From 43c20d4f3e1c70db98f30f1270fffc53b5454c78 Mon Sep 17 00:00:00 2001 From: Win Date: Wed, 27 Nov 2024 20:52:31 +0700 Subject: [PATCH] Added a bunch of new stuff --- ...essbility Audit - Thanawin Pattanaphol.odt | Bin 2323633 -> 2323522 bytes fall-2024/math/mat-204/00020/DataLoL.csv | 9880 +++++++++++++++++ .../MAT-204:00020 - Thanawin Pattanaphol.odt | Bin 0 -> 11260 bytes .../math/mat-204/00020/MAT-204_00020.ipynb | 244 + .../mat-205/00010/.~lock.MAT-205:00010.odt# | 1 + fall-2024/math/mat-205/00010/DataLoL.csv | 9880 +++++++++++++++++ .../math/mat-205/00010/MAT-205:00010.odt | Bin 0 -> 14651 bytes .../math/mat-205/00010/MAT-205_00010.ipynb | 239 + ....MAT-205:00020 - Thanawin Pattanaphol.odt# | 1 + fall-2024/math/mat-205/00020/DataLoL.csv | 9880 +++++++++++++++++ fall-2024/math/mat-205/00020/DataWhr2024.csv | 2364 ++++ .../MAT-205:00020 - Thanawin Pattanaphol.odt | Bin 0 -> 56592 bytes .../math/mat-205/00020/MAT-205_00020.ipynb | 285 + .../00020/PrognosisWomenBreastCancer.csv | 46 + fall-2024/math/mat-205/00020/UnM49.csv | 249 + ....SYS-102:00060 - Thanawin Pattanaphol.odt# | 1 + .../00060/.~lock.transition_diagram.odg# | 1 + fall-2024/sys-arch/sys-102/00060/OR gate.odg | Bin 0 -> 23329 bytes .../SYS-102:00060 - Thanawin Pattanaphol.odt | Bin 0 -> 72809 bytes .../sys-102/00060/transition_diagram.odg | Bin 0 -> 16349 bytes 20 files changed, 33071 insertions(+) create mode 100644 fall-2024/math/mat-204/00020/DataLoL.csv create mode 100644 fall-2024/math/mat-204/00020/MAT-204:00020 - Thanawin Pattanaphol.odt create mode 100644 fall-2024/math/mat-204/00020/MAT-204_00020.ipynb create mode 100644 fall-2024/math/mat-205/00010/.~lock.MAT-205:00010.odt# create mode 100644 fall-2024/math/mat-205/00010/DataLoL.csv create mode 100644 fall-2024/math/mat-205/00010/MAT-205:00010.odt create mode 100644 fall-2024/math/mat-205/00010/MAT-205_00010.ipynb create mode 100644 fall-2024/math/mat-205/00020/.~lock.MAT-205:00020 - Thanawin Pattanaphol.odt# create mode 100644 fall-2024/math/mat-205/00020/DataLoL.csv create mode 100644 fall-2024/math/mat-205/00020/DataWhr2024.csv create mode 100644 fall-2024/math/mat-205/00020/MAT-205:00020 - Thanawin Pattanaphol.odt create mode 100644 fall-2024/math/mat-205/00020/MAT-205_00020.ipynb create mode 100644 fall-2024/math/mat-205/00020/PrognosisWomenBreastCancer.csv create mode 100644 fall-2024/math/mat-205/00020/UnM49.csv create mode 100644 fall-2024/sys-arch/sys-102/00060/.~lock.SYS-102:00060 - Thanawin Pattanaphol.odt# create mode 100644 fall-2024/sys-arch/sys-102/00060/.~lock.transition_diagram.odg# create mode 100644 fall-2024/sys-arch/sys-102/00060/OR gate.odg create mode 100644 fall-2024/sys-arch/sys-102/00060/SYS-102:00060 - Thanawin Pattanaphol.odt create mode 100644 fall-2024/sys-arch/sys-102/00060/transition_diagram.odg diff --git a/fall-2024/hcd/hcd-201/00010/HCD-201-00010 Accessbility Audit - Thanawin Pattanaphol.odt b/fall-2024/hcd/hcd-201/00010/HCD-201-00010 Accessbility Audit - Thanawin 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"outputs": [], + "source": [ + "import pandas as pd\n", + "# read file\n", + "Dat = pd.read_csv(\"DataLoL.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Total Game played\n", + "total_game = len(Dat['blueWins']) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 1**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Probability of team blue destroyed more structure than team red, if team blue won (using Dat) is 0.06795131845841784\n", + "Probability of team blue destroyed more structure than team red, if team blue won (using dat_blue_wins) is 0.06795131845841786\n" + ] + } + ], + "source": [ + "# calculate probability using Dat\n", + "prob_blue_wins_more_structure = len(Dat[(Dat['blueWins'] == 1) & (Dat['blueTowersDestroyed'] > Dat['redTowersDestroyed'])]) / len(Dat) # P(A ∩ B)\n", + "prob_blue_wins = len(Dat[Dat['blueWins'] == 1]) / total_game #P(A)\n", + "\n", + "print(\"Probability of team blue destroyed more structure than team red, if team blue won (using Dat) is \", prob_blue_wins_more_structure / prob_blue_wins)\n", + "\n", + "# calculate probability using dat_blue_wins\n", + "# filter game team blue wins\n", + "dat_blue_wins = Dat[Dat['blueWins'] == 1]\n", + "\n", + "# filter game team blue win and destroyed more strcuture\n", + "dat_blue_wins_more_structure = dat_blue_wins[dat_blue_wins['blueTowersDestroyed'] > dat_blue_wins['redTowersDestroyed']] # (A ∩ B)\n", + "\n", + "#Verify using dat_blue_wins\n", + "prob_blue_wins_more_structure = len(dat_blue_wins_more_structure) / len(dat_blue_wins) # P(B|A) = P(A ∩ B) / P(A)\n", + "print(\"Probability of team blue destroyed more structure than team red, if team blue won (using dat_blue_wins) is\", prob_blue_wins_more_structure)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 2**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Probability of team blue wins, kills the dragon, kills the heralds and does the first kill is (Using chain rule) 0.037858082801903024\n", + "Probability of team blue wins, kills the dragon, kills the heralds and does the first kill is (Using new dat set) 0.037858082801903024\n" + ] + } + ], + "source": [ + "# calcucate probability team blue wins\n", + "dat_blue_wins = Dat[Dat['blueWins'] == 1]\n", + "prob_blue_win = len(dat_blue_wins) / total_game\n", + "\n", + "# calculate probability team blue wins, kills the dragon\n", + "dat_blue_wins_and_kills_dragons = dat_blue_wins[dat_blue_wins['blueDragons'] == 1]\n", + "prob_blue_wins_and_kills_dragons = len(dat_blue_wins_and_kills_dragons) / len(dat_blue_wins) * prob_blue_win\n", + "\n", + "# calculate probability team blue wins, kills the dragon, kills the heralds\n", + "dat_blue_wins_and_kills_dragons_and_heralds = dat_blue_wins_and_kills_dragons[dat_blue_wins_and_kills_dragons['blueHeralds'] == 1]\n", + "prob_blue_wins_and_kills_dragons_and_heralds = len(dat_blue_wins_and_kills_dragons_and_heralds) / len(dat_blue_wins_and_kills_dragons) * prob_blue_wins_and_kills_dragons\n", + "\n", + "# calculate probability team blue wins, kills the dragon, kills the heralds and does the first kill\n", + "dat_blue_wins_and_kills_dragons_and_heralds_and_firstblood = dat_blue_wins_and_kills_dragons_and_heralds[dat_blue_wins_and_kills_dragons_and_heralds['blueFirstBlood'] == 1]\n", + "prob_blue_wins_and_kills_dragons_and_heralds_and_firstblood = len(dat_blue_wins_and_kills_dragons_and_heralds_and_firstblood) / len(dat_blue_wins_and_kills_dragons_and_heralds) * prob_blue_wins_and_kills_dragons_and_heralds\n", + "\n", + "print(\"Probability of team blue wins, kills the dragon, kills the heralds and does the first kill is (Using chain rule)\", prob_blue_wins_and_kills_dragons_and_heralds_and_firstblood)\n", + "print(\"Probability of team blue wins, kills the dragon, kills the heralds and does the first kill is (Using new dat set)\", len(dat_blue_wins_and_kills_dragons_and_heralds_and_firstblood) / total_game)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 3**" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "Dat['blueQuantileGold'] = pd.qcut(Dat['blueTotalGold'], 4, labels=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "P(A) calculated using Law of Total Probability = 0.4990383642069036\n", + "P(A) is 0.4990383642069035\n" + ] + } + ], + "source": [ + "# filter data to each quantiles\n", + "dat_quantile_1 = Dat[Dat['blueQuantileGold'] == 0]\n", + "dat_quantile_2 = Dat[Dat['blueQuantileGold'] == 1]\n", + "dat_quantile_3 = Dat[Dat['blueQuantileGold'] == 2]\n", + "dat_quantile_4 = Dat[Dat['blueQuantileGold'] == 3]\n", + "\n", + "# calculate a proportion of game in each quantiles\n", + "quantile_1_prob = len(dat_quantile_1) / total_game\n", + "quantile_2_prob = len(dat_quantile_2) / total_game\n", + "quantile_3_prob = len(dat_quantile_3) / total_game\n", + "quantile_4_prob = len(dat_quantile_4) / total_game\n", + "\n", + "# calculate team blue win rate in each quantiles\n", + "quantile_1_win_rate = len(dat_quantile_1[dat_quantile_1['blueWins'] == 1]) / len(dat_quantile_1)\n", + "quantile_2_win_rate = len(dat_quantile_2[dat_quantile_2['blueWins'] == 1]) / len(dat_quantile_2)\n", + "quantile_3_win_rate = len(dat_quantile_3[dat_quantile_3['blueWins'] == 1]) / len(dat_quantile_3)\n", + "quantile_4_win_rate = len(dat_quantile_4[dat_quantile_4['blueWins'] == 1]) / len(dat_quantile_4)\n", + "\n", + "#calculate probability team blue wins using law of total probability\n", + "prob_a = (quantile_1_prob * quantile_1_win_rate) + (quantile_2_prob * quantile_2_win_rate) + (quantile_3_prob * quantile_3_win_rate) + (quantile_4_prob * quantile_4_win_rate)\n", + "print(\"P(A) calculated using Law of Total Probability = \", prob_a)\n", + "\n", + "#Verify\n", + "prob_blue_wins = len(Dat[Dat['blueWins'] == 1]) / total_game # calculate probability (event/sample space)\n", + "print(\"P(A) is\", prob_blue_wins)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 4**" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Probability of team blue wins given that it destroyed more structure than team red (using Bayes's theorem) is 0.7596371882086167\n", + "Probability of team blue wins given that it destroyed more structure than team red (using Dat) is 0.7596371882086167\n" + ] + } + ], + "source": [ + "# calculate probability used in Bayes's theorem\n", + "\n", + "# P(A)\n", + "prob_blue_wins = len(Dat[Dat['blueWins'] == 1]) / total_game\n", + "\n", + "# P(B)\n", + "prob_blue_more_structure = len(Dat[Dat['blueTowersDestroyed'] > Dat['redTowersDestroyed']]) / total_game\n", + "\n", + "# P(A ∩ B)\n", + "dat_blue_more_structure = Dat[Dat['blueTowersDestroyed'] > Dat['redTowersDestroyed']]\n", + "prob_blue_wins_more_structure = len(dat_blue_more_structure[dat_blue_more_structure['blueWins'] == 1]) / total_game\n", + "\n", + "# P(B|A)\n", + "prob_blue_more_structure_if_blue_wins = prob_blue_wins_more_structure / prob_blue_wins\n", + "\n", + "# calculate P(A|B) using Bayes's theorem\n", + "print(\"Probability of team blue wins given that it destroyed more structure than team red (using Bayes's theorem) is \", prob_blue_more_structure_if_blue_wins * prob_blue_wins / prob_blue_more_structure)\n", + "\n", + "\n", + "#Verify using Dat\n", + "\n", + "# P(A ∩ B)\n", + "prob_blue_wins_more_structure = len(Dat[(Dat['blueWins'] == 1) & (Dat['blueTowersDestroyed'] > Dat['redTowersDestroyed'])]) / total_game \n", + "\n", + "# P(B)\n", + "prob_blue_more_structure = len(Dat[Dat['blueTowersDestroyed'] > Dat['redTowersDestroyed']]) / total_game\n", + "\n", + "# calculate P(A|B) using Dat\n", + "print(\"Probability of team blue wins given that it destroyed more structure than team red (using Dat) is \", prob_blue_wins_more_structure / prob_blue_more_structure)\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/fall-2024/math/mat-205/00010/.~lock.MAT-205:00010.odt# b/fall-2024/math/mat-205/00010/.~lock.MAT-205:00010.odt# new file mode 100644 index 0000000..eaf5b96 --- /dev/null +++ b/fall-2024/math/mat-205/00010/.~lock.MAT-205:00010.odt# @@ -0,0 +1 @@ +,slimbook,wins-slimbook,27.11.2024 20:52,file:///home/slimbook/.var/app/org.libreoffice.LibreOffice/config/libreoffice/4; \ No newline at end of file diff --git a/fall-2024/math/mat-205/00010/DataLoL.csv b/fall-2024/math/mat-205/00010/DataLoL.csv new file mode 100644 index 0000000..fe663f6 --- /dev/null +++ b/fall-2024/math/mat-205/00010/DataLoL.csv @@ -0,0 +1,9880 @@ 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zJz@QHFHd9(4KTa}n<-wh5ENy=U!jBjeFf9cd-IEat7rN%*RM1F>6ZR=Ecep=`@*F^ zj{S=Z4D4s=(l7FV>HZnzkA+NskMy%d=ohuUbpHeCcZE%VkMl=~F8>1OkA+TukMz@V z|BIMj?!=!Z`c?S!_b7k7F4Mn2`F$bO-{bsInvB1|`BfP8_b7jqX6kQHek+vvdz_!8 zQojiP)qm>dKMJS*3HDot=I?Vie}+GPk>m^5uR^NdrtoikzfVm3nP>5f))D`h=lN&O z-zW6^OkDg${K$VuWBfDY?~^`$=KK62!IuZ}rE>5e**|~g`h9TdkAkXT{xLn|H_pEc z9{n26knrzANxz}|rl{Yq9zWOQU!=(PH!HNF4CG6?Cm7h9myhYoqSML#^XPv7l@W-a literal 0 HcmV?d00001 diff --git a/fall-2024/math/mat-205/00010/MAT-205_00010.ipynb b/fall-2024/math/mat-205/00010/MAT-205_00010.ipynb new file mode 100644 index 0000000..94597cc --- /dev/null +++ b/fall-2024/math/mat-205/00010/MAT-205_00010.ipynb @@ -0,0 +1,239 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import scipy.stats as stats\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "Dat = pd.read_csv('DataLoL.csv')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 2**" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(hypergeometric) Probability of observing between 21 and 40 cases of breast cancer: 0.664806\n", + "(hypergeometric) Probability of observing more than 60 cases of breast cancer: 0.000352\n", + "(hypergeometric) Probability of observing less than or equal to 30 cases of breast cancer: 0.108530\n", + "(hypergeometric) Probability of observing exactly 35 cases of breast cancer: 0.059625\n" + ] + } + ], + "source": [ + "# Given parameters\n", + "n = 36121175 # the female population of Thailand ()\n", + "r = round((38 / 100000) * n) # the number of women in Thailand with breast cancer\n", + "k = 100000 # sample size\n", + "\n", + "# Create the hypergeometric distribution object\n", + "rv = stats.hypergeom(n, r, k)\n", + "\n", + "# Calculate the probability using hypergeometric distribution\n", + "prob_21_to_40 = rv.cdf(40) - rv.cdf(20) # (a)\n", + "\n", + "prob_more_than_60 = 1 - rv.cdf(60) # (b)\n", + "\n", + "prob_less_than_equal_30 = rv.cdf(30) # (c)\n", + "\n", + "prob_exactly_35 = rv.pmf(35) # (d)\n", + "\n", + "# Print the results\n", + "print(f\"(hypergeometric) Probability of observing between 21 and 40 cases of breast cancer: {prob_21_to_40:.6f}\")\n", + "print(f\"(hypergeometric) Probability of observing more than 60 cases of breast cancer: {prob_more_than_60:.6f}\")\n", + "print(f\"(hypergeometric) Probability of observing less than or equal to 30 cases of breast cancer: {prob_less_than_equal_30:.6f}\")\n", + "print(f\"(hypergeometric) Probability of observing exactly 35 cases of breast cancer: {prob_exactly_35:.6f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 3**" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(Binomial) Probability of observing between 21 and 40 cases of breast cancer: 0.664631\n", + "(Binomial) Probability of observing more than 60 cases of breast cancer: 0.000359\n", + "(Binomial) Probability of observing less than or equal to 30 cases of breast cancer: 0.108849\n", + "(Binomial) Probability of observing exactly 35 cases of breast cancer: 0.059569\n" + ] + } + ], + "source": [ + "# Given parameters\n", + "n = 36121175 # the female population of Thailand\n", + "r = round((38 / 100000) * n) # the number of women in Thailand with breast cancer\n", + "k = 100000 # sample size\n", + "p = r / n # Probability of success\n", + "\n", + "# calculate the probability using binomial approximation\n", + "prob_21_to_40_binom = stats.binom.cdf(40, k, p) - stats.binom.cdf(20, k, p) # (a)\n", + "\n", + "prob_more_than_60_binom = 1 - stats.binom.cdf(60, k, p) # (b)\n", + "\n", + "prob_less_than_equal_30_binom = stats.binom.cdf(30, k, p) # (c)\n", + "\n", + "prob_exactly_35_binom = stats.binom.pmf(35, k, p) # (d)\n", + "\n", + "# Print the results\n", + "print(f\"(Binomial) Probability of observing between 21 and 40 cases of breast cancer: {prob_21_to_40_binom:.6f}\")\n", + "print(f\"(Binomial) Probability of observing more than 60 cases of breast cancer: {prob_more_than_60_binom:.6f}\")\n", + "print(f\"(Binomial) Probability of observing less than or equal to 30 cases of breast cancer: {prob_less_than_equal_30_binom:.6f}\")\n", + "print(f\"(Binomial) Probability of observing exactly 35 cases of breast cancer: {prob_exactly_35_binom:.6f}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 4**" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(Poisson) Probability of observing between 21 and 40 cases of breast cancer: 0.664607\n", + "(Poisson) Probability of observing more than 60 cases of breast cancer: 0.000360\n", + "(Poisson) Probability of observing less than or equal to 30 cases of breast cancer: 0.108893\n", + "(Poisson) Probability of observing exactly 35 cases of breast cancer: 0.059561\n" + ] + } + ], + "source": [ + "# Given parameters\n", + "k = 100000 # Sample size\n", + "n = 36121175 # Total female population of Thailand\n", + "r = round((38 / 100000) * n) # Estimated number of women with breast cancer\n", + "p = r / n # Probability of success\n", + "\n", + "# Calculate lambda for Poisson approximation\n", + "lambda_poisson = k * p\n", + "\n", + "# calculate the probability using poisson approximation\n", + "prob_21_to_40_poisson = stats.poisson.cdf(40, lambda_poisson) - stats.poisson.cdf(20, lambda_poisson) # (a)\n", + "\n", + "prob_more_than_60_poisson = 1 - stats.poisson.cdf(60, lambda_poisson) # (b)\n", + "\n", + "prob_less_than_equal_30_poisson = stats.poisson.cdf(30, lambda_poisson) # (c)\n", + "\n", + "prob_exactly_35_poisson = stats.poisson.pmf(35, lambda_poisson) # (d)\n", + "\n", + "# Print the results\n", + "print(f\"(Poisson) Probability of observing between 21 and 40 cases of breast cancer: {prob_21_to_40_poisson:.6f}\")\n", + "print(f\"(Poisson) Probability of observing more than 60 cases of breast cancer: {prob_more_than_60_poisson:.6f}\")\n", + "print(f\"(Poisson) Probability of observing less than or equal to 30 cases of breast cancer: {prob_less_than_equal_30_poisson:.6f}\")\n", + "print(f\"(Poisson) Probability of observing exactly 35 cases of breast cancer: {prob_exactly_35_poisson:.6f}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 5**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Probability of X happens before the 7th game: 0.794816\n", + "Probability of X happens at the 7th game: 0.047604\n", + "Probability of X happens after the 7th game: 0.157579\n", + "Probability of Y happens befor the 7th game: 0.277992\n", + "Probability of Y happens at the 7th game: 0.038150\n", + "Probability of Y happens after the 7th game: 0.683857\n" + ] + } + ], + "source": [ + "# number of game in Dat\n", + "totalGame = len(Dat)\n", + "\n", + "# calculate probability of team blue wins and kills the dragon\n", + "probBlueWinsAndDragons = len(Dat[(Dat['blueWins'] == 1) & (Dat['blueDragons'] == 1)]) / totalGame\n", + "\n", + "# calculate probability of team blue wins, kills the dragon and kills the heralds\n", + "probBlueWinsAndDragonsAndHeralds = len(Dat[(Dat['blueWins'] == 1) & (Dat['blueDragons'] == 1) & (Dat['blueHeralds'] == 1)]) / totalGame\n", + "\n", + "# calculate probability of the event X\n", + "probXLessthan7 = stats.geom.cdf(6, probBlueWinsAndDragons) # (a)\n", + "\n", + "probXExactly7 = stats.geom.pmf(7, probBlueWinsAndDragons) # (b)\n", + "\n", + "probXMorethan7 = 1 - stats.geom.cdf(7, probBlueWinsAndDragons) # (c)\n", + "\n", + "# calculate probability of the event Y\n", + "probYLessthan7 = stats.geom.cdf(6, probBlueWinsAndDragonsAndHeralds) # (a)\n", + "\n", + "probYxactly7 = stats.geom.pmf(7, probBlueWinsAndDragonsAndHeralds) # (b)\n", + "\n", + "probYMorethan7 = 1 - stats.geom.cdf(7, probBlueWinsAndDragonsAndHeralds) # (c)\n", + "\n", + "# Print the results\n", + "print(f\"Probability of X happens before the 7th game: {probXLessthan7:.6f}\")\n", + "print(f\"Probability of X happens at the 7th game: {probXExactly7:.6f}\")\n", + "print(f\"Probability of X happens after the 7th game: {probXMorethan7:.6f}\")\n", + "print(f\"Probability of Y happens befor the 7th game: {probYLessthan7:.6f}\")\n", + "print(f\"Probability of Y happens at the 7th game: {probYxactly7:.6f}\")\n", + "print(f\"Probability of Y happens after the 7th game: {probYMorethan7:.6f}\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/fall-2024/math/mat-205/00020/.~lock.MAT-205:00020 - Thanawin Pattanaphol.odt# b/fall-2024/math/mat-205/00020/.~lock.MAT-205:00020 - Thanawin Pattanaphol.odt# new file mode 100644 index 0000000..eaf5b96 --- /dev/null +++ b/fall-2024/math/mat-205/00020/.~lock.MAT-205:00020 - Thanawin Pattanaphol.odt# @@ -0,0 +1 @@ +,slimbook,wins-slimbook,27.11.2024 20:52,file:///home/slimbook/.var/app/org.libreoffice.LibreOffice/config/libreoffice/4; \ No newline at end of file diff --git a/fall-2024/math/mat-205/00020/DataLoL.csv b/fall-2024/math/mat-205/00020/DataLoL.csv new file mode 100644 index 0000000..fe663f6 --- /dev/null +++ b/fall-2024/math/mat-205/00020/DataLoL.csv @@ -0,0 +1,9880 @@ 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+4527650398,1,12,0,1,7,7,9,0,0,0,0,17155,7.0,18002,231,36,756,1,23.1,1715.5,60,3,0,7,7,8,1,1,0,0,16399,7.0,18001,216,58,-756,-1,21.6,1639.9 +4527878058,1,18,2,1,12,6,13,0,0,0,0,18573,7.2,19391,207,46,2639,2364,20.7,1857.3,16,6,0,6,12,6,0,0,0,0,15934,6.6,17027,197,38,-2639,-2364,19.7,1593.4 +4527873286,1,17,2,1,7,4,5,1,1,0,0,17765,7.2,18967,211,69,2519,2469,21.1,1776.5,46,3,0,4,7,7,0,0,0,0,15246,6.8,16498,229,34,-2519,-2469,22.9,1524.6 +4527797466,1,54,0,0,6,4,8,1,1,0,0,16238,7.2,19255,233,48,782,888,23.3,1623.8,12,21,1,4,6,3,0,0,0,0,15456,7.0,18367,206,56,-782,-888,20.6,1545.6 +4527713716,0,23,1,0,6,7,5,0,0,0,0,15903,7.0,18032,210,45,-2416,-1877,21.0,1590.3,14,0,1,7,6,11,1,1,0,0,18319,7.4,19909,261,60,2416,1877,26.1,1831.9 +4527628313,0,14,4,1,2,3,3,1,1,0,0,14459,6.6,17229,224,48,-839,-1085,22.4,1445.9,66,4,0,3,2,1,0,0,0,0,15298,7.2,18314,247,40,839,1085,24.7,1529.8 +4523772935,1,18,0,1,6,6,5,0,0,0,0,16266,7.0,17321,207,44,927,-58,20.7,1626.6,9,2,0,6,6,4,1,1,0,0,15339,6.8,17379,201,46,-927,58,20.1,1533.9 diff --git a/fall-2024/math/mat-205/00020/DataWhr2024.csv b/fall-2024/math/mat-205/00020/DataWhr2024.csv new file mode 100644 index 0000000..f8d857c --- /dev/null +++ b/fall-2024/math/mat-205/00020/DataWhr2024.csv @@ -0,0 +1,2364 @@ +Country name,year,Life Ladder,Log GDP per capita,Social support,Healthy life expectancy at birth,Freedom to make life choices,Generosity,Perceptions of corruption,Positive affect,Negative affect +Afghanistan,2008,3.724,7.350,0.451,50.500,0.718,0.164,0.882,0.414,0.258 +Afghanistan,2009,4.402,7.509,0.552,50.800,0.679,0.187,0.850,0.481,0.237 +Afghanistan,2010,4.758,7.614,0.539,51.100,0.600,0.118,0.707,0.517,0.275 +Afghanistan,2011,3.832,7.581,0.521,51.400,0.496,0.160,0.731,0.480,0.267 +Afghanistan,2012,3.783,7.661,0.521,51.700,0.531,0.234,0.776,0.614,0.268 +Afghanistan,2013,3.572,7.680,0.484,52.000,0.578,0.059,0.823,0.547,0.273 +Afghanistan,2014,3.131,7.671,0.526,52.300,0.509,0.102,0.871,0.492,0.375 +Afghanistan,2015,3.983,7.654,0.529,52.600,0.389,0.078,0.881,0.491,0.339 +Afghanistan,2016,4.220,7.650,0.559,52.925,0.523,0.040,0.793,0.501,0.348 +Afghanistan,2017,2.662,7.648,0.491,53.250,0.427,-0.123,0.954,0.435,0.371 +Afghanistan,2018,2.694,7.631,0.508,53.575,0.374,-0.095,0.928,0.385,0.405 +Afghanistan,2019,2.375,7.640,0.420,53.900,0.394,-0.109,0.924,0.324,0.502 +Afghanistan,2021,2.436,7.325,0.454,54.550,0.394,-0.085,0.946,0.179,0.607 +Afghanistan,2022,1.281,,0.228,54.875,0.368,,0.733,0.206,0.576 +Afghanistan,2023,1.446,,0.368,55.200,0.228,,0.738,0.261,0.460 +Albania,2007,4.634,9.122,0.821,66.760,0.529,-0.013,0.875,0.489,0.246 +Albania,2009,5.485,9.241,0.833,67.320,0.525,-0.162,0.864,0.564,0.279 +Albania,2010,5.269,9.283,0.733,67.600,0.569,-0.176,0.726,0.576,0.300 +Albania,2011,5.867,9.310,0.759,67.880,0.487,-0.209,0.877,0.566,0.257 +Albania,2012,5.510,9.326,0.785,68.160,0.602,-0.173,0.848,0.553,0.271 +Albania,2013,4.551,9.338,0.759,68.440,0.632,-0.131,0.863,0.541,0.338 +Albania,2014,4.814,9.358,0.626,68.720,0.735,-0.029,0.883,0.573,0.335 +Albania,2015,4.607,9.382,0.639,69.000,0.704,-0.085,0.885,0.579,0.350 +Albania,2016,4.511,9.417,0.638,69.025,0.730,-0.021,0.901,0.567,0.322 +Albania,2017,4.640,9.455,0.638,69.050,0.750,-0.033,0.876,0.547,0.334 +Albania,2018,5.004,9.497,0.684,69.075,0.824,0.005,0.899,0.592,0.319 +Albania,2019,4.995,9.522,0.686,69.100,0.777,-0.103,0.914,0.548,0.274 +Albania,2020,5.365,9.494,0.710,69.125,0.754,0.002,0.891,0.563,0.265 +Albania,2021,5.255,9.588,0.702,69.150,0.827,0.039,0.896,0.554,0.254 +Albania,2022,5.212,9.649,0.724,69.175,0.802,-0.070,0.846,0.547,0.255 +Albania,2023,5.445,9.689,0.691,69.200,0.872,0.068,0.855,0.597,0.314 +Algeria,2010,5.464,9.306,,65.500,0.593,-0.212,0.618,, +Algeria,2011,5.317,9.316,0.810,65.600,0.530,-0.188,0.638,0.503,0.255 +Algeria,2012,5.605,9.330,0.839,65.700,0.587,-0.179,0.690,0.540,0.230 +Algeria,2014,6.355,9.355,0.818,65.900,,,,0.558,0.177 +Algeria,2016,5.341,9.383,0.749,66.100,,,,0.565,0.377 +Algeria,2017,5.249,9.377,0.807,66.200,0.437,-0.174,0.700,0.555,0.289 +Algeria,2018,5.043,9.370,0.799,66.300,0.583,-0.153,0.759,0.534,0.293 +Algeria,2019,4.745,9.361,0.803,66.400,0.385,-0.002,0.741,0.544,0.215 +Algeria,2020,5.438,9.291,0.868,66.500,0.574,-0.124,0.724,0.524,0.311 +Algeria,2021,5.217,9.308,0.841,66.600,0.558,-0.116,0.712,0.498,0.258 +Algeria,2022,5.538,9.323,0.783,66.700,0.440,-0.045,0.611,0.583,0.259 +Angola,2011,5.589,8.944,0.723,51.220,0.584,0.050,0.911,0.667,0.361 +Angola,2012,4.360,8.989,0.753,51.840,0.456,-0.141,0.906,0.591,0.305 +Angola,2013,3.937,9.000,0.722,52.460,0.410,-0.109,0.816,0.650,0.371 +Angola,2014,3.795,9.010,0.755,53.080,0.375,-0.173,0.834,0.595,0.368 +Argentina,2006,6.313,9.937,0.938,65.820,0.733,-0.162,0.852,0.748,0.328 +Argentina,2007,6.073,10.013,0.862,65.940,0.653,-0.146,0.881,0.750,0.279 +Argentina,2008,5.961,10.043,0.892,66.060,0.678,-0.137,0.865,0.720,0.318 +Argentina,2009,6.424,9.972,0.919,66.180,0.637,-0.135,0.885,0.762,0.237 +Argentina,2010,6.441,10.066,0.927,66.300,0.730,-0.132,0.855,0.765,0.211 +Argentina,2011,6.776,10.112,0.889,66.420,0.816,-0.180,0.755,0.769,0.232 +Argentina,2012,6.468,10.091,0.902,66.540,0.747,-0.153,0.817,0.744,0.272 +Argentina,2013,6.582,10.103,0.910,66.660,0.737,-0.136,0.823,0.766,0.254 +Argentina,2014,6.671,10.067,0.918,66.780,0.745,-0.170,0.854,0.769,0.238 +Argentina,2015,6.697,10.083,0.926,66.900,0.881,-0.180,0.851,0.768,0.305 +Argentina,2016,6.427,10.051,0.883,66.950,0.848,-0.198,0.851,0.732,0.312 +Argentina,2017,6.039,10.069,0.907,67.000,0.832,-0.192,0.841,0.715,0.292 +Argentina,2018,5.793,10.032,0.900,67.050,0.846,-0.216,0.855,0.732,0.321 +Argentina,2019,6.086,10.002,0.896,67.100,0.817,-0.217,0.830,0.735,0.319 +Argentina,2020,5.901,9.888,0.897,67.150,0.823,-0.131,0.816,0.679,0.342 +Argentina,2021,5.908,9.977,0.882,67.200,0.819,-0.014,0.816,0.685,0.345 +Argentina,2022,6.261,10.019,0.893,67.250,0.825,-0.130,0.810,0.724,0.284 +Argentina,2023,6.393,9.994,0.892,67.300,0.832,-0.129,0.846,0.720,0.301 +Armenia,2006,4.289,9.021,0.682,63.840,0.520,-0.235,0.850,0.453,0.469 +Armenia,2007,4.882,9.157,0.760,64.080,0.605,-0.255,0.817,0.454,0.412 +Armenia,2008,4.652,9.230,0.709,64.320,0.462,-0.219,0.876,0.486,0.385 +Armenia,2009,4.178,9.085,0.680,64.560,0.441,-0.218,0.882,0.479,0.411 +Armenia,2010,4.368,9.113,0.660,64.800,0.459,-0.180,0.891,0.437,0.426 +Armenia,2011,4.260,9.164,0.705,65.040,0.465,-0.230,0.875,0.411,0.459 +Armenia,2012,4.320,9.239,0.676,65.280,0.502,-0.220,0.893,0.470,0.464 +Armenia,2013,4.277,9.276,0.723,65.520,0.504,-0.201,0.900,0.503,0.450 +Armenia,2014,4.453,9.315,0.739,65.760,0.506,-0.225,0.920,0.510,0.404 +Armenia,2015,4.348,9.351,0.723,66.000,0.551,-0.209,0.901,0.527,0.438 +Armenia,2016,4.325,9.357,0.709,66.275,0.611,-0.178,0.921,0.516,0.437 +Armenia,2017,4.288,9.434,0.698,66.550,0.614,-0.155,0.865,0.552,0.437 +Armenia,2018,5.062,9.490,0.814,66.825,0.808,-0.171,0.677,0.535,0.455 +Armenia,2019,5.488,9.569,0.782,67.100,0.844,-0.181,0.583,0.537,0.430 +Armenia,2021,5.301,9.561,0.762,67.650,0.795,-0.159,0.705,0.566,0.478 +Armenia,2022,5.382,9.683,0.811,67.925,0.790,-0.158,0.705,0.531,0.549 +Armenia,2023,5.679,9.730,0.819,68.200,0.819,-0.179,0.681,0.575,0.423 +Australia,2005,7.341,10.662,0.968,69.800,0.935,,0.390,0.770,0.238 +Australia,2007,7.285,10.694,0.965,69.960,0.891,0.342,0.513,0.762,0.215 +Australia,2008,7.254,10.709,0.947,70.040,0.916,0.300,0.431,0.729,0.218 +Australia,2010,7.450,10.714,0.955,70.200,0.932,0.311,0.366,0.762,0.220 +Australia,2011,7.406,10.723,0.967,70.280,0.945,0.364,0.382,0.724,0.195 +Australia,2012,7.196,10.744,0.945,70.360,0.935,0.268,0.368,0.728,0.214 +Australia,2013,7.364,10.752,0.928,70.440,0.933,0.263,0.432,0.770,0.177 +Australia,2014,7.289,10.763,0.924,70.520,0.923,0.313,0.442,0.740,0.245 +Australia,2015,7.309,10.770,0.952,70.600,0.922,0.327,0.357,0.750,0.210 +Australia,2016,7.250,10.781,0.942,70.675,0.922,0.233,0.399,0.736,0.236 +Australia,2017,7.257,10.787,0.950,70.750,0.911,0.312,0.411,0.728,0.225 +Australia,2018,7.177,10.801,0.940,70.825,0.916,0.141,0.405,0.706,0.187 +Australia,2019,7.234,10.807,0.943,70.900,0.918,0.115,0.430,0.727,0.202 +Australia,2020,7.137,10.794,0.937,70.975,0.905,0.202,0.491,0.726,0.205 +Australia,2021,7.112,10.815,0.920,71.050,0.912,0.234,0.454,0.740,0.235 +Australia,2022,7.035,10.840,0.942,71.125,0.854,0.153,0.545,0.711,0.244 +Australia,2023,7.025,10.846,0.896,71.200,0.876,0.187,0.482,0.731,0.248 +Austria,2006,7.122,10.836,0.936,69.500,0.941,0.297,0.490,0.746,0.174 +Austria,2008,7.181,10.881,0.935,69.700,0.879,0.286,0.614,0.716,0.173 +Austria,2010,7.303,10.856,0.914,69.900,0.896,0.125,0.546,0.710,0.156 +Austria,2011,7.471,10.881,0.944,70.000,0.939,0.126,0.703,0.672,0.145 +Austria,2012,7.401,10.884,0.945,70.100,0.920,0.112,0.771,0.712,0.157 +Austria,2013,7.499,10.878,0.950,70.200,0.922,0.163,0.679,0.725,0.163 +Austria,2014,6.950,10.877,0.899,70.300,0.885,0.112,0.567,0.721,0.170 +Austria,2015,7.076,10.876,0.928,70.400,0.900,0.093,0.557,0.748,0.164 +Austria,2016,7.048,10.885,0.926,70.525,0.889,0.074,0.524,0.713,0.197 +Austria,2017,7.294,10.900,0.906,70.650,0.890,0.128,0.518,0.699,0.180 +Austria,2018,7.396,10.919,0.912,70.775,0.904,0.048,0.523,0.695,0.226 +Austria,2019,7.195,10.930,0.964,70.900,0.903,0.054,0.457,0.727,0.205 +Austria,2020,7.213,10.859,0.925,71.025,0.912,0.004,0.464,0.716,0.206 +Austria,2021,7.080,10.899,0.863,71.150,0.795,0.158,0.501,0.722,0.259 +Austria,2022,6.999,10.938,0.876,71.275,0.856,0.137,0.524,0.718,0.226 +Austria,2023,6.636,10.930,0.874,71.400,0.874,0.209,0.529,0.712,0.240 +Azerbaijan,2006,4.728,9.154,0.854,60.580,0.772,-0.239,0.774,0.469,0.276 +Azerbaijan,2007,4.568,9.366,0.753,60.860,0.522,-0.211,0.871,0.474,0.284 +Azerbaijan,2008,4.817,9.447,0.684,61.140,0.601,-0.034,0.715,0.561,0.227 +Azerbaijan,2009,4.574,9.515,0.736,61.420,0.498,-0.091,0.754,0.522,0.234 +Azerbaijan,2010,4.219,9.553,0.687,61.700,0.501,-0.128,0.858,0.516,0.272 +Azerbaijan,2011,4.680,9.541,0.725,61.980,0.537,-0.110,0.795,0.522,0.258 +Azerbaijan,2012,4.911,9.549,0.762,62.260,0.599,-0.146,0.763,0.523,0.266 +Azerbaijan,2013,5.481,9.592,0.770,62.540,0.672,-0.173,0.699,0.516,0.242 +Azerbaijan,2014,5.252,9.607,0.799,62.820,0.733,-0.214,0.654,0.502,0.220 +Azerbaijan,2015,5.147,9.606,0.786,63.100,0.764,-0.203,0.616,0.520,0.206 +Azerbaijan,2016,5.304,9.563,0.777,63.225,0.713,-0.210,0.607,0.509,0.191 +Azerbaijan,2017,5.152,9.555,0.787,63.350,0.731,-0.231,0.653,0.512,0.198 +Azerbaijan,2018,5.168,9.562,0.781,63.475,0.772,-0.237,0.561,0.527,0.191 +Azerbaijan,2019,5.173,9.578,0.887,63.600,0.854,-0.220,0.457,0.577,0.164 +Azerbaijan,2022,4.576,9.619,0.665,63.975,0.800,0.075,0.696,0.533,0.401 +Azerbaijan,2023,5.214,9.637,0.713,64.100,0.829,-0.160,0.627,0.509,0.221 +Bahrain,2009,5.701,10.714,0.904,64.760,0.896,0.031,0.506,0.707,0.422 +Bahrain,2010,5.937,10.728,0.877,65.000,0.862,-0.008,0.715,0.641,0.423 +Bahrain,2011,4.824,10.749,0.908,65.240,0.870,-0.061,0.583,0.506,0.514 +Bahrain,2012,5.027,10.775,0.911,65.480,0.682,,0.438,0.559,0.381 +Bahrain,2013,6.690,10.798,0.884,65.720,0.809,,0.525,0.711,0.306 +Bahrain,2014,6.165,10.802,,65.960,,,,, +Bahrain,2015,6.007,10.788,0.853,66.200,0.850,0.106,,0.653,0.303 +Bahrain,2016,6.170,10.789,0.863,66.125,0.889,0.082,,0.736,0.283 +Bahrain,2017,6.227,10.798,0.876,66.050,0.906,0.128,,0.754,0.290 +Bahrain,2019,7.098,10.815,0.878,65.900,0.907,0.035,,0.711,0.317 +Bahrain,2020,6.173,10.779,0.848,65.825,0.945,0.115,,0.730,0.297 +Bahrain,2023,5.959,10.877,0.817,65.600,0.869,0.155,,0.671,0.336 +Bangladesh,2006,4.319,7.940,0.672,59.120,0.612,0.052,0.786,0.459,0.321 +Bangladesh,2007,4.607,7.997,0.514,59.640,0.605,0.024,0.806,0.484,0.313 +Bangladesh,2008,5.052,8.047,0.467,60.160,0.606,-0.060,0.802,0.545,0.232 +Bangladesh,2009,5.083,8.087,0.528,60.680,0.631,-0.091,0.776,0.506,0.223 +Bangladesh,2010,4.858,8.130,0.549,61.200,0.659,-0.033,0.774,0.496,0.292 +Bangladesh,2011,4.986,8.181,0.606,61.720,0.838,-0.086,0.757,0.501,0.235 +Bangladesh,2012,4.724,8.231,0.582,62.240,0.668,-0.051,0.765,0.537,0.183 +Bangladesh,2013,4.660,8.277,0.530,62.760,0.742,-0.032,0.743,0.492,0.246 +Bangladesh,2014,4.636,8.323,0.577,63.280,0.736,-0.115,0.789,,0.231 +Bangladesh,2015,4.633,8.375,0.601,63.800,0.815,-0.085,0.721,0.543,0.226 +Bangladesh,2016,4.556,8.431,0.649,63.925,0.875,-0.105,0.688,0.437,0.235 +Bangladesh,2017,4.310,8.483,0.713,64.050,0.896,-0.004,0.635,0.436,0.214 +Bangladesh,2018,4.499,8.542,0.706,64.175,0.901,-0.059,0.701,0.433,0.361 +Bangladesh,2019,5.114,8.607,0.673,64.300,0.902,-0.067,0.656,0.433,0.369 +Bangladesh,2020,5.280,8.629,0.739,64.425,0.777,-0.025,0.742,0.485,0.332 +Bangladesh,2021,4.123,8.685,0.485,64.550,0.893,0.089,0.746,0.504,0.448 +Bangladesh,2022,3.408,8.742,0.404,64.675,0.865,-0.058,0.617,0.394,0.448 +Bangladesh,2023,4.114,8.783,0.450,64.800,0.919,0.019,0.756,0.435,0.435 +Belarus,2006,5.658,9.489,0.918,60.060,0.707,-0.252,0.708,0.535,0.269 +Belarus,2007,5.617,9.576,0.858,60.620,0.667,-0.230,0.695,0.502,0.235 +Belarus,2008,5.463,9.677,0.904,61.180,0.640,-0.226,0.696,,0.246 +Belarus,2009,5.564,9.681,0.908,61.740,0.679,-0.209,0.676,0.544,0.223 +Belarus,2010,5.526,9.759,0.918,62.300,0.700,-0.168,0.706,0.532,0.208 +Belarus,2011,5.225,9.813,0.910,62.860,0.656,-0.174,0.672,0.493,0.249 +Belarus,2012,5.749,9.832,0.902,63.420,0.645,-0.223,0.657,0.515,0.181 +Belarus,2013,5.876,9.842,0.923,63.980,0.723,-0.183,0.653,0.545,0.206 +Belarus,2014,5.812,9.858,0.880,64.540,0.647,-0.054,0.682,0.575,0.209 +Belarus,2015,5.719,9.818,0.924,65.100,0.623,-0.097,0.669,0.546,0.184 +Belarus,2016,5.178,9.792,0.927,65.325,0.658,-0.131,0.664,0.503,0.182 +Belarus,2017,5.553,9.818,0.900,65.550,0.621,-0.128,0.654,0.502,0.233 +Belarus,2018,5.234,9.851,0.905,65.775,0.644,-0.181,0.718,0.409,0.236 +Belarus,2019,5.821,9.867,0.917,66.000,0.657,-0.192,0.546,0.559,0.190 +Belgium,2005,7.262,10.744,0.935,68.400,0.924,,0.598,0.677,0.260 +Belgium,2007,7.219,10.791,0.922,68.720,0.901,0.064,0.721,0.744,0.218 +Belgium,2008,7.117,10.788,0.923,68.880,0.887,0.001,0.652,0.709,0.242 +Belgium,2010,6.854,10.778,0.931,69.200,0.807,0.016,0.697,0.793,0.240 +Belgium,2011,7.111,10.782,0.937,69.360,0.880,-0.020,0.711,0.752,0.225 +Belgium,2012,6.935,10.783,0.927,69.520,0.855,-0.056,0.758,0.718,0.238 +Belgium,2013,7.104,10.783,0.909,69.680,0.891,0.011,0.574,0.738,0.217 +Belgium,2014,6.855,10.794,0.944,69.840,0.861,-0.005,0.512,0.744,0.252 +Belgium,2015,6.904,10.809,0.885,70.000,0.869,0.056,0.469,0.747,0.240 +Belgium,2016,6.949,10.816,0.929,70.150,0.866,-0.062,0.497,0.701,0.260 +Belgium,2017,6.928,10.829,0.922,70.300,0.857,0.049,0.543,0.713,0.234 +Belgium,2018,6.892,10.842,0.930,70.450,0.808,-0.130,0.630,0.682,0.250 +Belgium,2019,6.772,10.859,0.884,70.600,0.776,-0.178,0.672,0.699,0.244 +Belgium,2020,6.839,10.799,0.904,70.750,0.767,-0.172,0.634,0.619,0.260 +Belgium,2021,6.882,10.856,0.915,70.900,0.823,0.077,0.523,0.687,0.260 +Belgium,2022,6.857,10.881,0.923,71.050,0.890,0.095,0.483,0.718,0.235 +Belgium,2023,6.944,10.883,0.896,71.200,0.870,0.065,0.522,0.725,0.245 +Belize,2007,6.451,9.192,0.872,64.300,0.705,0.006,0.769,0.732,0.251 +Belize,2014,5.956,9.135,0.757,65.000,0.874,-0.002,0.782,0.735,0.282 +Benin,2006,3.330,7.844,0.445,51.960,0.580,-0.015,0.790,0.521,0.309 +Benin,2008,3.667,7.891,0.382,52.480,0.709,-0.008,0.825,0.574,0.303 +Benin,2011,3.870,7.876,0.477,53.260,0.773,-0.145,0.849,0.574,0.219 +Benin,2012,3.193,7.894,0.523,53.520,0.769,-0.114,0.806,0.563,0.231 +Benin,2013,3.479,7.935,0.577,53.780,0.783,-0.088,0.856,0.646,0.216 +Benin,2014,3.347,7.967,0.506,54.040,0.776,-0.099,0.855,0.558,0.273 +Benin,2015,3.625,7.955,0.434,54.300,0.733,-0.029,0.850,0.555,0.373 +Benin,2016,4.007,7.958,0.493,54.600,0.780,-0.068,0.838,0.578,0.456 +Benin,2017,4.853,7.984,0.436,54.900,0.727,-0.068,0.767,0.598,0.458 +Benin,2018,5.820,8.020,0.504,55.200,0.713,0.000,0.747,0.625,0.468 +Benin,2019,4.976,8.057,0.442,55.500,0.770,-0.018,0.698,0.638,0.441 +Benin,2020,4.408,8.067,0.507,55.800,0.783,-0.086,0.532,0.557,0.305 +Benin,2021,4.493,8.108,0.436,56.100,0.724,-0.016,0.613,0.597,0.435 +Benin,2022,4.217,8.142,0.366,56.400,0.714,-0.033,0.580,0.571,0.444 +Benin,2023,4.420,8.174,0.398,56.700,0.786,-0.073,0.575,0.573,0.428 +Bhutan,2013,5.569,9.097,0.819,62.240,0.810,0.349,0.802,0.664,0.217 +Bhutan,2014,4.939,9.143,0.880,62.420,0.834,0.264,0.650,0.775,0.324 +Bhutan,2015,5.082,9.198,0.848,62.600,0.830,0.273,0.634,0.723,0.312 +Bolivia,2006,5.374,8.671,0.834,60.900,0.770,-0.048,0.794,0.708,0.432 +Bolivia,2007,5.628,8.698,0.796,61.100,0.780,-0.004,0.817,0.746,0.388 +Bolivia,2008,5.298,8.740,0.785,61.300,0.726,-0.096,0.801,0.723,0.392 +Bolivia,2009,6.086,8.756,0.831,61.500,0.779,-0.040,0.763,0.742,0.372 +Bolivia,2010,5.781,8.780,0.807,61.700,0.703,-0.073,0.781,0.720,0.350 +Bolivia,2011,5.779,8.813,0.817,61.900,0.782,-0.043,0.825,0.689,0.361 +Bolivia,2012,6.019,8.847,0.781,62.100,0.862,-0.019,0.840,0.699,0.409 +Bolivia,2013,5.767,8.896,0.803,62.300,0.846,-0.071,0.812,0.721,0.410 +Bolivia,2014,5.865,8.933,0.821,62.500,0.881,0.014,0.832,0.769,0.398 +Bolivia,2015,5.834,8.965,0.829,62.700,0.884,-0.034,0.862,0.749,0.393 +Bolivia,2016,5.770,8.991,0.796,62.850,0.882,-0.051,0.853,0.736,0.376 +Bolivia,2017,5.651,9.017,0.779,63.000,0.884,-0.124,0.819,0.655,0.434 +Bolivia,2018,5.916,9.044,0.827,63.150,0.863,-0.097,0.786,0.705,0.387 +Bolivia,2019,5.674,9.051,0.784,63.300,0.881,-0.090,0.857,0.701,0.419 +Bolivia,2020,5.559,8.946,0.805,63.450,0.877,-0.056,0.868,0.729,0.382 +Bolivia,2021,5.569,8.994,0.798,63.600,0.862,-0.058,0.812,0.721,0.403 +Bolivia,2022,5.929,9.012,0.824,63.750,0.865,-0.083,0.840,0.738,0.426 +Bolivia,2023,5.860,9.025,0.786,63.900,0.832,-0.059,0.877,0.753,0.401 +Bosnia and Herzegovina,2007,4.900,9.191,0.766,67.000,0.342,0.006,0.926,0.570,0.296 +Bosnia and Herzegovina,2009,4.963,9.246,0.735,67.000,0.258,-0.027,0.959,0.507,0.390 +Bosnia and Herzegovina,2010,4.669,9.272,0.773,67.000,0.365,-0.131,0.933,0.465,0.409 +Bosnia and Herzegovina,2011,4.995,9.300,0.725,67.000,0.333,-0.038,0.925,0.551,0.326 +Bosnia and Herzegovina,2012,4.773,9.310,0.779,67.000,0.420,-0.016,0.953,0.469,0.338 +Bosnia and Herzegovina,2013,5.124,9.349,0.767,67.000,0.390,0.039,0.970,0.489,0.315 +Bosnia and Herzegovina,2014,5.249,9.373,0.788,67.000,0.412,0.229,0.976,0.491,0.262 +Bosnia and Herzegovina,2015,5.117,9.428,0.656,67.000,0.631,-0.058,0.960,0.486,0.286 +Bosnia and Herzegovina,2016,5.181,9.473,0.808,67.050,0.633,0.130,0.957,0.566,0.304 +Bosnia and Herzegovina,2017,5.090,9.517,0.775,67.100,0.564,0.087,0.923,0.527,0.271 +Bosnia and Herzegovina,2018,5.887,9.566,0.836,67.150,0.659,0.118,0.913,0.568,0.277 +Bosnia and Herzegovina,2019,6.016,9.606,0.873,67.200,0.722,0.074,0.963,0.545,0.238 +Bosnia and Herzegovina,2020,5.516,9.588,0.899,67.250,0.740,0.132,0.916,0.602,0.325 +Bosnia and Herzegovina,2021,5.749,9.674,0.860,67.300,0.759,0.274,0.921,0.604,0.305 +Bosnia and Herzegovina,2022,5.872,9.723,0.856,67.350,0.743,0.191,0.933,0.543,0.285 +Bosnia and Herzegovina,2023,6.009,9.759,0.879,67.400,0.847,0.241,0.948,0.579,0.249 +Botswana,2006,4.739,9.495,0.883,48.840,0.824,-0.201,0.723,0.643,0.226 +Botswana,2008,5.451,9.543,0.832,49.720,0.858,-0.167,0.806,0.677,0.218 +Botswana,2010,3.553,9.446,0.866,50.600,0.826,-0.141,0.814,0.617,0.172 +Botswana,2011,3.520,9.492,0.860,51.040,0.813,-0.248,0.816,0.647,0.160 +Botswana,2012,4.836,9.471,0.837,51.480,0.799,-0.197,0.814,0.695,0.171 +Botswana,2013,4.128,9.557,0.856,51.920,0.767,-0.148,0.749,0.671,0.244 +Botswana,2014,4.031,9.593,0.859,52.360,0.791,-0.099,0.743,0.626,0.245 +Botswana,2015,3.762,9.524,0.816,52.800,0.857,-0.108,0.860,0.676,0.261 +Botswana,2016,3.499,9.573,0.768,53.075,0.852,-0.246,0.729,0.657,0.252 +Botswana,2017,3.505,9.593,0.768,53.350,0.817,-0.242,0.731,0.612,0.276 +Botswana,2018,3.461,9.613,0.795,53.625,0.818,-0.248,0.807,0.688,0.267 +Botswana,2019,3.471,9.624,0.774,53.900,0.833,-0.233,0.792,0.665,0.273 +Botswana,2022,3.435,9.650,0.750,54.725,0.739,-0.218,0.831,0.623,0.287 +Botswana,2023,3.332,9.673,0.701,55.000,0.741,-0.264,0.814,0.657,0.247 +Brazil,2005,6.637,9.435,0.883,63.100,0.882,,0.745,0.770,0.302 +Brazil,2007,6.321,9.512,0.886,63.420,0.777,-0.022,0.728,0.775,0.299 +Brazil,2008,6.691,9.552,0.878,63.580,0.782,-0.083,0.688,0.718,0.265 +Brazil,2009,7.001,9.541,0.913,63.740,0.767,-0.061,0.723,0.744,0.274 +Brazil,2010,6.837,9.604,0.906,63.900,0.806,-0.059,0.656,0.726,0.250 +Brazil,2011,7.038,9.634,0.916,64.060,0.834,-0.078,0.662,0.698,0.268 +Brazil,2012,6.660,9.644,0.890,64.220,0.849,,0.623,0.685,0.350 +Brazil,2013,7.140,9.665,0.910,64.380,0.785,-0.100,0.707,0.725,0.276 +Brazil,2014,6.981,9.661,0.898,64.540,0.714,-0.121,0.710,0.718,0.274 +Brazil,2015,6.547,9.617,0.907,64.700,0.799,-0.021,0.771,0.687,0.325 +Brazil,2016,6.375,9.575,0.912,64.875,0.807,-0.106,0.781,0.711,0.302 +Brazil,2017,6.333,9.580,0.905,65.050,0.765,-0.181,0.794,0.669,0.308 +Brazil,2018,6.191,9.590,0.882,65.225,0.751,-0.123,0.763,0.677,0.350 +Brazil,2019,6.451,9.595,0.899,65.400,0.830,-0.068,0.762,0.701,0.337 +Brazil,2020,6.110,9.555,0.831,65.575,0.786,-0.061,0.729,0.653,0.389 +Brazil,2021,6.010,9.598,0.814,65.750,0.792,0.086,0.739,0.662,0.407 +Brazil,2022,6.257,9.622,0.866,65.925,0.830,-0.064,0.742,0.681,0.341 +Brazil,2023,6.553,9.635,0.856,66.100,0.870,-0.036,0.733,0.694,0.313 +Bulgaria,2007,3.844,9.746,0.832,64.780,0.566,-0.146,0.976,0.500,0.226 +Bulgaria,2010,3.912,9.807,0.843,65.200,0.545,-0.153,0.941,0.513,0.238 +Bulgaria,2011,3.875,9.834,0.860,65.340,0.664,-0.236,0.948,0.490,0.271 +Bulgaria,2012,4.222,9.848,0.838,65.480,0.641,-0.181,0.938,0.510,0.237 +Bulgaria,2013,3.993,9.848,0.829,65.620,0.603,-0.199,0.962,0.537,0.278 +Bulgaria,2014,4.438,9.863,0.886,65.760,0.576,-0.062,0.955,0.542,0.236 +Bulgaria,2015,4.865,9.903,0.908,65.900,0.637,-0.207,0.941,0.556,0.214 +Bulgaria,2016,4.838,9.940,0.926,66.000,0.700,-0.177,0.936,0.545,0.172 +Bulgaria,2017,5.097,9.974,0.942,66.100,0.689,-0.160,0.911,0.542,0.189 +Bulgaria,2018,5.099,10.008,0.924,66.200,0.724,-0.182,0.952,0.554,0.189 +Bulgaria,2019,5.108,10.055,0.948,66.300,0.822,-0.115,0.943,0.577,0.200 +Bulgaria,2020,5.598,10.020,0.916,66.400,0.818,-0.012,0.901,0.642,0.221 +Bulgaria,2021,5.422,10.102,0.884,66.500,0.841,-0.018,0.891,0.647,0.253 +Bulgaria,2022,5.378,10.197,0.953,66.600,0.741,-0.152,0.942,0.582,0.165 +Bulgaria,2023,5.590,10.273,0.935,66.700,0.754,-0.131,0.948,0.539,0.192 +Burkina Faso,2006,3.801,7.327,0.796,49.440,0.588,0.026,0.798,0.678,0.266 +Burkina Faso,2007,4.017,7.337,0.771,49.880,0.582,-0.062,0.833,0.609,0.281 +Burkina Faso,2008,3.846,7.364,0.727,50.320,0.612,-0.103,0.887,0.538,0.304 +Burkina Faso,2010,4.036,7.416,0.773,51.200,0.587,-0.038,0.767,0.565,0.217 +Burkina Faso,2011,4.785,7.450,0.710,51.640,0.725,-0.107,0.707,0.578,0.205 +Burkina Faso,2012,3.955,7.482,0.744,52.080,0.622,-0.072,0.726,0.487,0.300 +Burkina Faso,2013,3.326,7.509,0.745,52.520,0.741,-0.018,0.765,0.592,0.287 +Burkina Faso,2014,3.481,7.521,0.742,52.960,0.710,-0.006,0.801,0.604,0.256 +Burkina Faso,2015,4.419,7.530,0.705,53.400,0.659,0.001,0.693,0.555,0.359 +Burkina Faso,2016,4.206,7.558,0.764,53.775,0.645,-0.003,0.721,0.590,0.337 +Burkina Faso,2017,4.647,7.590,0.785,54.150,0.614,-0.066,0.727,0.580,0.354 +Burkina Faso,2018,4.927,7.626,0.665,54.525,0.721,-0.016,0.757,0.656,0.343 +Burkina Faso,2019,4.741,7.654,0.683,54.900,0.678,-0.007,0.729,0.656,0.365 +Burkina Faso,2020,4.640,7.647,0.668,55.275,0.750,0.120,0.809,0.605,0.388 +Burkina Faso,2021,4.636,7.687,0.658,55.650,0.644,0.064,0.736,0.620,0.363 +Burkina Faso,2023,4.462,7.693,0.580,56.400,0.715,0.105,0.650,0.639,0.346 +Burundi,2008,3.563,6.700,0.291,49.660,0.260,-0.022,0.860,0.415,0.253 +Burundi,2009,3.792,6.687,0.326,50.280,0.427,-0.021,0.718,0.607,0.164 +Burundi,2011,3.706,6.694,0.422,51.520,0.490,-0.063,0.677,0.572,0.190 +Burundi,2014,2.905,6.723,0.565,53.380,0.431,-0.059,0.808,0.622,0.251 +Burundi,2018,3.775,6.607,0.485,55.200,0.646,-0.027,0.599,0.636,0.363 +Cambodia,2006,3.569,7.746,0.793,57.640,,0.250,0.829,,0.341 +Cambodia,2007,4.156,7.826,0.675,57.980,0.819,0.111,0.879,,0.320 +Cambodia,2008,4.462,7.874,0.619,58.320,0.914,0.041,0.888,0.600,0.335 +Cambodia,2009,4.111,7.860,0.818,58.660,0.937,0.148,0.965,0.691,0.188 +Cambodia,2010,4.141,7.904,0.697,59.000,0.940,0.345,0.896,0.662,0.422 +Cambodia,2011,4.161,7.957,0.716,59.340,0.927,0.413,0.775,0.637,0.308 +Cambodia,2012,3.899,8.013,0.606,59.680,0.956,0.242,0.890,0.713,0.352 +Cambodia,2013,3.674,8.070,0.651,60.020,0.941,0.159,0.812,0.670,0.440 +Cambodia,2014,3.883,8.125,0.693,60.360,0.938,0.234,0.843,0.682,0.482 +Cambodia,2015,4.162,8.179,0.729,60.700,0.956,0.204,0.825,0.731,0.399 +Cambodia,2016,4.461,8.233,0.746,60.900,0.958,0.070,0.840,0.713,0.398 +Cambodia,2017,4.586,8.287,0.765,61.100,0.964,0.082,0.821,0.669,0.408 +Cambodia,2018,5.122,8.347,0.795,61.300,0.958,0.029,,0.723,0.414 +Cambodia,2019,4.998,8.404,0.759,61.500,0.957,0.007,0.828,0.704,0.390 +Cambodia,2020,4.377,8.361,0.724,61.700,0.963,0.047,0.863,0.771,0.390 +Cambodia,2021,4.555,8.379,0.713,61.900,0.965,0.012,0.844,0.759,0.391 +Cambodia,2022,4.250,8.419,0.784,62.100,0.946,0.151,0.860,0.756,0.388 +Cambodia,2023,4.221,8.462,0.738,62.300,0.961,0.070,0.799,0.683,0.394 +Cameroon,2006,3.851,8.090,0.690,47.840,0.653,-0.020,0.907,0.588,0.271 +Cameroon,2007,4.350,8.104,0.717,48.280,0.644,-0.042,0.910,0.630,0.249 +Cameroon,2008,4.292,8.104,0.697,48.720,0.580,-0.079,0.945,0.613,0.312 +Cameroon,2009,4.741,8.101,0.729,49.160,0.698,-0.027,0.925,0.592,0.250 +Cameroon,2010,4.554,8.101,0.759,49.600,0.792,-0.008,0.875,0.594,0.274 +Cameroon,2011,4.434,8.106,0.738,50.040,0.817,-0.038,0.870,0.608,0.272 +Cameroon,2012,4.245,8.123,0.743,50.480,0.766,-0.041,0.898,0.617,0.284 +Cameroon,2013,4.271,8.144,0.760,50.920,0.794,-0.039,0.867,0.640,0.268 +Cameroon,2014,4.240,8.169,0.778,51.360,0.795,-0.080,0.856,0.604,0.216 +Cameroon,2015,5.038,8.193,0.646,51.800,0.791,0.041,0.868,0.624,0.346 +Cameroon,2016,4.816,8.207,0.659,52.475,0.713,-0.012,0.879,0.635,0.367 +Cameroon,2017,5.074,8.214,0.695,53.150,0.767,-0.036,0.844,0.632,0.377 +Cameroon,2018,5.251,8.225,0.677,53.825,0.816,0.028,0.884,0.630,0.356 +Cameroon,2019,4.937,8.231,0.711,54.500,0.712,-0.015,0.817,0.606,0.326 +Cameroon,2020,5.241,8.207,0.720,55.175,0.675,0.042,0.837,0.626,0.386 +Cameroon,2021,4.963,8.216,0.695,55.850,0.715,-0.029,0.849,0.612,0.347 +Cameroon,2022,4.712,8.225,0.629,56.525,0.675,0.022,0.849,0.586,0.362 +Cameroon,2023,4.946,8.238,0.716,57.200,0.739,-0.028,0.855,0.588,0.356 +Canada,2005,7.418,10.707,0.962,70.500,0.957,0.246,0.503,0.783,0.233 +Canada,2007,7.482,10.734,,70.620,0.930,0.244,0.406,0.812,0.257 +Canada,2008,7.486,10.733,0.939,70.680,0.926,0.256,0.370,0.802,0.202 +Canada,2009,7.488,10.692,0.943,70.740,0.915,0.241,0.413,0.793,0.248 +Canada,2010,7.650,10.711,0.954,70.800,0.934,0.225,0.413,0.791,0.233 +Canada,2011,7.426,10.733,0.922,70.860,0.951,0.247,0.433,0.803,0.248 +Canada,2012,7.415,10.739,0.948,70.920,0.918,0.284,0.466,0.776,0.229 +Canada,2013,7.594,10.752,0.936,70.980,0.916,0.310,0.406,0.801,0.263 +Canada,2014,7.304,10.770,0.918,71.040,0.939,0.264,0.442,0.791,0.259 +Canada,2015,7.413,10.769,0.939,71.100,0.931,0.247,0.427,0.792,0.286 +Canada,2016,7.245,10.768,0.924,71.150,0.912,0.205,0.385,0.768,0.237 +Canada,2017,7.415,10.786,0.934,71.200,0.945,0.157,0.362,0.799,0.218 +Canada,2018,7.175,10.799,0.923,71.250,0.946,0.100,0.372,0.773,0.259 +Canada,2019,7.109,10.803,0.925,71.300,0.912,0.105,0.436,0.781,0.285 +Canada,2020,7.025,10.740,0.931,71.350,0.887,0.043,0.434,0.738,0.307 +Canada,2021,6.939,10.783,0.926,71.400,0.898,0.189,0.384,0.763,0.276 +Canada,2022,6.918,10.799,0.929,71.450,0.838,0.220,0.442,0.719,0.287 +Canada,2023,6.841,10.794,0.902,71.500,0.847,0.196,0.468,0.726,0.304 +Central African Republic,2007,4.160,6.946,0.532,41.480,0.663,0.079,0.782,0.567,0.330 +Central African Republic,2010,3.568,7.031,0.483,42.500,0.690,-0.037,0.845,0.478,0.257 +Central African Republic,2011,3.678,7.057,0.387,42.840,0.780,-0.016,0.834,0.502,0.277 +Central African Republic,2016,2.693,6.707,0.290,44.750,0.624,0.033,0.859,0.551,0.494 +Central African Republic,2017,3.476,6.733,0.320,45.300,0.645,0.074,0.890,0.602,0.599 +Chad,2006,3.435,7.369,0.724,47.080,0.306,0.022,0.961,0.571,0.263 +Chad,2007,4.141,7.368,0.479,47.460,0.295,-0.017,0.874,0.598,0.245 +Chad,2008,4.632,7.363,0.571,47.840,0.527,0.057,0.944,0.569,0.225 +Chad,2009,3.639,7.369,0.646,48.220,0.401,0.016,0.931,0.601,0.221 +Chad,2010,3.743,7.462,0.734,48.600,0.505,0.020,0.858,0.560,0.287 +Chad,2011,4.393,7.428,0.819,48.980,0.540,0.025,0.876,0.579,0.289 +Chad,2012,4.033,7.478,0.673,49.360,0.563,-0.039,0.884,0.498,0.316 +Chad,2013,3.508,7.498,0.714,49.740,0.488,-0.051,0.882,0.437,0.314 +Chad,2014,3.460,7.529,0.733,50.120,0.567,-0.075,0.881,0.524,0.329 +Chad,2015,4.323,7.525,0.751,50.500,0.474,-0.034,0.889,0.593,0.358 +Chad,2016,4.029,7.429,0.616,50.875,0.525,0.047,0.820,0.564,0.468 +Chad,2017,4.559,7.365,0.661,51.250,0.615,0.003,0.792,0.584,0.538 +Chad,2018,4.486,7.355,0.577,51.625,0.650,0.020,0.763,0.532,0.544 +Chad,2019,4.251,7.354,0.640,52.000,0.537,0.051,0.832,0.556,0.460 +Chad,2022,4.397,7.253,0.720,53.125,0.679,0.218,0.805,0.588,0.499 +Chad,2023,4.544,7.254,0.609,53.500,0.586,0.138,0.755,0.541,0.467 +Chile,2006,6.063,9.870,0.836,67.780,0.744,0.161,0.634,0.752,0.348 +Chile,2007,5.698,9.910,0.815,67.960,0.662,0.236,0.723,0.708,0.342 +Chile,2008,5.789,9.938,0.804,68.140,0.640,0.076,0.741,0.706,0.330 +Chile,2009,6.494,9.916,0.832,68.320,0.747,0.141,0.734,0.756,0.300 +Chile,2010,6.636,9.963,0.857,68.500,0.786,0.100,0.702,0.760,0.300 +Chile,2011,6.526,10.013,0.819,68.680,0.701,0.104,0.753,0.758,0.317 +Chile,2012,6.599,10.063,0.855,68.860,0.734,0.186,0.782,0.736,0.288 +Chile,2013,6.740,10.086,0.862,69.040,0.737,0.077,0.741,0.791,0.285 +Chile,2014,6.844,10.094,0.862,69.220,0.733,0.209,0.758,0.800,0.276 +Chile,2015,6.533,10.105,0.827,69.400,0.769,0.032,0.812,0.752,0.333 +Chile,2016,6.579,10.110,0.841,69.550,0.652,0.094,0.858,0.792,0.283 +Chile,2017,6.320,10.108,0.880,69.700,0.790,-0.028,0.836,0.765,0.291 +Chile,2018,6.436,10.130,0.890,69.850,0.789,-0.068,0.816,0.755,0.276 +Chile,2019,5.942,10.119,0.869,70.000,0.659,-0.110,0.860,0.741,0.337 +Chile,2020,6.151,10.042,0.888,70.150,0.781,0.026,0.812,0.753,0.336 +Chile,2021,6.436,10.143,0.891,70.300,0.803,-0.052,0.859,0.735,0.221 +Chile,2022,6.415,10.161,0.887,70.450,0.793,-0.014,0.796,0.775,0.253 +Chile,2023,6.230,10.155,0.874,70.600,0.815,-0.027,0.836,0.779,0.263 +China,2006,4.560,8.696,0.747,65.660,,,,0.658,0.170 +China,2007,4.863,8.824,0.811,65.920,,-0.182,,0.664,0.159 +China,2008,4.846,8.911,0.748,66.180,0.853,-0.098,,0.705,0.147 +China,2009,4.454,8.996,0.798,66.440,0.771,-0.166,,0.670,0.162 +China,2010,4.653,9.092,0.768,66.700,0.805,-0.139,,0.658,0.158 +China,2011,5.037,9.178,0.787,66.960,0.824,-0.192,,0.710,0.134 +China,2012,5.095,9.247,0.788,67.220,0.808,-0.190,,0.689,0.159 +China,2013,5.241,9.315,0.778,67.480,0.805,-0.163,,0.717,0.142 +China,2014,5.196,9.380,0.820,67.740,,-0.222,,0.710,0.112 +China,2015,5.304,9.442,0.794,68.000,,-0.250,,0.667,0.171 +China,2016,5.325,9.503,0.742,68.125,,-0.233,,0.683,0.146 +China,2017,5.099,9.564,0.772,68.250,0.878,-0.180,,0.682,0.214 +China,2018,5.131,9.625,0.788,68.375,0.895,-0.164,,0.722,0.190 +China,2019,5.144,9.679,0.822,68.500,0.927,-0.178,,0.760,0.147 +China,2020,5.771,9.699,0.808,68.625,0.891,-0.109,,0.663,0.245 +China,2021,5.863,9.779,0.856,68.750,0.875,0.020,,0.698,0.240 +China,2023,6.145,9.861,0.797,69.000,0.793,-0.032,,0.708,0.210 +Colombia,2006,6.025,9.277,0.910,66.320,0.805,-0.021,0.808,0.776,0.326 +Colombia,2007,6.138,9.330,0.894,66.540,0.786,-0.046,0.860,0.774,0.287 +Colombia,2008,6.168,9.351,0.880,66.760,0.795,-0.047,0.763,0.768,0.307 +Colombia,2009,6.272,9.351,0.886,66.980,0.757,-0.060,0.837,0.786,0.273 +Colombia,2010,6.408,9.383,0.893,67.200,0.816,-0.055,0.815,0.792,0.265 +Colombia,2011,6.464,9.440,0.904,67.420,0.811,-0.079,0.847,0.785,0.286 +Colombia,2012,6.375,9.468,0.914,67.640,0.828,-0.015,0.868,0.829,0.294 +Colombia,2013,6.607,9.508,0.901,67.860,0.841,-0.076,0.898,0.815,0.278 +Colombia,2014,6.449,9.542,0.907,68.080,0.801,-0.096,0.887,0.825,0.278 +Colombia,2015,6.388,9.562,0.890,68.300,0.791,-0.106,0.843,0.803,0.292 +Colombia,2016,6.234,9.572,0.882,68.475,0.835,-0.106,0.898,0.770,0.294 +Colombia,2017,6.157,9.570,0.909,68.650,0.838,-0.163,0.875,0.790,0.299 +Colombia,2018,5.984,9.577,0.871,68.825,0.851,-0.154,0.855,0.775,0.301 +Colombia,2019,6.350,9.590,0.873,69.000,0.822,-0.177,0.854,0.791,0.322 +Colombia,2020,5.709,9.500,0.797,69.175,0.840,-0.091,0.808,0.759,0.340 +Colombia,2021,5.290,9.593,0.793,69.350,0.775,-0.065,0.831,0.752,0.348 +Colombia,2022,5.892,9.658,0.877,69.525,0.799,-0.164,0.863,0.762,0.306 +Colombia,2023,5.904,9.667,0.833,69.700,0.823,-0.142,0.870,0.754,0.285 +Comoros,2009,3.476,7.999,0.629,56.760,0.508,-0.082,0.838,0.626,0.167 +Comoros,2010,3.812,8.015,0.721,57.000,0.529,-0.003,0.741,0.664,0.178 +Comoros,2011,3.838,8.034,0.722,57.240,0.500,-0.084,0.732,0.622,0.173 +Comoros,2012,3.956,8.044,0.719,57.480,0.534,-0.130,0.651,0.616,0.212 +Comoros,2018,3.973,8.100,0.621,58.725,0.560,0.075,0.794,0.688,0.337 +Comoros,2019,4.609,8.099,0.632,58.900,0.538,0.067,0.762,0.665,0.336 +Comoros,2022,3.545,8.085,0.472,59.425,0.481,-0.018,0.732,0.603,0.352 +Comoros,2023,3.588,8.095,0.483,59.600,0.452,0.004,0.704,0.535,0.405 +Congo (Brazzaville),2008,3.820,8.390,0.555,52.240,0.526,-0.125,,0.603,0.298 +Congo (Brazzaville),2011,4.510,8.502,0.637,53.380,0.745,-0.137,0.833,0.601,0.288 +Congo (Brazzaville),2012,3.919,8.569,0.622,53.760,0.773,-0.144,0.800,0.547,0.323 +Congo (Brazzaville),2013,3.955,8.538,0.680,54.140,0.726,-0.107,0.752,0.599,0.291 +Congo (Brazzaville),2014,4.056,8.579,0.686,54.520,0.662,-0.140,0.808,0.558,0.400 +Congo (Brazzaville),2015,4.691,8.519,0.642,54.900,0.850,-0.129,0.841,0.555,0.261 +Congo (Brazzaville),2016,4.119,8.381,0.615,55.225,0.786,-0.091,0.790,0.586,0.304 +Congo (Brazzaville),2017,4.884,8.312,0.655,55.550,0.778,-0.148,0.763,0.574,0.382 +Congo (Brazzaville),2018,5.490,8.239,0.621,55.875,0.699,-0.105,0.738,0.571,0.448 +Congo (Brazzaville),2019,5.213,8.215,0.625,56.200,0.686,-0.059,0.741,0.594,0.405 +Congo (Brazzaville),2020,5.079,8.127,0.597,56.525,0.761,-0.024,0.728,0.572,0.435 +Congo (Brazzaville),2021,4.921,8.082,0.568,56.850,0.738,-0.023,0.733,0.568,0.420 +Congo (Brazzaville),2022,5.805,8.074,0.646,57.175,0.698,0.025,0.760,0.583,0.477 +Congo (Brazzaville),2023,4.954,8.086,0.561,57.500,0.702,-0.051,0.745,0.585,0.409 +Congo (Kinshasa),2009,3.984,6.699,0.733,49.400,0.556,-0.025,0.824,0.487,0.283 +Congo (Kinshasa),2011,4.517,6.769,0.744,50.400,0.631,-0.028,0.856,0.565,0.208 +Congo (Kinshasa),2012,4.639,6.803,0.770,50.900,0.557,-0.037,0.807,0.626,0.230 +Congo (Kinshasa),2013,4.497,6.851,0.830,51.400,0.480,0.009,0.913,0.556,0.187 +Congo (Kinshasa),2014,4.414,6.907,0.822,51.900,0.556,0.006,0.814,0.519,0.305 +Congo (Kinshasa),2015,3.903,6.940,0.767,52.400,0.574,-0.050,0.866,0.538,0.301 +Congo (Kinshasa),2016,4.522,6.929,0.864,52.825,0.637,-0.027,0.875,0.610,0.222 +Congo (Kinshasa),2017,4.311,6.931,0.670,53.250,0.704,0.066,0.809,0.541,0.404 +Congo (Kinshasa),2022,3.207,7.032,0.654,55.375,0.664,0.080,0.836,0.563,0.461 +Congo (Kinshasa),2023,3.383,7.076,0.572,55.800,0.687,0.152,0.837,0.546,0.497 +Costa Rica,2006,7.082,9.607,0.937,68.560,0.882,0.052,0.798,0.815,0.236 +Costa Rica,2007,7.432,9.672,0.918,68.720,0.923,0.089,0.820,0.826,0.240 +Costa Rica,2008,6.851,9.704,0.916,68.880,0.912,0.087,0.816,0.838,0.233 +Costa Rica,2009,7.615,9.682,0.900,69.040,0.886,0.057,0.787,0.840,0.217 +Costa Rica,2010,7.271,9.721,0.915,69.200,0.881,0.038,0.763,0.827,0.221 +Costa Rica,2011,7.229,9.752,0.892,69.360,0.926,-0.042,0.837,0.794,0.269 +Costa Rica,2012,7.272,9.788,0.902,69.520,0.929,0.037,0.794,0.837,0.263 +Costa Rica,2013,7.158,9.801,0.902,69.680,0.898,0.009,0.813,0.809,0.278 +Costa Rica,2014,7.247,9.824,0.914,69.840,0.927,0.000,0.788,0.797,0.290 +Costa Rica,2015,6.854,9.850,0.878,70.000,0.907,-0.068,0.761,0.811,0.286 +Costa Rica,2016,7.136,9.881,0.901,70.000,0.873,-0.042,0.781,0.830,0.281 +Costa Rica,2017,7.225,9.912,0.922,70.000,0.936,-0.086,0.742,0.791,0.275 +Costa Rica,2018,7.141,9.928,0.876,70.000,0.942,-0.117,0.781,0.802,0.326 +Costa Rica,2019,6.998,9.944,0.906,70.000,0.927,-0.156,0.836,0.791,0.303 +Costa Rica,2020,6.338,9.892,0.834,70.000,0.889,-0.139,0.772,0.759,0.350 +Costa Rica,2021,6.408,9.961,0.876,70.000,0.887,-0.029,0.782,0.774,0.318 +Costa Rica,2022,7.077,9.998,0.902,70.000,0.910,-0.049,0.751,0.793,0.272 +Costa Rica,2023,7.384,10.021,0.875,70.000,0.933,-0.067,0.767,0.806,0.282 +Croatia,2007,5.821,10.174,0.910,66.940,0.662,-0.099,0.934,0.550,0.337 +Croatia,2009,5.433,10.120,0.861,67.180,0.549,-0.278,0.958,0.557,0.272 +Croatia,2010,5.596,10.110,0.796,67.300,0.564,-0.244,0.973,0.554,0.259 +Croatia,2011,5.385,10.113,0.790,67.420,0.517,-0.205,0.977,0.552,0.273 +Croatia,2012,6.028,10.092,0.776,67.540,0.542,-0.250,0.924,0.572,0.271 +Croatia,2013,5.885,10.091,0.751,67.660,0.627,-0.211,0.936,0.554,0.285 +Croatia,2014,5.381,10.091,0.646,67.780,0.519,0.125,0.918,0.545,0.286 +Croatia,2015,5.205,10.124,0.768,67.900,0.694,-0.104,0.849,0.570,0.294 +Croatia,2016,5.417,10.166,0.798,68.075,0.672,-0.072,0.884,0.569,0.337 +Croatia,2017,5.343,10.211,0.770,68.250,0.716,-0.112,0.892,0.618,0.316 +Croatia,2018,5.536,10.248,0.910,68.425,0.691,-0.158,0.925,0.512,0.290 +Croatia,2019,5.626,10.287,0.936,68.600,0.739,-0.145,0.932,0.504,0.269 +Croatia,2020,6.508,10.202,0.923,68.775,0.837,-0.071,0.961,0.681,0.286 +Croatia,2021,6.287,10.367,0.918,68.950,0.842,0.001,0.934,0.640,0.274 +Croatia,2022,5.579,10.435,0.910,69.125,0.593,-0.213,0.875,0.573,0.267 +Croatia,2023,5.958,10.462,0.909,69.300,0.573,-0.205,0.810,0.610,0.230 +Cuba,2006,5.418,,0.970,68.000,0.281,,,0.596,0.277 +Cyprus,2006,6.238,10.567,0.878,70.160,0.836,0.012,0.712,0.704,0.253 +Cyprus,2009,6.833,10.559,0.812,70.640,0.775,0.048,0.801,0.668,0.329 +Cyprus,2010,6.387,10.556,0.822,70.800,0.755,0.066,0.833,0.699,0.296 +Cyprus,2011,6.690,10.534,0.844,70.960,0.745,0.173,0.841,0.682,0.272 +Cyprus,2012,6.181,10.484,0.767,71.120,0.725,0.092,0.871,0.687,0.369 +Cyprus,2013,5.439,10.418,0.744,71.280,0.656,0.096,0.867,0.657,0.420 +Cyprus,2014,5.627,10.411,0.770,71.440,0.715,0.054,0.868,0.661,0.397 +Cyprus,2015,5.439,10.451,0.770,71.600,0.628,0.107,0.893,0.660,0.383 +Cyprus,2016,5.795,10.510,0.786,71.800,0.756,-0.036,0.898,0.631,0.336 +Cyprus,2017,6.062,10.556,0.819,72.000,0.812,0.036,0.851,0.670,0.301 +Cyprus,2018,6.276,10.599,0.826,72.200,0.794,-0.031,0.848,0.663,0.298 +Cyprus,2019,6.137,10.639,0.776,72.400,0.740,-0.018,0.865,0.663,0.290 +Cyprus,2020,6.260,10.583,0.806,72.600,0.763,-0.086,0.816,0.671,0.284 +Cyprus,2021,6.269,10.638,0.855,72.800,0.718,-0.038,0.876,0.641,0.275 +Cyprus,2022,5.865,10.683,0.820,73.000,0.698,0.008,0.887,0.659,0.297 +Cyprus,2023,6.071,,0.803,73.200,0.730,,0.840,0.682,0.297 +Czechia,2005,6.439,10.322,0.919,67.100,0.865,,0.901,0.639,0.258 +Czechia,2007,6.500,10.433,0.900,67.340,0.799,-0.069,0.928,0.660,0.277 +Czechia,2010,6.250,10.419,0.934,67.700,0.779,-0.048,0.926,0.648,0.244 +Czechia,2011,6.331,10.434,0.914,67.820,0.787,-0.112,0.950,0.623,0.253 +Czechia,2012,6.334,10.425,0.912,67.940,0.740,-0.160,0.957,0.635,0.257 +Czechia,2013,6.698,10.424,0.888,68.060,0.726,-0.162,0.916,0.656,0.253 +Czechia,2014,6.484,10.445,0.878,68.180,0.800,-0.174,0.897,0.638,0.235 +Czechia,2015,6.608,10.496,0.911,68.300,0.808,-0.152,0.886,0.689,0.206 +Czechia,2016,6.736,10.519,0.931,68.425,0.850,-0.204,0.900,0.710,0.201 +Czechia,2017,6.790,10.567,0.901,68.550,0.832,-0.183,0.867,0.672,0.227 +Czechia,2018,7.034,10.595,0.929,68.675,0.790,-0.299,0.851,0.674,0.178 +Czechia,2020,6.897,10.562,0.964,68.925,0.906,-0.135,0.884,0.748,0.290 +Czechia,2021,6.942,10.615,0.950,69.050,0.891,0.157,0.863,0.716,0.240 +Czechia,2022,6.695,10.637,0.944,69.175,0.908,0.093,0.831,0.743,0.246 +Czechia,2023,6.827,10.639,0.927,69.300,0.906,0.025,0.832,0.750,0.254 +Denmark,2005,8.019,10.849,0.972,68.300,0.971,,0.237,0.777,0.154 +Denmark,2007,7.834,10.889,0.954,68.740,0.932,0.234,0.206,0.778,0.194 +Denmark,2008,7.971,10.878,0.954,68.960,0.970,0.266,0.248,0.759,0.163 +Denmark,2009,7.683,10.822,0.939,69.180,0.949,0.258,0.206,0.782,0.234 +Denmark,2010,7.771,10.836,0.975,69.400,0.944,0.237,0.175,0.796,0.155 +Denmark,2011,7.788,10.845,0.962,69.620,0.935,0.292,0.220,0.778,0.175 +Denmark,2012,7.520,10.844,0.951,69.840,0.933,0.133,0.187,0.783,0.209 +Denmark,2013,7.589,10.849,0.965,70.060,0.920,0.209,0.170,0.826,0.195 +Denmark,2014,7.508,10.860,0.956,70.280,0.942,0.112,0.237,0.780,0.233 +Denmark,2015,7.514,10.876,0.960,70.500,0.941,0.216,0.191,0.801,0.218 +Denmark,2016,7.558,10.900,0.954,70.625,0.948,0.132,0.210,0.786,0.208 +Denmark,2017,7.594,10.922,0.952,70.750,0.955,0.149,0.181,0.779,0.206 +Denmark,2018,7.649,10.936,0.958,70.875,0.935,0.012,0.151,0.773,0.206 +Denmark,2019,7.693,10.948,0.958,71.000,0.963,0.015,0.174,0.797,0.181 +Denmark,2020,7.515,10.924,0.947,71.125,0.938,0.045,0.214,0.753,0.227 +Denmark,2021,7.699,10.968,0.945,71.250,0.933,0.130,0.173,0.792,0.206 +Denmark,2022,7.545,10.997,0.970,71.375,0.930,0.222,0.203,0.787,0.205 +Denmark,2023,7.504,10.996,0.916,71.500,0.923,0.089,0.184,0.757,0.229 +Djibouti,2008,5.009,8.115,0.690,53.640,0.773,0.123,0.576,0.740,0.120 +Djibouti,2009,4.906,8.014,0.901,54.120,0.649,-0.007,0.634,0.630,0.232 +Djibouti,2010,5.006,7.934,,54.600,0.764,-0.072,0.597,, +Djibouti,2011,4.369,8.150,0.633,55.080,0.746,-0.082,0.519,0.543,0.181 +Dominican Republic,2006,5.088,9.306,0.919,65.360,0.858,0.033,0.755,0.733,0.274 +Dominican Republic,2007,5.081,9.365,0.848,65.120,0.886,-0.013,0.772,0.723,0.260 +Dominican Republic,2008,4.842,9.384,0.850,64.880,0.848,-0.050,0.728,0.654,0.329 +Dominican Republic,2009,5.432,9.381,0.878,64.640,0.863,-0.058,0.806,0.709,0.280 +Dominican Republic,2010,4.735,9.448,0.860,64.400,0.824,-0.080,0.780,0.707,0.282 +Dominican Republic,2011,5.397,9.465,0.872,64.160,0.848,0.009,0.788,0.738,0.300 +Dominican Republic,2012,4.753,9.479,0.879,63.920,0.840,-0.067,0.727,0.725,0.297 +Dominican Republic,2013,5.016,9.515,0.878,63.680,0.889,0.016,0.752,0.766,0.295 +Dominican Republic,2014,5.387,9.570,0.891,63.440,0.905,-0.025,0.760,0.772,0.300 +Dominican Republic,2015,5.062,9.625,0.893,63.200,0.856,-0.070,0.755,0.695,0.295 +Dominican Republic,2016,5.239,9.678,0.895,63.400,0.873,-0.085,0.737,0.725,0.278 +Dominican Republic,2017,5.605,9.713,0.894,63.600,0.855,-0.126,0.760,0.710,0.275 +Dominican Republic,2018,5.433,9.769,0.862,63.800,0.867,-0.155,0.762,0.719,0.291 +Dominican Republic,2019,6.004,9.808,0.884,64.000,0.877,-0.127,0.746,0.747,0.264 +Dominican Republic,2020,5.168,9.727,0.806,64.200,0.835,-0.128,0.636,0.724,0.314 +Dominican Republic,2021,6.031,9.832,0.857,64.400,0.859,-0.088,0.677,0.734,0.275 +Dominican Republic,2022,5.518,9.870,0.820,64.600,0.853,-0.086,0.656,0.723,0.306 +Dominican Republic,2023,5.921,9.900,0.860,64.800,0.867,-0.107,0.667,0.730,0.256 +Ecuador,2006,5.024,9.189,0.910,64.440,0.671,-0.097,0.901,0.785,0.357 +Ecuador,2007,4.996,9.194,0.839,64.780,0.670,-0.069,0.830,0.803,0.286 +Ecuador,2008,5.297,9.238,0.829,65.120,0.640,-0.100,0.801,0.811,0.283 +Ecuador,2009,6.022,9.227,0.779,65.460,0.737,-0.114,0.774,0.796,0.256 +Ecuador,2010,5.838,9.245,0.839,65.800,0.723,-0.069,0.806,0.771,0.220 +Ecuador,2011,5.795,9.305,0.818,66.140,0.788,-0.161,0.702,0.806,0.271 +Ecuador,2012,5.961,9.343,0.785,66.480,0.825,-0.089,0.730,0.767,0.333 +Ecuador,2013,6.019,9.376,0.801,66.820,0.787,-0.196,0.646,0.824,0.267 +Ecuador,2014,5.946,9.399,0.831,67.160,0.719,-0.173,0.661,0.841,0.306 +Ecuador,2015,5.964,9.385,0.856,67.500,0.801,-0.120,0.666,0.816,0.323 +Ecuador,2016,6.115,9.358,0.842,67.750,0.846,-0.021,0.774,0.807,0.365 +Ecuador,2017,5.840,9.366,0.849,68.000,0.879,-0.173,0.734,0.793,0.314 +Ecuador,2018,6.128,9.359,0.851,68.250,0.869,-0.105,0.831,0.817,0.328 +Ecuador,2019,5.809,9.341,0.808,68.500,0.830,-0.121,0.839,0.750,0.374 +Ecuador,2020,5.354,9.245,0.804,68.750,0.829,-0.163,0.855,0.755,0.416 +Ecuador,2021,5.435,9.275,0.786,69.000,0.821,-0.086,0.775,0.742,0.403 +Ecuador,2022,5.887,9.293,0.825,69.250,0.759,-0.083,0.866,0.777,0.356 +Ecuador,2023,5.852,9.307,0.782,69.500,0.731,-0.106,0.840,0.763,0.359 +Egypt,2005,5.168,9.042,0.848,61.400,0.817,,,0.689,0.346 +Egypt,2007,5.541,9.138,0.686,61.520,0.609,-0.126,,0.600,0.355 +Egypt,2008,4.632,9.187,0.738,61.580,,-0.093,0.914,0.627,0.301 +Egypt,2009,5.066,9.213,0.744,61.640,0.611,-0.105,0.801,0.549,0.339 +Egypt,2010,4.669,9.243,0.769,61.700,0.486,-0.081,0.826,0.491,0.276 +Egypt,2011,4.174,9.239,0.753,61.760,0.590,-0.157,0.859,0.456,0.353 +Egypt,2012,4.204,9.238,0.737,61.820,0.452,-0.143,0.880,0.458,0.398 +Egypt,2013,3.559,9.236,0.675,61.880,0.474,-0.147,0.913,0.487,0.483 +Egypt,2014,4.885,9.242,0.619,61.940,0.578,-0.132,0.749,0.477,0.327 +Egypt,2015,4.763,9.262,0.730,62.000,0.659,-0.094,0.684,0.554,0.344 +Egypt,2016,4.557,9.284,0.809,62.250,0.656,-0.147,0.818,0.538,0.370 +Egypt,2017,3.929,9.305,0.638,62.500,0.593,-0.158,,0.458,0.414 +Egypt,2018,4.005,9.338,0.759,62.750,0.682,-0.221,,0.407,0.285 +Egypt,2019,4.328,9.374,0.772,63.000,0.774,-0.204,,0.420,0.313 +Egypt,2020,4.472,9.392,0.673,63.250,0.770,-0.119,,0.543,0.442 +Egypt,2021,4.026,9.408,0.717,63.500,0.704,-0.233,0.580,0.387,0.325 +Egypt,2022,4.024,9.456,0.769,63.750,0.733,-0.214,,0.486,0.307 +Egypt,2023,3.881,9.480,0.730,64.000,0.625,-0.210,,0.436,0.352 +El Salvador,2006,5.701,8.885,0.878,65.120,0.683,-0.062,0.807,0.813,0.233 +El Salvador,2007,5.296,8.902,0.717,64.940,0.639,-0.021,0.785,0.833,0.220 +El Salvador,2008,5.191,8.919,0.747,64.760,0.636,-0.084,0.735,0.827,0.232 +El Salvador,2009,6.839,8.894,0.734,64.580,0.671,-0.110,0.648,0.841,0.243 +El Salvador,2010,6.740,8.911,0.757,64.400,0.669,-0.070,0.694,0.823,0.302 +El Salvador,2011,4.741,8.945,0.731,64.220,0.747,-0.133,0.707,0.830,0.336 +El Salvador,2012,5.934,8.968,0.806,64.040,0.683,-0.161,0.786,0.784,0.365 +El Salvador,2013,6.325,8.987,0.827,63.860,0.716,-0.156,0.772,0.801,0.317 +El Salvador,2014,5.857,9.000,0.798,63.680,0.778,-0.201,0.781,0.801,0.330 +El Salvador,2015,6.018,9.020,0.791,63.500,0.733,-0.163,0.805,0.816,0.333 +El Salvador,2016,6.140,9.042,0.794,63.850,0.800,-0.192,0.797,0.742,0.346 +El Salvador,2017,6.339,9.062,0.829,64.200,0.758,-0.179,0.778,0.800,0.268 +El Salvador,2018,6.241,9.084,0.820,64.550,0.863,-0.102,0.801,0.817,0.270 +El Salvador,2019,6.455,9.108,0.764,64.900,0.877,-0.116,0.682,0.826,0.271 +El Salvador,2020,5.462,9.023,0.696,65.250,0.924,-0.132,0.583,0.811,0.329 +El Salvador,2021,6.431,9.126,0.796,65.600,0.915,-0.085,0.663,0.826,0.290 +El Salvador,2022,6.492,9.148,0.772,65.950,0.914,-0.116,0.621,0.823,0.296 +El Salvador,2023,6.482,9.167,0.744,66.300,0.942,-0.104,0.496,0.812,0.318 +Estonia,2006,5.371,10.269,0.910,65.780,0.749,-0.270,0.797,0.589,0.215 +Estonia,2007,5.332,10.346,0.896,66.060,0.712,-0.252,0.743,0.589,0.176 +Estonia,2008,5.452,10.296,0.904,66.340,0.642,-0.223,0.663,0.595,0.218 +Estonia,2009,5.138,10.140,0.874,66.620,0.611,-0.235,0.793,0.591,0.243 +Estonia,2011,5.487,10.240,0.909,67.180,0.735,-0.173,0.687,0.641,0.205 +Estonia,2012,5.364,10.275,0.889,67.460,0.697,-0.197,0.793,0.627,0.199 +Estonia,2013,5.367,10.293,0.901,67.740,0.754,-0.206,0.726,0.651,0.199 +Estonia,2014,5.556,10.325,0.917,68.020,0.773,-0.158,0.652,0.620,0.203 +Estonia,2015,5.629,10.343,0.918,68.300,0.815,-0.169,0.569,0.649,0.183 +Estonia,2016,5.650,10.374,0.938,68.525,0.843,-0.155,0.639,0.657,0.177 +Estonia,2017,5.938,10.429,0.936,68.750,0.862,-0.107,0.668,0.740,0.160 +Estonia,2018,6.091,10.463,0.933,68.975,0.886,-0.147,0.621,0.730,0.163 +Estonia,2019,6.035,10.496,0.934,69.200,0.887,-0.101,0.576,0.738,0.156 +Estonia,2020,6.453,10.488,0.958,69.425,0.954,-0.090,0.398,0.762,0.188 +Estonia,2021,6.554,10.564,0.946,69.650,0.926,0.046,0.441,0.761,0.176 +Estonia,2022,6.357,10.541,0.933,69.875,0.904,0.136,0.390,0.767,0.187 +Estonia,2023,6.430,10.517,0.958,70.100,0.915,0.032,0.334,0.765,0.182 +Eswatini,2011,4.867,8.902,0.837,42.500,0.607,-0.069,0.917,0.756,0.251 +Eswatini,2018,4.212,9.029,0.779,49.300,0.710,-0.182,0.692,0.739,0.252 +Eswatini,2019,4.396,9.048,0.759,50.100,0.597,-0.195,0.724,0.726,0.280 +Eswatini,2022,3.502,9.119,0.712,52.500,0.539,-0.149,0.774,0.661,0.394 +Ethiopia,2012,4.561,7.252,0.659,56.320,0.776,-0.047,,0.556,0.137 +Ethiopia,2013,4.445,7.325,0.602,56.980,0.707,-0.011,0.750,0.570,0.213 +Ethiopia,2014,4.507,7.396,0.640,57.640,0.694,0.076,0.702,0.644,0.303 +Ethiopia,2015,4.573,7.468,0.626,58.300,0.803,0.109,0.567,0.623,0.237 +Ethiopia,2016,4.298,7.531,0.719,58.700,0.744,0.035,0.703,0.627,0.254 +Ethiopia,2017,4.180,7.595,0.734,59.100,0.717,-0.002,0.757,0.514,0.304 +Ethiopia,2018,4.379,7.634,0.740,59.500,0.740,0.036,0.799,0.562,0.272 +Ethiopia,2019,4.100,7.688,0.748,59.900,0.754,0.049,0.732,0.519,0.283 +Ethiopia,2020,4.549,7.720,0.823,60.300,0.769,0.183,0.784,0.615,0.252 +Ethiopia,2022,3.628,7.775,0.740,61.100,0.674,0.357,0.793,0.560,0.335 +Ethiopia,2023,4.093,7.809,0.670,61.500,0.631,0.212,0.800,0.538,0.299 +Finland,2006,7.672,10.745,0.965,68.720,0.969,-0.011,0.132,0.683,0.172 +Finland,2008,7.671,10.796,0.951,69.160,0.934,0.022,0.217,0.691,0.144 +Finland,2010,7.393,10.734,0.935,69.600,0.916,0.085,0.413,0.758,0.202 +Finland,2011,7.354,10.754,0.938,69.820,0.936,0.095,0.320,0.709,0.205 +Finland,2012,7.420,10.735,0.928,70.040,0.921,-0.007,0.361,0.742,0.202 +Finland,2013,7.445,10.722,0.941,70.260,0.919,0.034,0.306,0.752,0.195 +Finland,2014,7.385,10.714,0.952,70.480,0.933,-0.007,0.265,0.766,0.199 +Finland,2015,7.448,10.716,0.948,70.700,0.930,0.105,0.223,0.736,0.191 +Finland,2016,7.660,10.741,0.954,70.775,0.948,-0.033,0.250,0.769,0.182 +Finland,2017,7.788,10.770,0.964,70.850,0.962,-0.008,0.192,0.756,0.176 +Finland,2018,7.858,10.780,0.962,70.925,0.938,-0.133,0.199,0.749,0.182 +Finland,2019,7.780,10.791,0.937,71.000,0.948,-0.058,0.195,0.732,0.181 +Finland,2020,7.889,10.766,0.962,71.075,0.962,-0.123,0.164,0.748,0.193 +Finland,2021,7.794,10.794,0.970,71.150,0.963,-0.039,0.192,0.752,0.175 +Finland,2022,7.729,10.811,0.974,71.225,0.959,0.101,0.190,0.741,0.191 +Finland,2023,7.699,10.808,0.947,71.300,0.943,-0.001,0.185,0.717,0.173 +France,2005,7.093,10.637,0.940,70.700,0.895,,0.688,0.681,0.225 +France,2006,6.583,10.654,0.944,70.800,0.789,0.120,0.699,0.694,0.289 +France,2008,7.008,10.669,0.935,71.000,0.833,-0.037,0.669,0.702,0.281 +France,2009,6.283,10.635,0.918,71.100,0.798,-0.088,0.654,0.691,0.303 +France,2010,6.798,10.649,0.943,71.200,0.850,-0.109,0.623,0.729,0.261 +France,2011,6.959,10.666,0.921,71.300,0.903,-0.108,0.627,0.718,0.281 +France,2012,6.649,10.664,0.937,71.400,0.841,-0.155,0.608,0.705,0.253 +France,2013,6.667,10.665,0.908,71.500,0.878,-0.130,0.699,0.741,0.205 +France,2014,6.467,10.669,0.878,71.600,0.803,-0.124,0.656,0.759,0.216 +France,2015,6.358,10.677,0.896,71.700,0.817,-0.145,0.641,0.740,0.215 +France,2016,6.475,10.685,0.885,71.800,0.787,-0.097,0.623,0.715,0.270 +France,2017,6.635,10.705,0.931,71.900,0.834,-0.129,0.601,0.716,0.242 +France,2018,6.666,10.720,0.921,72.000,0.816,-0.143,0.582,0.705,0.282 +France,2019,6.690,10.735,0.958,72.100,0.827,-0.139,0.568,0.693,0.250 +France,2020,6.714,10.651,0.947,72.200,0.823,-0.176,0.565,0.690,0.231 +France,2021,6.656,10.714,0.915,72.300,0.837,-0.104,0.561,0.685,0.268 +France,2022,6.614,10.737,0.866,72.400,0.798,-0.027,0.533,0.688,0.249 +France,2023,6.557,10.742,0.850,72.500,0.776,0.010,0.558,0.676,0.228 +Gabon,2011,4.255,9.557,0.653,54.460,0.772,-0.213,0.851,0.564,0.264 +Gabon,2012,3.972,9.573,0.736,54.920,0.566,-0.197,0.810,0.504,0.266 +Gabon,2013,3.800,9.593,0.733,55.380,0.682,-0.148,0.780,0.519,0.287 +Gabon,2014,3.918,9.601,0.829,55.840,0.607,-0.201,0.782,0.533,0.293 +Gabon,2015,4.661,9.609,0.756,56.300,0.671,-0.196,0.867,0.600,0.372 +Gabon,2016,4.832,9.601,0.780,56.625,0.699,-0.207,0.817,0.625,0.432 +Gabon,2017,4.782,9.580,0.807,56.950,0.652,-0.231,0.868,0.638,0.446 +Gabon,2018,4.783,9.565,0.785,57.275,0.719,-0.200,0.823,0.614,0.418 +Gabon,2019,4.914,9.580,0.763,57.600,0.736,-0.206,0.846,0.638,0.413 +Gabon,2020,4.887,9.540,0.701,57.925,0.528,-0.194,0.789,0.568,0.416 +Gabon,2021,5.075,9.533,0.754,58.250,0.699,-0.207,0.766,0.620,0.362 +Gabon,2022,5.140,9.543,0.775,58.575,0.699,-0.167,0.803,0.661,0.414 +Gabon,2023,5.104,9.554,0.735,58.900,0.722,-0.160,0.822,0.620,0.424 +Gambia,2017,4.118,7.564,0.697,56.400,0.812,0.111,0.572,0.770,0.277 +Gambia,2018,4.922,7.607,0.685,56.700,0.719,0.440,0.691,0.759,0.379 +Gambia,2019,5.164,7.642,0.694,57.000,0.677,0.409,0.798,0.718,0.401 +Gambia,2022,4.279,7.662,0.588,57.900,0.599,0.360,0.884,0.722,0.438 +Gambia,2023,4.691,7.686,0.651,58.200,0.727,0.430,0.852,0.719,0.291 +Georgia,2006,3.675,8.993,0.647,63.300,0.553,-0.273,0.752,0.353,0.269 +Georgia,2007,3.707,9.117,0.548,63.400,0.464,-0.272,0.697,0.351,0.236 +Georgia,2008,4.156,9.144,0.608,63.500,0.614,-0.230,0.498,0.371,0.262 +Georgia,2009,3.801,9.116,0.544,63.600,0.495,-0.238,0.535,0.391,0.242 +Georgia,2010,4.102,9.184,0.540,63.700,0.558,-0.253,0.460,0.402,0.243 +Georgia,2011,4.203,9.263,0.503,63.800,0.632,-0.260,0.353,0.421,0.247 +Georgia,2012,4.254,9.332,0.533,63.900,0.659,-0.275,0.321,0.443,0.250 +Georgia,2013,4.349,9.371,0.559,64.000,0.722,-0.260,0.349,0.467,0.200 +Georgia,2014,4.288,9.414,0.558,64.100,0.720,-0.239,0.416,0.458,0.204 +Georgia,2015,4.122,9.442,0.517,64.200,0.640,-0.210,0.502,0.448,0.233 +Georgia,2016,4.448,9.470,0.533,64.325,0.606,-0.255,0.561,0.475,0.223 +Georgia,2017,4.451,9.517,0.590,64.450,0.821,-0.250,0.590,0.496,0.210 +Georgia,2018,4.659,9.565,0.617,64.575,0.775,-0.238,0.755,0.479,0.244 +Georgia,2019,4.892,9.615,0.675,64.700,0.811,-0.265,0.647,0.503,0.244 +Georgia,2020,5.123,9.544,0.718,64.825,0.764,-0.225,0.583,0.573,0.295 +Georgia,2021,4.911,9.648,0.671,64.950,0.777,-0.290,0.723,0.510,0.240 +Georgia,2022,5.293,9.743,0.754,65.075,0.821,-0.255,0.655,0.503,0.233 +Georgia,2023,5.351,9.785,0.779,65.200,0.877,-0.268,0.706,0.542,0.231 +Germany,2005,6.620,10.691,0.963,69.900,0.847,,0.781,0.685,0.197 +Germany,2007,6.417,10.760,0.926,69.940,0.801,0.161,0.792,0.647,0.231 +Germany,2008,6.522,10.771,0.923,69.960,0.766,,0.758,0.672,0.220 +Germany,2009,6.641,10.715,0.935,69.980,0.844,0.121,0.690,0.684,0.206 +Germany,2010,6.725,10.758,0.939,70.000,0.843,0.089,0.688,0.698,0.182 +Germany,2011,6.621,10.815,0.947,70.020,0.906,0.027,0.677,0.686,0.165 +Germany,2012,6.702,10.817,0.926,70.040,0.904,0.065,0.679,0.699,0.170 +Germany,2013,6.965,10.819,0.931,70.060,0.894,0.018,0.566,0.693,0.205 +Germany,2014,6.984,10.837,0.938,70.080,0.899,0.082,0.474,0.739,0.188 +Germany,2015,7.037,10.843,0.926,70.100,0.889,0.172,0.412,0.722,0.203 +Germany,2016,6.874,10.857,0.906,70.300,0.871,0.142,0.446,0.709,0.187 +Germany,2017,7.074,10.879,0.892,70.500,0.841,0.139,0.414,0.707,0.196 +Germany,2018,7.118,10.886,0.920,70.700,0.877,0.028,0.496,0.740,0.243 +Germany,2019,7.035,10.894,0.886,70.900,0.885,0.051,0.462,0.712,0.226 +Germany,2020,7.312,10.856,0.905,71.100,0.864,-0.068,0.424,0.698,0.206 +Germany,2021,6.755,10.881,0.868,71.300,0.778,0.074,0.418,0.703,0.251 +Germany,2022,6.608,10.889,0.916,71.500,0.895,0.080,0.417,0.668,0.201 +Germany,2023,6.792,10.878,0.895,71.700,0.845,0.106,0.460,0.706,0.231 +Ghana,2006,4.535,8.067,0.728,52.540,0.849,0.208,0.814,0.637,0.198 +Ghana,2007,5.220,8.084,0.730,52.980,0.891,0.133,0.771,0.658,0.217 +Ghana,2008,4.965,8.145,0.622,53.420,0.838,0.115,0.863,0.674,0.172 +Ghana,2009,4.198,8.167,0.633,53.860,0.757,0.000,0.890,0.714,0.198 +Ghana,2010,4.606,8.219,0.739,54.300,0.891,0.069,0.875,0.693,0.184 +Ghana,2011,5.608,8.326,0.724,54.740,0.852,0.006,0.790,0.658,0.209 +Ghana,2012,5.057,8.390,0.685,55.180,0.679,0.035,0.898,0.709,0.152 +Ghana,2013,4.965,8.436,0.676,55.620,0.794,-0.070,0.880,0.660,0.211 +Ghana,2014,3.860,8.440,0.651,56.060,0.677,-0.004,0.913,0.682,0.280 +Ghana,2015,3.986,8.437,0.687,56.500,0.852,-0.043,0.945,0.675,0.265 +Ghana,2016,4.514,8.447,0.647,56.875,0.751,0.085,0.894,0.659,0.305 +Ghana,2017,5.481,8.503,0.669,57.250,0.783,0.074,0.839,0.715,0.248 +Ghana,2018,5.004,8.542,0.761,57.625,0.817,0.058,0.846,0.716,0.250 +Ghana,2019,4.967,8.584,0.746,58.000,0.787,0.111,0.857,0.645,0.270 +Ghana,2020,5.319,8.569,0.643,58.375,0.824,0.196,0.847,0.675,0.253 +Ghana,2021,4.378,8.601,0.633,58.750,0.730,0.105,0.888,0.588,0.295 +Ghana,2022,4.191,8.613,0.628,59.125,0.786,0.114,0.909,0.620,0.292 +Ghana,2023,4.298,8.610,0.661,59.500,0.834,0.093,0.892,0.638,0.254 +Greece,2005,6.006,10.454,0.837,69.600,0.734,,0.861,0.598,0.264 +Greece,2007,6.647,10.535,0.808,69.760,0.575,-0.196,0.845,0.629,0.222 +Greece,2009,6.039,10.483,0.793,69.920,0.443,-0.298,0.959,0.614,0.254 +Greece,2010,5.840,10.425,0.868,70.000,0.484,-0.308,0.954,0.581,0.292 +Greece,2011,5.372,10.320,0.852,70.080,0.528,-0.321,0.941,0.552,0.323 +Greece,2012,5.096,10.251,0.812,70.160,0.373,-0.310,0.959,0.544,0.352 +Greece,2013,4.720,10.233,0.687,70.240,0.426,-0.277,0.941,0.571,0.482 +Greece,2014,4.756,10.245,0.832,70.320,0.369,-0.293,0.930,0.597,0.385 +Greece,2015,5.623,10.249,0.835,70.400,0.532,-0.277,0.824,0.637,0.277 +Greece,2016,5.303,10.248,0.803,70.525,0.482,-0.265,0.898,0.594,0.336 +Greece,2017,5.148,10.261,0.753,70.650,0.438,-0.295,0.872,0.516,0.333 +Greece,2018,5.409,10.280,0.794,70.775,0.564,-0.340,0.860,0.564,0.255 +Greece,2019,5.952,10.300,0.891,70.900,0.614,-0.293,0.848,0.560,0.236 +Greece,2020,5.788,10.207,0.779,71.025,0.565,-0.246,0.764,0.629,0.322 +Greece,2021,6.104,10.294,0.850,71.150,0.574,-0.161,0.752,0.624,0.311 +Greece,2022,5.900,10.358,0.875,71.275,0.563,-0.318,0.874,0.589,0.183 +Greece,2023,5.796,10.387,0.818,71.400,0.589,-0.223,0.805,0.608,0.311 +Guatemala,2006,5.901,8.850,0.830,58.980,0.663,0.167,0.706,0.789,0.287 +Guatemala,2007,6.330,8.891,0.866,59.260,0.628,0.130,0.810,0.790,0.224 +Guatemala,2008,6.414,8.905,0.866,59.540,0.630,0.200,0.796,0.800,0.234 +Guatemala,2009,6.452,8.890,0.834,59.820,0.643,0.191,0.755,0.814,0.240 +Guatemala,2010,6.290,8.901,0.859,60.100,0.696,0.161,0.795,0.805,0.236 +Guatemala,2011,5.743,8.923,0.768,60.380,0.763,0.003,0.863,0.792,0.289 +Guatemala,2012,5.856,8.935,0.802,60.660,0.865,0.015,0.821,0.808,0.349 +Guatemala,2013,5.985,8.953,0.830,60.940,0.884,0.039,0.817,0.822,0.333 +Guatemala,2014,6.536,8.980,0.834,61.220,0.843,0.102,0.804,0.816,0.305 +Guatemala,2015,6.465,9.003,0.823,61.500,0.869,0.046,0.822,0.826,0.311 +Guatemala,2016,6.359,9.013,0.811,61.700,0.863,0.006,0.812,0.815,0.321 +Guatemala,2017,6.325,9.027,0.826,61.900,0.915,-0.064,0.800,0.819,0.308 +Guatemala,2018,6.627,9.044,0.841,62.100,0.910,-0.016,0.765,0.827,0.262 +Guatemala,2019,6.262,9.068,0.774,62.300,0.901,-0.068,0.773,0.820,0.311 +Guatemala,2022,6.150,9.123,0.806,62.900,0.856,-0.060,0.835,0.835,0.263 +Guatemala,2023,6.421,9.140,0.796,63.100,0.873,-0.049,0.812,0.843,0.303 +Guinea,2011,4.045,7.556,0.598,51.020,0.797,0.036,0.743,0.670,0.260 +Guinea,2012,3.652,7.589,0.542,51.140,0.646,-0.003,0.794,0.657,0.285 +Guinea,2013,3.902,7.604,0.567,51.260,0.693,0.087,0.815,0.606,0.348 +Guinea,2014,3.412,7.615,0.638,51.380,0.684,0.002,0.705,0.643,0.351 +Guinea,2015,3.505,7.627,0.579,51.500,0.666,0.003,0.762,0.658,0.268 +Guinea,2016,3.603,7.704,0.675,51.950,0.726,-0.060,0.803,0.676,0.374 +Guinea,2017,4.874,7.776,0.634,52.400,0.738,0.034,0.750,0.702,0.422 +Guinea,2018,5.252,7.813,0.630,52.850,0.731,0.088,0.778,0.727,0.440 +Guinea,2019,4.768,7.842,0.655,53.300,0.691,0.092,0.756,0.670,0.473 +Guinea,2020,4.972,7.865,0.732,53.750,0.598,0.075,0.790,0.706,0.346 +Guinea,2021,4.945,7.879,0.627,54.200,0.676,0.157,0.784,0.672,0.450 +Guinea,2022,5.317,7.901,0.582,54.650,0.729,0.136,0.770,0.699,0.492 +Guinea,2023,4.827,7.932,0.577,55.100,0.743,0.187,0.791,0.652,0.516 +Guyana,2007,5.993,9.089,0.849,56.240,0.694,0.082,0.836,0.761,0.296 +Haiti,2006,3.754,7.976,0.694,6.720,0.449,0.355,0.854,0.583,0.332 +Haiti,2008,3.846,8.016,0.679,17.360,0.465,0.213,0.812,0.573,0.256 +Haiti,2010,3.766,7.987,0.554,28.000,0.373,0.167,0.848,0.495,0.293 +Haiti,2011,4.845,8.026,0.567,33.320,0.413,0.194,0.682,0.550,0.245 +Haiti,2012,4.413,8.015,0.749,38.640,0.482,0.243,0.717,0.557,0.284 +Haiti,2013,4.622,8.043,0.648,43.960,0.610,0.243,0.669,0.528,0.327 +Haiti,2014,3.889,8.057,0.554,49.280,0.509,0.238,0.708,0.573,0.327 +Haiti,2015,3.570,8.056,0.564,54.600,0.398,0.259,0.777,0.598,0.333 +Haiti,2016,3.352,8.060,0.584,54.900,0.304,0.244,0.839,0.532,0.367 +Haiti,2017,3.824,8.071,0.647,55.200,0.484,0.333,0.647,0.570,0.322 +Haiti,2018,3.615,8.074,0.538,55.500,0.591,0.374,0.720,0.581,0.359 +Honduras,2006,5.397,8.448,0.933,63.100,0.650,0.085,0.844,0.837,0.155 +Honduras,2007,5.097,8.485,0.819,62.900,0.676,0.226,0.826,0.712,0.199 +Honduras,2008,5.420,8.504,0.828,62.700,0.687,0.219,0.863,0.719,0.206 +Honduras,2009,6.033,8.458,0.824,62.500,0.661,0.114,0.857,0.745,0.261 +Honduras,2010,5.866,8.474,0.803,62.300,0.646,0.101,0.820,0.745,0.260 +Honduras,2011,4.961,8.492,0.766,62.100,0.783,0.091,0.884,0.757,0.307 +Honduras,2012,4.602,8.513,0.779,61.900,0.700,-0.007,0.871,0.796,0.294 +Honduras,2013,4.713,8.521,0.792,61.700,0.698,-0.031,0.868,0.795,0.283 +Honduras,2014,5.056,8.533,0.790,61.500,0.696,0.011,0.834,0.794,0.299 +Honduras,2015,4.845,8.553,0.772,61.300,0.534,-0.101,0.848,0.829,0.311 +Honduras,2016,5.648,8.573,0.774,61.725,0.850,0.076,0.793,0.790,0.297 +Honduras,2017,6.020,8.603,0.843,62.150,0.898,0.068,0.783,0.796,0.248 +Honduras,2018,5.908,8.624,0.827,62.575,0.872,0.095,0.804,0.822,0.287 +Honduras,2019,5.930,8.633,0.797,63.000,0.846,0.059,0.815,0.789,0.279 +Honduras,2021,6.114,8.626,0.806,63.850,0.835,0.111,0.847,0.808,0.269 +Honduras,2022,5.932,8.650,0.729,64.275,0.851,0.078,0.834,0.775,0.289 +Honduras,2023,5.861,8.670,0.731,64.700,0.878,0.079,0.784,0.767,0.285 +Hong Kong S.A.R. of China,2006,5.511,10.746,0.812,,0.910,0.150,0.356,0.591,0.236 +Hong Kong S.A.R. of China,2008,5.137,10.816,0.840,,0.922,0.290,0.274,0.575,0.237 +Hong Kong S.A.R. of China,2009,5.397,10.788,0.835,,0.918,0.302,0.272,0.606,0.210 +Hong Kong S.A.R. of China,2010,5.643,10.847,0.857,,0.890,0.326,0.256,0.601,0.183 +Hong Kong S.A.R. of China,2011,5.474,10.887,0.846,,0.894,0.228,0.245,0.582,0.196 +Hong Kong S.A.R. of China,2012,5.484,10.893,0.826,,0.880,0.216,0.380,0.580,0.183 +Hong Kong S.A.R. of China,2014,5.458,10.939,0.834,,0.843,0.218,0.423,0.602,0.243 +Hong Kong S.A.R. of China,2016,5.498,10.970,0.832,,0.800,0.094,0.403,0.569,0.213 +Hong Kong S.A.R. of China,2017,5.362,10.999,0.831,,0.831,0.134,0.416,0.536,0.201 +Hong Kong S.A.R. of China,2019,5.659,10.995,0.856,,0.727,0.062,0.432,0.519,0.358 +Hong Kong S.A.R. of China,2020,5.295,10.931,0.813,,0.705,-0.076,0.380,0.522,0.210 +Hong Kong S.A.R. of China,2021,5.322,11.003,0.821,,0.669,0.021,0.390,0.534,0.224 +Hong Kong S.A.R. of China,2022,5.311,10.976,0.803,,0.697,0.040,0.383,0.549,0.204 +Hungary,2005,5.194,10.103,0.930,65.000,0.697,,0.903,0.578,0.290 +Hungary,2007,4.954,10.147,0.931,65.320,0.538,-0.166,0.895,0.600,0.230 +Hungary,2009,4.895,10.092,0.901,65.640,0.464,-0.131,0.915,0.575,0.228 +Hungary,2010,4.725,10.105,0.896,65.800,0.514,-0.151,0.983,0.574,0.235 +Hungary,2011,4.918,10.127,0.894,65.960,0.631,-0.095,0.940,0.586,0.305 +Hungary,2012,4.683,10.119,0.906,66.120,0.569,-0.142,0.930,0.582,0.315 +Hungary,2013,4.914,10.140,0.877,66.280,0.674,-0.119,0.912,0.647,0.307 +Hungary,2014,5.181,10.184,0.845,66.440,0.494,-0.156,0.855,0.578,0.238 +Hungary,2015,5.344,10.223,0.859,66.600,0.558,-0.204,0.908,0.650,0.245 +Hungary,2016,5.449,10.248,0.900,66.750,0.554,-0.193,0.924,0.590,0.243 +Hungary,2017,6.065,10.292,0.877,66.900,0.661,-0.145,0.886,0.644,0.181 +Hungary,2018,5.936,10.346,0.941,67.050,0.693,-0.249,0.911,0.595,0.201 +Hungary,2019,6.000,10.393,0.947,67.200,0.798,-0.201,0.884,0.653,0.180 +Hungary,2020,6.038,10.349,0.943,67.350,0.771,-0.127,0.836,0.662,0.240 +Hungary,2021,6.227,10.423,0.948,67.500,0.727,-0.046,0.832,0.668,0.192 +Hungary,2022,5.861,10.470,0.937,67.650,0.776,-0.009,0.848,0.628,0.250 +Hungary,2023,5.965,10.473,0.954,67.800,0.755,-0.002,0.847,0.673,0.189 +Iceland,2008,6.888,10.878,0.977,71.200,0.885,0.265,0.708,0.851,0.153 +Iceland,2012,7.591,10.788,0.979,71.600,0.905,0.235,0.759,0.817,0.157 +Iceland,2013,7.501,10.823,0.967,71.700,0.923,0.299,0.713,0.802,0.156 +Iceland,2015,7.498,10.862,0.980,71.900,0.940,0.294,0.639,0.794,0.180 +Iceland,2016,7.510,10.909,0.985,71.925,0.952,0.274,0.719,0.808,0.158 +Iceland,2017,7.476,10.927,0.967,71.950,0.939,0.240,0.727,0.823,0.148 +Iceland,2019,7.533,10.943,0.982,72.000,0.959,,0.699,0.787,0.178 +Iceland,2020,7.575,10.852,0.983,72.025,0.949,0.152,0.644,0.808,0.172 +Iceland,2021,7.565,10.878,0.980,72.050,0.923,0.257,0.664,0.806,0.159 +Iceland,2022,7.449,10.916,0.985,72.075,0.936,0.222,0.692,0.768,0.178 +Iceland,2023,7.562,10.934,0.979,72.100,0.918,0.299,0.697,0.793,0.185 +India,2006,5.348,8.141,0.707,55.860,0.774,,0.855,0.576,0.199 +India,2007,5.027,8.200,0.569,56.220,0.729,-0.056,0.862,0.541,0.253 +India,2008,5.146,8.216,0.684,56.580,0.756,-0.077,0.891,0.573,0.259 +India,2009,4.522,8.278,0.653,56.940,0.679,-0.031,0.895,0.639,0.301 +India,2010,4.989,8.346,0.605,57.300,0.783,0.053,0.863,0.579,0.267 +India,2011,4.635,8.383,0.553,57.660,0.838,-0.043,0.908,0.480,0.232 +India,2012,4.720,8.423,0.511,58.020,0.609,0.062,0.830,0.544,0.295 +India,2013,4.428,8.472,0.553,58.380,0.740,0.079,0.832,0.608,0.330 +India,2014,4.424,8.531,0.621,58.740,0.809,-0.031,0.832,0.651,0.285 +India,2015,4.342,8.596,0.610,59.100,0.777,-0.010,0.776,0.657,0.322 +India,2016,4.179,8.664,0.614,59.400,0.820,0.041,0.765,0.646,0.346 +India,2017,4.046,8.718,0.607,59.700,0.886,-0.046,0.781,0.579,0.318 +India,2018,3.818,8.770,0.638,60.000,0.890,0.080,0.805,0.591,0.357 +India,2019,3.249,8.797,0.561,60.300,0.876,0.108,0.752,0.560,0.466 +India,2020,4.224,8.728,0.616,60.600,0.906,0.068,0.780,0.686,0.383 +India,2021,3.558,8.806,0.570,60.900,0.866,0.052,0.757,0.547,0.429 +India,2022,3.930,8.867,0.608,61.200,0.893,0.085,0.771,0.596,0.432 +India,2023,4.676,8.919,0.633,61.500,0.900,0.121,0.770,0.699,0.389 +Indonesia,2006,4.947,8.839,0.771,60.320,0.713,0.343,0.915,0.715,0.266 +Indonesia,2007,5.101,8.888,0.704,60.540,0.603,0.307,0.960,0.696,0.242 +Indonesia,2008,4.815,8.933,0.675,60.760,0.596,0.160,0.968,0.675,0.239 +Indonesia,2009,5.472,8.966,0.779,60.980,0.784,0.186,0.911,0.768,0.193 +Indonesia,2010,5.457,9.013,0.816,61.200,0.700,0.443,0.954,0.717,0.218 +Indonesia,2011,5.173,9.061,0.825,61.420,0.878,0.433,0.962,0.748,0.273 +Indonesia,2012,5.368,9.107,0.834,61.640,0.770,0.349,0.962,0.764,0.229 +Indonesia,2013,5.292,9.149,0.794,61.860,0.781,0.371,0.973,0.777,0.249 +Indonesia,2014,5.597,9.186,0.905,62.080,0.719,0.403,0.970,0.757,0.242 +Indonesia,2015,5.043,9.222,0.809,62.300,0.779,0.466,0.946,0.796,0.274 +Indonesia,2016,5.136,9.261,0.792,62.425,0.830,0.494,0.890,0.748,0.342 +Indonesia,2017,5.098,9.300,0.796,62.550,0.865,0.482,0.900,0.781,0.319 +Indonesia,2018,5.340,9.341,0.809,62.675,0.879,0.506,0.868,0.796,0.296 +Indonesia,2019,5.347,9.381,0.802,62.800,0.866,0.549,0.861,0.800,0.302 +Indonesia,2020,4.828,9.351,0.751,62.925,0.853,0.529,0.914,0.742,0.351 +Indonesia,2021,5.433,9.381,0.817,63.050,0.885,0.540,0.845,0.799,0.273 +Indonesia,2022,5.585,9.426,0.834,63.175,0.903,0.516,0.862,0.818,0.269 +Indonesia,2023,5.695,9.466,0.781,63.300,0.900,0.590,0.866,0.814,0.289 +Iran,2005,5.308,9.498,0.766,64.300,0.651,,0.636,0.515,0.456 +Iran,2007,5.336,9.595,0.718,64.580,0.533,0.043,0.872,0.553,0.361 +Iran,2008,5.129,9.584,0.633,64.720,0.601,0.040,0.868,0.541,0.345 +Iran,2011,4.768,9.636,0.582,65.140,0.798,0.188,0.665,0.513,0.359 +Iran,2012,4.609,9.585,0.600,65.280,0.764,,0.678,0.529,0.525 +Iran,2013,5.140,9.555,0.664,65.420,0.730,0.202,0.685,0.575,0.552 +Iran,2014,4.682,9.585,0.644,65.560,0.767,0.227,0.640,0.550,0.512 +Iran,2015,4.750,9.548,0.572,65.700,0.780,0.164,0.699,0.548,0.520 +Iran,2016,4.653,9.614,0.566,65.850,0.773,0.176,0.713,0.592,0.526 +Iran,2017,4.717,9.627,0.714,66.000,0.731,0.210,0.715,0.590,0.439 +Iran,2018,4.278,9.591,0.674,66.150,0.603,0.073,0.703,0.482,0.493 +Iran,2019,5.006,9.553,0.698,66.300,0.623,0.128,0.728,0.525,0.449 +Iran,2020,4.865,9.577,0.757,66.450,0.600,0.130,0.710,0.505,0.470 +Iran,2021,4.788,9.616,0.771,66.600,0.609,0.172,0.761,0.518,0.427 +Iran,2022,4.977,9.636,0.800,66.750,0.570,0.209,0.766,0.521,0.466 +Iran,2023,5.004,9.651,0.809,66.900,0.615,0.254,0.764,0.533,0.425 +Iraq,2008,4.590,8.982,0.744,60.940,0.386,-0.061,0.910,0.532,0.448 +Iraq,2009,4.775,8.979,0.862,60.920,0.431,-0.198,0.854,0.504,0.404 +Iraq,2010,5.065,9.009,0.854,60.900,0.419,-0.123,0.859,0.497,0.431 +Iraq,2011,4.725,9.047,0.751,60.880,0.347,-0.068,0.780,0.473,0.557 +Iraq,2012,4.660,9.133,0.730,60.860,0.315,-0.018,0.789,0.410,0.449 +Iraq,2013,4.725,9.159,0.728,60.840,,-0.047,0.710,,0.554 +Iraq,2014,4.542,9.126,0.725,60.820,0.646,0.002,0.726,0.539,0.564 +Iraq,2015,4.493,9.145,0.684,60.800,0.599,0.021,0.762,0.478,0.581 +Iraq,2016,4.413,9.250,0.719,61.275,0.666,-0.050,0.799,0.471,0.570 +Iraq,2017,4.462,9.208,0.695,61.750,0.628,0.001,0.757,0.487,0.591 +Iraq,2018,4.886,9.210,0.764,62.225,0.598,-0.069,0.887,0.552,0.482 +Iraq,2020,4.785,9.088,0.708,63.175,0.700,-0.021,0.849,0.585,0.532 +Iraq,2021,5.094,9.081,0.730,63.650,0.594,0.006,0.901,0.577,0.474 +Iraq,2022,4.928,9.127,0.753,64.125,0.661,0.068,0.855,0.565,0.499 +Iraq,2023,5.475,9.093,0.734,64.600,0.658,-0.017,0.851,0.587,0.469 +Ireland,2006,7.144,10.985,0.967,69.620,0.943,0.235,0.473,0.815,0.209 +Ireland,2008,7.568,10.941,0.983,69.860,0.894,0.315,0.487,0.745,0.148 +Ireland,2009,7.046,10.879,0.959,69.980,0.835,0.308,0.580,0.745,0.233 +Ireland,2010,7.257,10.890,0.973,70.100,0.856,0.341,0.618,0.763,0.201 +Ireland,2011,7.007,10.894,0.977,70.220,0.952,0.376,0.590,0.786,0.190 +Ireland,2012,6.965,10.890,0.962,70.340,0.902,0.295,0.573,0.721,0.237 +Ireland,2013,6.760,10.896,0.955,70.460,0.884,0.325,0.558,0.744,0.245 +Ireland,2014,7.018,10.971,0.968,70.580,0.922,0.257,0.406,0.736,0.229 +Ireland,2015,6.830,11.180,0.953,70.700,0.892,0.226,0.409,0.748,0.225 +Ireland,2016,7.041,11.189,0.958,70.800,0.875,0.169,0.399,0.744,0.211 +Ireland,2017,7.060,11.264,0.943,70.900,0.905,0.210,0.337,0.771,0.213 +Ireland,2018,6.962,11.334,0.938,71.000,0.861,0.138,0.362,0.754,0.213 +Ireland,2019,7.255,11.373,0.944,71.100,0.892,0.067,0.373,0.758,0.223 +Ireland,2020,7.035,11.423,0.960,71.200,0.882,0.000,0.356,0.753,0.246 +Ireland,2021,6.828,11.540,0.850,71.300,0.846,0.131,0.360,0.733,0.245 +Ireland,2022,6.870,11.643,0.906,71.400,0.895,0.138,0.358,0.738,0.234 +Ireland,2023,6.817,11.676,0.921,71.500,0.903,0.182,0.373,0.742,0.245 +Israel,2006,7.173,10.368,0.927,71.080,0.817,,0.905,0.639,0.308 +Israel,2007,6.841,10.408,0.868,71.160,0.683,0.215,0.868,0.642,0.320 +Israel,2008,7.261,10.423,0.859,71.240,0.663,0.134,0.898,0.635,0.349 +Israel,2009,7.353,10.408,0.937,71.320,0.593,0.167,0.923,0.620,0.327 +Israel,2010,7.359,10.444,0.882,71.400,0.561,0.145,0.902,0.628,0.362 +Israel,2011,7.433,10.480,0.893,71.480,0.722,0.136,0.891,0.654,0.384 +Israel,2012,7.111,10.487,0.903,71.560,0.681,0.147,0.862,0.611,0.319 +Israel,2013,7.321,10.512,0.909,71.640,0.739,0.145,0.849,0.649,0.409 +Israel,2014,7.401,10.531,0.889,71.720,0.707,0.088,0.818,0.567,0.271 +Israel,2015,7.079,10.536,0.864,71.800,0.753,0.103,0.789,0.652,0.256 +Israel,2016,7.159,10.560,0.890,71.950,0.772,0.147,0.804,0.602,0.263 +Israel,2017,7.331,10.583,0.916,72.100,0.768,0.138,0.793,0.621,0.276 +Israel,2018,6.927,10.603,0.910,72.250,0.725,0.048,0.770,0.612,0.282 +Israel,2019,7.332,10.625,0.946,72.400,0.834,0.078,0.743,0.598,0.266 +Israel,2020,7.195,10.589,0.959,72.550,0.831,-0.059,0.748,0.564,0.243 +Israel,2021,7.578,10.655,0.917,72.700,0.820,-0.008,0.726,0.558,0.217 +Israel,2022,7.662,10.698,0.954,72.850,0.775,-0.007,0.655,0.583,0.183 +Israel,2023,6.783,10.707,0.952,73.000,0.797,0.146,0.636,0.484,0.516 +Italy,2005,6.854,10.698,0.928,70.600,0.802,,0.944,0.606,0.295 +Italy,2007,6.574,10.722,0.912,70.800,0.684,0.108,0.922,0.650,0.303 +Italy,2008,6.780,10.706,0.880,70.900,0.543,0.044,0.946,0.588,0.268 +Italy,2009,6.334,10.647,0.880,71.000,0.701,0.235,0.890,0.715,0.279 +Italy,2010,6.354,10.661,0.872,71.100,0.738,-0.065,0.921,0.535,0.236 +Italy,2011,6.057,10.666,0.913,71.200,0.568,-0.023,0.933,0.610,0.266 +Italy,2012,5.839,10.633,0.869,71.300,0.570,0.107,0.908,0.651,0.388 +Italy,2013,6.009,10.603,0.916,71.400,0.499,-0.108,0.943,0.702,0.357 +Italy,2014,6.027,10.594,0.898,71.500,0.624,-0.071,0.920,0.659,0.356 +Italy,2015,5.848,10.603,0.909,71.600,0.575,-0.070,0.913,0.646,0.329 +Italy,2016,5.955,10.617,0.927,71.675,0.624,-0.086,0.903,0.632,0.339 +Italy,2017,6.199,10.635,0.920,71.750,0.633,-0.041,0.867,0.613,0.323 +Italy,2018,6.517,10.647,0.913,71.825,0.650,-0.027,0.888,0.598,0.403 +Italy,2019,6.445,10.663,0.838,71.900,0.709,-0.088,0.866,0.569,0.328 +Italy,2020,6.488,10.574,0.890,71.975,0.718,-0.157,0.844,0.614,0.311 +Italy,2021,6.467,10.647,0.886,72.050,0.703,-0.096,0.862,0.634,0.318 +Italy,2022,6.258,10.687,0.869,72.125,0.711,0.026,0.819,0.624,0.298 +Italy,2023,6.245,10.703,0.851,72.200,0.699,-0.053,0.819,0.636,0.293 +Ivory Coast,2009,4.197,8.181,0.667,48.900,0.760,-0.157,0.902,0.555,0.186 +Ivory Coast,2013,3.739,8.285,0.709,51.300,0.739,-0.037,0.691,0.661,0.306 +Ivory Coast,2014,3.570,8.351,0.711,51.900,0.781,-0.087,0.671,0.603,0.291 +Ivory Coast,2015,4.445,8.395,0.704,52.500,0.800,-0.059,0.744,0.614,0.347 +Ivory Coast,2016,4.543,8.438,0.617,53.075,0.769,-0.048,0.757,0.693,0.378 +Ivory Coast,2017,5.038,8.484,0.661,53.650,0.732,-0.116,0.771,0.662,0.357 +Ivory Coast,2018,5.268,8.505,0.621,54.225,0.713,-0.054,0.791,0.659,0.386 +Ivory Coast,2019,5.392,8.543,0.679,54.800,0.736,-0.021,0.799,0.663,0.425 +Ivory Coast,2020,5.257,8.535,0.613,55.375,0.770,0.012,0.777,0.655,0.340 +Ivory Coast,2021,5.056,8.579,0.554,55.950,0.717,-0.004,0.716,0.626,0.345 +Ivory Coast,2022,4.849,8.619,0.536,56.525,0.713,-0.009,0.743,0.629,0.399 +Ivory Coast,2023,5.337,8.656,0.623,57.100,0.753,-0.057,0.676,0.670,0.307 +Jamaica,2006,6.208,9.249,0.909,66.600,0.738,-0.011,0.946,0.753,0.201 +Jamaica,2011,5.374,9.193,0.855,66.600,0.796,-0.071,0.909,0.764,0.237 +Jamaica,2013,5.709,9.182,0.865,66.600,0.793,-0.029,0.931,0.694,0.312 +Jamaica,2014,5.311,9.185,0.874,66.600,0.809,-0.008,0.861,0.708,0.310 +Jamaica,2017,5.890,9.209,0.913,66.600,0.861,-0.138,0.883,0.700,0.243 +Jamaica,2019,6.309,9.234,0.878,66.600,0.891,-0.146,0.885,0.722,0.195 +Jamaica,2020,5.425,9.128,0.870,66.600,0.865,-0.152,0.836,0.712,0.266 +Jamaica,2021,5.814,9.170,0.857,66.600,0.731,-0.084,0.883,0.689,0.308 +Jamaica,2022,5.870,9.212,0.868,66.600,0.874,-0.091,0.910,0.718,0.269 +Japan,2005,6.516,10.552,0.928,72.400,0.868,,0.699,0.686,0.153 +Japan,2007,6.238,10.578,0.938,72.640,0.796,-0.097,0.809,0.683,0.207 +Japan,2008,5.911,10.566,0.887,72.760,0.772,-0.142,0.816,0.705,0.191 +Japan,2009,5.845,10.507,0.888,72.880,0.730,-0.217,0.740,0.713,0.169 +Japan,2010,6.057,10.547,0.902,73.000,0.772,-0.147,0.770,0.779,0.188 +Japan,2011,6.263,10.549,0.917,73.120,0.814,-0.059,0.734,0.714,0.181 +Japan,2012,5.968,10.565,0.905,73.240,0.753,,0.692,0.708,0.171 +Japan,2013,5.959,10.586,0.924,73.360,0.821,-0.154,0.650,0.719,0.175 +Japan,2014,5.923,10.590,0.900,73.480,0.838,-0.146,0.617,0.687,0.189 +Japan,2015,5.880,10.607,0.923,73.600,0.832,-0.162,0.654,0.702,0.176 +Japan,2016,5.955,10.615,0.900,73.725,0.836,-0.069,0.698,0.690,0.192 +Japan,2017,5.911,10.632,0.882,73.850,0.849,-0.213,0.659,0.692,0.176 +Japan,2018,5.794,10.640,0.886,73.975,0.773,-0.268,0.687,0.649,0.185 +Japan,2019,5.908,10.637,0.878,74.100,0.806,-0.261,0.617,0.693,0.194 +Japan,2020,6.118,10.596,0.887,74.225,0.806,-0.266,0.609,0.681,0.186 +Japan,2021,6.091,10.622,0.896,74.350,0.801,-0.213,0.670,0.674,0.189 +Japan,2022,6.178,10.637,0.899,74.475,0.789,-0.237,0.643,0.670,0.165 +Japan,2023,5.910,10.654,0.842,74.600,0.777,-0.222,0.594,0.638,0.178 +Jordan,2005,6.295,9.283,0.920,65.800,,,0.670,0.630,0.240 +Jordan,2007,5.598,9.308,0.841,66.160,0.646,-0.117,0.664,,0.240 +Jordan,2008,4.930,9.354,0.766,66.340,,-0.134,0.709,0.656,0.331 +Jordan,2009,6.000,9.381,0.899,66.520,0.771,-0.083,0.739,0.587,0.265 +Jordan,2010,5.570,9.382,0.918,66.700,0.788,-0.057,,0.564,0.343 +Jordan,2011,5.539,9.383,0.878,66.880,0.760,-0.155,,0.551,0.260 +Jordan,2012,5.132,9.393,0.829,67.060,0.693,-0.175,,0.469,0.345 +Jordan,2013,5.172,9.354,0.840,67.240,0.692,-0.131,,0.597,0.286 +Jordan,2014,5.333,9.269,0.816,67.420,0.729,-0.113,,0.602,0.313 +Jordan,2015,5.405,9.202,0.830,67.600,0.767,-0.051,,0.617,0.305 +Jordan,2016,5.271,9.173,0.820,67.600,0.771,-0.042,,0.598,0.312 +Jordan,2017,4.808,9.173,0.815,67.600,0.766,-0.156,,0.554,0.392 +Jordan,2018,4.639,9.168,0.800,67.600,0.762,-0.189,,, +Jordan,2019,4.453,9.163,0.793,67.600,0.726,-0.168,,, +Jordan,2020,4.094,9.125,0.709,67.600,0.779,-0.154,,, +Jordan,2021,3.909,9.127,0.703,67.600,0.773,-0.148,0.656,0.480,0.429 +Jordan,2022,4.356,9.140,0.774,67.600,0.759,-0.156,0.715,0.521,0.435 +Jordan,2023,4.292,9.151,0.721,67.600,0.754,-0.143,0.651,0.518,0.442 +Kazakhstan,2006,5.476,9.804,0.872,58.000,0.731,-0.280,0.865,0.602,0.185 +Kazakhstan,2007,5.719,9.878,0.861,58.600,0.806,-0.251,0.865,0.557,0.179 +Kazakhstan,2008,5.886,9.892,0.839,59.200,0.727,-0.226,0.899,0.613,0.160 +Kazakhstan,2009,5.383,9.884,0.893,59.800,0.856,-0.255,0.845,0.595,0.129 +Kazakhstan,2010,5.514,9.940,0.904,60.400,0.785,-0.221,0.823,0.655,0.149 +Kazakhstan,2011,5.736,9.997,0.905,61.000,0.878,-0.241,0.802,0.622,0.154 +Kazakhstan,2012,5.759,10.030,0.892,61.600,0.840,-0.177,0.877,0.667,0.184 +Kazakhstan,2013,5.835,10.074,0.889,62.200,0.782,-0.235,0.820,0.629,0.164 +Kazakhstan,2014,5.970,10.101,0.795,62.800,0.799,-0.002,0.805,0.671,0.169 +Kazakhstan,2015,5.950,10.098,0.931,63.400,0.740,-0.043,0.714,0.682,0.174 +Kazakhstan,2016,5.534,10.095,0.928,63.800,0.783,-0.042,0.702,0.641,0.155 +Kazakhstan,2017,5.882,10.121,0.914,64.200,0.745,-0.041,0.755,0.698,0.171 +Kazakhstan,2018,6.008,10.148,0.937,64.600,0.840,-0.104,0.824,0.611,0.162 +Kazakhstan,2019,6.272,10.179,0.951,65.000,0.852,-0.061,0.708,0.711,0.139 +Kazakhstan,2020,6.168,10.141,0.966,65.400,0.872,-0.062,0.661,0.620,0.150 +Kazakhstan,2021,6.260,10.170,0.906,65.800,0.807,0.034,0.782,0.663,0.122 +Kazakhstan,2022,6.006,10.169,0.923,66.200,0.883,0.022,0.720,0.652,0.132 +Kazakhstan,2023,6.299,10.172,0.929,66.600,0.901,0.050,0.812,0.626,0.114 +Kenya,2006,4.223,8.164,0.909,51.420,0.616,-0.034,0.860,0.657,0.198 +Kenya,2007,4.576,8.201,0.841,51.940,0.750,0.040,0.799,0.698,0.162 +Kenya,2008,4.015,8.173,0.827,52.460,0.620,-0.026,0.909,0.733,0.149 +Kenya,2009,4.270,8.176,0.789,52.980,0.584,0.086,0.913,0.679,0.183 +Kenya,2010,4.256,8.226,0.805,53.500,0.635,0.005,0.918,0.758,0.123 +Kenya,2011,4.405,8.249,0.846,54.020,0.709,0.009,0.923,0.706,0.228 +Kenya,2012,4.547,8.269,0.831,54.540,0.628,0.053,0.911,0.667,0.194 +Kenya,2013,3.795,8.282,0.825,55.060,0.708,0.201,0.861,0.729,0.161 +Kenya,2014,4.905,8.308,0.765,55.580,0.819,0.161,0.849,0.779,0.221 +Kenya,2015,4.358,8.334,0.777,56.100,0.793,0.209,0.853,0.673,0.172 +Kenya,2016,4.396,8.353,0.706,56.500,0.749,0.288,0.828,0.730,0.226 +Kenya,2017,4.476,8.369,0.715,56.900,0.853,0.225,0.854,0.754,0.230 +Kenya,2018,4.656,8.404,0.707,57.300,0.821,0.282,0.844,0.747,0.237 +Kenya,2019,4.619,8.434,0.676,57.700,0.818,0.300,0.794,0.728,0.251 +Kenya,2020,4.547,8.411,0.674,58.100,0.702,0.251,0.837,0.738,0.297 +Kenya,2021,4.465,8.465,0.702,58.500,0.678,0.313,0.841,0.745,0.253 +Kenya,2022,4.448,8.493,0.691,58.900,0.706,0.292,0.878,0.725,0.281 +Kenya,2023,4.496,8.523,0.703,59.300,0.736,0.316,0.800,0.756,0.245 +Kosovo,2007,5.104,,0.848,,0.381,,0.894,0.614,0.237 +Kosovo,2008,5.522,8.858,0.884,,,0.094,0.849,0.500,0.318 +Kosovo,2009,5.891,8.899,0.830,,0.506,0.203,0.968,0.528,0.169 +Kosovo,2010,5.177,8.940,0.708,,0.451,0.171,0.967,0.673,0.118 +Kosovo,2011,4.860,8.992,0.759,,0.589,0.004,0.919,0.604,0.124 +Kosovo,2012,5.640,9.000,0.757,,0.636,0.028,0.950,0.562,0.100 +Kosovo,2013,6.126,9.046,0.721,,0.568,0.114,0.935,0.650,0.203 +Kosovo,2014,5.000,9.082,0.706,,0.441,0.010,0.775,0.552,0.206 +Kosovo,2015,5.077,9.153,0.805,,0.561,0.177,0.851,0.685,0.180 +Kosovo,2016,5.759,9.213,0.824,,0.827,0.120,0.941,0.588,0.150 +Kosovo,2017,6.149,9.253,0.792,,0.858,0.112,0.925,0.617,0.186 +Kosovo,2018,6.392,9.283,0.822,,0.890,0.264,0.922,0.642,0.170 +Kosovo,2019,6.425,9.334,0.843,,0.841,0.242,0.920,0.612,0.141 +Kosovo,2020,6.294,9.279,0.792,,0.880,0.302,0.910,0.593,0.201 +Kosovo,2021,6.648,9.383,0.849,,0.840,0.258,0.842,0.578,0.116 +Kosovo,2022,6.160,9.431,0.888,,0.865,0.208,0.846,0.549,0.142 +Kosovo,2023,6.878,9.480,0.807,,0.900,0.285,0.811,0.682,0.140 +Kuwait,2006,6.076,11.233,0.919,68.400,0.769,-0.242,0.328,0.788,0.182 +Kuwait,2009,6.585,11.074,0.926,69.000,0.819,0.000,0.675,0.694,0.252 +Kuwait,2010,6.798,10.998,0.893,69.200,0.703,-0.039,0.486,0.687,0.203 +Kuwait,2011,6.378,11.024,0.882,69.400,0.769,,0.560,0.726,0.177 +Kuwait,2012,6.221,11.012,0.889,69.600,0.934,,,0.794,0.095 +Kuwait,2013,6.480,10.952,0.862,69.800,0.751,,,0.686,0.283 +Kuwait,2014,6.180,10.926,,70.000,,,,, +Kuwait,2015,6.146,10.893,0.823,70.200,0.822,0.077,,0.678,0.324 +Kuwait,2016,5.947,10.887,0.845,70.175,0.841,-0.080,,0.643,0.315 +Kuwait,2017,6.094,10.820,0.853,70.150,0.884,-0.010,,0.649,0.307 +Kuwait,2019,6.106,10.765,0.842,70.100,0.867,-0.106,,0.643,0.303 +Kuwait,2022,6.758,10.803,0.874,70.025,0.969,0.142,,0.738,0.156 +Kuwait,2023,7.130,10.812,0.890,70.000,0.898,0.136,,0.729,0.207 +Kyrgyzstan,2006,4.641,8.185,0.844,59.920,0.678,-0.145,0.879,0.555,0.159 +Kyrgyzstan,2007,4.698,8.258,0.833,60.340,0.684,-0.097,0.929,0.590,0.130 +Kyrgyzstan,2008,4.737,8.329,0.792,60.760,0.719,-0.105,0.923,0.594,0.147 +Kyrgyzstan,2009,5.069,8.345,0.855,61.180,0.699,-0.145,0.896,0.554,0.165 +Kyrgyzstan,2010,4.996,8.329,0.885,61.600,0.720,-0.077,0.926,0.516,0.123 +Kyrgyzstan,2011,4.921,8.374,0.891,62.020,0.748,-0.160,0.932,0.579,0.151 +Kyrgyzstan,2012,5.208,8.357,0.856,62.440,0.703,-0.084,0.892,0.580,0.182 +Kyrgyzstan,2013,5.402,8.441,0.851,62.860,0.755,-0.090,0.900,0.595,0.135 +Kyrgyzstan,2014,5.252,8.460,0.898,63.280,0.736,0.350,0.897,0.617,0.185 +Kyrgyzstan,2015,4.905,8.477,0.857,63.700,0.813,0.194,0.858,0.658,0.173 +Kyrgyzstan,2016,4.857,8.500,0.914,64.225,0.814,0.051,0.917,0.668,0.126 +Kyrgyzstan,2017,5.630,8.526,0.883,64.750,0.859,0.138,0.874,0.640,0.160 +Kyrgyzstan,2018,5.297,8.543,0.898,65.275,0.945,0.262,0.907,0.617,0.203 +Kyrgyzstan,2019,5.685,8.568,0.877,65.800,0.920,-0.008,0.885,0.625,0.207 +Kyrgyzstan,2020,6.250,8.461,0.902,66.325,0.935,0.101,0.931,0.672,0.258 +Kyrgyzstan,2021,5.564,8.504,0.904,66.850,0.918,0.199,0.903,0.660,0.226 +Kyrgyzstan,2022,5.668,8.555,0.927,67.375,0.948,0.230,0.876,0.646,0.204 +Kyrgyzstan,2023,5.910,8.573,0.946,67.900,0.943,0.145,0.899,0.681,0.165 +Laos,2006,5.076,8.234,0.807,55.880,0.925,0.435,0.688,0.790,0.163 +Laos,2007,5.364,8.291,0.790,56.260,0.867,0.474,0.580,0.752,0.136 +Laos,2008,5.044,8.351,0.807,56.640,0.886,0.412,0.637,0.728,0.202 +Laos,2011,4.704,8.538,0.691,57.780,0.882,0.454,0.587,0.746,0.225 +Laos,2012,4.876,8.601,0.693,58.160,,0.227,,0.741,0.387 +Laos,2017,4.623,8.883,0.707,59.900,0.891,0.068,0.592,0.712,0.344 +Laos,2018,4.859,8.929,0.705,60.200,0.907,0.136,0.634,0.711,0.332 +Laos,2019,5.197,8.967,0.729,60.500,0.906,0.055,0.620,0.718,0.306 +Laos,2020,5.284,8.957,0.660,60.800,0.915,0.136,0.748,0.714,0.358 +Laos,2021,4.927,8.968,0.650,61.100,0.927,0.037,0.668,0.702,0.292 +Laos,2022,4.962,8.981,0.659,61.400,0.891,0.091,0.706,0.675,0.334 +Laos,2023,5.486,9.005,0.678,61.700,0.904,0.099,0.724,0.679,0.335 +Latvia,2006,4.710,10.042,0.884,63.100,0.641,-0.236,0.937,0.590,0.234 +Latvia,2007,4.667,10.145,0.836,63.400,0.700,-0.173,0.924,0.594,0.247 +Latvia,2008,5.145,10.123,0.855,63.700,0.630,-0.210,0.926,0.633,0.215 +Latvia,2009,4.669,9.985,0.807,64.000,0.437,-0.187,0.942,0.537,0.242 +Latvia,2011,4.967,10.004,0.836,64.600,0.564,-0.006,0.934,0.563,0.222 +Latvia,2012,5.125,10.085,0.851,64.900,0.564,-0.044,0.895,0.588,0.232 +Latvia,2013,5.070,10.115,0.834,65.200,0.631,-0.079,0.837,0.605,0.227 +Latvia,2014,5.729,10.143,0.881,65.500,0.671,-0.049,0.804,0.605,0.226 +Latvia,2015,5.881,10.190,0.879,65.800,0.656,-0.084,0.808,0.559,0.228 +Latvia,2016,5.940,10.222,0.917,65.900,0.685,-0.163,0.868,0.583,0.231 +Latvia,2017,5.978,10.264,0.895,66.000,0.700,-0.161,0.798,0.565,0.232 +Latvia,2018,5.901,10.311,0.913,66.100,0.608,-0.218,0.799,0.521,0.192 +Latvia,2019,5.970,10.343,0.936,66.200,0.698,-0.200,0.789,0.537,0.212 +Latvia,2020,6.229,10.328,0.928,66.300,0.820,-0.086,0.809,0.674,0.202 +Latvia,2021,6.353,10.376,0.954,66.400,0.815,-0.104,0.840,0.716,0.186 +Latvia,2022,6.055,10.396,0.928,66.500,0.817,0.018,0.844,0.632,0.161 +Latvia,2023,6.296,10.408,0.932,66.600,0.816,0.059,0.800,0.671,0.257 +Lebanon,2005,5.491,9.571,0.796,65.100,0.703,,0.945,0.558,0.292 +Lebanon,2006,4.653,9.570,0.853,65.160,0.670,0.064,0.902,0.501,0.320 +Lebanon,2008,4.595,9.711,0.717,65.280,0.524,0.031,0.927,0.475,0.365 +Lebanon,2009,5.206,9.796,0.736,65.340,0.665,0.067,0.937,0.472,0.401 +Lebanon,2010,5.032,9.864,0.721,65.400,0.678,0.068,0.949,0.457,0.341 +Lebanon,2011,5.188,9.862,0.733,65.460,0.657,-0.002,0.911,0.506,0.320 +Lebanon,2012,4.573,9.862,0.713,65.520,0.621,-0.016,0.856,0.442,0.339 +Lebanon,2013,4.983,9.807,0.708,65.580,0.655,-0.012,0.921,0.446,0.409 +Lebanon,2014,5.233,9.732,0.759,65.640,0.657,-0.017,0.939,0.525,0.267 +Lebanon,2015,5.172,9.717,0.742,65.700,0.597,0.066,0.889,0.524,0.243 +Lebanon,2016,5.271,9.754,0.828,65.775,0.657,0.021,0.853,0.513,0.263 +Lebanon,2017,5.154,9.787,0.777,65.850,0.605,-0.088,0.911,0.469,0.244 +Lebanon,2018,5.167,9.795,0.829,65.925,0.607,-0.081,0.907,0.415,0.271 +Lebanon,2019,4.024,9.752,0.866,66.000,0.447,-0.098,0.890,0.308,0.494 +Lebanon,2020,2.634,9.532,0.547,66.075,0.552,-0.139,0.884,0.352,0.482 +Lebanon,2021,2.179,9.472,0.507,66.150,0.423,-0.164,0.905,0.263,0.569 +Lebanon,2022,2.352,9.458,0.535,66.225,0.450,-0.130,0.883,0.298,0.430 +Lebanon,2023,3.588,9.471,0.686,66.300,0.499,-0.102,0.895,0.373,0.385 +Lesotho,2011,4.898,7.785,0.824,41.520,0.618,-0.093,0.768,0.754,0.170 +Lesotho,2016,3.808,7.897,0.798,42.250,0.729,-0.100,0.743,0.685,0.270 +Lesotho,2017,3.795,7.852,0.769,42.900,0.757,-0.144,0.797,0.706,0.255 +Lesotho,2019,3.512,7.805,0.790,44.200,0.716,-0.127,0.915,0.707,0.273 +Lesotho,2022,3.186,7.733,0.680,46.150,0.709,-0.102,0.815,0.709,0.288 +Liberia,2007,3.701,7.179,0.594,51.860,0.790,0.111,0.776,0.600,0.435 +Liberia,2008,4.221,7.207,0.619,51.940,0.724,-0.038,0.840,0.629,0.261 +Liberia,2010,4.196,7.257,0.827,52.100,0.819,-0.043,0.818,0.549,0.217 +Liberia,2014,4.571,7.386,0.708,52.420,0.590,-0.035,0.869,0.565,0.443 +Liberia,2015,2.702,7.366,0.638,52.500,0.671,-0.067,0.903,0.519,0.388 +Liberia,2016,3.355,7.330,0.643,53.100,0.763,0.028,0.901,0.625,0.509 +Liberia,2017,4.424,7.335,0.685,53.700,0.733,-0.018,0.867,0.674,0.391 +Liberia,2018,4.135,7.328,0.727,54.300,0.766,0.044,0.868,0.664,0.436 +Liberia,2019,5.121,7.283,0.712,54.900,0.706,0.044,0.828,0.645,0.389 +Liberia,2022,4.042,7.287,0.597,56.700,0.732,0.150,0.828,0.637,0.439 +Liberia,2023,4.494,7.309,0.630,57.300,0.720,0.039,0.834,0.608,0.428 +Libya,2012,5.754,10.380,0.855,65.140,0.712,-0.076,0.791,0.633,0.316 +Libya,2015,5.615,9.858,0.868,64.300,0.775,-0.089,,0.652,0.369 +Libya,2016,5.434,9.828,0.876,64.525,0.822,-0.135,,0.645,0.383 +Libya,2017,5.647,10.095,0.823,64.750,0.779,-0.068,0.673,0.643,0.379 +Libya,2018,5.494,10.156,0.824,64.975,0.781,-0.146,0.646,0.635,0.399 +Libya,2019,5.330,10.023,0.827,65.200,0.762,-0.107,0.686,0.629,0.401 +Libya,2022,5.760,9.893,0.813,65.875,0.761,-0.043,0.668,0.627,0.399 +Libya,2023,5.970,,0.748,66.100,0.762,,0.644,0.585,0.372 +Lithuania,2006,5.954,10.042,0.930,63.500,0.567,-0.301,0.967,0.567,0.254 +Lithuania,2007,5.808,10.160,0.941,63.700,0.590,-0.287,0.966,0.523,0.279 +Lithuania,2008,5.554,10.196,0.914,63.900,0.621,-0.265,0.961,0.501,0.276 +Lithuania,2009,5.467,10.046,0.933,64.100,0.496,-0.309,0.979,0.525,0.271 +Lithuania,2010,5.066,10.083,0.882,64.300,0.519,-0.281,0.962,0.463,0.272 +Lithuania,2011,5.432,10.165,0.911,64.500,0.566,-0.154,0.964,0.556,0.275 +Lithuania,2012,5.771,10.216,0.919,64.700,0.503,-0.279,0.957,0.557,0.277 +Lithuania,2013,5.596,10.261,0.913,64.900,0.556,-0.242,0.936,0.540,0.294 +Lithuania,2014,6.126,10.304,0.908,65.100,0.508,-0.269,0.956,0.565,0.287 +Lithuania,2015,5.711,10.334,0.929,65.300,0.641,-0.259,0.924,0.534,0.276 +Lithuania,2016,5.866,10.371,0.938,65.650,0.614,-0.272,0.949,0.553,0.250 +Lithuania,2017,6.273,10.427,0.926,66.000,0.749,-0.179,0.790,0.590,0.195 +Lithuania,2018,6.309,10.476,0.929,66.350,0.699,-0.243,0.852,0.518,0.214 +Lithuania,2019,6.064,10.524,0.918,66.700,0.780,-0.258,0.783,0.568,0.276 +Lithuania,2020,6.391,10.523,0.953,67.050,0.824,-0.129,0.829,0.626,0.202 +Lithuania,2021,6.865,10.579,0.928,67.400,0.707,-0.121,0.878,0.667,0.191 +Lithuania,2022,7.038,10.586,0.937,67.750,0.710,-0.192,0.685,0.471,0.132 +Lithuania,2023,6.553,10.575,0.881,68.100,0.734,-0.232,0.751,0.493,0.201 +Luxembourg,2009,6.958,11.628,0.939,70.300,0.939,0.116,0.432,0.713,0.238 +Luxembourg,2010,7.097,11.647,0.952,70.500,0.908,0.086,0.423,0.718,0.216 +Luxembourg,2011,7.101,11.635,0.934,70.700,0.962,0.097,0.388,0.744,0.200 +Luxembourg,2012,6.964,11.627,0.914,70.900,0.917,0.048,0.403,0.726,0.227 +Luxembourg,2013,7.131,11.636,0.917,71.100,0.790,-0.065,0.301,0.601,0.185 +Luxembourg,2014,6.891,11.638,0.875,71.300,0.938,0.097,0.366,0.760,0.170 +Luxembourg,2015,6.702,11.637,0.934,71.500,0.932,0.044,0.375,0.728,0.193 +Luxembourg,2016,6.967,11.664,0.941,71.525,0.882,0.011,0.356,0.706,0.192 +Luxembourg,2017,7.061,11.653,0.905,71.550,0.903,0.036,0.330,0.726,0.184 +Luxembourg,2018,7.243,11.645,0.902,71.575,0.884,-0.028,0.385,0.715,0.202 +Luxembourg,2019,7.404,11.649,0.912,71.600,0.930,-0.051,0.390,0.742,0.212 +Luxembourg,2022,7.228,11.657,0.878,71.675,0.915,0.023,0.345,0.718,0.218 +Luxembourg,2023,7.016,11.649,0.879,71.700,0.911,0.033,0.343,0.751,0.194 +Madagascar,2006,3.980,7.351,0.711,54.140,,-0.042,,0.563,0.161 +Madagascar,2008,4.640,7.413,0.776,54.620,0.332,-0.103,0.773,0.583,0.215 +Madagascar,2011,4.381,7.309,0.818,55.340,0.546,-0.065,0.897,0.516,0.235 +Madagascar,2012,3.551,7.311,0.673,55.580,0.487,-0.058,0.854,0.588,0.194 +Madagascar,2013,3.816,7.307,0.673,55.820,0.480,-0.022,0.868,0.600,0.241 +Madagascar,2014,3.676,7.314,0.655,56.060,0.529,-0.026,0.791,0.641,0.192 +Madagascar,2015,3.593,7.319,0.647,56.300,0.545,-0.044,0.861,0.674,0.226 +Madagascar,2016,3.663,7.332,0.746,56.550,0.570,-0.072,0.864,0.670,0.204 +Madagascar,2017,4.079,7.345,0.626,56.800,0.570,-0.037,0.847,0.701,0.375 +Madagascar,2018,4.071,7.351,0.666,57.050,0.551,0.000,0.889,0.723,0.362 +Madagascar,2019,4.339,7.369,0.701,57.300,0.550,-0.015,0.720,0.699,0.304 +Madagascar,2022,4.019,7.315,0.642,58.050,0.523,0.070,0.740,0.687,0.345 +Madagascar,2023,4.433,7.333,0.692,58.300,0.504,0.096,0.784,0.718,0.389 +Malawi,2006,3.830,7.015,0.554,45.360,0.767,0.171,0.676,0.609,0.222 +Malawi,2007,4.891,7.078,0.600,46.420,0.910,0.173,0.691,0.691,0.176 +Malawi,2009,5.148,7.174,0.718,48.540,0.879,0.147,0.689,0.694,0.130 +Malawi,2011,3.946,7.231,0.613,50.660,0.733,0.070,0.853,0.620,0.268 +Malawi,2012,4.279,7.221,0.604,51.720,0.637,0.140,0.886,0.717,0.200 +Malawi,2013,4.035,7.246,0.563,52.780,0.752,0.049,0.857,0.699,0.248 +Malawi,2014,4.563,7.273,0.512,53.840,0.786,0.032,0.824,0.653,0.263 +Malawi,2015,3.868,7.273,0.494,54.900,0.801,0.029,0.835,0.602,0.260 +Malawi,2016,3.476,7.270,0.524,55.450,0.810,0.037,0.824,0.584,0.325 +Malawi,2017,3.417,7.283,0.555,56.000,0.848,-0.004,0.735,0.592,0.312 +Malawi,2018,3.335,7.299,0.528,56.550,0.799,0.043,0.766,0.548,0.365 +Malawi,2019,3.869,7.325,0.549,57.100,0.765,-0.027,0.680,0.517,0.348 +Malawi,2021,3.635,7.307,0.558,58.200,0.757,-0.014,0.740,0.551,0.326 +Malawi,2022,3.356,7.291,0.503,58.750,0.744,0.017,0.755,0.536,0.329 +Malawi,2023,3.272,7.279,0.470,59.300,0.738,0.014,0.745,0.520,0.338 +Malaysia,2006,6.012,9.827,0.866,65.080,0.837,0.196,0.740,0.687,0.243 +Malaysia,2007,6.239,9.867,0.871,65.160,0.844,0.085,0.799,0.719,0.162 +Malaysia,2008,5.807,9.893,0.803,65.240,0.780,0.040,0.884,0.728,0.186 +Malaysia,2009,5.385,9.858,0.792,65.320,0.874,-0.013,0.858,0.740,0.164 +Malaysia,2010,5.580,9.912,0.839,65.400,0.769,0.028,0.844,0.752,0.192 +Malaysia,2011,5.786,9.948,0.770,65.480,0.840,-0.021,0.842,0.785,0.155 +Malaysia,2012,5.914,9.985,0.841,65.560,0.848,0.013,0.847,0.744,0.177 +Malaysia,2013,5.770,10.015,0.831,65.640,0.791,0.260,0.755,0.664,0.317 +Malaysia,2014,5.963,10.057,0.863,65.720,0.808,0.235,0.845,0.711,0.261 +Malaysia,2015,6.322,10.092,0.818,65.800,0.675,0.218,0.838,0.733,0.314 +Malaysia,2018,5.339,10.197,0.789,65.725,0.875,0.123,0.894,0.716,0.200 +Malaysia,2019,5.428,10.228,0.842,65.700,0.916,0.119,0.782,0.735,0.176 +Malaysia,2020,6.014,10.159,0.797,65.675,0.878,0.096,0.747,0.721,0.288 +Malaysia,2021,6.010,10.179,0.794,65.650,0.878,0.218,0.769,0.728,0.183 +Malaysia,2022,6.048,10.251,0.815,65.625,0.957,0.208,0.789,0.767,0.191 +Malaysia,2023,5.868,10.283,0.779,65.600,0.965,0.154,0.754,0.761,0.195 +Maldives,2018,5.198,9.893,0.913,69.775,0.855,0.013,,, +Mali,2006,4.014,7.561,0.761,49.940,0.555,-0.075,0.761,0.748,0.209 +Mali,2008,4.115,7.576,0.747,50.620,0.495,-0.015,0.918,0.717,0.164 +Mali,2009,3.977,7.591,0.733,50.960,0.634,0.005,0.819,0.729,0.150 +Mali,2010,3.762,7.610,0.751,51.300,0.749,-0.031,0.811,0.764,0.162 +Mali,2011,4.667,7.609,0.796,51.640,0.823,-0.103,0.726,0.752,0.132 +Mali,2012,4.313,7.572,0.823,51.980,0.704,-0.091,0.787,0.647,0.109 +Mali,2013,3.676,7.565,0.820,52.320,0.665,-0.056,0.755,0.717,0.193 +Mali,2014,3.975,7.602,0.843,52.660,0.652,-0.040,0.658,0.722,0.186 +Mali,2015,4.582,7.631,0.830,53.000,0.634,-0.070,0.800,0.696,0.243 +Mali,2016,4.016,7.655,0.836,53.400,0.696,-0.072,0.862,0.738,0.305 +Mali,2017,4.742,7.675,0.741,53.800,0.753,-0.072,0.863,0.665,0.393 +Mali,2018,4.416,7.690,0.692,54.200,0.737,-0.036,0.793,0.689,0.370 +Mali,2019,4.988,7.705,0.755,54.600,0.670,-0.040,0.846,0.646,0.358 +Mali,2020,4.269,7.661,0.568,55.000,0.645,-0.069,0.895,0.648,0.440 +Mali,2021,4.113,7.659,0.573,55.400,0.673,-0.004,0.902,0.640,0.438 +Mali,2022,4.211,7.665,0.642,55.800,0.818,-0.024,0.746,0.655,0.408 +Mali,2023,4.370,7.673,0.641,56.200,0.776,-0.043,0.790,0.660,0.324 +Malta,2009,6.328,10.353,0.916,70.220,0.803,0.456,,0.626,0.358 +Malta,2010,5.774,10.402,0.908,70.400,0.802,0.278,,0.624,0.375 +Malta,2011,6.155,10.402,0.923,70.580,0.882,0.288,,0.638,0.340 +Malta,2012,5.963,10.433,0.922,70.760,0.861,0.343,,0.639,0.391 +Malta,2013,6.380,10.473,0.942,70.940,0.909,0.400,,0.629,0.370 +Malta,2014,6.452,10.526,0.941,71.120,0.904,0.395,0.670,0.606,0.352 +Malta,2015,6.613,10.594,0.919,71.300,0.912,0.339,0.664,0.641,0.355 +Malta,2016,6.591,10.604,0.930,71.350,0.916,0.339,0.696,0.645,0.355 +Malta,2017,6.676,10.681,0.937,71.400,0.924,0.244,0.690,0.666,0.302 +Malta,2018,6.910,10.705,0.932,71.450,0.927,0.170,0.595,0.666,0.296 +Malta,2019,6.733,10.734,0.922,71.500,0.924,0.077,0.689,0.642,0.356 +Malta,2020,6.157,10.622,0.938,71.550,0.931,-0.005,0.675,0.576,0.411 +Malta,2021,6.444,10.727,0.897,71.600,0.889,0.239,0.753,0.635,0.375 +Malta,2022,6.299,10.784,0.932,71.650,0.838,0.246,0.758,0.671,0.370 +Malta,2023,6.295,,0.912,71.700,0.851,,0.780,0.644,0.361 +Mauritania,2007,4.149,8.528,0.682,56.500,0.573,-0.077,0.586,0.732,0.174 +Mauritania,2008,4.248,8.500,0.670,56.800,0.593,-0.023,0.841,0.747,0.176 +Mauritania,2009,4.500,8.474,0.819,57.100,0.735,0.034,0.848,0.717,0.170 +Mauritania,2010,4.772,8.471,0.857,57.400,0.669,0.050,0.727,0.737,0.129 +Mauritania,2011,4.785,8.482,0.750,57.700,0.567,0.047,0.747,0.729,0.175 +Mauritania,2012,4.673,8.494,0.763,58.000,0.487,-0.026,0.707,0.749,0.164 +Mauritania,2013,4.199,8.506,0.741,58.300,0.603,-0.084,0.676,0.743,0.196 +Mauritania,2014,4.483,8.521,0.853,58.600,0.468,-0.060,0.589,0.743,0.163 +Mauritania,2015,3.923,8.547,0.875,58.900,0.447,0.050,0.715,0.798,0.194 +Mauritania,2016,4.472,8.533,0.785,59.125,0.467,-0.181,0.842,0.710,0.222 +Mauritania,2017,4.678,8.568,0.779,59.350,0.527,-0.161,0.777,0.631,0.272 +Mauritania,2018,4.314,8.588,0.802,59.575,0.467,-0.121,0.711,0.665,0.276 +Mauritania,2019,4.153,8.614,0.798,59.800,0.628,-0.111,0.743,0.686,0.260 +Mauritania,2022,4.724,8.602,0.648,60.475,0.624,-0.016,0.657,0.631,0.389 +Mauritania,2023,4.292,8.620,0.606,60.700,0.540,0.018,0.669,0.708,0.329 +Mauritius,2011,5.477,9.797,0.800,63.520,0.848,0.184,0.847,0.653,0.253 +Mauritius,2014,5.648,9.895,0.785,63.880,0.824,0.168,0.879,0.741,0.222 +Mauritius,2016,5.610,9.968,0.836,63.975,0.819,0.131,0.891,0.706,0.246 +Mauritius,2017,6.174,10.005,0.910,63.950,0.912,0.079,0.818,0.682,0.169 +Mauritius,2018,5.882,10.044,0.909,63.925,0.867,-0.081,0.785,0.710,0.158 +Mauritius,2019,6.241,10.072,0.913,63.900,0.893,-0.061,0.810,0.735,0.149 +Mauritius,2020,6.015,9.914,0.893,63.875,0.843,-0.038,0.772,0.700,0.138 +Mauritius,2021,5.949,9.948,0.887,63.850,0.802,-0.013,0.784,0.666,0.136 +Mauritius,2022,5.741,10.034,0.887,63.825,0.798,-0.042,0.769,0.725,0.168 +Mauritius,2023,5.759,10.083,0.868,63.800,0.797,-0.002,0.769,0.664,0.160 +Mexico,2005,6.581,9.792,0.903,64.400,0.814,,0.764,0.763,0.219 +Mexico,2007,6.525,9.831,0.879,64.680,0.670,-0.101,0.747,0.754,0.248 +Mexico,2008,6.829,9.830,0.876,64.820,0.677,-0.134,0.785,0.774,0.201 +Mexico,2009,6.963,9.764,0.868,64.960,0.682,-0.082,0.764,0.763,0.196 +Mexico,2010,6.802,9.800,0.876,65.100,0.778,-0.055,0.693,0.745,0.215 +Mexico,2011,6.910,9.822,0.824,65.240,0.831,-0.106,0.698,0.700,0.228 +Mexico,2012,7.320,9.844,0.767,65.380,0.788,-0.099,0.633,0.722,0.278 +Mexico,2013,7.443,9.844,0.759,65.520,0.739,-0.171,0.615,0.750,0.223 +Mexico,2014,6.680,9.860,0.782,65.660,0.779,-0.101,0.630,0.760,0.229 +Mexico,2015,6.236,9.880,0.761,65.800,0.719,-0.158,0.708,0.706,0.237 +Mexico,2016,6.824,9.895,0.893,65.800,0.752,-0.160,0.809,0.802,0.220 +Mexico,2017,6.410,9.905,0.800,65.800,0.861,-0.208,0.801,0.775,0.231 +Mexico,2018,6.550,9.917,0.858,65.800,0.816,-0.186,0.809,0.815,0.213 +Mexico,2019,6.432,9.907,0.852,65.800,0.903,-0.148,0.809,0.803,0.252 +Mexico,2020,5.964,9.816,0.779,65.800,0.873,-0.128,0.778,0.745,0.292 +Mexico,2021,5.991,9.857,0.779,65.800,0.837,-0.037,0.745,0.750,0.305 +Mexico,2022,7.038,9.881,0.858,65.800,0.861,-0.123,0.780,0.818,0.205 +Mexico,2023,7.006,9.900,0.868,65.800,0.870,-0.124,0.756,0.809,0.233 +Moldova,2006,5.102,8.922,0.812,59.480,0.554,-0.169,0.926,0.553,0.255 +Moldova,2007,4.775,8.954,0.804,59.860,0.696,-0.190,0.930,0.519,0.306 +Moldova,2008,5.503,9.031,0.872,60.240,0.641,-0.060,0.926,0.565,0.284 +Moldova,2009,5.554,8.970,0.856,60.620,0.551,-0.103,0.925,0.539,0.306 +Moldova,2010,5.590,9.040,0.847,61.000,0.598,-0.093,0.929,0.564,0.278 +Moldova,2011,5.792,9.097,0.869,61.380,0.628,-0.086,0.957,0.553,0.285 +Moldova,2012,5.996,9.091,0.826,61.760,0.602,-0.054,0.955,0.564,0.314 +Moldova,2013,5.756,9.178,0.803,62.140,0.658,-0.073,0.941,0.548,0.261 +Moldova,2014,5.917,9.227,0.805,62.520,0.623,-0.118,0.925,0.547,0.260 +Moldova,2015,6.017,9.232,0.840,62.900,0.595,-0.094,0.943,0.556,0.281 +Moldova,2016,5.578,9.289,0.837,63.300,0.557,-0.052,0.969,0.586,0.275 +Moldova,2017,5.326,9.347,0.831,63.700,0.553,-0.057,0.926,0.563,0.259 +Moldova,2018,5.682,9.404,0.892,64.100,0.824,-0.089,0.929,0.584,0.270 +Moldova,2019,5.803,9.455,0.809,64.500,0.784,-0.097,0.884,0.600,0.262 +Moldova,2020,5.812,9.380,0.874,64.900,0.859,-0.058,0.941,0.698,0.268 +Moldova,2021,5.959,9.518,0.880,65.300,0.833,-0.096,0.875,0.630,0.270 +Moldova,2022,5.687,9.465,0.817,65.700,0.829,-0.084,0.885,0.552,0.276 +Moldova,2023,5.801,9.492,0.842,66.100,0.844,-0.157,0.860,0.578,0.251 +Mongolia,2007,4.609,8.827,0.881,56.540,0.781,0.059,0.918,0.483,0.203 +Mongolia,2008,4.493,8.902,0.920,56.960,0.484,0.062,0.962,0.514,0.173 +Mongolia,2010,4.586,8.925,0.904,57.800,0.631,0.093,0.928,0.559,0.150 +Mongolia,2011,5.031,9.069,0.948,58.220,0.700,0.145,0.931,0.561,0.153 +Mongolia,2012,4.885,9.168,0.919,58.640,0.688,0.100,0.932,0.524,0.181 +Mongolia,2013,4.913,9.260,0.935,59.060,0.748,0.130,0.928,0.549,0.179 +Mongolia,2014,4.825,9.315,0.943,59.480,0.752,0.140,0.909,0.512,0.170 +Mongolia,2015,4.983,9.318,0.906,59.900,0.686,0.167,0.900,0.533,0.208 +Mongolia,2016,5.057,9.311,0.947,60.000,0.760,0.083,0.900,0.555,0.171 +Mongolia,2017,5.334,9.344,0.924,60.100,0.675,0.112,0.865,0.552,0.214 +Mongolia,2018,5.465,9.397,0.942,60.200,0.696,0.048,0.849,0.525,0.192 +Mongolia,2019,5.563,9.430,0.946,60.300,0.711,0.142,0.873,0.562,0.167 +Mongolia,2020,6.011,9.365,0.918,60.400,0.718,0.138,0.843,0.575,0.260 +Mongolia,2021,5.721,9.365,0.927,60.500,0.667,0.215,0.851,0.560,0.202 +Mongolia,2022,5.788,9.397,0.951,60.600,0.717,0.211,0.847,0.550,0.209 +Mongolia,2023,5.580,9.433,0.938,60.700,0.699,0.220,0.871,0.545,0.197 +Montenegro,2007,5.196,9.696,0.832,65.960,0.512,-0.139,0.815,0.536,0.340 +Montenegro,2009,4.801,9.702,0.816,66.120,0.556,-0.107,0.838,0.533,0.423 +Montenegro,2010,5.455,9.727,0.805,66.200,0.552,-0.212,0.757,0.510,0.410 +Montenegro,2011,5.223,9.758,0.818,66.280,0.546,-0.232,0.762,0.510,0.378 +Montenegro,2012,5.219,9.729,0.704,66.360,0.462,-0.198,0.755,0.468,0.379 +Montenegro,2013,5.074,9.763,0.736,66.440,0.502,-0.182,0.693,0.493,0.331 +Montenegro,2014,5.283,9.780,0.863,66.520,0.503,0.091,0.768,0.545,0.368 +Montenegro,2015,5.125,9.813,0.740,66.600,0.583,-0.150,0.781,0.534,0.337 +Montenegro,2016,5.304,9.842,0.866,66.700,0.569,-0.093,0.849,0.547,0.337 +Montenegro,2017,5.615,9.887,0.881,66.800,0.626,-0.089,0.756,0.493,0.350 +Montenegro,2018,5.650,9.937,0.856,66.900,0.626,-0.057,0.769,0.527,0.355 +Montenegro,2019,5.386,9.977,0.832,67.000,0.694,-0.111,0.820,0.547,0.366 +Montenegro,2020,5.722,9.812,0.887,67.100,0.802,0.061,0.845,0.560,0.411 +Montenegro,2022,5.600,10.002,0.875,67.300,0.778,-0.022,0.802,0.485,0.317 +Montenegro,2023,5.813,10.041,0.853,67.400,0.799,-0.066,0.706,0.481,0.318 +Morocco,2010,4.383,8.821,,62.500,0.663,-0.173,0.900,, +Morocco,2011,5.085,8.861,0.833,62.660,0.579,-0.229,0.875,0.687,0.187 +Morocco,2012,4.970,8.877,0.676,62.820,0.757,-0.198,0.845,0.641,0.281 +Morocco,2013,5.142,8.904,0.597,62.980,0.572,-0.221,0.771,0.707,0.239 +Morocco,2015,5.163,8.947,0.606,63.300,0.713,-0.239,0.842,0.596,0.262 +Morocco,2016,5.386,8.940,0.655,63.400,0.817,-0.248,0.717,0.658,0.205 +Morocco,2017,5.312,8.977,0.641,63.500,0.814,-0.227,0.841,0.501,0.323 +Morocco,2018,4.897,8.996,0.554,63.600,0.773,-0.246,0.843,0.575,0.416 +Morocco,2019,5.057,9.014,0.535,63.700,0.757,-0.256,0.757,0.535,0.410 +Morocco,2020,4.803,8.929,0.553,63.800,0.819,-0.238,0.803,0.548,0.256 +Morocco,2021,5.326,8.994,0.505,63.900,0.762,-0.204,0.817,0.554,0.341 +Morocco,2022,4.596,8.995,0.564,64.000,0.795,-0.257,0.802,0.573,0.414 +Morocco,2023,4.487,9.009,0.500,64.100,0.821,-0.094,0.831,0.549,0.415 +Mozambique,2006,4.595,6.792,0.879,44.820,0.684,0.035,0.758,0.602,0.327 +Mozambique,2007,4.833,6.840,0.748,45.240,0.643,0.068,0.854,0.627,0.240 +Mozambique,2008,4.654,6.885,0.756,45.660,0.514,0.000,0.864,0.611,0.280 +Mozambique,2011,4.971,6.996,0.818,46.920,0.639,-0.030,0.719,0.565,0.243 +Mozambique,2015,4.550,7.148,0.666,48.600,0.813,0.083,0.632,0.560,0.340 +Mozambique,2017,4.280,7.160,0.678,49.500,0.823,-0.035,0.682,0.642,0.353 +Mozambique,2018,4.654,7.165,0.738,49.950,0.897,0.043,0.691,0.620,0.397 +Mozambique,2019,4.932,7.159,0.742,50.400,0.870,0.068,0.682,0.588,0.384 +Mozambique,2021,5.178,7.112,0.664,51.300,0.838,0.042,0.627,0.576,0.383 +Mozambique,2022,4.740,7.125,0.711,51.750,0.884,0.043,0.688,0.629,0.351 +Mozambique,2023,5.704,7.147,0.701,52.200,0.867,0.071,0.678,0.625,0.335 +Myanmar,2012,4.439,8.067,0.612,58.160,0.691,0.646,0.695,0.574,0.205 +Myanmar,2013,4.176,8.134,0.757,58.640,0.775,0.691,0.638,0.675,0.217 +Myanmar,2014,4.786,8.205,0.774,59.120,0.870,0.700,0.592,0.713,0.112 +Myanmar,2015,4.224,8.229,0.752,59.600,0.808,0.692,0.633,0.729,0.272 +Myanmar,2016,4.623,8.321,0.793,59.925,0.877,0.680,0.607,0.671,0.302 +Myanmar,2017,4.154,8.369,0.795,60.250,0.886,0.651,0.619,0.617,0.282 +Myanmar,2018,4.411,8.424,0.774,60.575,0.906,0.492,0.647,0.640,0.300 +Myanmar,2019,4.434,8.483,0.763,60.900,0.899,0.560,0.682,0.638,0.286 +Myanmar,2020,4.431,8.507,0.796,61.225,0.825,0.468,0.647,0.700,0.289 +Myanmar,2021,4.314,8.302,0.780,61.550,0.631,0.508,0.671,0.636,0.268 +Myanmar,2022,4.359,8.325,0.746,61.875,0.646,0.600,0.729,0.669,0.353 +Myanmar,2023,4.391,8.347,0.685,62.200,0.695,0.548,0.686,0.634,0.358 +Namibia,2007,4.886,9.073,0.828,51.880,0.781,-0.107,0.839,0.769,0.160 +Namibia,2014,4.574,9.264,0.763,54.260,0.849,-0.191,0.790,0.723,0.239 +Namibia,2017,4.441,9.243,0.828,55.350,0.810,-0.198,0.831,0.697,0.277 +Namibia,2018,4.834,9.237,0.864,55.725,0.754,-0.177,0.846,0.696,0.240 +Namibia,2019,4.436,9.211,0.845,56.100,0.739,-0.182,0.879,0.644,0.256 +Namibia,2020,4.451,9.110,0.741,56.475,0.666,-0.110,0.810,0.652,0.248 +Namibia,2021,4.491,9.128,0.808,56.850,0.659,-0.153,0.829,0.644,0.230 +Namibia,2022,4.949,9.158,0.808,57.225,0.683,-0.124,0.849,0.676,0.261 +Namibia,2023,5.055,9.167,0.852,57.600,0.674,-0.113,0.873,0.635,0.208 +Nepal,2006,4.567,7.734,0.874,59.660,0.689,,0.897,0.583,0.171 +Nepal,2007,4.748,7.761,0.787,59.720,0.413,0.303,0.891,0.502,0.152 +Nepal,2008,4.441,7.814,0.818,59.780,0.618,0.276,0.900,0.589,0.153 +Nepal,2009,4.917,7.853,0.813,59.840,0.616,0.029,0.950,0.484,0.215 +Nepal,2010,4.350,7.895,0.779,59.900,0.519,0.077,0.911,0.538,0.226 +Nepal,2011,3.809,7.924,0.741,59.960,0.525,-0.024,0.935,0.530,0.207 +Nepal,2012,4.233,7.968,0.734,60.020,0.638,0.056,0.883,0.538,0.231 +Nepal,2013,4.605,8.000,0.740,60.080,0.722,0.137,0.877,0.496,0.279 +Nepal,2014,4.975,8.056,0.786,60.140,0.712,0.108,0.841,0.492,0.287 +Nepal,2015,4.812,8.089,0.748,60.200,0.763,0.214,0.824,0.444,0.358 +Nepal,2016,5.100,8.085,0.837,60.475,0.839,0.155,0.817,0.523,0.370 +Nepal,2017,4.737,8.159,0.816,60.750,0.845,0.120,0.770,0.463,0.376 +Nepal,2018,4.910,8.221,0.768,61.025,0.770,0.107,0.742,0.457,0.387 +Nepal,2019,5.449,8.274,0.772,61.300,0.790,0.152,0.712,0.444,0.357 +Nepal,2020,5.982,8.233,0.787,61.575,0.772,0.135,0.812,0.480,0.337 +Nepal,2021,4.622,8.257,0.699,61.850,0.818,0.144,0.770,0.414,0.354 +Nepal,2022,5.474,8.294,0.753,62.125,0.844,0.149,0.760,0.473,0.342 +Nepal,2023,5.389,8.318,0.749,62.400,0.765,0.184,0.792,0.461,0.350 +Netherlands,2005,7.464,10.809,0.947,70.700,0.901,,0.571,0.701,0.233 +Netherlands,2007,7.452,10.876,0.944,70.780,0.896,0.339,0.445,0.718,0.213 +Netherlands,2008,7.631,10.894,0.944,70.820,0.883,0.359,0.419,0.679,0.182 +Netherlands,2010,7.502,10.860,0.957,70.900,0.921,0.344,0.399,0.745,0.206 +Netherlands,2011,7.564,10.870,0.938,70.940,0.925,0.330,0.359,0.770,0.181 +Netherlands,2012,7.471,10.856,0.939,70.980,0.877,0.282,0.434,0.753,0.226 +Netherlands,2013,7.407,10.852,0.925,71.020,0.919,0.299,0.505,0.765,0.235 +Netherlands,2014,7.321,10.863,0.909,71.060,0.910,0.326,0.457,0.776,0.221 +Netherlands,2015,7.324,10.878,0.879,71.100,0.904,0.256,0.412,0.742,0.202 +Netherlands,2016,7.541,10.894,0.926,71.175,0.907,0.233,0.433,0.737,0.215 +Netherlands,2017,7.459,10.917,0.937,71.250,0.920,0.245,0.363,0.729,0.185 +Netherlands,2018,7.463,10.934,0.939,71.325,0.920,0.156,0.371,0.748,0.205 +Netherlands,2019,7.425,10.947,0.941,71.400,0.886,0.207,0.360,0.728,0.231 +Netherlands,2020,7.504,10.902,0.944,71.475,0.935,0.145,0.281,0.691,0.247 +Netherlands,2021,7.314,10.944,0.919,71.550,0.856,0.266,0.397,0.714,0.201 +Netherlands,2022,7.390,10.978,0.929,71.625,0.868,0.223,0.459,0.711,0.198 +Netherlands,2023,7.255,10.977,0.915,71.700,0.847,0.223,0.424,0.693,0.202 +New Zealand,2006,7.305,10.541,0.946,69.720,0.932,0.304,0.224,0.825,0.219 +New Zealand,2007,7.604,10.562,0.967,69.740,0.878,0.272,0.295,0.803,0.238 +New Zealand,2008,7.381,10.541,0.944,69.760,0.893,0.291,0.334,0.784,0.232 +New Zealand,2010,7.224,10.534,0.976,69.800,0.918,0.247,0.321,0.783,0.235 +New Zealand,2011,7.191,10.548,0.954,69.820,0.935,0.278,0.269,0.784,0.210 +New Zealand,2012,7.250,10.565,0.930,69.840,0.902,0.280,0.289,0.786,0.207 +New Zealand,2013,7.280,10.585,0.958,69.860,0.944,0.230,0.312,0.778,0.151 +New Zealand,2014,7.306,10.605,0.942,69.880,0.932,0.341,0.273,0.807,0.199 +New Zealand,2015,7.418,10.622,0.987,69.900,0.942,0.322,0.186,0.795,0.160 +New Zealand,2016,7.226,10.637,0.937,69.975,0.927,0.259,0.278,0.777,0.207 +New Zealand,2017,7.327,10.650,0.955,70.050,0.942,0.287,0.222,0.763,0.172 +New Zealand,2018,7.370,10.667,0.954,70.125,0.949,0.113,0.207,0.785,0.168 +New Zealand,2019,7.205,10.675,0.939,70.200,0.912,0.150,0.234,0.765,0.191 +New Zealand,2020,7.257,10.647,0.952,70.275,0.918,0.116,0.283,0.796,0.209 +New Zealand,2021,7.137,10.693,0.950,70.350,0.910,0.216,0.252,0.747,0.206 +New Zealand,2022,6.975,10.712,0.956,70.425,0.831,0.183,0.281,0.706,0.210 +New Zealand,2023,6.976,10.720,0.933,70.500,0.877,0.181,0.304,0.738,0.229 +Nicaragua,2006,4.460,8.395,0.877,64.300,0.745,0.005,0.844,0.780,0.294 +Nicaragua,2007,4.944,8.431,0.866,64.400,0.836,0.135,0.826,0.787,0.287 +Nicaragua,2008,5.104,8.450,0.857,64.500,0.791,0.070,0.819,0.770,0.289 +Nicaragua,2009,5.353,8.402,0.835,64.600,0.746,0.065,0.794,0.740,0.299 +Nicaragua,2010,5.687,8.431,0.863,64.700,0.792,0.013,0.802,0.749,0.268 +Nicaragua,2011,5.386,8.478,0.800,64.800,0.779,-0.024,0.760,0.747,0.309 +Nicaragua,2012,5.448,8.526,0.894,64.900,0.850,0.012,0.644,0.762,0.255 +Nicaragua,2013,5.772,8.559,0.868,65.000,0.859,0.034,0.636,0.800,0.271 +Nicaragua,2014,6.275,8.591,0.839,65.100,0.817,0.099,0.699,0.782,0.334 +Nicaragua,2015,5.924,8.624,0.827,65.200,0.809,0.073,0.728,0.771,0.346 +Nicaragua,2016,6.013,8.654,0.853,65.275,0.717,0.035,0.731,0.787,0.380 +Nicaragua,2017,6.476,8.685,0.838,65.350,0.922,0.006,0.673,0.793,0.308 +Nicaragua,2018,5.819,8.637,0.854,65.425,0.797,0.004,0.713,0.743,0.408 +Nicaragua,2019,6.113,8.594,0.874,65.500,0.883,0.024,0.622,0.790,0.337 +Nicaragua,2020,6.287,8.562,0.856,65.575,0.818,0.037,0.631,0.775,0.316 +Nicaragua,2021,6.095,8.647,0.848,65.650,0.905,0.020,0.675,0.799,0.293 +Nicaragua,2022,6.392,8.669,0.844,65.725,0.914,-0.004,0.570,0.787,0.339 +Nicaragua,2023,6.362,8.685,0.836,65.800,0.906,-0.008,0.532,0.772,0.340 +Niger,2006,3.737,6.872,0.677,50.140,0.750,0.073,0.755,0.746,0.179 +Niger,2007,4.277,6.867,0.726,50.580,0.584,-0.060,0.748,0.723,0.158 +Niger,2008,4.236,6.905,0.607,51.020,0.649,-0.059,0.749,0.689,0.194 +Niger,2009,4.267,6.887,0.771,51.460,0.880,-0.013,0.483,0.714,0.115 +Niger,2010,4.101,6.932,0.655,51.900,0.817,-0.027,0.529,0.715,0.126 +Niger,2011,4.556,6.918,0.818,52.340,0.780,-0.060,0.549,0.710,0.166 +Niger,2012,3.798,6.980,0.700,52.780,0.734,-0.068,0.777,0.582,0.142 +Niger,2013,3.716,6.994,0.696,53.220,0.825,-0.082,0.711,0.639,0.208 +Niger,2014,4.181,7.020,0.753,53.660,0.688,-0.051,0.605,0.629,0.205 +Niger,2015,3.671,7.025,0.713,54.100,0.728,-0.037,0.703,0.665,0.218 +Niger,2016,4.235,7.042,0.683,54.450,0.702,-0.020,0.814,0.646,0.325 +Niger,2017,4.616,7.053,0.582,54.800,0.684,-0.035,0.778,0.699,0.427 +Niger,2018,5.164,7.084,0.612,55.150,0.791,0.004,0.637,0.759,0.503 +Niger,2019,5.004,7.105,0.677,55.500,0.831,0.021,0.729,0.794,0.304 +Niger,2022,4.501,7.151,0.587,56.550,0.793,0.024,0.740,0.787,0.366 +Niger,2023,4.609,7.181,0.638,56.900,0.767,0.029,,0.747,0.417 +Nigeria,2006,4.710,8.314,0.735,50.220,0.649,0.080,0.871,0.772,0.178 +Nigeria,2007,4.890,8.350,0.718,50.540,0.635,0.132,0.918,0.815,0.141 +Nigeria,2008,4.939,8.389,0.780,50.860,0.584,0.115,0.892,0.755,0.244 +Nigeria,2009,4.980,8.439,0.722,51.180,0.537,0.063,0.913,0.730,0.225 +Nigeria,2010,4.760,8.488,0.824,51.500,0.565,0.062,0.911,0.759,0.190 +Nigeria,2012,5.493,8.526,0.818,52.140,0.652,0.062,0.900,0.782,0.209 +Nigeria,2013,4.818,8.564,0.663,52.460,0.622,0.046,0.905,0.652,0.286 +Nigeria,2015,4.933,8.600,0.812,53.100,0.680,-0.040,0.926,0.715,0.251 +Nigeria,2016,5.220,8.558,0.805,53.425,0.798,0.039,0.905,0.745,0.252 +Nigeria,2017,5.322,8.541,0.733,53.750,0.826,0.120,0.835,0.682,0.236 +Nigeria,2018,5.252,8.535,0.741,54.075,0.790,-0.015,0.866,0.762,0.256 +Nigeria,2019,4.266,8.532,0.735,54.400,0.746,0.019,0.873,0.698,0.229 +Nigeria,2020,5.503,8.490,0.739,54.725,0.713,0.094,0.913,0.737,0.316 +Nigeria,2021,4.479,8.502,0.742,55.050,0.726,0.047,0.912,0.666,0.188 +Nigeria,2022,5.294,8.510,0.785,55.375,0.776,0.172,0.935,0.760,0.253 +Nigeria,2023,4.869,8.514,0.781,55.700,0.720,0.209,0.877,0.721,0.266 +North Macedonia,2007,4.494,9.434,0.811,64.660,0.439,0.073,0.870,0.558,0.251 +North Macedonia,2009,4.428,9.481,0.734,64.820,0.552,-0.049,0.844,0.488,0.370 +North Macedonia,2010,4.180,9.512,0.687,64.900,0.513,-0.065,0.856,0.473,0.314 +North Macedonia,2011,4.898,9.533,0.784,64.980,0.607,-0.094,0.865,0.503,0.363 +North Macedonia,2012,4.640,9.527,0.798,65.060,0.613,-0.091,0.920,0.551,0.422 +North Macedonia,2013,5.186,9.555,0.832,65.140,0.641,0.018,0.861,0.521,0.331 +North Macedonia,2014,5.204,9.589,0.793,65.220,0.645,0.028,0.861,0.583,0.307 +North Macedonia,2015,4.976,9.625,0.766,65.300,0.660,-0.053,0.824,0.551,0.299 +North Macedonia,2016,5.346,9.652,0.871,65.500,0.706,0.073,0.870,0.587,0.292 +North Macedonia,2017,5.234,9.662,0.800,65.700,0.752,-0.065,0.856,0.447,0.299 +North Macedonia,2018,5.240,9.689,0.849,65.900,0.745,-0.048,0.910,0.512,0.298 +North Macedonia,2019,5.015,9.728,0.815,66.100,0.725,0.018,0.923,0.515,0.304 +North Macedonia,2020,5.054,9.666,0.750,66.300,0.787,0.127,0.877,0.542,0.365 +North Macedonia,2021,5.535,9.724,0.809,66.500,0.793,0.188,0.884,0.563,0.303 +North Macedonia,2022,5.167,9.749,0.850,66.700,0.723,0.068,0.937,0.555,0.277 +North Macedonia,2023,5.403,9.776,0.883,66.900,0.738,0.123,0.917,0.517,0.272 +Norway,2006,7.416,11.056,0.959,69.400,0.960,0.101,0.397,0.767,0.197 +Norway,2008,7.632,11.066,0.936,69.800,0.947,0.010,0.503,0.763,0.155 +Norway,2012,7.678,11.041,0.948,70.600,0.947,0.139,0.368,0.798,0.213 +Norway,2014,7.444,11.048,0.941,71.000,0.956,0.173,0.405,0.802,0.194 +Norway,2015,7.603,11.057,0.947,71.200,0.948,0.249,0.299,0.796,0.209 +Norway,2016,7.596,11.060,0.960,71.250,0.954,0.125,0.410,0.809,0.209 +Norway,2017,7.579,11.076,0.950,71.300,0.953,0.228,0.250,0.800,0.203 +Norway,2018,7.444,11.077,0.966,71.350,0.960,0.086,0.268,0.786,0.212 +Norway,2019,7.442,11.082,0.942,71.400,0.954,0.103,0.271,0.782,0.195 +Norway,2020,7.290,11.063,0.956,71.450,0.965,0.068,0.271,0.777,0.216 +Norway,2021,7.362,11.096,0.948,71.500,0.936,0.166,0.263,0.769,0.207 +Norway,2022,7.295,11.119,0.927,71.550,0.939,0.182,0.314,0.759,0.211 +Norway,2023,7.249,11.125,0.952,71.600,0.938,0.219,0.245,0.756,0.228 +Oman,2011,6.853,10.539,,62.340,0.916,0.008,,,0.295 +Pakistan,2005,5.225,8.252,0.591,53.200,0.630,,0.844,,0.237 +Pakistan,2007,5.671,8.314,0.479,53.720,0.396,0.081,0.794,0.583,0.310 +Pakistan,2008,4.414,8.309,0.373,53.980,0.335,0.092,0.848,0.533,0.321 +Pakistan,2009,5.208,8.315,0.522,54.240,0.388,0.069,0.874,0.516,0.349 +Pakistan,2010,5.786,8.308,0.571,54.500,0.364,0.292,0.852,0.527,0.372 +Pakistan,2011,5.267,8.314,0.510,54.760,0.376,0.022,0.857,0.473,0.358 +Pakistan,2012,5.132,8.331,0.542,55.020,0.367,0.157,0.842,0.510,0.332 +Pakistan,2013,5.138,8.359,0.607,55.280,0.448,0.091,0.792,0.474,0.274 +Pakistan,2014,5.436,8.390,0.552,55.540,0.543,0.131,0.677,0.475,0.295 +Pakistan,2015,4.823,8.423,0.562,55.800,0.587,0.076,0.717,0.469,0.329 +Pakistan,2016,5.549,8.465,0.627,56.075,0.634,0.084,0.793,0.503,0.332 +Pakistan,2017,5.831,8.495,0.690,56.350,0.713,0.035,0.714,0.489,0.308 +Pakistan,2018,5.472,8.540,0.685,56.625,0.773,0.058,0.799,0.470,0.377 +Pakistan,2019,4.443,8.548,0.617,56.900,0.685,0.112,0.776,0.489,0.424 +Pakistan,2020,4.624,8.518,0.594,57.175,0.767,0.003,0.833,0.470,0.376 +Pakistan,2021,4.487,8.563,0.608,57.450,0.764,0.007,0.743,0.518,0.307 +Pakistan,2022,4.931,8.604,0.590,57.725,0.745,0.000,0.865,0.469,0.368 +Pakistan,2023,4.549,8.588,0.553,58.000,0.661,0.070,0.889,0.504,0.417 +Panama,2006,6.128,9.806,0.951,66.860,0.882,-0.056,0.912,0.826,0.232 +Panama,2007,6.894,9.901,0.937,67.020,0.640,0.074,0.915,0.789,0.149 +Panama,2008,6.931,9.977,0.922,67.180,0.707,0.051,0.881,0.776,0.150 +Panama,2009,7.034,9.971,0.905,67.340,0.721,0.006,0.889,0.839,0.144 +Panama,2010,7.321,10.010,0.928,67.500,0.755,-0.017,0.880,0.841,0.146 +Panama,2011,7.248,10.099,0.876,67.660,0.829,0.000,0.840,0.853,0.180 +Panama,2012,6.860,10.174,0.897,67.820,0.783,-0.011,0.796,0.838,0.207 +Panama,2013,6.866,10.224,0.896,67.980,0.811,0.010,0.814,0.860,0.226 +Panama,2014,6.631,10.256,0.873,68.140,0.894,-0.007,0.847,0.799,0.254 +Panama,2015,6.606,10.294,0.883,68.300,0.847,-0.016,0.810,0.777,0.264 +Panama,2016,6.118,10.325,0.882,68.400,0.884,-0.111,0.837,0.813,0.244 +Panama,2017,6.568,10.362,0.912,68.500,0.900,-0.178,0.841,0.795,0.242 +Panama,2018,6.281,10.382,0.904,68.600,0.861,-0.139,0.837,0.841,0.223 +Panama,2019,6.086,10.398,0.886,68.700,0.883,-0.208,0.869,0.841,0.244 +Panama,2021,6.553,10.323,0.899,68.900,0.811,-0.152,0.861,0.834,0.218 +Panama,2022,5.979,10.412,0.891,69.000,0.899,-0.128,0.887,0.821,0.259 +Panama,2023,6.543,10.455,0.887,69.100,0.852,-0.147,0.871,0.829,0.257 +Paraguay,2006,4.730,9.154,0.895,64.880,0.691,0.056,0.841,0.752,0.303 +Paraguay,2007,5.272,9.197,0.863,64.960,0.699,0.121,0.930,0.812,0.219 +Paraguay,2008,5.570,9.250,0.889,65.040,0.649,0.046,0.891,0.798,0.259 +Paraguay,2009,5.576,9.237,0.900,65.120,0.718,0.016,0.857,0.803,0.186 +Paraguay,2010,5.841,9.331,0.889,65.200,0.726,0.065,0.780,0.826,0.176 +Paraguay,2011,5.677,9.360,0.869,65.280,0.666,0.179,0.756,0.823,0.190 +Paraguay,2012,5.820,9.339,0.931,65.360,0.748,0.188,0.774,0.849,0.213 +Paraguay,2013,5.936,9.405,0.939,65.440,0.909,0.034,0.903,0.874,0.224 +Paraguay,2014,5.119,9.443,0.959,65.520,0.759,-0.013,0.762,0.876,0.216 +Paraguay,2015,5.560,9.458,0.914,65.600,0.806,-0.019,0.863,0.832,0.219 +Paraguay,2016,5.801,9.485,0.940,65.650,0.854,-0.082,0.756,0.833,0.197 +Paraguay,2017,5.713,9.518,0.902,65.700,0.891,-0.008,0.810,0.820,0.232 +Paraguay,2019,5.653,9.519,0.892,65.800,0.876,0.017,0.882,0.790,0.275 +Paraguay,2020,5.501,9.497,0.907,65.850,0.865,0.054,0.829,0.767,0.269 +Paraguay,2021,5.576,9.523,0.908,65.900,0.888,0.015,0.857,0.806,0.248 +Paraguay,2022,6.138,9.513,0.899,65.950,0.922,-0.014,0.839,0.821,0.238 +Paraguay,2023,6.214,9.549,0.889,66.000,0.902,-0.004,0.835,0.833,0.240 +Peru,2006,4.811,8.979,0.875,66.460,0.668,-0.076,0.895,0.675,0.420 +Peru,2007,5.214,9.054,0.756,66.720,0.638,-0.082,0.931,0.730,0.361 +Peru,2008,5.129,9.134,0.777,66.980,0.638,-0.072,0.896,0.701,0.354 +Peru,2009,5.519,9.138,0.799,67.240,0.638,-0.084,0.880,0.758,0.320 +Peru,2010,5.613,9.210,0.812,67.500,0.757,-0.066,0.881,0.744,0.330 +Peru,2011,5.892,9.263,0.756,67.760,0.773,-0.128,0.824,0.742,0.331 +Peru,2012,5.825,9.313,0.764,68.020,0.703,-0.084,0.867,0.705,0.398 +Peru,2013,5.783,9.361,0.797,68.280,0.703,-0.071,0.870,0.741,0.390 +Peru,2014,5.866,9.374,0.819,68.540,0.722,-0.141,0.878,0.743,0.319 +Peru,2015,5.577,9.394,0.798,68.800,0.802,-0.095,0.884,0.744,0.378 +Peru,2016,5.701,9.419,0.803,68.975,0.830,-0.139,0.866,0.791,0.338 +Peru,2017,5.711,9.429,0.830,69.150,0.827,-0.160,0.895,0.768,0.394 +Peru,2018,5.680,9.449,0.845,69.325,0.830,-0.184,0.906,0.783,0.380 +Peru,2019,5.999,9.452,0.809,69.500,0.815,-0.135,0.874,0.794,0.375 +Peru,2020,4.994,9.323,0.749,69.675,0.806,-0.094,0.912,0.736,0.481 +Peru,2021,5.694,9.436,0.819,69.850,0.812,-0.090,0.880,0.784,0.369 +Peru,2022,5.892,9.453,0.823,70.025,0.764,-0.180,0.884,0.755,0.378 +Peru,2023,5.936,9.459,0.787,70.200,0.757,-0.061,0.919,0.765,0.370 +Philippines,2006,4.670,8.562,0.795,61.360,0.828,0.058,0.841,0.756, +Philippines,2007,5.074,8.606,0.801,61.420,0.852,-0.027,0.880,0.736,0.378 +Philippines,2008,4.589,8.630,0.798,61.480,0.861,0.078,0.817,0.774,0.384 +Philippines,2009,4.880,8.626,0.775,61.540,0.874,-0.001,0.805,0.791,0.311 +Philippines,2010,4.942,8.679,0.805,61.600,0.893,0.028,0.812,0.829,0.294 +Philippines,2011,4.994,8.699,0.789,61.660,0.883,0.068,0.783,0.808,0.358 +Philippines,2012,5.002,8.748,0.813,61.720,0.914,0.048,0.771,0.811,0.351 +Philippines,2013,4.977,8.796,0.846,61.780,0.907,0.016,0.756,0.796,0.332 +Philippines,2014,5.313,8.842,0.813,61.840,0.902,-0.020,0.787,0.787,0.334 +Philippines,2015,5.547,8.887,0.854,61.900,0.912,-0.056,0.755,0.796,0.351 +Philippines,2016,5.431,8.938,0.821,61.925,0.908,-0.076,0.792,0.807,0.290 +Philippines,2017,5.594,8.987,0.851,61.950,0.926,-0.146,0.711,0.753,0.341 +Philippines,2018,5.869,9.032,0.846,61.975,0.918,-0.112,0.726,0.756,0.393 +Philippines,2019,6.268,9.075,0.845,62.000,0.910,-0.087,0.748,0.765,0.341 +Philippines,2020,5.080,8.958,0.781,62.025,0.932,-0.114,0.744,0.793,0.327 +Philippines,2021,5.965,8.999,0.778,62.050,0.905,-0.012,0.721,0.790,0.323 +Philippines,2022,5.995,9.057,0.819,62.075,0.952,-0.155,0.757,0.833,0.301 +Philippines,2023,6.184,9.102,0.796,62.100,0.932,-0.038,0.768,0.800,0.324 +Poland,2005,5.587,9.844,0.922,66.200,0.782,,0.983,0.611,0.282 +Poland,2007,5.886,9.973,0.913,66.560,0.772,-0.053,0.925,0.665,0.238 +Poland,2009,5.772,10.041,0.917,66.920,0.821,0.068,0.898,0.649,0.246 +Poland,2010,5.887,10.073,0.955,67.100,0.795,-0.003,0.905,0.686,0.234 +Poland,2011,5.646,10.122,0.905,67.280,0.868,-0.072,0.908,0.659,0.224 +Poland,2012,5.876,10.137,0.936,67.460,0.811,-0.032,0.888,0.711,0.267 +Poland,2013,5.746,10.146,0.912,67.640,0.776,-0.142,0.916,0.675,0.242 +Poland,2014,5.750,10.184,0.924,67.820,0.875,-0.069,0.898,0.681,0.223 +Poland,2015,6.007,10.228,0.893,68.000,0.793,-0.098,0.810,0.631,0.240 +Poland,2016,6.162,10.258,0.917,68.175,0.871,-0.096,0.848,0.666,0.224 +Poland,2017,6.201,10.308,0.882,68.350,0.831,-0.127,0.639,0.566,0.203 +Poland,2018,6.111,10.365,0.863,68.525,0.870,-0.260,0.720,0.622,0.176 +Poland,2019,6.242,10.409,0.878,68.700,0.883,-0.237,0.696,0.613,0.168 +Poland,2020,6.139,10.390,0.953,68.875,0.767,-0.014,0.787,0.677,0.329 +Poland,2021,5.978,10.461,0.936,69.050,0.732,0.122,0.744,0.700,0.277 +Poland,2022,6.666,10.513,0.886,69.225,0.800,-0.209,0.667,0.594,0.140 +Poland,2023,6.685,10.527,0.890,69.400,0.775,-0.232,0.662,0.556,0.155 +Portugal,2006,5.405,10.359,0.905,68.340,0.882,-0.184,0.880,0.647,0.333 +Portugal,2008,5.717,10.383,0.886,68.820,0.646,-0.223,0.933,0.667,0.309 +Portugal,2010,5.095,10.367,0.864,69.300,0.721,-0.112,0.948,0.681,0.265 +Portugal,2011,5.220,10.352,0.856,69.540,0.875,-0.179,0.962,0.671,0.279 +Portugal,2012,4.994,10.314,0.866,69.780,0.774,-0.103,0.959,0.631,0.370 +Portugal,2013,5.158,10.310,0.867,70.020,0.788,-0.124,0.946,0.665,0.348 +Portugal,2014,5.127,10.324,0.862,70.260,0.847,-0.132,0.941,0.663,0.358 +Portugal,2015,5.081,10.346,0.866,70.500,0.800,-0.169,0.941,0.629,0.371 +Portugal,2016,5.447,10.369,0.905,70.625,0.838,-0.231,0.922,0.659,0.326 +Portugal,2017,5.711,10.406,0.900,70.750,0.905,-0.182,0.881,0.608,0.294 +Portugal,2018,5.920,10.435,0.887,70.875,0.877,-0.267,0.880,0.646,0.318 +Portugal,2019,6.095,10.462,0.876,71.000,0.882,-0.240,0.915,0.675,0.300 +Portugal,2020,5.768,10.374,0.875,71.125,0.913,-0.244,0.867,0.614,0.383 +Portugal,2021,6.183,10.425,0.895,71.250,0.892,-0.211,0.872,0.629,0.284 +Portugal,2022,5.953,10.484,0.862,71.375,0.903,-0.139,0.893,0.638,0.316 +Portugal,2023,5.954,10.504,0.895,71.500,0.847,-0.176,0.889,0.661,0.309 +Qatar,2009,6.418,11.434,0.894,64.360,0.865,0.230,0.184,0.673,0.258 +Qatar,2010,6.850,11.551,,64.700,,0.095,,, +Qatar,2011,6.592,11.625,0.857,65.040,0.905,0.000,,0.661,0.328 +Qatar,2012,6.611,11.617,0.838,65.380,0.924,0.149,,0.683,0.322 +Qatar,2015,6.375,11.532,,66.400,,,,, +Romania,2005,5.049,9.733,0.838,64.500,0.800,,0.957,0.576,0.346 +Romania,2007,5.394,9.901,0.736,64.860,0.686,-0.194,0.949,0.575,0.277 +Romania,2009,5.368,9.958,0.812,65.220,0.606,-0.203,0.967,0.545,0.270 +Romania,2010,4.909,9.924,0.689,65.400,0.566,-0.091,0.974,0.539,0.344 +Romania,2011,5.023,9.973,0.753,65.580,0.650,-0.148,0.964,0.501,0.294 +Romania,2012,5.167,9.997,0.740,65.760,0.645,-0.120,0.959,0.520,0.343 +Romania,2013,5.082,10.003,0.778,65.940,0.655,-0.135,0.952,0.541,0.329 +Romania,2014,5.727,10.047,0.753,66.120,0.754,-0.107,0.958,0.565,0.331 +Romania,2015,5.777,10.083,0.787,66.300,0.796,-0.147,0.962,0.627,0.312 +Romania,2016,5.969,10.117,0.809,66.425,0.822,-0.120,0.949,0.607,0.258 +Romania,2017,6.090,10.201,0.811,66.550,0.839,-0.165,0.926,0.632,0.231 +Romania,2018,6.151,10.266,0.818,66.675,0.845,-0.224,0.921,0.649,0.298 +Romania,2019,6.130,10.309,0.842,66.800,0.848,-0.228,0.954,0.605,0.244 +Romania,2020,6.785,10.277,0.869,66.925,0.863,-0.161,0.918,0.668,0.256 +Romania,2021,6.549,10.341,0.835,67.050,0.871,-0.187,0.928,0.674,0.264 +Romania,2022,6.437,10.396,0.830,67.175,0.836,-0.173,0.941,0.615,0.258 +Romania,2023,6.489,10.431,0.826,67.300,0.849,-0.202,0.905,0.628,0.271 +Russia,2006,4.964,9.988,0.895,58.740,0.643,-0.312,0.935,0.534,0.232 +Russia,2007,5.223,10.071,0.885,59.180,0.593,-0.289,0.933,0.546,0.193 +Russia,2008,5.619,10.122,0.882,59.620,0.643,-0.311,0.924,0.570,0.166 +Russia,2009,5.158,10.041,0.908,60.060,0.617,-0.289,0.954,0.540,0.169 +Russia,2010,5.385,10.084,0.909,60.500,0.613,-0.302,0.937,0.567,0.171 +Russia,2011,5.389,10.126,0.883,60.940,0.626,-0.284,0.935,0.564,0.165 +Russia,2012,5.621,10.163,0.901,61.380,0.609,-0.298,0.938,0.563,0.174 +Russia,2013,5.537,10.179,0.881,61.820,0.661,-0.295,0.934,0.592,0.180 +Russia,2014,6.037,10.168,0.932,62.260,0.744,-0.270,0.869,0.617,0.151 +Russia,2015,5.996,10.146,0.924,62.700,0.685,-0.177,0.913,0.609,0.130 +Russia,2016,5.855,10.146,0.911,63.075,0.714,-0.187,0.925,0.587,0.142 +Russia,2017,5.579,10.163,0.896,63.450,0.731,-0.151,0.862,0.651,0.195 +Russia,2018,5.514,10.191,0.909,63.825,0.729,-0.153,0.865,0.615,0.199 +Russia,2019,5.441,10.213,0.910,64.200,0.715,-0.122,0.848,0.632,0.200 +Russia,2020,5.495,10.188,0.887,64.575,0.714,-0.078,0.823,0.621,0.190 +Russia,2021,5.448,10.247,0.862,64.950,0.671,0.053,0.808,0.590,0.190 +Russia,2022,6.044,10.225,0.920,65.325,0.776,-0.074,0.767,0.614,0.211 +Russia,2023,5.865,10.209,0.854,65.700,0.750,0.056,0.733,0.616,0.190 +Rwanda,2006,4.215,7.087,0.718,53.500,0.915,,0.299,0.701,0.189 +Rwanda,2008,4.363,7.213,0.486,54.700,0.752,0.014,0.286,0.633,0.221 +Rwanda,2009,4.030,7.247,0.559,55.300,0.766,-0.004,0.410,0.658,0.112 +Rwanda,2011,4.097,7.343,0.570,56.500,0.829,-0.042,0.161,0.608,0.154 +Rwanda,2012,3.333,7.401,0.637,57.100,0.835,-0.015,0.081,0.624,0.132 +Rwanda,2013,3.466,7.423,0.750,57.700,0.904,-0.031,0.117,0.728,0.167 +Rwanda,2014,3.596,7.459,0.748,58.300,0.894,-0.026,0.078,0.748,0.134 +Rwanda,2015,3.483,7.520,0.678,58.900,0.908,0.022,0.095,0.692,0.206 +Rwanda,2016,3.333,7.554,0.665,59.225,0.911,0.022,0.159,0.715,0.285 +Rwanda,2017,3.108,7.568,0.517,59.550,0.908,0.048,0.214,0.724,0.358 +Rwanda,2018,3.561,7.625,0.616,59.875,0.924,0.053,0.164,0.765,0.308 +Rwanda,2019,3.268,7.692,0.489,60.200,0.869,0.060,0.168,0.717,0.418 +Saudi Arabia,2005,7.080,10.679,0.868,61.200,,,0.505,0.681,0.243 +Saudi Arabia,2007,7.267,10.646,0.892,61.600,0.622,0.002,,0.718,0.232 +Saudi Arabia,2008,6.811,10.668,0.823,61.800,0.532,-0.024,0.508,0.607,0.202 +Saudi Arabia,2009,6.148,10.610,0.921,62.000,0.639,-0.111,0.445,0.683,0.319 +Saudi Arabia,2010,6.307,10.627,0.880,62.200,0.678,-0.034,,0.645,0.297 +Saudi Arabia,2011,6.700,10.706,0.830,62.400,0.603,-0.144,,0.699,0.240 +Saudi Arabia,2012,6.396,10.737,0.867,62.600,0.560,-0.123,,0.692,0.225 +Saudi Arabia,2013,6.495,10.744,0.827,62.800,0.661,-0.085,,0.691,0.276 +Saudi Arabia,2014,6.278,10.763,0.818,63.000,0.762,-0.077,,0.663,0.313 +Saudi Arabia,2015,6.345,10.790,0.820,63.200,0.820,-0.050,,0.668,0.327 +Saudi Arabia,2016,6.474,10.793,0.890,63.400,0.774,-0.138,,0.725,0.266 +Saudi Arabia,2017,6.294,10.770,0.840,63.600,0.814,-0.138,,0.703,0.306 +Saudi Arabia,2018,6.356,10.773,0.868,63.800,0.855,-0.198,,0.696,0.288 +Saudi Arabia,2019,6.561,10.758,0.912,64.000,0.891,-0.153,,0.674,0.238 +Saudi Arabia,2020,6.560,10.709,0.890,64.200,0.884,-0.117,,0.702,0.251 +Saudi Arabia,2021,6.445,10.749,0.859,64.400,0.902,-0.108,,0.728,0.228 +Saudi Arabia,2022,6.382,10.820,0.900,64.600,,-0.032,,0.677,0.205 +Saudi Arabia,2023,6.953,10.829,0.884,64.800,,0.028,,0.737,0.240 +Senegal,2006,4.417,7.930,0.760,55.500,0.736,-0.059,0.805,0.687,0.225 +Senegal,2007,4.680,7.931,0.718,55.800,0.698,-0.009,0.827,0.718,0.199 +Senegal,2008,4.683,7.941,0.756,56.100,0.612,-0.037,0.879,0.669,0.252 +Senegal,2009,4.335,7.942,0.810,56.400,0.557,-0.044,0.918,0.708,0.228 +Senegal,2010,4.372,7.948,0.760,56.700,0.777,-0.085,0.851,0.670,0.143 +Senegal,2011,3.834,7.934,0.602,57.000,0.641,-0.168,0.870,0.696,0.180 +Senegal,2012,3.669,7.946,0.711,57.300,0.668,-0.042,0.852,0.722,0.214 +Senegal,2013,3.647,7.943,0.823,57.600,0.636,-0.058,0.837,0.694,0.165 +Senegal,2014,4.395,7.976,0.856,57.900,0.692,-0.052,0.700,0.696,0.157 +Senegal,2015,4.617,8.010,0.702,58.200,0.720,-0.117,0.765,0.710,0.208 +Senegal,2016,4.595,8.045,0.839,58.500,0.744,-0.092,0.794,0.781,0.245 +Senegal,2017,4.683,8.089,0.744,58.800,0.687,-0.050,0.825,0.751,0.291 +Senegal,2018,4.769,8.122,0.739,59.100,0.629,-0.080,0.805,0.724,0.247 +Senegal,2019,5.489,8.140,0.688,59.400,0.759,-0.025,0.796,0.768,0.332 +Senegal,2020,4.757,8.127,0.621,59.700,0.797,-0.052,0.855,0.816,0.268 +Senegal,2021,4.903,8.164,0.645,60.000,0.759,0.026,0.821,0.812,0.265 +Senegal,2022,4.907,8.179,0.609,60.300,0.758,0.049,0.854,0.813,0.287 +Senegal,2023,5.093,8.200,0.668,60.600,0.798,0.048,0.836,0.825,0.258 +Serbia,2007,4.750,9.536,0.844,65.280,0.453,-0.171,0.905,0.528,0.334 +Serbia,2009,4.380,9.571,0.770,65.560,0.373,-0.184,0.961,0.466,0.435 +Serbia,2010,4.461,9.583,0.726,65.700,0.463,-0.176,0.965,0.446,0.415 +Serbia,2011,4.815,9.611,0.773,65.840,0.440,-0.191,0.977,0.458,0.410 +Serbia,2012,5.155,9.609,0.819,65.980,0.461,-0.136,0.952,0.447,0.371 +Serbia,2013,5.102,9.642,0.828,66.120,0.533,-0.106,0.908,0.505,0.403 +Serbia,2014,5.113,9.631,0.783,66.260,0.532,0.066,0.912,0.473,0.326 +Serbia,2015,5.318,9.654,0.816,66.400,0.546,-0.068,0.859,0.472,0.303 +Serbia,2016,5.753,9.692,0.895,66.525,0.614,-0.074,0.890,0.492,0.298 +Serbia,2017,5.122,9.718,0.884,66.650,0.685,-0.084,0.851,0.485,0.326 +Serbia,2018,5.936,9.767,0.853,66.775,0.740,-0.106,0.864,0.527,0.296 +Serbia,2019,6.241,9.815,0.903,66.900,0.753,-0.046,0.813,0.474,0.242 +Serbia,2020,6.042,9.813,0.852,67.025,0.843,0.142,0.824,0.579,0.358 +Serbia,2021,6.245,9.895,0.890,67.150,0.850,0.261,0.806,0.568,0.311 +Serbia,2022,6.546,9.928,0.896,67.275,0.782,0.074,0.801,0.514,0.275 +Serbia,2023,6.441,9.961,0.895,67.400,0.807,0.085,0.782,0.526,0.206 +Sierra Leone,2006,3.628,7.122,0.561,46.280,0.679,0.097,0.836,0.535,0.381 +Sierra Leone,2007,3.585,7.177,0.686,46.660,0.720,0.243,0.830,0.635,0.290 +Sierra Leone,2008,2.997,7.205,0.591,47.040,0.716,0.144,0.925,0.588,0.370 +Sierra Leone,2010,4.134,7.245,0.812,47.800,0.726,0.008,0.910,0.497,0.290 +Sierra Leone,2011,4.502,7.277,0.782,48.180,0.770,0.001,0.855,0.495,0.300 +Sierra Leone,2013,4.514,7.557,0.708,48.940,0.720,-0.075,0.856,0.540,0.423 +Sierra Leone,2014,4.500,7.577,0.869,49.320,0.681,0.030,0.786,0.622,0.334 +Sierra Leone,2015,4.909,7.324,0.611,49.700,0.624,0.047,0.825,0.626,0.414 +Sierra Leone,2016,4.733,7.361,0.657,50.500,0.681,0.103,0.863,0.616,0.456 +Sierra Leone,2017,4.090,7.374,0.652,51.300,0.711,0.076,0.848,0.607,0.495 +Sierra Leone,2018,4.306,7.384,0.650,52.100,0.716,0.093,0.856,0.533,0.466 +Sierra Leone,2019,3.447,7.412,0.611,52.900,0.718,0.072,0.874,0.521,0.438 +Sierra Leone,2021,3.714,7.387,0.609,54.500,0.659,0.106,0.851,0.538,0.448 +Sierra Leone,2022,2.560,7.400,0.502,55.300,0.660,0.097,0.862,0.494,0.505 +Sierra Leone,2023,3.467,7.412,0.601,56.100,0.694,0.101,0.866,0.504,0.430 +Singapore,2006,6.463,11.168,0.904,71.580,0.757,0.132,,0.689,0.267 +Singapore,2007,6.834,11.213,0.921,71.760,0.867,0.287,0.064,0.588,0.114 +Singapore,2008,6.642,11.178,0.845,71.940,0.661,0.040,0.066,0.627,0.256 +Singapore,2009,6.145,11.149,0.866,72.120,0.776,-0.081,0.035,0.450,0.208 +Singapore,2010,6.531,11.267,0.864,72.300,0.846,-0.024,0.060,0.527,0.131 +Singapore,2011,6.561,11.306,0.904,72.480,0.822,-0.155,0.099,0.404,0.144 +Singapore,2013,6.533,11.356,0.808,72.840,0.827,0.109,0.242,0.663,0.148 +Singapore,2014,7.062,11.382,0.822,73.020,0.835,0.148,0.133,0.774,0.180 +Singapore,2015,6.620,11.399,0.866,73.200,0.887,0.144,0.099,0.736,0.142 +Singapore,2016,6.033,11.422,0.925,73.300,0.904,0.137,0.047,0.745,0.111 +Singapore,2017,6.378,11.465,0.897,73.400,0.926,0.129,0.162,0.750,0.179 +Singapore,2018,6.375,11.496,0.903,73.500,0.916,-0.073,0.097,0.731,0.107 +Singapore,2019,6.378,11.497,0.925,73.600,0.938,0.020,0.070,0.674,0.138 +Singapore,2021,6.587,11.587,0.876,73.800,0.879,0.060,0.145,0.697,0.160 +Singapore,2022,6.333,11.590,0.852,73.900,0.873,0.088,,0.688,0.209 +Singapore,2023,6.654,,0.916,74.000,0.861,,0.153,0.667,0.190 +Slovakia,2006,5.265,9.989,0.954,65.620,0.542,-0.054,0.946,0.586,0.308 +Slovakia,2010,6.052,10.152,0.920,66.500,0.636,-0.106,0.907,0.603,0.277 +Slovakia,2011,5.945,10.177,0.917,66.720,0.727,0.006,0.907,0.588,0.287 +Slovakia,2012,5.911,10.188,0.926,66.940,0.620,-0.032,0.907,0.585,0.302 +Slovakia,2013,5.937,10.193,0.909,67.160,0.598,-0.055,0.915,0.612,0.277 +Slovakia,2014,6.139,10.219,0.924,67.380,0.635,-0.130,0.914,0.619,0.267 +Slovakia,2015,6.162,10.268,0.943,67.600,0.587,-0.132,0.928,0.632,0.269 +Slovakia,2016,5.993,10.286,0.945,67.825,0.700,-0.065,0.917,0.688,0.232 +Slovakia,2017,6.366,10.314,0.913,68.050,0.714,-0.059,0.920,0.709,0.213 +Slovakia,2018,6.235,10.352,0.922,68.275,0.758,-0.172,0.910,0.670,0.253 +Slovakia,2019,6.243,10.375,0.933,68.500,0.771,-0.133,0.926,0.676,0.252 +Slovakia,2020,6.519,10.340,0.954,68.725,0.762,-0.081,0.901,0.695,0.274 +Slovakia,2021,6.419,10.390,0.951,68.950,0.742,0.042,0.896,0.692,0.241 +Slovakia,2022,6.091,10.409,0.961,69.175,0.732,-0.129,0.841,0.665,0.263 +Slovakia,2023,6.261,10.425,0.941,69.400,0.753,-0.136,0.825,0.647,0.235 +Slovenia,2006,5.811,10.399,0.936,68.560,0.936,0.037,0.708,0.608,0.307 +Slovenia,2009,5.830,10.406,0.919,69.040,0.896,-0.025,0.804,0.583,0.303 +Slovenia,2010,6.083,10.415,0.917,69.200,0.896,0.024,0.845,0.592,0.295 +Slovenia,2011,6.036,10.421,0.931,69.360,0.907,-0.031,0.893,0.587,0.285 +Slovenia,2012,6.063,10.392,0.925,69.520,0.904,-0.025,0.891,0.598,0.284 +Slovenia,2013,5.975,10.381,0.932,69.680,0.890,0.030,0.918,0.625,0.274 +Slovenia,2014,5.678,10.407,0.908,69.840,0.888,0.047,0.909,0.594,0.291 +Slovenia,2015,5.741,10.428,0.901,70.000,0.896,0.002,0.892,0.644,0.261 +Slovenia,2016,5.937,10.459,0.934,70.175,0.904,-0.060,0.838,0.597,0.272 +Slovenia,2017,6.167,10.505,0.928,70.350,0.921,-0.031,0.829,0.582,0.286 +Slovenia,2018,6.249,10.545,0.941,70.525,0.942,-0.125,0.839,0.601,0.275 +Slovenia,2019,6.665,10.572,0.949,70.700,0.945,-0.108,0.785,0.622,0.228 +Slovenia,2020,6.462,10.521,0.953,70.875,0.958,-0.090,0.797,0.575,0.314 +Slovenia,2021,6.761,10.598,0.955,71.050,0.851,0.026,0.754,0.643,0.261 +Slovenia,2022,6.723,10.650,0.942,71.225,0.930,0.099,0.762,0.625,0.242 +Slovenia,2023,6.746,10.664,0.911,71.400,0.931,0.031,0.750,0.615,0.256 +Somalia,2014,5.528,6.830,0.611,47.660,0.874,0.020,0.456,0.689,0.207 +Somalia,2015,5.354,6.937,0.599,48.100,0.968,0.016,0.410,0.764,0.187 +Somalia,2016,4.668,6.981,0.594,48.500,0.917,0.069,0.441,0.773,0.193 +Somaliland region,2009,4.991,,0.880,,0.746,,0.513,0.708,0.112 +Somaliland region,2010,4.657,,0.829,,0.820,,0.471,0.632,0.083 +Somaliland region,2011,4.931,,0.788,,0.858,,0.357,0.691,0.122 +Somaliland region,2012,5.057,,0.786,,0.758,,0.334,0.687,0.152 +South Africa,2006,5.084,9.455,0.913,46.000,0.649,-0.094,,0.724,0.223 +South Africa,2007,5.204,9.497,0.788,46.900,0.690,-0.169,0.859,0.658,0.210 +South Africa,2008,5.346,9.518,0.810,47.800,0.749,-0.106,0.866,0.712,0.206 +South Africa,2009,5.218,9.490,0.877,48.700,0.739,-0.165,0.904,0.656,0.231 +South Africa,2010,4.652,9.508,0.917,49.600,0.739,-0.213,0.791,0.698,0.124 +South Africa,2011,4.931,9.527,0.858,50.500,0.835,-0.166,0.819,0.720,0.230 +South Africa,2012,5.134,9.537,0.907,51.400,0.590,-0.175,0.838,0.711,0.178 +South Africa,2013,3.661,9.548,0.839,52.300,0.714,-0.089,0.800,0.740,0.167 +South Africa,2014,4.828,9.546,0.881,53.200,0.794,-0.128,0.820,0.730,0.243 +South Africa,2015,4.887,9.539,0.898,54.100,0.862,-0.138,0.853,0.717,0.161 +South Africa,2016,4.770,9.536,0.875,54.625,0.774,-0.082,0.813,0.743,0.301 +South Africa,2017,4.514,9.543,0.870,55.150,0.787,-0.141,0.865,0.709,0.268 +South Africa,2018,4.884,9.546,0.841,55.675,0.753,-0.063,0.841,0.736,0.283 +South Africa,2019,5.035,9.536,0.848,56.200,0.738,-0.147,0.820,0.727,0.268 +South Africa,2020,4.947,9.458,0.891,56.725,0.757,-0.030,0.912,0.761,0.294 +South Africa,2021,5.599,9.496,0.922,57.250,0.704,-0.148,0.892,0.784,0.173 +South Africa,2022,5.581,9.508,0.887,57.775,0.713,-0.071,0.908,0.744,0.239 +South Africa,2023,5.076,9.503,0.839,58.300,0.748,-0.109,0.861,0.708,0.255 +South Korea,2006,5.332,10.309,0.775,70.020,0.715,-0.058,0.799,0.545,0.338 +South Korea,2007,5.767,10.360,0.827,70.240,0.656,-0.065,0.803,0.612,0.226 +South Korea,2008,5.390,10.382,0.754,70.460,0.524,-0.108,0.771,0.554,0.239 +South Korea,2009,5.648,10.385,0.811,70.680,0.600,-0.102,0.787,0.596,0.209 +South Korea,2010,6.116,10.446,0.816,70.900,0.677,-0.039,0.752,0.626,0.130 +South Korea,2011,6.947,10.474,0.809,71.120,0.682,-0.054,0.827,0.587,0.168 +South Korea,2012,6.003,10.493,0.775,71.340,0.618,,0.844,0.610,0.206 +South Korea,2013,5.959,10.519,0.797,71.560,0.642,-0.056,0.832,0.589,0.189 +South Korea,2014,5.801,10.544,0.738,71.780,0.623,-0.049,0.834,0.575,0.283 +South Korea,2015,5.780,10.567,0.768,72.000,0.616,-0.041,0.841,0.561,0.244 +South Korea,2016,5.971,10.592,0.811,72.275,0.591,0.020,0.862,0.583,0.233 +South Korea,2017,5.874,10.620,0.807,72.550,0.538,0.008,0.851,0.546,0.235 +South Korea,2018,5.840,10.645,0.798,72.825,0.600,-0.095,0.797,0.579,0.217 +South Korea,2019,5.903,10.663,0.783,73.100,0.706,-0.061,0.718,0.593,0.236 +South Korea,2020,5.793,10.655,0.808,73.375,0.711,-0.112,0.665,0.550,0.247 +South Korea,2021,6.113,10.697,0.811,73.650,0.717,-0.033,0.685,0.566,0.221 +South Korea,2022,5.950,10.725,0.810,73.925,0.723,0.002,0.747,0.585,0.233 +South Korea,2023,6.112,10.742,0.799,74.200,0.762,-0.004,0.714,0.603,0.245 +South Sudan,2014,3.832,,0.545,52.880,0.567,,0.742,0.578,0.428 +South Sudan,2015,4.071,,0.585,53.000,0.512,,0.710,0.553,0.450 +South Sudan,2016,2.888,,0.532,53.175,0.440,,0.785,0.594,0.549 +South Sudan,2017,2.817,,0.557,53.350,0.456,,0.761,0.565,0.517 +Spain,2005,7.153,10.544,0.961,70.400,0.916,,0.777,0.694,0.241 +Spain,2007,6.995,10.585,0.957,70.640,0.782,-0.099,0.784,0.717,0.264 +Spain,2008,7.294,10.577,0.948,70.760,0.834,-0.155,0.683,0.649,0.260 +Spain,2009,6.199,10.530,0.929,70.880,0.749,-0.133,0.798,0.645,0.336 +Spain,2010,6.188,10.527,0.950,71.000,0.796,-0.144,0.840,0.645,0.322 +Spain,2011,6.518,10.516,0.944,71.120,0.819,-0.128,0.846,0.667,0.356 +Spain,2012,6.291,10.485,0.937,71.240,0.755,-0.065,0.844,0.644,0.366 +Spain,2013,6.150,10.474,0.929,71.360,0.759,-0.107,0.916,0.663,0.372 +Spain,2014,6.456,10.491,0.948,71.480,0.738,-0.034,0.854,0.683,0.335 +Spain,2015,6.381,10.529,0.956,71.600,0.732,-0.078,0.822,0.705,0.285 +Spain,2016,6.319,10.558,0.942,71.725,0.768,-0.054,0.819,0.630,0.301 +Spain,2017,6.230,10.585,0.903,71.850,0.756,-0.038,0.791,0.601,0.302 +Spain,2018,6.513,10.604,0.910,71.975,0.722,-0.081,0.777,0.636,0.357 +Spain,2019,6.457,10.616,0.949,72.100,0.778,-0.054,0.730,0.636,0.316 +Spain,2020,6.502,10.491,0.935,72.225,0.783,-0.127,0.730,0.671,0.317 +Spain,2021,6.470,10.544,0.926,72.350,0.782,-0.076,0.729,0.639,0.324 +Spain,2022,6.337,10.592,0.934,72.475,0.781,-0.001,0.673,0.636,0.320 +Spain,2023,6.456,10.609,0.912,72.600,0.779,-0.004,0.675,0.655,0.325 +Sri Lanka,2006,4.345,8.937,0.864,62.280,0.724,0.055,0.838,0.639,0.216 +Sri Lanka,2007,4.415,8.992,0.838,62.760,0.736,0.103,0.847,0.590,0.220 +Sri Lanka,2008,4.431,9.040,0.816,63.240,0.834,0.156,0.861,0.656,0.153 +Sri Lanka,2009,4.212,9.065,0.830,63.720,0.799,0.299,0.690,0.661,0.172 +Sri Lanka,2010,3.977,9.133,0.814,64.200,0.738,0.252,0.769,0.704,0.163 +Sri Lanka,2011,4.181,9.207,0.842,64.680,0.823,0.138,0.760,0.730,0.175 +Sri Lanka,2012,4.225,9.282,0.824,65.160,0.800,0.155,0.823,0.761,0.197 +Sri Lanka,2013,4.365,9.316,0.809,65.640,0.834,0.262,0.842,0.776,0.208 +Sri Lanka,2014,4.268,9.373,0.805,66.120,0.868,0.291,0.791,0.785,0.187 +Sri Lanka,2015,4.612,9.410,0.863,66.600,0.902,0.312,0.859,0.789,0.235 +Sri Lanka,2017,4.331,9.514,0.823,66.800,0.827,0.083,0.844,0.729,0.270 +Sri Lanka,2018,4.435,9.529,0.833,66.900,0.859,0.096,0.856,0.773,0.302 +Sri Lanka,2019,4.213,9.521,0.815,67.000,0.824,0.043,0.863,0.753,0.315 +Sri Lanka,2020,4.778,9.468,0.842,67.100,0.803,-0.050,0.768,0.758,0.285 +Sri Lanka,2021,4.103,9.492,0.812,67.200,0.771,-0.013,0.849,0.733,0.312 +Sri Lanka,2022,3.985,9.409,0.825,67.300,0.740,0.038,0.900,0.715,0.321 +Sri Lanka,2023,3.602,9.364,0.790,67.400,0.754,0.050,0.922,0.709,0.353 +State of Palestine,2006,4.716,8.201,0.818,,0.547,,0.858,0.492,0.431 +State of Palestine,2007,4.151,8.181,0.712,,0.365,-0.083,0.844,0.515,0.412 +State of Palestine,2008,4.386,8.275,0.666,,0.358,-0.075,0.753,0.513,0.403 +State of Palestine,2009,4.470,8.337,0.738,,0.468,-0.091,0.797,0.474,0.466 +State of Palestine,2010,4.703,8.363,0.822,,0.504,-0.121,0.752,0.553,0.381 +State of Palestine,2011,4.751,8.452,0.751,,0.522,-0.131,0.750,0.499,0.388 +State of Palestine,2012,4.647,8.598,0.782,,0.542,-0.163,0.730,0.560,0.379 +State of Palestine,2013,4.844,8.595,0.761,,0.454,-0.163,0.780,0.537,0.365 +State of Palestine,2014,4.722,8.618,0.775,,0.657,-0.163,0.804,0.505,0.380 +State of Palestine,2015,4.695,8.683,0.766,,0.556,-0.173,0.774,0.536,0.369 +State of Palestine,2016,4.907,8.738,0.818,,0.608,-0.151,0.812,0.544,0.378 +State of Palestine,2017,4.628,8.734,0.824,,0.632,-0.186,0.831,0.534,0.416 +State of Palestine,2018,4.554,8.718,0.819,,0.655,-0.163,0.814,0.528,0.419 +State of Palestine,2019,4.483,8.716,0.833,,0.653,-0.135,0.829,0.538,0.400 +State of Palestine,2022,4.908,,0.860,,0.695,,0.836,0.584,0.362 +State of Palestine,2023,4.851,,0.831,,0.708,,0.808,0.580,0.378 +Sudan,2009,4.455,8.457,0.911,57.460,0.710,0.046,0.701,0.688,0.245 +Sudan,2010,4.435,8.465,0.855,57.700,0.648,-0.073,0.737,0.589,0.221 +Sudan,2011,4.314,8.527,0.818,57.940,0.583,-0.053,0.663,0.532,0.249 +Sudan,2012,4.550,8.458,0.813,58.180,0.412,-0.072,0.734,0.511,0.242 +Sudan,2014,4.139,8.471,0.811,58.660,0.390,-0.080,0.794,0.461,0.303 +Suriname,2012,6.269,9.874,0.797,62.840,0.885,-0.088,0.751,0.730,0.250 +Sweden,2005,7.376,10.724,0.951,71.000,0.964,,,0.742,0.151 +Sweden,2007,7.241,10.791,0.917,71.080,0.910,0.141,0.289,0.735,0.177 +Sweden,2008,7.516,10.778,0.923,71.120,0.912,0.120,0.314,0.763,0.134 +Sweden,2009,7.266,10.725,0.903,71.160,0.864,0.216,0.292,0.761,0.151 +Sweden,2010,7.496,10.775,0.970,71.200,0.905,0.136,0.253,0.788,0.200 +Sweden,2011,7.382,10.799,0.921,71.240,0.941,0.156,0.269,0.762,0.179 +Sweden,2012,7.560,10.785,0.929,71.280,0.944,0.127,0.254,0.796,0.170 +Sweden,2013,7.434,10.789,0.916,71.320,0.936,0.154,0.324,0.782,0.184 +Sweden,2014,7.239,10.805,0.933,71.360,0.945,0.197,0.250,0.793,0.208 +Sweden,2015,7.289,10.838,0.929,71.400,0.935,0.206,0.232,0.766,0.191 +Sweden,2016,7.369,10.846,0.912,71.525,0.918,0.141,0.246,0.752,0.201 +Sweden,2017,7.287,10.858,0.914,71.650,0.935,0.165,0.239,0.756,0.175 +Sweden,2018,7.375,10.866,0.931,71.775,0.942,0.072,0.263,0.747,0.161 +Sweden,2019,7.398,10.875,0.934,71.900,0.942,0.085,0.250,0.775,0.202 +Sweden,2020,7.314,10.846,0.936,72.025,0.951,0.084,0.203,0.717,0.222 +Sweden,2021,7.439,10.893,0.932,72.150,0.953,0.172,0.191,0.763,0.190 +Sweden,2022,7.431,10.912,0.949,72.275,0.939,0.232,0.213,0.750,0.163 +Sweden,2023,7.161,10.902,0.927,72.400,0.926,0.147,0.253,0.739,0.194 +Switzerland,2006,7.473,11.056,0.951,71.160,0.919,0.284,0.408,0.742,0.212 +Switzerland,2009,7.525,11.065,0.938,71.340,0.891,0.118,0.342,0.741,0.202 +Switzerland,2012,7.776,11.094,0.947,71.520,0.945,0.131,0.323,0.793,0.176 +Switzerland,2014,7.493,11.111,0.959,71.640,0.949,0.053,0.283,0.788,0.189 +Switzerland,2015,7.572,11.116,0.938,71.700,0.928,0.102,0.210,0.794,0.166 +Switzerland,2016,7.459,11.126,0.928,71.900,0.934,0.081,0.302,0.758,0.206 +Switzerland,2017,7.474,11.130,0.950,72.100,0.925,0.173,0.316,0.734,0.196 +Switzerland,2018,7.509,11.151,0.930,72.300,0.926,0.094,0.301,0.756,0.192 +Switzerland,2019,7.694,11.155,0.949,72.500,0.913,0.029,0.294,0.743,0.171 +Switzerland,2020,7.508,11.124,0.946,72.700,0.917,-0.073,0.280,0.730,0.193 +Switzerland,2021,7.328,11.158,0.934,72.900,0.908,0.024,0.287,0.747,0.183 +Switzerland,2022,6.884,11.170,0.881,73.100,0.848,0.128,0.235,0.710,0.180 +Switzerland,2023,6.969,11.169,0.904,73.300,0.891,0.104,0.247,0.745,0.185 +Syria,2008,5.323,8.658,0.712,68.620,0.661,0.116,0.680,0.562,0.338 +Syria,2009,4.979,8.656,0.842,66.860,0.748,0.076,0.688,0.491,0.292 +Syria,2010,4.465,8.733,0.934,65.100,0.647,0.002,0.743,0.489,0.225 +Syria,2011,4.038,8.735,0.576,63.340,0.530,0.125,0.741,0.521,0.496 +Syria,2012,3.164,8.578,0.588,61.580,0.467,0.310,0.673,0.451,0.705 +Syria,2013,2.688,8.419,0.585,59.820,0.455,0.219,0.663,0.354,0.622 +Syria,2015,3.462,8.492,0.464,56.300,0.448,0.036,0.685,0.363,0.643 +Taiwan Province of China,2006,6.189,10.602,0.882,68.680,0.630,-0.035,0.846,0.683,0.094 +Taiwan Province of China,2008,5.548,10.600,0.830,69.140,0.642,-0.022,0.785,0.682,0.169 +Taiwan Province of China,2010,6.229,10.681,0.831,69.600,0.677,-0.001,0.821,0.738,0.136 +Taiwan Province of China,2011,6.309,10.693,0.863,,0.761,0.030,0.755,0.727,0.112 +Taiwan Province of China,2012,6.126,10.718,0.825,,0.698,0.016,0.803,0.702,0.140 +Taiwan Province of China,2013,6.340,10.724,0.817,,0.690,-0.003,0.841,0.754,0.124 +Taiwan Province of China,2014,6.363,10.749,0.870,,0.693,0.089,0.866,0.767,0.108 +Taiwan Province of China,2015,6.450,10.779,0.885,,0.701,0.017,0.857,0.750,0.129 +Taiwan Province of China,2016,6.513,10.768,0.895,,0.719,-0.049,0.811,0.743,0.108 +Taiwan Province of China,2017,6.359,10.774,0.891,,0.760,-0.070,0.743,0.715,0.114 +Taiwan Province of China,2018,6.467,10.781,0.896,,0.741,-0.179,0.736,0.746,0.093 +Taiwan Province of China,2019,6.537,10.797,0.893,,0.814,-0.131,0.718,0.762,0.093 +Taiwan Province of China,2020,6.751,,0.901,,0.799,,0.711,0.743,0.083 +Taiwan Province of China,2021,6.247,,0.866,,0.818,,0.675,0.667,0.123 +Taiwan Province of China,2022,6.607,,0.883,,0.800,,0.658,0.717,0.095 +Taiwan Province of China,2023,6.655,,0.872,,0.795,,0.641,0.748,0.111 +Tajikistan,2006,4.613,7.591,0.724,60.500,0.702,-0.096,0.768,0.494,0.195 +Tajikistan,2007,4.432,7.648,0.727,60.600,0.818,-0.007,0.659,0.619,0.133 +Tajikistan,2008,5.064,7.705,0.701,60.700,0.816,0.010,0.723,0.488,0.160 +Tajikistan,2009,4.575,7.724,0.676,60.800,0.744,-0.007,0.792,0.475,0.203 +Tajikistan,2010,4.381,7.766,0.759,60.900,0.784,0.054,0.679,0.483,0.192 +Tajikistan,2011,4.263,7.817,0.751,61.000,0.776,-0.127,0.672,0.573,0.166 +Tajikistan,2012,4.497,7.867,0.729,61.100,0.749,-0.081,0.717,0.583,0.198 +Tajikistan,2013,4.967,7.916,0.701,61.200,0.693,0.055,0.764,0.578,0.170 +Tajikistan,2014,4.896,7.958,0.810,61.300,0.853,-0.007,0.698,0.587,0.196 +Tajikistan,2015,5.124,7.993,0.844,61.400,0.847,0.013,0.742,0.633,0.196 +Tajikistan,2016,5.104,8.036,0.857,61.550,0.703,0.001,0.632,0.587,0.220 +Tajikistan,2017,5.829,8.082,0.663,61.700,0.832,0.116,0.718,0.581,0.278 +Tajikistan,2018,5.497,8.133,0.875,61.850,,-0.074,0.578,0.632,0.220 +Tajikistan,2019,5.464,8.182,0.880,62.000,,-0.054,0.490,0.663,0.178 +Tajikistan,2020,5.373,8.203,0.790,62.150,,-0.054,0.550,0.652,0.344 +Tajikistan,2021,5.287,8.271,0.883,62.300,,-0.071,0.499,0.655,0.240 +Tajikistan,2022,5.176,8.328,0.865,62.450,,-0.003,0.397,0.710,0.220 +Tajikistan,2023,5.379,8.371,0.871,62.600,,-0.054,0.482,0.638,0.231 +Tanzania,2006,3.922,7.459,0.783,50.760,0.787,-0.030,0.649,0.725,0.209 +Tanzania,2007,4.318,7.497,0.708,51.420,0.716,-0.016,0.707,0.702,0.220 +Tanzania,2008,4.385,7.525,0.774,52.080,0.562,0.253,0.930,0.740,0.178 +Tanzania,2009,3.408,7.551,0.837,52.740,0.607,0.305,0.903,0.733,0.161 +Tanzania,2010,3.229,7.587,0.813,53.400,0.597,0.135,0.866,0.667,0.146 +Tanzania,2011,4.074,7.632,0.883,54.060,0.736,-0.050,0.816,0.720,0.145 +Tanzania,2012,4.007,7.647,0.832,54.720,0.577,0.209,0.887,0.641,0.195 +Tanzania,2013,3.852,7.683,0.803,55.380,0.654,0.051,0.859,0.707,0.191 +Tanzania,2014,3.483,7.717,0.789,56.040,0.654,0.107,0.878,0.693,0.241 +Tanzania,2015,3.661,7.743,0.790,56.700,0.759,0.145,0.906,0.607,0.192 +Tanzania,2016,2.903,7.775,0.638,57.150,0.775,0.175,0.739,0.649,0.246 +Tanzania,2017,3.347,7.807,0.705,57.600,0.800,0.112,0.654,0.662,0.255 +Tanzania,2018,3.445,7.828,0.675,58.050,0.807,0.150,0.612,0.702,0.221 +Tanzania,2019,3.640,7.855,0.687,58.500,0.850,0.097,0.589,0.679,0.243 +Tanzania,2020,3.786,7.844,0.740,58.950,0.830,0.293,0.521,0.667,0.271 +Tanzania,2021,3.681,7.857,0.619,59.400,0.822,0.110,0.546,0.648,0.246 +Tanzania,2022,3.616,7.872,0.600,59.850,0.856,0.133,0.584,0.707,0.195 +Tanzania,2023,4.042,7.893,0.663,60.300,0.862,0.122,0.609,0.702,0.210 +Thailand,2006,5.885,9.452,0.894,66.380,0.863,0.326,0.935,0.750,0.164 +Thailand,2007,5.784,9.498,0.889,66.560,0.870,0.386,0.898,0.784,0.180 +Thailand,2008,5.636,9.507,0.832,66.740,0.868,0.421,0.933,0.777,0.145 +Thailand,2009,5.476,9.493,0.893,66.920,0.868,0.520,0.904,0.808,0.166 +Thailand,2010,6.217,9.559,0.898,67.100,0.860,0.532,0.917,0.821,0.182 +Thailand,2011,6.664,9.561,0.884,67.280,0.927,0.396,0.923,0.834,0.117 +Thailand,2012,6.300,9.624,0.906,67.460,0.847,0.376,0.909,0.733,0.138 +Thailand,2013,6.231,9.645,0.926,67.640,0.781,0.452,0.925,0.782,0.141 +Thailand,2014,6.985,9.649,0.933,67.820,0.900,0.548,0.920,0.768,0.169 +Thailand,2015,6.202,9.675,0.866,68.000,0.885,0.312,0.914,0.884,0.174 +Thailand,2016,6.074,9.705,0.908,68.075,0.924,0.352,0.878,0.811,0.218 +Thailand,2017,5.939,9.741,0.877,68.150,0.923,0.208,0.884,0.776,0.232 +Thailand,2018,6.012,9.780,0.873,68.225,0.905,0.255,0.907,0.783,0.198 +Thailand,2019,6.022,9.798,0.903,68.300,0.898,0.305,0.877,0.792,0.208 +Thailand,2020,5.885,9.733,0.867,68.375,0.840,0.270,0.918,0.770,0.326 +Thailand,2021,5.638,9.746,0.883,68.450,0.836,0.290,0.943,0.719,0.298 +Thailand,2022,6.007,9.770,0.867,68.525,0.881,0.299,0.868,0.773,0.218 +Thailand,2023,6.282,9.807,0.873,68.600,0.926,0.338,0.889,0.811,0.217 +Togo,2006,3.202,7.342,0.435,50.240,0.628,-0.030,0.850,0.571,0.348 +Togo,2008,2.808,7.312,0.291,51.120,0.287,-0.078,0.932,0.398,0.379 +Togo,2011,2.936,7.406,0.303,52.440,0.584,-0.093,0.832,0.479,0.395 +Togo,2014,2.839,7.509,0.444,53.760,0.663,-0.108,0.795,0.537,0.443 +Togo,2015,3.768,7.540,0.479,54.200,0.772,-0.092,0.733,0.597,0.416 +Togo,2016,3.879,7.569,0.509,54.700,0.730,-0.031,0.815,0.610,0.483 +Togo,2017,4.361,7.587,0.508,55.200,0.717,-0.066,0.726,0.614,0.426 +Togo,2018,4.023,7.613,0.596,55.700,0.612,-0.031,0.809,0.602,0.446 +Togo,2019,4.179,7.637,0.539,56.200,0.617,0.041,0.737,0.606,0.444 +Togo,2021,4.037,7.667,0.603,57.200,0.619,0.037,0.766,0.628,0.417 +Togo,2022,4.239,7.700,0.579,57.700,0.696,0.002,0.713,0.594,0.414 +Togo,2023,4.365,7.725,0.547,58.200,0.665,-0.071,0.685,0.546,0.362 +Trinidad and Tobago,2006,5.832,10.172,0.887,61.780,0.840,0.139,0.917,0.750,0.229 +Trinidad and Tobago,2008,6.696,10.240,0.858,62.540,0.838,0.085,0.959,0.802,0.184 +Trinidad and Tobago,2011,6.519,10.206,0.863,63.680,0.775,0.076,0.900,0.827,0.134 +Trinidad and Tobago,2013,6.168,10.293,0.883,64.440,0.847,0.121,0.948,0.764,0.286 +Trinidad and Tobago,2017,6.192,10.174,0.916,65.700,0.859,0.010,0.911,0.763,0.248 +Tunisia,2009,5.025,9.238,,66.220,0.781,-0.127,0.722,, +Tunisia,2010,5.131,9.257,0.863,66.300,0.624,-0.143,0.732,0.697,0.249 +Tunisia,2011,4.876,9.224,0.715,66.380,0.603,-0.207,0.913,0.513,0.248 +Tunisia,2012,4.464,9.252,0.614,66.460,0.568,-0.184,0.899,0.490,0.327 +Tunisia,2013,5.246,9.265,0.648,66.540,0.536,-0.214,0.886,0.435,0.239 +Tunisia,2014,4.764,9.284,0.680,66.620,0.589,-0.239,0.783,0.424,0.321 +Tunisia,2015,5.132,9.283,0.609,66.700,0.711,-0.233,0.815,0.514,0.320 +Tunisia,2016,4.521,9.283,0.702,66.750,0.614,-0.172,0.811,0.532,0.378 +Tunisia,2017,4.124,9.294,0.717,66.800,0.478,-0.226,0.869,0.367,0.377 +Tunisia,2018,4.741,9.310,0.733,66.850,0.650,-0.199,0.840,0.536,0.365 +Tunisia,2019,4.315,9.316,0.610,66.900,0.659,-0.217,0.889,0.459,0.433 +Tunisia,2020,4.731,9.214,0.719,66.950,0.668,-0.206,0.877,0.519,0.439 +Tunisia,2021,4.499,9.249,0.711,67.000,0.591,-0.206,0.933,0.451,0.336 +Tunisia,2022,4.261,9.267,0.755,67.050,0.474,-0.233,0.908,0.458,0.304 +Tunisia,2023,4.505,9.282,0.702,67.100,0.482,-0.226,0.882,0.461,0.364 +Turkmenistan,2009,6.568,8.955,0.924,59.780,,-0.105,,0.695,0.152 +Turkmenistan,2011,5.792,9.146,0.964,60.420,,0.015,,0.577,0.122 +Turkmenistan,2012,5.464,9.233,0.946,60.740,0.786,-0.126,,0.541,0.117 +Turkmenistan,2013,5.392,9.312,0.846,61.060,0.705,-0.075,,0.552,0.160 +Turkmenistan,2014,5.787,9.392,0.909,61.380,0.805,0.029,,0.614,0.154 +Turkmenistan,2015,5.791,9.437,0.960,61.700,0.701,0.090,,0.633,0.301 +Turkmenistan,2016,5.887,9.479,0.929,61.800,0.749,0.002,,0.560,0.255 +Turkmenistan,2017,5.229,9.525,0.908,61.900,0.720,0.063,,0.488,0.350 +Turkmenistan,2018,4.621,9.569,0.984,62.000,0.858,0.257,,0.567,0.189 +Turkmenistan,2019,5.474,9.615,0.982,62.100,0.892,0.282,,0.494,0.183 +Türkiye,2005,4.719,9.800,0.820,66.100,0.623,,0.877,0.479, +Türkiye,2007,5.623,9.891,0.792,66.420,0.459,-0.183,0.800,0.592,0.395 +Türkiye,2008,5.118,9.887,0.645,66.580,0.415,-0.194,0.785,0.510,0.345 +Türkiye,2009,5.213,9.825,0.755,66.740,0.456,-0.232,0.853,0.454,0.316 +Türkiye,2010,5.490,9.893,0.795,66.900,0.515,-0.192,0.811,0.532,0.327 +Türkiye,2011,5.272,9.986,0.692,67.060,0.446,-0.247,0.649,0.512,0.380 +Türkiye,2012,5.309,10.018,0.739,67.220,0.471,-0.221,0.702,0.506,0.335 +Türkiye,2013,4.888,10.082,0.795,67.380,0.541,-0.235,0.698,0.551,0.392 +Türkiye,2014,5.580,10.111,0.863,67.540,0.649,-0.029,0.764,0.410,0.377 +Türkiye,2015,5.514,10.150,0.851,67.700,0.653,-0.021,0.806,0.391,0.382 +Türkiye,2016,5.326,10.166,0.880,67.875,0.644,-0.070,0.764,0.414,0.390 +Türkiye,2017,5.607,10.225,0.876,68.050,0.644,-0.242,0.671,0.393,0.313 +Türkiye,2018,5.186,10.246,0.847,68.225,0.529,-0.181,0.805,0.379,0.351 +Türkiye,2019,4.872,10.245,0.792,68.400,0.631,-0.141,0.760,0.347,0.368 +Türkiye,2020,4.862,10.257,0.857,68.575,0.510,-0.119,0.774,0.332,0.440 +Türkiye,2021,4.367,10.357,0.736,68.750,0.447,-0.039,0.810,0.297,0.471 +Türkiye,2022,5.093,10.404,0.830,68.925,0.470,-0.195,0.767,0.311,0.390 +Türkiye,2023,5.463,10.429,0.860,69.100,0.523,-0.159,0.748,0.344,0.349 +Uganda,2006,3.734,7.370,0.760,48.740,0.747,-0.046,0.807,0.552,0.254 +Uganda,2007,4.456,7.422,0.845,49.580,0.708,-0.006,0.881,0.670,0.228 +Uganda,2008,4.569,7.476,0.813,50.420,0.578,-0.060,0.848,0.623,0.240 +Uganda,2009,4.612,7.513,0.852,51.260,0.760,-0.043,0.840,0.594,0.296 +Uganda,2010,4.193,7.538,0.830,52.100,0.801,-0.020,0.855,0.628,0.251 +Uganda,2011,4.826,7.599,0.882,52.940,0.733,0.026,0.830,0.618,0.254 +Uganda,2012,4.309,7.608,0.885,53.780,0.649,0.075,0.838,0.709,0.265 +Uganda,2013,3.710,7.614,0.878,54.620,0.763,0.046,0.820,0.647,0.346 +Uganda,2014,3.770,7.634,0.821,55.460,0.834,0.003,0.898,0.635,0.397 +Uganda,2015,4.238,7.654,0.747,56.300,0.758,0.128,0.873,0.679,0.353 +Uganda,2016,4.233,7.667,0.754,56.775,0.739,0.125,0.811,0.665,0.410 +Uganda,2017,4.001,7.663,0.740,57.250,0.772,0.053,0.816,0.689,0.400 +Uganda,2018,4.322,7.690,0.740,57.725,0.729,0.072,0.856,0.687,0.390 +Uganda,2019,4.948,7.719,0.805,58.200,0.704,0.132,0.826,0.689,0.385 +Uganda,2020,4.641,7.714,0.800,58.675,0.687,0.140,0.878,0.705,0.425 +Uganda,2021,4.225,7.717,0.793,59.150,0.711,0.081,0.835,0.699,0.359 +Uganda,2022,4.425,7.733,0.781,59.625,0.720,0.135,0.836,0.708,0.439 +Uganda,2023,4.467,7.759,0.827,60.100,0.848,0.067,0.912,0.726,0.376 +Ukraine,2006,4.804,9.414,0.852,60.920,0.624,-0.265,0.929,0.551,0.249 +Ukraine,2007,5.252,9.499,0.820,61.240,0.494,-0.249,0.968,0.559,0.208 +Ukraine,2008,5.172,9.527,0.860,61.560,0.487,-0.273,0.929,0.545,0.186 +Ukraine,2009,5.166,9.367,0.845,61.880,0.460,-0.249,0.962,0.545,0.189 +Ukraine,2010,5.058,9.411,0.884,62.200,0.484,-0.197,0.954,0.472,0.227 +Ukraine,2011,5.083,9.468,0.859,62.520,0.579,-0.236,0.933,0.539,0.220 +Ukraine,2012,5.030,9.472,0.898,62.840,0.564,-0.231,0.896,0.509,0.193 +Ukraine,2013,4.711,9.474,0.897,63.160,0.569,-0.225,0.937,0.572,0.225 +Ukraine,2014,4.297,9.424,0.877,63.480,0.533,0.078,0.927,0.543,0.249 +Ukraine,2015,3.965,9.325,0.909,63.800,0.431,-0.039,0.952,0.531,0.241 +Ukraine,2016,4.029,9.353,0.885,63.925,0.503,0.005,0.891,0.550,0.220 +Ukraine,2017,4.311,9.381,0.858,64.050,0.599,-0.008,0.937,0.528,0.235 +Ukraine,2018,4.662,9.420,0.901,64.175,0.663,-0.080,0.943,0.550,0.222 +Ukraine,2019,4.702,9.458,0.883,64.300,0.715,-0.087,0.885,0.549,0.201 +Ukraine,2020,5.270,9.426,0.885,64.425,0.784,0.121,0.946,0.629,0.285 +Ukraine,2021,5.311,9.469,0.879,64.550,0.770,0.166,0.922,0.575,0.250 +Ukraine,2022,4.637,9.281,0.863,64.675,0.829,0.408,0.852,0.527,0.390 +Ukraine,2023,4.672,9.423,0.839,64.800,0.772,0.370,0.922,0.490,0.385 +United Arab Emirates,2006,6.734,11.433,0.903,64.860,0.898,-0.043,0.203,0.694,0.275 +United Arab Emirates,2009,6.866,10.952,0.885,65.040,0.849,0.015,0.339,0.718,0.287 +United Arab Emirates,2010,7.097,10.909,0.912,65.100,0.878,0.051,0.355,0.701,0.233 +United Arab Emirates,2011,7.119,10.965,0.881,65.160,0.889,0.063,,0.702,0.216 +United Arab Emirates,2012,7.218,11.001,0.856,65.220,0.920,,,0.719,0.224 +United Arab Emirates,2013,6.621,11.041,0.864,65.280,0.936,,,,0.291 +United Arab Emirates,2014,6.540,11.072,,65.340,,,,, +United Arab Emirates,2015,6.568,11.128,0.824,65.400,0.915,0.192,,0.722,0.296 +United Arab Emirates,2016,6.831,11.174,0.849,65.550,0.949,0.120,,0.739,0.245 +United Arab Emirates,2017,7.039,11.173,0.836,65.700,0.962,0.206,,0.737,0.208 +United Arab Emirates,2018,6.604,11.178,0.851,65.850,0.944,0.043,,0.723,0.302 +United Arab Emirates,2019,6.711,11.181,0.862,66.000,0.911,0.118,,0.730,0.284 +United Arab Emirates,2020,6.458,11.122,0.827,66.150,0.942,0.049,,0.702,0.298 +United Arab Emirates,2021,6.733,11.152,0.826,66.300,0.951,0.150,,0.697,0.217 +United Arab Emirates,2022,6.738,11.216,0.798,66.450,0.932,0.168,,0.715,0.242 +United Arab Emirates,2023,6.728,11.236,0.776,66.600,0.886,0.155,,0.655,0.304 +United Kingdom,2005,6.984,10.661,0.979,69.100,0.922,,0.398,0.779,0.262 +United Kingdom,2007,6.802,10.693,0.970,69.220,0.838,0.331,0.498,0.686,0.241 +United Kingdom,2008,6.986,10.684,0.954,69.280,0.759,0.325,0.548,0.724,0.218 +United Kingdom,2009,6.907,10.630,0.964,69.340,0.816,0.336,0.559,0.739,0.231 +United Kingdom,2010,7.029,10.646,0.955,69.400,0.841,0.397,0.587,0.753,0.176 +United Kingdom,2011,6.869,10.649,0.949,69.460,0.900,0.331,0.438,0.742,0.174 +United Kingdom,2012,6.881,10.656,0.935,69.520,0.889,0.366,0.425,0.739,0.184 +United Kingdom,2013,6.918,10.668,0.937,69.580,0.905,0.341,0.568,0.719,0.252 +United Kingdom,2014,6.758,10.692,0.910,69.640,0.857,0.349,0.484,0.740,0.251 +United Kingdom,2015,6.515,10.707,0.936,69.700,0.833,0.294,0.456,0.740,0.219 +United Kingdom,2016,6.824,10.721,0.954,69.800,0.821,0.244,0.458,0.732,0.230 +United Kingdom,2017,7.103,10.739,0.937,69.900,0.813,0.285,0.419,0.712,0.210 +United Kingdom,2018,7.233,10.750,0.928,70.000,0.838,0.220,0.404,0.736,0.228 +United Kingdom,2019,7.157,10.760,0.943,70.100,0.854,0.264,0.485,0.739,0.251 +United Kingdom,2020,6.798,10.639,0.929,70.200,0.885,0.196,0.490,0.717,0.225 +United Kingdom,2021,6.867,10.713,0.854,70.300,0.815,0.252,0.448,0.684,0.266 +United Kingdom,2022,6.722,10.754,0.863,70.400,0.857,0.308,0.426,0.723,0.270 +United Kingdom,2023,6.658,10.759,0.886,70.500,0.874,0.270,0.490,0.719,0.272 +United States,2006,7.182,10.921,0.965,66.780,0.911,,0.600,0.775,0.261 +United States,2007,7.513,10.931,,66.760,0.872,0.191,0.633,0.756,0.232 +United States,2008,7.280,10.923,0.953,66.740,0.878,0.249,0.668,0.774,0.227 +United States,2009,7.158,10.888,0.912,66.720,0.831,0.195,0.665,0.753,0.262 +United States,2010,7.164,10.906,0.926,66.700,0.828,0.238,0.690,0.776,0.231 +United States,2011,7.115,10.914,0.922,66.680,0.863,0.155,0.697,0.737,0.273 +United States,2012,7.026,10.929,0.903,66.660,0.823,0.208,0.710,0.765,0.260 +United States,2013,7.249,10.941,0.925,66.640,0.792,0.268,0.747,0.776,0.260 +United States,2014,7.151,10.956,0.902,66.620,0.866,0.215,0.702,0.786,0.281 +United States,2015,6.864,10.975,0.904,66.600,0.849,0.213,0.698,0.769,0.275 +United States,2016,6.804,10.985,0.897,66.475,0.758,0.138,0.739,0.737,0.264 +United States,2017,6.992,11.001,0.921,66.350,0.868,0.191,0.681,0.755,0.268 +United States,2018,6.883,11.024,0.904,66.225,0.825,0.110,0.710,0.757,0.292 +United States,2019,6.944,11.042,0.917,66.100,0.836,0.138,0.707,0.755,0.244 +United States,2020,7.028,11.005,0.937,65.975,0.850,0.028,0.678,0.722,0.295 +United States,2021,6.959,11.061,0.920,65.850,0.816,0.188,0.687,0.740,0.277 +United States,2022,6.693,11.078,0.900,65.725,0.736,0.189,0.701,0.712,0.267 +United States,2023,6.521,11.089,0.861,65.600,0.721,0.185,0.722,0.706,0.284 +Uruguay,2006,5.786,9.640,0.912,66.780,0.807,-0.125,0.477,0.701,0.306 +Uruguay,2007,5.694,9.702,0.875,66.860,0.786,-0.178,0.614,0.710,0.274 +Uruguay,2008,5.664,9.769,0.879,66.940,0.808,-0.156,0.597,0.685,0.264 +Uruguay,2009,6.296,9.808,0.924,67.020,0.825,-0.131,0.544,0.722,0.255 +Uruguay,2010,6.062,9.880,0.893,67.100,0.832,-0.171,0.471,0.738,0.231 +Uruguay,2011,6.554,9.928,0.891,67.180,0.851,-0.093,0.556,0.702,0.252 +Uruguay,2012,6.450,9.960,0.865,67.260,0.871,0.054,0.615,0.692,0.214 +Uruguay,2013,6.444,10.002,0.917,67.340,0.888,-0.056,0.586,0.743,0.253 +Uruguay,2014,6.561,10.031,0.902,67.420,0.904,-0.086,0.533,0.788,0.251 +Uruguay,2015,6.628,10.032,0.891,67.500,0.917,-0.045,0.673,0.812,0.300 +Uruguay,2016,6.171,10.045,0.900,67.500,0.886,-0.085,0.676,0.735,0.283 +Uruguay,2017,6.336,10.060,0.914,67.500,0.898,-0.104,0.627,0.742,0.280 +Uruguay,2018,6.372,10.060,0.917,67.500,0.876,-0.109,0.683,0.775,0.275 +Uruguay,2019,6.600,10.067,0.933,67.500,0.903,-0.107,0.599,0.764,0.222 +Uruguay,2020,6.310,10.002,0.921,67.500,0.908,-0.094,0.491,0.721,0.265 +Uruguay,2021,6.502,10.054,0.914,67.500,0.899,-0.054,0.606,0.746,0.263 +Uruguay,2022,6.671,10.103,0.905,67.500,0.878,-0.055,0.631,0.775,0.267 +Uruguay,2023,6.662,10.122,0.908,67.500,0.904,-0.050,0.662,0.753,0.265 +Uzbekistan,2006,5.232,8.256,0.903,61.340,0.784,-0.125,0.609,0.650,0.195 +Uzbekistan,2008,5.311,8.402,0.894,61.820,0.831,-0.033,,0.647,0.187 +Uzbekistan,2009,5.261,8.463,0.905,62.060,,0.003,0.610,0.646,0.159 +Uzbekistan,2010,5.095,8.508,0.903,62.300,,-0.040,0.519,0.665,0.152 +Uzbekistan,2011,5.739,8.554,0.924,62.540,0.934,0.032,0.522,0.663,0.123 +Uzbekistan,2012,6.019,8.608,0.933,62.780,0.914,-0.047,0.463,0.650,0.118 +Uzbekistan,2013,5.940,8.662,0.963,63.020,0.950,-0.043,0.434,0.686,0.130 +Uzbekistan,2014,6.049,8.712,0.952,63.260,0.954,0.052,0.536,0.713,0.106 +Uzbekistan,2015,5.972,8.764,0.968,63.500,0.980,0.366,0.471,0.778,0.103 +Uzbekistan,2016,5.893,8.804,0.945,63.800,0.984,0.199,,0.771,0.147 +Uzbekistan,2017,6.421,8.831,0.942,64.100,0.985,0.114,0.465,0.745,0.203 +Uzbekistan,2018,6.205,8.870,0.921,64.400,0.970,0.308,0.520,0.746,0.209 +Uzbekistan,2019,6.154,8.910,0.915,64.700,0.970,0.295,0.511,0.751,0.220 +Uzbekistan,2020,5.842,8.910,0.850,65.000,0.928,0.190,0.642,0.678,0.279 +Uzbekistan,2021,6.185,8.962,0.896,65.300,0.927,0.183,0.662,0.698,0.233 +Uzbekistan,2022,6.016,8.996,0.879,65.600,0.959,0.306,0.616,0.741,0.225 +Uzbekistan,2023,6.385,9.026,0.909,65.900,0.927,0.247,0.650,0.752,0.202 +Venezuela,2005,7.170,9.316,0.955,65.500,0.838,,0.720,0.803,0.233 +Venezuela,2006,6.525,9.467,0.946,65.460,0.798,-0.037,0.646,0.837,0.178 +Venezuela,2008,6.258,9.719,0.922,65.380,0.678,-0.232,0.776,0.818,0.224 +Venezuela,2009,7.189,9.567,0.945,65.340,0.677,-0.124,0.828,0.792,0.180 +Venezuela,2010,7.478,9.748,0.932,65.300,0.768,-0.163,0.754,0.847,0.130 +Venezuela,2011,6.580,9.859,0.931,65.260,0.766,-0.235,0.772,0.823,0.199 +Venezuela,2012,7.067,9.862,0.932,65.220,0.804,-0.201,0.743,0.844,0.176 +Venezuela,2013,6.553,9.802,0.896,65.180,0.642,-0.230,0.837,0.812,0.238 +Venezuela,2014,6.136,9.366,0.904,65.140,0.570,-0.191,0.827,0.797,0.244 +Venezuela,2015,5.569,8.532,0.911,65.100,0.512,-0.089,0.813,0.837,0.223 +Venezuela,2016,4.041,7.602,0.902,64.925,0.458,-0.060,0.890,0.676,0.392 +Venezuela,2017,5.071,5.943,0.896,64.750,0.636,0.050,0.844,0.697,0.363 +Venezuela,2018,5.006,5.935,0.887,64.575,0.611,0.068,0.828,0.723,0.374 +Venezuela,2019,5.081,5.527,0.888,64.400,0.626,0.124,0.839,0.730,0.351 +Venezuela,2020,4.574,,0.805,64.225,0.612,,0.811,0.689,0.396 +Venezuela,2021,5.108,,0.812,64.050,0.596,,0.824,0.698,0.389 +Venezuela,2022,5.949,,0.899,63.875,0.770,,0.798,0.754,0.292 +Venezuela,2023,5.765,,0.885,63.700,0.757,,0.825,0.758,0.300 +Vietnam,2006,5.294,8.554,0.888,64.180,0.886,-0.006,,0.657,0.204 +Vietnam,2007,5.422,8.613,0.856,64.260,0.918,0.068,0.754,,0.206 +Vietnam,2008,5.480,8.658,0.805,64.340,0.889,0.180,0.789,0.624,0.218 +Vietnam,2009,5.304,8.701,0.815,64.420,0.834,-0.083,0.838,0.481,0.190 +Vietnam,2010,5.296,8.752,0.787,64.500,0.831,-0.027,0.743,0.671,0.216 +Vietnam,2011,5.767,8.804,0.898,64.580,0.818,0.084,0.742,0.494,0.193 +Vietnam,2012,5.535,8.847,0.775,64.660,0.856,-0.131,0.815,0.546,0.221 +Vietnam,2013,5.023,8.890,0.759,64.740,0.920,-0.048,0.771,0.689,0.165 +Vietnam,2014,5.085,8.941,0.792,64.820,,-0.022,,0.634,0.241 +Vietnam,2015,5.076,8.999,0.849,64.900,,0.064,,0.583,0.232 +Vietnam,2016,5.062,9.053,0.876,65.000,0.894,-0.112,0.799,0.487,0.223 +Vietnam,2017,5.175,9.111,,65.100,,,,, +Vietnam,2018,5.296,9.173,0.832,65.200,0.909,-0.063,0.808,0.614,0.191 +Vietnam,2019,5.467,9.235,0.848,65.300,0.952,-0.148,0.788,0.658,0.186 +Vietnam,2020,5.462,9.254,0.765,65.400,0.945,0.063,0.791,0.699,0.286 +Vietnam,2021,5.540,9.271,0.799,65.500,0.897,0.104,0.798,0.651,0.280 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+ { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import scipy.stats as stats\n", + "from scipy.stats import norm, expon\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "DataWhr2024 = pd.read_csv(\"DataWhr2024.csv\")\n", + "UnM49 = pd.read_csv(\"UnM49.csv\", sep=';')\n", + "\n", + "UnM49 = UnM49[['Country or Area', 'Sub-region Name', 'Region Name']]\n", + "UnM49 = UnM49.rename({'Country or Area':'Country name', 'Sub-region Name':'Subregion', 'Region Name':'Continent'}, axis=1)\n", + "\n", + "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Hong\"), \"Country name\"] = \"Hong Kong\"\n", + "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Somaliland\"), \"Country name\"] = \"Somaliland\"\n", + "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Taiwan\"), \"Country name\"] = \"Taiwan\"\n", + "\n", + "UnM49.loc[97, \"Country name\"] = \"Bolivia\"\n", + "UnM49.loc[33, \"Country name\"] = \"Congo (Brazzaville)\"\n", + "UnM49.loc[34, \"Country name\"] = \"Congo (Kinshasa)\"\n", + "UnM49.loc[124, \"Country name\"] = \"Hong Kong\"\n", + "UnM49.loc[125, \"Country name\"] = \"Macao\"\n", + "UnM49.loc[126, \"Country name\"] = \"North Korea\"\n", + "UnM49.loc[145, \"Country name\"] = \"Iran\"\n", + "UnM49.loc[46, \"Country name\"] = \"Ivory Coast\"\n", + "UnM49.loc[133, \"Country name\"] = \"Laos\"\n", + "UnM49.loc[129, \"Country name\"] = \"South Korea\"\n", + "UnM49.loc[173, \"Country name\"] = \"Moldova\"\n", + "UnM49.loc[217, \"Country name\"] = \"Netherlands\"\n", + "UnM49.loc[175, \"Country name\"] = \"Russia\"\n", + "UnM49.loc[164, \"Country name\"] = \"Syria\"\n", + "UnM49.loc[26, \"Country name\"] = \"Tanzania\"\n", + "UnM49.loc[116, \"Country name\"] = \"United States\"\n", + "UnM49.loc[193, \"Country name\"] = \"United Kingdom\"\n", + "UnM49.loc[111, \"Country name\"] = \"Venezuela\"\n", + "UnM49.loc[140, \"Country name\"] = \"Vietnam\"\n", + "\n", + "_ = pd.DataFrame(\n", + " {\n", + " \"Country name\": [\"Kosovo\", \"Somaliland\", \"Taiwan\"],\n", + " \"Subregion\": [\"Southern Europe\", \"Sub-Saharan Africa\", \"Eastern Asia\"],\n", + " \"Continent\": [\"Europe\", \"Africa\", \"Asia\"],\n", + " }\n", + ")\n", + "\n", + "UnM49 = pd.concat([UnM49, _], axis=0)\n", + "UnM49 = UnM49.reset_index(drop=True)\n", + "\n", + "# Data\n", + "Dat = pd.merge(DataWhr2024, UnM49)\n", + "\n", + "# Data of 2023\n", + "Dat2023 = Dat[Dat['year'] == 2023]\n", + "Dat2023 = Dat2023.reset_index(drop=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 1**" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(a) P(20 < X ≤ 40): 0.625475\n", + "(b) P(X > 60): 0.000179\n", + "(c) P(X ≤ 30): 0.097141\n", + "(d) P(X = 35): 0.057498\n" + ] + } + ], + "source": [ + "# Define parameters for the normal distribution\n", + "# Assuming p (breast cancer rate) is known; set an example p = 0.0005 (0.05%)\n", + "p = 38/100000\n", + "n = 100000\n", + "mu = n * p # Mean\n", + "sigma = (n * p * (1 - p))**0.5 # Standard deviation\n", + "\n", + "# Define the normal distribution\n", + "normal_dist = norm(loc=mu, scale=sigma)\n", + "\n", + "# (a) P(20 < X ≤ 40)\n", + "prob_a = normal_dist.cdf(40) - normal_dist.cdf(20)\n", + "\n", + "# (b) P(X > 60)\n", + "prob_b = 1 - normal_dist.cdf(60)\n", + "\n", + "# (c) P(X ≤ 30)\n", + "prob_c = normal_dist.cdf(30)\n", + "\n", + "# (d) P(X = 35)\n", + "# For continuous distributions, the probability at an exact point is 0, \n", + "# so use the probability density function (PDF) to approximate it.\n", + "prob_d = normal_dist.pdf(35)\n", + "\n", + "# Print results with 6 decimal places\n", + "print(f\"(a) P(20 < X ≤ 40): {prob_a:.6f}\")\n", + "print(f\"(b) P(X > 60): {prob_b:.6f}\")\n", + "print(f\"(c) P(X ≤ 30): {prob_c:.6f}\")\n", + "print(f\"(d) P(X = 35): {prob_d:.6f}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 2**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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W8dxzz2XYe7Nnzx6cnZ3vWawMGjSIf//9l/Hjx+Pu7s6wYcOoXLkyf/zxR4r3k95X8iXXeZob/XgyS0ZeZbVnzx647Z+ixMRELBYLoaGhybZ0v//++ynKdvv3UeXKldm3bx8rV67kwQcf5PPPP+fBBx9kxIgRac7dpUsXDh06xG+//cbFixf58ssv6dSpE05O+hOeXtSBWkxRoEABgoODCQ4OJjY2lqZNmzJy5Ejbaaa7/VIuVaoUP/zwAxcvXrT7r/uff/6xvX7za2JiIocPH7ZrCTlw4ECKM164cIGwsDBGjRrF8OHDbfPTcnovLb766ivi4uL48ssv7VpF7my6T41SpUolm3/fvn1p3ubIkSN56KGHkvzhIBWfV0b6/PPPcXd35/vvv7cb5mHx4sUZsr/w8HA2bNhAw4YN79oydFPZsmUZPHgwgwcPZv/+/QQEBDB16lSWL18O9/g5SIsDBw5gGIbdNv/991+4cTUTN1o5AKKiouw6Dt/ZepOabDc/43379iVpydi3b1+mfA9wo6D76KOPyJ07t+1q0bJly2IYBqVLl7a1kqWHPHny0KFDBzp06EB8fDzt2rVj3LhxDB069K7DDtzr/WzZsiU+Pj6sWLGCBg0acPny5VSPWSX3prJSMt2dl6XnzZuXcuXKERcXZ5t3c4yfqKgou2Uff/xxEhISmDVrlt38d999F4vFYruiIygoCG4MZHa79957L8U5b/4XeGfrwfTp01O8jfuR3P6jo6Pv64/4448/zu+//86WLVts886cOWPXHyG1mjVrxkMPPcTEiRO5evVqkv2l5PPKSM7OzlgsFrvWjSNHjrBmzZp039f58+fp1KkTCQkJtquCknP58uUk71XZsmXJly9fkp+DO38G0urkyZOsXr3a9jwmJoZly5YREBCAn5+fLQPAzz//bFvu0qVLLF26NMn2Upqtbt26FC5cmHnz5tkd23fffcfevXvT/Wq+5CQkJDBgwAD27t3LgAEDbFf4tWvXDmdnZ0aNGpXk59wwjCS/q1LiznVcXV2pUqUKhmHc82rbe72fLi4udOrUiU8++YQlS5ZQvXr1FPXPlJRTy5BkuipVqvDQQw9Rp04dChQowLZt2/jss8/o16+fbZk6deoAMGDAAIKCgnB2dqZjx460bt2a5s2b89Zbb3HkyBFq1qzJ2rVr+d///segQYNsv8zr1KnD008/zfTp0zl37pzt0vqb/wmn5L9aT09PW1+Oa9euUaxYMdauXcvhw4cz7L25XYsWLXB1daV169a89NJLxMbGMn/+fAoXLsypU6fStM3XXnuNDz/8kJYtWzJw4EDbpfWlSpVKcb+t5IwYMYLmzZsnmZ/SzysjtWrVimnTptGyZUuee+45Tp8+zezZsylXrtx9HfO///7L8uXLMQyDmJgYdu3axaeffkpsbKxtf/da95FHHqF9+/ZUqVIFFxcXVq9eTWRkJB07drQtV6dOHebOncvYsWMpV64chQsXTnM/kQoVKtC9e3e2bt2Kr68vixYtIjIy0q64btGiBSVLlqR79+68+uqrODs7s2jRInx8fAgPD7fbXkqz5cqVi4kTJxIcHEyzZs3o1KmT7dJ6f3//JJeM36/o6Ghby9rly5c5cOAAX3zxBQcPHqRjx46MGTPGtmzZsmUZO3YsQ4cO5ciRI7Rt25Z8+fJx+PBhVq9eTa9evRgyZEiq9t+iRQv8/Pxo3Lgxvr6+7N27l1mzZtGqVat7thT+1/vZpUsXZs6cyU8//WT6oJHZktmXs0nWcvOS0K1btyb7enKXtt55ufLYsWON+vXrG97e3oaHh4dRqVIlY9y4cUZ8fLxtmevXrxv9+/c3fHx8DIvFYne578WLF41XXnnFKFq0qJErVy6jfPnyxuTJk+0uuzYMw7h06ZLRt29fo0CBAkbevHmNtm3bGvv27TMAu0vdb79c/E7Hjx83nnrqKcPb29vw8vIynn32WePkyZN3vTz/zm107drVyJMnT4rep+R8+eWXRo0aNQx3d3fD39/fmDhxorFo0aJkL51ObriCZs2aJblc988//zSaNWtmuLu7G8WKFTPGjBljLFy4MNWX1ie3LyBJjpR+Xne7XP1u33Opec8XLlxolC9f3nBzczMqVapkLF68ONnLyFNzaf3NycnJyfD29jZq1aplDBw4MMnQAEYyl9afPXvW6Nu3r1GpUiUjT548hpeXl9GgQQPjk08+sVsvIiLCaNWqlZEvXz4DsH2W9/o5vNul9a1atTK+//57o0aNGrb34dNPP02y/vbt240GDRoYrq6uRsmSJY1p06Ylu827Zbvz0vqbVq1aZdSqVctwc3MzChQoYDz//PPG8ePH7Za528/L3S75v9PN78GbU968eY3y5csbL7zwgrF27dq7rvf5558bDz74oJEnTx4jT548RqVKlYy+ffsa+/bts9t2cj+zXbt2NUqVKmV7/v777xtNmzY1ChYsaLi5uRlly5Y1Xn31VSM6Otq2TGrez9tVrVrVcHJySvK+yf2zGBnZu1LEwezcuZNatWqxfPnyNF1OLiJillq1alGgQAHCwsLMjpLtqM+QZFvJXd00ffp0nJycTLuJpIhIWmzbto2dO3fajawu6Ud9hiTbmjRpEtu3b6d58+a4uLjw3Xff8d1339GrV68kY9OIiDiiPXv2sH37dqZOnUqRIkXo0KGD2ZGyJbUMSbbVqFEjzp8/z5gxYxg8eDD//vsvI0eOtN0EVkTE0X322WcEBwdz7do1Pv7447temi/3R32GREREJEdTy5CIiIjkaCqGREREJEdTB+pkJCYmcvLkSfLly5euw+GLiIhIxjEMg4sXL1K0aNFU3btNxVAyTp48qauNREREsqhjx45RvHjxFC+vYigZN4dMP3bsmO0eNiIiIuLYYmJiKFGixH/eJPlOKoaScfPUmKenp4ohERGRLCa1XVzUgVpERERyNBVDIiIikqOpGBIREZEcTX2G7kNCQgLXrl0zO4Zkc66urqm6RFRERFJHxVAaGIZBREQEUVFRZkeRHMDJyYnSpUvj6upqdhQRkWxJxVAa3CyEChcuTO7cuTUwo2SYmwOAnjp1ipIlS+p7TUQkA6gYSqWEhARbIVSwYEGz40gO4OPjw8mTJ7l+/Tq5cuUyO46ISLajjgipdLOPUO7cuc2OIjnEzdNjCQkJZkcREcmWVAylkU5XSGbR95qISMZSMSQiIiI5moohsbNkyRK8vb3NjiEiIpJp1IE6HYWGx2bavlqWzJvqdbp160ZUVBRr1qyxm79+/XqaN2/OhQsX6NChA48//niKtrdkyRIGDRqkIQZERCRLUzEkdjw8PPDw8DA7RhLx8fEaZ0dERDKETpOJnTtPk+3atYvmzZuTL18+PD09qVOnDtu2bWP9+vUEBwcTHR2NxWLBYrEwcuRIAC5cuECXLl3Inz8/uXPn5rHHHmP//v12+5k/fz4lSpQgd+7cPPXUU0ybNs1uvyNHjiQgIIAFCxZQunRp3N3dAQgNDeXBBx/E29ubggUL8sQTT3Dw4EHbekeOHMFisfDJJ5/QpEkTPDw8qFevHv/++y9bt26lbt265M2bl8cee4wzZ85kwjsqIiKOTsWQ3NPzzz9P8eLF2bp1K9u3b+eNN94gV65cNGrUiOnTp+Pp6cmpU6c4deoUQ4YMgRun47Zt28aXX37Jpk2bMAyDxx9/3DYswcaNG3n55ZcZOHAgO3fu5NFHH2XcuHFJ9n3gwAE+//xzvvjiC3bu3AnApUuXCAkJYdu2bYSFheHk5MRTTz1FYmKi3bojRozg7bffZseOHbi4uPDcc8/x2muvMWPGDH755RcOHDjA8OHDM+U9FBERx6bTZDnM119/Td689v2N7jV+TXh4OK+++iqVKlUCoHz58rbXvLy8sFgs+Pn52ebt37+fL7/8ko0bN9KoUSMAVqxYQYkSJVizZg3PPvss7733Ho899piteKpQoQK//fYbX3/9td2+4+PjWbZsGT4+PrZ5Tz/9tN0yixYtwsfHh7///ptq1arZ5g8ZMoSgoCAABg4cSKdOnQgLC6Nx48YAdO/enSVLlqTqvROR1MnIfpRp6TcpcjdqGcphmjdvzs6dO+2mBQsW3HX5kJAQevToQWBgIBMmTLA7JZWcvXv34uLiQoMGDWzzChYsSMWKFdm7dy8A+/bto379+nbr3fkcoFSpUnaFEDeKrU6dOlGmTBk8PT3x9/eHG0Xb7WrUqGF77OvrC0D16tXt5p0+ffqexyIiIjmDiqEcJk+ePJQrV85uKlas2F2XHzlyJH/99RetWrXixx9/pEqVKqxevTrTst6pdevWnD9/nvnz57N582Y2b94MN1qRbnf7bStuDlp457w7T62JiEjOpGJI/lOFChV45ZVXWLt2Le3atWPx4sVw4zYRd55iq1y5MtevX7cVKQDnzp1j3759VKlSBYCKFSuydetWu/XufJ6cm9t5++23eeSRR6hcuTIXLlxIp6MUEZGcSsWQ3NWVK1fo168f69ev5+jRo2zcuJGtW7dSuXJlAPz9/YmNjSUsLIyzZ89y+fJlypcvT5s2bejZsye//voru3bt4oUXXqBYsWK0adMGgP79+/Ptt98ybdo09u/fz/vvv8933333n7edyJ8/PwULFuSDDz7gwIED/Pjjj4SEhGTKeyEiItmXiiG5K2dnZ86dO0eXLl2oUKEC7du357HHHmPUqFEANGrUiJdffpkOHTrg4+PDpEmTAFi8eDF16tThiSeeoGHDhhiGwbfffms7TdW4cWPmzZvHtGnTqFmzJqGhobzyyiu2y+fvxsnJiZUrV7J9+3aqVavGK6+8wuTJkzPhnRARkezMYhiGYXYIRxMTE4OXlxfR0dF4enravXb16lUOHz5sN/aN3L+ePXvyzz//8Msvv5gdxeHoe06yKl1NJpntXn+/70WX1osppkyZwqOPPkqePHn47rvvWLp0KXPmzDE7loiI5EAqhsQUW7ZsYdKkSVy8eJEyZcowc+ZMevToYXYsERHJgVQMiSk++eQTsyOIiIiAo3Sgnj17Nv7+/ri7u9OgQQO2bNmSovVWrlyJxWKhbdu2dvMNw2D48OEUKVIEDw8PAgMDk9wbS0RERARHKIZWrVpFSEgII0aMYMeOHdSsWZOgoKD/HB34yJEjDBkyhCZNmiR5bdKkScycOZN58+axefNm8uTJQ1BQEFevXs3AIxEREZGsyPRiaNq0afTs2ZPg4GCqVKnCvHnzyJ07N4sWLbrrOgkJCTz//POMGjWKMmXK2L1mGAbTp0/n7bffpk2bNtSoUYNly5Zx8uRJ1qxZkwlHJCIiIlmJqcVQfHw827dvJzAw8FYgJycCAwPZtGnTXdcbPXo0hQsXpnv37kleO3z4MBEREXbb9PLyokGDBnfdZlxcHDExMXaTiIiI5AymFkNnz54lISHBdiPNm3x9fYmIiEh2nV9//ZWFCxcyf/78ZF+/uV5qtjl+/Hi8vLxsU4kSJdJ4RCIiIpLVmH6aLDUuXrxI586dmT9/PoUKFUq37Q4dOpTo6GjbdOzYsXTbtoiIiDg2U4uhQoUK4ezsTGRkpN38yMhI/Pz8kix/8OBBjhw5QuvWrXFxccHFxYVly5bx5Zdf4uLiwsGDB23rpXSbAG5ubnh6etpN4hjWr1+PxWIhKirK7Cgp4u/vz/Tp082OISIiqWBqMeTq6kqdOnUICwuzzUtMTCQsLIyGDRsmWb5SpUrs3r2bnTt32qYnn3yS5s2bs3PnTkqUKEHp0qXx8/Oz22ZMTAybN29Odps5Rbdu3bBYLEyYMMFu/po1a/7zBqmOzt/fH4vFgsViwcPDA39/f9q3b8+PP/6Y6Vm2bt1Kr169bM8tFos67ouIODjTT5OFhIQwf/58li5dyt69e+nduzeXLl0iODgYgC5dujB06FAA3N3dqVatmt3k7e1Nvnz5qFatGq6urlgsFgYNGsTYsWP58ssv2b17N126dKFo0aJJxiPKadzd3Zk4cSIXLlxI1+3Gx8en6/bSYvTo0Zw6dYp9+/axbNkyvL29CQwMZNy4cZmaw8fHh9y5c2fqPkVE5P6YXgx16NCBKVOmMHz4cAICAti5cyehoaG2DtDh4eGcOnUqVdt87bXX6N+/P7169aJevXrExsYSGhqa429yGRgYiJ+fH+PHj7/ncp9//jlVq1bFzc0Nf39/pk6dave6v78/Y8aMoUuXLnh6etKrVy+WLFmCt7c3X3/9NRUrViR37tw888wzXL58maVLl+Lv70/+/PkZMGAACQkJtm19+OGH1K1bl3z58uHn58dzzz33n2NMJefm+iVLlqRp06Z88MEHDBs2jOHDh7Nv3z7bcnv27OGxxx4jb968+Pr60rlzZ86ePWt7/aGHHmLAgAG89tprFChQAD8/P0aOHGl73TAMRo4cScmSJXFzc6No0aIMGDDA7r25eZrM398fgKeeegqLxYK/vz9HjhzBycmJbdu22eWfPn06pUqVIjExMdXHLpIThYbHZsgkOZPpxRBAv379OHr0KHFxcWzevJkGDRrYXlu/fj1Lliy567pLlixJchrCYrEwevRoIiIiuHr1Kj/88AMVKlTIuAMwDLh0KfMnw0hVTGdnZ9555x3ee+89jh8/nuwy27dvp3379nTs2JHdu3czcuRIhg0bluQzmDJlCjVr1uSPP/5g2LBhAFy+fJmZM2eycuVKQkNDWb9+PU899RTffvst3377LR9++CHvv/8+n332mW07165dY8yYMezatYs1a9Zw5MgRunXrlqaP4U4DBw7EMAz+97//ARAVFcXDDz9MrVq12LZtG6GhoURGRtK+fXu79ZYuXUqePHnYvHkzkyZNYvTo0axbtw5uFIrvvvsu77//Pvv372fNmjVUr1492f1v3boVgMWLF3Pq1Cm2bt2Kv78/gYGBLF682G7ZxYsX061bN5ycHOJHUkQkR9G9ydLD5cuQN2/m7zc2FvLkSdUqTz31FAEBAYwYMYKFCxcmeX3atGk88sgjtgKnQoUK/P3330yePNmuSHn44YcZPHiw7fkvv/zCtWvXmDt3LmXLlgXgmWee4cMPPyQyMpK8efNSpUoVmjdvzk8//USHDh0AePHFF23buHnD1puteXnv8z0tUKAAhQsX5siRIwDMmjWLWrVq8c4779iWWbRoESVKlODff/+1Fcw1atRgxIgRAJQvX55Zs2YRFhbGo48+Snh4OH5+fgQGBpIrVy5KlixJ/fr1k92/j48PAN7e3nad93v06MHLL7/MtGnTcHNzY8eOHezevdtWtImISObSv6E50MSJE219tO60d+9eGjdubDevcePG7N+/3+70Vt26dZOsmzt3blshxI2xnfz9/e2KGl9fX7vTYNu3b6d169aULFmSfPny0axZM7hxejQ9GIZh6yC+a9cufvrpJ/LmzWubKlWqBDeuVLypRo0adtsoUqSILfOzzz7LlStXKFOmDD179mT16tVcv349VZnatm2Ls7Mzq1evhhutm82bN7edVhMRkcyllqH0kDu3tZXGjP2mQdOmTQkKCmLo0KFpPiWVJ5kWqVy5ctk9t1gsyc672S/m0qVLBAUFERQUxIoVK/Dx8SE8PJygoKB06ZR97tw5zpw5Q+nSpQGIjY2ldevWTJw4McmyRYoUuedx3MxcokQJ9u3bxw8//MC6devo06cPkydPZsOGDUnWuxtXV1e6dOnC4sWLadeuHR999BEzZsy4z6MVEZG0UjGUHiyWVJ+uMtuECRMICAigYsWKdvMrV67Mxo0b7eZt3LiRChUq4OzsnK4Z/vnnH86dO8eECRNso37f2bH4fsyYMQMnJyfbVYS1a9fm888/x9/fHxeXtH/re3h40Lp1a1q3bk3fvn1tQz7Url07ybK5cuWya1G7qUePHlSrVo05c+Zw/fp12rVrl+Y8IiJyf3SaLIeqXr06zz//PDNnzrSbP3jwYMLCwhgzZgz//vsvS5cuZdasWQwZMiTdM5QsWRJXV1fee+89Dh06xJdffsmYMWPStK2LFy8SERHBsWPH+Pnnn+nVqxdjx45l3LhxlCtXDoC+ffty/vx5OnXqxNatWzl48CDff/89wcHByRYsyVmyZAkLFy5kz549HDp0iOXLl+Ph4UGpUqWSXd7f35+wsDAiIiLshjSoXLkyDzzwAK+//jqdOnXCw8MjTcctIiL3T8VQDjZ69Ogkl3LXrl2bTz75hJUrV1KtWjWGDx/O6NGj0+0Kr9v5+PiwZMkSPv30U6pUqcKECROYMmVKmrY1fPhwihQpQrly5ejcuTPR0dGEhYXx+uuv25YpWrQoGzduJCEhgRYtWlC9enUGDRqEt7d3iq/i8vb2Zv78+TRu3JgaNWrwww8/8NVXX1GwYMFkl586dSrr1q2jRIkS1KpVy+617t27Ex8fb9eJXEREMp/FMFJ5fXYOEBMTg5eXF9HR0UluzXH16lUOHz5M6dKlc/y4RXJ/xowZw6effsqff/55z+X0PSdZVVYct6dlSROuDJZ0c6+/3/eiliGRTBYbG8uePXuYNWsW/fv3NzuOiEiOp2JIJJP169ePOnXq8NBDD+kUmYiIA9DVZCKZbMmSJfccVV1ERDKXWoZEREQkR1MxlEbqdy6ZRd9rIiIZS8VQKt0cZfjy5ctmR5Ec4uZo3Ok96KWIiFipz1AqOTs74+3tbbtXVe7cuW33vhJJb4mJiZw5c4bcuXPf16jZIiJyd/rtmgY370B++w1HRTKKk5MTJUuWVNEtIpJBVAylgcVioUiRIhQuXJhr166ZHUeyOVdX1xSPkC0iIqmnYug+ODs7qx+HiIhIFqd/N0VERCRHU8uQiDikjLyvle4/JXej77ucSS1DIiIikqOpGBIREZEcTcWQiIiI5GgqhkRERCRHUzEkIiIiOZqKIREREcnRVAyJiIhIjqZiSERERHI0FUMiIiKSo6kYEhERkRxNxZCIiIjkaCqGREREJEdziGJo9uzZ+Pv74+7uToMGDdiyZctdl/3iiy+oW7cu3t7e5MmTh4CAAD788EO7Zbp164bFYrGbWrZsmQlHIiIiIlmN6XetX7VqFSEhIcybN48GDRowffp0goKC2LdvH4ULF06yfIECBXjrrbeoVKkSrq6ufP311wQHB1O4cGGCgoJsy7Vs2ZLFixfbnru5uWXaMYmIiEjWYXrL0LRp0+jZsyfBwcFUqVKFefPmkTt3bhYtWpTs8g899BBPPfUUlStXpmzZsgwcOJAaNWrw66+/2i3n5uaGn5+fbcqfP38mHZGIiIhkJaa2DMXHx7N9+3aGDh1qm+fk5ERgYCCbNm36z/UNw+DHH39k3759TJw40e619evXU7hwYfLnz8/DDz/M2LFjKViwYLLbiYuLIy4uzvY8Jibmvo5LRCTLMQz45x/YuRP274ejRyEmBi5dAnd3yJsXihaFChWgalWoXRty5TI7tUi6MLUYOnv2LAkJCfj6+trN9/X15Z9//rnretHR0RQrVoy4uDicnZ2ZM2cOjz76qO31li1b0q5dO0qXLs3Bgwd58803eeyxx9i0aRPOzs5Jtjd+/HhGjRqVzkcnIuLgrl6F776DTz6BH3+E06dTvm6ePNC4MTz9tHW6yz+bIlmB6X2G0iJfvnzs3LmT2NhYwsLCCAkJoUyZMjz00EMAdOzY0bZs9erVqVGjBmXLlmX9+vU88sgjSbY3dOhQQkJCbM9jYmIoUaJEJh2NiEgmO3wYZs6ERYusrT83ubtbW3wqVYLSpcHb21r0XL0KFy9CeDjs2wc7dsD587B2rXXq2xfatoVXXoGGDcFiMfPoRFLN1GKoUKFCODs7ExkZaTc/MjISPz+/u67n5OREuXLlAAgICGDv3r2MHz/eVgzdqUyZMhQqVIgDBw4kWwy5ubmpg7WIZH9Hj8Lbb8NHH0FionVeiRLQoQM8+STUrw8p+V2YmAh//WVtVVq5Ev74Az77zDo1bgzjx0OTJhl+OCLpxdQO1K6urtSpU4ewsDDbvMTERMLCwmjYsGGKt5OYmGjX5+dOx48f59y5cxQpUuS+M4uIZDkXL8Krr1r7+yxfbi1mWrSwFjNHjsDkydbiJaX/FDo5QfXq8Npr1laiXbvgxRet62/cCE2bwpNP4nHsaEYfmUi6MP1qspCQEObPn8/SpUvZu3cvvXv35tKlSwQHBwPQpUsXuw7W48ePZ926dRw6dIi9e/cydepUPvzwQ1544QUAYmNjefXVV/n99985cuQIYWFhtGnThnLlytldei8ikiOsXQvVqsGUKRAfD82bw9at8P330LKltbC5XzVqwMKFcOgQvPQSODvDV1/R+NH6lFo4GxIS0uNIRDKM6X2GOnTowJkzZxg+fDgREREEBAQQGhpq61QdHh6O020/rJcuXaJPnz4cP34cDw8PKlWqxPLly+nQoQMAzs7O/PnnnyxdupSoqCiKFi1KixYtGDNmjE6FiUjOcfkyDBwICxZYn5cuDbNmwWOPZVyfnqJFYd48GDQIXnoJl59/pvLoN/D7ZjW7Zi3hatHiGbNfkftkMQzDMDuEo4mJicHLy4vo6Gg8PT3NjiOSI4WGx2bYtluWzJth23YI//5rvcJrzx7r8/794Z13rJfHZ5bERPZMmkXFd4aR62IM8d752T3tA848knPvBpDtv+8cQFr/fpt+mkxERNLR//4HdetaCyFfX+sl8zNnZm4hhLVf0fHnXuS3bzcSXaM2rlEXqPPis5SbNs46ppGIA1ExJCKSXcyYAU89Ze0w3aSJ9Sqv5s1NjXSlpD+/f7aWo91eBqDcjAnUGNQTyz0uehHJbCqGRESyusRECAmx9tUxDHj5ZQgLAwe5gtZwc2PvqMnsnjiLRBcXiq5ZRb0XnsQl+oLZ0URAxZCISBaXkADdusG771qfT5gAc+Y45K0yTnTsyvalX3AtnycFtvxGvU6tyXXhnNmxRFQMiYhkWdevQ5cu8OGH1svZly+H11936BGgzz3YnM2ffk9cwUJ4/bWL+h1b4XomFbcBEckAKoZERLKi69fhhReso0m7uFjvL/b882anSpHYytXYsuo7rhb2I98/f1G/4+PkOnfG7FiSg6kYEhHJam72C1q1yno67LPPoF07s1OlyqXyldjyaShXihQj74F91O3SDpeYaLNjSQ6lYkhEJKt56y3riM9OTtaCqE0bsxOlyWX/smz96CvrKbM9O6ndowNOV6+YHUtyIBVDIiJZyfTp1huhArz/vvVS+izscpnybFu2xtqpevNGavbrptt3SKZTMSQiklV8+im88or18bhx0KOH2YnSxcVqNdmx6BMS3NzwXfctFccPMzuS5DAqhkREsoIdO6BrV+vj/v3hthtYZwcX6jdm95R5AJSe/x7FP15sdiTJQVQMiYg4uogIa7+gK1esd5p/912Hvnw+rSKefIb9IW8BUOXtEAr8ut7sSJJDqBgSEXFkV69a+wUdPw4VK8LHH1vHFMqmDg54nZNtO+B0/ToBfbrgEX7E7EiSA6gYEhFxZAMGwO+/Q/788NVX4O1tdqKMZbGwZ+IsomrVxTX6AgG9O+N09arZqSSbUzEkIuKoPvwQ5s+3nhJbuRLKlzc7UaZIdHdn55wPic9fAK89O6k88lWzI0k2p2JIRMQR/f23dWBFgBEjoEULsxNlqqtFi7PrvcUYFgslPl5CsU8+NDuSZGMqhkREHM2lS/Dss3D5MgQGwttvm53IFOeaPMz+EOuxV3k7hLz/7jU7kmRTKoZERBxN//7WlqEiRaw3X83GHab/y6F+QzjT7FGc465SY8CL6j8kGULFkIiII/niC1i82NpP6OOPwdfX7ETmcnJi99R5xBUshOfePVSYNNLsRJINqRgSEXEUp05Br17Wx6+/Ds2amZ3IIcT7FGbP5LkA+C+cTaH168yOJNmMiiEREUdgGNC9O5w7BwEBMGqU2YkcyplHWnK060sAVB/yMrnOnTE7kmQjKoZERBzBvHnw3Xfg5mbtJ+TqanYih7PvzTFcrFAZtzOnqTJCl9tL+lExJCJitv37YfBg6+MJE6BqVbMTOaREdw92T3ufRGdninz1Ob7f/s/sSJJNqBgSETFTYqL17vNXrsDDD1tHnJa7iqlei8O9QwCo8vYgcp0/a3YkyQZUDImImOmDD+DnnyFPHli4EJz0a/m/HBjwOhcrVsHt3FmdLpN0oZ86ERGzHD8Or71mfTxuHPj7m50oSzDc3Ng9Za71dNmXn+H7nU6Xyf1RMSQiYgbDgN694eJFeOAB6NfP7ERZSkyN2hx++RUAqgwLwSU6yuxIkoWpGBIRMcOqVfD119arxhYuzNGjTKfVgYFvEFu2PG5nTlN+8miz40gWpmJIRCSzXbhwq6P0229DlSpmJ8qSDDc3/h47HYCSyxfgtXOb2ZEki1IxJCKS2d5+G86cgcqVrSNNS5qdb9SUE+06YTEMqg4diOX6dbMjSRakYkhEJDNt3w5zrbeWYM4cDa6YDva9NY54r/x4/v0npRbPNTuOZEEOUQzNnj0bf39/3N3dadCgAVu2bLnrsl988QV169bF29ubPHnyEBAQwIcffmi3jGEYDB8+nCJFiuDh4UFgYCD79+/PhCMREbmHxETo08faefq55+Chh8xOlC3EF/Lh36HWPkPlpo3D/eRxsyNJFmN6MbRq1SpCQkIYMWIEO3bsoGbNmgQFBXH69Olkly9QoABvvfUWmzZt4s8//yQ4OJjg4GC+//572zKTJk1i5syZzJs3j82bN5MnTx6CgoK4evVqJh6ZiMgdFi6ELVsgXz6YMsXsNNnK8Q5duFD3AVwuX6LiuLfMjiNZjMUwDMPMAA0aNKBevXrMmjULgMTEREqUKEH//v154403UrSN2rVr06pVK8aMGYNhGBQtWpTBgwczZMgQAKKjo/H19WXJkiV07NjxP7cXExODl5cX0dHReHp63ucRikhahIbHZti2W5bMm2HbvquzZ6FiRTh/Ht59FwYNyvwMmSwjP8