{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring changes in primary education in relation to child and maternal health improvements" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Abstract***\n", "\n", "Many countries have significantly improved the provision of health services to new-born children and their mothers. As a result, maternal and infant mortality rates have been drastically lowered, and children increasingly immunized from diseases like measles. An interesting question arises, however, regarding the future of the generation of children whose lives have been saved by the improving conditions in their countries. How have their countries’ educational systems managed with the new influx of children into primary schools? In this study, the Millennium Development Goals (MDG) dataset will be used to explore this topic particularly in the case of least developed countries (LDCs).\n", "\n", "***Problem and Motivation***\n", "\n", "It is important to analyze whether LDC educational systems are equipped to deal with a healthier and greater child population. By studying the trends of LDCs that have improved upon their maternal and child healthcare, we can learn how such countries have served children who are accessing more and more educational resources. The insights taken from such an analysis can shape development policy and government resource allocation into two seemingly disparate but highly interrelated sectors: healthcare and education.\n", "\n", "***Approaches***\n", "\n", "All the data used in this study was taken from the MDG Dataset made available on the United Nations MDG website. The most important variables explored are related to goals 2, 3, 4 and 5 of the MDGs. We first challenge the assumption that maternal and child healthcare have improved significantly in LDCs (e.g. by exploring maternal and infant mortality rates). Upon asserting this assumption, we ask if these countries have also improved upon their primary education goals (e.g. primary education completion rate). And finally, we perform a Singular Value Decomposition (SVD) analysis to get a general understanding of the improvement of primary education in LDCs compared to their developed counterparts.\n", "\n", "***Tools***\n", "\n", "This project relies heavily on the Python programming language and, in particular, the data analysis package for Python called pandas. This package allows users to wrangle, clean, index, aggregate, visualize, model and perform many other operations on large datasets. Other packages used include NumPy for numerical manipulations, SciPy for SVD analysis, and Matplotlib for visualizations.\n", "\n", "***Results***\n", "\n", "The results of the project reveal that the drastic improvements that many LDCs have demonstrated in their maternal and child healthcare have not encumbered their improvements in primary education. Malawi, for example, is a country that is shown to be a leader in improvements in both sectors. While this result is a very encouraging result, it leads us to further questions about how countries like Malawi have balanced the betterment of their child healthcare with the provision of quality primary education. What lessons can be learned from the country’s government policy? This is a development question that can only be answered through analyzing economic, fiscal and population data coming out of the country.\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import math\n", "import seaborn as sns\n", "import matplotlib.patches as mpatches\n", "from matplotlib_venn import venn2\n", "from matplotlib_venn import venn3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting and cleaning data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let us load the dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Kidus\\Anaconda\\lib\\site-packages\\pandas\\io\\parsers.py:1130: DtypeWarning: Columns (6,26,27) have mixed types. Specify dtype option on import or set low_memory=False.\n", " data = self._reader.read(nrows)\n" ] }, { "data": { "text/html": [ "
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GoalIdGoalNameTargetIdTargetNameIndicatorIdIndicatorNameIndicatorOrderClauseSeriesRowIdSeriesNameSeriesOrderClause...IsFormerIsLDC2014IsLLDCGDPpc2012Population2012YearValueNatureFootnoteIdFootnoteText
0 7 Goal 7. Ensure environmental sustainability 9 Target 7.A: Integrate the principles of sustai... 25 7.1 Proportion of land area covered by forest 7.1 567 Proportion of land area covered by forest, per... 7101... 0 1 1 682.8 29824536 1990 2.07 E NaN NaN
1 7 Goal 7. Ensure environmental sustainability 9 Target 7.A: Integrate the principles of sustai... 25 7.1 Proportion of land area covered by forest 7.1 567 Proportion of land area covered by forest, per... 7101... 0 1 1 682.8 29824536 2000 2.07 E NaN NaN
2 7 Goal 7. Ensure environmental sustainability 9 Target 7.A: Integrate the principles of sustai... 25 7.1 Proportion of land area covered by forest 7.1 567 Proportion of land area covered by forest, per... 7101... 0 1 1 682.8 29824536 2005 2.07 E NaN NaN
3 7 Goal 7. Ensure environmental sustainability 9 Target 7.A: Integrate the principles of sustai... 25 7.1 Proportion of land area covered by forest 7.1 567 Proportion of land area covered by forest, per... 7101... 0 1 1 682.8 29824536 2010 2.07 E NaN NaN
4 7 Goal 7. Ensure environmental sustainability 9 Target 7.A: Integrate the principles of sustai... 25 7.1 Proportion of land area covered by forest 7.1 567 Proportion of land area covered by forest, per... 7101... 0 0 0 3809.0 3162083 1990 28.79 C NaN NaN
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5 rows × 28 columns

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" ], "text/plain": [ " GoalId GoalName TargetId \\\n", "0 7 Goal 7. Ensure environmental sustainability 9 \n", "1 7 Goal 7. Ensure environmental sustainability 9 \n", "2 7 Goal 7. Ensure environmental sustainability 9 \n", "3 7 Goal 7. Ensure environmental sustainability 9 \n", "4 7 Goal 7. Ensure environmental sustainability 9 \n", "\n", " TargetName IndicatorId \\\n", "0 Target 7.A: Integrate the principles of sustai... 25 \n", "1 Target 7.A: Integrate the principles of sustai... 25 \n", "2 Target 7.A: Integrate the principles of sustai... 25 \n", "3 Target 7.A: Integrate the principles of sustai... 25 \n", "4 Target 7.A: Integrate the principles of sustai... 25 \n", "\n", " IndicatorName IndicatorOrderClause \\\n", "0 7.1 Proportion of land area covered by forest 7.1 \n", "1 7.1 Proportion of land area covered by forest 7.1 \n", "2 7.1 Proportion of land area covered by forest 7.1 \n", "3 7.1 Proportion of land area covered by forest 7.1 \n", "4 7.1 Proportion of land area covered by forest 7.1 \n", "\n", " SeriesRowId SeriesName \\\n", "0 567 Proportion of land area covered by forest, per... \n", "1 567 Proportion of land area covered by forest, per... \n", "2 567 Proportion of land area covered by forest, per... \n", "3 567 Proportion of land area covered by forest, per... \n", "4 567 Proportion of land area covered by forest, per... \n", "\n", " SeriesOrderClause ... IsFormer IsLDC2014 IsLLDC GDPpc2012 \\\n", "0 7101 ... 0 1 1 682.8 \n", "1 7101 ... 0 1 1 682.8 \n", "2 7101 ... 0 1 1 682.8 \n", "3 7101 ... 0 1 1 682.8 \n", "4 7101 ... 0 0 0 3809.0 \n", "\n", " Population2012 Year Value Nature FootnoteId FootnoteText \n", "0 29824536 1990 2.07 E NaN NaN \n", "1 29824536 2000 2.07 E NaN NaN \n", "2 29824536 2005 2.07 E NaN NaN \n", "3 29824536 2010 2.07 E NaN NaN \n", "4 3162083 1990 28.79 C NaN NaN \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url = 'C:\\Users\\Kidus\\Desktop\\MdgDatabase_2015WSD_DataVizChallenge_.txt'\n", "raw_data = pd.read_csv(url,sep='\\t')\n", "raw_data.head()\n", "#there are some data problems, but those will be cleaned" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can clean the data. The dataset contains a few records with missing data in columns which will be used extensively. We will thus drop rows where:\n", "* The 'MdgRegions' field is empty (e.g. Union of Soviet Socialist Republics (Former))\n", "* The 'ISO3Code' field is empty\n", "* The 'IsLDC2014' field is empty\n", "* The combination of 'ISO3Code','SeriesOrderClause' and 'Year' columns are repeated (as this is a unique constraint)\n", "* The combination of 'CountryName','SeriesOrderClause' and 'Year' columns are repeated (as this is a unique constraint)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "raw_data = raw_data.drop(raw_data[pd.isnull(raw_data['MdgRegions'])].index,axis=0)\n", "raw_data = raw_data.drop(raw_data[pd.isnull(raw_data['ISO3Code'])].index,axis=0)\n", "raw_data = raw_data.drop(raw_data[pd.isnull(raw_data['IsLDC2014'])].index,axis=0)\n", "raw_data.drop_duplicates(subset=['ISO3Code','SeriesOrderClause','Year'],inplace=True)\n", "raw_data.drop_duplicates(subset=['CountryName','SeriesOrderClause','Year'],inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is presented in a long-format that conforms to relational databases like SQL, but we want it in wide-format where each row represents the indicator measurements for a country for a particular year. We also only want to keep the most relevant attributes." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "hier_data = raw_data[['MdgRegions','CountryId','ISO3Code','CountryName','IsLDC2014','SeriesOrderClause','Year','Value']].set_index(['MdgRegions','CountryId','ISO3Code','CountryName','IsLDC2014','SeriesOrderClause','Year']).unstack().stack(dropna=False)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Value
MdgRegionsCountryIdISO3CodeCountryNameIsLDC2014SeriesOrderClauseYear
Caribbean28ATGAntigua and Barbuda011051983NaN
1984NaN
1985NaN
1986NaN
1987NaN
\n", "
" ], "text/plain": [ " Value\n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 SeriesOrderClause Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1105 1983 NaN\n", " 1984 NaN\n", " 1985 NaN\n", " 1986 NaN\n", " 1987 NaN" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hier_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As can be seen above for the data for Antigua and Barbuda, there is quite a bit of missing data. Let us forward-fill our data so that missing data can be imputed using prior year values. We then back-fill our data so that earlier years can be also be filled. This will ensure that we have data to allow us to perform dimensionality reduction using Singular Value Decomposition while also allowing us to use the most recent information to deduce missing data for a given country" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Value
