{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Graphically exploring data\n", "\n", "- Learning Objectives\n", "\n", " - Learn how to plot with matplotlib\n", " - Set universal plot settings.\n", " - Produce scatter plots, line plots, and histograms using seaborn and matplotlib.\n", " - Understand how to graphically explore relationships between variables.\n", " - Apply grids for faceting in seaborn.\n", " - Use seaborn grids with matplotlib functions\n", "\n", "- Lesson outline\n", "\n", " - Data visualization with matplotlib and seaborn (10 min)\n", " - Intro to plotting with matplotlib\n", " - Visualizing one quantitative variable with multiple categorical variables (50 min)\n", " - Visualizing the relationship of two quantitative variable with multiple categorical variables (40min)\n", "\n", "## Short review from yesterday\n", "\n", "Do you remember how to:\n", "\n", "1 Read in the data from the csv file from yesterday?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "world_data = pd.read_csv('https://raw.githubusercontent.com/UofTCoders/2018-09-10-utoronto/gh-pages/data/world-data-gapminder.csv')\n", "\n", "# If saved locally yesterday:\n", "# surveys = pd.read_csv(\"world_data.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2 How to select only the columns 'country' and 'year' from the data frame?" ] }, { "cell_type": "code", "execution_count": 12, "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", "
countryyear
0Afghanistan1800
1Afghanistan1801
2Afghanistan1802
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4Afghanistan1804
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" ], "text/plain": [ " country year\n", "0 Afghanistan 1800\n", "1 Afghanistan 1801\n", "2 Afghanistan 1802\n", "3 Afghanistan 1803\n", "4 Afghanistan 1804" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data[['country', 'year']].head() #head just to limit output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3 How to select a few rows together with the columns above?" ] }, { "cell_type": "code", "execution_count": 13, "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", "
countryyear
1Afghanistan1801
13Afghanistan1813
24Afghanistan1824
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" ], "text/plain": [ " country year\n", "1 Afghanistan 1801\n", "13 Afghanistan 1813\n", "24 Afghanistan 1824" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data.loc[[1, 13, 24], ['country', 'year']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4 How to select only data from year 1995?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearpopulationregionsub_regionincome_grouplife_expectancyincomechildren_per_womanchild_mortalitypop_densityco2_per_capitayears_in_school_menyears_in_school_women
195Afghanistan199517100000AsiaSouthern AsiaLow51.18817.61150.026.200.07272.560.49
414Albania19953110000EuropeSouthern EuropeUpper middle74.141302.5932.9113.000.67209.319.07
633Algeria199528900000AfricaNorthern AfricaUpper middle72.393003.4543.312.103.30005.674.84
852Angola199514300000AfricaSub-Saharan AfricaLower middle52.029706.92223.011.400.76904.893.05
1071Antigua and Barbuda199573600AmericasLatin America and the CaribbeanHigh74.4165002.2119.5167.003.740010.5011.40
1290Argentina199535000000AmericasLatin America and the CaribbeanHigh73.1139002.7624.312.803.66009.5310.00
1509Armenia19953220000AsiaWestern AsiaUpper middle69.321701.8038.7113.001.060010.1010.20
1728Australia199518100000OceaniaAustralia and New ZealandHigh78.3304001.827.02.3515.600011.8011.80
1947Austria19957990000EuropeWestern EuropeHigh76.7337001.426.897.007.480010.9010.50
2166Azerbaijan19957780000AsiaWestern AsiaUpper middle64.933202.5894.194.104.290010.7010.30
2385Bahamas1995280000AmericasLatin America and the CaribbeanHigh70.6221002.5118.728.006.010010.0010.40
2604Bahrain1995564000AsiaWestern AsiaHigh70.3435003.1018.1742.0026.30007.417.54
2823Bangladesh1995119000000AsiaSouthern AsiaLower middle61.714403.73114.0912.000.19204.342.75
3042Barbados1995265000AmericasLatin America and the CaribbeanHigh73.7124001.7314.7616.003.13007.537.82
3261Belarus199510100000EuropeEastern EuropeUpper middle68.354501.4715.750.005.990011.1011.60
3480Belgium199510200000EuropeWestern EuropeHigh76.9327001.617.6336.0011.000011.4011.60
3699Belize1995207000AmericasLatin America and the CaribbeanUpper middle70.762104.1129.59.071.82007.176.63
3918Benin19955910000AfricaSub-Saharan AfricaLow56.515206.36158.052.400.22503.621.48
4137Bhutan1995515000AsiaSouthern AsiaLower middle62.929004.60101.013.500.48404.411.78
4356Bolivia19957570000AmericasLatin America and the CaribbeanLower middle64.341104.58101.06.981.30008.116.64
4575Bosnia and Herzegovina19953840000EuropeSouthern EuropeUpper middle68.918301.7114.275.400.89208.467.82
4794Botswana19951570000AfricaSub-Saharan AfricaUpper middle56.489003.9571.62.771.94005.115.59
5013Brazil1995162000000AmericasLatin America and the CaribbeanUpper middle69.7111002.5049.119.401.59005.996.46
5232Bulgaria19958380000EuropeEastern EuropeUpper middle71.084501.3419.277.206.920010.7011.20
5451Burkina Faso199510100000AfricaSub-Saharan AfricaLow50.78696.84195.036.900.06211.860.91
5670Burundi19955960000AfricaSub-Saharan AfricaLow47.08707.29169.0232.000.04003.452.31
5889Cambodia199510700000AsiaSouth-eastern AsiaLower middle58.211004.69120.060.400.14604.973.36
6108Cameroon199513500000AfricaSub-Saharan AfricaLower middle56.522605.98166.028.500.31406.454.36
6327Canada199529300000AmericasNorthern AmericaHigh78.0322001.646.93.2315.900013.6013.60
6546Central African Republic19953350000AfricaSub-Saharan AfricaLow46.28585.62175.05.380.07004.922.43
.............................................
32607Sri Lanka199518200000AsiaSouthern AsiaLower middle72.245102.2920.3291.000.32408.578.44
32826Sudan199524100000AfricaNorthern AfricaLower middle60.419605.83120.013.700.17805.703.37
33045Suriname1995444000AmericasLatin America and the CaribbeanUpper middle70.396203.0139.72.844.65007.256.89
33264Swaziland1995961000AfricaSub-Saharan AfricaLower middle59.456104.8083.755.900.47306.946.80
33483Sweden19958840000EuropeNorthern EuropeHigh78.8311001.734.821.506.240012.2012.40
33702Switzerland19957020000EuropeWestern EuropeHigh78.5459001.526.4178.005.590012.2011.40
33921Syria199514300000AsiaWestern AsiaLow72.148904.5129.678.102.90007.185.05
34140Tajikistan19955760000AsiaCentral AsiaLow63.912704.59119.041.200.425010.509.52
34359Tanzania199530000000AfricaSub-Saharan AfricaLow52.913705.88164.033.800.11905.774.57
34578Thailand199559500000AsiaSouth-eastern AsiaUpper middle70.993801.8729.2116.002.71007.306.95
34797Timor-Leste1995871000AsiaSouth-eastern AsiaLower middle60.915606.38139.058.60NaN5.494.09
35016Togo19954270000AfricaSub-Saharan AfricaLow57.212005.76134.078.600.22305.032.32
35235Tonga199596100OceaniaPolynesiaUpper middle68.442604.4518.8133.000.99209.619.49
35454Trinidad and Tobago19951260000AmericasLatin America and the CaribbeanHigh69.3129001.9628.0245.0013.60009.8110.10
35673Tunisia19959110000AfricaNorthern AfricaLower middle73.061302.6144.758.701.73008.205.28
35892Turkey199558500000AsiaWestern AsiaUpper middle70.9123002.7654.876.002.94007.625.59
36111Turkmenistan19954210000AsiaCentral AsiaUpper middle63.146003.5187.58.958.080011.2010.90
36330Uganda199520600000AfricaSub-Saharan AfricaLow47.09317.02171.0103.000.04575.723.69
36549Ukraine199550900000EuropeEastern EuropeLower middle66.650601.4120.387.908.760011.2011.50
36768United Arab Emirates19952450000AsiaWestern AsiaHigh73.51020003.4213.129.3028.80009.009.20
36987United Kingdom199558000000EuropeNorthern EuropeHigh76.6286001.767.2240.009.280012.1012.00
37206United States1995266000000AmericasNorthern AmericaHigh75.9395001.989.529.0019.300013.4013.40
37425Uruguay19953220000AmericasLatin America and the CaribbeanHigh73.5115002.4020.818.401.42008.709.31
37644Uzbekistan199522900000AsiaCentral AsiaLower middle66.222403.5370.553.704.520010.5010.20
37863Vanuatu1995168000OceaniaMelanesiaLower middle62.326104.7330.413.800.39206.705.86
38082Venezuela199522200000AmericasLatin America and the CaribbeanUpper middle73.0153003.0826.225.206.01007.878.22
38301Vietnam199575200000AsiaSouth-eastern AsiaLower middle69.520402.7139.0243.000.38707.236.63
38520Yemen199515300000AsiaWestern AsiaLow60.535307.53112.029.000.68304.710.95
38739Zambia19959140000AfricaSub-Saharan AfricaLower middle46.520306.19177.012.300.23806.735.13
38958Zimbabwe199511300000AfricaSub-Saharan AfricaLow53.724804.4390.129.301.34008.416.92
\n", "

178 rows × 14 columns

\n", "
" ], "text/plain": [ " country year population region \\\n", "195 Afghanistan 1995 17100000 Asia \n", "414 Albania 1995 3110000 Europe \n", "633 Algeria 1995 28900000 Africa \n", "852 Angola 1995 14300000 Africa \n", "1071 Antigua and Barbuda 1995 73600 Americas \n", "1290 Argentina 1995 35000000 Americas \n", "1509 Armenia 1995 3220000 Asia \n", "1728 Australia 1995 18100000 Oceania \n", "1947 Austria 1995 7990000 Europe \n", "2166 Azerbaijan 1995 7780000 Asia \n", "2385 Bahamas 1995 280000 Americas \n", "2604 Bahrain 1995 564000 Asia \n", "2823 Bangladesh 1995 119000000 Asia \n", "3042 Barbados 1995 265000 Americas \n", "3261 Belarus 1995 10100000 Europe \n", "3480 Belgium 1995 10200000 Europe \n", "3699 Belize 1995 207000 Americas \n", "3918 Benin 1995 5910000 Africa \n", "4137 Bhutan 1995 515000 Asia \n", "4356 Bolivia 1995 7570000 Americas \n", "4575 Bosnia and Herzegovina 1995 3840000 Europe \n", "4794 Botswana 1995 1570000 Africa \n", "5013 Brazil 1995 162000000 Americas \n", "5232 Bulgaria 1995 8380000 Europe \n", "5451 Burkina Faso 1995 10100000 Africa \n", "5670 Burundi 1995 5960000 Africa \n", "5889 Cambodia 1995 10700000 Asia \n", "6108 Cameroon 1995 13500000 Africa \n", "6327 Canada 1995 29300000 Americas \n", "6546 Central African Republic 1995 3350000 Africa \n", "... ... ... ... ... \n", "32607 Sri Lanka 1995 18200000 Asia \n", "32826 Sudan 1995 24100000 Africa \n", "33045 Suriname 1995 444000 Americas \n", "33264 Swaziland 1995 961000 Africa \n", "33483 Sweden 1995 8840000 Europe \n", "33702 Switzerland 1995 7020000 Europe \n", "33921 Syria 1995 14300000 Asia \n", "34140 Tajikistan 1995 5760000 Asia \n", "34359 Tanzania 1995 30000000 Africa \n", "34578 Thailand 1995 59500000 Asia \n", "34797 Timor-Leste 1995 871000 Asia \n", "35016 Togo 1995 4270000 Africa \n", "35235 Tonga 1995 96100 Oceania \n", "35454 Trinidad and Tobago 1995 1260000 Americas \n", "35673 Tunisia 1995 9110000 Africa \n", "35892 Turkey 1995 58500000 Asia \n", "36111 Turkmenistan 1995 4210000 Asia \n", "36330 Uganda 1995 20600000 Africa \n", "36549 Ukraine 1995 50900000 Europe \n", "36768 United Arab Emirates 1995 2450000 Asia \n", "36987 United Kingdom 1995 58000000 Europe \n", "37206 United States 1995 266000000 Americas \n", "37425 Uruguay 1995 3220000 Americas \n", "37644 Uzbekistan 1995 22900000 Asia \n", "37863 Vanuatu 1995 168000 Oceania \n", "38082 Venezuela 1995 22200000 Americas \n", "38301 Vietnam 1995 75200000 Asia \n", "38520 Yemen 1995 15300000 Asia \n", "38739 Zambia 1995 9140000 Africa \n", "38958 Zimbabwe 1995 11300000 Africa \n", "\n", " sub_region income_group life_expectancy income \\\n", "195 Southern Asia Low 51.1 881 \n", "414 Southern Europe Upper middle 74.1 4130 \n", "633 Northern Africa Upper middle 72.3 9300 \n", "852 Sub-Saharan Africa Lower middle 52.0 2970 \n", "1071 Latin America and the Caribbean High 74.4 16500 \n", "1290 Latin America and the Caribbean High 73.1 13900 \n", "1509 Western Asia Upper middle 69.3 2170 \n", "1728 Australia and New Zealand High 78.3 30400 \n", "1947 Western Europe High 76.7 33700 \n", "2166 Western Asia Upper middle 64.9 3320 \n", "2385 Latin America and the Caribbean High 70.6 22100 \n", "2604 Western Asia