Pk5Pt7N41aPYglMZEtK7/lfMMmmbr//2LK910Ok9a/36a2DMXHx7N9+3YCAwNvBXJyIjAwkE2bNv3n+oZhEBYWxr59+2jatCkAhw8fJiIiwm6bXl5eNGjQIEXbFBHJEEOHWguh6tU1plAGuVilOseeexGASqNeU2dqSTEXM3d+9uxZEhIS8PX1tZvv6+vLP//8c9f1oqOjKVasGHFxcTg7OzNnzhweffRRACIiImzbuHObN1+7U1xcHHFxcbbnMTEx93VcIiJ2duywniLjRqdpF1N/9WZr+4e8jd9Xn+O5dw/FP17Csc49zI5kk1EtZWpxun+m9xlKi3z58rFz5062bt3KuHHjCAkJYf369Wne3vjx4/Hy8rJNJUqUSNe8IpKDGQa88sqtTtMPPmh2omztWv6CHAix9hkqP2U0uaLOmx1JsgBTi6FChQrh7OxMZGSk3fzIyEj8/Pzuup6TkxPlypUjICCAwYMH88wzzzB+/HgA23qp2ebQoUOJjo62TceOHUuHoxMRAVavtt6I1d0dbvyekox17IXuXKxYBdeoC5SbOs7sOJIFmFoMubq6UqdOHcLCwmzzEhMTCQsLo2HDhineTmJiou00V+nSpfHz87PbZkxMDJs3b77rNt3c3PD09LSbRETuW1wcvHrjrupDhkDJkmYnyhEMFxf2jpgEN0amzrt3j9mRxMGZfposJCSE+fPns3TpUvbu3Uvv3r25dOkSwcHBAHTp0oWhQ4falh8/fjzr1q3j0KFD7N27l6lTp/Lhhx/ywgsvAGCxWBg0aBBjx47lyy+/ZPfu3XTp0oWiRYvStm1b045TRHKg996DQ4egSBGNNJ3JzjduRkTLJ7EkJlLpnbfNjiMOzvRefB06dODMmTMMHz6ciIgIAgICCA0NtXWADg8Px8npVs126dIl+vTpw/Hjx/Hw8KBSpUosX76cDh062JZ57bXXuHTpEr169SIqKooHH3yQ0NBQ3N3dTTlGEcmBzpyBMWOsj8eNg7zq5JrZ9r05hsJh31Ho5zAK/hzGuaaPmB1JHJTp4ww5Io0zJGK+LD/OUN++1ivHatWCbdvAyfSG+EyX2eMMJafSqNfxXzSHmCrV+e3rX8DZ2exI6U5Xk92SJccZEhHJlv7+G95/3/r43XdzZCHkKA4OeI1rnl54/r2boqtXmh1HHJR+QkVE0tsbb0BCAjz1FDRrZnaaHO1a/oIc6jsYgPJTxuB09YrZkcQBqRgSEUlPv/4KX31lPR0zYYLZaQQ42q03V4qVwOPUCUotmmN2HHFAKoZERNKLYVhbhQC6d4cKFcxOJECiuzv7hwwDoMycaeQ6d8bsSOJgVAyJiKSXb76BjRutAywOH252GrnNybYdiK5ak1wXYyg3c5LZccTBqBgSEUkPCQnWm7ECDBwIxYqZnUhu5+TEvjfHAlBi+QI8wg+bnUgciIohEZH0sGIF7NkD3t4aYNFBnX/wIc42fQSn69cpN123RpFbVAyJiNyvuLhbp8XeeAPy5zc7kdzFvzf6DhVdvYo8//5jdhxxECqGRETu17x5cPQoFC0K/fubnUbuIaZmHSKDnsCSmEj5aWPNjiMOQsWQiMj9uHgRxt74ozpiBOTObXYi+Q/7Bw/DsFjw++5/eO7eaXYccQAqhkRE7se778LZs9bL6F980ew0kgKxFatwqk17uDEQo4iKIRGRtLpwAaZNsz4eNQpcTL/3taTQgVeGkujsjM/6tXhv/c3sOGIyFUMiImn17rsQHQ1Vq0L79mankVS47F+WEx26AFBh0ijrgJmSY6kYEhFJi/PnYfp06+NRo3Qz1izowIDXSXBzo8CW3yj0c5jZccRE+ukVEUmLqVOtnadr1rTekFWynLgixTj2Qg+42XdIrUM5loohEZHUOnsWZs60Ph45Uq1CWdihPoO5njsPXn/uwOfHULPjiEn0EywiklpTpkBsLNSqBW3amJ1G7kN8IR/Cu/QEoNy749U6lEOpGBIRSY3Tp+G996yPR48Gi8XsRHKfDvcawHWP3Hjt/gOfH783O46YQMWQiEhqTJoEly9DvXrQqpXZaSQdXCvow7HO1r5DZWdMUOtQDqRiSEQkpSIiYM4c6+NRo9QqlI0cfmkQCe4eeO/aTqH168yOI5lMxZCISEpNnAhXrsADD0DLlmankXQUX8iH8ButQ+Wmq+9QTqNiSEQkJSIirDdkRa1C2ZWtdWjnNgpt+MHsOJKJVAyJiKTEtGlw9aq1VejRR81OIxkg3qcw4S90B7UO5TgqhkRE/su5c7f6Cr39tlqFsrHDLw0iwc0d7z+2UvCXH82OI5lExZCIyH+ZPh0uXbKOK/T442ankQwUX9iXYzdbh959R61DOYSKIRGRe4mKujXatFqFcoSbrUP5d2yh4K8/mR1HMoGKIRGRe5k9G2JioEoVaNvW7DSSCeJ8/Tj2/IsAlJ012ew4kglUDImI3E1sLLz7rvXxW2/pHmQ5yOFeA0jMlYsCv/+K99ZNZseRDKafbBGRu3n/fWvn6XLloH17s9NIJoorUowTTz8HQJk5U82OIxlMxZCISHKuXIHJN06RDB0KLi5mJ5JMdrj3KxhOThT+8Xvy/fWn2XEkA6kYEhFJzsKFEBkJJUtC585mpxETXPYvy6knnga1DmV7DlEMzZ49G39/f9zd3WnQoAFbtmy567Lz58+nSZMm5M+fn/z58xMYGJhk+W7dumGxWOymlho6X0RSKj7eeusNgDfegFy5zE4kJjnUdzAAft+sJs/Bf82OIxnE9GJo1apVhISEMGLECHbs2EHNmjUJCgri9OnTyS6/fv16OnXqxE8//cSmTZsoUaIELVq04MSJE3bLtWzZklOnTtmmjz/+OJOOSESyvGXL4PhxKFIEgoPNTiMmiq1UlchHH8diGJSe+67ZcSSDmF4MTZs2jZ49exIcHEyVKlWYN28euXPnZtGiRckuv2LFCvr06UNAQACVKlViwYIFJCYmEhYWZrecm5sbfn5+til//vyZdEQikqVdvw7jx1sfv/oquLubnUhMdqjvEACKrl6J+/Fws+NIBjC1GIqPj2f79u0EBgbeCuTkRGBgIJs2pexSxsuXL3Pt2jUKFChgN3/9+vUULlyYihUr0rt3b86dO5fu+UUkG/rkEzh0CAoVgl69zE4jDiC6Vj3ONn4Ip+vXKf3BTLPjSAYwtRg6e/YsCQkJ+Pr62s339fUlIiIiRdt4/fXXKVq0qF1B1bJlS5YtW0ZYWBgTJ05kw4YNPPbYYyQkJCS7jbi4OGJiYuwmEcmBDAMmTbI+HjgQ8uQxO5E4iJutQ8VXLsX1TPLdOCTrMv002f2YMGECK1euZPXq1bjf1pTdsWNHnnzySapXr07btm35+uuv2bp1K+vXr092O+PHj8fLy8s2lShRIhOPQkQcxtq1sGuXtQjq08fsNOJAzjdqSlStujjHXcV/4Syz40g6M7UYKlSoEM7OzkRGRtrNj4yMxM/P757rTpkyhQkTJrB27Vpq1Khxz2XLlClDoUKFOHDgQLKvDx06lOjoaNt07NixNByNiGR5N1uFevaEO069Sw5nsXCw36sAlPxwAS7RF8xOJOnI1GLI1dWVOnXq2HV+vtkZumHDhnddb9KkSYwZM4bQ0FDq1q37n/s5fvw4586do0iRIsm+7ubmhqenp90kIjnMtm3w44/WwRVfecXsNOKAzjzckouVquISe5FSSz4wO46kozQVQ4cOHUq3ACEhIcyfP5+lS5eyd+9eevfuzaVLlwi+cTlrly5dGDp0qG35iRMnMmzYMBYtWoS/vz8RERFEREQQGxsLQGxsLK+++iq///47R44cISwsjDZt2lCuXDmCgoLSLbeIZDM3xxXq1Mk60KLInZycOHij71CpRbNxvhRrdiJJJ2kqhsqVK0fz5s1Zvnw5V69eva8AHTp0YMqUKQwfPpyAgAB27txJaGiorVN1eHg4p06dsi0/d+5c4uPjeeaZZyhSpIhtmjJlCgDOzs78+eefPPnkk1SoUIHu3btTp04dfvnlF9zc3O4rq4hkUwcOwOefWx+/+qrZacSBRbR6ikv+ZXGNukDxVcvMjiPpxGIYhpHalXbu3MnixYv5+OOPiY+Pp0OHDnTv3p369etnTMpMFhMTg5eXF9HR0TplJmKS0PCM+6+7Zcm89jNeftl6U9bHH4dvvsmw/eY0GfkZmqnEikVUfXMgV4qV4OcNuzBMHqE8yfdzDpbWv99pahkKCAhgxowZnDx5kkWLFnHq1CkefPBBqlWrxrRp0zhz5kxaNisikvkiI2HJEuvj114zO41kASeefo44n8J4nDiG31efmx1H0sF9daB2cXGhXbt2fPrpp0ycOJEDBw4wZMgQSpQoQZcuXexOb4mIOKSZMyEuDho0gKZNzU4jWUCiuztHg3sDUOb96dbxqSRLu69iaNu2bfTp04ciRYowbdo0hgwZwsGDB1m3bh0nT56kTZs26ZdURCS9XbwIc+ZYH7/+OlgsZieSLCL8he5cz5OXfP/8RaGf1podR+5TmoqhadOmUb16dRo1asTJkydZtmwZR48eZezYsZQuXZomTZqwZMkSduzYkf6JRUTSy/z5EBUFFSrAk0+anUaykOte+Tn2nPWq5zLzdAPXrC5NxdDcuXN57rnnOHr0KGvWrOGJJ57Aycl+U4ULF2bhwoXplVNEJH3Fx8O7N/6IvfoqODubnUiymCPd+5KYKxcFNm/Ea8cWs+PIfUhTMbRu3Tpef/31JIMYGoZBeLj1jr6urq507do1fVKKiKS3jz+G48fBzw9eeMHsNJIFxRUpxsm27QEoPW+62XHkPqSpGCpbtixnz55NMv/8+fOULl06PXKJiGScxESYPNn6eNAguO3ehiKpcfilQQD4rv2aPAf/NTuOpFGaiqG7DU0UGxtrd8NUERGH9O238NdfkC8fvPSS2WkkC7tUvhKRjz6OxTDwf3+G2XEkjVxSs3BISAgAFouF4cOHkzt3bttrCQkJbN68mYCAgPRPKSKSnm7ekPXll8Hb2+w0ksUdfvkVfNd9S7HVKzkw+G3ifJO/D6Y4rlQVQ3/88QfcaBnavXs3rq6uttdcXV2pWbMmQ4YMSf+UIiLpxHv7ZvjlF8iVCwYONDtOimXX0Zyzg6i6D3Ch7gPk3/Y7pRbN4d+hY8yOJKmUqmLop59+AiA4OJgZM2boVhUikuWUfv9GR9fOnaFYMbPjSDZxqPcr1OnegRIrFnGo7xCue3qZHUlSIU19hhYvXqxCSESynDwH9lF47Y17j6kVW9LRmYdbcrF8JXJdjKHECg0rk9WkuGWoXbt2LFmyBE9PT9q1a3fPZb/44ov0yCYikq78P5iJxTCgTRuoXNnsOJKdODlx5KWBVB/Sm1IL53Dkxb4Ybm5mp5IUSnHLkJeXF5YbQ9V7eXndcxIRcTRukacotnql9YluyCoZ4GSb9lwpUgz3M5EU++Jjs+NIKqS4ZWjx4sXJPhYRyQpKLZqDU3w85+s1pECjRmbHkWzIcHXlaPe+VBr7JqU/mMHx9p01snkWkaY+Q1euXOHy5cu250ePHmX69OmsXaub1YmI43GJiabEikUAHH55kNlxJBs71qkb1zy9yXPoAL5rvzY7jqRQmoqhNm3asGzZMgCioqKoX78+U6dOpU2bNsydOze9M4qI3JcSHy0i18UYLpavxJmHW5odR7KxhLz5CO/cA27eouMugxSLY0lTMbRjxw6aNGkCwGeffYafnx9Hjx5l2bJlzJw5M70zioikmSUujlIL5wBw5KWB4JSmX3siKXY0uDcJbm5479xG/s0bzY4jKZCm3wqXL18mX758AKxdu5Z27drh5OTEAw88wNGjR9M7o4hImhVdvRL30xFc9SvKyTbtzY4jOUC8T2FOPGu9+W/pee+aHUdSIE3FULly5VizZg3Hjh3j+++/p0WLFgCcPn1a4w+JiONITKT0B9b7RR3p3hfjtlHzRTLSkZ79MZycKPzTWvL+85fZceQ/pKkYGj58OEOGDMHf358GDRrQsGFDuNFKVKtWrfTOKCKSJoXXfUPeg/u55unFseeCzY4jOchl/7JEPNYGgNK6gavDS1Mx9MwzzxAeHs62bdsIDQ21zX/kkUd49101CYqIAzAMysy1/j4K79yDhLz5zE4kOczhl6z3vivy5ae4nzhmdhy5hzT3JPTz86NWrVo43dYZsX79+lSqVCm9somIpFn+rb/h/cdWEtzcONqtt9lxJAeKqVmHcw2b4nT9Ov4LZ5sdR+4hTcXQpUuXGDZsGI0aNaJcuXKUKVPGbhIRMVvpG61CJ59+jvjCvmbHkRzqcO9XACj+8RJyRZ03O47cRaruWn9Tjx492LBhA507d6ZIkSK223SIiDiCvPv+pvCP32NYLBzuNcDsOJKDnW36CDGVq+G5dw8lPlzIof6vmh1JkpGmYui7777jm2++oXHjxumfSETkPpV+fzoAkS2f5HLpcmbHkZzMYuHwS4OoOagHpRbP4UjPfiS6e5idSu6QptNk+fPnp0CBAumfRkTkPrmfPE6R/30KwKEbpyhEzBTxRDuuFC+J27mzFPvsI7PjSDLSVAyNGTOG4cOH292fTETEEfgvmIXT9euce6AJMTXrmB1HBCNXLo706AeA/wczISHB7EhyhzSdJps6dSoHDx7E19cXf39/cuXKZff6jh070iufiEiKuURfoPjHS+C2jqsijuB4hy6UnT6ePEcP4Rv6JZGtnjI7ktwmTcVQ27Zt0z+JiMh9KrlsAS6XLxFTuRpnmwWaHUfEJiF3HsK7vkS5GRMoM/ddIh9vC7r4yGGkqRgaMWJE+icREbkPTlevUGrJXAAOvzRIf2jE4Rzt2ovS78/Aa/cfFNj0C+cbNTU7ktyQ5kEXo6KiWLBgAUOHDuX8eevYCTt27ODEiRPpmU9EJEWKffYRbmfPcKVYCSKeaGd2HJEkrhX04Xj7zqAbuDqcNBVDf/75JxUqVGDixIlMmTKFqKgoAL744guGDh2a6u3Nnj0bf39/3N3dadCgAVu2bLnrsvPnz6dJkybkz5+f/PnzExgYmGR5wzAYPnw4RYoUwcPDg8DAQPbv35+GIxWRLCEhwdox9eYNMu/oxyjiKI707Ifh5ITPhh/I9/dus+PIDWkqhkJCQujWrRv79+/H3d3dNv/xxx/n559/TtW2Vq1aRUhICCNGjGDHjh3UrFmToKAgTp8+nezy69evp1OnTvz0009s2rSJEiVK0KJFC7sWqUmTJjFz5kzmzZvH5s2byZMnD0FBQVy9ejUthysiDs439EvyHD1EvHd+jnfoYnYckbu6UrI0ETc6T+sGro4jTcXQ1q1beemll5LML1asGBEREana1rRp0+jZsyfBwcFUqVKFefPmkTt3bhYtWpTs8itWrKBPnz4EBARQqVIlFixYQGJiImFhYXCjVWj69Om8/fbbtGnThho1arBs2TJOnjzJmjVr0nK4IuLIbr8ha9eXSMidx+xEIvd0+KVBAPh99Rkex46aHUfSWgy5ubkRExOTZP6///6Lj49PircTHx/P9u3bCQy8ddWHk5MTgYGBbNq0KUXbuHz5MteuXbMNAnn48GEiIiLstunl5UWDBg3uus24uDhiYmLsJhHJGgr89jNeu/8gwd2Do117mR1H5D/FVA/g7IPNcUpIoJRu4OoQ0lQMPfnkk4wePZpr164BYLFYCA8P5/XXX+fpp59O8XbOnj1LQkICvr72N1H09fVNcQvT66+/TtGiRW3Fz831UrPN8ePH4+XlZZtKlCiR4mMQEXOVudER9Xj7zlwrmPJ/xkTMdPhla+tQ8ZVLyXXhnNlxcrw0FUNTp04lNjYWHx8frly5QrNmzShXrhz58uVj3Lhx6Z/yLiZMmMDKlStZvXq1Xd+l1Bo6dCjR0dG26dixY+maU0QyRr49uyj0cxiGkxNHevYzO45Iip17sDnRVWvicuUyJZfNNztOjpemcYa8vLxYt24dGzduZNeuXcTGxlK7dm27U1MpUahQIZydnYmMjLSbHxkZiZ+f3z3XnTJlChMmTOCHH36gRo0atvk314uMjKRIkSJ22wwICEh2W25ubri5uaUqu4iYr8yNG7JGPNGOKyVLmx1HJOUsFg6/PIiA/sGUWjKPw70GkOiR2+xUOVaqW4YSExNZtGgRTzzxBC+99BJz587l119/5eTJkxiGkaptubq6UqdOHVvn55vbDwsLo2HDhnddb9KkSYwZM4bQ0FDq1q1r91rp0qXx8/Oz22ZMTAybN2++5zZFJGvxCD+M39dfAHDoRodUkawk8vG2XC7hj+v5cxT7dIXZcXK0VBVDhmHw5JNP0qNHD06cOEH16tWpWrUqR48epVu3bjz1VOrvtRISEsL8+fNZunQpe/fupXfv3ly6dIng4GAAunTpYjd20cSJExk2bBiLFi3C39+fiIgIIiIiiI2NhRv9lwYNGsTYsWP58ssv2b17N126dKFo0aK6jYhINuL/wXtYEhM50yyQi9Vqmh1HJNUMFxeO9OwPQOkPZmK5ft3sSDlWqk6TLVmyhJ9//pmwsDCaN29u99qPP/5I27ZtWbZsGV26pHycjw4dOnDmzBmGDx9OREQEAQEBhIaG2jpAh4eH4+R0q2abO3cu8fHxPPPMM3bbGTFiBCNHjgTgtdde49KlS/Tq1YuoqCgefPBBQkND76tfkYg4DtezZyj+yYcAHH5ZN2SVrOt4+xcoN/0dch87gu93/yOidcovQpL0YzFScW6rRYsWPPzww7zxxhvJvv7OO++wYcMGvv/++/TMmOliYmLw8vIiOjoaT09Ps+OI5Eih4bF3fa3clDGUe28SUTXr8Pv/fkr1fchalsybDgkz173eD8nays6YQPlp44iuFsCmr3/OEd/PGSWtf79TdZrszz//pGXLlnd9/bHHHmPXrl2p2aSISKo4x16k1NIP4GarkG7IKllceJeeXPfIjdeenRTcuN7sODlSqoqh8+fPJxm/53a+vr5cuHAhPXKJiCSrxMdLyBUTxaXSZYkMesLsOCL37Vr+gpy4cRuZ0vOmmx0nR0pVMZSQkICLy927GTk7O3NdHcBEJINY4uPxXzALbt7SwNnZ7Egi6eJIj34kOjtT6JcfybdHZ1gyW6o6UBuGQbdu3e46Jk9cXFx65RIRSaLo/z7BPeIkVwv7caJdJ7PjiKSbKyVKEfHE0xT93yeUeX86u95bbHakHCVVLUNdu3alcOHCdreuuH0qXLhwqq4kExFJscRE2ymEo937YGigVMlmDr80EAC/r7/AI/yI2XFylFS1DC1erEpVJCNl1BVD2eFqE5+w78h7YB/X8nly7LkXzY4jku4uVq3BmWaB+Gz4Af8Fs9g7eorZkXKMNN2bTEQkUxkGZeZMA+DYC9257ulldiKRDHH4xmjqxVctI9e5M2bHyTFUDImIw8u/9Tfy79hCoqsrR4P7mB1HJMOcb9SU6Oq1cL56hVK6gWumUTEkIg6v9Nx3ATjxzPPE+d77Js4iWZrFwqHe1lHVSy59H+fLl8xOlCOoGBIRh5Z3398U/vF7DIuFw70GmB1HJMNFtnySyyVL43rhPMVWfWh2nBxBxZCIOLSbV5BFPtaGy6XLmR1HJOM5O9sK/9IL3tMNXDOBiiERcVjuJ45R5MtPAWynDkRyghPPPk9cwUJ4HA/H75vVZsfJ9lQMiYjD8l8wC6fr1znXqBkxNWqbHUck0yS6e3C0W28ASs97F1J+T3VJAxVDIuKQcp0/S/GPlwBwqE+I2XFEMt2xLj24njsPnn/vptCGH8yOk62pGBIRh1Rq0VxcrlwmuloA5x5sbnYckUx3zbsAxzt1A6DMbA3AmJFUDImI44mOptTS9wE41G8IWCxmJxIxxeGXBpLo6kqBLb+Rf8tGs+NkWyqGRMTxzJlDrphoYstVJDKotdlpREwT51uE48++AECZWWodyigqhkTEsVy+DO9aB1k81HcwOOnXlORsh19+hURnZ3w2/IDnnzvMjpMt6beMiDiWBQvgzBkul/Dn1JPPmp1GxHRXSvpzqk17UOtQhlExJCKOIz4eJk8G4HDvVzBcXMxOJOIQDvUJwbBY8Pv+K/L8+4/ZcbIdFUMi4jiWLYPjx6FIEU48/ZzZaUQcxqXylWz958rMmWp2nGxHxZCIOIbr12HCBOvjIUNIdHc3O5GIQznUbwgARb78FI/ww2bHyVZUDImIY/j0Uzh4EAoWhF69zE4j4nBiqtfiTLNHcUpIoMzcd82Ok62oGBIR8yUmwjvvWB8PHAh585qdSMQhHexvbR0q9tkK3CJOmh0n21AxJCLm++or2LMH8uWDfv3MTiPisKLqNeJ8g8Y4xcdT+oOZZsfJNnSphoiYyzBg3Djr4759IX/+DN9laHhshu9DJKMc7PcqBTZvpMSKRRzsOxhKqiX1fqllSETMFRYGW7eCuzsMGmR2GhGHd67Jw0TXqI3z1Sv4L5xjdpxsQcWQiJhr7Fjr1549wdfX7DQijs9isbYIASWXfQBRUWYnyvJUDImIeTZssE65csGrr5qdRiTLON3iCS5WqEyuizEwa5bZcbI8FUMiYp5Ro6xfu3eHEiXMTiOSdTg5cajfjX8gpk2DmBizE2VpKoZExBw//ww//WRtFRo61Ow0IlnOqSfaEVu2Aly4AO+9Z3acLM30Ymj27Nn4+/vj7u5OgwYN2LJly12X/euvv3j66afx9/fHYrEwffr0JMuMHDkSi8ViN1WqVCmDj0JEUu1mq9CLL0LJkmanEcl6nJ05OOB162O1Dt0XU4uhVatWERISwogRI9ixYwc1a9YkKCiI06dPJ7v85cuXKVOmDBMmTMDPz++u261atSqnTp2yTb/++msGHoWIpNqvv8KPP6pVSOQ+nWr9NFSsCOfPq+/QfTC1GJo2bRo9e/YkODiYKlWqMG/ePHLnzs2iRYuSXb5evXpMnjyZjh074ubmdtfturi44OfnZ5sKFSqUgUchIql2s1UoOBhKlTI7jUjW5ewMw4dbH0+dChcvmp0oSzKtGIqPj2f79u0EBgbeCuPkRGBgIJs2bbqvbe/fv5+iRYtSpkwZnn/+ecLDw++5fFxcHDExMXaTiGSQjRvhhx/AxUWtQiLpoUMHtQ7dJ9OKobNnz5KQkIDvHeOK+Pr6EhERkebtNmjQgCVLlhAaGsrcuXM5fPgwTZo04eI9quXx48fj5eVlm0roqhaRjHOzVahbN/D3NzuNSNbn7AzDhlkfT5mi1qE0ML0DdXp77LHHePbZZ6lRowZBQUF8++23REVF8cknn9x1naFDhxIdHW2bjh07lqmZRXKM336DdeusrUJvvml2GpHso2NHqFBBrUNpZFoxVKhQIZydnYmMjLSbHxkZec/O0anl7e1NhQoVOHDgwF2XcXNzw9PT024SkQxws1Woa1coXdrsNCLZx+19h9Q6lGqmFUOurq7UqVOHsLAw27zExETCwsJo2LBhuu0nNjaWgwcPUqRIkXTbpoikwe+/w9q11l/aahUSSX+3tw7Nnm12mizF1NNkISEhzJ8/n6VLl7J371569+7NpUuXCA4OBqBLly4Mva2DZXx8PDt37mTnzp3Ex8dz4sQJdu7cadfqM2TIEDZs2MCRI0f47bffeOqpp3B2dqZTp06mHKOI3HB7q1CZMmanEcl+1HcozVzM3HmHDh04c+YMw4cPJyIigoCAAEJDQ22dqsPDw3FyulWvnTx5klq1atmeT5kyhSlTptCsWTPWr18PwPHjx+nUqRPnzp3Dx8eHBx98kN9//x0fHx8TjlBEANi0CUJD1SokktE6doQxY+Dff62tQ2+8YXaiLMFiGIZhdghHExMTg5eXF9HR0eo/JJkqNDw2Q7bbsmTeDNluij38sPXWG927w4IFKVolo94Lkewmyc/38uXQuTMUKACHDoGXl1nRMl1a/35nu6vJRMTB/PijtRBydb3VwVNEMk6nTlCpkrXv0Lvvmp0mS1AxJCIZxzDgrbesj196SfcgE8kMzs7WU2XcGJX67FmzEzk8FUMiknG++cZ6FZmHh/oKiWSmdu2gVi2IjYWJE81O4/BUDIlIxkhMhLfftj7u3x/ScfwwEfkPTk4wbpz18axZcPKk2YkcmoohEckYn38Ou3ZBvnzw2mtmpxHJeVq2hMaN4epVGDvW7DQOTcWQiKS/hIRbnaVDQqBgQbMTieQ8Fsut1qH5861XlkmyVAyJSPpbvhz++cd6aW9IiNlpRHKuZs2gRQu4fv3WwKeShIohEUlf8fG3fum+/jporC4Rc908RbZ8Ofz9t9lpHJKKIRFJXwsXwuHD4OsL/fqZnUZE6tWDtm2tFzVorK9kqRgSkfQTG3urVejttyF3brMTiQhYxx2yWKwXNuzYYXYah6NiSETSz7RpEBkJZctCr15mpxGRm6pVg+eesz6+7QboYqViSETSx+nTMHmy9fG4cdbbb4iI4xg9GnLlgrVrYd06s9M4FBVDIpI+xoyxniarWxeefdbsNCJypzJloE8f6+PXXrP2IRJQMSQi6eLAAZg3z/p40iTr6Lci4njeftt6hefOnfDRR2ancRj6jSUi9++tt6zjmDz2GDRvbnYaEbmbQoVu9Rl66y3r6NSiYkhE7tPWrfDJJ9YrVSZMMDuNiPyXgQOheHEID7fet0xUDInIfTCMW/cd69wZatQwO5GI/BcPD2sfP25c7HD+vNmJTKdiSETSLjQU1q8HN7dbv1xFxPF17gzVq0NUFLzzjtlpTKdiSETSJiHBersNgP79oWRJsxOJSEo5O1svdgB47z04csTsRKZSMSQiabNwIezeDfnzaxA3kawoKAgefth6P8G33zY7jalUDIlI6kVH3/rlOXKk9e70IpK1WCy3WodWrIAtW8xOZBoVQyKSeuPGwZkzULEi9O5tdhoRSas6daz9hwAGDbJeFJEDuZgdQESymIMHYcYM6+Np06zD+4uIaULDY+9rfbd+b9Pks89x2bSJXe8t5lTb9rbXWpbMmw4JHZ9ahkQkdV57zdrHICjIOsiiiGRpcX5FOdRnMAAVJgzH+fIlsyNlOhVDIpJy69fDF19Yr0SZOtXa50BEsrwjvfpzpXhJPE6doPT7M8yOk+lUDIlIyiQkwCuvWB+/9BJUrWp2IhFJJ4nuHvzz5lgASs99F/cTx8yOlKlUDIlIyixZYr25o5cXjBpldhoRSWeRj7flfP1GOMddpeKE4WbHyVQqhkTkv0VFwZtvWh+PGGG92aOIZC8WC3tHTMKwWCjy5Wd4b91kdqJMo2JIRP7biBFw+rT1Uvq+fc1OIyIZ5GK1mhzv0AWAyqNet54ezwFUDInIve3adevO1rNmgaur2YlEJAPtHzKca/k88dr9ByxYYHacTKFiSETuLjHR2hKUmAjt20NgoNmJRCSDxfsU5kDIW9YnQ4daB1jN5kwvhmbPno2/vz/u7u40aNCALfcYDvyvv/7i6aefxt/fH4vFwvTp0+97myJyDx9+CBs3Qp481kvpRSRHCO/Si5gq1eHChVs3ZM7GTC2GVq1aRUhICCNGjGDHjh3UrFmToKAgTp8+nezyly9fpkyZMkyYMAE/P7902aaI3EVUFLz6qvXx8OFQvLjZiUQkkxguLvw99l3rk8WLrf8UZWOmFkPTpk2jZ8+eBAcHU6VKFebNm0fu3LlZtGhRssvXq1ePyZMn07FjR9zc3NJlmyJyF8OGWZvHK1Wy3rNIRHKUqDoN4MUXrU/69IHr182OlGFMK4bi4+PZvn07gbf1QXByciIwMJBNm9J2OV9atxkXF0dMTIzdJJKj7dwJc+ZYH6vTtEjONXEiFCgAf/4Js2ebnSbDmFYMnT17loSEBHx9fe3m+/r6EhERkanbHD9+PF5eXrapRIkSadq/SLaQmGj9L/Bmp+lHHjE7kYiYpVAhGD/e+njYMDh50uxEGcL0DtSOYOjQoURHR9umY8dy1jDkInbmzYNNmyBvXnWaFhHo0QPq14eLF2HIELPTZAjTiqFChQrh7OxMZGSk3fzIyMi7do7OqG26ubnh6elpN4nkSCdOwBtvWB+PH69O0yICTk4wd67168cfQ2io2YnSnWnFkKurK3Xq1CEsLMw2LzExkbCwMBo2bOgw2xTJUfr1s/7316AB9O5tdhoRcRS1a8OAAdbHL78MsbFmJ0pXpp4mCwkJYf78+SxdupS9e/fSu3dvLl26RHBwMABdunRh6NChtuXj4+PZuXMnO3fuJD4+nhMnTrBz504OHDiQ4m2KyF2sXg1r1oCLC8yfD87OZicSEUcyZgyUKgVHj1r7D2UjLmbuvEOHDpw5c4bhw4cTERFBQEAAoaGhtg7Q4eHhODndqtdOnjxJrVq1bM+nTJnClClTaNasGevXr0/RNkUkGdHR1lYhgNdeg+rVzU4kIo4mb154/31o2RJmzICOHa2tyNmAxTAMw+wQjiYmJgYvLy+io6PVf0gyVWh4xjQ9tyyZ994L9Olj7RNQvrz1Elp39wzJkRoZ9V6ISMol+7ujSxfr6PTVqsH27Q419EZa/36b2jIkIg7g11+thRBY/+tLZSGkokUkh5k2Db77DvbsgUmT4O23zU5033RpvUhOdvky3OxP9+KL0Ly52YlExNEVKgQzZ1ofjxkDe/eanei+qRgSycnefBMOHLBeQq8xhUQkpTp2hMcfh/h46z9UWfxWHSqGRHKqDRusnSABFiwAb2+zE4lIVmGxWE+re3nB5s0webLZie6LiiGRnCg29tYNGHv2hKAgsxOJSFZTvPit02UjRlgvvsiiVAyJ5ERvvAGHDkHJkjBlitlpRCSr6twZ2rSBa9esV5nFx5udKE1UDInkND/+eOvu0wsXgoaPEJG0unm6rGBB2LXL2qE6C1IxJJKTREXdOj328ssQGGh2IhHJ6nx9rTd45sY9DbdsMTtRqqkYEskpDMM6uOLRo1CmjHV8EBGR9PDMM9CpEyQkQNeu1mE7shAVQyI5xfLl1jtOOzvDRx9BvnxmJxKR7GTWLChaFP75B0JCzE6TKiqGRHKCQ4egb1/r45Ejs839hETEgRQoAMuW3epH9MUXZidKMRVDItmc5fp1eP55uHgRmjSBoUPNjiQi2dUjj1hv9gzQowccO2Z2ohRRMSSSzZWdORF+/906ONqHH1pPk4mIZJQxY6BePbhwAV54wdqPyMGpGBLJxvJv2UjZ9250lJ43D0qVMjuSiGR3uXJZ+yfmzQs//wzvvGN2ov+kYkgkm3I9e4aa/YKxJCZaB0Pr2NHsSCKSU5QtC3PmWB+PGgUbN5qd6J5UDIlkRwkJ1BjwIu6Rp4gtV/HWIIsiIpmlc2drf8WEBOjQAU6fNjvRXakYEsmGys2YQKGN67nukZs/5i63NleLiGS2uXOhUiU4cQKee85h+w+pGBLJZgpt+MHaaRr4a/xMLlWoZHYkEcmp8uWDzz+HPHkgLMx6Q1cHpGJIJBtxP3mcGgO7YzEMwp9/kVNPdTA7kojkdFWqwPz51sfjxsHXX5udKAkXswOISPqwxMUR0KcLrhfOE10tgH+GTzQ7kohkcaHhsemzocatqdz1JUotfZ9rz3cm1x/brbcFchBqGRLJDgyDKsNC8P5jK9c8vdg5ZymJ7u5mpxIRsfnn7XeIqlWXXDFR8PTTcOWK2ZFsVAyJZAMll35AiVXLMJyc2DVrCVdKOc5/XCIiAIarKzvnfEh8gYKwcyf07m12JBsVQyJZXIHffqbS6NcB2PfGaM42CzQ7kohIsq4WLc7O2cvA19d66b2DUJ8hkSzMI/wIAX0645SQwImnOnKk1wCzI4mI3NP5Rk2tN4/OndvsKDZqGRLJopwvxlC7Z0drh+katflrwkzr3aJFRBydAxVCqBgSyZos164R0Lcr+f75i6s+vuz44CMS3T3MjiUikiWpGBLJagyDKm+/gs+GH7jukZsdiz8lrkgxs1OJiGRZKoZEspjSc6dRYuXSG1eOLSamei2zI4mIZGkqhkSyEL8vP6PixJEA7B05mTOBj5sdSUQky1MxJJJFFPz1J2oMfgmAwz36Ed61l9mRRESyBRVDIlmA144t1OrZCaf4eCIeb8u+t8aZHUlEJNtwiGJo9uzZ+Pv74+7uToMGDdiyZcs9l//000+pVKkS7u7uVK9enW+//dbu9W7dumGxWOymli1bZvBRiGSMvPv+pk63Z3C5fImzTR9h1/QF4OQQP7oiItmC6b9RV61aRUhICCNGjGDHjh3UrFmToKAgTp8+nezyv/32G506daJ79+788ccftG3blrZt27Jnzx675Vq2bMmpU6ds08cff5xJRySSfjzCD1P3hTa4Rl/gQu36/PH+Cgw3N7NjiYhkK6YXQ9OmTaNnz54EBwdTpUoV5s2bR+7cuVm0aFGyy8+YMYOWLVvy6quvUrlyZcaMGUPt2rWZNWuW3XJubm74+fnZpvz582fSEYmkD7dTJ6j3fBvcT0dwsVJVti/5jITcecyOJSKS7ZhaDMXHx7N9+3YCA2/dS8nJyYnAwEA2bdqU7DqbNm2yWx4gKCgoyfLr16+ncOHCVKxYkd69e3Pu3LkMOgqR9Od26gT1OzxO7vDDXC5Zmm3L1nDdSwW9iEhGMPXeZGfPniUhIQFfX1+7+b6+vvzzzz/JrhMREZHs8hEREbbnLVu2pF27dpQuXZqDBw/y5ptv8thjj7Fp0yacnZ2TbDMuLo64uDjb85iYmHQ4OpG0cTt1gvodW5Hn6CEul/Bny8pviPP1MzuWiEi2lS1v1NqxY0fb4+rVq1OjRg3Kli3L+vXreeSRR5IsP378eEaNGpXJKUWScos4aS2Ejhy0FkKrvuVqsRJmxxIRydZMPU1WqFAhnJ2diYyMtJsfGRmJn1/y/wn7+fmlanmAMmXKUKhQIQ4cOJDs60OHDiU6Oto2HTt2LE3HI3JfwsOp3+FxayFUvBRbVn6jQkhEJBOYWgy5urpSp04dwsLCbPMSExMJCwujYcOGya7TsGFDu+UB1q1bd9flAY4fP865c+coUqRIsq+7ubnh6elpN4lkqn/+gcaNbxVCq77lavGSZqcSEckRTD9NFhISQteuXalbty7169dn+vTpXLp0ieDgYAC6dOlCsWLFGD9+PAADBw6kWbNmTJ06lVatWrFy5Uq2bdvGBx98AEBsbCyjRo3i6aefxs/Pj4MHD/Laa69Rrlw5goKCTD1WkWRt3w4tW8LZs8SWq8jW5f9L9xuvhobHpuv2RESyE9OLoQ4dOnDmzBmGDx9OREQEAQEBhIaG2jpJh4eH43TbAHONGjXio48+4u233+bNN9+kfPnyrFmzhmrVqgHg7OzMn3/+ydKlS4mKiqJo0aK0aNGCMWPG4KbxWcTRrF8PTz4JFy9C3bpsnv8p1woUMjuViEiOYjEMwzA7hKOJiYnBy8uL6OhonTKTjPPpp9C5M8TFwUMPwf/+R2iU6UN/iYhkuJYl82bIdtP691u/eUUym2HAxInQvr21EGrTBr77DlR4i4iYQsWQSGa6dg169YI33rA+HzgQPv8c3N3NTiYikmOZ3mdIJMe4cAE6dIB166w3Wp0+Hfr3NzuViEiOp2JIJDPs3g1PPQUHD0KePLByJTzxhNmpREREp8lEMsEnn8ADD1gLoVKl4NdfVQiJiDgQFUMiGeX6dXjtNeupscuXITAQtm2DgACzk4mIyG1UDIlkhKNHoVkzmDzZ+vy116xXjBXSGEIiIo5GfYZE0tsXX0D37hAVZb1cfsECePZZs1OJiMhdqGVIJL1cvgx9+sDTT1sLofr14Y8/VAiJiDg4FUMi6eHXX619gebOtT5//XXrvDJlzE4mIiL/QafJRO7H5cvw1lswY4Z1ZOlixWDxYnj0UbOTiYhICqkYEkmrX36x9g3av9/6PDgYpk0Db2+zk4mISCroNJlIap0+Dd26QdOm1kKoWDH45htYtEiFkIhIFqRiSCSlEhJgzhyoWBGWLrXO69ED9uyBxx83O52IiKSRTpOJpMTPP8Mrr8COHdbntWpZC6MHHjA7mYiI3Ce1DIncy19/QevW1gEUd+ywngabPRu2blUhJCKSTahlyASh4bEZst2WJfNmyHZzpBMnYMQI65VhiYng7Ay9esHIkYRezQ0nrpidUERE0omKIZHbhYfDxImwcCHExVnntWsH77xj7SsEkEHFrIiImEPFkAjA4cMwfjwsWQLXrlnnNWkCEyZAo0ZmpxMRkQykYkhytt9/h+nT4bPPrFeLATRvDsOHW/sJWSxmJxQRkQymYkhynvh4a/EzYwZs2XJrfosWMGwYPPigmelERCSTqRiSnOPgQWuH6MWL4eRJ6zxXV3j+eRg4EGrWNDuhiIiYQMWQZG+XL8Pnn1tHh16//tZ8Pz/rHeZfegkKFzYzoYiImEzFkGQ/8fGwbh2sWgVr1sDFi9b5Fov1VNiLL0KbNuDmZnZSERFxACqGJHu4ehV++gk+/RRWr4aoqFuvlS5tLYC6doUSJcxMKSIiDkjFkGRdJ07At99ab5K6bp31lNhNfn7w7LPQoQM0bAhOGmxdRESSp2JIso6LF+HXX619f9auhZ077V8vUgTatrUWQA8+aB01WkRE5D+oGBLHFRVlHQdo/XrrtG3brbGAuNEHqH59aNXKOtWqpXGBREQk1VQMiWOIi4Ndu6zj/tyc9u1LulyZMvDQQ9YpKEhXgomIyH1TMSSZyzCsfX3+/BN277417d176zYYtytTxjoS9EMPWb+WKmVGahERycZUDEnGiIqCAwdg//5bX/fvh3/+sb/S63YFC1pPezVoYP1arx4UKpTZyUVEJIdxiGJo9uzZTJ48mYiICGrWrMl7771H/fr177r8p59+yrBhwzhy5Ajly5dn4sSJPP7447bXDcNgxIgRzJ8/n6ioKBo3bszcuXMpX758Jh1RNnf9unUE5+PH4dixW19vTocPw9mzd1/fxcV6B/jq1a1TtWrWr/7+6vMjIiKZzvRiaNWqVYSEhDBv3jwaNGjA9OnTCQoKYt++fRROpj/Ib7/9RqdOnRg/fjxPPPEEH330EW3btmXHjh1Uq1YNgEmTJjFz5kyWLl1K6dKlGTZsGEFBQfz999+4u7ubcJQO7upViI62tticPQtnzlin06eT/xoZCYmJ/71dPz8oX946lStn/VqhgrUQ0oCHIiLiICyGYRhmBmjQoAH16tVj1qxZACQmJlKiRAn69+/PG2+8kWT5Dh06cOnSJb7++mvbvAceeICAgADmzZuHYRgULVqUwYMHM2TIEACio6Px9fVlyZIldOzY8T8zxcTE4OXlRXR0NJ6enul6vACh4bGpX8kwsFy/jtO1eJyuXsH5yhWcr1zG+coVnK5av9bLa1jH2rlzio21Fjs3p6go+8fx8anPkysXFCtmHcSweHHr15uP/f2txU/evKnfbhaQps9PRERsWpbMmL8Paf37bWrLUHx8PNu3b2fo0KG2eU5OTgQGBrJp06Zk19m0aRMhISF284KCglizZg0Ahw8fJiIigsDAQNvrXl5eNGjQgE2bNqWoGMown38OK1ZQO/oyTteu4XQtHsu1azhdu4blWjxO8fHWx9dvvBZv/WqdkulcnJ4sFsiXz9pHx8fHepWWj4/945tfixQBX18NZCgiItmCqcXQ2bNnSUhIwNfX126+r68v//zzT7LrREREJLt8RESE7fWb8+62zJ3i4uKIi4uzPY+OjoYbFWa62r0bVq/mbifqEm9MKZHg6kqCe24S3d1J8PAgwd0DT888kDs3eHgk/erpCV5etyZPz1vzPD2thVBqipvYnNs6culizj12EZH0EBOT0r92qd2u9e92ak96md5nyBGMHz+eUaNGJZlfwpHvYxUfb53SuV4TERHJ6i5evIiXl1eKlze1GCpUqBDOzs5ERkbazY+MjMTPzy/Zdfz8/O65/M2vkZGRFClSxG6ZgICAZLc5dOhQu1NviYmJnD9/noIFC2LJYVc3xcTEUKJECY4dO5Yh/aWyOr0/96b35970/tyb3p970/tzbzffn7///puiRYumal1TiyFXV1fq1KlDWFgYbdu2hRuFSFhYGP369Ut2nYYNGxIWFsagQYNs89atW0fDhg0BKF26NH5+foSFhdmKn5iYGDZv3kzv3r2T3aabmxtud1zd5O3tnW7HmRV5enrqh+0e9P7cm96fe9P7c296f+5N78+9FStWDKdU9mk1/TRZSEgIXbt2pW7dutSvX5/p06dz6dIlgoODAejSpQvFihVj/PjxAAwcOJBmzZoxdepUWrVqxcqVK9m2bRsffPABABaLhUGDBjF27FjKly9vu7S+aNGitoJLRERE5CbTi6EOHTpw5swZhg8fTkREBAEBAYSGhto6QIeHh9tVeI0aNeKjjz7i7bff5s0336R8+fKsWbPGNsYQwGuvvcalS5fo1asXUVFRPPjgg4SGhmqMIREREUnC9GIIoF+/fnc9LbZ+/fok85599lmeffbZu27PYrEwevRoRo8ena45cwI3NzdGjBiR5LShWOn9uTe9P/em9+fe9P7cm96fe7uf98f0QRdFREREzKRR80RERCRHUzEkIiIiOZqKIREREcnRVAyJiIhIjqZiSBg/fjz16tUjX758FC5cmLZt27Jv3z6zYzmMuXPnUqNGDdtAZw0bNuS7774zO5bDmjBhgm28L7EaOXIkFovFbqpUqZLZsRzKiRMneOGFFyhYsCAeHh5Ur16dbdu2mR3LIfj7+yf5/rFYLPTt29fsaA4hISGBYcOGUbp0aTw8PChbtixjxoxJ1f3JHOLSejHXhg0b6Nu3L/Xq1eP69eu8+eabtGjRgr///ps8efKYHc90xYsXZ8KECZQvXx7DMFi6dClt2rThjz/+oGrVqmbHcyhbt27l/fffp0aNGmZHcThVq1blhx9+sD13cdGv35suXLhA48aNad68Od999x0+Pj7s37+f/Pnzmx3NIWzdupWEhATb8z179vDoo4/ec4iZnGTixInMnTuXpUuXUrVqVbZt20ZwcDBeXl4MGDAgRdvQpfWSxJkzZyhcuDAbNmygadOmZsdxSAUKFGDy5Ml0797d7CgOIzY2ltq1azNnzhzGjh1LQEAA06dPNzuWQxg5ciRr1qxh586dZkdxSG+88QYbN27kl19+MTtKljBo0CC+/vpr9u/fn+Pun5mcJ554Al9fXxYuXGib9/TTT+Ph4cHy5ctTtA2dJpMkoqOj4cYffLGXkJDAypUruXTpku1+eGLVt29fWrVqRWBgoNlRHNL+/fspWrQoZcqU4fnnnyc8PNzsSA7jyy+/pG7dujz77LMULlyYWrVqMX/+fLNjOaT4+HiWL1/Oiy++qELohkaNGhEWFsa///4LwK5du/j111957LHHUrwNtdOKncTERAYNGkTjxo3tbnGS0+3evZuGDRty9epV8ubNy+rVq6lSpYrZsRzGypUr2bFjB1u3bjU7ikNq0KABS5YsoWLFipw6dYpRo0bRpEkT9uzZQ758+cyOZ7pDhw4xd+5cQkJCePPNN9m6dSsDBgzA1dWVrl27mh3PoaxZs4aoqCi6detmdhSH8cYbbxATE0OlSpVwdnYmISGBcePG8fzzz6d8I4bIbV5++WWjVKlSxrFjx8yO4lDi4uKM/fv3G9u2bTPeeOMNo1ChQsZff/1ldiyHEB4ebhQuXNjYtWuXbV6zZs2MgQMHmprLkV24cMHw9PQ0FixYYHYUh5ArVy6jYcOGdvP69+9vPPDAA6ZlclQtWrQwnnjiCbNjOJSPP/7YKF68uPHxxx8bf/75p7Fs2TKjQIECxpIlS1K8DbUMiU2/fv34+uuv+fnnnylevLjZcRyKq6sr5cqVA6BOnTps3bqVGTNm8P7775sdzXTbt2/n9OnT1K5d2zYvISGBn3/+mVmzZhEXF4ezs7OpGR2Nt7c3FSpU4MCBA2ZHcQhFihRJ0tJauXJlPv/8c9MyOaKjR4/yww8/8MUXX5gdxaG8+uqrvPHGG3Ts2BGA6tWrc/ToUcaPH5/ilkUVQ4JhGPTv35/Vq1ezfv16SpcubXYkh5eYmEhcXJzZMRzCI488wu7du+3mBQcHU6lSJV5//XUVQsmIjY3l4MGDdO7c2ewoDqFx48ZJhvP4999/KVWqlGmZHNHixYspXLgwrVq1MjuKQ7l8+TJOTvZdoJ2dnUlMTEzxNlQMCX379uWjjz7if//7H/ny5SMiIgIALy8vPDw8zI5nuqFDh/LYY49RsmRJLl68yEcffcT69ev5/vvvzY7mEPLly5ekf1mePHkoWLCg+p3dMGTIEFq3bk2pUqU4efIkI0aMwNnZmU6dOpkdzSG88sorNGrUiHfeeYf27duzZcsWPvjgAz744AOzozmMxMREFi9eTNeuXTUswx1at27NuHHjKFmyJFWrVuWPP/5g2rRpvPjiiynfSIaeyJMsAUh2Wrx4sdnRHMKLL75olCpVynB1dTV8fHyMRx55xFi7dq3ZsRya+gzZ69Chg1GkSBHD1dXVKFasmNGhQwfjwIEDZsdyKF999ZVRrVo1w83NzahUqZLxwQcfmB3JoXz//fcGYOzbt8/sKA4nJibGGDhwoFGyZEnD3d3dKFOmjPHWW28ZcXFxKd6GxhkSERGRHE3jDImIiEiOpmJIREREcjQVQyIiIpKjqRgSERGRHE3FkIiIiORoKoZEREQkR1MxJCIiIjmaiiERMY3FYmHNmjW25//88w8PPPAA7u7uBAQEmJrtTv7+/kyfPv2ey9x5PCKSNWhMbxHJMN26dSMqKuquBcKpU6fInz+/7fmIESPIkycP+/btI2/evGna55EjRyhdujR//PGHwxVUIuKYVAyJiGn8/Pzsnh88eJBWrVrl2Bt0xsfH4+rqanYMkRxHp8lExDS3n1ayWCxs376d0aNHY7FYGDlyJADHjh2jffv2eHt7U6BAAdq0acORI0fSvM+DBw/Spk0bfH19yZs3L/Xq1eOHH36wW+b06dO0bt0aDw8PSpcuzYoVK5JsZ//+/TRt2hR3d3eqVKnCunXrkizzX9m7detG27ZtGTduHEWLFqVixYppPi4RSTsVQyLiEE6dOkXVqlUZPHgwp06dYsiQIVy7do2goCDy5cvHL7/8wsaNG8mbNy8tW7YkPj4+TfuJjY3l8ccfJywsjD/++IOWLVvSunVrwsPDbct069aNY8eO8dNPP/HZZ58xZ84cTp8+bXs9MTGRdu3a4erqyubNm5k3bx6vv/663X5Smj0sLIx9+/axbt06vv766zQdk4jcH50mExGH4Ofnh4uLC3nz5rWdPlu+fDmJiYksWLAAi8UCwOLFi/H29mb9+vW0aNEi1fupWbMmNWvWtD0fM2YMq1ev5ssvv6Rfv378+++/fPfdd2zZsoV69eoBsHDhQipXrmxb54cffuCff/7h+++/p2jRogC88847PPbYY7ZlVq1alaLsefLkYcGCBTo9JmIiFUMi4rB27drFgQMHyJcvn938q1evcvDgwTRtMzY2lpEjR/LNN99w6tQprl+/zpUrV2wtQ3v37sXFxYU6derY1qlUqRLe3t6253v37qVEiRK2QgigYcOGacpevXp1FUIiJlMxJCIOKzY2ljp16iTbZ8fHxydN2xwyZAjr1q1jypQplCtXDg8PD5555pk0n3a7m5Rmz5MnT7ruV0RST8WQiDis2rVrs2rVKgoXLoynp2e6bHPjxo1069aNp556Cm4ULbd3aq5UqRLXr19n+/btttNk+/btIyoqyrZM5cqVOXbsGKdOnaJIkSIA/P777xmeXUQyhjpQi0iGio6OZufOnXbTsWPHUrTu888/T6FChWjTpg2//PILhw8fZv369QwYMIDjx4/fc919+/Yl2e+1a9coX748X3zxBTt37mTXrl0899xzJCYm2tarWLEiLVu25KWXXmLz5s1s376dHj164OHhYVsmMDCQChUq0LVrV3bt2sUvv/zCW2+9lW7ZRSRzqRgSkQy1fv16atWqZTeNGjUqRevmzp2bn3/+mZIlS9KuXTsqV65M9+7duXr16n+2tnTs2DHJfiMjI5k2bRr58+enUaNGtG7dmqCgIGrXrm237uLFiylatCjNmjWjXbt29OrVi8KFC9ted3JyYvXq1Vy5coX69evTo0cPxo0bl27ZRSRzWQzDMMwOISIiImIWtQyJiIhIjqZiSERERHI0FUMiIiKSo6kYEhERkRxNxZCIiIjkaCqGREREJEdTMSQiIiI5moohERERydFUDImIiEiOpmJIREREcjQVQyIiIpKjqRgSERGRHO3/PxBBK1IXmlcAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(a) Probability Life Ladder > 5 (Normal): 0.707072\n", + "(a) Probability Life Ladder > 5 (Empirical): 0.702899\n", + "(b) Probability 4 ≤ Life Ladder ≤ 7 (Normal): 0.809476\n", + "(b) Probability 4 ≤ Life Ladder ≤ 7 (Empirical): 0.833333\n" + ] + } + ], + "source": [ + "Dat1 = Dat2023['Life Ladder']\n", + "\n", + "meanLL = Dat1.mean()\n", + "stdLL = Dat1.std()\n", + "\n", + "normal_dist = norm(loc=meanLL, scale=stdLL)\n", + "\n", + "# Calculate mean and standard deviation of Life Ladder\n", + "meanLL = Dat1.mean()\n", + "stdLL = Dat1.std()\n", + "\n", + "# Define the normal distribution with calculated parameters\n", + "normal_dist = norm(loc=meanLL, scale=stdLL)\n", + "\n", + "# (a) Probability that Life Ladder > 5\n", + "prob_normal_a = 1 - normal_dist.cdf(5) # Using the normal distribution\n", + "prob_empirical_a = (Dat1 > 5).mean() # Empirical probability from dataset\n", + "\n", + "# (b) Probability that Life Ladder is between 4 and 7\n", + "prob_normal_b = normal_dist.cdf(7) - normal_dist.cdf(4) # Using the normal distribution\n", + "prob_empirical_b = ((Dat1 >= 4) & (Dat1 <= 7)).mean() # Empirical probability from dataset\n", + "\n", + "# (c) Histogram and density plot\n", + "plt.hist(Dat1, bins=20, density=True, alpha=0.6, color='skyblue', label='Histogram')\n", + "x_values = np.linspace(min(Dat1), max(Dat1), 1000)\n", + "plt.plot(x_values, normal_dist.pdf(x_values), color='red', label='Normal Density')\n", + "plt.xlabel('Life Ladder')\n", + "plt.ylabel('Density')\n", + "plt.title('Histogram and Normal Distribution Density')\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "# Print results\n", + "print(f\"(a) Probability Life Ladder > 5 (Normal): {prob_normal_a:.6f}\")\n", + "print(f\"(a) Probability Life Ladder > 5 (Empirical): {prob_empirical_a:.6f}\")\n", + "print(f\"(b) Probability 4 ≤ Life Ladder ≤ 7 (Normal): {prob_normal_b:.6f}\")\n", + "print(f\"(b) Probability 4 ≤ Life Ladder ≤ 7 (Empirical): {prob_empirical_b:.6f}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 3**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Group 1 (stain=1) - σ: 127.08, λ: 0.01\n", + "Group 2 (stain=2) - σ: 83.72, λ: 0.01\n", + "Probability that Group 1 survives more than 10 years: 0.3889\n", + "Probability that Group 2 survives more than 10 years: 0.2385\n", + "Probability that Group 1 dies within 3 years: 0.2467\n", + "Probability that Group 2 dies within 3 years: 0.3495\n" + ] + } + ], + "source": [ + "# Load the dataset (replace 'PrognosisWomenBreastCancer.csv' with the actual file path)\n", + "DatBreastCancer = pd.read_csv(\"PrognosisWomenBreastCancer.csv\")\n", + "\n", + "# Check the structure of the dataset to find relevant columns\n", + "# Assuming 'time_of_death' is the column representing time of death in months and 'stain' is the group column\n", + "#print(DatBreastCancer.head())\n", + "\n", + "# Separate the data into two groups based on 'stain' (1 or 2)\n", + "group_1 = DatBreastCancer[DatBreastCancer['stain'] == 1]['time']\n", + "group_2 = DatBreastCancer[DatBreastCancer['stain'] == 2]['time']\n", + "\n", + "# Calculate the mean (σ) for each group, which corresponds to the scale parameter of the exponential distribution\n", + "sigma_1 = group_1.mean()\n", + "sigma_2 = group_2.mean()\n", + "\n", + "# Calculate the rate parameter λ (inverse of σ) for each group\n", + "lambda_1 = 1 / sigma_1\n", + "lambda_2 = 1 / sigma_2\n", + "\n", + "# (b) Calculate the probability that each survives more than 10 years (120 months)\n", + "# P(X > 120) = e^(-120 / σ)\n", + "survival_1 = np.exp(-120 / sigma_1)\n", + "survival_2 = np.exp(-120 / sigma_2)\n", + "\n", + "# (c) Calculate the probability that each dies within the next 3 years (36 months)\n", + "# P(X <= 36) = 1 - e^(-36 / σ)\n", + "death_1 = 1 - np.exp(-36 / sigma_1)\n", + "death_2 = 1 - np.exp(-36 / sigma_2)\n", + "\n", + "# Print the results\n", + "print(f\"Group 1 (stain=1) - σ: {sigma_1:.2f}, λ: {lambda_1:.2f}\")\n", + "print(f\"Group 2 (stain=2) - σ: {sigma_2:.2f}, λ: {lambda_2:.2f}\")\n", + "print(f\"Probability that Group 1 survives more than 10 years: {survival_1:.4f}\")\n", + "print(f\"Probability that Group 2 survives more than 10 years: {survival_2:.4f}\")\n", + "print(f\"Probability that Group 1 dies within 3 years: {death_1:.4f}\")\n", + "print(f\"Probability that Group 2 dies within 3 years: {death_2:.4f}\")\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": 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