MdgRegionsCountryIdISO3CodeCountryNameIsLDC2014SeriesOrderClauseYear
Caribbean28ATGAntigua and Barbuda011051983 2.2
1984 2.2
1985 2.2
1986 2.2
1987 2.2
\n", "
" ], "text/plain": [ " Value\n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 SeriesOrderClause Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1105 1983 2.2\n", " 1984 2.2\n", " 1985 2.2\n", " 1986 2.2\n", " 1987 2.2" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hier_data['Value'] = hier_data.groupby(level=['CountryId','SeriesOrderClause'])['Value'].ffill()\n", "hier_data['Value'] = hier_data.groupby(level=['CountryId','SeriesOrderClause'])['Value'].bfill()\n", "hier_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see our data where each country gets exactly one row for each year with columns representing MDG indicators" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Value
SeriesOrderClause1101 1102 1103 1104 1105 1201 1301 1401 1501 1502 ...8802 8901 8110181102812018140181402815018150281601
MdgRegionsCountryIdISO3CodeCountryNameIsLDC2014Year
Caribbean28ATGAntigua and Barbuda01983NaNNaNNaNNaN 2.2NaNNaN 8.31 65.8 72...NaNNaNNaNNaNNaN 25.81 15980 0 0 0
1984NaNNaNNaNNaN 2.2NaNNaN 8.31 65.8 72...NaNNaNNaNNaNNaN 25.81 15980 0 0 0
1985NaNNaNNaNNaN 2.2NaNNaN 8.31 65.8 72...NaNNaNNaNNaNNaN 25.81 15980 0 0 0
1986NaNNaNNaNNaN 2.2NaNNaN 8.31 65.8 72...NaNNaNNaNNaNNaN 25.81 15980 0 0 0
1987NaNNaNNaNNaN 2.2NaNNaN 8.31 65.8 72...NaNNaNNaNNaNNaN 25.81 15980 0 0 0
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5 rows × 161 columns

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" ], "text/plain": [ " Value \\\n", "SeriesOrderClause 1101 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 1102 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 1103 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 1104 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 1105 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 2.2 \n", " 1984 2.2 \n", " 1985 2.2 \n", " 1986 2.2 \n", " 1987 2.2 \n", "\n", " \\\n", "SeriesOrderClause 1201 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 1301 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 1401 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 8.31 \n", " 1984 8.31 \n", " 1985 8.31 \n", " 1986 8.31 \n", " 1987 8.31 \n", "\n", " \\\n", "SeriesOrderClause 1501 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 65.8 \n", " 1984 65.8 \n", " 1985 65.8 \n", " 1986 65.8 \n", " 1987 65.8 \n", "\n", " \\\n", "SeriesOrderClause 1502 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 72 \n", " 1984 72 \n", " 1985 72 \n", " 1986 72 \n", " 1987 72 \n", "\n", " ... \\\n", "SeriesOrderClause ... \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year ... \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 ... \n", " 1984 ... \n", " 1985 ... \n", " 1986 ... \n", " 1987 ... \n", "\n", " \\\n", "SeriesOrderClause 8802 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 8901 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 81101 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 81102 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 81201 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 81401 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 25.81 \n", " 1984 25.81 \n", " 1985 25.81 \n", " 1986 25.81 \n", " 1987 25.81 \n", "\n", " \\\n", "SeriesOrderClause 81402 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 15980 \n", " 1984 15980 \n", " 1985 15980 \n", " 1986 15980 \n", " 1987 15980 \n", "\n", " \\\n", "SeriesOrderClause 81501 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 0 \n", " 1984 0 \n", " 1985 0 \n", " 1986 0 \n", " 1987 0 \n", "\n", " \n", "SeriesOrderClause 81502 81601 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 0 0 \n", " 1984 0 0 \n", " 1985 0 0 \n", " 1986 0 0 \n", " 1987 0 0 \n", "\n", "[5 rows x 161 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hier_data.unstack(level='SeriesOrderClause').head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It appears Antigua still has missing data for indicator order clause 1101 and several others. This is because we forward-filled and back-filled within the country's data between 1983 and 2015. If there has been no data for all years for indicator 1101, we will have nothing to forward and back-fill.\n", "To fill this kind of missing data, let us substitute using the region's average." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Value
SeriesOrderClause1101 1102 1103 1104 1105 1201 1301 1401 1501 1502 ...8802 8901 8110181102812018140181402815018150281601
MdgRegionsCountryIdISO3CodeCountryNameIsLDC2014Year
Caribbean28ATGAntigua and Barbuda01983 18.668727 39.035354 28.082828 54.30202 2.2 8.596485 4.600545 8.31 65.8 72...NaNNaN 168 809 9.924286 25.81 15980 0 0 0
1984 18.668727 39.035354 28.082828 54.30202 2.2 8.596485 4.600545 8.31 65.8 72...NaNNaN 168 809 9.924286 25.81 15980 0 0 0
1985 18.668727 39.035354 28.082828 54.30202 2.2 8.596485 4.600545 8.31 65.8 72...NaNNaN 168 809 9.924286 25.81 15980 0 0 0
1986 18.668727 39.035354 28.082828 54.30202 2.2 8.596485 4.600545 8.31 65.8 72...NaNNaN 168 809 9.924286 25.81 15980 0 0 0
1987 18.668727 39.035354 28.082828 54.30202 2.2 8.596485 4.600545 8.31 65.8 72...NaNNaN 168 809 9.924286 25.81 15980 0 0 0
\n", "

5 rows × 161 columns

\n", "
" ], "text/plain": [ " Value \\\n", "SeriesOrderClause 1101 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 18.668727 \n", " 1984 18.668727 \n", " 1985 18.668727 \n", " 1986 18.668727 \n", " 1987 18.668727 \n", "\n", " \\\n", "SeriesOrderClause 1102 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 39.035354 \n", " 1984 39.035354 \n", " 1985 39.035354 \n", " 1986 39.035354 \n", " 1987 39.035354 \n", "\n", " \\\n", "SeriesOrderClause 1103 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 28.082828 \n", " 1984 28.082828 \n", " 1985 28.082828 \n", " 1986 28.082828 \n", " 1987 28.082828 \n", "\n", " \\\n", "SeriesOrderClause 1104 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 54.30202 \n", " 1984 54.30202 \n", " 1985 54.30202 \n", " 1986 54.30202 \n", " 1987 54.30202 \n", "\n", " \\\n", "SeriesOrderClause 1105 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 2.2 \n", " 1984 2.2 \n", " 1985 2.2 \n", " 1986 2.2 \n", " 1987 2.2 \n", "\n", " \\\n", "SeriesOrderClause 1201 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 8.596485 \n", " 1984 8.596485 \n", " 1985 8.596485 \n", " 1986 8.596485 \n", " 1987 8.596485 \n", "\n", " \\\n", "SeriesOrderClause 1301 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 4.600545 \n", " 1984 4.600545 \n", " 1985 4.600545 \n", " 1986 4.600545 \n", " 1987 4.600545 \n", "\n", " \\\n", "SeriesOrderClause 1401 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 8.31 \n", " 1984 8.31 \n", " 1985 8.31 \n", " 1986 8.31 \n", " 1987 8.31 \n", "\n", " \\\n", "SeriesOrderClause 1501 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 65.8 \n", " 1984 65.8 \n", " 1985 65.8 \n", " 1986 65.8 \n", " 1987 65.8 \n", "\n", " \\\n", "SeriesOrderClause 1502 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 72 \n", " 1984 72 \n", " 1985 72 \n", " 1986 72 \n", " 1987 72 \n", "\n", " ... \\\n", "SeriesOrderClause ... \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year ... \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 ... \n", " 1984 ... \n", " 1985 ... \n", " 1986 ... \n", " 1987 ... \n", "\n", " \\\n", "SeriesOrderClause 8802 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 8901 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 NaN \n", " 1984 NaN \n", " 1985 NaN \n", " 1986 NaN \n", " 1987 NaN \n", "\n", " \\\n", "SeriesOrderClause 81101 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 168 \n", " 1984 168 \n", " 1985 168 \n", " 1986 168 \n", " 1987 168 \n", "\n", " \\\n", "SeriesOrderClause 81102 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 809 \n", " 1984 809 \n", " 1985 809 \n", " 1986 809 \n", " 1987 809 \n", "\n", " \\\n", "SeriesOrderClause 81201 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 9.924286 \n", " 1984 9.924286 \n", " 1985 9.924286 \n", " 1986 9.924286 \n", " 1987 9.924286 \n", "\n", " \\\n", "SeriesOrderClause 81401 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 25.81 \n", " 1984 25.81 \n", " 1985 25.81 \n", " 1986 25.81 \n", " 1987 25.81 \n", "\n", " \\\n", "SeriesOrderClause 81402 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 15980 \n", " 1984 15980 \n", " 1985 15980 \n", " 1986 15980 \n", " 1987 15980 \n", "\n", " \\\n", "SeriesOrderClause 81501 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 0 \n", " 1984 0 \n", " 1985 0 \n", " 1986 0 \n", " 1987 0 \n", "\n", " \n", "SeriesOrderClause 81502 81601 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 0 0 \n", " 1984 0 0 \n", " 1985 0 0 \n", " 1986 0 0 \n", " 1987 0 0 \n", "\n", "[5 rows x 161 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hier_data = hier_data.unstack(level='SeriesOrderClause').stack(dropna=False)\n", "hier_data['Value'] = hier_data.groupby(level=['MdgRegions','SeriesOrderClause'])['Value'].transform(lambda x: x.fillna(x.mean()))\n", "hier_data.unstack(level = 'SeriesOrderClause').head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the indicator with SeriesOrderClause 8802 (Agricultural Support Estimate for OECD countries) is still missing for Antigua and Barbuda. This means that the Caribbean region has no data whatsoever on any year for this indicator. Let us remove such indicators that are unfilled within one or more region. This will be our clean data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Value
SeriesOrderClause1101 1102 1103 1104 1105 1201 1301 1401 1501 1502 ...7803 7901 7902 7903 812018140181402815018150281601
MdgRegionsCountryIdISO3CodeCountryNameIsLDC2014Year
Caribbean28ATGAntigua and Barbuda01983 18.668727 39.035354 28.082828 54.30202 2.2 8.596485 4.600545 8.31 65.8 72... 97.4 74.7 74.7 74.7 9.924286 25.81 15980 0 0 0
