhg0TZGRxkIDJBLZu3aoBOwS0EcTbvXu3\n/Pnnn5IvXz7t0sxsXJP3Pm2zEgFqYFlpb3Fbv4gAoovt27cXpMijTAqRRERXevbsKdOnT9fJ\nOp5D9wrRF0zuOUjAZAIDBw6UlStXaqtolMpC/wcltJi0IBuFziuT9z5tcxBAKTmCGigZ/P33\n3+X06dOadZU5c2ZJnz69OnQd3+VfEjCVABy5mLS7jkSJEmlW4pgxY1zf5nMSMJIAmha0aNFC\nqzNQPti2bVsN8kEfdNmyZUbaTKNIwIoE6MCy4l7jNn8WgXTp0sncuXMFk5KRI0eqzgleP3/+\nXDuswbk1b948jbRMnjxZ0FKagwRMJXDz5k1Zs2aNalxB4wQaD+g+hewrlBEePHjQVNNpl80J\n4Nh3HN979uxRGhkyZJAGDRpogAPNPDBxh2MLmliZMmWyOTGabwcC0D5EiZTPgUYeyEzkIAGT\nCSALHdqHPisw0IEZpeUI9nGQAAl4BoFgnrEZ3AoScA8BR3SxUaNGMn/+fIGjCo+KFSvqA11F\nkEbfsGFDtsd1zy7hWgKJAKLt6C6IycmNGze0jBbivVGiRNEyWpTbIvuEgwRMI/DmzRtp2rSp\nlkQ9ePBAI+59+vSRa9euaWcplImgocGJEyfk4cOHUrp0adMQ0B4SeI9AnTp1pEOHDgIHL57D\niYts3GnTpkmVKlXe+z7fIAGTCCAjHQENCLVDBy5MmDBO84IHD67Z6c43+IQESCBQCbALYaDi\n58oDi0Do0KE1Ewvi7aFChdKSQZQRoo06btog3MtBAiYTQMkUREmTJk0qa9eu1XJBR3cpvP76\n66/1M5MZ0DZ7EvDy8lKRauiboGwQJYO4JiBLFxH4x48f60QGJbS//PILrwf2PExsZzXEqXPm\nzKn3QwjsLVy4UAN9yFqHRpxDO9R2YGiwLQikSZNGENzAdWH58uUCpxWCfEeOHJEhQ4Zo1Qab\nedjiUKCRFiBAEXcL7CRu4pcR2Lt3r8SJE0dixoz50QWhVATlVDNnzlQ9IOj/cJCA6QT69u2r\nxz0mJshAgdMKGhDjxo1T3YdYsWKZjoD22YiAz0YeEyZMkLBhw2oGIiYs0H+rWrWqoKQWn8GB\nVaZMGRsRoql2I4BOs506ddJsw2zZsunxnzFjRnXsXrp0SWLHjq1aoXbjQnvtS+DZs2eyZMkS\nmTNnjga1QQKVGehazkECJOAZBOjA8oz9wK0IQALIsvr+++99NRF5+/at4BEkCOXhAnCXcNGB\nTOCvv/7SSQlKalEeggecuBgon4JwKbpRcZCASQQOHTokzZo1k0GDBkmyZMm0RCRYsP9TUkAp\nIToO4oEJDK4Do0aNEkTlOUjAVALotHn58mX9/x4aPxcvXpRUqVLpZB2d1xznh6n20y4S+BgB\n3BOtXr1aA9soL0eGOpo8JU6c+GM/4fskQAJuIkAHlptAczWBQwBaDpUqVZIBAwboTRlq3Lt2\n7cpU+MDZHVyrBxCAvgMiiSiNcmSXYMIO7QdkqGDCHj16dA/YUm4CCfg/AVwT4LhFowIc88i4\ngsYVSggxIOS7Y8cOQZkhMlE4SMBUAjgXateurRN06H9C+xOTdEzaT548qQ7e7t27S/bs2U1F\nQLtI4JMEUFa4efNmmTFjhmYmokt5pEiRPvk7foEESCDgCNCBFXBsuWQPIIAoOsR6cTOG2nWU\nEiJdnoME7EoAkxZ01Fm1ahWj63Y9CGi3oHQKjTwwGcFwNPKIGDEi6ZCALQjgGrBixQoZPny4\nZh2idBavkYGOjrRt2rRRrThmYdnicLClkeg2jodv/99HUwPo5HKQAAkELgGKuAcuf649AAlg\ngrJ//35tjY7oOjROLly4oB120BYXeiccJGAnAi9fvpR69eppeRS6q2XKlInlsnY6AGxs67Bh\nw/T/fkw+0Cb9U408IN7LQQImE7h9+7Y6cQsVKqQaWGhmgG6DcFgh4wROXd9O7E3mRNvMJbB4\n8WKdF6Bs1jeDmVe+ocTvkEDAE6DQT8Az5hoCiQB0febNm6eTlQQJEgj0HKD3gK5TtWrV0kys\n48ePB9LWcbUk4H4C0LdCCS26rUGgtH79+rJhwwbtvOP+reEaScA9BJCJC6fViBEjdIKOUpCn\nT5/qytEqHSW1c+fOlZYtW2pZ4YEDB9yzYVwLCQQigaxZs0qOHDnUYYXgnqN0HME/6GKhrJCD\nBEwm8M8//2gXZpNtpG0kYCIBlhCauFdpkxKAngOi7e3bt5ehQ4eqzolDfBFtcqdPny779u1T\nnROkyseLF4/kSMBYApiUYOL+6NEjLQ25cuWKap9A0B3dBqtXry4lSpTQ1tHGQqBhtibw+PFj\nWbhwoR736LyJMqnKlStLlChRnFzg7MKDjTycSPjEBgS2b9+u90rFihVTyQU4tyC/wEECJhHA\nPX+KFCm0+yzsunv3rmYaIqAHbcTnz58Lum/icevWLRVtx7WCgwRIwLMI0IHlWfuDW+OPBJB9\nhbKRLFmyCFLj0V0KGSiu48SJE5qJ8vPPP7Ok0BUMnxtFACLtzZs313KQDBkyaAYiDISINXTh\ncK7AkQWnLktrjdr1NMaFALpKIQsXOiapU6fWifqNGzfUcQsHbty4cV2+zackYCYBZKFD9+rc\nuXMqRo3sdOgiLlu2TJB9iPOgSZMmbHZj5u63rVVoUoNsWwQyELxAuWzkyJG16zK6DOI+CWW1\nGCFChNAGHz/++KNtedFwEvBkAnRgefLe4bZ9MYHDhw9L586d5c6dO/L111/rTVquXLl4Y/bF\nZLkAKxGA8xaaJoMHD/Z27NetW1dLSH766SfB5D548OBWMovbSgJ+IoAMxC1btki/fv20yyB+\njI6Dffr0kXv37qkjq0OHDn5aJr9MAlYigExc/L+PbrNFixaVs2fPysqVKzXrEF2aHVnqVrKJ\n20oCviUAwXbo4c6ePVsbeRQvXlxixowpkBxBkA8BPTyiRYvm7V7Jt8vn90iABNxDgBpY7uHM\ntQQSAXQeDBUqlGZiIT24Y8eOevOG7juofecgATsQQAYijn+fqfBdunTRciqk0dN5ZYcjwd42\n4jxA5pWXl5cTBDSAcF1A1knGjBmd7/MJCZhCAM1skF2CAYctjvVevXpJwYIFVQcRmbcQscb1\nAOWzHCRgKgHMBypVqqQOrLZt28qRI0fkjz/+0NJBSCngGgAtOJ/3SqbyoF0kYFUCdGBZdc9x\nu31FACWDiLrjooSbs1mzZglKqPr376/pwevWrfPVcvglErAygSRJkggaFqALoetAlBGDkxZX\nKnxuKgFMTHAe+Axe4DxAli6i8RwkYBIBlE316NFDJ+3jxo0TZKDgvsh1go5GBq1atZIL74Tc\nId7OQQKmE0CnTei9TZkyRfr27auNbSAlgkYee/fuNd182kcClidAB5bldyEN+BgB3KiNGjVK\nypcvr6ny7dq105Rh3KjNnz9fJysU6v0YPb5vEoFvv/1WI4zoOrht2zadwMOZhRs3lNay25RJ\ne5u2fIwA9E8wSUepyNGjR/VrOA8cGSgf+x3fJwGrEkD3TZRHoWzwzz//1DLyQ4cOqSPX1SaH\nPii0fzhIwE4EICsycuRIGT16tDp3oQnKQQIk4NkEqIHl2fuHW/cFBJAij3T5Ro0aabQR2VYQ\nrW7QoIFqYX3BovlTErAcgSdPngg0TtauXSuhQ4fWcyJixIj6HsWrLbc7ucGfSQAivT179tQo\ne6RIkdSZi/MBkxdkaHGQgKkEkHm4Zs0aLRu/evWqdmbOmTOndqGFE/fBgwcyYMAAU82nXSSg\nQezu3bsLGjilS5dOOxBmy5bNGxmcJ8jQ4iABEvBcAnRgee6+4ZZ9AQF0FKlRo4bWuUOg0TEw\nee/WrZtMnTpVEiVK5Hibf0nANgRQKoUIPCbtmTNn1m47tjGehtqSwMaNGzULBW3RkyZNqpMW\n/MV5gOzDtGnTUgPOlkeGPY1GyTiaGUBewZGJWLJkSc1MRDkhBwmYSgB6h7gOFC5cWIMYCHIn\nS5ZMg9oFChQQZCxykAAJeD4BOrA8fx9xCz+DwN9//60ipYg2+hyNGzeW7Nmza0q9z8/4mgRI\ngARIwBwCKJlFZ0GUUKFl+vDhw+XXX3/ViUqWLFmEE3Zz9jUt8TuBgwcPagktJu7oxslBAqYS\nQKdl6F7NnDlTOw/CzkuXLqkjF3MFZOAiAzFevHimIqBdJGAMAWpgGbMraYgrAWRdvXr1Ss6d\nO+f6tj6H7hVLRd7DwjcMI/DXX38JykQ4SMDOBCDS26JFC6lXr562Rsf//fnz59dJC0StOUjA\nzgTSp0+vTW0g9M5BAiYTQEMDBCxcNT/jx4+vAQ7oXsG5hU6EHCRAAp5PgA4sz99H3MLPIJAy\nZUqBtgO6iqxatUqdWVjMokWL5NSpU9qJ8DMWy5+QgCUIXL9+XTtPsZuOJXYXNzIACZw5c8ZZ\nLg6dn+rVqwuCGCgx37lzZwCumYsmAesQoOaPdfYVt9TvBBDQxv/50LeaMGGCwJnlOuDUQpCD\n54ErFT4nAc8lQAeW5+4bbtkXEujatat2H4SYe6lSpaRChQpaPoJoPKMsXwiXP/doApigBw8e\nXNB9kIME7EwA5SArV64UlEpBG7F48eKKAxMYlorY+cgw1/bHjx9Lp06d9Jg310paRgK+J4Du\nmsgyhO4ntN9++OEHbWjj05Hl+yXymyRAAoFJgBpYgUmf63YLgfv378uuXbvkzZs3gnT52LFj\nu2W9XAkJBAaBly9faqTx+fPn6sBCF05GFQNjT3CdgUngypUr2mnKy8tLWrduLfiLEhFE2ZGh\n2KZNG9XFQmCDgwRMIgBH7eDBg7ULc5o0