High 70.3 43500 \n", "2823 Southern Asia Lower middle 61.7 1440 \n", "3042 Latin America and the Caribbean High 73.7 12400 \n", "3261 Eastern Europe Upper middle 68.3 5450 \n", "3480 Western Europe High 76.9 32700 \n", "3699 Latin America and the Caribbean Upper middle 70.7 6210 \n", "3918 Sub-Saharan Africa Low 56.5 1520 \n", "4137 Southern Asia Lower middle 62.9 2900 \n", "4356 Latin America and the Caribbean Lower middle 64.3 4110 \n", "4575 Southern Europe Upper middle 68.9 1830 \n", "4794 Sub-Saharan Africa Upper middle 56.4 8900 \n", "5013 Latin America and the Caribbean Upper middle 69.7 11100 \n", "5232 Eastern Europe Upper middle 71.0 8450 \n", "5451 Sub-Saharan Africa Low 50.7 869 \n", "5670 Sub-Saharan Africa Low 47.0 870 \n", "5889 South-eastern Asia Lower middle 58.2 1100 \n", "6108 Sub-Saharan Africa Lower middle 56.5 2260 \n", "6327 Northern America High 78.0 32200 \n", "6546 Sub-Saharan Africa Low 46.2 858 \n", "... ... ... ... ... \n", "32607 Southern Asia Lower middle 72.2 4510 \n", "32826 Northern Africa Lower middle 60.4 1960 \n", "33045 Latin America and the Caribbean Upper middle 70.3 9620 \n", "33264 Sub-Saharan Africa Lower middle 59.4 5610 \n", "33483 Northern Europe High 78.8 31100 \n", "33702 Western Europe High 78.5 45900 \n", "33921 Western Asia Low 72.1 4890 \n", "34140 Central Asia Low 63.9 1270 \n", "34359 Sub-Saharan Africa Low 52.9 1370 \n", "34578 South-eastern Asia Upper middle 70.9 9380 \n", "34797 South-eastern Asia Lower middle 60.9 1560 \n", "35016 Sub-Saharan Africa Low 57.2 1200 \n", "35235 Polynesia Upper middle 68.4 4260 \n", "35454 Latin America and the Caribbean High 69.3 12900 \n", "35673 Northern Africa Lower middle 73.0 6130 \n", "35892 Western Asia Upper middle 70.9 12300 \n", "36111 Central Asia Upper middle 63.1 4600 \n", "36330 Sub-Saharan Africa Low 47.0 931 \n", "36549 Eastern Europe Lower middle 66.6 5060 \n", "36768 Western Asia High 73.5 102000 \n", "36987 Northern Europe High 76.6 28600 \n", "37206 Northern America High 75.9 39500 \n", "37425 Latin America and the Caribbean High 73.5 11500 \n", "37644 Central Asia Lower middle 66.2 2240 \n", "37863 Melanesia Lower middle 62.3 2610 \n", "38082 Latin America and the Caribbean Upper middle 73.0 15300 \n", "38301 South-eastern Asia Lower middle 69.5 2040 \n", "38520 Western Asia Low 60.5 3530 \n", "38739 Sub-Saharan Africa Lower middle 46.5 2030 \n", "38958 Sub-Saharan Africa Low 53.7 2480 \n", "\n", " children_per_woman child_mortality pop_density co2_per_capita \\\n", "195 7.61 150.0 26.20 0.0727 \n", "414 2.59 32.9 113.00 0.6720 \n", "633 3.45 43.3 12.10 3.3000 \n", "852 6.92 223.0 11.40 0.7690 \n", "1071 2.21 19.5 167.00 3.7400 \n", "1290 2.76 24.3 12.80 3.6600 \n", "1509 1.80 38.7 113.00 1.0600 \n", "1728 1.82 7.0 2.35 15.6000 \n", "1947 1.42 6.8 97.00 7.4800 \n", "2166 2.58 94.1 94.10 4.2900 \n", "2385 2.51 18.7 28.00 6.0100 \n", "2604 3.10 18.1 742.00 26.3000 \n", "2823 3.73 114.0 912.00 0.1920 \n", "3042 1.73 14.7 616.00 3.1300 \n", "3261 1.47 15.7 50.00 5.9900 \n", "3480 1.61 7.6 336.00 11.0000 \n", "3699 4.11 29.5 9.07 1.8200 \n", "3918 6.36 158.0 52.40 0.2250 \n", "4137 4.60 101.0 13.50 0.4840 \n", "4356 4.58 101.0 6.98 1.3000 \n", "4575 1.71 14.2 75.40 0.8920 \n", "4794 3.95 71.6 2.77 1.9400 \n", "5013 2.50 49.1 19.40 1.5900 \n", "5232 1.34 19.2 77.20 6.9200 \n", "5451 6.84 195.0 36.90 0.0621 \n", "5670 7.29 169.0 232.00 0.0400 \n", "5889 4.69 120.0 60.40 0.1460 \n", "6108 5.98 166.0 28.50 0.3140 \n", "6327 1.64 6.9 3.23 15.9000 \n", "6546 5.62 175.0 5.38 0.0700 \n", "... ... ... ... ... \n", "32607 2.29 20.3 291.00 0.3240 \n", "32826 5.83 120.0 13.70 0.1780 \n", "33045 3.01 39.7 2.84 4.6500 \n", "33264 4.80 83.7 55.90 0.4730 \n", "33483 1.73 4.8 21.50 6.2400 \n", "33702 1.52 6.4 178.00 5.5900 \n", "33921 4.51 29.6 78.10 2.9000 \n", "34140 4.59 119.0 41.20 0.4250 \n", "34359 5.88 164.0 33.80 0.1190 \n", "34578 1.87 29.2 116.00 2.7100 \n", "34797 6.38 139.0 58.60 NaN \n", "35016 5.76 134.0 78.60 0.2230 \n", "35235 4.45 18.8 133.00 0.9920 \n", "35454 1.96 28.0 245.00 13.6000 \n", "35673 2.61 44.7 58.70 1.7300 \n", "35892 2.76 54.8 76.00 2.9400 \n", "36111 3.51 87.5 8.95 8.0800 \n", "36330 7.02 171.0 103.00 0.0457 \n", "36549 1.41 20.3 87.90 8.7600 \n", "36768 3.42 13.1 29.30 28.8000 \n", "36987 1.76 7.2 240.00 9.2800 \n", "37206 1.98 9.5 29.00 19.3000 \n", "37425 2.40 20.8 18.40 1.4200 \n", "37644 3.53 70.5 53.70 4.5200 \n", "37863 4.73 30.4 13.80 0.3920 \n", "38082 3.08 26.2 25.20 6.0100 \n", "38301 2.71 39.0 243.00 0.3870 \n", "38520 7.53 112.0 29.00 0.6830 \n", "38739 6.19 177.0 12.30 0.2380 \n", "38958 4.43 90.1 29.30 1.3400 \n", "\n", " years_in_school_men years_in_school_women \n", "195 2.56 0.49 \n", "414 9.31 9.07 \n", "633 5.67 4.84 \n", "852 4.89 3.05 \n", "1071 10.50 11.40 \n", "1290 9.53 10.00 \n", "1509 10.10 10.20 \n", "1728 11.80 11.80 \n", "1947 10.90 10.50 \n", "2166 10.70 10.30 \n", "2385 10.00 10.40 \n", "2604 7.41 7.54 \n", "2823 4.34 2.75 \n", "3042 7.53 7.82 \n", "3261 11.10 11.60 \n", "3480 11.40 11.60 \n", "3699 7.17 6.63 \n", "3918 3.62 1.48 \n", "4137 4.41 1.78 \n", "4356 8.11 6.64 \n", "4575 8.46 7.82 \n", "4794 5.11 5.59 \n", "5013 5.99 6.46 \n", "5232 10.70 11.20 \n", "5451 1.86 0.91 \n", "5670 3.45 2.31 \n", "5889 4.97 3.36 \n", "6108 6.45 4.36 \n", "6327 13.60 13.60 \n", "6546 4.92 2.43 \n", "... ... ... \n", "32607 8.57 8.44 \n", "32826 5.70 3.37 \n", "33045 7.25 6.89 \n", "33264 6.94 6.80 \n", "33483 12.20 12.40 \n", "33702 12.20 11.40 \n", "33921 7.18 5.05 \n", "34140 10.50 9.52 \n", "34359 5.77 4.57 \n", "34578 7.30 6.95 \n", "34797 5.49 4.09 \n", "35016 5.03 2.32 \n", "35235 9.61 9.49 \n", "35454 9.81 10.10 \n", "35673 8.20 5.28 \n", "35892 7.62 5.59 \n", "36111 11.20 10.90 \n", "36330 5.72 3.69 \n", "36549 11.20 11.50 \n", "36768 9.00 9.20 \n", "36987 12.10 12.00 \n", "37206 13.40 13.40 \n", "37425 8.70 9.31 \n", "37644 10.50 10.20 \n", "37863 6.70 5.86 \n", "38082 7.87 8.22 \n", "38301 7.23 6.63 \n", "38520 4.71 0.95 \n", "38739 6.73 5.13 \n", "38958 8.41 6.92 \n", "\n", "[178 rows x 14 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data.loc[world_data['year'] == 1995]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5 Select only the rows where the region is Asia or Africa." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearpopulationregionsub_regionincome_grouplife_expectancyincomechildren_per_womanchild_mortalitypop_densityco2_per_capitayears_in_school_menyears_in_school_women
0Afghanistan18003280000AsiaSouthern AsiaLow28.26037.00469.0NaNNaNNaNNaN
1Afghanistan18013280000AsiaSouthern AsiaLow28.26037.00469.0NaNNaNNaNNaN
2Afghanistan18023280000AsiaSouthern AsiaLow28.26037.00469.0NaNNaNNaNNaN
3Afghanistan18033280000AsiaSouthern AsiaLow28.26037.00469.0NaNNaNNaNNaN
4Afghanistan18043280000AsiaSouthern AsiaLow28.26037.00469.0NaNNaNNaNNaN
5Afghanistan18053280000AsiaSouthern AsiaLow28.26037.00469.0NaNNaNNaNNaN
6Afghanistan18063280000AsiaSouthern AsiaLow28.16037.00470.0NaNNaNNaNNaN
7Afghanistan18073280000AsiaSouthern AsiaLow28.16037.00470.0NaNNaNNaNNaN
8Afghanistan18083280000AsiaSouthern AsiaLow28.16037.00470.0NaNNaNNaNNaN
9Afghanistan18093280000AsiaSouthern AsiaLow28.16037.00470.0NaNNaNNaNNaN
10Afghanistan18103280000AsiaSouthern AsiaLow28.16047.00470.0NaNNaNNaNNaN
11Afghanistan18113280000AsiaSouthern AsiaLow28.16047.00470.0NaNNaNNaNNaN
12Afghanistan18123280000AsiaSouthern AsiaLow28.16047.00470.0NaNNaNNaNNaN
13Afghanistan18133280000AsiaSouthern AsiaLow28.16047.00470.0NaNNaNNaNNaN
14Afghanistan18143290000AsiaSouthern AsiaLow28.16047.00470.0NaNNaNNaNNaN
15Afghanistan18153290000AsiaSouthern AsiaLow28.16047.00470.0NaNNaNNaNNaN
16Afghanistan18163300000AsiaSouthern AsiaLow28.16047.00471.0NaNNaNNaNNaN
17Afghanistan18173300000AsiaSouthern AsiaLow28.06047.00471.0NaNNaNNaNNaN
18Afghanistan18183310000AsiaSouthern AsiaLow28.06047.00471.0NaNNaNNaNNaN
19Afghanistan18193320000AsiaSouthern AsiaLow28.06047.00471.0NaNNaNNaNNaN
20Afghanistan18203320000AsiaSouthern AsiaLow28.06047.00471.0NaNNaNNaNNaN
21Afghanistan18213330000AsiaSouthern AsiaLow28.06077.00471.0NaNNaNNaNNaN
22Afghanistan18223340000AsiaSouthern AsiaLow28.06097.00471.0NaNNaNNaNNaN
23Afghanistan18233350000AsiaSouthern AsiaLow28.06117.00471.0NaNNaNNaNNaN
24Afghanistan18243360000AsiaSouthern AsiaLow28.06137.00471.0NaNNaNNaNNaN
25Afghanistan18253380000AsiaSouthern AsiaLow27.96157.00471.0NaNNaNNaNNaN
26Afghanistan18263390000AsiaSouthern AsiaLow27.96177.00473.0NaNNaNNaNNaN
27Afghanistan18273400000AsiaSouthern AsiaLow27.96197.00473.0NaNNaNNaNNaN
28Afghanistan18283420000AsiaSouthern AsiaLow27.96217.00473.0NaNNaNNaNNaN
29Afghanistan18293430000AsiaSouthern AsiaLow27.96237.00473.0NaNNaNNaNNaN
.............................................
38952Zimbabwe19899900000AfricaSub-Saharan AfricaLow62.724905.3773.925.61.6307.616.01
38953Zimbabwe199010200000AfricaSub-Saharan AfricaLow61.725905.1875.226.31.5407.746.16
38954Zimbabwe199110400000AfricaSub-Saharan AfricaLow61.026705.0077.427.01.5307.886.31
38955Zimbabwe199210700000AfricaSub-Saharan AfricaLow59.423704.8480.227.61.5908.016.46
38956Zimbabwe199310900000AfricaSub-Saharan AfricaLow57.623504.6983.428.21.5008.146.61
38957Zimbabwe199411100000AfricaSub-Saharan AfricaLow55.825204.5686.828.71.6008.286.76
38958Zimbabwe199511300000AfricaSub-Saharan AfricaLow53.724804.4390.129.31.3408.416.92
38959Zimbabwe199611500000AfricaSub-Saharan AfricaLow52.226904.3392.829.81.3008.547.07
38960Zimbabwe199711700000AfricaSub-Saharan AfricaLow50.827104.2494.730.31.2308.677.23
38961Zimbabwe199811900000AfricaSub-Saharan AfricaLow49.127504.1695.930.71.2008.807.39
38962Zimbabwe199912100000AfricaSub-Saharan AfricaLow47.826904.1096.431.21.3108.937.55
38963Zimbabwe200012200000AfricaSub-Saharan AfricaLow46.725704.0696.831.61.1409.077.71
38964Zimbabwe200112400000AfricaSub-Saharan AfricaLow46.225804.0297.132.01.0209.207.87
38965Zimbabwe200212500000AfricaSub-Saharan AfricaLow45.623204.0097.732.30.9579.338.03
38966Zimbabwe200312600000AfricaSub-Saharan AfricaLow45.319103.9998.232.70.8439.478.20
38967Zimbabwe200412800000AfricaSub-Saharan AfricaLow45.117803.9899.033.00.7429.608.36
38968Zimbabwe200512900000AfricaSub-Saharan AfricaLow45.316503.9999.733.40.8329.738.53
38969Zimbabwe200613100000AfricaSub-Saharan AfricaLow45.715803.99100.033.90.7969.878.69
38970Zimbabwe200713300000AfricaSub-Saharan AfricaLow46.414904.00100.034.50.74210.008.86
38971Zimbabwe200813600000AfricaSub-Saharan AfricaLow46.712104.0198.035.00.57310.109.03
38972Zimbabwe200913800000AfricaSub-Saharan AfricaLow47.512904.0294.935.70.40610.309.19
38973Zimbabwe201014100000AfricaSub-Saharan AfricaLow49.614604.0389.936.40.55210.409.36
38974Zimbabwe201114400000AfricaSub-Saharan AfricaLow51.916604.0283.837.20.66510.509.53
38975Zimbabwe201214700000AfricaSub-Saharan AfricaLow54.118504.0076.038.00.53010.709.70
38976Zimbabwe201315100000AfricaSub-Saharan AfricaLow55.619003.9670.038.90.77610.809.86
38977Zimbabwe201415400000AfricaSub-Saharan AfricaLow57.019103.9064.339.80.78010.9010.00
38978Zimbabwe201515800000AfricaSub-Saharan AfricaLow58.318903.8459.940.8NaN11.1010.20
38979Zimbabwe201616200000AfricaSub-Saharan AfricaLow59.318603.7656.441.7NaNNaNNaN
38980Zimbabwe201716500000AfricaSub-Saharan AfricaLow59.819103.6856.842.7NaNNaNNaN
38981Zimbabwe201816900000AfricaSub-Saharan AfricaLow60.219503.6155.543.7NaNNaNNaN
\n", "

21681 rows × 14 columns

\n", "