1984 18.668727 39.035354 28.082828 54.30202 2.2 8.596485 4.600545 8.31 65.8 72... 97.4 74.7 74.7 74.7 9.924286 25.81 15980 0 0 0
1985 18.668727 39.035354 28.082828 54.30202 2.2 8.596485 4.600545 8.31 65.8 72... 97.4 74.7 74.7 74.7 9.924286 25.81 15980 0 0 0
1986 18.668727 39.035354 28.082828 54.30202 2.2 8.596485 4.600545 8.31 65.8 72... 97.4 74.7 74.7 74.7 9.924286 25.81 15980 0 0 0
1987 18.668727 39.035354 28.082828 54.30202 2.2 8.596485 4.600545 8.31 65.8 72... 97.4 74.7 74.7 74.7 9.924286 25.81 15980 0 0 0
\n", "

5 rows × 123 columns

\n", "
" ], "text/plain": [ " Value \\\n", "SeriesOrderClause 1101 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 18.668727 \n", " 1984 18.668727 \n", " 1985 18.668727 \n", " 1986 18.668727 \n", " 1987 18.668727 \n", "\n", " \\\n", "SeriesOrderClause 1102 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 39.035354 \n", " 1984 39.035354 \n", " 1985 39.035354 \n", " 1986 39.035354 \n", " 1987 39.035354 \n", "\n", " \\\n", "SeriesOrderClause 1103 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 28.082828 \n", " 1984 28.082828 \n", " 1985 28.082828 \n", " 1986 28.082828 \n", " 1987 28.082828 \n", "\n", " \\\n", "SeriesOrderClause 1104 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 54.30202 \n", " 1984 54.30202 \n", " 1985 54.30202 \n", " 1986 54.30202 \n", " 1987 54.30202 \n", "\n", " \\\n", "SeriesOrderClause 1105 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 2.2 \n", " 1984 2.2 \n", " 1985 2.2 \n", " 1986 2.2 \n", " 1987 2.2 \n", "\n", " \\\n", "SeriesOrderClause 1201 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 8.596485 \n", " 1984 8.596485 \n", " 1985 8.596485 \n", " 1986 8.596485 \n", " 1987 8.596485 \n", "\n", " \\\n", "SeriesOrderClause 1301 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 4.600545 \n", " 1984 4.600545 \n", " 1985 4.600545 \n", " 1986 4.600545 \n", " 1987 4.600545 \n", "\n", " \\\n", "SeriesOrderClause 1401 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 8.31 \n", " 1984 8.31 \n", " 1985 8.31 \n", " 1986 8.31 \n", " 1987 8.31 \n", "\n", " \\\n", "SeriesOrderClause 1501 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 65.8 \n", " 1984 65.8 \n", " 1985 65.8 \n", " 1986 65.8 \n", " 1987 65.8 \n", "\n", " \\\n", "SeriesOrderClause 1502 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 72 \n", " 1984 72 \n", " 1985 72 \n", " 1986 72 \n", " 1987 72 \n", "\n", " ... \\\n", "SeriesOrderClause ... \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year ... \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 ... \n", " 1984 ... \n", " 1985 ... \n", " 1986 ... \n", " 1987 ... \n", "\n", " \\\n", "SeriesOrderClause 7803 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 97.4 \n", " 1984 97.4 \n", " 1985 97.4 \n", " 1986 97.4 \n", " 1987 97.4 \n", "\n", " \\\n", "SeriesOrderClause 7901 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 74.7 \n", " 1984 74.7 \n", " 1985 74.7 \n", " 1986 74.7 \n", " 1987 74.7 \n", "\n", " \\\n", "SeriesOrderClause 7902 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 74.7 \n", " 1984 74.7 \n", " 1985 74.7 \n", " 1986 74.7 \n", " 1987 74.7 \n", "\n", " \\\n", "SeriesOrderClause 7903 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 74.7 \n", " 1984 74.7 \n", " 1985 74.7 \n", " 1986 74.7 \n", " 1987 74.7 \n", "\n", " \\\n", "SeriesOrderClause 81201 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 9.924286 \n", " 1984 9.924286 \n", " 1985 9.924286 \n", " 1986 9.924286 \n", " 1987 9.924286 \n", "\n", " \\\n", "SeriesOrderClause 81401 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 25.81 \n", " 1984 25.81 \n", " 1985 25.81 \n", " 1986 25.81 \n", " 1987 25.81 \n", "\n", " \\\n", "SeriesOrderClause 81402 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 15980 \n", " 1984 15980 \n", " 1985 15980 \n", " 1986 15980 \n", " 1987 15980 \n", "\n", " \\\n", "SeriesOrderClause 81501 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 0 \n", " 1984 0 \n", " 1985 0 \n", " 1986 0 \n", " 1987 0 \n", "\n", " \n", "SeriesOrderClause 81502 81601 \n", "MdgRegions CountryId ISO3Code CountryName IsLDC2014 Year \n", "Caribbean 28 ATG Antigua and Barbuda 0 1983 0 0 \n", " 1984 0 0 \n", " 1985 0 0 \n", " 1986 0 0 \n", " 1987 0 0 \n", "\n", "[5 rows x 123 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clean_data = hier_data.drop([8101,8102,8103,8104,8201,8202,8301,8302,8401,8402,8501,8502,8601,8602,8801,8802,8901,81101,81102,1902,7904,7905,6104,6105,6201,6202,6401,6402,6404,6505,6701,6801,7202,7204,7206,6601,6602,6603],level='SeriesOrderClause',inplace=False)\n", "clean_data.unstack(level = 'SeriesOrderClause').head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now focus on least developed countries (LDCs)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Value
MdgRegionsCountryIdISO3CodeCountryNameYearSeriesOrderClause
Caribbean332HTIHaiti19831101 61.71
1102 58.50
1103 40.60
1104 74.90
1105 1.84
\n", "
" ], "text/plain": [ " Value\n", "MdgRegions CountryId ISO3Code CountryName Year SeriesOrderClause \n", "Caribbean 332 HTI Haiti 1983 1101 61.71\n", " 1102 58.50\n", " 1103 40.60\n", " 1104 74.90\n", " 1105 1.84" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clean_LDC_data = clean_data.xs(1,level='IsLDC2014')\n", "clean_LDC_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring child and maternal healthcare" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us write a function which, given an indicator, will output a bar plots showing improvements on that indicator by region." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def show_LDC_improvement_by_region(indicator,data=clean_LDC_data,start_yr=1990,end_yr=2015,width=0.35):\n", " sns.set_style('darkgrid')\n", " fig = plt.figure(figsize=(6,5))\n", " N=6 #distinct MdgRegions that have LDC countries\n", " ind = np.arange(N)\n", " ax = fig.add_subplot(1,1,1)\n", " series_name = raw_data.query('SeriesOrderClause=='+str(indicator))[:1].SeriesName.values[0]\n", " indicator_data = data.xs(indicator,level='SeriesOrderClause').loc(axis=0)[:,:,:,:,[start_yr,end_yr]]\n", " grouped = indicator_data.groupby(level=['MdgRegions','Year'])\n", " mean_data = grouped.mean()\n", " b = ax.bar(ind,mean_data.xs(start_yr,level='Year').values,width)\n", " b2 = ax.bar(ind+width,mean_data.xs(end_yr,level='Year').values,width,color = '#33aa77')\n", " xticks_pos = [bar.get_xy()[0]+0.5 for bar in b]\n", " plt.xticks(xticks_pos, ['Caribbean','Oceania','South-eastern Asia','Southern Asia','Sub-Saharan Africa','Western Asia'], ha='right', rotation=90)\n", " fig.suptitle(series_name, fontsize=14)\n", " plt.legend([b[0],b2[0]],[start_yr,end_yr])\n", " plt.show()\n", " \n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Maternal healthcare" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now check improvements on maternal mortality ratio (indicator 5101)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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yIvAHM1sbeIPQ9bIauMPMjiF2vQRw96lmdgcwFVgOjIrNPCIiUgIFJ3t3fwHY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\nL+VuLPAPM3sz3h9MmPlIKoC6zpYPJXs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_LDC_improvement_by_region(5101)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now improvements on births attended by skilled health personnel (as a percentage)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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iIhWuXNVfNR2GxwGT4utJwL5likNERFJUrjOVv5rZU2Z2eBw3wt2b4usmYEQZ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\nuSyfmX0u/t+PsMM1YH1gn3h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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_LDC_improvement_by_region(5201)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On average, we can see that least developed countries have made significant strides in improving on these maternal health indicators. We can also learn from below that many of the countries that have made the highest improvements in maternal mortality ratio are also the countries with highest growths in births attended by skilled professionals." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def best_LDC_improvement(indicator,low_is_good = True, n_top=20, data=clean_LDC_data, start_yr = 1990, end_yr=2015):\n", " indicator_data = clean_LDC_data.xs(indicator,level='SeriesOrderClause')\n", " delta_data = indicator_data.groupby(level=['MdgRegions','CountryId','CountryName','ISO3Code']).agg(lambda x:(x.values[-1:] - x.values[:1])[0])#.xs(start_yr,level='Year').values)\n", " if low_is_good:\n", " return delta_data.sort_index(by='Value')[:n_top]\n", " else:\n", " return delta_data.sort_index(by='Value')[-n_top:]\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def create_Venn2(ind1,ind2,*labels):\n", " best1 = set(best_LDC_improvement(ind1[0],low_is_good=ind1[1]).index.get_level_values('CountryName').values)\n", " best2 = set(best_LDC_improvement(ind2[0],low_is_good=ind2[1]).index.get_level_values('CountryName').values)\n", " v = venn2([best1,best2],set_labels = [labels[0],labels[1]])\n", " intersection = [c.replace(\"Lao People's Democratic Republic\", \"Laos\") for c in list(best1&best2)]\n", " series_name1 = raw_data.query('SeriesOrderClause=='+str(ind1[0]))[:1].SeriesName.values[0]\n", " series_name2 = raw_data.query('SeriesOrderClause=='+str(ind2[0]))[:1].SeriesName.values[0]\n", " plt.title(\"Intersection of countries with top-20 improvements in \\n\" + series_name1 + \" and \\n\" + series_name2)\n", " plt.annotate('\\n '.join(intersection), xy=v.get_label_by_id('11').get_position() + np.array([0, 0.03]), xytext=(210,20),\n", " ha='center', textcoords='offset points', bbox=dict(boxstyle='round,pad=0.5', fc='grey', alpha=0.1),\n", " arrowprops=dict(arrowstyle='->', connectionstyle='arc3,rad=0.3',color='black'))\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As can be seen below, many of the countries that have made the highest improvements in maternal mortality ratio are also the countries that have seen the highest growths in births attended by skilled professionals." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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Fg/zYPiFEFiqYeDgptBbnzwgMpCFoe7DMVRGqAhLaDRvxfFLK3wG/E0L0RFUA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\nJMvsIglzBFw4A3gn8n1ZZesSOupPkaQ5mM3FdIbnUJRw5Li1zDbCMk4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "create_Venn2((5101,True),(5201,False),\"Maternal mortality ratio\",\"Births assisted by professionals\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assuming that the two indicators used above are good proxies for maternal health, we can say LDCs are making meaningful progress in this aspect of their healthcare. Let us now investigate some child health indicators" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Child healthcare" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now check improvements on child mortality ratio (indicator 4101)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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PGDhiWZZaaVjZYVhBfM7CzMxyOVmYmVkuJwszM8vlZGFmZrmcLMzMLJeThZmZ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\nZmZmZmZmZmZWov8H0XaqIqftzV8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_LDC_improvement_by_region(4101)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now infant (age 0-1) mortality rate" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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HYpF2QnPzbKZOndXm8w0NA9p9vtb1ZPk62wujq9usls8v6fJ1VDao7fIlrTP/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\nhqmsfGbFslq+jQg1/YfN7A3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_LDC_improvement_by_region(4201)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally, let's check rate of immunization against measles" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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somI0Wx6TJz/NuLNuZMiwUTVZ38znJsFuNVmVWcOq+6QG/Aj4fUTsI2kwsCpw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\nHEopuPmxmyTdA5xMOqraAzg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_LDC_improvement_by_region(4301)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once again, we note that there are large intersections among the countries that are doing well in improving upon these indicators" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def create_Venn3(ind1,ind2,ind3,*labels):\n", " best1 = set(best_LDC_improvement(ind1[0],low_is_good=ind1[1]).index.get_level_values('CountryName').values)\n", " best2 = set(best_LDC_improvement(ind2[0],low_is_good=ind2[1]).index.get_level_values('CountryName').values)\n", " best3 = set(best_LDC_improvement(ind3[0],low_is_good=ind2[1]).index.get_level_values('CountryName').values)\n", " v = venn3([best1,best2,best3],set_labels = [labels[0],labels[1],labels[2]])\n", " intersection = [c.replace(\"Lao People's Democratic Republic\", \"Laos\") for c in list(best1&best2&best3)]\n", " series_name1 = raw_data.query('SeriesOrderClause=='+str(ind1[0]))[:1].SeriesName.values[0]\n", " series_name2 = raw_data.query('SeriesOrderClause=='+str(ind2[0]))[:1].SeriesName.values[0]\n", " series_name3 = raw_data.query('SeriesOrderClause=='+str(ind3[0]))[:1].SeriesName.values[0]\n", " plt.title(\"Intersection of countries with top-20 improvements in \\n\" + series_name1 + \" ,\\n\" + series_name2 + \" and\\n\" + series_name3 + \"\\n\")\n", " plt.annotate('\\n '.join(intersection), xy=v.get_label_by_id('111').get_position() + np.array([0, 0.04]), xytext=(200,20),\n", " ha='center', textcoords='offset points', bbox=dict(boxstyle='round,pad=0.5', fc='grey', alpha=0.1),\n", " arrowprops=dict(arrowstyle='->', connectionstyle='arc3,rad=0.3',color='black'))\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note, once again, that there are many intersections in the LDCs that have made the best improvements on these child health indicators. ***Rwanda*** and ***Malawi*** are of note as they were also two of the best improvers in maternal health indicators." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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5ntlAVAMrdFV1FraA4k8u3Z+5e0Ftpd/vsYVTKzFDEFzdm2pr0CRs4UsqYtii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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "create_Venn3((4101,True),(4201,True),(4301,False),\"Under-5 mortality rate\",\"Infant (0-1) mortality rate\", \"Infants (0-1) immunized for Measles\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assuming that the three indicators used above are good proxies for child health, we can also say LDCs are making meaningful progress in this aspect of their healthcare." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring primary education" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now explore the main question of this presentation. It is apparent that LDCs have made advancements in improving their child and maternal health. Have these successes, however, strained these countries' educational systems by producing more children in need of quality primary education? We will use the six primary education indicators below in the dataset to explore this question. The breakdown of these indicators based on sex is crucial because we want to investigate if countries have continued their efforts at making education accessible to both sexes while advancing their primary education goals.\n", "* Total net enrolment ratio in primary education, both sexes\n", "* Total net enrolment ratio in primary education, boys\n", "* Total net enrolment ratio in primary education, girls\n", "* Primary education completion rate, both sexes\n", "* Primary education completion rate, boys\n", "* Primary education completion rate, girls\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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aWKQ1zToGkyPiAMq4xYGMbiHbqup8P4uIfxrROUcuIjatFnh+i+kIHU6cfZWx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\nuIgSmv0S8GPKPesSyt/4RpT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EAAAg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\nnB/PBc4Cfkv5TFw31sZrJvTCOrtQFkvci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lveCQDA6pE1tv8CADCZoe6qg8wZ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\nVh1kzvjgng6HofvEhPUTe6j9LRn/d0nIHwCAXrXWHpTkVUkOGrN9fpIHV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r3j7M4cBuHQ/99oh4bMdjTpRe4OebwBbj7mVAM+2/jbI+LAI+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\nEW2/XFWrKlg3S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k+G8rYNSzMOiKyNpxbeCkDvDR5P+Olc+E6y6BgZfGq1NJkiRJkko1v8VTkiRJkiRJUqk0b95S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\n2jkcd1w8Xbo0oFSpkrF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JkiRJ4ZWWtv/7dYVXCZYsyYlRtiRJ//Xjj78wZUoqEIha5vTp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\nTxvGj99GixavAhkHXadUqSX06jWcOXMac8opNcLWnyQ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idnnPEKcKB/HmZz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\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lKXbsNZYkSVJi8XmbJEmSEoVnXx28srKyaNNmBp9//veo5WjSZDBTpzbjkEPKRi2HJEmK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\nJEmSEkMizRonxbsBS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0mSJEmJsgiX/sMAACAASURBVHHjz3TtOoGuXZvx1luXsnnziUCg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EmSEoNnXynR/ec/73LFFecDBx3A6hCteYWhDOQpLucB+obNeovmNOed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\nugFJkiRJiSMzM5NevQbw6KPPRpSfllaF+fMnU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he7+SJEkqTXz9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CmxeDNIkg659HQY8wr0GgG/bdi7NrwHdGgV3hMKQYMm8O8vwmspKbB4KpxYLj55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\njRrdyZo1v0bVW7FieaZOfYVnnx1Ci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oEBAFiEezbULk3y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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Let's consider Rwanda and Malawi, two of our best performers in child and maternal health improvements\n", "start_yr = 1990\n", "end_yr = 2015\n", "indicator_lst = [2101,2102,2103,2201,2202,2203] #leaving out 2204,2205,2301,2302,2303,2304,3101,3102,3103\n", "data = clean_LDC_data\n", "\n", "fig,axes = plt.subplots(2,3,figsize=(160,60))\n", "#fig.suptitle(\"Most LDC countries have significantly improved (above red line) on educational indicators\")\n", "plt.rcParams.update({'axes.titlesize': 'medium'})\n", "idx = pd.IndexSlice\n", "x = range(10,90)\n", "y = range(10,90)\n", "for i in xrange(len(indicator_lst)):\n", " indicator = indicator_lst[i]\n", " r,c = i/3,i%3\n", " if indicator in (2101,2102,2103):\n", " series_name = raw_data.query('SeriesOrderClause=='+str(indicator))[:1].SeriesName.values[0]\n", " elif indicator == 2201:\n", " series_name = 'Primary completion rate, both sexes'\n", " elif indicator == 2202:\n", " series_name = 'Primary completion rate, boys'\n", " else:\n", " series_name = 'Primary completion rate, girls'\n", " indicator_data = data.loc[idx[['Caribbean','Oceania','South-eastern Asia','Southern Asia','Sub-Saharan Africa','Western Asia'],:,:,:,[start_yr,end_yr],indicator]]\n", " axes[r,c].set_axis_bgcolor('#FFFFE0')\n", " axes[r,c].scatter(indicator_data.xs(start_yr,level='Year').Value.values,indicator_data.xs(end_yr,level='Year').Value.values,s=1000)\n", " \n", " axes[r,c].plot(x,y, 'r', linewidth=10.0,linestyle=\"dashed\",zorder=10)\n", " axes[r,c].annotate('Rwanda', xy=(indicator_data.xs((start_yr,'Rwanda'),level=['Year','CountryName']).Value.values[0],indicator_data.xs((end_yr,'Rwanda'),level=['Year','CountryName']).Value.values[0]), xytext=(-750,-500),\n", " ha='center', textcoords='offset points', fontsize = 80, bbox=dict(boxstyle='round,pad=0.5', fc='black', alpha=0.1),\n", " arrowprops=dict(arrowstyle='->',color='black',lw=8))\n", " axes[r,c].annotate('Malawi', xy=(indicator_data.xs((start_yr,'Malawi'),level=['Year','CountryName']).Value.values[0],indicator_data.xs((end_yr,'Malawi'),level=['Year','CountryName']).Value.values[0]), xytext=(-500,-500),\n", " ha='center', textcoords='offset points', fontsize = 80, bbox=dict(boxstyle='round,pad=0.5', fc='black', alpha=0.1),\n", " arrowprops=dict(arrowstyle='->',color='black',lw=8))\n", " axes[r,c].set_title(series_name,fontsize=100)\n", " axes[r,c].set_xlabel(start_yr,fontsize=80)\n", " axes[r,c].set_ylabel(end_yr,fontsize=80)\n", " axes[r,c].set_xlim([0,100])\n", " axes[r,c].set_ylim([0,100])\n", " plt.setp(axes[r,c].get_xticklabels(), fontsize=60)\n", " plt.setp(axes[r,c].get_yticklabels(), fontsize=60)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scatterplots above show the values for primary education indicators in LDCs in 1990 (x-axis) and 2015 (y-axis). Most LDCs have improved significantly on all primary education indicators (above the red line). ***Malawi***, which has been one of the leaders in improvements in child and maternal health indicators, has also done remarkably well in maintaining or improving on these indicators. ***Rwanda***, also another leader in child and maternal health gains, has had more mixed results with improvements in net enrolment but declines in completion rate.