aaRWrVqSO3du7Txrkp20hQQ+hwB0r6CDtXr1apUT\nqVatmt4rhQwZ8nMWx9+QAAkEAgE6sAIBOldJAiRAAgFJ4PDhwxpl3Lp1qyRJkkQn6tD9QWYW\nBwnYgUDDhg1V7wQTeQQw+vXrJzdv3nSaji5UnTt35qTeSYRPTCNw9uxZ7b65bt06SZgwoQY2\nihQpwoCGaTua9vwnAfz/37NnTw1iI4hRuXJliREjhqAj85w5cwQC7uhMHiFChP9cDj8kARLw\nHAJ0YHnOvuCWkAAJkIC/Ejh//rxGGiHojrJZ6P+UKFFCywv9dUVcGAl4EAHonLRt21aPdUzY\nMZCBe/ToUW1sAOHe1KlTe9AWc1NIwP8JQP+tY8eO2nENGYjQRISIddWqVaV06dLswOn/yLlE\nDyOACozatWtrBmK0aNG04yY2EQEMOLJSpEihuljMUvewHcfNIYFPEKAD6xOA+LE1CLx48ULQ\nbQrlILhIcZAACfyPADJPEGmEIwtC1ow0/o8Nn5lHoHfv3irQDmFePOc1wbx9TIs+TaB+/fqS\nK1cuLZvFtyFkDf2fiRMnaklty5YtxeHg/fTS+A0SsB6B2bNny549e7TT5q1btwTnxE8//SQj\nRowQaMXFjRtXJk+eLCwftN6+5Rbbm0DQd0LXXe2NgNabQAAXpqFDh+rkHPomiLBHjBjRBNNo\nAwn4msDly5elb9++MmrUKBWuvnfvnmTKlEnChQsn2bNn14gjIvAcJGAygVSpUgmCGigdQedZ\nCPWilJaTFJP3Om1zJYBjHvdEP/74o+r84LOgQYNKxowZ5fbt2xI5cmTJly+fwMnLQQKmEpg2\nbZp2JEfG7ZYtW+TJkyfSuHFjbeBx48YN7VQOJxYHCZCAtQhQEMVa+4tb+wECEK1GlB2TdKTF\nX7hwQVOGkTqPkhEOErADAUQT0WETUfYGDRpIqFCh5OLFi6r7s2/fPkWAzoQcJGA6AUzKMUlZ\nsGCBCljjb8WKFTXqjsk7BwmYRgDC1Pj/3nVEjx5doIfocyAjEfdLKJ/iIAGTCSDbfMOGDfL2\n7VvNxEJwAwPH/uvXryVDhgwmm0/bSMBYAnRgGbtr7WPY/PnzNcL+xx9/SKtWrWTs2LEyZMgQ\nOXLkiKAD2y+//CLnzp2zDxBaaksCK1as0KgiMrAg2I4ubDVr1tSbN7wHRy8HCZhOYO7cuZqF\neOjQIZ2kowPbvHnzpEmTJrJ582bVATKdAe2zH4GlS5dK8+bNVc8HmbfItkK51JgxY2TYsGEq\nWA0qcHKtXbtWHBN5+5GixXYigP//EdD46quvNLgN8XYM6MGxI7mdjgTaahoBamCZtkdtaE+3\nbt00Hb5Zs2berF+5cqUsXLhQtR4QhRw5ciQjjt4I8YVJBHr06KGivHDiYsK+bds2baX+/Plz\nKVeunB7/SZMmNclk2kIC3ghMmDBB0HEta9asUqdOHYkSJYqgpByRdpSVo6wKA5N7DhIwjQBK\nolAaCC3QRIkSaQADE3dkqN+9e1c7r0HUOm/evNKlSxd24DTtAKA9/0kAnQiRjQ5dOFwnevXq\nxQys/yTGD0nAcwkE89xN45aRgO8IILpy4sQJ7TIVJMj/kgrDhg2rC0AbdZQTwpnVoUMH3y2U\n3yIBixHABH358uVaMgjhUsexju46KCukzoPFdig3108EkHUCvRP8P49JvGOsXr1a1q9fL8jQ\nRVktBwmYSiBmzJhq2oABA1SsHZ04EydOrKLVuD4g+yplypSSMGFCUxHQLhL4KAEEuaEPiqY2\n7du3p/Pqo6T4AQl4PoH/zfY9f1u5hSTwQQLVqlUTtItGqeDJkyf1O4g2otvO119/ra+zZMki\njx49+uDv+SYJmEAAUXdkmHz//fcCrStMXCBYCkdW2rRpOXk3YSfTho8SOH36tIQIEcKb8wpf\nRhktAhsoseUgATsQgJPq999/13sgiFejhBwZV8+ePZNYsWLZAQFttDmBZcuWCeYG3377rZbW\nIpARPnx4dVz169dPGxjYHBHNJwFLE6ADy9K7jxsPAigTmTRpknadguYDhNxx4ULWCV5j7N69\nWyfx+oL/kICBBCDKO3r0aD3Or169KmXLlpUSJUoInjuysQw0myaRgBJAVsk///wjx44d80YE\nztxIkSJphq63D/iCBAwnEC9ePEEWFnThChYsKFOnTtX7JMPNpnk2J7Bx40YZOHCgFC9eXFq2\nbCnITEQZbZs2bfQaYXM8NJ8EjCBADSwjdiONcBBAJtb58+d1wpIpUyatd//rr7+0xBCpw46y\nQsf3+ZcErEwAWYWItB8/flzboyPamDNnTrl27ZpAxNrLy0v1gJCZwkECphPo37+/4P97ZCGW\nLFlSI+6IxA8fPlwmT55M0V7TDwCb27dr1y6Bzs+bN2+kWLFiUrlyZdW9cmCBgxcl5RwkYBIB\nZJ5DlD1btmxqFhxV0EGsUqWK00zMC+DMKlOmjNSrV8/5Pp+QAAlYkwAdWNbcb9zqdwSgabJ4\n8WJBq2hkXWHC4qpxgotau3btNBOrU6dO3m7kCJAETCCA4xrt0xFdR/ns9u3bneK9hQoV4mTF\nhJ1MG/xEABpY6LyGDFw4cFE2hfJyOHc5SMBUAhBnr127tuTOnVuiRYsm06dPV1MLFy6sjqwU\nKVKYajrtsjmBgwcPCvStIJtQo0YNQQZW9uzZ1VnligaZiGjuhGAGBwmQgLUJ0IFl7f1n261H\nlB1CpWiRC0FGtIVGZ6mKFSvqI0KECLZlQ8PNJQBnFQYEeTFBR5QdN2WYsGBcuXJFZs2aJX/+\n+aeW1iKNHt/lIAE7EXj58qXs379f8Bd6QI7W6XZiQFvtRQCNO/bs2SPIQrx165bKJ/z0008y\nYsQIefz4sTbxwMQ9ZMiQ9gJDa21BwPXeB5mGcNgOHTpUOzM7ACxdulQb3SD4zUECJGBtAkG7\nvhvWNoFbb0cC0HL45ptv1IGFlrgQsEaZFKLvEG+HLlby5MntiIY2G0wAx32PHj3k7NmzWg61\nefNmqVOnjjpvYTZEShGBL1WqlFLAc9fOnAajoWkk4CSAMil03YQuFrThOEjAdALowInycYi2\nb9myRRt4NG7cWKCDdePGDfn555/Zidb0g8DG9rne+yCYjXJadGWGMws6iNevX1eNUJQVcm5g\n4wOFphtDgBlYxuxK+xjy+vVrGTx4sGr+FClSxJvh+GzVqlWSLFkyjbx7+5AvSMAAAjt37tTy\nkAMHDshXX30lVatWlYYNG7Jc0IB9SxM+TQCRdkxQ2E3t06z4DfsQ6NWrl07Shw0bpjpYceLE\nUS04ZKijicfEiRPtA4OW2p7A06dPVWJk3rx5gq7kCHBDGwvC7hwkQALWJ8AuhNbfh7azAKWD\niDDOnz9foPvgOhBpgR4WykY4SMBEAtB2gCj12LFjJW/evDJnzhz54YcftIwWum8cJGAyAUxI\nqlevLt27dxc07eAgARIQzUaPGjWqBjUuXLjgLJuFuHXs2LGJiARsRQANm2rWrKkSC3BcQSsX\nAT8OEiABMwgwA8uM/Wi0FdD9efv2rSRIkEDtvHfvnmASAwF3DHTagfYVda8UB/8xlAAyrhBV\nh94Vjn2U0EKkGufHzJkzZfXq1XqTVq1aNRWsptaJoQeCzc3CtQABDIhUHzt2TMV6oYWYIUMG\nm5Oh+STwfwTQiXDfvn0CeYV169YJsrN4fvDosDMBdObEtQPZuxwkQALWJ0AHlvX3ofEWQIQU\nou0LFiyQR48eSeTIkdVmdJdasmSJZqAgXRi6P5i8U7DX+EPClgZCnB3io/ny5VOBajhxXZ1U\nd+7c0XNhzZo1Aq0sOnRteZgYbfShQ4dUnNdx3MOpC0cWymqh/QNHVp48eRhpN/oooHEOAtD3\nQckg9H4gn5ApUyYtKUe2yahRowTBPtwX4ZrBQQIkQAIkQAKmEKADy5Q9abgdECGF4wpi7YkS\nJdLU4Bw5cqjVuHFD9gmyUCBozRp3ww8Gm5qHCCLaQw8aNEgePHig5YNIkU+TJo03IpjUQMSa\ngwRMIoDjGtm2+OvoNosMRAyUEuL///Xr16tQNUoM0aGT54FJRwBt8Umgd+/ecvjwYe04iIAe\n7oOQldiiRQspU6aMz6/zNQkYSQAaV0ePHlVdXMc1wUhDaRQJkICTAB1YThR84skEXrx4oZN3\nlBGiyyAm8okTJ1ZHVqFChTQtGBN8DHZd8+Q9yW37EgKYvDdv3lw1gNBxE23TURpSo0YNSZ8+\nvbRu3Vrat28v8ePH/5LV8Lck4JEEnjx5olm3c+fOlefPn6veIZoYIOMEA52mZs+erWVTuE4w\nC9EjdyM3yh8I4PhHsG7FihXeOm3iNXRCcR4wG90fQHMRHk3g5MmT0qxZM4H+56JFi1RW4dSp\nU6r7RmeWR+86bhwJfBEBOrC+CB9/7C4CuEih0xrEGEuWLCmXL18WlFSh4yCES1E6iPcdpSXu\n2i6uhwQCkwDOC4dDFwKlEOudMmWKto0OzO3iukkgIAm8evVK/+9H1hWyc4sWLapO3IQJE+pq\n8Tm6TnGQgKkEIKdQvnx5Wb58uYQOHdqbmU2bNhVkqKOkloMETCZQu3ZtdeQiGx1ZiK1atdJs\nrPDhw2u38uTJk5tsPm0jAdsSCNr13bCt9TTcMgTgpEJWSZ8+fSRmzJiSOXNmyZ07tzqtcNFC\nNgq6D4YKFcoyNnFDScAvBJCFCA2sHj16yKRJk+TIkSPy9ddfq+YJjn1kJ9arV09w48ZBAiYT\ngBBvihQptKQcTqtNmzbJuHHj5PTp03p9iBUrlsnm0zabE4CDFlm3+IvMc9wPuQ5ohqZKlUrP\nEdf3+ZwETCKA0nFk4/bt21dLy