\n", "\n", "These plots indicate that LDCs have, for the most part, balanced their steady gains in child and maternal healthcare with marked increases in primary education enrolment and education rates.\n", "\n", "***Given these improvements, it would be interesting to visualize global advances in education. Are countries with historically poor educational indicator values catching up to countries with good records?*** A Singular Value Decomposition (SVD) analysis might help us visualize such information. This visualization will allow us to detect clusters of countries with similar data. Therefore, we can hypothesize that countries that have typically underperformed in their educational indicator values will now begin to cluster less towards one another and more towards other countries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Singular Value Decomposition (SVD) on educational indicators" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "import sklearn.decomposition\n", "from sklearn.decomposition import TruncatedSVD\n", "svd = TruncatedSVD(n_components=2,random_state=42)\n", "yrs = [1990, 2015]\n", "educational_indicators = [2101,2102,2103,2201,2202,2203,2204,2205,2301,2302,2303,2304,3101,3102,3103]\n", "clean_ed_data = clean_data.loc[idx[['Caribbean','Oceania','South-eastern Asia','Southern Asia','Sub-Saharan Africa','Western Asia'],:,:,:,:,yrs,educational_indicators]]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def f(x):\n", " if x == 'Caribbean':return 0\n", " elif x == 'Sub-Saharan Africa':return 1\n", " elif x == 'Northern Africa': return 2\n", " elif x == 'Western Asia': return 3\n", " elif x == 'Latin America': return 4\n", " elif x == 'Developed': return 5\n", " elif x == 'Oceania': return 6\n", " elif x == 'Southern Asia': return 7\n", " elif x == 'South-eastern Asia': return 8\n", " elif x == 'Caucasus and Central Asia': return 9\n", " elif x == 'Eastern Asia': return 10\n", "region_as_num = np.vectorize(f)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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cABwOtAL2itvmbeDTyOcZcetnhHCi2yMijYBxwM7AQuAxoBdwILCviBwWLbAE\nI4EVWIHuDGARVsBLlZ7piX5YiP80YCnwYmRVf6xA+gNWaCyP++ptwJmAAg8DRwGjRGRnVf1QRHYE\nxgBFwBPAlsA5QCPg7BDGpVgBbibwOHAc8LyI9FXVr8M2TwB/B4YAdyf6Dc4555xbd15Ac87VJ/8L\nrWGHYIUOSbDNc6p6R4owvlDVCxMsH4IVzoqBnVVVAUTkMazAchdWYIspB4ap6hQR+RG4Fth2LdIT\nswPWejVOVYtjC1X1pJCO0VgBLd7RIS2nq+q7IjIV+BdWUDwUOBLIBR5X1dNEpCVWkDwttCr+ClwU\nwjhKVT8VkdnAX4GLgVNDPG+HvwfjBTTnnHMua7JWQBORP6jqiHTLnHOuGv4oIvsA+4bPIxNsc6SI\n9Ix8vk5VF0U+bysi/458Hqmqk4D9w+f3YoWz4D6sgNZdRHqparRFLkdEmgLbhc9T1iI9a9IV/k5N\nsC6VlVjXx+1F5ONIWraNrAfoLSLNgUHhcz7WmvY90AYoVdVYS9/k8LdvJJ5vwt/tcM4551zWZLMF\n7S9AfGEs0TLnnMvUwZH/x8Z+xduNirFf5VgXwGiBqCdwbmT9J8AkrPUKYG5ceNHP7anoMplD5a6L\nTwPXUVW69MS0Dn9/S7AulRuBe0K4t0WWdwh/78e6QO4ILImszwnbxApwKyLrlseFAdb1MppO55xz\nzmVBjRfQRGQgVkPbTkTOxh4CyrGxIo1qOj7n3AYlNuHHIOA9YJiIjI5r1To/TZfC0ap6ZILl88Pf\nDnHLo58XxK0bGdbvHf51oeoYs3TpiYlNvNE8g23XUNV7RWQy1qqYA/wMPED4Pao6W0R6UzGJyMfA\nP7GC6nzglxDURpFgm4W/0cJpi7h0Oueccy4LcrMQZidgIHazHwgMCH83AU7JQnzOuQ1HbObZT6ho\n5Ykfl7W2s9OOC393FZHNI8v/FP7OVNVo4Ss2Bm1f4E2sZemmFGlO5/Pwt0+G2wM2uYiqTlLVG1X1\n71S01r0e2Wypqt6tqldhLWE9sdkcPwTmYOPQ8kRkQNh+YFyaoumKtho655xzrobVeAtamD56jIjs\nr6qv1nT4zrkN2mkishc2s2FLrJDxedw2R4hIj8jnZ1X1nQzCHgGcjnUF/EBEXsQKMrtg3SnPjds+\nWvC6GptN8ggR2UJVp61FeiZiLXSDRaRAVYsAROSPIQ39I+H1xCYfGQP8SUSGAF8AW4f0Lwb+Fr7f\nDPhGRN7/nUleAAAgAElEQVTAejEcgRUur1XV5WGbf2IzNI4SkXeBY8JvHhZJ3+7hb3SGSeecc87V\nsKyNQVPVV8Ng/p7ReFT1nmzF6ZxrsMrDv4OwgtEi4F3sfV8L47bZlcpjvr4D3qHq9PSVqGpJyLP+\nis2MeDzWSvcK9h60DxKkKfbdD0TkLWAP4BJsuvx06YmPv1hEHgAuC7/zubBqZ+CkSHh9sQlAvsNm\nsvwWa707CViNvULgstj74bDp9WdgMzoWYtPx/1tVoy/Cvhlogr1v7RhsopIrI1Psg02Usgx4NNH+\nc84551zNyNqLqkXkYWB7rCtSaWy5qp6a9EuZh3058AfshbVfAKfGXrjqnHP1lYi0xgpTX6pqopdc\n14pQcB1H3EuynXPOOVePiIiGF6/WdLjdReQ7EWkcPj8pIifXdDzOOeecc845t75lc5r92WSnhW4p\n9iLZjUSkFJuM5McsxOOcc84555xz61U2C2gKvC4io7FxEQDl6zoGTVV/DQPaf8De3/Oqqr6ebHsR\naYVN8e+cc84558xiVfXXZjhXB2WzgNYEG8S+TU0GKiK9gPOB7thLV0eJyBBVHZlg21YDBw5cNGnS\npJpMgnPOOedcffe2iBzuhTTn6p5szuJ4SpaCHgB8EJu5TUSeBXbCXhgbr9WkSZMYOXIkHTrEv3vW\nOeecc27DM3fuXIYMGbI71sPIC2jO1TFZK6CJSFPgcqCnqp4gIr2B3qo6eh2D/ga4SkSaAKuAfYCP\nUn2hQ4cOdO7ceR2jdc4555xzzrnsys1i2P/BXoq6Xfj8I3Dtugaqqp8DjwAfA1PC4v+ua7jOOeec\nc845V9uyOQZtW1U9SUT2A1DV30SkRmZ1VNVbgFtqIiznnHPOOeecqyuy2YJW6cXRIlKY5ficc845\n55xzrl7LZoHpHRG5EigUkT2AUcCYLMbnnHPOOeecc/VaNgtoV2Ivqv4N6444kRoYg+acc84555xz\nDVU2p9kvAm4I/5xzzjnnnHPOpZHNafabAEOAXkAe1ppWrqqXZCtO55xzzjnnnKvPsjmL4yhsmv2J\n2PvKcoDyLMbnnHPOOeecc/VaNgtovVS1TxbDd84555xzzrkGJZuThHwnIi2yGL5zzjnnnHPONSjZ\nbEFbCnwsIq9Q8U40H4PmnHPOOeecc0lks4A2LfyL8jFozjnnnHPOOZdENqfZvzZbYTvnnHPOOedc\nQ5TNafabAlcB+4RF44AbVHVFtuJ0zjnnnHPOufosm5OE3Al0BM4Dzgc6AXdlMT7nnHPOOeecq9ey\nOQZtoKpuE/sgIu8DU7IYn3POOeecc87Va9lsQUNEmkU+Ns1mXM4555xzzjlX32WzBW0EMEFEHgdy\ngGOBR7MYn3POOeecc87Va1lrQVPVm4FLgLZAa+ASVb0lW/E555xzzjnnXH2XzRY0VPVlEXkv/P+3\nmgpXRFoBDwBbYe9WG6qqH9ZU+M4555xzzjlXG7LWgiYifURkEjAfmC8iH4lI7xoK/nbgJVXtA2wL\nTK2hcJ1zzjnnnHOu1mSzBW04NtX+iPD5hLBs8LoEKiItgV1V9WQAVS0BlqxLmM4555xzzjlXF2Sz\ngNZUVR+JfB4hIpfWQLg9sBa5h4C+wGTgPH8Btkvq4ovt77BhtZsO55xzzm3QRKSUyq+dery6czSI\nyO5AkapOqNHEVY5jO+AT4EBVfTXNtvcDt6mq92irIdmcZn+yiOwa+yAiu2CFqXWVD/QH7lHV/sBy\n4LIaCNc1VKNG2T/nnHPOudq1QlX7Rf6tzQR6ewI7VecLIlLdRpnjgRfC35RU9XQvnNWsbLagbQe8\nLSLTw+dewBdhXFq5qg5ay3DnAHNUdVL4/DReQHPOOeecc/WUiFwFHAI0AT5Q1TPC8nOBM4AS4Cvg\n8vC5VET+APwfoMB/gK4huPNV9QMRuRZ7/u4B/CAi04Bu4XNX4N+qemeCtOQARwK7Ax+KSGNVXS0i\nTYGngE2BPOB6VR0lIuOBC1X1ExG5BxgYfsfTqnptze2lDUc2C2jnpVhXvraBqupcEZktIqKqCuyD\nnbDOOeecc66BEZH2QNPaTkeGlqvq/BTrm4jIp5HPN6rqKOAuVf0bgIg8IiIHq+oLwKVAd1UtFpEW\nqrpURO4FflPV28L2jwH/UtX3RaQr8AqwZQi/N7BLKGBdCwjWAtcCmCYi96hqaVwadwJmqOpPofB1\nEPAscADwo6oeFOJtEbaPPtdfqaqLRCQPeF1EtlHVLzLac26NrBXQVHV8tsIGzgFGikgBMAM4NYtx\nOeecc865WiAi7XNg3lrX7K9/ZSLSIUUhbaWq9kuwfC8RuRjYCGgDfIl1MZwCPCYio4HRke1zIv/f\nB+gjIrHPzUNrVznwvKquDsvLgRdVtRhYKCLzgE2An+LScjwQGxsyCjgJK6BNAW4VkZuAF1T1vQS/\n41gROR0rY3TECopeQKumrBXQwpT6VwKbReJZl66Na6jq51jzqXPOOeeca7ialgNnb5FDy0a1nZTU\nlhTDPdPKc7HWvlStaJWISCFwN7C9qv4oItdgXQTBWq92w7o/Xiki2yQIIgfYQVWL4sIFiJ9EL7pN\nKXFlgdDy9XvgUBH5awi7jYg0U9VvRaRfSNMNIvJGrNUvfLcH8BdggKouCRP6FWa6H1yFbHZxHAU8\ngk2tH2s6rUcVIM4555xzri5o07QRbQpz0m9Yi/JWlVO5/JOxWCFmoYg0A44Gngpjwbqq6ngReR84\nDmgG/IZ1UYwZB5wL3AogIn1DY8ba2Bv4TFUPjC0QkeHAESLyOrBIVUeKyBJgaNx3W2CT9y0VkU2A\nA4G31jIdG7RsFtBKVNXnNXfOOeecc87Ej0F7WVWvCFPVfwnMBSaGdXnAo+EdwDnA7aFlaizwtIgc\nhk0Sci5wt4h8jj3bvw2cHcKIbxxJ11hyHPBc3LJngLOAX4BhIlIGFANnRjdS1c/Db/sGmA0k6gLp\nMpC1qggRuQUYr6ovZSuODNLQHZj5xhtv0Llz59pKhqtt3bvb31mzajMVzjnnXJ0wZ84c9t57b4Ae\nqjqrlpOTUuxZ7prBG9G2STbfDrXuFq4s47oPV0A92K+ubstmC9o4YEx4Id+awYmqunEW43TOOeec\ncw1MXkE+eY3zajsZKeWVxk+G6NzayWYB7b/AycCnVIxBc84555xzzjmXRDYLaAtU9ekshu+cc845\n5zYAuY3zySus2y1ouaV1exITV39ks4A2WkTOAp4EVsUWqmr8dJ/OOeecc84558huAe2G8PfuyLJy\nbEYa55xzzjnnMpLfOJ/8xtl8bF13+SXeguZqRtbOdFWt21PtOOecc865eiGvoBF5dbyAllfsBTRX\nM7J6potIW2Bw+Pihqi7MZnzOOeecc845V59lrYAmIvsDI4DPwqK+IvIHVR2XrTidc84551zDk1eQ\nT37jRrWdjJTyimo7Ba6hyGYL2o3Abqo6FUBE+mAFNi+gOeecc865jNl70Op4AW11eW0nwTUQ2Rwn\nlh8rnAGE/9ftzsPOOeecc845V4uy+h40ETlVVR8SkRzspdXzsxifc64WTZ36FR998BblZcUUFDbn\nwIN/T+vWrWs7Wc455xqA3IJGdb4FLbfAW9BczchmAe0MYKSI/Cd8/gwYksX4nHO1ZNwrY5k/ezLb\nbNYJKKCktJhHH7iFQ486ne49etZ28pxzztVz+Y3zyS+s2wW0/FVltZ0E10BkrYujqk5X1R2A9kB7\nVR2sqjOyFZ9zrnasXLmSGV9PoM9mndYsy8/LY5cBPXjtpVG1mDLnnHPOufqnxlvQROQwoIWqPgqg\nqr+F5ScCi1V1bA3Fkwd8DMxR1UNqIkznXPW98drL9N2yU8J1Rat+paysjNxcfy2ic865tZdbDyYJ\nyS0ore0kuAYiG09NF5N4psZXgctrMJ7zgK8B7/DrXC0qLS0jL0UBrLzcL1HnnHPOuUxlo4DWWFV/\niV+oqvOAZjURgYh0Bn4HPAD4a9udq0V773sAn339Y8J1jZq0Ji8vbz2nyDnnXENj0+zX8X8FPlm5\nqxnZOJPapFjXtIbi+BfWUteihsJzzq2lZs2a0bFbX2bO/pYeXdoD1mo2acoP7LH/CbWcOueccw1B\nfj14UXV+QUltJ8E1ENloQZsiIlVmaxSR44Ev1jVwETkYmKeqn+KtZ87VCYcecQxde+/N598u5zNd\nwpezSjnsmD/Tu89WtZ0055xzzrl6JRstaJcC74jI74CJWCFqELA3sHsNhL8TcGgIvxBoISKPqOpJ\nNRC2c24tDRw0mIGDBtd2MpxzzjVAuY3rwXvQGnsLmqsZNV5AU1UVkX7An4H9w+JPgItU9ecaCP8K\n4AoAEdk9hOuFM+ecc865BiqvHszimFdQXNtJcA1EVkYzhoLYX7MRdgI+RZxzzjnnnHOuQajX082o\n6tvA27WdDuecc845lz15jfPJL6zjLWiN6/VjtatD/ExyzjnnnHN1Wl5B3R+DlldQt9Pn6o9szOLo\nnHPOOeecc24tZLUFTUQ2AjpH41HVr7MZp3POOeeca1jy6sF70PxF1a6mZO1MEpE/AzcBi4DSyKoe\n2YrTOeecc8455+qzbBb1LwK2VtXvsxiHc84555xr4HwMmtuQZLOA9rMXzpxzzjnn3LrKK8ir87Mk\n5hXk1XYSXAORzTP9NRG5BXgCWBVb6GPQnHPOOeeccy6xbBbQTsZeIn103HIfg+acc8455zLmk4S4\nDUnWziRV7Z6tsJ1zria8NWYM8z/+mPwVyynZqCntBwxgz8MOq+1kOeeci5PXuBF5df5F1XU7fa7+\nyPY0+1sCe2EtaW+q6tRsxuecc5l6ecQIek2dyk4tmkOzpgD8MOkjXlq6lN+deGItp84551xDJCId\ngH8DA4DFwC/A+ar6ba0mrBaIyDJVbZZgeY3tIxE5GRinqj9X83vXAr+p6j+TrP8MmKqqx6cJ5xBg\nS1W9uTrxZ3Oa/ROxafZfAnKAK0TkUlUdka04nXMuE8XFxSz/5BO6bbJxpeVdmzdnyqefUnTssUyf\nrkz5ZCI5ufnss//BtG3btpZS65xzLrcgv863UOWm6eIoIjnAc8BDqnpcWLYtsAmwwRXQsAacSrKw\nj04BvgSqFNBEJFdVyzJNW+R7fbD5NXYQkY1UdUWybVV1LDC2Wikmuy1oFwPbq+pcWFMaHgd4Ac25\nOqKsrIy333+fX5csYb/dd6d58+a1naT14ltV+uTlJlzXJz+PG669jG2lNdJtE0pLi3lu5G1s2msg\nBx50+HpOqXPOOYDS4hxKinJqOxkplRanTd+eQJGq/je2QFWnAIhIU2AM0BpoBPxVVZ8Xke7AWFXd\nJmx3EdBUVa8Tkc2Ae4F22DuHjwLmJQmnKfAUsCmQB1yvqqNEZBbQX1V/FZEBwDBV3VNEdsdascAK\nK7up6rLojxGR54AuQCFwu6reH5YvC989GFgJHKaq80SkB/AY0BR4vrr7KIR9MTa/RWPgOVW9Nuyj\nl4F3gZ2AH4HDQvwDgJEisiKs+wabwHBf4BYRaQ78CSgApgMnqurKJGmLOR54HOgT4nk8pO1c4Ayg\nBPhKVU8QkVOw8tA5oTXtyhDXQmCIqs5LFEHiJ5SaUR4rnAGE/yctjTrn1q8PJ0/mlOuu5/bJU3j8\nx3mceuu/uGP48NpO1nrRuk0bFhSXJFz3y8qV9JWW9Oy2CQB5ebn036Ybc7+fzJzZs9dnMp1zzjUs\nWwOTk6xbBRyhqttjw4MSdq3DnqVjz9MjgTtVdTtgR2BuinAOAH5U1e1CYe+VSHiJ/AU4W1X7Abtg\nBa14Q1V1ADAQOFdEWoflGwETQrreAU4Py28H7lbVbYGfksSbdB+JyH7AZqo6COgHbC8iu4bVmwF3\nqerWWLfI36vq08DHwAmq2l9VV4Xfu0BVt1fVJ4FnVXVQSOtU4LQk6Yo6BivsPoUV1mIuBbZT1b7A\nmWFZdP++q6qDVbU/8CRwSbIIstmC9p2IXAfch3VxPB34LovxOecytGzZMv757BjyNt+CwtjCHr0Y\nv2QxHV94gaMPPrg2k5d1HTt25M0WiVsLJyxawAHdtq2yfNvenXn7rZcZctKfsp0855xzcYpWw+pV\n6berTUWr026SqqEiF/hHKHCUAZ1EZOMk2+aISDOgk6qOAVDVIgARaZQknCnArSJyE/CCqr6XJq3v\nA/8SkZFYIebHBNucJyKxriVdgM2Bj7AWsBfD8slYaxVYC9YR4f8jgETjslLto/2A/UTk0/C5KVYw\nmw3MjLS0TQa6R74X37T5ZOT/24jIDUBLoBkVBdeEQivjfFX9WUTmAcNFpJWqLsb28WMiMhoYneDr\nXUTkKaAD1oo2M1k82WxBOxPojSX28/D/M7IYn3MuQ4+NeR569KqyvKBlK975csN4VeEefzydx+fN\nY8EK6zq+cMUKnpg3j4ItuiTcPicnh/Ky0vWZROeccw3LV8D2SdYNwboq9g+tVvOwroMlVH5eb0Lq\nQkzCcMIEG/2AL4AbROSqsH00/DV1tmFSi9NCfO+LyBbRSERkD2BvYHBoffo08v3iyKZlVK9BKNU+\nAviHqvYL/0RVHwrLo8XjUqwbZ0z8/loe+f9wrKVwW+A67PemcjzQR0RmYl0iW2BdSwEOAu4G+gOT\nRCSPyoXDO4E7QlxnENnf8bJWQFPVX1T1WFVtF/4dl6yfpXNu/Vq8cgV5+Ynzy2UlG0YhZNOuXTlp\n2K18O2gHXmnbjmkDB3HisFtp26Fzwu1/XfQbm2zaff0m0jnnHADFq6BoZd3+V5ymhU9V3wQai0is\nyx8isq2I7II96M9T1VIR2RPoFjb5BdhYRNqISGNsXBVhPNgcETkshNNYRJokC0dEOgKrVHUkcCtW\nWAOYhY3TAvh9JF29VPUrVb0FmARUKqCFeBap6ioR6Q0MzuAwvg8cF/4/ZC320avA0DCeDhHZVETa\nJ4krVjD6LaQ1mWbA3NDy+AcqCnNVBhSKSC42/m1rVe2hqj2Aw4Hjw+QmXVV1PHAZFS1yUS2o6Np5\nSoo01XwXRxHZWVXfF5GDSFDCV9WXaiCOLsAjwMYhjv+q6h3rGq6r25YtW8a/HnqYaQsXUlxWRteW\nLTjxgP3Zdqutajtp9U7X9u2Z+OMvNNqoaZV17Qob10KKakdubi57HHRQpWV77XsoL4/5H4O27bpm\nWUlpKZ/rIi64ZP/1nUTn1quZ06fz+XvvsVHLluxx0EEUFBTUdpKcA2B1PejiuDp9F0ewLn7/FpFL\nsfFiM4HzsfFkY0VkCjZuaiqAqhaLyPVY18EfgWg3lxOB+8L6YqwlJ2E4wDbAMBEpC9vGxkhdB/xP\nRJYC46l4dj8vFPDKsFkQX477Ha8AZ4rI18A0YEJkXXnc/9eEiXUBvBSbyCRZS2DCfaSqM8IMihNE\nBKzwFStUxYcV+zwcuDcySUi8q4CJwPzwN1aoShTmrsCc6Bwb2MQkfbDJVx4VkZZY4e52VV0iItFw\nrgVGicgi4E0qCuFV1Ph0OCJyv6qeLiLjSVxA27MG4ugAdFDVz0If3MnA4fHvWQuzusx844036Nw5\nca24qx/Kyso4/Zpr+a3H5uTmVjT8ln8/i+uOP4besnnyL3fvbn9nzcpqGuuTkpISTr36Woo2701O\nTkU2UPLzT5y/1+7sssOgWkxd7Zsx41vefn0sRSsXQ04uGzXfmKOPP5UmTdL1fHCufiorK+Oxm2+m\n168L6d+uHctWr+b1RYuQo4+h306JnmlcfTZnzhz23ntvgB6qOquWk5NS7Fnu8Yf/SMcOLWs7OSn9\nPHcJx5/8ANSD/erqthpvQVPV08PfPWo67Egcc7GZalDVZSIyFehERS2Ba2BGv/IKizpsSkFu5V65\nOd26M/Lll/lbqgKaqyI/P59bzv0/bntkBNOXLqMkN4eOBQUcufOOG3zhDKBXr83p1evCan9v2bJl\nPPzss8xZtIQm+XkcuNOODOzXL/0XnatlY4cP54DiIpq3awdAs8aNObxDB8Y8+QS9+/Wrs5UTRUVF\n/PTTT7Rr145mzaq879Y1IMWroaiOt6AVZ9aC5lxa2XxR9Xuquku6ZTUQT3esH+3EmgzX1S3TZs+h\noGnim+/cZUnfD0h5eTmrVq1idXEx/7n3v+y/4w7079s3W8msVzp26MCwSy6y/bN6NS1b1u2aybru\n57lzuejOuynqsRl5LdsA8Omrb3CIfsvQY4+p5dS5DUlpKcyYkXx9SUkJ8+fPp0WLFjRtat2cZ01c\nRK/mHZgbt22vnOY8cs/r7HnIIdlL8FooLy/nkWef47Mff2RZfmMKSoro2awpZx9/XEaFyV69IC8v\n7WauDomNQavL0o1Bcy5T2Zxmv9LgljCTSZuajCB0b3waOC/+5XmuYSnMy6e8vLxSd7w16/IT32VL\nS0u56KZbuLyomJzcXD4vbMrEl19jl48mcdHpf8x2kuuNwsJCCguTTiTUYC1evJjly5fTqVOnhOdV\ndd39xJOUbLYFeZGwGnfoyAtff8NhCxfStm3bdY7DuUzMmAEzZ0KPHlXXvfXcc6z65hs2pZxpZWUs\nadOWvU88kbziooRhNc7Pp2RF8kqw2jJyzBgmrSyiUeduawaM/FBWxm0PP8KVZ6aeMHpmmNjahrA4\n51zdk41JQi4BLgZaicj8yKqNsIGLNRVPI+AZYISqJnrXgGtAjjvoQN659wEa9+hZaXnx8uUM6Nk9\n4XceHvU0P7RpT06kW2Rhh46898sv7Dp5Mjtsn2oWV9dQfT97NreNeIxZq1ZTmt+IdmUlHDZoIEcc\neMA6hTt94SJyWrWrsjy/Ww+eeeUV/jQk4YRVDVp5eTmvvPkmc36ey07b92erPn1qO0kbjB49qhZA\nXnn8cfZb9hWdejfDhqDnUla2iCef+Qftuzdm88aLqoQzc8lSBu25VZ0qzJSVlTFj+RTa9OyFzRFQ\nYUn5Ysidjmy2We0kzmVNA3kPmnMZyUYL2n3Ym7XvBs6mYiKSpar6a01EEKay/B/wtar+uybCdHVb\nx44dOXGHAYycMJG8bj3Iyctj9U8/sl2zJpx01FEJvzNl9hwate9QZXnhJpvw2sRJXkDbAJWUlHDl\nvf+lZPPea150sgoY8cXXtGjWjL13zawH9s8//8yoV16luKyM3fr3SznOLAcoKyunpKSEZ0c9xpJf\n50B5GY2atOKgQ46h/cbJ3kNav32jyo2PjuS39h1o3KIFL45+gZ6jn+emv1zgMwPWkqWffUqnNpU7\nsuTm5tKvtIRZvbZk0uefM7Btxfri0lLeB4buvHONpqOoqIg3Xx5LcXER+xx0eJUuidOmT+eB0WOY\nuWgJAL1at+KsY46ie1ebWXXZsmX8Vm61vvEKOnRk0mefeQHNOVevZWOSkCXAEuxlbdmyMzat5pTI\n28QvV9WUb/929duRvzuQfXfdhVEvvMjK4iL2O+4oNu9V9WXLMSXlyd/jWJryHY+uoRo19gVWdu5K\no7jljTbehBcmTMiogPbw088w+suvKejWg5y8HN59fTy9X3+D7q1aMCvB9sWzv+ewP53GXf/6O4O2\nactmHayVrby8nMeG38YJp1zY4App5eXl3PToSIp6CbGXNhR27MTskhKG3f8AV/757FpN34aotLSU\nghUroE3VkQa9W7dmZmkpTQ87jNHjxpG/aBGl+XmUd+nKkAv/UiNdgGNeGzOKSU/cRY/in8nPzeH2\nUXfR++BTOPxEe+XRvHnzuObhEdBrc/LbWQXb98Dl9z3AfZdetGbc3EblZQnDL5o/j20HH1hj6XV1\nh08S4jYk2ZwkpCtwM7AdFW/KLlfVnsm/lRlVfY8svmTb1V3Nmzdn6PHHpd8Q6NaqJfPLqt7Ei5Yt\nY9sk3SJdwzZnwQIaNUlU7w6LViUegxP13cyZPPf1NxR2r8jGCttvzPSVKxhUXsKsGUp5j83WdKst\n+nUBe3TrzLRvvqJPj40obFzRcpSTk8MuA3rw4thRnHLan9fxl9Utb7z9Nkvabkz8G/Xy8vOZMuuX\npONJXfbk5eVRVJD4HYczlyyhy26702/HHelXw61lUTO+Vb569B9sXbASCmzs8Jb8yk9j7uSjHsKg\nXXZn+HOjKe/Rq8o7gEp7bsZDTz/DeUNPJS8vjwFdN2XCqlU0ioyfLS8vZ9PiVWyT5N2YxcXFPDXy\nWb76rJzy8nI261PM0SccTosWqd5h6+qK1athdR2fJCTD96A5l1Y2CzkPAm+E/w/BXuT2SBbjc66S\n0485mkYztFJbWWlxER0WzOWwA9b9hcPLli3jt99+S7+hqzPaNm9OSVHiglizgvh2taqeee0NGnep\n+l7J/CYb8cPS37jzvHPYvngVHRfOo+eShZy1/Xace8opzJ6ltG9bdZbMnJwcildWHfdTn3046WMe\nGv0882d8y+LZP1RZv7Lcunu69a+gd2+WrKrcBFFeXs6EklL6Dx6c9fjffPphehZUfcLuVFDMx688\nDcDcZcsrjRuOyc3LY+6yirnALhg6lL7FKymaOYOVSxazcvYPbPLTbK4/+6yEcZeVlTHs+jvIX7Ax\nmzYTOjffglarevDvG+7LKB+f9u10HnzsKf732FNM+fKrTH+yc86tlWzO4thOVR8QkfNU9QMR+RD4\nEHuLtnNZ16pVK+646ELy7v0PJWWltJv7E1t22oTTr7yi0suuq2vKV1/zwNgXmLV8BeTk0KWwMScf\nsD+D+vv7ruq6Ew4/jFf/9nfYvHel5cWLfmXvvtuk/X5RWWnSlp+isjLat2vHJWecXnVlqtainIbR\nGaC8vJzrbr+Dz4pLKdxuezoDS3/+iR8mTqDLoMFr9tvGhY1p1Ch9YdjVvENPO41Rd9xB8+9nsW2z\nZsxZsRItLOR3F1ywXlo0S5ctTruuSX7yx5ImkXnx8/LyuPqc/2PRokVM+eorenTtSteuXXl9/Dt8\norNYXQYFubBF5405/HcH8MqLr9F5oz40jrQi5uXmsVWnwTzz2BhOOeMPSeP934gn+LVRazr3sRd2\nv8t4PKcAACAASURBVD5tGu9OnMzZQ0/0luD1yLs4ug1JNgtosWrqZSLSDfgFqDrFmXNZ1KZ1a2hu\nkzDfddnF6xze/AULuOGJp8jttfmaAeoLgWHPv8Cwtm3o3q1q64qrOwoLC7n8+GO54+lnWdCkKblN\nmlCwYD779RaOODD9uJVtunfn42+/o3Hzql2iNm3ePOn3Bg3eg0/fewrp1bHS8pWrimjZtkv1f0gd\n9MK41/icfArbV2TzLTp2Ir+wkAXfKu1lC4oWzOfA7fvXYio3bLm5uRx7/vksXryYrz/7jA6dOzN4\nPU6m0WTjLpTOKCcvt3Khpry8nMbtOgOw38Dtuf39iRS0rzwuc+kMpWXzqpPLtG7dmt13sbGjz788\njlnFTegycK8163+eP5dHn3qWFT8tYZOmW1T5fl5uHksWJH+NwPsfTmR5i8507tJ9zbKOPbdgyYJW\nvPrGWxywz15Jv+tqVtGqut/Fsa4XIF39kc0C2tsi0ha4B/gYK7CNymJ8zmXdo6PHkNOj6sQkud16\nMPKll7jyrMTda1xq3836noefH8vspUtZtuhXCktKOO6Qgzlw771rvIZ6u6235n9bbcWUL79i4aJf\n2WnQoIzfA3fwfvvy4oTrWdRkI3IjNf05M6dz6h+HJv3eFr378Pln3Zk2YxZbhELa/AVL+OaHlfz5\nvDPX7QfVERO++YbGraq+622j1m2Y/9mnNG/SmAO378+Rv/MJHGpbq1at2GmPPdZ7vIedfCb3fPgK\nW/NLpeVa1oZjhljL8+477cRXM77juY8m0rrfQCgrY/EXn7Dx/Ol8v2I+r43dkn0POaJK2GVlZXw+\n8yc223GfSstbte/AtzOn0a6sNPmgjhRZzOfTvqP9trtWWd6y3SboZ9NYt5dzOOdcYlkroKlqrLni\nURF5B2ihql9kKz7n1of5K1aQ06Lqw3xOTg4LV3rfhrUx8/sfuPzBhyjr0p3ZX35Fqy5dye3Slfu+\n/IYn336XK04+iS02Sz5b59rIycmh7zZbV/t7ubm53H75Zdz1yKNMnfMjxWVldGvZglNPPYWuXVK3\nhB1z3MnotG/4aMJ4yimje48BnHvUHg2mi1SqWVN37deXW87/f/bOOzyqKv3jn+mT3kN6g1wg9N6l\nSBNQFBAVRbFh73V1f+quZde669rWXdcudqQrVekC0vsNkJBCAiG9Tb+/PyaEDDOBkGRIAufzPDyQ\nc+85573DTOa8533P933oAlojaI0EBwdz7fPvs/jD16nO2AkoGBO6MPbm+0msU+My2FRKv/TlVKmL\nCQsLZviYDvj7dcFqtfHlFx97dNByc3PRh0a7tQNEduiC5vB2jh/LpV1orMu1anMV0Un1F5F3nMV7\n86wjKfAWVrMKi6l1/760mlu3fYK2gzcjaEiS5AvE1cxjlyQpTZblfd6cUyDwJv5nOR/hp9XUe01Q\nP5/OX4AqJZVjWzaR0H9gbWTKJzgEc3AIr37xJf974blW48gYjUYen+3hnFkDkDp2QurY6dw3tkHa\nh4WTYbKg0bmmodksFlIjI1rIKkFrQd67hx0LFlKVnYOqWkNl1FBueexBUlNdUyyXrvyNX3/9jcSk\n9ky72jVypdNp6T+wC+nyQVIl13TFgIAArFWexT4qS4qYcNlg1q7YQH5BDuCcs6SiiOOWdB6/7sF6\n7Y4I8MFkqkZvdK3VZrfZCDJ6dQklOANxBk1wKeG10+mSJD2I89zZCmBxnT8CQZtl2pgxWLKPurVb\n849xVQOLHAtcyS4rR3E4UGk0LmmDpygODmXtxo0tYJngfLjl2qn4ZR7BUae0hcPhIODoEWZOmdKC\nlglamn3bt5Px8SdMVqu4ITGeuzt14L52IXz45Iss+PH0suDEiRNszjxBSOe++IR5duq7pKWwY/sW\nt/bg4GD05jIUD5Hc6rwjdO7Ukdn330rfSe0pVmVSRCYJ/fx48vmH0Wjq31y7euJ4Dm9Y5vK+VhQF\ned0vTJsk0nUFAoF38Ob2zyNAR1mWj3lxDoHggtIxtQO3DOjLN2vXY4qMRqVWoz+ex7V9e9Gvl1Bx\nbAx6tYoymw2twfM5MH1QMJk5OVx2ge26mKisrGTR/B+wmMtRqXWMGj2JmNjYc3c8D4xGI+898zQf\nfDWH9JOFqIDUiHDufubpBp/xuxAoisKalcvIz8qg9+DhpHbq3NImXVRYLBZ++uIjTh7YBmo18b2G\nUp2eydVnRFFDfX24Mi6Epcu2039wH6Kio1iycjUpPQdi79oH+atnPY5/oqCE6Bh3sQ+AW6ZO4v0v\nfyCmx2ACQ8OpKi8ja9s6bpp0ee09ffv1ITCoDwCSdO7nMRgMPH7nTL6Zv5iiahsKEKzX8NAt0wk4\nizCQoPkxm8DcygVgza08widoO3jTQcsRztnFx/pNm1i5dRsOBbonJXL1FeObJFnfFpk8diwTR41i\n5erV2OwOxtw5C73eXV1M0DC6xkTzq8mGtdqzkpo5N5vhs2Z6ZW6r1crn3//Avrx8py2xMcycNhXt\nWVJZ2xpHMzOY992HDOyZgE6nR1EUfp77AR17XM7Qy0Y261x+fn6NTv+8EBw6uJ9v//4EcWWHCDGo\n+GXReyxoP5gHXn7nov8MV1VVkZ+fT3R0ND4+Pufu0IDxls3/AbvdztjJ0wgICMBsNvPaAzPpVLKT\neK3ze6HiyGqq9L2hew+3MQbEtmOtXM2yJau4+fYZWB1gUKtR6w2U+SVhMltcirsDHMgs5aFrPW/X\ntIuM5PmH72b5r6vJO3iIiMAAbrn/tiZ/ngMDA5k984YmjSEQCATngzdXIX+VJOl/ONMaTTh1khRZ\nlpd4cU6BF3n1g3/ze0U1hhr5412Z2az460u8/eyfLrm6RlqtlnGXX37uGwXn5O6bbuTQ31+lABXl\nx/MJaBdVe81mNtPFz4fEcwhwNAar1cr9L71MYUwC2jDne/poaQVbXn6Ffz37zEXjpP286BuG9Tst\nwKBSqejVNYENW1YwcPAwtFotdrudn1espLC4mPGjRtIuMvIsI7Y+srOzOVlQSFqXzhgMBo/3KIrC\nt39/km7mw2BwnmdMNNqwZv3GJ2/8hbueeflCmnzBsFqtfPjFNxRZNfiERlJdtJFwvcLsmdc3+j2+\n6NvP2f3jh6SqTqJCxfvzP6TDhFuwWCx0Lt2JXnt6085fp6bCXOZxHLPNhlpnwGFzpg8mRUdwuLCA\noLAI+k+5m3lLPqFjmJ0enePIP17C4dwKJk+77aznUdVqNeMub96NB0HrwGoGSytfaogzaILmwpsr\nkInAJCAVsNdpFw5aG2TT1q1sKKvCp1272ja9nz8Fej0fffMt98ysv8inQHA2tFot/3j2GVZv2MDn\n8xaQdzQTTUAAgQY9A+NjeeSh+g/wN4UvfpxLYUw82joLeq3BSH5ENN8tWMiMKe5KcW2N6upqVNZS\nwF2lLq19GGvX/IbOP5APFi7GFBWL1seHeR/8h/6RYTx9992tRpilPrKOZvPNxz+hNQfgbwzil2/X\nkJgWxYxbprvdu27VcmLL0muds1PoNGoKd69DUZRW/7ye2Pz7FtIPHiEmPooRIy9ze4YPPptDUNch\nhNWmEHfCXF3Nh198w323nv/v7X27d5Lx3Vt0MZg5dYy9s6aUY4ve56gxjkEa94yKwvJj2B0ONGdk\nW8w/lENA7DCyTmTzyj/eITQ8ks1bFnPZDbMxGH2I6zOeLSuW88uv64htF8ld988mOaV5FV0FbQeL\nGcytfN/MIhw0QTPhzbf61UCSLMutvKygoCGs3PKHi3N2Co1Oz768vBawSHAxoVKpGDFkCCOGDAG4\nIIvl/Xl5aEPchQj0vr7szs726twNRVEU1mzYQNaxY4wcPJi48zw3ZrfbUWs8v44GvY4TJcXMWbkG\nTWpHTm1MGxKT+aOigi9+nMvN06Y28Qm8h8Ph4NP3vqF73JDatkiiKMouYMFPi7nqmoku9+dlZRBS\nXxZjVRk2m63JmQB5eXksW72GyPAwxo0a5dX075KSEt57/X9E6JOIDInnaG4RLy19k1vuvQ5wRpxL\nS0spU/kQccb5ToOPD9k2DRUVFfj7+5/XvOvmzSHR4L4KjTHY2FuQD+HufdoHVfHiutXM7tmHmMBA\n7A4Hiw5lc9wvlfV7VtJ14ng69B2MSqViaHIP1s37iuq8Y0SUW4kLjWNwnxkE+gfz/X9WUO0/l/97\n5mF8fX3Py26BQCBoS3jTQTsM2Lw4vuACYnfUX+PI7hDVYATNy4WIZKjPImJbd/7q6mo+/2EuRwoL\n0alVDOvWjXEjR3jdvgNyOq99NYei4DD0QUHM/fgzuvn78fyD959Vda4u/v7+2PC8kN0t56OEBEFS\nits1nb8/G+V0bm7SE3iXFctWkRTSxa09NDACecd2OCMA2nfYKBYueI9kH6tbH21EQpOcM0VReOnd\n99haVIohPgHrgcPMWb2WB6dcQ79ePRs97tn45P05dI4YUOsEBvuHEuw/mDkf/ciUmQ/jcDhYsmgR\n5SVV2G02NGekM/pFxJKdnU3nzucWSflt3QYWrFjN4X278cv6g2R9Ff56DWkRPi6fFf+AAMy2Kgxa\n189WpVXhWGQsH/pGUbV9B1YLaKJS8IkJICQwlbQa5wzAYPQhxlzNVWF+dOvSDrvDwc+HF3LY2IHu\n0iDWHVrP/736Nj27pIKiYtSwQcTGxDT15RS0AawmsLTyI+9WIRIiaCa86aAdAlZKkjQPOLXdpsiy\n/L4X5xR4iX6dOrJt1z4MwcEu7YrDQUpYSAtZJbjYWLTgR7KP7Eaxm1BpDMQkpHHVNdNdFoGKorBy\nzRp2pB/GoNFw/ZUTiQj3sG1/DnomJXAo7wQ6Xz+XdktFBX1SkgFnBOLB196gKqk9mmBnmuDe7bvY\nfuAAT99zdxOe1MmW7Tv4btUq8ioq8dFo6JOYwOwbZwDwyhdfYmkvcSr2YYhPZJ/ZxL8+/YxHbr+t\nwXP0HzKOXZsW073z6ehb9rFCYhK7k15YgUbnWWGx0ta699fyc08Q6Jfk8Zq12u7WltIhFUfHoVgy\nVqKvk4Z3wqqh23j3lMjz4aOvv2GHxoAx0WmP3t8fq7/Emz/M5bO0+s/FNZaKigpMxQpqf/fVqr8S\nzvIFC7Hs38uEiGIGajSs+uQtCjr1InHYmNr7KgvziYlxF+44k3mLF7Ng3Q5U2XuYZN1GuxQNEEBJ\ntY1VGaWMSApCAQ4WgsPox2ZbHMHWo2iwUG5xYLIr5ISkEZ02gB6jJ8IE15ILhcfzOLx3Bx26OlVw\nDy39iYdCffE3OL9XNGo1k1IT+eXwYYrLJNoHJ7LNnom6fX9UKhWfr9xCO7WJ2268rvEvqKBNYDGD\nuZU7aCLFUdBceNNB0wNHgG5enENwgRg3cgRLN/5OlsGArkYBzOFwYDgsc+eTj7ewdYKLgR+++4JA\nzQkG9Di9G15cksu3cz7h+hudDonZbOaxV18nNyAYQ0gIDoeDFf/4F+FWM3EJiUQF+jNzypQGpW1N\nv+pKNv3t72Q5FPQ195vLy2hfUco1E5xKhO/P+RpTe8nl7IwhNIzf846xe+9eunVxj+A0lPVbtvCP\nZSvRxsZDGJQDKyqqyPnn2wzp3p2KyCjOzMjTGoxsyzx8XvP06dOfgIBA1q9eisNWBSodad2GMmjI\nMBYuXca6g4cxBAa69Yu4AClkC5ctY+3efZhtdqID/LhtyhQiGyhQEhsfRc4fxQT5u28Q6Xw9Rxjv\nf/FtPnvrRU7sWItSXYYuPI5u46/jimkzmvQcm49koItLdGu3JSTy/aLF3DR1Cvv27iEnJ4veffoT\nfpYNhfy8fFYs/Q1FURg9bgTRMdFu95SWlmLU+nnoDdhV2DZvYkxCPEk1L81NgYFsPrqXzWGRxKT1\nwGa1EuCoIigo6JzPtnD1ZpKS2xNz4HMifU5/DoJ9tAyKD2DbsQqMPnHcNewKAmoc0dzSUv63cQn9\nY82oVCoKTNms2rgQ5fIJbtFxtVpD5h8rseXvw6r2oV1eFv7x7u+Bsclx/CN9E0ExXZG6966NHCZ1\n7UNRXg6rVq9h1HBRjEMgEFwceMVBkyRJA2TLsvycN8YXXHhUKhVvPP0kn3//A7tycrA5FFJCQ7j9\nqScI9LC4EwjOB4vFwomcA6T0cl3khgT7k370MNXV1fj4+PD2p59xPCYeQ026llqtxie1I+k7d1Cs\n1rHPorDmb6/x4u2z6JDinrpXF41Gw1vP/Il5P//CtsNOp6eflMpV48bVLiIPFxajinOvdWSMjmHp\nho1NctC++3W10zmrg9bHl71FRRj37EEf7HkRX2E9/8iWJHVCkjq5tU8cM5p569ZT4e+Pqo4TasvL\n5ZrLR5z3POfD6//5LxsrzehrzgHmKwoP/us9XrnjNlKS3J2duiiKQt8BfVi77AN6+rsuygtLj9O5\nl2chCZ1Oxx1P/RVwns9raKrouajv/0RrMHIkO5t33nyemHAdkeGBLPx2Iw5tGLfe+aDbGbWvPvmW\nvAOltI9xvq/mvLOYdql+3HSbq8R7VFQUJsWzMuL2P77n4e7uBZT7R4az8IevORqxFbOqlLfe+us5\nn2v33r107DuUgjXfuThnp/DVaThaaeTdcZNqP5MAsUFB3NJ/LEt2zSclREOEUcWYapkDa36m8/AJ\ntfflHd5H2Y553HVlN7QaDfKBoxzPzwQPDpparUanUsgoz6Z3hyEu10Kj49i9fTWjhp/zkQRtGIsZ\nLK1cx0dE0ATNhVccNFmW7ZIkjQeEg3YRodFouPV6kUYiaH4yMzNpF+Y5DSw+KoD9+/bSu09f9h8/\ngSYh2e2eqK7dyNu9k9ievVFSO/Le9z/yj6eeOOe8arWaKRMnMOWcd3qiaSuF3LJytJHu0RFDbBzV\nx3IwW/IxREa5XY/wab6iz2q1mjcfe4TXP/mUgycLsQIxvr5MGz6Mof37N9s8Z5KZlcX64ycxxifU\ntqlUKugg8b+f5vHyIw/V23ftkiXkrllNSHU1Xe12Nq37AL/ovoT4R1JqO4HUM4GJk8ef04bmcs4A\nIv18OO6h3VxcTMGRXUyaMqC2rUdaPJVVJr6d8wk33HR7bfumDZspy1ToENu1tq19dBrHs3NZv3Yj\nQ4YNcrFd6plAYfpxwoJOizftOLAJKTKO+o5wJgeHE911NGaLiVun3U9cRCJV5kpyCjL4y2t/ok/f\nPi73Z2Rm0S4hlZNnOWcsJaa5OGenSAwNw6EKxhkbhlAfDZt/Xwx1HLQT239m+mjnGT159xHaHalE\nMXqu0ZZdWkZGeSWxg/t7PKNqb+LnUdD6sZrAUv9x+FaBkNkXNBfeTHFcLEnSE8BnQMWpRlmWPVej\nPQ9qnL9/AhrgI1mWX23qmAKBoOUIDQ2lrMLi8VpxaRU9amqjWepZKKo1GlBOf3Mfqaisjbo1hfZh\nIezwoChpys9jzMRzOwFnw6DR4H5Sqqb2W6dUyvcdIN9udz5bDdbCAsb37tWkec8kODiYlx9xikrY\n7fYLUtNw0apfMcR5rm2XUVJab7/fV67Eb80argkJgRBn/t7EWAefHs9gxE1j6dChQ4vUZLxq8GDe\nX7cRXdRph1txONBlpDNhmOR2v5+vkaKDGS5t2zbtITrMPcrZLiSWXVv2uThoAFOvv5rPPvmKhau/\nxV/jT0xUFJUUodcHYVcUNB6cmDKHlmjAoDcyuPtIdDo9sZEJVFZX8Ncn32Di1NHMvu920uV0Vv28\njrLiCvbnrcU/LIHyE+sI0LtG0ax2BYzuEeZazjBBY6lgxXefEhwRTfGJfEalnE7TrNifxzVJnTlq\n9GXZwYOM7dix9prFZuO9/Yexdu1DnIeotaIo+GuFgyYQCC4evOmgPV/zd13nScHpVDWamvTJd4HR\nQC6wRZKkBbIs72/KuAKBoOUIDw+n2u7rJq+vKAolVTri4uIAiAsI4KiH/qW5ufhHno4kKICtGUQu\n7rnheh547Q1MKam1Knjm4mL6+fvSo1vXc/Q+O2mR4ew8wwED0GQfZeqsG7nmiit49b8fsffEScwq\nFWFaDVP79GbKBPf0teZArVZ7VRa+Lhq1GmwKnkI9ZxPwzFqzhskhrkJFarWasf5+FBw/jq4BioTe\n4PKhQ7BYzPy04Xfyq03ogU4RYXTs0412EfVEn+wWHA5H7WvusCn1fjvara5hA5vNxgv/eoc95VVo\nBnTjZEkRFmsp8WGhJPh24ufNG5jUPs6lz8rMYwTHn3bykmI7sGXPOmIjE/Dz8adXp4GsXLyelNQU\ndv52mPZRabQLhdRQ2JmxneXmeCaqs2sVGm0OhV+VFELad8Nis6E/I4qWU1oC9hJOPVS11YE1rjuj\np88CYMfaFfj75ABQVl5JnNoZGU4MCcGhKMzdvRu9RoPFbme1TYNx8CgMVgvr581hxPRbXX5PyBtW\ncO91kzy/eIKLBosZzK08gmbxvM8oEJw3XnPQZFn21jd9f+CQLMuZAJIkfQNMBoSDJhC0YabPuJMv\nPn6bjokBREWGcOJkCQcySrl+5v2199x0xXhe/GEu6oSk2jaryUTx0QySBg+tbYvzMRIQcJad/QYS\nHBzMh39+hk+//56MwgJ0GjVDu6YxYczoJo/96G238uirr5EfFIYhJAS7zYaSeYS7x42uVf174cEH\nsNvtmEwmfH19G1R+4GhWFnv2H6BbWmcS4j1HqeqyY88evvx5Kdnl5ejUajqGh/HYbbd6tc7U1CvG\ns+y9f2M4Q+JfURRSQ+tXhdWUl4Ove1Q0LiCA3enpMGJEc5vaYK4YNYorRo3CYrGg1WpRq9Xs2b2L\ng9sXkOzhTJVK5+PiEAeE+mArs6HVuH4t2+02/ENc01pf/89/OeAfjDHUOa7OJ5YiRSFnw3o6pvXB\n0q4fX6fvYHjlCdQ4OFipwhHZnfjI02f7qs1V6LSnZWi6pvZi276NLP5mBcN7utaQ65Hci5zCLD4/\npiHCWohDsVOoCiYkVuLk/iz+Yj3B//XrgbEmenmyspIvNy2jZ6Tz+ax2ByurIxl20+mi8yXFRWw8\nmkFCXCQ6nY4S++l4cnJoKMmhoQDklJaRmdqXmM7dObJ+KXfcdyvzlq+mxOxAURSCjRpmXXk5kRHu\nNQ0FAoGgreLVmuySJIUBA2t+/F2W5cJmGDYWqFtFNgcYUM+9AoGgjRAeHsHDT7zI7xvXc+joEWLj\nB/DQtMtcnJJuaZ15fvpUvvp5KcfKKygqLORkZSUJdZwze3YWN4wd1Wx2+fr6cu8ttzTbeKfw8fHh\n/eef49e169iRnk6Ar5Ebnn7CTYFSo9Hg51ePYl8dKisr+b933uWIzYE6NBzH5q2012l48cH763W2\n9h44wCtz56NOSEIVEUXx8XxW5xdw+K8v8fErL3ktohYZEcGkzhILjxzFGO2U/7dZLPhkHuaBxx91\nudfhcLBu+XKKj+VSYvJcZKjMZMI3LMwrtp4ven0dp6dbd1Yt+4mEGAeaOtL++QUlJHVwrY92zfQr\n+cdfPqRb/CCX9/ze3C08+OfTZ9Xsdjs78o6jbZ/q0l+lUqFu34FVuxeSFn09hMeR75vP77vWMLL/\neBdnDGD7/k3063r6c1NYUoBGoyW5XZrH50qLTqNXQi/MFhNFZYVc1clZg81ut/H77rU8vfkw7YLV\nBEZFUxoRy4Gw9lTqHShVJfQcdSVphgi0NQ7cruXLCMw1E+SfxkE5j45SNLla9/p0AAtz89C3r0KX\ns5tn7r8Dg8HAA7fd5PFewcWN1QQWT3nhrQir57exQHDeeM1BkyRpHPAlsKOmqYckSTfJsrysiUO3\n8gC3QCBoLCqVikGDhzKojsN1Jl06deKVTqfP6qxau5alW7ZSYbUS7uPDdddOIa1Tx3r7tyZUKhWj\nLhvGqMuGNXmsv7z3ATmRMRhPOVW+CWQ7HPz1/Q/4++OPeewz55dlqBOSqDx5kpOHZIJi4/GLiODw\nkSM88NzzvPfSi022qz5uv+46+uzaxaJ16zHZ7SSHhXHjc3/GaDwdLco6coRf33uXy/38iPDz4+vi\nYk6GhxF+hsO6rKSE6Vde2WhbdmzezNH9+4lKTqb/sGHNWij99rsfZ87n/8ZuKsTXqKGsWiEhuTtX\nTXKtpB0QEMDsx2fy41cLKSuoAlQERvhw56MzCK5Tf7KiooJqtdpj+XFDeDg9osLJS8+g4qSJiLAS\nuvRP4cDJzYTrE4kOjcdsMbF130aiI+LQaU+f19u0aw1+Rr96U0wVRUGt1nCsIIchvU5vgGg0Wob0\nHMn67Q5UoWEYRw/g2L6d9JxyB0EhoXTxszB86BC++n4uVouZnAMHiCn3Ib6rU3IxM2MfBw+kU2ZR\n8fofW7i3ew/89HpsdjtLT5xgxN2z6TlokGejBJcUFjNoWrmDZmnd5SMFbQhvRtBeAS47dTZMkqTO\nOB22pjpouUDdvJ14nFE0gUBwCTJq2DBGDWu6g9OWKSwsRK42nXbOalCr1Rwor6K4uJiQEPfUwbyK\nShyBIZxMl0kcNLi2PbZXb3KLipjz0zxmXHO11+zu2b07Pbt3r/f66o/+y/V16qJd36M7c3fvxsfX\nl9FJSZyoqmKj2UK/225vlDhISUkJc//+NwaqVIwPDiZbPsinCxcw/uFHiI6NPfcADcDPz48773kM\nk8lEeXk5YWFh9UYmo6Lacd9jd5x1vICAAAJR8LQOtOQfY/SN12Mb7FQ6lerok2zbup29Ow7g8LeT\ncewgCVHOe/ILcvhjw9d0CvbBZrRyYN8vhAbehJ+va4pw/slcYiMTSI51jdydIiy4HRFB7Vjx3deM\nmXUHBh9f0lcv4p5H7gHgmonj+duHn1NdYCEtqm9tv6SYNMAZtVudv4l3jUY4sofufXtz+X33N6hW\nm0AgEFxseNNB09YV7pBleb8kSc0x3x9AqiRJScAx4DrghrP2EAgEgouYo9nZ2Hw9p0FafX3Jzc11\ncdAUReHzH37kyNGjFO/eRcplI9z6GUNDWbP/ADOucbt0QTi4bx9dzsgXUqlUTO3enR8PH2Z5X5RP\nYwAAIABJREFUYhJxSUncOGRIoyNei955hxnBwbX94wMDmQF898EHzHzppaY+ggtGo9ElOthY1Go1\nl0mp/FJYir5ODUq7zYbjUAbf/HshhYXBGIP0zLyjN506O7203n160buPUwH0lttu4pmn/o8F335D\nNx8r74wedlqsxOHgtU2f0nHwHRgNPiiKwpZ964kKj8XusOOj9ewI67Q6bHYbPgYDWbu3EKx18PBt\nM2pfW19fX+6/cQp/e+5dcK8eAYBepSdx2BiM7WO4esrkJr9WgosLFWpUXBgho8bS2u0TtB286aCd\nlCTpVlmWP5EkSQXcAhQ0dVBZlm2SJN0PLMUpD/U/oeAoaCh2u52flvzMwdxcfLRabpg4geho91pU\nAkFbIrV9e4zzFkCEuxiFT2UFycmuteNefu99tqu0RA0Zhn3HNgx+/m79AEpbUJKsID+flHrKJCT7\n+5MwciSxTYhylZWVEVZ4EpWHz39qdTWZGRkkJbvX3GsN3DnjBhxzvmbtwXTKNFoMNitV6Ue5pe9M\nDHojuTqnI7jgsxUY7zKQlOxe+PuVV19k/iefMPJYrktET61W82jfLjy69WtCU3pg00K5r4ne0Smo\nVCq27F5HZKi7h3W88Bg2lZnnnriT2NhYjxHNdpGRpHVNRrG7l66w223YjWqO/LGGp28Xe64CdzQ6\nFVpt63aAPJW3EAgagzcdtLuAryRJ+qDm5x3Ajc0xsCzLPwM/N8dYgkuHsrIyHn7tDUqj49D5+aMo\nCms//IibB/TjmiuaVtNKcHasVitvf/Ipu/OOY7LbiPLzY9rwyxg2UOj7NAcBAQH0jAhjh9mE1nA6\nSmM1megTFekiMpKZlcUfxaUY452Ldr2vL6ayUoyB7qlkoUbPxcMbQmZWFp8tWEhOWTkGjYae8XHc\ndv11DRYe6d63L2sXLmS0B4GUbLWG/lH1hGEaSFFRERFqz7r2MT5GjuXktJiDVlxczNLFK7DbHIwY\nM4zY2BiX6yqVirtvnMGddjuFhYWsWbUOS8AQDHrXCJ0U05Of5y3nnkc8p0068vM9FpnWa7V0SYii\n3bXXYLWYOfjrQvYcW0/HiL4E+AWRkZvukuooZ+5Fo1GT0DWcpKSksz7blVOv4NN/fEfnuL4u7WsO\nrMavQzBTRwxvcv1CgaA1I0nSszgzv+yAA7hLluXNjRhnOGCRZXljzc+fAgtlWf6xGc2tb+4gYIYs\nyx+c8+amzbMD2C/L8ll3bSRJuhJIu5jqIje7gyZJ0g2yLH8NOGRZHiBJUgCALMvlzT2XQOAJq9XK\nlm3bCPT3p0taWm2t1Lc+/YzKlFR0NQtElUqFISmFL9f/ztjLhjVIKU/QOJ5+4y2ywiPRJCajAo4D\nb6/6DUA4ac3En+6+m9f/+xHbjqRTrdXja7MwICaax+6a7XLf0jVrMMQl1P4c3kEic+N6kgYPdYlq\nWApPMqanq9JgQzmckcGzn34OyR3AP5hy4JfSCtLfeJNXn3yiQWMEBgZiSu3AyePHCa+jQplRVkZw\nv35oNE0qqUlcXBx/qKCbh2u7KqsY3shnbyrzf1jE/s1ZpEZ3xaDW8M07PxOSpOO2u292u1ej0RAZ\nGUlxQTkRRs8Oa3VZ/aoFdo0GFM912spLTsKONUT4G/nzQ3eh1WpZNP9nwrQ+5OZnUZCRia1aocpU\nRXi7YK65fTT9B/Y/5/NFR0dxza3j+eWnlVScNONQHFRTzpir+jNxwvhmFWgRXFxotRq0uqZ97r2N\n9hylfiVJGgRMBHrJsmyVJCkUaOxO2EigHNhY8/OFFNELAe4FGuyg1WTTIctyg+ys0a4wAQMkSfKV\nZbmqvntlWV4ILGyoLW0Bb0TQHge+Bn7E+QYUjpnggvHFj3NZsnM3lcEhYLEQ/v2PfGCxYNDrkU8W\noQoMdeujTkrm+0WLmXXd9Baw+OJn286dHFZrMepcZb61MXH8sHqNcNCaCY1Gw9N334XFYqGwsJCw\nsDAXyfdT+Pv4Yq8qRVtzTaVWE92tO9mbf8fg54dfcAghVgtX9uzO1ePHNcqWj+cvcDpnddD6+HKw\nvJzN27bRv3fvBo0z5Z57WfLll1Tu3YvGVI3Nz5/I/gMYO7np55O0Wi0+PXuSc/AgcXVq5hVVV2Nq\n375Z6uidLwf2HyBj20k6xZ12DtvHdKbw5AmW/bKCseM9199Ta1UoFve0QXCmhdVHTJ8+HF21ksQ6\nZ9kAssrKGHntVIaOGePSfs20q87nceqlU2eJTp0lFMW5ThNOmaAhaLRqtLpWnuKonNO+KOCkLMtW\nAFmWi05dkCTpcuB1nGvzLcA9sixbJEnKBHrLslwkSVLfmntm4cxUs0uSdCNwqsjgZZIkPVozz5Oe\nommSJEXgdKxO7dQ9LMvyBkmS+gP/BIxANXCrLMuyJEldgI8BPaACpgEvAe0lSdoOLJNl+SlJkp4A\nrsXpcP4ky/ILNXoRS4HfgT7AvZIkfQisBQbjFP6bLMuypxoqN+D0JzrjrHf8dY39D9Y8uw3YK8vy\nDEmSZgF9ZFl+oCaa9myNvYXAjbIsn6j/v6R14g0HTS1J0rtAjCRJrwF1f/Mqsiw/6YU5BQKW/baa\neUey0KV0qJWgrgJKq6oI1+mwOhwe97bUGg3VZvMFtPTSYsOOnRjbed7dz6uovMDWXPzo9fqznquc\nOnEC81/+O9Spo2UMDCK+3wCSThzj3huuJz4+vkk10HLKyiE43K3dGNmOtdu3N9hBU6lUTJw5s9F2\nnIuJM29m2XffsXX7NrQVldh8jPikdWGqF+reNYS1K38nKUpyaw8LjOTgzr2MrScTO7VrCh+8/w0J\nIYn07dAP5/oKSiuKSUmrv1j54Msv57u9eyjNzqZ7uPP/a3dhIYdj47juDOfMGwjHTHAJsgx4TpKk\ng8AK4FtZltdIkmQEPgFGybJ8SJKkz4B7gLfxEBmTZfmoJEn/BsplWX4LQJKkO4AoWZaH1ESfFuAM\nlpzJ28A/ZFleL0lSAvALTinV/cAwWZbtkiSNxqnGPg24G3hbluU5NWJ/WuApoIssy71q5h4LdJBl\nub8kSWpgviRJw3DWLe4AzJRleXONw9YBuE6W5dmSJH0LTAW+8mDndJxRws7Aw9Q4aDVzJ9VEIE/t\nLtV9jdbKsjywzmvyJM7gUZvCGw7adGAKzrzaSpwOmlLnb4HAKyz9Yyu6iHbuF7RaKqqqSAoOcqlw\nfgpLbg5XzBSH0htDVVUVX82bx/GycsL8fLnp6qvdIg8h/v7YTpagNbhncfhoW3e6ysWI0Wjk1pGX\n8d9f16BNbo9arcZSUUFwfi7PPvk4gWdEUxqDVq3G05aH4nCgU7WuHfCx06fD9NYRPXfYoD4ROIfV\nPRXR4XDw3D/fZk+VGcPYARwymdi1cyGdbf0xaNQkdy1n0uRZZ51z+oMPcXDPHpasXQMKdJ4wkeu6\nuSd+2u12Kisr8ff3P2/nXVEUzGYzBoNBOGWCRqPVqVt/iuM5ImiyLFdKktQHGIbT+fhWkqSnceo0\nZMiyfKjm1s+A+3A6U2fDJQgCzKuZZ78kSR4WRACMBjpLp+twBEiS5AsEA59LktShZqxTPsIG4FlJ\nkuKAuTUO5Jkf5LHA2JqIGoAfTkcsGzh6xhm7DFmWd9X8eyuQdKaBNZHCAlmW8yRJOgF8KklSsCzL\nJcAuYI4kSfNOPe8ZxEuS9B3OKKIeyKjndWjVNLuDJstyOvCqJEk5six78ogFAq9QZrF6bFehwuFQ\nuGn8WF7+cR7qxNMH/60VFfQO9icp0V3lTHB29h88yF8+/xJ7Uns0Rn8cZhu/vvo6T147lb49etTe\nN23SRBa89Aq0d40M2K0WuscIBc2W4IpRo+jfowdzFiyiymJCSklg8r13NilqVpfOkRFsttlQnyFA\nYT6awfR7ZtfTSxAc4Y85z+Qm9qEoCj5B7umqH341hwM+ARhDneqdOh8fggb2YvOKdP584w2MvyKl\nQfN27NqVjl27erxmt9v59K2XOLHtVzRVRdgDIkkcPIEb7nmkQc7Wt/MWIh87iV1rRGUxERfsw60z\npjfbe00gaGvIsuwAVgOrJUnajVPlfPsZt9UNatTdujlXrY660rsqAEmSXgYm4Mxi613TPkCWZReZ\nXkmS3gdWyrJ8jSRJicBvNfZ+LUnS78AkYIkkSXfh2en5myzL/zljzCScwZq61N2/swOeVIFuwOlE\nnponEGc07yOcZ/guA67E6Th2w9VRfQd4Q5blRTVCKi94GL/V47XfkLIsfyVJUntJksZKkjTh1B9v\nzScQ1Kc4p6CgUavo0bUrf73hOlLLigg4lk3k8WNMiYnkz/fdd4EtvTh494e5kNoJTY2ctlqrRd2h\nIx/8tMDlPoPBwL0TxqMcOoitJpXUfCKf+ILjPDirZVLJBBAWFsYDt97CU7Pv5JoJVzTrgvmBW24m\nLCcTc1kZ4HQwTFmZTO3Rjagmqi9ezEyeOokDx/+oPZt1igPHtjJpivt5wK1Hs9B6UDz079SJ7Qea\np/rMf15+Bv/Nc+iiOk4nPytdHLkoq/7DV+++fs6+X89dQLFfDB0GjaFjv2FIQ8agTu7F+5+KvVvB\n+aOpEQlpzX8058gKkZzUrfbeC8gEDgJJkiS1r2mfidOJo+b6KdnTqXX6lgPnPCwry/Kzsiz3qnHO\nwJlmeerMGpIkndpRDcRZXxjg1jrXU2RZzpBl+R1gPk5tpbIz5l4K3CZJkl9Nn9ias27nTU2K5LVA\nV1mWk2VZTgauBm6oidwlyLL8G/A0EAScWSem7nPMaowNrQGvyexLkvQ34A6cOa32OpeWeGtOwaXN\npMGD+Odva9FFuUZlVDYbfkFOCfFOUiovuvxuFDSG48ePk2Wz40n38oTByL4DB0jr1Km2bfigQQzs\n3ZsfFi2mpLKSQeNG07tOlO1Ck5eXxxcLFlJithCg03LjlZNIiItrMXtakqOZWSxduBJzpQ2tQc2Q\nUQPo3sNzNKWhGAwG3n/+OZasWMmuI0fQa9RMnTWTpISEc3e+hDEajdz/1O1889lcSk9UgaIiMNzI\ntXdMJOYMqX2AaptnhUaNVke5qennaouKiqjYtZJYvavzHqBXsW/DEix3PexRiAbAZrORnl9MarLr\neUOjrx+5GGuFbASChqJtAyIhWvs57fMH3pEkKRhnZCwdmC3LslmSpFuB72vOeW0G/l3T5y/A/yRJ\nKsMZ1Tq1g7MQ+EGSpKs47XDV3d2p71jRg8B7kiTtxOkHrMapyPga8JkkSX8GFtfpP12SpJsAK5AH\nvCzLcokkSetrIoBLakRCOgMba1Iny4GbasY4045z/TwMyJFlOb9O21qcZ9FigS9qZP5VOM/GlUqS\nVHeeF3C+jsXAKqBNpkh5LRlckqTDOFUcy7w1RwNsSAIyVq5cSdwluvi61Ji/dBk//b6JArUWtc1G\ngkHLP99/D51WC5mZLW3eRUNmZib3ffkNAXHuAgSVhSf5v8sG079fvxaw7Nz8vnUrb8xfhCa5PSqV\nCkVRsB3N4P4xoxg5ZEhLm3dB2bp5GyvnbiY1ulttutrRE+l0GhTDuIneF4kQNI3H3niT3HD3iGTh\nQTszu6Vx84y+Hno1nLWrVpDx7j0EG933co+WO7jq3WUk1pMefuzYMT7/bQeJnbu7XasoKyFFOcnl\nI0Y0yb7GIsvOvyV3PZZLhpycHC6//HKAZFmWM1vYnLNyai03tefj+BtDWtqcs1JhKubHHW9AG3hd\nBa0bbxaqPtaSzpng0mTyuLFcNXYM2dnZ+Pj4EBERAf/5sKXNuuhITEwk3GbxKAThX1JM7169LrhN\nDeXjn5eiTTktAa9SqdAlpfDZ8pWMGDz4khIxWLVkA1KMa4QjMTKVrWu2cPm4kWg9FDEWtB6mDh/O\nW8tXoo05vQHpsNsJryhlQJ8+TR4/IaU92xQDwS5JME6q9YFnjYAFBwdjqSjxeK30eB4JvRt2Pk4g\nOIVWr0anb+UiIY7WHeETtB28+e27UZKkr4HvcRaaU+E8oChSHAVeRaVSkSBSqbyKSqViyqCBfLFj\nN9o6EvrWkwVM6d2z1S7ss7OzOaao3BLWAQp9/Nizbx/dunS54Ha1BEVFRShVOnAvDUh0QAob1//O\nsOFDL7xhbYClv/7G2t27sToUUsLDuGXaVIzGc53db34G9+uLzWbj+9VryC2vwKBW0y0qgsl33tks\nGw2JSclY4nujFGx2Gc/uUPDpNAh/f0+fJCe+vr4EYMFht6OuU1RcURTMxzNI7TAGk8nEsm+/xZ6f\nj0OtJqZPHwaNGtVkuwUXJ22iDpqtddsnaDt4cxXVH2c+6ANntAsHTSC4CJg8biyhQUEs2rCRIpOJ\nIL2e8QP6MXrYsJY2rV4cDgdKPQtXRa3GXs+ZnouRsy3gFcWBRiMWGp742/sfsNlkxRDqjB4dqbaw\n8aWX+deTTzRLiYLz5bJBA7ls0ECXtlMpfM3Bbc+9yUfPP0RA3k6i9XZyzDrMyf2599m/n7PvXTdN\n5+3/fYk+OpnolE6czDlKaeZe7rzuasrLy/nu+eeZFhqCUacDh53MFcv5dvdurnvooeZ7AIFAIGiD\neM1Bk2V5hLfGFggErYNhAwcwbOCAljajwSQkJNDObqXKw7XQynK6e6j/1JKYzWb2HThAVGTkWYtP\nN4aQkBA0fjayTmSSUZBJXEgc7WOcqZ/5FZncMmhSs853MbBz9x42lVVirCNEpNHpqU6R+GDO1zx1\n912NGreyspLFy1ZisVoZOXQQsTHugiAtRVh4BE+9N4e9u3ci797JFX0H0EHq2KC+vr6+/OmB2ew/\neJCde/5gcHISfa9yvkY/vPsuMyLCXdRDk4KCqMjN4cDu3XRqZZ9FQcujrVFxbM1ora3bPkHbodkd\nNEmS0s52XZblfc09p0AgEDQElUrFjFEj+Pdv69DGn06DtebmcNPQwa2qNtP7X3zJ6vTDVPoHoqqu\nIkmr5unbZhHbTI5aeXk5O8qPUhhQSsDABA7lH2fd9h30Ckpk6MQeaDRioXEmy37f5OKcnUKlVnPg\n+IkGjVFZWcm3H7xF6WFnndaTmiBIHUinQaPQaHV8vnILYUoVs2++oVltbypduvWgS7fGKa927tiR\nzh1dnTpVXh7qQHeF8K5hYSxZu1Y4aAI3NG2gULWmladgCtoO3oigLaF+aU+A5LNcEwgEAq8yetgw\nYiIj+X75CkrMFgL1OqZOnkj3egr1tgRfzJ3LiqIy9Ckdas/LFQB/fv/ffPzXF7Db7cz/5RcKS0oY\nOWgQqe3bn204j7z47/9gSetGYI1T6hcdhRLVjkx5P8+NGdFsz3JRodT/1SbnHGPTtm0M6N273ntM\nJhNv3j+DbtUHCVc7U0yTHAorjueiDByJSqUiqWsfSk8eZ9HS5Uwa13glzQxPZWRbEccKQ0k3ez7D\ndqzKr1nTNM8kIwOSxUpEIBC0YprdQZNlOam5xxQIBILmJK1jR57v2LA0LU+UlZXx1fz5lFaZSIqK\nZNrEic0qjLJ673708Ulu7aXhkfzrvx+xKSsHU0wcOh8flnzzA2kGLS8+8nCDo15lZWWkV1RiiHDd\n7VWpVBT6+pOVlSWEdjxw+YB+rP9lOcZ2rlE0xeEAvZ4PFyyif69e9Z7vm/vZh3SpOuByvk+jVjHC\ncYStS7+jx5UzAQgKb4e8tfGFphvhr19wHOEROKqrUJ/xWh0qLSVp2GVenTs5uW28RgJX2kQdNG3r\ntk/QdmidUmsCgUDQSPLy8igpKSE1NdUrapJrf9/EvxYtQZWUgtrgy+bcEyx+7gVef+gBotq1a5Y5\nSs0WPLla+qBgfli+lNgx4zhVHtgYG8dBk4n3v/iSB2bd0qDxCwsLsegNGDxdDAwkMztHOGge6N2j\nB51/WcqeokL8akRC7DYbWZs2Ete7DwUlJezbv58uaZ4z/YsP7Sbeg/iKQatGyXV1yGxNKFOq0bT+\nGl/tnpjMj395gWtDw9DXfE6PlVdQHRPK1ZM7t7B1AoFA0LK0OQdNkqTXgUmABTgM3CrLcmnLWiUQ\nCFqa7OwsFvz4GQEGCwF+en79xUR8ck+uvPraZpvDbrfz4eKf0XQ4vfrV+/piSe3Em59/wetPPN4s\n8wQZ9FR4aDcVF6ONi3Nr1xmNbMvKbPD4sbGxBJhNHq9piwrp0fXSKDXQGO68dhozX32TYoPeGSlT\nqYjv2x+twYC1soqqKk8SNE5UOr1bm0NR+LXEwF4tHPz+Y/x1BgYOHoVf6z5q02SCgoK4/qWXWfb1\n1ygnjuNQa4gYOpTrx41radMErRSNrvWLhGhauX2CtkObc9CAZcBTsiw7JEn6O/An4OkWtkkgELQg\ndrudH776gOEDTh8sSYyHvBNHWLF8CaPHTGiWeVauXk1lZJRb5EmlUnGopAyLxYJe774Ir2tnQUEB\nQUFB+Pj41HvfyK5pzD16DF1wcG2boihU7d9D5CDPtcmq7Q0vEaDX6xmSksxv5WXoAk5Lw9uqq+gd\nGUFQUFCDx2rtrFq/nrlr1nOsogIfjYYuUZE8dvttGAwe44fnJDk5mdSYKEyJ7oWWAytKz1qkvf2A\nURyXVxGsPx0d+7Y8FMuVtxLu6wuADfhp0Ryev2F6o+xrS/j6+nL17be3tBmCNoJIcRRcSrS5d5Is\ny8tlWXbU/LgJcN9OFggElxTLly2hV1qkW3t0ZAiHD2xrtnmKSkrR1lOQ2K5SY7Va6+377X/f4bWb\nx/H1XaN4++YRvPPnh+qNttx4zTWMiQiGI4coz8+n6mgmUfm53H/NZCyFhR77tKtZ4DeU+2+ZydjQ\nIHQZh6g6lI76cDpDDVr+dE/jpOJbI2s2/s77q9dzMjoWfWpH7Ckd2KH35bFXX2/0mCqVimlDBmHL\nz3Npt5w4Toq/L//5ag6r1qxB8SAoMvaqqZR2mUi+yemgHSxzUDF4Mroz/u8i+vRl5datjbZRIBAI\nBG0bb8js34dTxdFTAr0iy/L7zTjdbcDXzTieQCBog5QUFSDF+Hm8ptgtzTbPFZeP4vu33kaT7K4w\nEONjwM/Psw0/fvJvTMs+oItOAT+AMuyHlvLuM2U8+c9PPPa5+8Ybuc1iIT09nfDwcNrVnG9bvmUr\nx23BqOucr7Pl53HNZUPO61lUKhV33TiD2YqC2WzGYDCctXh1W+THtevQxsS6tKm1WnJ9/di4eQuD\n+vdr1LiTRo8mIiSEeWvWUmK2orXbOJqVxe7OXZEdapZu3cVXK1bxyv330i7y9MaBSqXigb+8yZYN\nV7Nr9S/sOpSNX4znPcajJWWNsk0guFjRatXoWnkKoYigCZoLb6Q49uPsMvvnRJKk5UCUh0vPyLK8\nsOaeZwGLLMtzmjKXQCBo+wSFhFNWfpjAAHcHSaVtXCqbx3mCghienMBvpSXog06nH9rycrl2+DCP\nfRRFIX31fNJ0rr8WNWoV/ll/sH/vbjp38VzzSa/X06WL63mw1598nDf/9zF7sk5gtjuI9vNlymVD\nGTF4cKOeSaVSYawnKugJk8nE94sWU1ZVyfC+felajyBGayC/ogKVe2AVQ3gkf+zb12gHDWBAnz4M\n6NMHgAde+Rs+A4fUOrjGkBDKg4J45q1/8ubTTxJcJ1UVoN/gYfQbPIzyjz9ho6J4dIx16ovLWRYI\nmopW1wZSHFu5fYK2gzdk9mc1wxhnLf4iSdIsYAJweVPnEggEbZ8xYyfwzhv/53IGDSD/eAntU3s2\n61wPzppFzKLFrNm3jwqLjQgfI1PGjmZAH8/1rywWC0pJPnjIQIw1WNm9eUO9DponjEYjz953b2PN\nbzSKovDySy+wOjuPoL6D0Or1LJu/iM6Ll/Dyo4+0ysLWPhotnqRQbGYzIWHNc87u2LFjHLU68K3j\nZBWky5hKS/ANCWXmW2+T4mvkkRk3kHSGMua0cWP57aNPMCa6vm/tNhtp7Tx4lgKBQCC4JPCqSIgk\nSR2BHkDt9qwsy583cczxwBPAcFmWPcuQCQSCSwqtVsuU62ez8KfPCfa1E+hvIOd4FTFJXZkwbmKz\nzzdt0kSmTWrYuHq9HvxCQMlzu1ZgVtGjU9tQTHz9yftYW1RF2LDT+2c+0bEcMpt4//MveODWWS1n\nXD30TohjjdmE1uAaIdRkZXLtrGebZY7jJ07gqHOGrCgzA63BQHzf/qfvAZ798L98+sJz6HS62va4\n2FiuTuvEvAMyhrgEVCoV5tJSoooKuO/ZPzWLfQLBxYJG2wZUHLWt2z5B28FrDpokSQ8Bs4EYYDMw\nDFgNNMlBA94B9MByyVnoZaMsyxd+O1kgELQqEpOSuf+R58nOzqa4qIgrpqe5LIZbCpVKRVTvUVT/\n/gU+Z6S/nAhPo58HVcaCggI++uFHcsrK0arV9EqI5+Zrp6FWt0z6zNZNGzm4fR2B1z3qdk1rMLIj\n52gLWHVu7rt5Jnn/+Cf7C20YY+KwVlejz83m/smTGq3ieCadO3XCd+58iHBGvCpPFrg4Z6cwxSXy\n7YKF3DR1ikv7rGunMezIEeauWIlVUejeOZWJY+656M4DCgRNxani2LodIHEGTdBceDOCNhsYAKyT\nZXmcJEldgeebOqgsy6lNtkwgEFy0xMfHEx8f39JmuHDzw3/i3y+VYtq1ihhVOcV2HeVR3bj1z+5q\ngvnHj/PoO+9hby+h8gkAYGFhKftff4NXn3ryQpsOwK41SzEY9WjqcXhNNvsFtqhhaDQa/vb4Y+w/\nKLNm82ZCY9tx9R23NKvjbjQaGZaSzK9lZegDA1HXk+qp8/Eht6jI47X2KSk8Mdtdtl8gEAgElybe\ndNBMsixXSJKkliRJLcvyHqkm5CUQCASXEhqNhvuef52TBQVs37yB3smpdKxHXOO/3//gdM7qRFB0\nvr7IVVWs37SJIQMGXCiza1FrtSQo5eTm5+ITFet2vZ1v/TXdWgOdO0p07ui9r58HZt1MwPc/sGb/\nAexlntUX7VYrYfWofAoEgnOjaQMiIZpWbp+g7eDNd1KlJEl6YBfwd0mSHvTyfAKBQNCeEHu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ZwoqgDNzPYEDgW2cPdqM+uZ7zaJiIiISLyiHrTafDejSSWpZL6bIG1EUQVowBnA7929GsDdv8xz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.patches import Rectangle\n", "sns.set_style('white')\n", "fig,axes = plt.subplots(2,sharex=True,figsize=(12,8))\n", "fig.suptitle(\"PCA analysis shows LDC countries less clustered away from developed countries for educational variables\", fontsize=14)\n", "#plt.title(\"PCA analysis shows LDC countries less clustered away from developed countries\")\n", "for yr_ix in xrange(len(yrs)):\n", " x,y = 1.8,-1.5\n", " data = clean_ed_data.xs(yrs[yr_ix],level='Year').unstack(level='SeriesOrderClause')\n", " region_data = region_as_num(data.index.get_level_values('MdgRegions').values)\n", " norm_data = (data.values - np.mean(data.values,axis=0))/(np.std(data.values,axis=0))\n", " data_2d = svd.fit_transform(norm_data)\n", " s=axes[yr_ix].scatter(data_2d[:,0],data_2d[:,1],c=region_data,s=50,cmap=plt.cm.Paired)\n", " if yr_ix == 0:\n", " axes[yr_ix].set_title(\"BEFORE (\"+str(yrs[yr_ix])+\")\", fontsize = 12, fontweight='bold')\n", " else:\n", " axes[yr_ix].set_title(\"AFTER (\"+str(yrs[yr_ix])+\")\", fontsize = 12, fontweight = 'bold') \n", " axes[yr_ix].set_xlabel(\"First Principal Information Component\")\n", " axes[yr_ix].set_ylabel(\"Second Principal Information Component\")\n", " axes[yr_ix].plot((-8, -8), (-6, 6), 'r-')\n", " axes[yr_ix].add_patch(Rectangle((x,y),2.2,3.5,alpha=1.0,facecolor='none',edgecolor='blue'))\n", "fig.subplots_adjust(right=0.8)\n", "\n", "cbar_ax = fig.add_axes([0.85, 0.15, 0.05, 0.7])\n", "cbar = fig.colorbar(s, cax=cbar_ax)\n", "cbar.ax.set_yticklabels(['Caribbean', 'Sub-Saharan Africa', 'Northern Africa','Western Asia','Latin America','Developed','Oceania','Southern Asia','South-eastern Asia','Caucasus and Central Asia','Eastern Asia'])\n", "\n", "plt.show()\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As can be seen above, many Sub-Saharan African countries, who have historically underperformed on educational indicators, have cut their gap with countries in the \"Developed\" MDG region. ***We notice that the Sub-Saharan country which was farthest away from the developed world has moved up 2 points on the first principal information component (from -10 to -8 on the x-axis, as shown by the red line). Most Sub-Saharan African countries have also reduced their gap with the developed world on the second principal information component (moving to the middle of the y-axis). Importantly, we see that a handful of Sub-Saharan African have moved into the cluster of developed countries based on educational variables (as shown by the light blue box).***\n", "As predicted, therefore, LDCs have made tremendous growth in advancing their gains in educational indicators compared to developed countries. Countries like Malawi that have led the way in improving maternal and child healthcare have also balanced these gains with hitting their primary education enrolment and completion rates." ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.15" } }, "nbformat": 4, "nbformat_minor": 1 }