9u1aydXr14VlNZC/w2fo1MzBwmQgHkE6MAyb58aaxG0r+LF\ni6cXJ3RjS5IkiYQJE0ayZs0qlSpV0ufGGk/DbE+gX79+8vfff0ujRo0kZ86ccvbsWRk/frxm\nWyHajkhjuHDhbM+JAMwmMGbMGGnbtq3qXcGRVbBgQXVkpUuXTpsbQAulSJEiZkOgdbYmgOMe\nx/v9+/dl2bJlguYGKJeC5htKB9Gls0mTJrwe2PooMd/4mzdvqu5btmzZZOTIkRrUQ1MDNPRA\nUxtUaqBbMwcJkIB5BFhCaN4+Nd6itWvXqhPr119/1cmL8QbTQNsTuHbtmkbcMTlBBqJj4Fzo\n1q2bdh2Eg5eDBEwmAJH2nj17ynfffScon4UWYqRIkVTUHaLVeM7yQZOPANrmk8ClS5e0gQEE\n3KGRGDFiRNXAQoYiBwmYRADH+tu3bzXb3GEXsq62bdumeofIxEJTGzR2gi5W4cKFNbjt+C7/\nkgAJmEOADixz9qWRluzfv1/+/PNP7UCILoSYoKCc8Pz584JIfKdOnSR//vxG2k6jSMBBAJlX\nvXr1kjVr1jjecv5t3LixZM+eXerWret8j09IwEQC0EGEowp6h3DmwomFzBOI9yIrBZ9BA4WD\nBOxGABknc+bM0SYH0AJFx05oZFHI2m5Hgrn2jhgxQlAeu2DBAoEGHOYEcGghwId5AY77wYMH\ny4kTJ+Thw4eqB0pdXHOPB1pmbwLstW7v/e/x1iMFGNo/x48f1wsSLlq4MCHKjtGlSxetf8cE\nnoMETCHw8uVLbw0JkHWFY/7cuXPafdPVTnTddHRhc32fz0nAJALouobrAHQQMRDcKFCggJQo\nUUIeP34sUaJE0Qm7STbTFhLwLQFM4FE2WKdOHXXozp8/X/bt2ydDhgzx7SL4PRLwaAJoTgC5\nEOi+4ThH1jnE2yGhgIHrgEMTrkKFCt7uoTzaMG4cCZCAnwkwA8vPyPgDTyAApxYcWTt37hRE\nZcaOHasXM0/YNm4DCXwpgeHDh6u2FTJO0F0Qo0OHDtpdBxlXhQoV0i5ryDwZPXq0RhopXP2l\n1Pl7TyPg6shFpB3dBqEBV7ZsWfn222+1qQFE3JGNhfIpdl3ztD3I7QksAjh37t69q51pA2sb\nuF4SCCgCyLJydGBOnDixOrJwX4RMXA4SIAHzCdCBZf4+Nt5CaAChjTSEfTlIwAQCyDTs2LGj\npsijTBZp8JiQoNMauu6g2yYE2x88eCC//PKLllSZYDdtIAEHAXTZhCMXGVcoHcdYsmSJIOMw\nS5YsUqVKFRXwRSOPNm3aaCt1CvY66PEvCZAACZhPAFUas2bNklWrVmkZYbVq1fR+iKWD5u97\nWmhvAnRg2Xv/e7T10LjCZB2dv2sWBQAAQABJREFUB5EOXLx48fdSghGV//HHHyV9+vSC9GIO\nEjCFAIRIIUqKGzTXSTw6T+3atUtT5XHcx44d2xSTaQcJeCMwadIk1UBEB05kWjkGnLnQ90En\nWmj84BxBFi6cWRwkYCoBZFShy2bGjBmpbWXqTqZd/0lgz549MnToUJVUyJUrl84NMEeABty8\nefM0qDFlyhQVdf/PBfFDEiABSxOgA8vSu8/cjfdNtylYDwfW4cOHtStJhAgRzAVCy2xLYOLE\niXpTBmeW6yTetkBouK0IoHEBysQ7d+6smVcO4w8dOqSlg3jdsmVLiRYtmuMj/iUB4wigYQE6\nq/3777+qcQXH7alTpzSAQaF243Y3DfoAAQTvoHkFzVtoHsKZBV1QNHLC+ylTptRS8mDBKO/8\nAXx8iwSMIkAHllG70xxj2G3KnH1JS76cAFqkjxw5UpsWZM6c+csXyCWQgIUIHDx4UB1YyLZF\nB0IOErAbgdq1a2sWOibqz549026byMYKHz68dl5Lnjy53ZDQXhsQQLOOFClSaHYtAttoTjBq\n1Cin5Tt27FAtrAMHDkju3LmdTT6cX+ATEiABIwnQTW3kbrW2Uew2Ze39x63/fAK4CYsTJ45m\nkyxevFig6YPoerFixSRGjBjqwOIk/vP58pfWJIBSWWRhQefwypUrWjbuaG5gTYu41STgewJn\nzpyRmzdvSvXq1QWl5WjocePGDe0wuGDBAp3UQzORgwRMIoBsw549e8rTp0+1ZBylgui26TrQ\ngRAPOHMvXLjg+hGfkwAJGEwgiMG20TSLEoBANQQYEW1BZylEYFKlSqXWIBITMWJEneRb1Dxu\nNgl8lMDx48dVnLpLly6C0sEQIUI4v5shQwYVtZ42bZrq/aB8loME7EIAkxfoIqJ0EOcHdLA4\nSMAOBOC0gsMWJYO///67nD59WrOukI0L5+6TJ0/sgIE22owAOgrifqdevXoqowAt0K1bt2rp\noE8UadKkYXauTyh8TQIGEwja9d0w2D6aZkECuFGDnhXq2OGsQocRtE4PHjy4QJwRAqZom8tB\nAqYRwE0YdK4WLlyoHQbPnz8vMWPGlOjRo6upOC+KFCkic+bMkWzZslG02rQDgPY4CUDvBFkl\nEOyFziGOfYi24/jHJAaCvSgZQQdaDhIwiQCyrc6ePav/90PnB4EMZFyhdArnBZoaoGQQji28\nh/MgderUJiGgLSSgBHDfj/uiihUrauAaWVa4/7l48aLEjRtXtbCIigRIwH4EqIFlv31uKYvZ\nbcpSu4sb6w8EkHXYvHlzLReBIwsTGGRf1ahRQ6PtrVu3lnbt2mnjAn9YHRdBAh5JAM6rW7du\nSeHChWXv3r0CrZNkyZKpWG+BAgVk8uTJEilSJO1C5ZEGcKNI4DMJXL9+XTNx06ZNq4GMFi1a\nqHD1tWvXtIQKGeqDBw+WEydOyMOHDzWwh/c4SMAkAn///beg0+CLFy8Ez8uUKaONm7Zt26a6\nVwhsIJBXq1YtDWybZDttIQES+G8CdGD9Nx9+6kYCmLgPGzZMdu3apZHFTJkySdWqVVWwdPbs\n2bol7Dblxh3CVXkEAXSfmjFjhmzcuFHLSGLHjq0TFkQmOUjARALILIHu28yZMzULBTZeunRJ\nzwN0JURG4oABAzQCTy0sE48A2oQMLGQfQkIBWbkIYCD7EJnpjx8/lj/++EP1EStUqPCeLhDp\nkYAJBBo0aCC3b9+WRIkS6f/50H5zHSgnx70RrgEoL+QgARKwDwE6sOyzrz3e0t69e2upSP36\n9dVphc5rx44dE0QfEXnhIAHTCaA8pHv37hpZT5cunabNI8KIcefOHdm5c6dkyZJFBd1NZ0H7\n7EsAEfdKlSoJGhn4bImO82Dp0qVSp06d9z6zLzFabgIBiFYjgAdRakzKJ0yYIGHDhtXyweXL\nl2sZLYJ66MSJz+DY4r2RCXueNnyIABy1kBCBDhbOg3LlyknlypXfKxtE8NvndeJDy+N7JEAC\n5hCgA8ucfWlpS9B5sHjx4rJixQoJFy6c0xa8RqQdGVjowsZBAiYT+FTZFERNOUjAZAKvXr2S\natWqaRCjfPnygoAGj3uT9zhtcxBARkmzZs1k0KBBWi4bJkwY58T8wYMHgo6DeDx79kxLqaB/\nBX0gDhIwlcCRI0dk0aJFepxjHoAARokSJbQ6AyW1CGb06tXLVPNpFwmQwEcI0IH1ETB8270E\nHj16pG1yEWX0KcrbtGlTjUiizp2DBEwl4NuyKXRj4yABkwkg8xalIZs3b9aGHfi/v2DBgnRk\nmbzTaZsSgIA7gnXISIf+ITKuSpcu7bwvgoMXenBeXl7U/eExYysCyFBEd3JcG1BiGyRIED0/\nGjdubCsONJYESECEDiweBYFOADdkVapUUV0HRN5R9+46oHtVqFAhvYlzfZ/PScAkAiybMmlv\n0hb/IADdK+hgoZwcule4Pnz77bdCwWr/oMtleDIBlJPPnz9fs0+wnejChgc6M3OQgN0JQBsU\nXZq/+eYb7VBudx60nwTsRoAOLLvtcQ+11zXinjlzZtU/gXAjSgiRPjxp0iSWEHrovuNmfTkB\nlk19OUMuwVwCKBtB63QIuE+dOlW1gMy1lpbZkQAa2EDTClIKIUKEcCJAuSDKpHD8QxMI+lfV\nq1d3NjdwfpFPSIAESIAESMAmBOjAssmOtoqZrhF3CDMi2ggNrBQpUljFBG4nCXwWAVcnbuLE\nibU1NMumPgslf2RRApcvX5bRo0cLouvQQsyXL5/88MMPTmso1utEwScGEXj79q1Az2rJkiUC\n3SsIVUOwGsLVjoESczhwkZFYu3ZtdXQ5PuNfEjCBwIEDByROnDgSLVo0beCB7CqUynKQAAmQ\ngE8CdGD5JMLXHkHAEXHHDR3KRXBDB0FfXsw8YvdwI/yRAEoHkWUInRNM2l2duCyb8kfQXJRH\nE0B2Sd26dVXzqnDhwnpOQAuoSZMmcvXqVcmUKZNHbz83jgS+lADOgYULF6qTCl0IP9R1Dc4u\nPKD/w0ECJhFAx8E//vhDAxf79++XefPmsVzcpB1MW0jAHwkE7fpu+OPyuCgS8BcCiEJmy5ZN\nb+BwowYtCERnkF7PQQImEThz5ox2ncLN25MnTyRDhgxStGhRKVWqlL5G1yk4t0KFCmWS2bSF\nBLwRgBMXzTyQcYtGBePHj5c2bdrI9u3b9XmZMmWcHdm8/ZAvSMAQArjXmTt3riCoAYftvn37\nVD7h1q1bkiBBAgkfPrzAsYUHBwmYRgAdNRO+K6OFExddN6FxFTNmTNU/NM1W2kMCJPBlBJiB\n9WX8+Gs3EXj58qXcvXtXYseO7aY1cjUk4D4COL6h9+ZoEw1HLQSr48ePLyybct9+4JoCj0CP\nHj20fKpVq1Yaed+2bZsMHjxYnj9/roGMkSNHStKkSQNvA7lmEghgAuiutmXLFunXr58z2xwd\nB/v06SP37t2TEiVKSIcOHQJ4K7h4Egg8Arjfad68ueq8wZGFTpwI6tWoUUPSp08vrVu3lvbt\n2+u9UeBtJddMAiQQ2ASYgxzYe4Dr9xUBlBHSeeUrVPySBQng+P5/7Z0JvJVj1/9XGkhoEKVR\nkkYUzWlWESlFJSmziNJDoSRTg0oeGULGSrOnJBEazOpVGqRB0qQQSR4Sav/3b/3fvd/TfE6d\n8drf6/M57b3veX2ve7fva11r/Vbr1q1NUVi33367l4ru2LGj9e/fn6iTLNifXHLKCchZq8H6\nDz/84I7cK6+80g+SI0cOU5GDYsWKpfyg7AGBLETg66+/tgoVKsSdV7r0mjVrWu/evf3+r1Kl\nShayhkuFQMoJ6P976cHVrVvXJzAUiZs/f353WqkCrSKzTjnllJQfmD0gAIGgCOQIyhqMyTIE\n5s+fb48++qgp8kRC1dK4wkGVZbqPC00lAtI8Sarrlj17dlOqVMGCBd2ZVatWrVQ6E4eBQOYk\noHQp/cmBK83Da665xlOlVMhAKbVSOahUqRIptJmz+7iqVCQgzcMvv/xyn6hbiVpLFxQJhVSE\nzaGyBAEVcHrwwQf9/p83b55VrVrVcubMmSWunYuEAATSjgARWGnHliMfgIBmUPr16+dhwS1b\ntrT/+Z//8XBhDVQ0A0mDQCIQULRJmzZt7IknnjBpnCRt0oFQJEqjRo2SLuY9BIIjMH36dI84\nVAEDVSCUs0qi7fptUMqU3pM2FVy3Y9B+CChtfO3atZ5CtWzZMt9Ck3xjxoyx8uXL72cPFkEg\nHAK//PKL3XLLLf7cozRBCbnHmib1LrroIlNhDxoEIAABNLC4B9KdwNy5c01aDyNHjvRzq6KO\n9E60bOnSpV6BRKlTNAiETEBpUW+//bZHWm3evNmF2+XQks6PQug1kFGUIg0CIROQ7tsHH3zg\n93zMzk2bNtmSJUs8OrFatWqWK1eu2CpeIRA0gS1btnjq+IIFCzx1SppAuXPndueuIrRoEAiV\nQN++fW3Dhg3+LDRjxgxbt26dO27l2K1Xrx5yCqF2PHZB4DAI4MA6DGjscmQE5KzSrPuAAQP2\nOZAGLevXr/cKbPusZAEEAiSwe/due//9992Bu3LlSi+PrlRCObHKlSsXoMWYlMgEVFlNaSF5\n8uRxDCrOIcfthAkTfHZdou36DdCfIhMl3kvVtUS+Y8K3Xf//jx492u93TWDEJjL0PKTIE0Ul\nkjYV/n2QyBYq4vyqq66ysWPH+j1/00032fnnn28zZ840PRepMrlSCWvUqJHImLAdAhD4XwI4\nsLgV0pWA0qbkuPrjjz+8XLqqi9AgAIH/T2D58uX2zTffeAl1NOG4K0IjsGvXLq+uKe23Vq1a\nWdu2ba1AgQLWq1cvU9SVfhcUgaKmqKt27drZjTfeGBoG7IFAnIAm9JQi27lzZ/8uKKX83nvv\nNU1iSO9HA3caBEInoGh0VWLW/a/fAaUL6vNRRx3lvxU9e/a0+vXrE4UV+o2AfRBIJgFE3JMJ\nis0Oj4AGLBJsVyUdzaLrgUw57koXvO222zzXXdXWypQpc3gnYC8IZDECEqx+8cUXfWZR0Saq\nLNWpUyerWLGih8ujdZLFOpTLTTYBDcoVaaIIXKUOTpo0yYWpzzzzTFu0aJFr/xQtWtT0J+Fq\nIq+SjZYNsyiBV155xbp37+5FDD7++GNTmqAG6jfffLNrAGkdDQKhE8ibN69HWknzUPIJxYsX\njztvS5Ys6dHoqlBIgwAEICACiLhzH6QpAQmRSoxRaSPbt2/3c6mSzqhRo2zQoEE+237ttdfa\nHXfcsYdgY5peFAeHQAYSGDZsmGtfKUS+R48eJidv165d3ambgZfFqSGQLgSOOeYYu+yyy9yB\npcgrVV177rnnTM5clUeXQ1eDeJxX6dIdnCSDCaxevdpKlSrlVyGx9iuuuMKjTpQ6q6prNAgk\nAgFpHWqiW04qObBiem8SdpcullJpaRCAAARiBLJHK7/dH/vAKwRSm4AqhjRv3twjrDRwHz58\nuA9MSpcubSqTrjBhRWXJ0aU/5bzTIBAqAaVJDR482DTrroG6Ig+bNm1qxYoVc8H2hg0bunBv\nqPZjFwRiBJQaIr2fSy+91GfXpXel74UKeSj6ihTaGCleQyYwZ84c27p1qykCZdq0ada7d29P\nH1yzZo1P8DVp0iRk87ENAk5Avwd6/lE12t9//90nuVXcRtkaDRo0sNq1a0MKAhCAQJwAGlhx\nFLxJawKaSZk8ebJNmTLFTyWhUv3ly5fPP6vaDiHCad0LHD8jCagCpzTg3nnnnX0uQ6m1EiiV\nFgoNAolIQNFYikJRU4QuDQKhEti4caOtWLHCK23eeeed/tqsWTNTRLoG7tL80W9B69atQ0WA\nXRA4IAGlmCutXJN7ilAnIveAqFgBgYQkgAMrIbs9Y42WQKNmGlV1SmK+isJS2HzhwoUz9sI4\nOwTSmIAGLF26dHENLEUgJm233nqrfxcuvPDCpIt5D4GgCGgio0+fPj54r169ugu1KxoxaWMy\nIykN3odIQCnkEmh/7LHHXCdUkbmqxBZrika/7777GLjHgPAKAQhAAAIQ+F8COLC4FTKMwN9/\n/+2RKCqbq/K50saiQSB0Aqo4pXRZRVw1atTIq60pKnHEiBGeQiUdIBoEQiXQt29f1zRR6uyM\nGTNs3bp1Xrygffv2Vq9ePaJwQ+147IoTkINW+m+arIilCO7evdt/FyRiXaJECatQoUJ8e95A\nAAIQgAAEIPB/BHBg/R8L3mUQgUgkYvpTDjwNAqET2Llzp40cOdImTpxoErSW5sO2bdu8kIGi\nEWkQCJWAIkw0WaFJC4nyKgpFkSYzZ870ClSKSHnwwQc9lTZUBtgFgYEDB7pAu74Dei/NNxoE\nEo3A8uXL7b///a9JwJ0GAQhAICUEcGClhBbbppjAn3/+ae+//75J24EGgUQmIIfVt99+67Pu\nZ511limVav78+aaZ97PPPhvR6kS+ORLE9rffftvefPNNe+KJJ0yp5HLY6rMmL1q1auW6P/Xr\n1ycKK0Huh0Q186effvIJjNdff91TBCWhIK2r448/PlGRYHeCEVDBjueff94rDw4ZMsQdWdJ+\nU0VOtHAT7GbAXAgcBoEch7EPu0Ag2QSUHqIZRoXME12SbGxsGBiBF154wWbNmuUzjUWLFnXr\n5NwtX768p4sEZi7mQGC/BFRpbeXKlaY0KZVKL168uOsAaeOSJUt6NUIGL/tFx8KACCjySink\nnTp1sqlTp7ozS9XWLrnkEteEIyIroM7GlH0IrF692jVwX3rpJa9Eq8qzSqlVNFblypVt6NCh\ndvTRR++zHwsgAAEIxAiQsxUjwWuaEChbtqwLkeoHSbPvNAgkGgGVSB89erQ9+eST1qNHDzvx\nxBMdgdKm7r33XpMjiwaBEAmoitSWLVvcNA3U5bCtWbOmz7DLgXXyySf7OkUjbtiwwdMKQ+SA\nTRCIEVAk7iOPPGJLlizx9PGOHTvapEmTvNLahx9+aAsWLIhtyisEgiQwZ84cq127tjuvFJV+\n1113mQp5KDJXvwsLFy4M0m6MggAEUo8AEVipx5IjHYCAhKqlcfXwww9b9uzZ46KlB9icxRAI\nisDXX3/tQu0FChTYw64rr7zS5s6d6ylUbdq02WMdHyAQAgFpnMhpK3H2L774wtNnpXGlpiqc\nzz33nA0YMMCjspo3b86sewidjg0HJLC/SFylTamgTcuWLe3iiy8+4L6sgEAoBHS/S/dTxWxU\naVMT3Q888IDlzJnTpRQUiUWDAAQgcDACRGAdjA7rUo1A48aNvXT6oEGDTLMvNAgkCoFTTz3V\nU2i/+uqrPUzWw1r+/PldA2uPFXyAQCAE2rVr5wMUzagrykqDFA1a1GrVqmU333yzbd++3VNr\nu3btGojVmAGBfQkkJxJXE3z6o0EgZAJKlVUaYZcuXUxVl/v37+/OqzVr1rhOqKKxaBCAAAQO\nRgAH1sHosO6wCWi2XTPrzzzzjOs7vPvuu546pUGKNLEk7E6DQCIQKFSokEee3H777TZu3Dgf\nsMvuN954wwfzderUSQQM2JiABCTOXrduXde60u/Bjh07fNBy22232aeffuqaP3JgaUCTLVu2\nBCSEyYlC4GCRuPqeqJgBDQIhEtg7lVxaiBMmTPBqtJJW+PHHHz1D41//+pdHIUojjgYBCEDg\nYARIITwYHdYdNgHpmUjbRykkv/76qw/a9frXX3/5Mfv16+c6EDVq1Djsc7AjBDI7gaSVB0uX\nLu0O3WeffdarTakK2x133EH1wczeiVzfERGQKPvTTz/tx5AzSyLuEqy+++673WlVpEgRn4U/\nopOwMwQyOYGkkbgVKlSIXy2RuHEUvAmUwP5SySXSriIeatJJVAVO6cGpGicNAhCAwKEIZItq\nE0UOtRHrIZBaBOTUkiNr3rx5LmqtwbzK5tIgEBqBpHonqjYl8XZV5Vy8eLFpBrJcuXKm6Cwa\nBBKRwE8//eS/A1WrVuV7kIg3QALaPGTIEFM0+jXXXONVmU844QSPxJV49csvv8xkRgLeE4lg\n8u7duz3rYtiwYa59pYkMaYBWrFgxEczHRghAIA0I4MBKA6gcMnkEpIeSO3duL5+bvD3YCgJZ\ng4D0TjST+J///MeSirdrkDJ79mwXrz7mmGOyhjFcJQQgAAEIpAoB/SZIWkHR6Io6iUXiqogB\nDQIhEVi/fr0XcCpZsqTrgHbr1s2uuOIKfy76/PPPrXLlytahQwc7++yz7c477/So3BIlSoSE\nAFsgAIE0IkAKYRqBTdTDSqi3T58+tmLFCqtevbpJxHd/gowK/Nu4caP/cCUqK+wOl8DB9E6o\nPBhuv2MZBCAAgYMR0MTGRRdd5FU5d+7cSSTuwWCxLksTmDZtmkccvvbaay4jQip5lu5OLh4C\nmYoAEViZqjuy/sX07dvXpH/VtGlTmzFjhqdMlS9f3tq3b++l1KWHoiYH1tKlS00zM0qnokEg\nJAI//PCDzzRKoDSp3ols7NGjh9WuXdsuv/zykEzGFghAAAIQgAAEIBAn8P3333sUuhy3kgtR\n6mDNmjXj60klj6PgDQQgkAIC2e+PthRsz6YQOCABDdql5SBdK4mzz5w50wfxKpc7efJkmzRp\nkp1xxhlWrFgxF++V/g9pVAfEyYosTOC4447zyjqacZTTVo5aiZaq8uD06dNNofRKH6FBIFQC\n//zzj1ca3LVrl+XPnz9UM7ELAhCAAAT2IjB8+HDTmODMM8+0XLly2TnnnGOKTH/++eddDytP\nnjymwgZ6VtK4QK80CEAAAsklQARWckmx3SEJvP32214KWk4s6TooTF6loVUiulWrVtazZ0+r\nX7++D+gPeTA2gEAABNA7CaATMSHFBKTv07VrV08lV7VB/RYoZTx79uxUHEwxTXbIqgRik3bS\n+KFBIFEIKMNCk3evv/66HXvssR5trjGAnFbK0Bg3bpxpvFCwYEHPztDvgyb4aBCAAASSSwAN\nrOSSYrtDElAqoEqkf/fdd7Z27VovkasfLzVFoKjqWiyF8JAHYwMIBEAAvZMAOhETUkxgzJgx\nljNnTnvvvfd8YKKKnCpgoHbLLbd4ZK5/4B8IBExgwYIFpkiUSpUqeepUnTp1PPo8YJMxDQJ+\nj2sCQ9WXNYk3atQoGz16tE9kSzqhV69edu2113pWhtY1btwYBxb3DQQgkCICR6VoazaGQBIC\nS5YsMYmQxlq1atU8t11OKjmwTj75ZF8lYXfNumi2hQaBkAmoulSjRo2sc+fOPvuo74dmFqX5\noOhDpc3SIBA6ATmuOnbs6Pe+olDkvOrevbvrv+m90gppEAiZwKuvvupC7S1atHANIKl1aED/\n1ltveUW2kG3HNgiIgCRCli9fbvny5bNatWrZBx984NFYQ4YMsT///NNuvvlmlxdBB5f7BQIQ\nSCkBUghTSoztnYD0TTSTotc2bdr4X1JNn08//dRL4jZr1syjsuTcuvXWW6EHgWAJzJ492/r3\n729XX3213/Pvv/++a//o+3HJJZegAxRsz2PY3gT026DCHYrCGjp0qGu+XXbZZa4L17ZtW08f\nQf9wb2p8DoXApk2b/HdAcgply5Z1syRWrd+Hzz//3AoXLmw33nijNWnSJBSTsQMC+xCQE/ej\njz6ywYMHxzU/P/vsMxs0aJBt3brVLrzwQrvnnnv22Y8FEIAABA5FABH3QxFi/X4JSNfq4osv\n9gGKSuTqh2rbtm1eZUR57sWLF7fcuXPHqxAqnDhbtmz7PRYLIRACAT2UyXkVG6hrVlGDl7Fj\nx9rEiRP9gU2zkDQIhERAQr3ffPOND8o1OP/11189ZXzYsGEu4q5UkQ4dOrjJU6ZM8ajdli1b\nhoQAWyCwB4EvvvjClD6o555Yk5xCvXr1bPz48V6leeTIkV6NuUqVKrFNeIVAUASUPij5kLp1\n68btUhGn0047zb766iu74IIL7PTTT4+v4w0EIACB5BJAAyu5pNhuHwKqGqKSuJptlyCjBupy\nZjVt2tQHLJqB1x8NAqET2LFjh4fKy4mlpgFMgwYNfIbxt99+sxNPPNEuvfTS0DFgXwIS2L17\nt0fXSudHkxhKFZQor/R+FKGr1HH9PnzyySeeQvL4448nICVMTiQCuue3b99uisQqUqRI3HQ5\nsZQ+qyjEChUq2GOPPeaptopUpEEgNAKSEfnyyy/9dyCp/u1JJ51kikiUA4sGAQhA4HAIoIF1\nONTYZw8CKpGrFCk5sPr162dr1qyxq666ykOD9eNFg0DoBJQOJa0rpRFq0C4HVvny5d1sRWFJ\nA6Jo0aKhY8C+BCRwyimnmHStNAhXpcGnnnrKdX40wRHTPfz5559dE1HphFRkS8CbJMFMlnMq\nJpswa9YsU1VOOXpVmU2TGUoh1HpVa0YPLsFujgQyVxPY0sPt1q2bLVu2zC2XLqiKfMSejxII\nB6ZCAAKpSIAIrFSEmYiHks6Pqov8+OOPHgosvZ/nn3/edR6UVqh1jzzySCKiweYEIqD0WGm8\nKbV2y5YtpoisWBEDpZIw05hAN0OCmKqB9/z5871AQenSpd0xVbt2bfv+++/t0Ucf9d+Bdu3a\neTSWHFinnnqqVa1aNUHoYGaiE3j44Yft2WeftQceeMDFrDXRJ0eWonT1e6HvjtKn0IJL9Dsl\nXPsLFChgr7zyimu/denSxXVANcEneZERI0aEaziWQQACaU4AEfc0RxzuCZQSIgFGVVzTD5UE\nS++9917Lnj27D1QULq8HNj240SCQKAQ0w6h0QQ3qVdhAFTg1kNH3gQaBUAioCu1tt91m0roq\nU6aM39+xNBGlEiqdXH+KMolEIh59UrFixVDMxw4IJIuAqjAvWrTInVbnnnuuV1+bMWOG6yIO\nGDCAiMRkUWSjrE5AWon6zVBUrtLNSZvN6j3K9UMgYwngwMpY/ln67DfddJOpymDr1q3t448/\ntieffNLF3FUaVyH00kKhQSARCehBTWK9aj169DBpPtAgEBoBDUoKFSpkAwcO9KhbRVy1aNHC\nZ9hlqyYwVHVKjlzEqkPrfezZm4CiqhR9qEmMhg0buj5oUg0sba+CHnJgaeJP29AgEBIB3fuK\nupKcgv7/V9StCnkobZYGAQhAILUI4MBKLZIJeJzGjRt7iXQNTOS0UklcaWEprVARJ9LEokEg\nJAJKm1q8eLGdc845IZmFLRA4IgKKMpk8ebKpyqCaUsn1J+03GgQSgYCiDq+44gqvNKjBurSv\nFH0rJ5WK3ShKkQaB0AkoqlCO3BtuuMFWrlxp77zzjv82fPTRR0gphN752AeBdCSQ/f5oS8fz\ncaqACMyZM8e2bt1qefPmtWnTplnv3r09fVAi7tIBatKkSUDWYgoEzJ1XiixU+qyiSlQiWnom\nNAgkEoG5c+fa9OnTrVSpUpYnTx6PuFJ6lFJnpekjR5aEeqV9pW0k6E6DQMgEFGm4bt06Gzx4\nsEcb6rtwxhlneATiyJEj7ZtvvjFN+tEgECoBReRK81bat5UrV7b33nvP9Ltw2mmneUaGJv6I\nxAq197ELAulLgCqE6cs7y55t+PDh7qRSSHCsKepK5dGlg9WoUSMPm1+1apWpTHqNGjVim/EK\ngWAIKNpQD2d6IJM4b4cOHfb5XgRjLIZA4AAEVKxAaeNt27b19EEN3NWk86bKU0qTUurs559/\n7vo/BzgMiyEQDAFpfSZNFdfERp06dVz7TZU5a9WqFYytGAKB/RFYvXq1T1boe6BiHh9++KGn\n0cpppUhERWbRIAABCKQGAVIIU4Ni4MeICfC+/vrrPkC5/PLLrVWrVj7zrh8kzThq5iXWzj//\nfLvvvvuITIkB4TVIAqq8OWHCBHvjjTc8AkWD+ZYtWxJtEmRvY9TeBHbv3u3p4i+99JJ9++23\nVrduXU+VSirUrt8O/cnhRYNAqAQUfaXUKRUsGDp0qEefhGordkHgQASUMtuxY0dTBc6FCxe6\nBlbPnj19cxV4Ou+880gjPBA8lkMAAikigAMrRbgSe+PffvvN/vOf/7i2lWYX5cSSMyt//vy2\nbNky++6776xEiRIu4J7YpLA+kQjEvhfSAFKEolJH9L048cQTEwkDtiYgAd3zL774olWrVs2k\ngyV9uLPOOssdWTVr1kxAIpicCATWr1/vjlmlkKv9888/ni716quv2tq1az0iXQN5dK8S4W7A\nRhF49913/dlfqePSvdIYYdCgQXbmmWd6lLrSaCXufsoppwAMAhCAwBETwIF1xAgT5wB///23\n9e3b12fbVWVQAo0KE5Z4u8RLixUrljgwsBQCexFQ9Z0333zTxo0bZ9dddx0zjXvx4WNYBDZu\n3Oj3+WOPPRaftNDvgTRQlDpYunRpTy9kwBJWv2ONecVlDdhfe+012759uxUoUMCxKNpQ+ohy\nZC1dutSqV6/uESlU4OSuCZnA5s2bPXX8jjvusObNm7vMgqQWNGZQO/roo61Xr17WtGnTkDFg\nGwQgkI4EcGClI+ysfio9lKmSiFIGJWCtptB5zbJIzF2OLOlh0SAQMgFFmvTp08dWrFjhA5R2\n7dq5aG/MZlUqVMuePXtsEa8QCI6Aqs1K71BRuUmbHLlKp9VARo7cHDlyJF3NewgEQUDOWjmu\nWrdu7YUKVGkwadThkiVL3JEVi0QJwmiMgMB+CEhCRPe/NHFj/98rnVYTGXoeUlr5ySefvJ89\nWQQBCEDg8AhQhfDwuCXkXhqoKGReWiexpqgrCVp/9dVXHnFy+umnx1bxCoEgCUjrRNXVlCa4\nYMECGz9+vDtyVY2tePHi/gCH5k+QXY9RSQjs2LHDqw2qgIcq0caaBjAzZsywFi1aeEp5bDmv\nEAiBwKJFi3xyolChQq5/KN1DpQ0+//zzrgmn34FTTz3VU6VUiblBgwZowIXQ8diwXwKasLj2\n2ms9pfbXX381VRrU80/OnDl9vBCrVLvfnVkIAQhA4DAJoKx6mOAScTfNoCxfvtz1HpLar4oj\nP/30EylTSaHwPkgCmmmcN2+eC/WqAqEGK926dTMJWvfr188uuugiXx+k8RgFgSQEypcv79Vm\nu3bt6g4rDWTUNAuvAgdMZiSBxdtgCOgZSBGG+v9e+m+VKlWyhx56yKOtJK0wcOBAl1TQhJ++\nE7GIlGAAYAgEkhBQeuD999/v2ocqanP99dfbnDlz/JkoyWa8hQAEIJCqBEghTFWcYR9MaYIS\nJtXsogYtCgvWA5pSCuXAUjoJDQIhE9DgXDpXTzzxhFecksNKnzXjqKIGqrhTv359Bi0h3wTY\nFicg8eqXX37ZJNyrGfcTTjjBtmzZ4gMaRWbRIBAagVj1zWHDhtm2bdv2qb6pZ6FJkybZzJkz\nXbQ6aXRiaCywBwJJCaga7dixY13QXdqH0saVtIh+G2gQgAAEUpMA4hSpSTPwY0nvQVVE+vfv\nb126dPHqgxrA5M6d20aMGBG49ZgHAfNUKRUvUMVNpY0oZfDYY491NEqvLVeuHM4rbpSgCahU\nuv6/1/fguOOOs3r16nkElkSrpXsiwep8+fIFzQDjEpeAJiskoyAnlYSpFWml56HKlSubonLP\nPvtsF3BXcQOcV4l7nySK5RMnTvTCTnJUqQKt9EEVhaVoLFUe1IQe34NEuRuwEwLpRwAHVvqx\nDuJMShf897//bUqlkkhpwYIFPYSeGZYguhcjDkGgWrVqLtSrtBA5sGLCpBJ218Be3wcaBEIl\n8Ntvv1n37t1d9/CGG25wDax169aZlus3oGHDhqGajl0QiBPQ//9PP/20f5YzS85cFbm5++67\nTaLtRYoUoSpznBZvQiXwwgsv2KxZs0zPRUWLFnUzVZFQ1QclrXDzzTcTfRVq52MXBDKYACmE\nGdwBnB4CEMgaBPaeafz00099wNKsWTMfwOgh7tZbb80axnCVEDgMAipYoPte6VN//fWXXXbZ\nZf7+iy++cGfWqFGjvGT6YRyaXSCQZQioiMeyZcs82jBWkVkXr/RBaSRWrVrVJPJOg0CoBCQp\nogqcikBUdkasKaV89uzZ9txzz9kxxxwTW8wrBCAAgVQlgIh7quLkYBCAQIgENNM4depUy5Ur\nV3ymUVpw7du3t+3bt/sMpHThaBAImcDq1au9slT27Nlt+vTpdsYZZ1jZsmVNldikB6QoRBoE\nQiagaCtp+zzwwANeeS0SifgEhqIQFYErXUScVyHfAdgmAl9//bU/DyV1Xmn5lVde6Zqg0gal\nQQACEEgrAqQQphVZjgsBCARBQDONo0eP3memUSK9ikZhpjGIbsaIZBAoUaKEO66UQq5orHvu\nucf3UkqVIrKKFSuWjKOwCQSyLoGHH37YOnfu7AN1ab4pTUrRWCpgIN0rOXVpEAidgCbwpIH7\n1VdfmapvxppSyfPnz08VwhgQXiEAgTQhQARWmmDloBCAQCgEmGkMpSex43AJbNy40d577z1P\nGdm1a5ddc801rm1y2mmn2X//+193ZFWqVImUkcMFzH5ZgoAiEOW8VQSWdH7kwP3+++9dF1Ti\n7ZMnT84SdnCREDhSAooylHD77bffbuPGjfNIdB3zjTfecIdunTp1jvQU7A8BCEDggASIwDog\nGlZAAAIQMGOmkbsg0Qk89NBDXm3z/PPP9wqEQ4cO9ehDpQ6qKfLq0UcfTXRM2B84ATmtJNK+\natUqGzt2rKdRPfXUU1aqVCmTc2vx4sWBE8A8CPwfgZ49e1rp0qXtmWeesWeffdakB6eoxDvu\nuMMLGfzflryDAAQgkLoEcGClLk+OBgEIZGECii6ZP3++VxrUQEUt6UyjIk+kcaJ0kdhMox7i\naBAIlYDSRPLkyeOz7bJRlTcHDx5smzZt8kq0GrSogIH04WgQCInA+vXrXeeqZMmSblb58uWt\ncuXKpgqcefPmtSFDhrjzSo6tOXPmmBy8NAgkEgEJueuZSIU8du7caeXKlUMDLpFuAGyFQAYR\noAphBoHntBCAQOYjsGTJErvtttu8slqZMmU86kT6PmqqtqOZRmn9JJ1pbN68eeYzhCuCQCoR\nGDhwoFdWk0C13p900kmpdGQOA4HMTeDJJ5+0d99911577TVPkZJgtUTb5bzV9+Hoo4923asV\nK1bYr7/+aq+88gpVODN3l3J1KSSg9HEV7TjllFNSuCebQwACEEg7Ajiw0o4tR4YABLIgAWmc\nKOpKg/XPP//c2rVrZy1atLDcuXP7DCMzjVmwU7nkwybw008/2cSJE+3111/39Cnp/2jWXU5c\nGgRCJyCNKzmudM8rVVBV1mrWrOlmq/Kginjou6D1cmrRIBASARUm0P/9jRo1sg4dOtjpp58e\nknnYAgEIZFECOLCyaMdx2RCAQNoS+OWXX1yUd8qUKX6iNm3amP7y5cuXtifm6BDIhAQk1j51\n6lR3Zv355592ySWXuHOXiKxM2FlcUqoS+Pbbb33y4tVXX7X333/fVLxAjiwN6hWdQoNAqAQU\ncfjRRx/ZmDFjvOJgjRo1rGPHjp5KG6rN2AUBCGR+AjiwMn8fcYUQgEA6EFDklWbbVU1KkVfS\n/ZHmiURJp02bZhMmTDDNuEvvQVEohQsXToer4hQQyDgCCxcutLlz57ogb/v27f1CpHPy9ttv\nu4i1NOEuuOCCjLtAzgyBNCbw888/29VXX+33uyKtNmzY4FXX9B1QxJW+F/pNUDohDQIhEZCk\nQtmyZeP39qJFi9yRNW/ePKtQoYI7ss477zyPzA3JbmyBAAQyPwEcWJm/j7hCCEAgHQhs3rzZ\n2rZta5UqVbJt27ZZ9+7d46kiOr2Eet955x0fyFx11VUM3NOhTzhFxhFYtmyZqUBBgwYNrH79\n+qaZdzUVOahevbqp4IEaESiOgX8CJaAiBnJgKW3w1ltvjVup1NpJkybZzJkzXftKou40CIRC\nQPf95ZdfbnqNRZ/H0sZVcVNVOGfPnu0VaDWh16xZM4vphYbCADsgAIHMSwAHVubtG64MAhBI\nZwLffPONPf74415R59RTT3XNhyZNmuzxYKaQev0dddRR6Xx1nA4C6Uega9eu1rRpU2vZsmX8\npEqluu6662z48OHu6I2v4A0EAibw2WefWe/evU0phBKzVgrtmjVr/E9VCYsVKxaw9ZiWqASU\nNi79K2kg7tixw7VApQmqSrRqmvQbP368zZo1y78bOHET9U7BbgikPwEcWOnPnDNCAAKZiIAi\nSRRVohn2bNmy2QsvvODpg0onnD59updL10Ob0kS0To4t6f/QIBAyAc2oP/DAA3tEIcpefQdU\nyEAV2mgQCJmAok+UWq5KbIMHD/ZUqt27d3sVQk1ilCxZ0l5++eU9JjhC5oFtiUlAlZdjaeN6\nLtLEhgTd9SykpvW5cuXy9/wDAQhAID0I4MBKD8qcAwIQyLQEpPNw22232bBhw6xMmTJ27LHH\nxgckSiVUCXX9SQtLg5ann37aKlasmGnt4cIgkBoEbrnlFjvrrLOsS5cuexxOenBvvfWWjRgx\nYo/lfIBASAQUZaUUKv0GaHCuCoRKnVK1wcaNG1uJEiWoxBlSh2PLIQnIeasiBopEXLlypUn/\nSsUMJLtAgwAEIJCeBHBgpSdtzgUBCGRKApplL1SokA0cONAF3BVx1aJFC8udO7dfr2YYlUYi\nDYgqVapkShu4KAikJgHd7/fcc49rYHXq1MkH8Eoh7NWrl2vFaXBPg0CoBL777jtbtWqVlS5d\n2ooWLepab4899pgtXrzYoxDRfgu157ErOQRU6EaOLDl3H3nkkeTswjYQgAAEUo0ADqxUQ8mB\nIACBrExAaSILFiywH3/80aZMmeKmxMRL8+XLl5VN49ohcFgENMv+0EMP2bp16zyV9vfff7e6\ndeva/fffjwbcYRFlp6xMYPv27V51UNU3ceBm5Z7k2pND4JdffrE+ffrYihUrvHCHJvb2nsAj\nfTA5JNkGAhBIbQI4sFKbKMeDAASyJIGbbrrJ0wc1y650QaVKTZgwwX777TfXv1KlncKFC2dJ\n27hoCBwJAUWirF+/3ooUKeLl04/kWOwLgaxMYPLkyTZmzBibOnVqVjaDa4fAIQn07dvXNmzY\n4JpXM2bM8ImM8uXLuxO3Xr16camFQx6IDSAAAQikMoEcqXw8DgcBCEAgyxGQWG+ePHnswgsv\n9GuXDlb79u29fPQ777zjJaP14HbBBRdkOdu4YAgcKYEzzjjD9EeDQCIQkM7P6NGjPRr39NNP\n99+BOnXquOmtWrVi4J4IN0GC2yhZhXnz5vmzT8GCBV37qlu3bjZz5kzr16+fT/Y9+OCDVqNG\njQQnhfkQgEBGEKAOfEZQ55wQgECmIjBkyBAvia6Iqy1btsSvLWfOnB59pRl3Vd6hQQACEIBA\nuAQ++eQTu++++6x27dp27bXXuuaV0qQ++OADj8zNkSOHyYlFg0DIBFRptmzZsibnlSLSFYWr\nSsyqPqvJPmkhnnvuuSEjwDYIQCATE8CBlYk7h0uDAATSh8ANN9zgDiqFy1911VX2yiuveOpg\n7OzZsmVD8ycGg1cIQAACgRLQ//3du3d359VJJ51kJ598stWvX98Fq0eOHBmo1ZgFgT0J5M2b\n1ysNqpiBnFnFixf3qKtjjjnGSpYsaeXKlSMScU9kfIIABNKRAA6sdITNqSAAgcxJQLOMt9xy\ni7322mvWsWNHf5WAu2Ybk0ZkZc6r56ogcOQE5syZ4/d+48aN7frrr/dCBpFI5MgPzBEgkIUI\nrF692itu6pIVeSvtw6OOOso6dOjgKVVZyBQuFQKHTaBatWpWs2ZNd1KtXbvWHbk6mITdNdGn\nZyYaBCAAgYwikD1aTej+jDo554UABCCQ0QQWLlxo48aNc4HSc845x8466yxr3bq1FShQwN58\n800rVKiQSQeFBoFQCXz66adebeqSSy7x9Cg5rlQifenSpT6IOfroo0M1HbsgsAcBOXK3bt3q\nVTdVyKN3796WPXt2TzHXZEaTJk322J4PEAiRgJy2DRs2tOOOO85UfXbUqFG2efNm/11o0KCB\np9iGaDc2QQACWYMAVQizRj9xlRCAQBoQWLZsmfXs2dP0QKY0kZgg6fz5871s9K5du/ysGsDQ\nIBAqAUVcNWvWzC6//PK4iZs2bTKJ9jZv3tzTqeIreAOBgAlIuPrOO++0448/3r8T0sHSwF2/\nE507d/bJjYDNxzQI7JfA+PHjbdGiRVasWDHr2rWrSVaBBgEIQCCjCODAyijynBcCEMhwAnoQ\nkzh7y5Yt49fy7bff2nXXXWfDhw+3SpUqxZfzBgIhElC0lRy4jzzyiEdbJbVx8uTJNn36dHv5\n5ZeTLuY9BIImoAmMwYMHmyqxxdr555/v4u4M3GNEeIUABCAAAQhkDIEcGXNazgoBCEAg4wlI\n70Si7UlbqVKl7Morr7RnnnnGNbCSruM9BEIjoAG5hKpXrFixjwMrti40m7EHAgcjUL16dZs4\ncaIpQlci1iVKlLAKFSocbBfWQQACEIAABCCQTgQQcU8n0JwGAhDIfARKly7tYfF7X5mqT8XS\nB/dex2cIhEbgxhtvtJdeeskdttL/UZNzd+zYsfG02tBsxh4IHIyANIDOPPNMu+CCC3BeHQwU\n6yAAAQhAAALpTIAIrHQGzukgAIHMQ6BTp052zz33eKqI3iv6SimEo0ePtrZt22aeC+VKIJCG\nBCRMnTNnTnv00Uc98kQRWXJk1apVyy699NI0PDOHhgAEIAABCEAAAhCAQPIJoIGVfFZsCQEI\nBEhg5cqV9tBDD3kVwrx583rFnbp165oKtGoWngaBRCHw999/2xdffOGi1UqbqlKlSqKYjp0Q\ngAAEIAABCEAAAlmAAA6sLNBJXCIEIJD2BFatWmXr16+3IkWKkDKS9rg5QwYTkFC1Iq527tzp\n5dJVgVD3Pg0CEIAABCAAAQhAAAKZlQAOrMzaM1wXBCAAAQhAIA0IbNu2za644gqrV6+eFS5c\n2GbNmmUbNmxwR5YKGJQpUyYNzsohIQABCEAAAhCAAAQgcGQEcGAdGT/2hgAEIAABCGQpAnPn\nzrVXX33VRo4c6dcdiUTsk08+8WVLly51x1b//v2zlE1cLAQgAAEIQAACEIBA+AQQcQ+/j7EQ\nAhCAAAQgECeQK1cuU6XNWMuWLZvVqVPH/5YsWeKptLF1vEIAAhCAAAQgAAEIQCCzECACK7P0\nBNcBAQhAAAIQSGMCn332mQ0YMMD++OMPGzp0qFWuXDmNz8jhIQABCEAAAhCAAAQgkDoEcGCl\nDkeOAgEIQAACEMj0BP755x977733PF1w7dq11qhRI+vYsSO6V5m+57hACEAAAhCAAAQgAAEc\nWNwDEIAABCAAgQQjsLfuVfXq1d2RVaVKlQQjgbkQgAAEIAABCEAAAlmFAA6srNJTXCcEIAAB\nCEAgDQhI90qi7tLCGjRoUBqcgUNCAAIQgAAEIAABCEDgyAngwDpyhhwBAhCAAAQgkOUJKL0w\nRw5qu2T5jsQACEAAAhCAAAQgECgBHFiBdixmQQACEIAABCAAAQhAAAIQgAAEIACBUAgcFYoh\n2AEBCEAAAhCAAAQgAAEIQAACEIAABCAQJgEcWGH2K1ZBAAIQgAAEIAABCEAAAhCAAAQgAIFg\nCODACqYrMQQCEIAABCAAAQhAAAIQgAAEIAABCIRJAAdWmP2KVRCAAAQgAAEIQAACEIAABCAA\nAQhAIBgCOLCC6UoMgQAEIAABCEAAAhCAAAQgAAEIQAACYRLAgRVmv2IVBCAAAQhAAAIQgAAE\nIAABCEAAAhAIhgAOrGC6EkMgAAEIQAACEIAABCAAAQhAAAIQgECYBHBghdmvWAUBCEAAAhCA\nAAQgAAEIQAACEIAABIIhgAMrmK7EEAhAAAIQgAAEIAABCEAAAhCAAAQgECYBHFhh9itWQQAC\nEIAABCAAAQhAAAIQgAAEIACBYAjgwAqmKzEEAhCAAAQgAAEIQAACEIAABCAAAQiESQAHVpj9\nilUQgAAEIAABCEAAAhCAAAQgAAEIQCAYAjiwgulKDIEABCAAAQhAAAIQgAAEIAABCEAAAmES\nwIEVZr9iFQQgAAEIQAACEIAABCAAAQhAAAIQCIYADqxguhJDIAABCEAAAhCAAAQgAAEIQAAC\nEIBAmARwYIXZr1gFAQhAAAIQgAAEIAABCEAAAhCAAASCIYADK5iuxBAIQAACEIAABCAAAQhA\nAAIQgAAEIBAmARxYYfYrVkEAAhCAAAQgAAEIQAACEIAABCAAgWAI4MAKpisxBAIQgAAEIAAB\nCEAAAhCAAAQgAAEIhEkAB1aY/YpVEIAABCAAAQhAAAIQgAAEIAABCEAgGAI4sILpSgyBAAQg\nAAEIQAACEIAABCAAAQhAAAJhEsCBFWa/YhUEIAABCEAAAhCAAAQgAAEIQAACEAiGAA6sYLoS\nQyAAAQhAAAIQgAAEIAABCEAAAhCAQJgEcGCF2a9YBQEIQAACEIAABCAAAQhAAAIQgAAEgiGA\nAyuYrsQQCEAAAhCAAAQgAAEIQAACEIAABCAQJgEcWGH2K1ZBAAIQgAAEIAABCEAAAhCAAAQg\nAIFgCODACqYrMQQCEIAABCAAAQhAAAIQgAAEIAABCIRJAAdWmP2KVRCAAAQgAIFMTWDnzp22\nbt06+/333+PX+f3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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "german %>% \n", " ggplot(aes(credit_history, ..count..)) +\n", " theme(axis.text.x = element_text(angle=65, vjust=0.6)) + \n", " geom_bar(aes(fill=credit_risk), position =\"dodge\") +\n", " labs(title=\"bar plot\", subtitle=\"Antécédents de crédit regroupés par solvabilité\")" ] }, { "cell_type": "code", "execution_count": 143, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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QIECBAgQIAAgSYTmK/J6tvt1S3WzEmdWRQ7Co5FnqtTsRZR/lBbrE2UihEaLb6K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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "german %>% \n", " ggplot(aes(purpose)) +\n", " geom_bar(aes(fill=credit_risk), width = 0.5) + \n", " theme(axis.text.x = element_text(angle=65, vjust=0.6)) + \n", " labs(title=\"Histogram\", \n", " subtitle=\"Motif du crédit en fonction de la solvabilité\",\n", " caption = \"source: german credit data\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# L'asymétrie" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "L'asymétrie est définie comme étant le troisième moment central normalisé. Vous pouvez facilement déterminer si une distribution est asymétrique par une simple visualisation. Il existe différentes façons de supprimer l'asymétrie, comme la transformation logarithmique, la racine carrée ou l'inverse. Cependant, il est souvent difficile de déterminer à partir des graphiques quelle transformation est la plus appropriée pour corriger l'asymétrie. La procédure de Box-Cox a identifié automatiquement une transformation de la famille des transformations de puissance qui sont indexées par un paramètre $\\lambda$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Cette famille comprend :\n", "* la transformation logarithmique ($\\lambda=0$)\n", "* la transformation carrée ($\\lambda=2$)\n", "* racine carrée ($\\lambda=0.5$)\n", "* inverse ($\\lambda=-1$)\n", "\n", "Nous avons utilisé la fonction preProcess() dans caret pour appliquer cette transformation en changeant l'argument méthode en BoxCox." ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "german.copy<-german" ] }, { "cell_type": "code", "execution_count": 147, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "mySkew <- caret::preProcess(german.copy, method = c(\"BoxCox\"))" ] }, { "cell_type": "code", "execution_count": 148, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "Created from 1000 samples and 21 variables\n", "\n", "Pre-processing:\n", " - Box-Cox transformation (3)\n", " - ignored (18)\n", "\n", "Lambda estimates for Box-Cox transformation:\n", "0.1, -0.1, -0.7" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mySkew" ] }, { "cell_type": "code", "execution_count": 149, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\t
$BoxCox
\n", "\t\t
    \n", "\t
  1. 'duration'
    2. \n", "\t
  2. 'amount'
    3. \n", "\t
  3. 'age'
    4. \n", "
\n", "
\n", "\t
$ignore
\n", "\t\t
    \n", "\t
  1. 'status'
    2. \n", "\t
  2. 'credit_history'
    3. \n", "\t
  3. 'purpose'
    4. \n", "\t
  4. 'savings'
    5. \n", "\t
  5. 'employment_duration'
    6. \n", "\t
  6. 'installment_rate'
    7. \n", "\t
  7. 'personal_status_sex'
    8. \n", "\t
  8. 'other_debtors'
    9. \n", "\t
  9. 'present_residence'
    10. \n", "\t
  10. 'property'
    11. \n", "\t
  11. 'other_installment_plans'
    12. \n", "\t
  12. 'housing'
    13. \n", "\t
  13. 'number_credits'
    14. \n", "\t
  14. 'job'
    15. \n", "\t
  15. 'people_liable'
    16. \n", "\t
  16. 'telephone'
    17. \n", "\t
  17. 'foreign_worker'
    18. \n", "\t
  18. 'credit_risk'
    19. \n", "
\n", "
\n", "
\n" ], "text/latex": [ "\\begin{description}\n", "\\item[\\$BoxCox] \\begin{enumerate*}\n", "\\item 'duration'\n", "\\item 'amount'\n", "\\item 'age'\n", "\\end{enumerate*}\n", "\n", "\\item[\\$ignore] \\begin{enumerate*}\n", "\\item 'status'\n", "\\item 'credit\\_history'\n", "\\item 'purpose'\n", "\\item 'savings'\n", "\\item 'employment\\_duration'\n", "\\item 'installment\\_rate'\n", "\\item 'personal\\_status\\_sex'\n", "\\item 'other\\_debtors'\n", "\\item 'present\\_residence'\n", "\\item 'property'\n", "\\item 'other\\_installment\\_plans'\n", "\\item 'housing'\n", "\\item 'number\\_credits'\n", "\\item 'job'\n", "\\item 'people\\_liable'\n", "\\item 'telephone'\n", "\\item 'foreign\\_worker'\n", "\\item 'credit\\_risk'\n", "\\end{enumerate*}\n", "\n", "\\end{description}\n" ], "text/markdown": [ "$BoxCox\n", ": 1. 'duration'\n", "2. 'amount'\n", "3. 'age'\n", "\n", "\n", "\n", "$ignore\n", ": 1. 'status'\n", "2. 'credit_history'\n", "3. 'purpose'\n", "4. 'savings'\n", "5. 'employment_duration'\n", "6. 'installment_rate'\n", "7. 'personal_status_sex'\n", "8. 'other_debtors'\n", "9. 'present_residence'\n", "10. 'property'\n", "11. 'other_installment_plans'\n", "12. 'housing'\n", "13. 'number_credits'\n", "14. 'job'\n", "15. 'people_liable'\n", "16. 'telephone'\n", "17. 'foreign_worker'\n", "18. 'credit_risk'\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "$BoxCox\n", "[1] \"duration\" \"amount\" \"age\" \n", "\n", "$ignore\n", " [1] \"status\" \"credit_history\" \n", " [3] \"purpose\" \"savings\" \n", " [5] \"employment_duration\" \"installment_rate\" \n", " [7] \"personal_status_sex\" \"other_debtors\" \n", " [9] \"present_residence\" \"property\" \n", "[11] \"other_installment_plans\" \"housing\" \n", "[13] \"number_credits\" \"job\" \n", "[15] \"people_liable\" \"telephone\" \n", "[17] \"foreign_worker\" \"credit_risk\" \n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mySkew$method" ] }, { "cell_type": "code", "execution_count": 157, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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9u0hwABAgQIECBAgAABAvUhIIFVH/2slWUUePjhh2PEiDHR1ja+jLUOrKp0CWFD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AACCCBwnED79mfKTTctlTlz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\ndEIgmEMInag/eTojEIlDCJ2Rio5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CCA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\nAggggAACCCCAAAIIIIAAAgj4vMD/AL4E452tTjjEAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "german.copy %>% \n", " ggplot(aes(x=amount)) + \n", " geom_histogram(aes(y=..density..), \n", " binwidth=1000,\n", " colour=\"black\", fill=\"white\") +\n", " geom_density(alpha=.5, fill=\"blue\")" ] }, { "cell_type": "code", "execution_count": 152, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "myTransformed <- predict(mySkew, german.copy)" ] }, { "cell_type": "code", "execution_count": 158, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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zgFBQW5VmwNRxcVFRlzR60ykjxfmaPUAgICJSWlpzGKaZBERHh+YnZ16ejhw4dr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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 360, "width": 600 } }, "output_type": "display_data" } ], "source": [ "myTransformed %>% \n", " ggplot(aes(x=amount)) + \n", " geom_histogram(aes(y=..density..),\n", " binwidth=.5,\n", " colour=\"black\", fill=\"white\") +\n", " geom_density(alpha=.5, fill=\"blue\")" ] } ], "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": "4.1.2" } }, "nbformat": 4, "nbformat_minor": 4 }