" ], "text/plain": [ " country year population region sub_region income_group \\\n", "0 Afghanistan 1800 3280000 Asia Southern Asia Low \n", "1 Afghanistan 1801 3280000 Asia Southern Asia Low \n", "2 Afghanistan 1802 3280000 Asia Southern Asia Low \n", "3 Afghanistan 1803 3280000 Asia Southern Asia Low \n", "4 Afghanistan 1804 3280000 Asia Southern Asia Low \n", "5 Afghanistan 1805 3280000 Asia Southern Asia Low \n", "6 Afghanistan 1806 3280000 Asia Southern Asia Low \n", "7 Afghanistan 1807 3280000 Asia Southern Asia Low \n", "8 Afghanistan 1808 3280000 Asia Southern Asia Low \n", "9 Afghanistan 1809 3280000 Asia Southern Asia Low \n", "10 Afghanistan 1810 3280000 Asia Southern Asia Low \n", "11 Afghanistan 1811 3280000 Asia Southern Asia Low \n", "12 Afghanistan 1812 3280000 Asia Southern Asia Low \n", "13 Afghanistan 1813 3280000 Asia Southern Asia Low \n", "14 Afghanistan 1814 3290000 Asia Southern Asia Low \n", "15 Afghanistan 1815 3290000 Asia Southern Asia Low \n", "16 Afghanistan 1816 3300000 Asia Southern Asia Low \n", "17 Afghanistan 1817 3300000 Asia Southern Asia Low \n", "18 Afghanistan 1818 3310000 Asia Southern Asia Low \n", "19 Afghanistan 1819 3320000 Asia Southern Asia Low \n", "20 Afghanistan 1820 3320000 Asia Southern Asia Low \n", "21 Afghanistan 1821 3330000 Asia Southern Asia Low \n", "22 Afghanistan 1822 3340000 Asia Southern Asia Low \n", "23 Afghanistan 1823 3350000 Asia Southern Asia Low \n", "24 Afghanistan 1824 3360000 Asia Southern Asia Low \n", "25 Afghanistan 1825 3380000 Asia Southern Asia Low \n", "26 Afghanistan 1826 3390000 Asia Southern Asia Low \n", "27 Afghanistan 1827 3400000 Asia Southern Asia Low \n", "28 Afghanistan 1828 3420000 Asia Southern Asia Low \n", "29 Afghanistan 1829 3430000 Asia Southern Asia Low \n", "... ... ... ... ... ... ... \n", "38952 Zimbabwe 1989 9900000 Africa Sub-Saharan Africa Low \n", "38953 Zimbabwe 1990 10200000 Africa Sub-Saharan Africa Low \n", "38954 Zimbabwe 1991 10400000 Africa Sub-Saharan Africa Low \n", "38955 Zimbabwe 1992 10700000 Africa Sub-Saharan Africa Low \n", "38956 Zimbabwe 1993 10900000 Africa Sub-Saharan Africa Low \n", "38957 Zimbabwe 1994 11100000 Africa Sub-Saharan Africa Low \n", "38958 Zimbabwe 1995 11300000 Africa Sub-Saharan Africa Low \n", "38959 Zimbabwe 1996 11500000 Africa Sub-Saharan Africa Low \n", "38960 Zimbabwe 1997 11700000 Africa Sub-Saharan Africa Low \n", "38961 Zimbabwe 1998 11900000 Africa Sub-Saharan Africa Low \n", "38962 Zimbabwe 1999 12100000 Africa Sub-Saharan Africa Low \n", "38963 Zimbabwe 2000 12200000 Africa Sub-Saharan Africa Low \n", "38964 Zimbabwe 2001 12400000 Africa Sub-Saharan Africa Low \n", "38965 Zimbabwe 2002 12500000 Africa Sub-Saharan Africa Low \n", "38966 Zimbabwe 2003 12600000 Africa Sub-Saharan Africa Low \n", "38967 Zimbabwe 2004 12800000 Africa Sub-Saharan Africa Low \n", "38968 Zimbabwe 2005 12900000 Africa Sub-Saharan Africa Low \n", "38969 Zimbabwe 2006 13100000 Africa Sub-Saharan Africa Low \n", "38970 Zimbabwe 2007 13300000 Africa Sub-Saharan Africa Low \n", "38971 Zimbabwe 2008 13600000 Africa Sub-Saharan Africa Low \n", "38972 Zimbabwe 2009 13800000 Africa Sub-Saharan Africa Low \n", "38973 Zimbabwe 2010 14100000 Africa Sub-Saharan Africa Low \n", "38974 Zimbabwe 2011 14400000 Africa Sub-Saharan Africa Low \n", "38975 Zimbabwe 2012 14700000 Africa Sub-Saharan Africa Low \n", "38976 Zimbabwe 2013 15100000 Africa Sub-Saharan Africa Low \n", "38977 Zimbabwe 2014 15400000 Africa Sub-Saharan Africa Low \n", "38978 Zimbabwe 2015 15800000 Africa Sub-Saharan Africa Low \n", "38979 Zimbabwe 2016 16200000 Africa Sub-Saharan Africa Low \n", "38980 Zimbabwe 2017 16500000 Africa Sub-Saharan Africa Low \n", "38981 Zimbabwe 2018 16900000 Africa Sub-Saharan Africa Low \n", "\n", " life_expectancy income children_per_woman child_mortality \\\n", "0 28.2 603 7.00 469.0 \n", "1 28.2 603 7.00 469.0 \n", "2 28.2 603 7.00 469.0 \n", "3 28.2 603 7.00 469.0 \n", "4 28.2 603 7.00 469.0 \n", "5 28.2 603 7.00 469.0 \n", "6 28.1 603 7.00 470.0 \n", "7 28.1 603 7.00 470.0 \n", "8 28.1 603 7.00 470.0 \n", "9 28.1 603 7.00 470.0 \n", "10 28.1 604 7.00 470.0 \n", "11 28.1 604 7.00 470.0 \n", "12 28.1 604 7.00 470.0 \n", "13 28.1 604 7.00 470.0 \n", "14 28.1 604 7.00 470.0 \n", "15 28.1 604 7.00 470.0 \n", "16 28.1 604 7.00 471.0 \n", "17 28.0 604 7.00 471.0 \n", "18 28.0 604 7.00 471.0 \n", "19 28.0 604 7.00 471.0 \n", "20 28.0 604 7.00 471.0 \n", "21 28.0 607 7.00 471.0 \n", "22 28.0 609 7.00 471.0 \n", "23 28.0 611 7.00 471.0 \n", "24 28.0 613 7.00 471.0 \n", "25 27.9 615 7.00 471.0 \n", "26 27.9 617 7.00 473.0 \n", "27 27.9 619 7.00 473.0 \n", "28 27.9 621 7.00 473.0 \n", "29 27.9 623 7.00 473.0 \n", "... ... ... ... ... \n", "38952 62.7 2490 5.37 73.9 \n", "38953 61.7 2590 5.18 75.2 \n", "38954 61.0 2670 5.00 77.4 \n", "38955 59.4 2370 4.84 80.2 \n", "38956 57.6 2350 4.69 83.4 \n", "38957 55.8 2520 4.56 86.8 \n", "38958 53.7 2480 4.43 90.1 \n", "38959 52.2 2690 4.33 92.8 \n", "38960 50.8 2710 4.24 94.7 \n", "38961 49.1 2750 4.16 95.9 \n", "38962 47.8 2690 4.10 96.4 \n", "38963 46.7 2570 4.06 96.8 \n", "38964 46.2 2580 4.02 97.1 \n", "38965 45.6 2320 4.00 97.7 \n", "38966 45.3 1910 3.99 98.2 \n", "38967 45.1 1780 3.98 99.0 \n", "38968 45.3 1650 3.99 99.7 \n", "38969 45.7 1580 3.99 100.0 \n", "38970 46.4 1490 4.00 100.0 \n", "38971 46.7 1210 4.01 98.0 \n", "38972 47.5 1290 4.02 94.9 \n", "38973 49.6 1460 4.03 89.9 \n", "38974 51.9 1660 4.02 83.8 \n", "38975 54.1 1850 4.00 76.0 \n", "38976 55.6 1900 3.96 70.0 \n", "38977 57.0 1910 3.90 64.3 \n", "38978 58.3 1890 3.84 59.9 \n", "38979 59.3 1860 3.76 56.4 \n", "38980 59.8 1910 3.68 56.8 \n", "38981 60.2 1950 3.61 55.5 \n", "\n", " pop_density co2_per_capita years_in_school_men years_in_school_women \n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN \n", "3 NaN NaN NaN NaN \n", "4 NaN NaN NaN NaN \n", "5 NaN NaN NaN NaN \n", "6 NaN NaN NaN NaN \n", "7 NaN NaN NaN NaN \n", "8 NaN NaN NaN NaN \n", "9 NaN NaN NaN NaN \n", "10 NaN NaN NaN NaN \n", "11 NaN NaN NaN NaN \n", "12 NaN NaN NaN NaN \n", "13 NaN NaN NaN NaN \n", "14 NaN NaN NaN NaN \n", "15 NaN NaN NaN NaN \n", "16 NaN NaN NaN NaN \n", "17 NaN NaN NaN NaN \n", "18 NaN NaN NaN NaN \n", "19 NaN NaN NaN NaN \n", "20 NaN NaN NaN NaN \n", "21 NaN NaN NaN NaN \n", "22 NaN NaN NaN NaN \n", "23 NaN NaN NaN NaN \n", "24 NaN NaN NaN NaN \n", "25 NaN NaN NaN NaN \n", "26 NaN NaN NaN NaN \n", "27 NaN NaN NaN NaN \n", "28 NaN NaN NaN NaN \n", "29 NaN NaN NaN NaN \n", "... ... ... ... ... \n", "38952 25.6 1.630 7.61 6.01 \n", "38953 26.3 1.540 7.74 6.16 \n", "38954 27.0 1.530 7.88 6.31 \n", "38955 27.6 1.590 8.01 6.46 \n", "38956 28.2 1.500 8.14 6.61 \n", "38957 28.7 1.600 8.28 6.76 \n", "38958 29.3 1.340 8.41 6.92 \n", "38959 29.8 1.300 8.54 7.07 \n", "38960 30.3 1.230 8.67 7.23 \n", "38961 30.7 1.200 8.80 7.39 \n", "38962 31.2 1.310 8.93 7.55 \n", "38963 31.6 1.140 9.07 7.71 \n", "38964 32.0 1.020 9.20 7.87 \n", "38965 32.3 0.957 9.33 8.03 \n", "38966 32.7 0.843 9.47 8.20 \n", "38967 33.0 0.742 9.60 8.36 \n", "38968 33.4 0.832 9.73 8.53 \n", "38969 33.9 0.796 9.87 8.69 \n", "38970 34.5 0.742 10.00 8.86 \n", "38971 35.0 0.573 10.10 9.03 \n", "38972 35.7 0.406 10.30 9.19 \n", "38973 36.4 0.552 10.40 9.36 \n", "38974 37.2 0.665 10.50 9.53 \n", "38975 38.0 0.530 10.70 9.70 \n", "38976 38.9 0.776 10.80 9.86 \n", "38977 39.8 0.780 10.90 10.00 \n", "38978 40.8 NaN 11.10 10.20 \n", "38979 41.7 NaN NaN NaN \n", "38980 42.7 NaN NaN NaN \n", "38981 43.7 NaN NaN NaN \n", "\n", "[21681 rows x 14 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data.loc[world_data['region'].isin(['Asia', 'Africa'])]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "6 Calculate the total population in each region" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "region\n", "Africa 59192998600\n", "Americas 63837885500\n", "Asia 330133218800\n", "Europe 98766930400\n", "Oceania 2422277600\n", "Name: population, dtype: int64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data.groupby('region')['population'].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(7) Get the number of countries in each region for the year 2018." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "region\n", "Africa 52\n", "Americas 31\n", "Asia 47\n", "Europe 39\n", "Oceania 9\n", "dtype: int64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data.loc[world_data['year'] == 2018].groupby('region').size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction to plotting\n", "\n", "Although it's essential to quantitatively assess any conclusion drawn from the data, the human visual system is still one of the most advanced apparatus to detect patterns in data and it allows for quick exploration of complex relationships. Visualizations are also a highly efficient way of communicating insights drawn from the data. Therefore, it is important to know how to graphically represent the underlying data in a way that is suitable for humans to understand.\n", "\n", "There are many plotting packages in Python, making it possible to create diverse visualizations such as interactive web graphics, 3D animations, statistical visualizations, and map-based plots. When starting out, it can be helpful to find an example of how a plot looks that you want to create and then copy and modify that code. Examples of plots can be found in many excellent online Python plotting galleries, such as [this](https://matplotlib.org/gallery.html), [this](https://seaborn.pydata.org/examples/), and [this](https://python-graph-gallery.com/all-charts/). \n", "\n", "Our focus will be on two of the most useful packages for researchers: `matplotlib`, which is a robust, detail-oriented, low level plotting interface, and `seaborn`, which provides high level functions on top of `matplotlib` and allows the plotting calls to be expressed more in terms what is being explored in the underlying data rather than what graphical elements to add to the plot. The high-level figures created by `seaborn` can be configured via the `matplotlib` parameters, so learning these packages in tandem is useful." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, plots are displayed in a separate window rather than within the notebook. To change this option and always display plots in the notebook, run the following line. Note that in newer versions of the notebook this might not be needed, but it's good the be explicit." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "# Note that this will only need to be done the first time you create a plot in a notebook\n", "# all subsequent plots will show up as expected." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To facilitate the understanding of plotting concepts, the initial examples here will not include data frames, but instead have simple lists holding just a few data points.\n", "To create a line plot, the `plot()` function from `matplotlib` can be used." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "x = [1, 2, 3, 4]\n", "y = [1, 2, 4, 3]\n", "plt.plot(x ,y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using `plot()` like this is not very explicit since a few things happens \"under the hood\" e.g. a figure is automatically created and it is assumed that the plot should go into the currently active region of this figure. This gives little control over exactly where to place the plots within a figure and how to make modifications the plot after creating it, e.g. adding a title or labeling the axis.\n", "\n", "To facilitate modifications to the plot, it is recommended to use the object oriented plotting interface in `matplotlib`, where an empty figure and at least one axes object is explicitly created before a plot is added to it. This figure and its axes object are assigned to variable names which are used for plotting. In `matplotlib`, an axes object refers to what you would often call a subplot colloquially and it is named \"axes\" because it consists of an x-axis and a y-axis by default." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calling `subplots()` returns two objects, the figure and its axes object. Plots can be added to the axes object of the figure using the name we assigned to the returned axes object (`ax` by convention)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To create a scatter plot, use `scatter()` instead of `plot()`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plots can also be combined together in the same axes. The line style and marker color can be changed to facilitate viewing the elements in th combined plot." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(x, y, color='red')\n", "ax.plot(x, y, linestyle='dashed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot elements can be resized." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nptJJ3TIRr3liPC2T4gPbn63M5JSxM5n41bqQXsJAyV2kCr5K38pDH5TeOvjyY1IYcnhLDyOSmtK/czIf3TSAS49ux2/LBO3YXcSf313G+c9+RXpmaC7nrOQuUolfsvO5bspCfmuk9WnbgDvP6OZtUFKjEuJiuHdoT9646mg6JJcuK/HNul8Z9Phs/vXZGgpCbAkDJXeR/SgoKuaayQvZkrsbgMb1Ynnq4r57jaaQ2iEtpRHvX388157QkZiSJQx2Fxbzzw9XMnT8l+zcHTqzW/UTKrIfD85YwfwffwUgyuDJC4+g+R79r1L7xPuiueW0Lrx37XGktk4KlPdqlRRSq4AquYvsw5z0LTz/xQ+B7VtO68IxHZt4GJGEku4tE3nr6mO464xutGtclzsHh1ZXnZK7yD4ceVhjbjipE2ZwcrdmjOof/rMWJbhioqP4U//2fHLTAJLq+Mrsy8or4O/vf0/28lUwejQkJkJUlP/f0aMhPb1aY6t04TAziwdmAXH4Z7ROdc7dU65OHPAy0BfYCpzvnFu3v/fVwmESLr5YvYVerZP2+uUV2Z//e+M73liQQbPcbdz/yTOcsnJO6U6fz/+YOhUGDTqg9w3mwmG7gBOdc4cDvYHTzeyocnX+CPzqnOsIjAMeOqBoRULYcZ2aKLHLAVn6UxZvlNwk/ZeERvzp7Du5ZsitZNZt4K9QUAB5eTB8eLW14CtN7s7vt4GcvpJH+eb+UOClkudTgZNMN46UMDR/3baIvCuP1KweLRN5Km8BTXZsD5S9360/5138EEW2R9otKIBx46olhir1uZtZtJktAjYDHzvn5par0grYAOCcKwSygMbBDFSkui348VcuePZrRjw/l8ycXV6HI2HMzDjjxUf4ZMIohi/5OFB+7ZzXiHZ7NB4KCmDixGqJoUrJ3TlX5JzrDbQG+plZz3JVKmql79WZb2YjzWy+mc3PzMys4CUi3tiSu4trJi+ksNjx9dpt3PHWYq9DknCXm0uD/Fwemf44E1+7mwsXfcCwZZ9WWK86HNBoGefcduBz4PRyuzKANgBmFgMkAdsqeP2zzrk051xacnLyQQUsEmxFxY7rp3zLz9n5ACTV8XHPWT08jkrCXkJC4Onx6xbxwIfjK2wF71kvmCpN7maWbGYNSp7XAU4GVpSr9h5wWcnz4cCnLlzWxZRab+zHK5lTcucdM3jsgt60aaTVHuUQjRjhHxGzPz4fXHJJtXx8VVruLYDPzGwx8A3+PvdpZnavmQ0pqfM80NjM1gA3AbdXS7QiQfbJ97/wr89KRytcf2InTujS1MOIJGLcfHPVkvuYMdXy8ZXeick5txg4ooLyv+zxPB/4fXBDE6le67fmMeb1RYHt/p2Tuf6kTh5GJBGlQwf/OPbhw/0XTgsKSvftOc69Q/VMjtMMVamV8guKGDVpATn5hQC0alCHx87vTXSURvBKEA0aBIsXw8iRZWeojhzpLz/ACUwHQvdQlVrpL+8u5ftN2QDERkfx1MV9aFQv1uOoJCJ16ADjx/sfNUgtd6l1svML+G5DVmD7L2d15/A2DTyMSCT41HKXWicx3sfb1xzDHW8tIdqMi49s63VIIkGn5C61Ut3YGB47vzeFxQ6tlCGRSMldai0zwxetxC6RSX3uUis8MzOdV+et9zoMkRqjlrtEvNmrM3nogxU4518c7L6zexLvC53boYlUB7XcJaL9tH0n10/5lt8Ww1i/LS9wY2ORSKbkLhFrV2ERoycv5Nc8/8zApvXjePKiI4iJ1o+9RD79lEvEun/acr7b4L9ZQkyU8a+L+9C0frzHUYnUDCV3iUhvf5vBxK9/DGzfcUY3fpfSyMOIRGqWkrtEnBU/Z3PHW0sC24N7teAPx6Z4F5CIB5TcJaLk5Bdw9aSF5Bf4b2XWPrkeDw1P1UQlqXWU3CWi3P7WEn7YsgOAurHR/HtEXxLiNOJXah8ld4kolxzVjiYJcQA8MKwXnZrV9zgiEW+oSSMR5aj2jXn/+uP4YOnPDO3dyutwRDyjlrtEnGaJ8Vx2TIrXYYh4SsldwlpBUTG/ZOd7HYZIyFFyl7D28AcrGPT4bL5cs8XrUERCipK7hK3pSzbx3Owf2LZjN5c8P5cFP27zOiSRkKHkLmEpPTOXW6cuDmyf2LUpR7Rp6GFEIqFFyV3CTt7uQq6etIDcXYUAtG1Ul0d/35sorfYoElBpcjezNmb2mZktN7NlZnZDBXUGmlmWmS0qefylesKV2s45xx1vLWHVL7kAxMVE8fSIPiTV9XkcmUhoqco490LgZufcQjOrDywws4+dc9+XqzfbOXdm8EMUKTXx6x95d9HGwPZ9Z/ekR8skDyMSCU2Vttydc5uccwtLnucAywHNDpEat3D9r9w3rbRNccHv2nBeWhsPIxIJXQfU525mKcARwNwKdh9tZt+Z2Qwz6xGE2EQCtubu4prJCyko8t9SqWerRP46RD9mIvtS5eUHzCwBeBO40TmXXW73QqCdcy7XzM4A3gE6VfAeI4GRAG3btj3ooKX2mbZ4E5uy/JOVkur4ePrivroPqsh+VKnlbmY+/Il9snPurfL7nXPZzrnckufTAZ+ZNamg3rPOuTTnXFpycvIhhi61yWXHpPDP4anU8UXz2Pm9adOortchiYS0Slvu5l8I+3lguXNu7D7qNAd+cc45M+uH/0tja1AjlVrv92ltOLFrUxqXrPooIvtWlW6ZY4FLgCVmtqik7E6gLYBz7hlgOHC1mRUCO4ELnPvtfvMiwaPELlI1lSZ359wXwH5nhzjnxgPjgxWUSH5BEU9+uprRAztSTzfbEDlgmqEqIemed5fxr8/SGfqvL1mzOcfrcETCjpK7hJzXvlnPa/M3ALBmcy5frdWCYCIHSsldQsrSn7L487vLAttn927JiCM1bFbkQCm5S8jIyivg6skL2F1YDECXZvX5x7Be+AdsiciBUHKXkFBc7Ljp9UVs2LYTgIS4GJ4e0Ye6sbqYKnIwlNwlJDw9M53/rdgc2H7k96m0T07wMCKR8KbkLp77YvUWHv1oZWB7ZP/2nN6zhYcRiYQ/JXfx1MbtO7n+1W8pLpny1u+wRtx6WhdvgxKJAEru4ql4XzQ9WiYCkFw/jvEXHUFMtH4sRQ6VrlaJpxrVi+XFK/rx+CerOK5TMk3rx3sdkkhEUHIXz0VHGTedqq4YkWDS379S4/ILirwOQSTiKblLjcrJL2DwE7N55MOVFBVr4VCR6qLkLjXGOcdtby4mPXMH4z9bw6hJC9DK0CLVQ8ldaszzX/zA9CU/B7bPTG2hpQVEqomSu9SIeT9s44EZKwLblx3djqG9W3kYkUhkU3KXarc5J59rX1kY6GPv3aYBdw3u7nFUIpFNyV2qVWFRMde98i2bc3YB/nHtT13ch9gY/eiJVCf9hkm1+ueHK5n7g/9mG2bwxAVH0LJBHY+jEol8Su5SbT5Yuol/z1ob2L75lM4c16mJhxGJ1B5K7lItdhUW8df3vg9sn9i1KaMHdvQwIpHaRcldqkVcTDSTrjySjk0TaN2wDuPO601UlIY9itQUrS0j1aZj0wTeveZYfsnOJ6muz+twRGoVtdzl0KSnw+jRkJgIUVH+f0eP9pcD9eJidEclEQ9UmtzNrI2ZfWZmy81smZndUEEdM7MnzGyNmS02sz7VE66ElBkzIDUVJkyAnByWNG3PsjpN/Nupqf79IuKJqrTcC4GbnXPdgKOAa8ys/AyUQUCnksdI4OmgRimhJz0dhg+HvDwoKGBbnUSuGnYXw0Y8whtd+vvLhw8PtOBFpGZVmtydc5uccwtLnucAy4Hy88aHAi87v6+BBmamm2BGskcfhYICADbVb8xV59zFxsSm7PLFcd9Jf2JrnUT//nHjPA5UpHY6oD53M0sBjgDmltvVCtiwx3YGe38BSCSZNInigkIm9R7EKX98mm/a9AjsGjftURrvzPYn94kTPQxSpPaq8mgZM0sA3gRudM5ll99dwUv2WsvVzEbi77ahbdu2BxCmhJq1vkRuv/BO5rXtVab8ts//w0np35QW5ObWcGQiAlVM7mbmw5/YJzvn3qqgSgbQZo/t1sDG8pWcc88CzwKkpaVpIe8wVFBUzHOz1/LYFU+yOyY2UN5+awYPfvAk/TKWlX1BgkbKiHih0uRu/gW3nweWO+fG7qPae8C1ZvYqcCSQ5ZzbFLwwJRSs35rH1ZMXsGxjNpQk9ujiIq6a+ybXfzmF+KKCsi/w+eCSSzyIVESq0nI/FrgEWGJmi0rK7gTaAjjnngGmA2cAa4A84Irghypea1jPx7YduwPbPTev5aH3x9Fj8w8Vv8DngzFjaig6EdlTpcndOfcFFfep71nHAdcEKygJTfXjffz9nJ5cPWkhY07pzJU7jJjXfvEn8YI9Wu0+n/8xdSp06OBdwCK1mGaoSoVy8gt4ff6GvcpP7NqM2bedwKgBHYg54wxYvBhGjiw7Q3XkSH/5oEEeRC4ioLVlpAL/W/4Ld7+zlE1Z+TRJiOXErs3K7G9aP750o0MHGD/e/xCRkKGWuwRsyd3FdVO+5Y8vzWdTVj4Ad7+9lJ27izyOTEQOlFrugnOOt7/9ifumfc+veaV9500SYrlzcDfifWoDiIQbJfdaLuPXPO56eykzV2WWKR/WpxV/HtydhvVi9/FKEQllSu61VHGx4+Wv1vHwhyvJ26PbpVWDOvxjWC8GdE72LjgROWRK7rXUPz9aydOfl67YaAaXHZ3C/53WhXpx+rEQCXfqTK2lLj26HQklSbxj0wSmjjqGvw7pocQuEiH0m1xLtUiqw12Du7EpK59rTuhAXEy01yGJSBApuUe4nbuLGPvxSuJiornltC5l9l3YTytzikQqJfcINmfNFm5/awnrt+URHWWc3rM5PVsleR2WiNQAJfcIlLWzgH+8v5zX9lg+oKjYMXVBhpK7SC2h5B5hPli6iT+/u4zMnF2BssT4GO4+szu/79vaw8hEpCYpuUeIzTn53PPuMmYs/blM+aCezfnb0B5l14MRkYin5B7mnHO8sSCD+6d9T3Z+YaA8uX4c9w3tyek9m3sYnYh4Rck9zBUVOyZ+9WOZxH5+WhvuPKMbSXV9HkYmIl7SJKYwFxMdxYPn9iI6ymjbqC6TrzySh4anKrGL1HJquYeZtZm5pDSuR1RU6c2xerRMYsJlaRx1WGPqxGoykoio5R42dhUWMfbjVZz22Cwmz/1xr/0ndGmqxC4iAWq5h4GF63/ltqmLWb05F4AHZ6zgpG7NaNmgjseRiUioUnIPYTt2FfLIRyt5cc46nCst79oikYKiYu8CE5GQp+QeomatyuSOt5bw0/adgbK6sdHcdnpXLjmqXZk+dxGR8pTcQ8z2vN3cN205by7MKFM+oHMyfz+nJ60b1vUoMhEJJ5UmdzN7ATgT2Oyc61nB/oHAu8APJUVvOefuDWaQtcWSjCyueHEeW3J3B8oa1PVxz1ndObt3K8zUWheRqqlKy/1FYDzw8n7qzHbOnRmUiGqxw5LrERtdOoDprMNbcs9Z3WmSEOdhVCISjiodCumcmwVsq4FYar2EuBj+PqwXzRPjmXBpGk9eeIQSu4gclGCNcz/azL4zsxlm1iNI7xnR1m3ZwVOfr9mr/IQuTfn8/wZycvdmHkQlIpEiGBdUFwLtnHO5ZnYG8A7QqaKKZjYSGAnQtm3tvAtQYVExz3/xA2M/XsWuwmK6NKvPSd3KJvJ4nyYjicihOeSWu3Mu2zmXW/J8OuAzsyb7qPuscy7NOZeWnJx8qB8ddr7fmM05T83hgRkr2FXoH6d+z3vLNGZdRILukFvuZtYc+MU558ysH/4vjK2HHFkEyS8o4slPV/PvmWspLC6djdS9RSIPD0/FF61VIEQkuKoyFHIKMBBoYmYZwD2AD8A59wwwHLjazAqBncAFzu05n7J2+2bdNm57czFrM3cEymJjorjx5E786fj2SuwiUi0qTe7OuQsr2T8e/1BJ2UNOfgEPf7CSiV+XXeSrX0ojHji3Fx2SEzyKTERqA81QrSb/mL6cKfNKb1CdEBfD7YO6clG/tlo6QESqnfoEqskNJ3Wmfpz/u/Okrk35+Kb+jNCaMCJSQ9RyDwLnHEXFjpg9+s+bJ8Vz79k9iI6K4qyEFbAbAAAIuklEQVTUFlo6QERqlJL7Idq4fSd3v7OUTs0SuGNQtzL7zjmitUdRiUhtp+R+kIqLHZPnreehGSvI3VXIzFWZnJXakp6tkrwOTUREyf1gpGfmcsebS5i3rnTJnWLn+Cp9q5K7iIQEJfcDUFBUzLOz1vL4/1azu7B0VmmH5Ho8dG4qaSmNPIxORKSUknsVLcnI4tY3F7N8U3agLCbKGDWgA9ee2FHrwYhISFFyr8SuwiLGfryKCbN/oGiPpQNSWyfx4LBUurdM9DA6EZGKKblXItqMOWu2BhJ7vC+Km0/pwhXHppQZ+igiEkqUnSoREx3FQ+emEhNlHN2+MR/e2J8/9W+vxC4iIU0t93LmrNnCUe0bl5lJ2r1lIm+PPpaerRI1GUlEwoKanyUyc3ZxzSsLuWjC3L0W+wLo1TpJiV1EwkatT+7OOaYuyODksTN5f/EmAB7+YAU/bd/pcWQiIgevVnfLbNiWx51vL2H26i1lys/o1YKE2Fr9XyMiYa5WZrCiYsdLc9bxyEcrydtdFChv3bAODwzrxfGdat8tAEUkstS65L76lxxufXMx367fHiiLMrji2MO4+dTO1FWLXUQiQK3KZDNXZXLlS99QUFQ6GalzswQeOjeVI9o29DAyEZHgqlXJPa1dQ5rWj+en7TvxRRvXntCJqwd2IDam1l9XFpEIU6uSe724GP4xrBePfbKKh85NpXOz+l6HJCJSLSI2uX+xegufr9zM3Wd2L1M+oHMy/Ts10Zh1EYloEZfcs/IKuP/973ljQQYA/Q5rxKk9mpepo8QuIpEu/Dqb09Nh9GhITISoKP+/o0dDejozlmzipLEzA4kd4NGPVuGc288biohEnvBquc+YAcOHQ0GB/wGQk8PmKW/y58wmfNjhyDLVB/dqwV+H9FBLXURqnUqTu5m9AJwJbHbO9axgvwGPA2cAecDlzrmFwQ6U9HR/Ys/LCxQ54PXUU7j/hD+SE58QKG+WGMd9Q3vu1R0jIlJbVKXl/iIwHnh5H/sHAZ1KHkcCT5f8G1yPPlraWgd+bNCcO067jjkph5epdmHBem4fcyVJdXxBD0FEJFxU2ufunJsFbNtPlaHAy87va6CBmbUIVoABkyaVSe6PHj+iTGJv9+tGXplyBw9MuF2JXURqvWBcUG0FbNhjO6OkbC9mNtLM5pvZ/MzMzAP7lNzcMpt3ffYC9fNziSou4qq5b/LBC9dxzPole9UTEamNgnFBtaKrlRUOT3HOPQs8C5CWlnZgQ1gSEiAnJ7DZLHcbj0x/jBY5W0j9eU3ZeiIitVwwWu4ZQJs9tlsDG4PwvmWNGAG+st0tp63+umxi9/ngkkuC/tEiIuEmGMn9PeBS8zsKyHLObQrC+5Z18817Jfe9+HwwZkzQP1pEJNxUZSjkFGAg0MTMMoB7AB+Ac+4ZYDr+YZBr8A+FvKJaIu3QAaZO3XucO/iTus/n39+hQ7V8vIhIOKk0uTvnLqxkvwOuCVpE+zNoECxeDOPGwcSJ/ounCQn+rpgxY5TYRURKmFdT89PS0tz8+fM9+WwRkXBlZgucc2mV1Qu/tWVERKRSSu4iIhFIyV1EJAIpuYuIRCAldxGRCOTZaBkzywR+PMS3aQJsCUI4XtNxhJ5IORYdR2gJxnG0c84lV1bJs+QeDGY2vypDgkKdjiP0RMqx6DhCS00eh7plREQikJK7iEgECvfk/qzXAQSJjiP0RMqx6DhCS40dR1j3uYuISMXCveUuIiIVCPnkbmYvmNlmM1u6j/1mZk+Y2RozW2xmfWo6xqqownEMNLMsM1tU8vhLTcdYFWbWxsw+M7PlZrbMzG6ooE7In5MqHke4nJN4M5tnZt+VHMvfKqgTZ2avlZyTuWaWUvOR7l8Vj+NyM8vc45xc6UWsVWFm0Wb2rZlNq2Bf9Z8P51xIP4D+QB9g6T72nwHMwH+7v6OAuV7HfJDHMRCY5nWcVTiOFkCfkuf1gVVA93A7J1U8jnA5JwYklDz3AXOBo8rVGQ08U/L8AuA1r+M+yOO4HBjvdaxVPJ6bgFcq+hmqifMR8i1359wsYNt+qgwFXnZ+XwMNzKxFzURXdVU4jrDgnNvknFtY8jwHWM7eN0QP+XNSxeMICyX/z7/dGd5X8ih/MW0o8FLJ86nASWZW0f2PPVPF4wgLZtYaGAxM2EeVaj8fIZ/cq6AVsGGP7QzC9JcUOLrkT9IZZtbD62AqU/Kn5BH4W1h7Cqtzsp/jgDA5JyVdAIuAzcDHzrl9nhPnXCGQBTSu2SgrV4XjADi3pLtvqpm1qWB/KHgMuBUo3sf+aj8fkZDcK/q2C8dv+4X4pxUfDjwJvONxPPtlZgnAm8CNzrns8rsreElInpNKjiNszolzrsg51xv/Der7mVnPclXC4pxU4Tj+C6Q451KBTyht/YYMMzsT2OycW7C/ahWUBfV8REJyzwD2/PZuDWz0KJaD5pzL/u1PUufcdMBnZk08DqtCZubDnxAnO+feqqBKWJyTyo4jnM7Jb5xz24HPgdPL7QqcEzOLAZII4W7CfR2Hc26rc25XyeZzQN8aDq0qjgWGmNk64FXgRDObVK5OtZ+PSEju7wGXlozQOArIcs5t8jqoA2VmzX/rczOzfvjPzVZvo9pbSYzPA8udc2P3US3kz0lVjiOMzkmymTUoeV4HOBlYUa7ae8BlJc+HA5+6kqt5oaIqx1Hu2s0Q/NdKQopz7g7nXGvnXAr+i6WfOudGlKtW7eej0htke83MpuAftdDEzDKAe/BfaME59wwwHf/ojDVAHnCFN5HuXxWOYzhwtZkVAjuBC0Ltl6/EscAlwJKSvlGAO4G2EFbnpCrHES7npAXwkplF4/8Cet05N83M7gXmO+few/9FNtHM1uBvIV7gXbj7VJXjuN7MhgCF+I/jcs+iPUA1fT40Q1VEJAJFQreMiIiUo+QuIhKBlNxFRCKQkruISARSchcRiUBK7iIiEUjJXUQkAim5i4hEoP8HeVMJ67Te00IAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(x, y, color='red', s=100)\n", "ax.plot(x, y, linestyle='dashed', linewidth=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is common to modify the plot after creating it, e.g. adding a title or label the axis." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,'Measurement X')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(x, y, color='red')\n", "ax.plot(x, y, linestyle='dashed')\n", "\n", "ax.set_title('Line and scatter plot')\n", "ax.set_xlabel('Measurement X')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scatter and line plot can easily be separated into two subplots within the same figure. Instead of assigning a single returned axes to `ax`, the two returned axes objects are assigned to `ax1` and `ax2` respectively." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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J/4ifAVaBrwOv3Ka6/wL8N/CN6Z/l7XrM69aO+Yux2WMO8LfAaeBbwKFt/DnvA74y/aX5BvAHI9T8FPA94GdMznjuBN4GvG3m8R6d9vStsf6dFznXi5ztRc31Imd7EXM9z9n2qxUkqQmvtJWkJgx8SWrCwJekJgx8SWrCwJekJgx8SWrCwJekJv4PcgCmcLyIQvoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2)\n", "# The default is (1, 1), that's why it does not need\n", "# to be specified with only one subplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To prevent plot elements, such as the axis ticklabels from overlapping, `tight_layout()` method can be used." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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S7zE6Rru0CSd3h/5MPldVv6iq7wLnGQ3ZVue4HTgFUFVfA57P6OKXW2nQe6dBht0yR0NyOEs7ZZZmfaJszUmxPcAF4DqeOnn3u2vWvIOnn9w9tU05bmR0ovHAdr0Wa9Z/ic05sTvktTgEfGx8+2pGX8tfsg05vgC8ZXz7VeM3czbhNbmWS5/Y/VOefmL3G5vx/pjBa7Ur5mhojjXrnaU5naVNeQOtCXUr8J/jN+17xvvuYvTpCkZN/hlgBfgG8IptyvHvwP8C3xz/W9rqDGvWbspQDXwtAvwjcA74NnB0m3IcBL46HrhvAn+yCRk+BXwf+AWjT3i3A28D3jbxWpwYZ/z2Zv1MZvBa7Zo5GpJjzVpnaU5nyUsdSZJa8koSkqSWLChJUksWlCSpJQtKktSSBSVJasmCkiS1ZEFJklr6fyGHMeS5YHzKAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The figure size can easily be controlled when it is created." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4)) # This refers to the size of the figure in inches when printed or in a PDF\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bringing it all together to separate the line and scatter plot." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4))\n", "ax1.scatter(x, y, color='red')\n", "ax2.plot(x, y, linestyle='dashed')\n", "\n", "ax1.set_title('Scatter plot')\n", "ax2.set_title('Line plot')\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> #### Challenge 1\n", "> \n", "> 1. There are a plethora of colors available to use in `matplotlib`. Change the color of the line and the dots in the figure using [your favorite color from this list](https://stackoverflow.com/a/37232760/2166823).\n", "> 2. Use the documentation to also change the styling of the line in the line plot and the type of marker used in the scatter plot (you might need to search online for this)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Saving graphs\n", "\n", "Figures can be saved by calling the `savefig()` method and specifying the name of file to create. The resolution of the figure can be controlled by the `dpi` parameter." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "fig.savefig('scatter-and-line.png', dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A PDF-file can be saved by changing the extension in the specified file name. Since PDF is a vector file format, there is not need to specify the resolution." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "fig.savefig('scatter-and-line.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This concludes the customization section. The concepts taught here will be applied in the next section on how to choose a suitable plot type for data sets with many observations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting data frames" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the data frame from the previous lecture is not loaded, read it in first." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "# world_data = pd.read_csv('../world-data-gapminder.csv')\n", "# If not saved to disk yesterday\n", "world_data = pd.read_csv('https://raw.githubusercontent.com/UofTCoders/2018-09-10-utoronto/gh-pages/data/world-data-gapminder.csv')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(x='year', y='population', data=world_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The reason for the appearance of this graph is that one scatter dot has been added for each year for every country. To instead see how the world's total population has changes over the years, the population for all countries for each year needs to be summed together. This can be done using the data frame techniques from the previous lecture." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# One could also do `as_index=False` with `groupby()`\n", "world_pop = world_data.groupby('year')['population'].sum().reset_index()\n", "\n", "fig, ax = plt.subplots()\n", "ax.scatter(x='year', y='population', data=world_pop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot shows how the world population has been steadingly increasing since the 1800s and dramatically picked up pace in the 1950s.\n", "\n", "It is possible to use `matplotlib` in this way to explore visual relationships in data frame. However, it gets complicated once we want to include more variable, e.g. stratifying the data in subplots based on region and income level in the example above would include writing double loops and keeping track of plot layout and grouping variables manually." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visual data exploration with `seaborn`\n", "\n", "When visually exploring data with lots of variables, it is in many cases easier to think in terms of what is to be explored in the data, rather than what graphical elements are to be added to the plot. For example, instead of instructing the computer to \"go through a data frame and plot any observations of country-X in blue, any observations of country-Y in red, etc\", it can be easier to just type \"color the data by country\".\n", "\n", "Facilitating semantic mappings of data variable to graphical elements is one of the goals of the [`seaborn`](https://seaborn.pydata.org/introduction.html#introduction) plotting package.\n", "Thanks to its functional way of interfacing with data, only minimal changes are required if the underlying data change or to switch the type of plot used for the visualization. `seaborn` provides a language that facilitates thinking about data in ways that are conducive for exploratory data analysis and allows for the creation of publication quality plots with minimal adjustments and tweaking.\n", "\n", "The syntax of plotting with `seaborn` was introduced briefly already in the introductory lecture and it is similar to how matplotlib plots data frames. For example, to make the same scatter plot as above:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "sns.scatterplot(x='year', y='population', data=world_pop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to providing a data-centric syntax, `seaborn` also facilitates visualization of common statistical aggregations. For example, the when creating a line plot in `seaborn`, the default is aggregate and average all observations with the same value on the x-axis, and to create a shaded region representing the 95% confidence interval for these observations." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(x='year', y='population', data=world_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, it would be more appropriate to have the shaded area describe the variation in the data, such as the standard deviation, rather than an inference about the reproducibility." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(x='year', y='population', data=world_data, ci='sd')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To change from showing the average world population per country per year to showing the total population for all countries per year, the `estimator` parameter can be used. Here, the shaded are is also removed with `ci=None`." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The `estimator` parameter is currently non-functional for sns.scatterplot, but will be added soon\n", "sns.lineplot(x='year', y='population', data=world_data, estimator='sum', ci=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changing graph aesthetics\n", "\n", "Before continuing the exploration of the world populatino data, let's discuss how to customize the appearance of our plots. The returned object is an matplotlib axes, so all configuration available through `matplotlib` can be applied to the returned object by first assigning it to a variable name (`ax` by convention)." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,'Year')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.lineplot(x='year', y='population', data=world_data, estimator='sum', ci=None)\n", "ax.set_title('World population since the 1800s', fontsize=16)\n", "ax.set_xlabel('Year', fontsize=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to all the customization available through the standard `matplotlib` syntax, `seaborn` also offers its own functions for changing the appearance of the plots.\n", "\n", "In essence, these functions are shortcuts to facilitate changing many `matplotlib` parameters. For example, a more effective approach than setting individual font sizes or colors of graphical elements is to set the overall size and style for all graphs." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# TODO in general, be sure to link seaborn documentation where appropriate\n", "sns.set(context='talk', style='darkgrid', palette='pastel')\n", "sns.lineplot(x='year', y='population', data=world_data, estimator='sum', ci=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These functions are like changing the settings in a graphical program and will apply to all following plots. \n", "\n", "> #### Challenge 2\n", "> \n", "> Find out which styles and contexts are available. Try some of them out and choose your favorite style and contxt. *Hint* This information is available both through the built-in and the online documentation.\n", "\n", "For the rest of this tutorial, the `ticks` style will be used, " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='notebook', style='ticks', font_scale=1.4)\n", "sns.lineplot(x='year', y='population', data=world_data, estimator='sum', ci=None)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Unfortunately changing the font size reduces the number of ticklabels which in turn\n", "# automatically changes the formatting of the scientific notation to `1e10` for some reason\n", "# I files an issue for this (https://github.com/matplotlib/matplotlib/issues/12072)\n", "# \n", "# The previous notation `1e9` can be returned by doing\n", "# `ax.ticklabel_format(useOffset=10, axis='y')`, but it looks slightly different" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For styles that include the frame around the plot, there is a special `seaborn` function to remove the top- and leftmost borders (again by modifying the underlying `matplotlib` parameters)." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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7A7za8aZedTwyIBYsWIB27dopfubndURkqL75KRUAMH24r8SVGI5HBsSDA/QtWrToD7cTQiA3N1dzVRERaVBWngxHz93E2IGd0cbJRupyDIbanQZ+fn64cOGCynVxcXEYPXq0xooiItKkbT8mw8qyFSZGcCrRpnjkGcSKFSsUd0gLIfDll1/C2dn5oe1SUlI4VzUR6aWrmUU4k5SHmSP8YG/L4byb4pEB4ePjg7Vr1wJo7IROSUmBhYVyA5uZmaF169a8UY6I9M79AfmcWltyOO9meGRATJgwARMmTAAA+Pr6YvXq1ejVq5dOCiMielLHL97C1cxivDIhCFaWTbrti9CEG+VSUlK0WQcRkUZVVtdh874kdPZ0QGQfjhXXHE2K1PPnzyM+Ph61tbUQQgBovEmuqqoK586dw+7du7VSJBFRU/3n52sollVj6QuhHJCvmdQOiO3bt+ODDz5QBMODTE1NMXDgQI0WRkTUXFl5Muz7LR2RfbzQzevhC2tIPWpf5hoTE4N+/fohLi4OL774IiZNmoSLFy9i1apVsLS0xMiRI7VZJxGRWoQQ2LD7MqwtW3FIjSekdkDk5ORg2rRpcHR0RGBgIBISEmBlZYXhw4fjz3/+M7Zv367NOomI1HL84i1cTi/ErJF+cLCzlLocg6Z2QJibmyvudfDy8kJWVhbq6uoAAL1798aNGze0UiARkboaO6avoIunAyKf7ih1OQZP7YDw9/dHbGwsAMDbu3GC70uXLgEA8vLytFAaEVHTbD+cgpK7NZg/vgc7pjVA7U7qF154AQsXLkRZWRk+/vhjDB06FG+88QYiIiJw8OBB9O7dW5t1EhE90rWbJThwIgMjw73ZMa0hap9BDB06FOvXr0e3bt0AAO+++y68vb3x/fffo2vXrvj73/+utSKJiB6loUGOL7+/BKfWlpg5gh3TmtKk+yAGDRqEQYMGAQAcHR3x1VdfaaMmIqIm2X8iExm3yvC3WaGwtTaXuhyj8ciAyM7ObtKTdejQ4YmKISJqqoKSSsQcTkaovzvCe7STuhyj8siAGDZsmFqTBAkhYGJiguTk5Ca9eGZmJsaPH4+lS5di4sSJTXosEZEQAut3J0IAmP9cD05qpmGPDIh//etfWnvhuro6/PWvf0VlZaXWXoOIjNvpy7k4ezUffx4bgDbOnAhI0x4ZEM8995zWXnjNmjWwtbXV2vMTkXGrrK7Dhh8uo5OHA8b051De2qB2J/XZs2cfu01oaKjaz7Vz507s2bNH0elNRNQUjfc8VOPtOWEwM1P7gkxqArUDYubMmY/9fE+dPgiZTIYlS5Zg2bJlaNeOHUpE1HRp2aU4eCIDI/p2hM9TTlKXY7TUDogtW7Y8tKy8vBxnzpzB4cOH8cUXX6j1PO+++y569uyJMWPGPHI7mUwGmUymtIx3bBNRg1zgy+8vwsHOErNG+ktdjlFTOyD69u2rcvmwYcNga2uLTZs2PTYk9uzZg3PnzmH//v2Pfb3o6Gi1Q4eIWo6DJzOQllOGJTNCeM+DlpkIVRM8NNHp06exYMECnD9//pHbzZw5E+fPn1ea17qyshIWFhZ46qmncPDgQcXyPzqDmD59OmJjY+Hp6fmkZRORgSkqq8LLK4/Cr6Mz3n3paV7WqmUamaT13LlzsLR8/LC6H3/8Maqrq5WWRUZGYuHChRg9erTScnt7e9jb22uiPCIyEv/ecxkNDXK8/DzvedAFtQNiyZIlDy1raGhAbm4uLly4gKlTpz72Odzd3VUud3Z2Rvv27dUthYhaoLNX83AqMRczR/ihrQsvkdcFtQPi3LlzDy0zMTGBnZ0d5s+fj6ioKI0WRkR0X3VNPdbvTkQH99Z4blAXqctpMdQOiKNHj2qlgNTUVK08LxEZj2+OpKKgpAofLugP81a850FXmtUHkZaWhrKyMri6usLLy0vTNRERKWTeLsOe39IxLOwpBHRykbqcFqVJAbF9+3asW7cOxcXFimVt27bF66+//lAnMxHRk2qQC3zx3UXYWZvjhdEBUpfT4qgdEDExMVi+fDkGDx6M4cOHw8XFBYWFhTh06BDeeOMNmJub49lnn9VmrUTUwhw4kYFrN0vx1+m9YW9r8fgHkEapHRDR0dGYNGkS3nvvPaXl48aNw9tvv41169YxIIhIY/KLK7HtUDJC/NwxMJhXOUpB7d6e/Px8REREqFwXGRmJzMxMjRVFRC2bEAJrv78EUxPwngcJqR0QgYGBOH78uMp1Fy5cgL8/x0QhIs04dj4H51MLMGukP9o4cZ4Hqaj9EVNUVJRigp8//elPcHd3R0lJCY4cOYLt27dj2bJlOH36tGL7Pxq7iYjoUcrKa7BxzxX4ejlhRLi31OW0aGqPxeTr6/v/D3rgdO/+w+8va+70o+rIyclBREQEx2IiMmKfxCTgxKVbWLV4ELzacrgdKal9BrF161Zt1kFEhHPJ+Th2PgdTI7sxHPSA2gERFhamzTqIqIWrrK7D2l2X0MHdDhMjukpdDqGJN8qlp6fj888/x5kzZ1BeXg5HR0f07t0bixYtQteu/AcloubbtPcKikqrsHLRAJi3MpO6HEITAuLatWuYMmUKzM3NMWTIELi6uqKgoADHjh3D8ePH8e233zIkiKhZ4pPy8HP8TUyM6ApfL2epy6F71A6ITz75BO3bt0dMTIzSPA0ymQwzZ87EqlWr8OWXX2qlSCIyXmXlNVjz7UV4e9hjaqTv4x9AOqP2fRDnzp3Dyy+//NAkPvb29pg3bx7Onj2r8eKIyLgJIbB21yWUV9XhL1N7caRWPaP2v4a5uTnMzVXP/2phYYG6ujqNFUVELcN/z+fgVGIupg/3hbeHg9Tl0O806U7qmJgYyOVypeVyuRzbtm1D9+7dNV4cERmvguJKrN+dCL+OzpwESE+p3Qfx2muvYcqUKRg1ahSGDx8OV1dXFBYW4vDhw8jOzsaWLVu0WScRGZHaugb8KzoeAsBfpvaCmSnHWtJHagdE9+7dsWnTJnz66adYv3690vKNGzciNDRUKwUSkfHZ8MNlpOWUYdmcMLRz5fzS+qpJ90E8/fTTePnllxEXFweZTAYHBwc888wzHHeJiNT285ksHDmThYkRXdGnezupy6FHUDsgSktL8eKLLyIpKQlmZmZwdHREaWkpoqOjER4ejrVr18LS0lKbtRKRgUvLKcW63Yno2dUN04f7SV0OPYbandQffPABbt68idWrV+Py5cs4ceIEEhMT8dlnnym+ExH9EVlFLf4VfRYOdpb464ze7HcwAGoHxG+//YbXX38dw4YNU4zcampqiuHDh+N//ud/cODAAa0VSUSGra6+ASu+jkdxWTXemh0KBzt+2mAImnRXiouLi8rl7dq1Q1VVlUYKIiLjIoTA6m8vIimjCP8zJRg+TzlJXRKpSe2AGD9+PNatW4fy8nKl5bW1tdi6dSsmTZqk8eKIyPD950gqjiXkYMYIXzzTi/O4GBK1O6nNzc0VE/YMHjxYMaPcb7/9hjt37sDFxQVLliwB0Dh50MqVK7VWNBEZhqPnsrHjSCoiQjtgUoSP1OVQE6kdEAcOHICtbeP1yvHx8YrlpqamcHd3x4ULFxTLOME4EV1OK8Saby+gRxdXLJjQk+8LBkjtgDh69Kg26yAiI5KWU4r3vzqDdq62eGt2KAfhM1D8VyMijcrOv4t//Ps0WtuY47154bCzsZC6JGomBgQRaUxBcSX+vuEUTE1M8H5UOFwdraUuiZ4AA4KINKKgpBJvrTuJqtoG/HNeX3i42UldEj0hBgQRPbE7JVV4e91JVFTW4v2ovujUnnM7GIMmDdZHRPR7RWWN4SCrqMX7UeHo2oE3whkLnkEQUbMVlVVh6dqTKC2vwXvz+vIuaSPDgCCiZimWVePtdSdRcrca783ri25ezlKXRBrGgCCiJrsfDkVl1Xj3pb7w7chwMEbsgyCiJrnf51AsawwHf2/Vg3iS4WNAEJHa7l+tVFpeg3++FA4/b545GDMGBBGppaCkUnG10ntRfeHLPgejx4AgosfKzr+LdzfF3bvPIZxXK7UQDAgi+kNCCJy6nIs1Oy/AvJUZls/vhy4dHKUui3SEAUFEKhWWVmH97kScScpDZ08HLJ0dhjbONlKXRTrEgCAiJUVlVdh/PAM/nspEgxyYMzoAfxrYCWZmvCq+pWFAEBEAICtXhh/+m4b/ns+BXC4Q3sMDs0f5o62LrdSlkUQYEEQtmBACiWmF2H0sDedTCmBpYYbhfTviTwM7MxiIAUHUEjU0yHHi0m388N80pOeUwdHOEjOG+2JEuDfsbTnBDzViQBC1IJXVdfg5/ib2/paOOyVVaO9mh4UTgzC4dwdYmJtJXR7pGQYEUQtQVFaFAycycej0DVRU1SGgkwuixgUi1L8tTE1NpC6P9BQDgsiIZeXJsOdYOo6dz0aDXKBvYDuMH9SFI6+SWnQeEOXl5Vi9ejV++eUXlJSUwNvbGwsWLEBERISuSyEySkIIXE4vxA/H0nEuOR8W5mZ49unGjud2rux4JvXpPCDeeustpKamYvny5Wjfvj0OHTqEhQsX4quvvkLfvn11XQ6R0WhokONk4m38cCwNaTllcLCzwLRnfTEyvCMc7CylLo8MkE4D4s6dOzhy5Ag2bNiA8PBwAMD8+fNx+vRpfP/99wwIoma4W1mLn89k4eDJTBSUVMHD1RavTAjCkJAOsGTHMz0BnQaEtbU1Nm7ciF69eiktNzExQVlZmS5LITJ4Wbky7D+RgV8TclBb14DunV3w4p8C0SeAHc+kGToNCDs7OwwcOFBp2cWLFxEXF4dly5YpLZfJZJDJZErL8vLytF4jkT4rr6pDfFIeYs/eRGJaISxamWJQ7w4Y3d8b3h4OUpdHRkbSq5jS09OxcOFCBAUFYfLkyUrroqOj8cUXX0hUGZH+qKuXIyElH78mZCM+KR/1DXK0cbLG7FH+iOzjxRvbSGtMhBBCihc+e/YsFi5cCA8PD2zZsgWOjspDCP/RGcT06dMRGxsLT09PXZZLpFNCCKTcKMGv57Nx4uIt3K2sg4OdBQYGe2JgcHv4dHDix0ikdZKcQezbtw9Lly5FWFgYVq9eDTs7u4e2sbe3h729vQTVEUnn9p1y/JqQg2Pns5FXVAkLczM83b0tBvfugJ4+bmjFEVVJh3QeEPv378eSJUswZswYrFixAubm5rougUhvNMgFUm4U4+zVPMRfzUd2/l2YmAA9urhiyrBu6BvYDjZW/D9C0tBpQOTl5eGdd95Bnz598MYbb6C0tFSxztzc/KGPmYiMUVl5Dc6nFiAhuQDnUwtwt7IWZqYmCOjkgmef9kL/IA+4OFhLXSaRbgPiyJEjqKqqQlxcHAYMGKC0rlevXvjmm290WQ6RztwuLMfxi7cQdyUP6TmlEAJwsLNAiF8bhPq3Ra9ubWBrzTMF0i+SdVI3R05ODiIiIthJTQahoLgSJy7dwvGLt5CW03ifj6+XE0L83NHb1x2d2juwo5n0GgfrI9KgvKIKnLx0GycTb+N6duNHqF07OOLPYwPQr0d7uDnxoyMyHAwIoicghEDGrTLEJ+UhLikPGbcazxS6dHDE7FH+6NfDgwPkkcFiQBA1UV19Ay6nF+HMlVzEJ+WhsKwaJiaAr5cz5owOQL8gD7g720hdJtETY0AQPYYQArcLK3A+pfGqo8vphaipbYClhRmCfdwwfXhbhPi1hWNrjphKxoUBQaRCZXUdLl0vxIXUAiSkFqCguBIA0M7VFkNDn0Iv3zYI6urG0VLJqDEgiNAYCCk3SnAloxBJGUVIzSpBg1zAysIMQV3dMH5QF/Tq1ob9CdSiMCCoRSorr8HVzGIkZRQhKaMQGbfKIBeAqakJung6YNwzndHb1x2+HZ1h3orDW1DLxICgFqGwtOpeGBThSkYRsvPvAgDMW5mim5cTJg71QYC3C3w7OsPakv8tiAAGBBkhIQRyCytw5V4gJGUUIf9eH4K1ZSv4eztjcG9PBHRyQdcOjjBvxX4EIlUYEGTwGuQCN/NkirODqxlFKLlbAwCwt7VAQCcXjB3QCf6dXODt4QAz3r1MpBYGBBmU2roGZOXJkHGrDOm3ypBxqwyZt2WorWsAALg6WiOoqxsCOrkgoJMb1rcyAAARoElEQVQLPNvYwcSEgUDUHAwI0luV1XXIuBcC98MgO/8uGuSNw4fZWLVCp/YOGN7XC108HRHg7YI2vEGNSGMYECQ5uVyg5G41buQqnxnkFlYotnFsbYnO7R0Q6u+Ozu0d0am9A9ydbTjYHZEWMSBIJ+rqG5BfXIm8okrkFlYgr6ii8eeiCuQXVaC2Xq7Y1t3ZBp09HRAR2kERBs72VhJWT9QyMSCo2erq5ZBV1KCsvBal5TWQldegtLwWsooalN6tgayiFmXlNSiSVaOwtAoPDixvaWGGdi62aO9mi96+jTegdWjTGt7tHWDHeRGI9AIDghTq6hvuvak3vrGX3XuDb/xq/FlW8f9hUFFdr/J5zExNYG9rAQc7SzjYNV5F1M7FFm1dbO99t4Fja0t2HhPpOQaEEaurl6PkbjVK79agRFaNsopaxV/1sns/3z8DkFXUoqpG9Ru+6b03fEc7S9jbWqCrpyPs7e79bmcJhwfCwNHOErbW5nzzJzICDAgDJIRARXU9ikqrcKe0CkVl976XNn6UU3y3GiWyatytrFP5eItWpo1v7HYWsLexgIerHextLWBvZwF7W0ulMHBsbQlbK3N2BhO1QAwIPdQgFyguq0Z+cQUKSqpwp7QSd0oaQ+BOSRUKSytRVdOg9BgTE8CptRVcHa3Q3s0OAZ1c4GxvBafWlnCyt4KjnWXjX/m2FrDiUBJEpAa+U0hACIHSuzXIL65U+iq49/1OaSXqG5SnCne0s4SrkzU829gh2McNro7WjV8Ojd+d7C3RyoyDyhGR5jAgtEAIgbuVdY1nAMVVyC+ueCgIHrysE2gMgDbO1ujSwRH9gjzQxtkG7ve+XB2tOe8AEekcA6IZ6urlis/9CxUf+/z/7/nFlQ91+Npam8Pd2QYd3FsjxM9d8ebfxtkG7k42/NiHiPQO35XuEUKgsroexbLGq36KZdUouXf1T/HdapTKah7Z+dvaxhxujjZo42SD7p1dFAHg7myLNs42vLafiAxOiwqIpIwi3LhdhpLyxhu5Su82XuNfcrfx6/6Abw8yb2Wq6Oj1cLVFQCeXxs5gByu4Of1/PwDPAIjI2LSYd7W6ejmWrT+F+gY5TEwAB9t71+23toSvlzOc7C0br/q5d+XP/SuAeE0/EbVULSYgzFuZ4uu/R0IuBOxtLTknABHRY7SYgAAABztLqUsgIjIYvHCeiIhUYkAQEZFKDAgiIlKJAUFERCoxIIiISCUGBBERqWRQl7k2NDTe6ZyXlydxJUREhqdt27Zo1Ur9t32DCog7d+4AAKZPny5xJUREhic2Nhaenp5qb28ihBCP30w/VFdX48qVK3Bzc4OZWdOHv87Ly8P06dMRExODtm3baqFCw8M2UY3tohrbRTVDaRejPoOwsrJCSEjIEz9P27Ztm5SiLQHbRDW2i2psF9WMrV3YSU1ERCoxIIiISCUGBBERqWT27rvvvit1EbpkaWmJPn36wNKSI7vexzZRje2iGttFNWNsF4O6iomIiHSHHzEREZFKDAgiIlLJoANiw4YNmDp1qtKyjIwMvPTSSwgJCUH//v2xbNkyyGQypW0OHTqEkSNHIjAwEGPGjMFvv/2mtL6kpASvv/46wsLCEBoainfeeQcVFRVa3x9NaW679O/fH926dVP6+utf/6pYb4ztkpSUhFmzZqFXr14YNGgQ1qxZoxjS5b6YmBhERESgR48emDx5MhITE5XW5+TkICoqCr169UJ4eDg++ugj1NfXa31/NKU57VJdXQ0/P7+HjpfPPvtMsY2htUt5eTlWrFiBIUOGIDg4GOPHj0dsbKxivTr7Y3THijBQ27dvF926dRNTpkxRLKupqRERERFi/vz5Ii0tTZw9e1ZERkaKBQsWKLY5deqUCAgIEFu3bhVpaWnio48+EgEBASI1NVWxzYwZM8SECRPElStXRFxcnBgyZIhYvHixTvevuZrbLkVFRcLHx0ecOnVKFBQUKL5kMpliG2Nrl5s3b4qgoCARFRUlkpOTxZkzZ0RkZKR4++23Fdvs2rVLBAUFiX379onr16+LN998U4SGhorCwkIhRGPbRkZGiqioKJGamip++eUXERYWJj799FOd72NzNLddLl26JHx8fER6errS8VJeXi6EMMx2WbhwoRg2bJg4efKkuHHjhli3bp3w9fUVp06dUmt/jPFYMbiAyMvLE1FRUaJnz55i+PDhSgd2YmKi8PHxESkpKYpl0dHRokePHorf58yZI1599VWl55w6dap46623hBBCJCQkCB8fH3H9+nXF+lOnTolu3bqJW7duaWu3ntiTtsv9faysrFT5/MbYLh988IEYMGCAqKqqUiw7e/as0j5FRkaKlStXKtbX19eLwYMHiy+++EIIIcS+fftEQECAKC0tVWzz7bffip49eyo9r7550nb57rvvRHh4+B8+v6G1S0FBgfDx8RG//vqr0vJZs2aJxYsXq7U/xnisGNxHTElJSbC1tcW+ffsQFBSktM7JyQkmJib47rvvUFtbi+LiYvz888/o2bMnAEAul+PChQvo06eP0uPCwsJw7tw5AMC5c+fg4uKCLl26KNb37t0bJiYmim300ZO0CwCkpqaiffv2sLa2Vvn8xtguWVlZCAwMhJWVlWJZQEAAhBCIj49HYWEhbty4oXS8mJmZoXfv3krHi5+fHxwcHBTb9OnTB5WVlUhKStLy3jXfk7QL0Hi8dO7c+Q+f39DaxdraGhs3bnxoKB8TExOUlZU9dn+M9VgxqLGYAGDIkCEYMmSIynWenp5YtmwZPvnkE8TExEAul6Nr167YunUrAEAmk6GysvKhwbTatGmD3NxcAEBBQcFD6y0sLODk5KTXw4w/SbsAwLVr12BpaYlXXnkFiYmJcHFxwfjx4zFz5kyYmpoaZbu4ubnh6tWrSstycnIAAMXFxcjPzwcAlcfL5cuXAQD5+fkq1wP6PSz9k7QL0Hi81NbWYs6cOUhNTUW7du0we/ZsjB07FoDhtYudnR0GDhyotOzixYuIi4vDsmXLcOLEiUfuz/0wNbZjxeDOIB6ltrYWycnJGDp0KHbu3ImNGzdCCIHXXnsN9fX1qK6uBtD4xvYgCwsL1NbWQgiBqqqqh9bf36ampkYn+6Fpj2sXALh+/TrKysowZswYbNq0CZMmTcKqVauwevVqADDKdhk3bhyuXr2K9evXo6amBvn5+XjvvffQqlUr1NbWoqqqCsAfHy9AY2etqvUAjLZdgMbjpaSkBC+88AI2b96MoUOH4s0338R3330HwPDbJT09HQsXLkRQUBAmT5782P0x1mPF4M4gHuXrr79GfHw8Dh06pBjS1svLC5GRkfjll18Up3/3/8Huq62thY2NDUxMTGBlZfXQ+ge3MUSPa5fhw4cjJiYGdXV1sLW1BQD4+vqivLwca9euxaJFi4yyXUJCQrBixQqsXLkSn3/+OWxtbfHqq68iMzMTrVu3VvxV+EfHCwCV7XL/d2NtFwA4evQoACjayM/PD7m5udi0aRMmTpxo0O1y9uxZLFy4EB4eHtiwYQPMzc0fuz/GeqwY1RlEQkIC/Pz8lMY79/LygpOTE7KysuDo6AgbGxsUFBQoPa6goADu7u4AGk8Rf7++trYWJSUlej3O+6M8rl2Axr9k7ofDfd26dUN1dTWKi4uNsl0AYPz48YiLi8OxY8dw6tQpTJgwAYWFhfDy8oKHhwcANPl4uf+7sbYL0Phm92AfBdB4vNz/qNZQ22Xfvn2YM2cOAgICsG3bNjg6OgJ4/P4Y67FiVAHh7u6Oa9euQS6XK5bl5+ejtLQUHTt2hImJCXr16qXoaLvvzJkzCAsLAwCEhobizp07yMjIUKy/38mkibkopPC4dqmtrUX//v2xefNmpcclJibC0dERbm5uRtkuP/30ExYsWAATExO4u7vDwsICR44cgY2NDYKDg+Hs7Axvb2+l46WhoQEJCQlKx0tycrLSPSVnzpyBra0t/P39db5PmvC4dsnLy0NISAgOHz6s9LjExETFRQyG2C779+/HkiVLMGLECGzYsAF2dnaKdY/bH6M9ViS9huoJvfnmm0qX56WkpIju3buLpUuXirS0NHHhwgUxadIkMXr0aFFTUyOEEOL48ePCz89PbNq0SaSlpYmPP/5YBAYGirS0NCGEEHK5XEyZMkWMGzdOXLp0SZw5c0ZERESIN998U5J9bI7mtMs777wjQkJCxOHDh0VWVpbYsWOHCAwMFNu3bxdCGGe7pKeni+7du4svv/xSZGdni8OHD4tevXqJjRs3KrbZuXOnCAwMFLt27RLXr18Xf/vb30RYWJgoKioSQghRXV0thg4dKubOnSuSk5NFbGys6NOnj1i9erXO96+5mtMuc+fOFYMGDRLHjx8XmZmZinsGjh49KoQwvHbJzc0VQUFBYtasWSI/P1/p3o6SkhK19scYjxWjCgghhLhw4YKYOXOmCAkJEf369RNvvvmm4kaV+/bs2SOGDRsmunfvLsaNGydOnjyptL6wsFAsWrRI9OzZU4SFhYl33nlHb69TVqU57VJTUyNWrVolhgwZIgICAsSzzz4rduzYofQcxtgux44dE2PGjBE9evQQkZGRikB80ObNm8XAgQNFjx49xNSpU8WVK1eU1t+4cUPMnTtXBAYGin79+olPP/1UNDQ0aHVfNKk57SKTycT7778vBg4cKAICAsTYsWPF4cOHlbYxpHaJjo4WPj4+Kr/ut406+2NsxwpHcyUiIpWMqg+CiIg0hwFBREQqMSCIiEglBgQREanEgCAiIpUYEEREpBIDgoiIVGJAEBGRSgwIIiJSiQFB9ICVK1ciMDAQZWVlSst37NiB7t27o7i4GGlpaZg/fz569eqF4OBgREVFKQ1iCDROsLNkyRL0798fAQEB6Nu3L5YsWaKYcAcAZs6ciSVLluD1119HcHAwJk+erJN9JFIXA4LoARMnTkRtbS0OHjyotPyHH37A4MGDcffuXUyZMgW3b9/G+++/j+XLlyM/Px9Tp05VDHVdXV2NWbNm4dq1a1i6dCn+/e9/Y/r06Thw4AA++eQTpef98ccfUVNTgzVr1iAqKkpn+0mkDqOaMIjoSXXq1Am9e/fG3r17MW3aNABAWloaEhMTsWDBAqxZswZmZmbYunWrYq6AgQMHYtiwYVi3bh3ee+89ZGZmok2bNlixYgU6deoEAOjXrx+uXLny0FDzQgh8+OGHSkNLE+kLnkEQ/c6ECRNw8eJFZGZmAgB27doFNzc3DBgwAHFxcejTpw/s7OxQX1+P+vp6WFtbIzw8HCdOnADQOLvaf/7zH3h7eyM7OxsnTpzAli1bkJGR8dCMYh4eHgwH0ls8gyD6nREjRuCDDz7Anj17sGjRIuzfvx/jxo2DmZkZSkpK8NNPPyEgIOChx5mbmyt+jo6OxoYNG1BUVARXV1d0794d1tbWinnR73N1ddX6/hA1FwOC6Hesra0xatQoHDp0CE8//TTu3LmD8ePHAwBat26NPn364MUXX/zDx+/fvx8rVqzAG2+8gfHjx8PZ2RkA8Nprr6GkpEQn+0CkCQwIIhUmTJiAnTt3Yu3atQgODlb0JYSFhSEtLQ2+vr5KZwxLliyBk5MTAgMDkZCQABsbG6UQKS8vR0JCgs73g+hJsA+CSIUePXqgW7duiI+Px/PPP69YvnDhQty+fRtz587F4cOH8d///hevvvoq9u7dq5hXOCgoCJWVlVi+fDlOnTqFPXv2YNq0aSgsLERVVZVUu0TUZDyDIPoDgwcPRnZ2NkaMGKFY5uPjgx07dmDVqlVYunQphBDo3LkzVq1apdhu3LhxyM7Oxq5du/Dtt9/C3d0dzzzzDGbOnIlly5YhJSUFvr6+Uu0Wkdo45SjRHxg/fjz8/f2xfPlyqUshkgTPIIgeUFFRgS1btiApKQmpqan46KOPpC6JSDIMCKIHWFlZ4dtvv0VtbS3++c9/onPnzlKXRCQZfsREREQq8SomIiJSiQFBREQqMSCIiEglBgQREanEgCAiIpUYEEREpNL/AcTE/WcZbk3QAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(x='year', y='population', data=world_data, estimator='sum', ci=None)\n", "sns.despine()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the style options exposed through `seaborn` are not sufficient, it is possible to change all plot parameters directly through the `matplotlib` [rc and style interfaces](https://matplotlib.org/users/customizing.html#customizing-matplotlib).\n", "\n", "## Exploring relationships between two quantitative variables\n", "\n", "As mentioned above, the strength of a descriptive plotting syntax is being able to describe the plot appearance in human-friendly vocabulary and have the computer assign variables to graphical objects accordingly. For example, to plot subsets of the data in different colors, the `hue` parameter can be used." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(x='year', y='population', hue='income_group', \n", " data=world_data, ci=None, estimator='sum')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This separation of the data shows that the population has risen the fastest in middle income countries.\n", "\n", "The plot can be made more accessible by changing the style of each line to not only rely on color to separate them." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(x='year', y='population', hue='income_group', style='income_group',\n", " data=world_data, ci=None, estimator='sum')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just like in the previous lecture, the values of the ordinal variable `income_group` are not listed in an intuitive order. A custom order can easily be specified by passing a list to the `hue_order` parameter, but this would have to be done for every plot. A better approach would be to encode the order in the data frame itself, using the top level `pandas` function `Categorical()`." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CategoricalDtype(categories=['Low', 'Lower middle', 'Upper middle', 'High'], ordered=True)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data['income_group'] = (\n", " pd.Categorical(world_data['income_group'], ordered=True,\n", " categories=['Low', 'Lower middle', 'Upper middle', 'High'])\n", ")\n", "world_data['income_group'].dtype" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(x='year', y='population', hue='income_group', style='income_group',\n", " data=world_data, ci=None, estimator='sum')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The legend now has the colors in the expected order. This modification also ensures that when making plots with income groups on the x- or y-axis, they will be plotted in the right order." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conditioning quantitative relationships on qualitative variables\n", "\n", "It is difficult to explore multiple categorical relationships within one single plot. For example, to see how the income groups compare within each region, the `hue` and `style` variables could be used for different variables, but this makes the plot very difficult to interpret." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(x='year', y='population', hue='income_group', style='region',\n", " data=world_data, ci=None, estimator='sum')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An effective approach for exploring multiple categorical variables in a data set is to plot so-called \"small multiples\" of the data, where the same type of plot is used for different subsets of the data. These plots are drawn in rows and columns forming a grid pattern, and can be referred to as a \"lattice\", \"facet\", or \"trellis\" plot.\n", "\n", "Visualizing categorical variables in this manner is a key step in exploratory data analysis, and thus `seaborn` has a dedicated plot function for this, called `relplot()` (for \"relational plot\" since it visualizes the relationships between numerical variables). The syntax to `relplot()` is very similar to `lineplot()`, but we need to specify that the kind of plot we want is a line plot." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create the same plot as above\n", "sns.relplot(x='year', y='population', hue='income_group', style='income_group', kind='line',\n", " data=world_data, ci=None, estimator='sum')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `region` variable can now be mapped to different facets/subplots in a grid pattern." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# TODO switch this to some more interesting column if I have time\n", "sns.relplot(x='year', y='population', data=world_data, estimator='sum',\n", " kind='line', hue='income_group', col='region', ci=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a little hard to see becuse the figure is very wide and has been shrunk to fit in the notebook. To avoid this, `relplot()` can use the `col_wrap` parameter to plot on several rows. The `height` and `aspect` parameters can be used to set the height and width of each facet." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(x='year', y='population', data=world_data, estimator='sum',\n", " kind='line', hue='income_group', col='region', ci=None,\n", " col_wrap=3, height=2.5, aspect=1.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Facetting the plot by region reveals that the biggest absolute population increase happened among middle income countries in Asia. We will soon look closer on which countries are \n", "\n", "The returned object from `relplot()` is a grid (a special kind of figure) with many axes, and can therefore not be placed within a preexisting figure. It is saved just as any `matplotlib` figure with `savefig()`, but has some special methods for easily changing plot aethetics on each axes. Remember that names such as `fig`, `ax`, and here `g`, are only by convention, and any variable name could have been used." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.relplot(x='year', y='population', data=world_data,\n", " kind='line', hue='income_group', col='region', ci=None,\n", " col_wrap=3, height=2.5, aspect=1.3)\n", "\n", "g.set_titles('{col_name}', y=0.95)\n", "g.set_axis_labels(y_var='Population', x_var='Year')\n", "g.savefig('grid-figure.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we might want to keep the color as being per income group, but drawing one line per country. For this we can set `units='country'` and `estimator=None` (so don't aggregate, just draw one line per country with the raw values)." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XXnuNiy++mM6dOwfKut1ubr75Zv7617/icDiYM2cOnTp14rLLLgPgxhtvZPny5UyYMIEbb7yRFi1a8OWXX7JkyRL+9re/yZ0Am5HTrb7V5vh0oncCS0xMZMKECbzxxhtYrVYGDRrE5s2bee211/jLX/5CREQEPXv2ZMWKFXTr1o2WLVvyyy+/8Oqrr6JpWo3X/ghxOjslExjDMOjXrx8PPfTQUfMqz1pGR0fz5JNPMnPmTOx2O8nJySxatIjk5OSgZvG6FhkZycKFC5k9ezbPPPMMdrudtLQ0Jk+ezC233BIod9999xEZGclbb71FWVkZgwYN4rbbbuP5558/ZnwPP/ww6enpvPfee8yfP5+UlBTGjRvHHXfcUWfX9NTGb7/9xrZt27jrrruOWeaKK67gxRdfZPHixcyaNYuXX36ZuXPn8o9//AOPx0NmZiZz586t9onH6enpPP300zz//PNMnjyZuLg4evXqxYIFCxg/fjzr1q2ja9eu9bmLop6dTvWlqg8++IAPPvig2nlJSUl8//33ADz++OM89NBDzJw5k/DwcC6++GKmTJnCfffdV+P6NU3jpZde4tlnn2Xx4sUUFBTQunVr/v73vx/VVbN3794MHTqU+++/H6UUw4YNC7omLSUlhX//+9/MmjWLRx55BJfLRbt27ZgxYwbXXXddHXwaoqGcTvWttsenk7mV8T333ENycjJLlixhwYIFtG7dmrvvvpuJEycC8Nhjj/HQQw/xyCOPANC+fXseeOABPvnkE37++ecT3q4QpzJNnQLtk9OnTyc7OzvQ1PvEE0/w0Ucf8eWXXwaepFteXs5dd93Ftddey9ChQ7n33nvp2bMn1157bWA9EydOJC0tLegZCI2huLiYr7/+miFDhgRdKPn444/z/vvvs3r16kaMToimRepL/Rk/fjw+n++ku9GIU4fUNyFEU3BKtsBcd911vP3229x5553ccccdmEwmZs+ezS+//ML9998PQKtWrXj22Wdp164drVu3Zv78+WzYsIF//etfjRw9RERE8Nhjj7Fs2TImTpxIZGQk69evZ8GCBdx+++2NHZ4QTYrUFyEajtQ3IURTcEq2wABs2bKFp556ip9//hmz2UyvXr24++676dKlC+B/yvWsWbNYvnw5DoeD3r17c8899zSZLkebN29mzpw5/PrrrzidTtLT0xk7dizXXXed9CkX4ghSX+qHtMCI6kh9E0I0tlMigRFCCCGEEEKcHk7J2ygLIYQQQgghTk3NKoHx+Xzs27cPn8/X2KEIcUqRuiVE/ZC6JYQQda9ZJTA5OTmMGDGCnJycxg5FiFOK1C0h6ofULSGEqHvNKoERQgghhBBCnN4kgRFCCCGEEEI0G5LACFHP5EZ/QgghhBB1RxIYIerR5zv+y03v30VOWV5jhyKEEEIIcUqwNHYAQpyKftz7Mx9s/g+7i/ZyVqvuJEUkNHZIQgghhBCnBElghKhDW/J2sirrR1bu+p6UqBZc2XU0V3UbjdlkbuzQhBBCCCFOCZLACFFHPtu+ijfWv4NSiiHtz+bWftdhNVsbOywhhBBCiFOKJDBCnCTDMHjr13f5ZPvX9E3rwV8HTCAmLNo/z11O2abviek5FE2SGSGEEEKIkyYJjBAnSCnF+5s/4+NtKyl1lzH6zGFM6H0VJpP/3hhK93Jg4QN4cncT0b4H1oSWjRuwEEIIIcQpQBIYIU6AV/fy4k8L+TZ7LZ2TOjKi15UM6XB2UJni1cvx5Owk5Yq7JHkRQgghhKgjksAIUQuGYbDwt2X8Z8d/8Ro+ru1+CVd0/SOapgWVK/1tJUWrFhOZOZDoLoMaKVohhBBCiFOPJDBChMjpdfHMj6/xy8EN9E3rwYgzzqNf655HlfPZCyj46k3C23UldcyURohUCCGEEOLUJQmMEMfh0b28um4Jq7J+xKSZ+HPfsVzYaUi1ZQ13OQfeuhel6yT94Ra5cF8IIYQQoo5JAiNEDezuMp767kW25O9kcPpAhp9xLl1Tzqy2rFKKgpUL8JXkkTbhYWwp7Ro4WiGEEEKIU58kMEIcw4HSXB79Zi6F5UX8/ZybGdSuX43li79/j9JfPie2/0WEt+3cQFEKIYQQQpxeapXA/Pjjj3z11Vc4nU4Mwwiap2kajzzySJ0GJ0Rj2XRoG09+/xImzcSMYVPISDqjxvLekkMUf/8eUZ3PpsUFNzZQlEIIIYQQp5+QE5j58+fz2GOPYbVaiY+PDzzrotKRd2ESornaV3KQmf99jtSoJKYP/iup0ck1lldKUfDFfABajLxB6oIQQgghRD0KOYF56623uPDCC3niiScIDw+vz5iEaDQur4uX1i0izGzlgeFTiAuPPe4yBV+8QfnWNSQMvQ5LXM3JjhBCCCGEODmm4xfxy8/PZ+zYsZK8iFPac2vms71gNzf3HRtS8uLavw37Tx8Te9YfiB90RQNEKIQQQghxegs5genUqRPZ2dn1GYsQjeq3nE38tP83xva4lPPSBxy3vFIGBf95DXN0AonDx0vXMSGEEEKIBhByAnPXXXfx8ssv8+233+JwODAM46hBiObKZ+jM/2UpLaOTuShjeEjLlP1vFe6DO0gcPg5TWEQ9RyiEEEIIIaAW18A8+OCDFBcXc+utt1Y7X9M0Nm3aVGeBCdGQPtu+iv2lOUw97zasITx80pO3h4KVCwhrnUl098ENEKEQQgghhIBaJDCXXnppfcYhRKMpcdlZunEFvVt2pW9aj+OWN7xuDv77YTTNRPJFt6FpITdkCiGEEEKIkxRyAnPHHXfUZxxCNJol//sQj8/DxD5Xh3QdS/EP76Pb82k1/iFsyW0bIEIhhBBCCFGpVg+ydLvdLF26lLVr12K320lISKBfv35cccUVRETINQCi+dlZmM3Xu3/koozhtI5tedzy3uJDlKz+kKiu5xLRrmsDRCiEEEIIIaoKOYEpLi5mwoQJbNu2jbS0NJKTk8nOzubTTz9l8eLFLFmyhNjY4992VoimQinFG7+8Q2xYNFd1uyikZQq/ehM0jRYjJtRzdEIIIYQQojohd96fNWsWubm5LFiwgJUrV/L222/z9ddfs2DBAgoKCpgzZ06tN/7SSy/xpz/9qdbLCVEXvs1ey7aCXfyp5+VE2o7fgujM+h3HltXED7oCS2xSA0QohBBCCCGOFHIC89VXX/F///d/9O/fP2h6//79mTx5Ml9++WWtNrxo0SJmz55dq2WEqCs7C7N5c/1SOiakM7TD2cctrwyd/M9fxxKXQtzASxogQiGEEEIIUZ2Qu5CVl5fTpk2baue1adOG4uLikNaTm5vLjBkzWLNmDR06dAh180LUGY/Pw6wfXiHMEsbkc27EdJy7iCmlKP7uPbx5e0i9cioma1gDRSqEEEIIIY4UcgtMx44dWblyZbXzvvrqK9LT00Naz8aNG4mKimL58uX06tUr1M0LUWcW/vY+eY4C/jpgPGkxqcct79j4HUXfvk1U13OJzBzQABEKIYQQQohjCbkF5qabbuLOO+9E13UuuugikpOTycvLY8WKFSxbtowHHnggpPUMHz6c4cOP/6Rzu92O3W4PmpaTkxNquEJU65NtK/lsxyouzhhB99TOxy2vdB+F3/wbW2oHUi7/e0i3WW7qpG4JUT+kbgkhRMMIOYEZPXo0WVlZvPjii7z33nuAv2uNzWbj9ttv59prr63TwN58802ef/75Ol2nOL39fOB33vz1Xfq37sW4XleEtEzxD+/jK8qh5bX/75R5YKXULSHqh9QtIYRoGJpSStVmAbvdzvr167Hb7cTFxdGrVy/i4uJOaOPTp08nOzubJUuWVLud6s5kXX/99Xz11VfHvB5HiOrsLtrL/SufpnVMKg8Mv5Nwy/GvY/Hk7WXfq3cT1XkgqWPubIAoG4bULSHqh9QtIYRoGDW2wBiGgclkCrwGiI6O5vzzzz+qHBAoWxdiY2PluTKiThQ5S3js27lE2yKZdv5fQ0pelKGTt2IuprAIki68uQGibDhSt4SoH1K3hBCiYdSYwHTr1o3FixfTp08funbtWmP/f03T2LRpU50HKMTJ0A2dZ358jXKPk5kj7yEhIrTWwpKfPsF9YDspl/0dc9SJtTAKIYQQQoi6V2MCc/vtt9OqVavA61PhAmZxenlv0ydsytvO7QMmkh4fWvcNb1EORasWE9mpL1HdzqvnCIUQQgghRG3UmMDccccdgdeTJ08+ZjmlFAcPHqy7qISoA7uL9rJs02cMbj+QISE8rBL8/8t5n7wIZgtJf/yLJO1CCCGEEE1MyBetdOnShfXr11c7b/Xq1Vx88cW13vhjjz1W7QX8Qpwsn6Hz4toFxIZFc0Ofq0NervTXL3Fl/U6L4eOxxLaoxwiFEEIIIcSJqLEF5pFHHqG4uBjwn5meO3cuiYmJR5XbsmUL4eHh9ROhECfg8x3/ZXfxXu4cdAvRtqiQlvHZCyj46i3C07sR02dkPUcohBBCCCFORI0JTEZGBvPmzQP8F+lv2bIFm80WVMZsNhMTExPygyyFqG92dxlLN6ygZ2oXBrbpE9IySinyP3sZdB/Jo287ZZ75IoQQQghxqqkxgbnqqqu46qqrAOjcuTPPPvssZ511VoMEJsSJeuf3j3D63Ezsc1XI17A4Nn1H+fZ1JI6YiDWxVT1HKIQQQgghTlSNCUxVW7Zsqc84hKgTe4r388Wub/lDxyG0jUsLaRndUUL+568TlnYmcQMuqucIhRBCCCHEyQg5gQH45ZdfWLt2LR6PB6UU4H+IpdPpZN26dSxbtqxeghQiFEop5q9fSpQ1kmu6h35TifwvXsdwlZN80V/RTOZ6jFAIIYQQQpyskBOYhQsX8vDDDwcSl6pMJhODBw+u08CEqK11B/7HhkNbuemsa4kOC+3Cfce2n3Bs/I6E86/FltKuniMUQgghhBAnK+QrlRctWsS5557L6tWr+fOf/8w111zDr7/+ypw5cwgLC2P06NH1GacQNfIZOgt/W0ZaTCojO54f0jKGy0H+py9jTW5H/Llj6jlCIYQQQghRF0JOYPbt28d1111HfHw8PXr04OeffyY8PJxRo0Zx8803s3DhwvqMU4gafbnzWw6WHmJcryuwhNgNrOCrt9AdxSRffDua2VrPEQohhBBCiLoQcgJjtVoDz3pJT08nOzsbr9cLQN++fcnKyqqXAIU4nnKPk6UbVtAtJYO+aT1CWsax7SdKf/2SuIEXE57WqZ4jFEIIIYQQdSXkBKZr16589dVXAHTo0AGA3377DYCcnJx6CE2I0LyzcQWlHgfje10Z0m2TfaVF5H08D1tKexKHXNcAEQohhBBCiLoS8kX8N9xwA3fccQclJSU89dRTjBw5knvuuYcRI0bw8ccf07dv3/qMU4hqbcnbyafbvmZkx/M5I/H4F+ErZZD30XMoj4uUMVPQLNJ1TAghhBCiOQm5BWbkyJG8+OKLZGZmAvDAAw/QoUMH3n33Xc4880zuv//+egtSiOo4POW8sPYtkiITGN/ripCWKVm7Aufu32hxwY3YktrUc4RCCCGEEKKu1eo5MEOHDmXo0KEAxMfH8/rrr9dHTEIcl0f38uR3L3LIkc99Q/9GhDX8uMu4c3ZRuHIRkRn9ielzQQNEKYQQQggh6lqNCczevXtrtbK2bdueVDBChMKje5n1wytsytvO5IE30jUl47jLGF43hz6Ygzkyxv/AyhCulRFCCCGEEE1PjQnMBRdcENIPPaUUmqaxefPmOgtMiOqUeRw8/f3LbDq0nT/3/RPntx8Q0nIFX8zHW3CAVtfdjzkytp6jFEIIIYQQ9aXGBObRRx9tqDiEOK7s4n089d1L5DuLuH3gRAa3HxjScmUbv6V0/efEnX0ZER161nOUQgghhBCiPtWYwIwZI08nF03DD3vW8cLaBURaI3hw2J1kJJ0R0nKuAzvIWzGP8LZdSBz6p3qOUgghhBBC1LeQL+L/6aefjlumf//+JxWMEEfSDZ0lv3/I8i1fkJnUkTsH3UJCRFxIy/pKi8hd+jjmqDhSr7wHzSy3TBZCCCGEaO5CTmDGjx9/3Oth5BoYUZfK3A5m//gqv+du4cJOg7mh99VYzKH9yxo+D7nvPo7hLidt4sOYo0JLeoQQQgghRNMWcgLLHSKCAAAgAElEQVTzxhtvHDWtrKyMNWvW8Nlnn/H888/XaWDi9GZ3lzFz1TPss+cwqf94hp8xKORllVLkf/wC7gPbSb3yHsJS29dfoEIIIYQQokGFnMCcc8451U6/4IILiIqK4tVXX5UkRtQJj+7l4f8+y357DlPPu43erbqGvKxSioIv51O24RsSBo8lqvPZ9RipEEIIIYRoaKa6WMnZZ5/NDz/8UBerEqcxQxnsLtrLsz++zu6ivUwZ9OdaJS8ARd/8G/vaFcT2H038eVfVU6RCCCGEEKKxhNwCU5N169YRFhZWF6sSpxGlFPvtOWw4tJUNuVvZmLcNh6ccs2ZiQu8r6de6V63WV/zjBxR/9y4xvUbQ4oIb5WGVQgghhBCnoJATmKlTpx41Tdd1Dh48yPr16/nTn+QWtaJmPt3HrqI9bMrbzua8Hewo2E2pxwFAclQLBrTuTfeUTLqnZoZ8pzEApQyKVi2m+If3iep6Lkmj/4Km1UnjohBCCCGEaGJCTmDWrVt31DRN04iOjmbSpEn85S9/qdPARPNnKIOdhdn8lrOZzXnb2Ja/G7fuAaB1bEv6te5FZtIZdE/JJCU66YS2oXQveSvmUbbhG2L6XEjSqD+jmcx1uRtCCCGEEKIJCTmBWblyZX3GIZoxpRQl7lL223PYb8/hkCOffSUH2V7RwqKh0S6+NcPPOJeuKWfSJakTseExJ71dw+Ug570ncWX9TsLQ64kfNEa6jQkhhBBCnOJO6BqYHTt2UFJSQlJSEunp6XUdk2jiDGWwIXcrP+z9mX0lB9lfmoPDUx6YbzFZaBWdTN/WPemR0pnerboSExZdpzH47AXkvD0TT/5+ki+dTEyPoXW6fiGEEEII0TTVKoFZuHAhL7zwAoWFhYFpLVu25K677uLiiy+u8+BE01LucbIq60f+s+O/HCw9RJQ1gvT4Ngxq25fWsS0DQ2JEPKZ6vAbFdWBHxUMqnbQcey+RHWp3sb8QQgghhGi+Qk5gFi1axMyZMxk2bBijRo2iRYsW5Ofn8+mnn3LPPfdgtVr5wx/+UJ+xikayp3g/n+34L99mr8Xtc3Nmiw7cMfAGzml7FlaztcHiUMqgZPVyClctxhKdQNqEmfKQSiGEEEKI00zICcybb77JNddcw7/+9a+g6Zdffjn33nsvL7zwgiQwpwiv7mV30V42HNrK+oMb2Zq/E6vZyrnt+jGq0xDOSGz4boM+ewF5H8/Fues3ojqfTdLo2zBH1G23NCGEEEII0fSFnMDk5uYyYsSIauddeOGFrFixos6CaqpcPjcH7LkUuUooczso9Tgo85RR6nbg1j2YNTNmkxmzZiLKFkFCeDwJEXEkRMSRGBFPYkR8k7vI3KN72VdykKzifewozGJnYRZ7Sg6gGzoA6XGtGdfrCoZ1OKfOr2MJhTJ07D9/RuGqJWDoJP3xL8T0uaDJfY5CCCGEEKJhhJzA9OjRg2+//ZYhQ4YcNW/9+vV07Vq7J6Y3ZQ5POfvtOeyz57DPfpD99oPss+eQ5yg4qqymaUTbogg329CV4R8MnXKvE0MZQWUjrRGkx7emXVzrwLhdfGvCLfX/EFCf7uNQeQE5pXnsKdlPdvE+sov3c6A0NxBnpDWCjontuDhjBB0T0+mafGad3C3sRLn2bSH/P6/jydlJxBm9SRp1C9aElo0WjxBCCCGEaHwhJzB/+ctfuPvuuykvL+eyyy4jNTWVoqIiPv/8cxYuXMg///lPfvzxx0D5c845p14Crg8lLjub8razMXcbGw9tY39pTmCe1WwlLSaVjBYdGNZhEG1iW5IUmUh0WBQxtigirOHVXrBuGAZ2dylFLjtFzmLyywvZU3yA7JL9fJO1BqfPBYCGRsuYZDJanEFm0hm0jUujVUwqsbVs7XD53BQ7Syh22SlylVDkLCG/vIgDpbkcsOeQ68hHKRUonxSZSHp8awa06UV6fBvS49vQMjq5Xi++D5W3KIeCr96ifOsazNEJpIy5k6gug6TVRQghhBBChJ7A3HLLLQAsW7aM999/PzC98kfxAw88EHivaRqbN2+uwzDrVqm7rErCspW99oMAhFvC6JLcicHtB9I2Lo02ca1IiWyByVT7H/Umk4n4iDjiI+LokNA2aJ5SijxHAdkVLSG7Cvfwy8EN/DdrdaBMlDWC2PAYom1RRNsiCbeEo5TCUEZg8Bk6hc5iCsqLAglRVVazlbToFNontOXcdv1pGZ1ManQSbeJaEW2LqvU+1TelFI4tP5K3Yh4ACUP+RNyAizHZwhs5MiGEEEII0VSEnMC89dZb9RlHvSrzONict4ONuVvZeGgb2SX7AQgz2+ic3JHz2w+kW0oGHRLaYWmAp7hrmkZKdBIp0Un0b+2/BbBSikOOfPbbczlQmktO2SHK3A7KPOXYXWXk+PIwaaYqg4ZZM9MqJoWeqZ2Jj4gjITyO+IhY/zg8luiwqCbRonI8nry9lG38lrJN3+MryiEs7UxSr7wbS2xSY4cmhBBCCCGamJATmAEDBtRnHHWqzONga/6uQMKSVbwPhcJqttI56QzGtruUrskZdEpMx2I+oWd51jlN00iNTiY1Opmz6N7Y4dQ7b/EhHJu+o2zjd3gOZYNmIqJ9DxLOvZLo7uejNeDtmYUQQgghRPNRq1/vO3fu5JlnnmHNmjWUlZURHx9P3759mTx5MmeeeWZ9xRgy3dB54OvZbM3fCYDVZCEj6Qyu6jaabimZnNmifYM+t0QE85UV49j8A2Ubv8O9fysAYa0zaXHhzUR1GYQlOr6RIxRCCCGEEE1dyAnMtm3bGDt2LFarleHDh5OUlMShQ4dYtWoV3377Le+8806jJzFmk5meqZ05q1V3zmzRgYwWHbBZbI0a0+nOcDlwbF1D2cbvcGb9DsrAlpJO4rDriep6Htb4lMYOUQghhBBCNCMhJzBPP/00rVu3ZtGiRcTGxgam2+12xo8fz5w5c5g7d269BFkbV3e/uLFDOK0Zbifeohycu3/DuetXnHs3g+7DEp9K/KAxRHc7D1tyu8YOUwghhBBCNFMhJzDr1q3joYceCkpeAGJjY7n11lt58MEH6zw40fQoQ0cvK8Znz8dblIO38CC+4ly8xbn4inLQHSWBstbkdsT1H01U50GEpXU6LW+DrLsc+IpysLXsgNYMbqgghBBCCNHUhZzAWK1WrNbqrx+x2Wx4vd46C0o0PKUUhqsM3VHiH8pL0MuK/WNHiT9hKTyIryQPDL3KkhqW2BZY4lOJ7NQPa2JLLHHJhLftiiW2RaPtT2MxvG5ce7fgzPofrqwNuHN2gTJoM+lZbC1aN3Z4QgghhBDNXsgJTI8ePVi0aBEjRowIei6KYRgsWLCA7t1P/TtnNTdK96GX29EdxcGJiaMY3XH09ODEpJKGKTIGS0wLwlp2ILrLOVhik7HEJmFJSMUan4pmOX1vjKB0H+4DO3Bm/Y4z63dc+7eC7gOTmfDWGcSfeyWRHftI8iKEEEIIUUdCTmD+9re/MXbsWC666CJGjRpFUlIS+fn5fPbZZ+zdu5c33nijPuMU+LtvKa+7IikpqTkxKS/BcJZVux7NbMUcFYc5Kh5LTCJhLTsE3psj4zBFxWKJiscUGYc5MgatAZ6N01woZeDJzT6csOzdhPK4AA1banvi+o8mIr0H4e26YLJFNHa4QgghhBCnnJATmO7du/Pqq68ya9YsXnzxxaDpr7zyCv3796+XAE9FSimU14XhKsfwujDKS/1JidNe/etyO7qzFOUuP+Y6TeFR/iQkMg5bcruKhMT/3hwVf/h9VByaLeK0vB7lRCil8BUdxLnbn7A4szdgOEsBsCamEdN9COEdehDRrjvmyJhGjlYIIYQQ4tRXq+fAnH322dx2222sXr0au91OXFwcQ4YM4Zxzzqmv+JospRTKXY7uKsNwOjDcDgyPyz92lqG7HBguB6pimu4sRS8vxXCWojtL/d2MjkGz2DBFxmKOjMUcGYM1sRWmiBjM4dFotrCK6VUTk1h58GMd8pUW4cz6raKVZQO6PR8Ac0wikZ36EtG+BxHte9R4jY/uLMWxdS2OzT/iztlJ64mPYE1s1VC7IIQQQtSKUgpX1u84tq4h7uzL5DEHokkLOYEpLi7mz3/+Mxs3bsRsNhMfH09xcTFvvvkmgwYNYt68eYSFhdVnrCekstuV8nlRug9l+PyvA9O8GO5y/+Bxo3QvyufBqEhA/ImJu6JM5TQnyusGZdS4bS0sEpM1HFN4JOaIGKwJLTGnnYkpMgZzRAymsEg0WzjmiBjMkbH+6ZFxmKxN73M8lSndi2v/Npy7/kf5zvV4cvwPQjVFxBCR3p2IQWMIb98Ta2KrGluufGVFlG//GceWH3BmbQBDxxKXQmzvkVjikhtqd4QQQoiQ6c5SHJu+p2Tdp3jz92GKjCW27x8aOywhahRyAvPwww+zZ88enn32WUaOHImmaRiGweeff859993H7NmzmT59en3GelxKKfa/eifeolyUoYOuA+qE1qVZbJjCIjGFR6JZIzCFR2KNSsMcHlWRmIRhiojGHB6NKTy6olw45vCow+/l2pEmy2fPx7F1rf9ZNdkbUV4XaCbCWp9JwtDriezYG1tq+xpvfWx43bj2bPI/82b3b3gO7QHAHJtEZKe+mKPiMdzleAsPYLgcmKPiGmr3hBBCiGMyvG7Kt6+jbMO3lO9cD4YPW8szSL7kDqK6notJHgIumriQE5hvvvmGu+66iwsuuCAwzWQyMWrUKAoKCnjhhRcaPYHRNI2YXiPwlRb4kwfNjGY2o1nD0SxWNJMZzWxBs9jQrGH+scWCyRbhbw2xhqGZrWhWm1TeU4xSCk/ubsq3r6N8+zrcB/2tLJaElsT0GELEGb2ISO+OKTzq2OswdDw5uynf/T+cu3/FtXcrGD7QTJjCIzFFxPi7D9rzKa/odmaJTcKa1LZB9lGIxmQog3KvE7u7jFJ3WdDY7i7Dp/vQNA2TZgqMTZqGSdMIM4cRaY0gzGLDarZgM9sIM9vQNM1/i3elUBhVXiuUUrRPaEtK1Ol3u3YhToTSfTh3/4+yjd/i2LYW5XFhjk4krv9o/0OmW54h18eKZqNW18C0aFH9gaJVq1Y4nc46CehkxQ24uLFDEE2Er6wYV9bvgYRDLy0ENMJan0nisOuJzBwYuL2xMgwMrxefw4Hy+TA8HnS3G29xHq49W3BmbcB1YBfK40EpKr7kK1r3zBpWcyzm6HisKclY41OwxCVjiUvCZAvHEhUlrS+iWfHqXkrdDko9/iSk1OPwv3eX4fCU4/K5KfOUU+opw+4qxe7xzzOO0a3WZrZiM9swVGUSYmBQMa6YdiJ6tezKvUMmn8yuCnFK052l/us5d/6KY/tPGOV2TOFRRHc9j+ju5xPetov0FhHNUsgJzBVXXMELL7zA2WefTXR0dGC6x+Phrbfe4pprrqmXAIUIleFx4tqzGWfW/yjf9SuufXsxfKBM4Vji2mBK7IoWFoez3IP9vzvwffQLXnspXrsdX1kZGDVf0xSs6g8uHThQMVSvz3NziGwnLTGi6Sh1l7Hfnst++0EOlOaS5yikwFlEnqOAYpf9mMuFWcIIN9uIskUSGxZNy5gUMsJiiA2LJiYsmtiwaGLDYogNiyI2LIaYsGjCamjRVkrhNXyUe524fW68hg+v7sPtc6NQaPhbajRNQ0OreG1CQyM1Oqk+Phohmi1fWRGuvVtw79+Ga+9m3Ad2AApTWCQRHfsQ3e18Is/ofVo/v02cGkJOYKxWK/v27WPEiBEMGzaM1NRUioqK+Oabb8jLy6NFixZMnToV8J+dfvzxx+staHH6UkphuFx4iktwHdhL+a7NOPftwp2zH09REbpHobtAd2tV7rHgAnb4B5MJa2ws1tgYLLGxRLRuRURqDIazEMNZhNI9aBpoJv9gCovA1iINW6sOhKW2w5ba1n+TBaVAqYozxwoMhe4ux2cvRC8twFuSj15yCK+9EA0v1li5MYOoX0opnF5XRauJg7LKVhNP2eHX7jLyygvJKcuj1H34OVFWk4WkqESSIhPo06o7yVGJFUmIPymJsUUFxhZzrRruj0vTtIoWGvlBJURtGD4P3ry9uHN2VyQsm/AWHgT8z3uztepIwvnXEHFGL8LSOh2zpaW41M3W7EJ27txHQdZO3CX5jB47hq4Z8gBm0XSFfCRasWIFUVH+6wPWrl0bmG4ymUhNTWX9+vWBadKHUtSG7nbjLSnBW2LHZ7fjLbHjtdsD07wlxXgKC/AUFeErdaB8erXrMYVZscXHEdOxHRFt2hDRqhXWhPiKhCUWc7gNb9FenDvW4dq7GW/RDv/d5MxANBBnwRLfmoh2XYnKHEhY6wzM4VH+pMldjq+0EG/Bfrz5W/EWHsRXko9eVoTuLMVwl4Phj8sAnCaNfKuZvBgzhgatS4vklpTiuAxl4PZ5cHpdlPucOL0u/2uvk3KvsyIhcVDmLsNeMfa/9ycs+jG6cGloRNoiiLFFkRSZyIDWvWkdm0paTEvaxLYkKTIRk6mGG1ZUdKs0Sh14AE2jIsuv+L6vHKjoWqlURSOlP8lXuu4ffLr/zpBVX/v0w/MrhsMnB6hysoDD6654GdWxA+EpUq/EqU8vt+PJzcKdm4Undzfu3Cy8+fsCd0M1hUcT3rYzMb1HEt6uK2EtOxz1eAXD0Dl0MJf9O7MpOLCPsvwc9JJDxHoLaGUu5myTGwBlhkjvuYAkMKLpCjmBWblyZZ1s0DAMnn/+eZYuXYrdbqdv377MmDGD9PT0Olm/aFz+H/vuI5KQI5KTkpKgBMVwu6tfmUnDbDNhMhuYLAqLBWxJYImNJiw5lfA27Ynq0IXIjl2xJSSiWSwY5Xa8RQfxFObgzduDZ9daHMU56GVFKI8raPWaLQJryzOIaNeFiPY90EwWvIUH8eTvpXj1h+j2AnzlJbg8LspMiiKLmQKrmUKrmRKLiVKzibIoE64YGx5TOF6Thg6oavL39srB2XX/cYsmwjAMXD53NUmHC6fXidPn8r/2OHE5y/CWluErK8Moc2CUOzFcLlzKS5HNoDjahMeqYdHB4lNYdYXFp7BUjMMMEzGajShstFAWIjATYVgJU4mE6Ro2HSwGWCMjCY9PILpVa2yaGaPciV7kwsj1YHgcGO4t6O7fyPd4OOTx+BMUt9s/9ngw3P7rwAyPp5bdKxtOTOfO9Hz84cYOQ4g6Y3jdeAsP4i08gCc3O5Cs6KUFgTLmmETCUjsQldEfW2oHwlLbY0lIRek+9NJCfCV55P+yiqKD+ykvyMVbkofFWUSkXopV00kAEirW5SKM4vBEdtORXY4o9nviyNHj+UdEO+TJZaIpq9u+ACGYO3cuS5Ys4bHHHiM1NZWnn36am2++mY8//rhJPkfmdKJ0Hd3prDK4gsY+Zzm6w4GvrBTdUYbP4cBXVoavzIHuKMfndKGXu/xnUKuhmTRMNhMmK5jMCpPZICIe/3tL8NgSHYk1MSVwQbytRRq21PZYW7RB+Tx4i3IqzkZtpmDbl/jseeiOkmM/INRkRguPxhwehc9qo1Tp5PnKyXHmkLPrEPl7v8NuNVNu0vCYTOhmUAlAQiRoh+9MphkKswFmQ2HWFWYfmHVFpKFjNhRaxTxNgdkATSkMi4m2Man18BcToTCUgUf3+gefB4/uwa17/WOfp2Kef1z53q37y3mC3nvx+NzoLre/LpT764lyulAuDzavgc2rCPMqwjwG4R5FuMcg3O1/H+dRpLoNLPWUC2g2GyabDbPNChYLhttDSWkpJUcmH1YrJovFf4fGysFkQjP7+01qJg3NasVitWKOiqKy1UMpBYZxuKXEMFCG4Z9mGGBUlKlsMeFwK8zhS8YUJ3hn+2qV7dpZdysToh4pZfifI+csxVdW7E80ygr941L/2FucW3GzmQqaCWtSayLSu2FLbos5pgVaWCR4XPjs+XhL8ilYvxJ3UR44CrF4HUHbtADKiKDUiMZuScRua0eROYICFcZ+l8KuWfCawWzViYw0CEvxYtbyiOYgLjUQkDv8iaarQRMYj8fD66+/zt13382QIUMAmD17Nueddx6ffvopl19+eUOGU6OqB+Kjph2eEHz3nCO7OoD/oF5xgFe6HjjY+7tRGLV4b1S81wOv/T8adAyfXnHG1IXucmG4nf4zqW43hscdOIuqPF4MrwfD48Xw+lBeb0XXEB+Gx+tff4g0/12q/QlHxdgaDmHRFe+tYA6zYA63+ocIG6bwMEzWsMDtqk0WK5grVgBohoFShv8z1L0YXhfe4kO4c3ZR5nFiuF2ggpMjA3CYNIqsZooiTJSYIihXJpxKw22AT9cwlL+V3eRSWBwOrL4yrD6F1ec/o53g00nRPYH3Vh9YdFWRpFRJVgwwneCPL8v5+yGheTfHqyo/So2KH7XVjSvLBW556/NiGP5uRIbh8yfKPh9enxefz4PX50X3efF6Peg+Lz7di8/nH3SvB5/Hi8/jRne7KsZudK8H5fH5HzLr8/8vK6/P371Qrxwb/mdBGQamisTSVPE3NAVeHzFNgc2AcKWqlAHNABP+DlIhM5n83apMhy86x0rQWhT+JLfy8w2+tirwwQePj/X38XjQPR6qP31QhdeL4fXWZk+aLEuknPQSDU8phXKXo5fbgwaj3I7urHxdiu4sw3CW+rsZuxzVPvxaM1sxRURjskVgjorHHJeCgRldNzB0Ly6nA9e2XzA2fIvLDC6TCadJw2U2UaJZKNTCKdFs2CMTcZhScFtMOE3g1kA362hmH1i8YCoDyoK3DVTeXsOtFD4FZhRmBXs2fknfjrfW+2cpxIlq0ARm8+bNlJeXc/bZhzvTREdH07VrV9atW3fSCYxSivW3T8adl18xgYofXEcmGRXTK8oEpp9CNBNQcSF61YvStYpfYZWvLRbQbIcTEs1c8bur8rW5omyV91R2dz8uHzo+PMqFt1zhc2p40PBo4MSER9NwYcKjgRcND+BDw4u/K5auNDQdNJ+/pcPktfkTDC9BZ7v9Y51Ej4+UEHMwBfgsoJs1lPnwZ6XMGoZZw2fV8Gn+2HTNX94AjIo+/gr/BK3iB7BFB7Nu+LvveBU2n/8gULmtrzdtYmzvAbX4CzYt3787H/eSj9BUlSROVfkpXjGt8v2R4xNhrhia7ROZKls+dP/Hc6xvmFPrm6dhmWKjj19INCmBG58c1VpX9aRhcGve4VZAo6IyVdQtZYS4rL8FpHKZynWoynVUXpfldWO4HRjOMrxOf4Liq0hGDFcphqsM5XaAu7zaZARAaSaU2YbPZMFjMuHWNLwmM+6IGLzo/qOipuPVNDwmDY+m4TG58WgeHHopDjTKTBacZhNum4Y7CnymCAwtsoZP1QDl4sir2EyACvGaZA0IU4pwQxGlG0TtP31aNzMzM5k5cyZXX311Y4ciaqFBE5jc3FwAUlODu9OkpKRw8ODBk16/2+0my5NLWJVfPKrqq0A91qq5UEELnnRE0lM5q1Y/Nip/wB69qaAywfO1aq+hCKxOC36vVd1GYLcOF9KqBlz1teE/q1xlq0ftnHbk8hVMyj/dP6ig99W+RlV8sfoPJv5r5k+sH40O6CYwTP6x0sDQwKuBJxwMTTv8Y1E7vEua8icUGlR08/LHZvYpzF78Z9oBUy3+wgbBf5PA64qP0mfyj3Uz+NxFJ7S/Tcbyrwk7Ru+8xlbTX+xUvJ3IqZbwnMzfyLknp87iaCyrnv4/HEZe0DRVcVzwf59XtNBB4DutyjkEFBXfeVo130cQ+KZVGkd961au6+h5WmDZwLY07XAZreryWtD2gg452uG4DH8b5OE4j9inqowq5VTFttUR+25oFfteMTYq1lUZs6LK8aCyzBFxV933wHYC6z68jEJDReAfCENpYYeXD4pVC8QQ4lm+Kh+WCn2ZihZis/L3FLBQ0cKs/K9NFcdcEwrN0PzvVcUxThF4bw6UVWgV+2MA4bqi6GDTeLZfQ/juu++IiYlp7DBELTVoAlP5sEubLficqs1mw+PxBE2z2+3Y7cHPIsjJqflgtW/fPlLyjBAOiE35J0BdxNaU9+/kmPEnH8fOfxpu3wNnu46VJFa8thoQ9/1auLFh4jqeE6lbRknZUWf3mopTMUmpyem2vzVpap/FidStnC2HaJ13anTpE6cG3QRfnGfm2sYOpIEkJyc3dgjiBDRoAhMeHg74r4WpmsR4PB4iI4ObR998802ef/75Wq0/KioKA+rlh9apmxI0b7X6uxzn105166qu1atyXHk2karjyvJVzobqVhODH3mqNpHWqxOpW86EaCKLyo5fUNSbwP9cYwfShHjiIho7hCAnUrc2dwzjYPIxnoHToH/s0/c/q6klwrVxzNiP/HNqNcw7oohh1rjknHEnFVdzUrUL2fTp09F1naSkJD744AMMwwjcLbey91BhYSFPPvkkX3/9NR6Ph969e/OPf/yDM888E4D169fzzDPPsGHDBjRN49xzz2XatGm0auW/r9v48ePp3bs3xcXFrFixApvNxvjx4xk9ejQzZszgt99+o1WrVtx7770MHjwY8N/p8tVXX+Xtt98mLy+P9PR0JkyYUKtub7qu8+yzz/Lee+9RVlbG4MGDSU1NZcuWLSxYsIA1a9YwYcIEpk6dyssvv0xKSgrLli0jPz+f2bNn88MPP2C32+nRowdTpkyhX79+ADz33HMsXbqUb775JrCtpUuX8s9//pOtW7cCMHz4cK6++mp+/vln1q5dS0pKCrfccgvXXnviaXKDJjCVf7xDhw4RHX247/KhQ4fo1KlTUNmJEycyZsyYoGk5OTlcf/31Na6/1Yfv1WHEQpx6TqRuXTj/zfoOS4hm70Tq1oPTpW4J0ZR8+umnXHLJJSxcuJB9+/Zxzz33MGfOHB599FF8Ph833XQTmqbx/PPPk5iYyJw5c7jxxhv58ssv2bZtG+PHj2fMmDHce++9lJaW8vjjj3P99dezfAZUkS0AACAASURBVPnywG/fN954g9tuu43ly5fzwQcf8Nxzz/HBBx8wbdo0OnTowKOPPsq0adP44Ycf0DSNp59+mk8++YT77ruPM888k19++YWHH36YgoICJk2aFNJ+PfXUUyxbtox//etfdOrUicWL/z979x6X4/0/cPx1l9JJOWeGlkONziphKBUzW7axTY6jOU5sOZ/PZ5JDDpFjypyaMz9mGEPkMJvzHMKsHCqRzl2/P6z761YSStL7+Xj0WPfn+lzX/f58uOx+39fnEEZISAjOzs4a9Xbv3s1PP/1EUlISKSkptGvXjkqVKjFv3jwMDQ1ZuXIlXbp0Yc2aNdjY2OS5XxcsWEDPnj0ZPnw4v/32G2PHjkVfX59WrVrl/Q/nKW80gfnwww8xMjLi2LFjVK9eHYBHjx5x7tw52rdvr1HX2NgYY2PjNxmeEMWC3FtCFAy5t4Qo+gwNDRk/fjw6OjrUqFEDLy8vDh06BMCRI0c4f/4827dvV3/xPmHCBBYsWEBcXBzLli2jRo0ajB8/Xr2p+9y5c/H09GTz5s3qLzNq1KhBnz59AOjatSuBgYG0bNmSZs2aAdChQwd69+7N3bt3MTQ0ZNWqVcyYMQN3d3cAqlatyt27d1m8eDE9evTIdSNieDKFIywsjMGDB/Pxxx8DMGrUKI1N6LP4+Phgbm4OQFhYGPfv32fdunVU/G/T4IkTJ/Lnn38SHBzMnDlz8tyvDRo0wNfXF4Dq1atz5swZVq5cWTQSGF1dXTp27EhAQADly5enSpUq+Pv7Y2pqSvPmzV94fsZ/+4u8aEyxEEVRpUqVKFHijW/NBMi9Jd5dhXlfgdxb4t1V2PdWQalSpQo6Ov8b1mlkZETaf0vPX7p0CQMDA41RQyYmJgwbNgyAixcv0qBBA3XyAk8WrjIzM1MPpwLUCQL8b3pFtWrVspWlpqYSHR1NamoqQ4YMUb8PPPm3JSUlhXv37qmTi+e5cuUKycnJ2Nvba5Q7Ojpy4cIFjbKnN5a/ePEiZmZmGtdXqVQ4OTlx+PDhXN/zWc8+6bG3t2fPnj0vdY2nvfG/ef369SMjI4PRo0eTlJSEo6MjwcHB2Sb25+Tu3ScrteT2OF6Iomrv3r1UqVKlUN5b7i3xrirM+wrk3hLvrsK+twpKbp9HdXR0NJKTvMrMzNS4bk6J3/OeomTtC+bv76+eZ/O0smXLvvD9s95PycOWIfr6L55b+HR7cuqPtBz2Gns6Kcy6hra29gvf63neeAKjra3NwIEDGThw4Eufa21tTWhoKBUqVHhuo7PGG4eGhlKpUqXXDfedJn31cgq6vwrzz+BF95b8XXk50l959y7fVyD3Vn6Svno57/q9VRhq1KhBYmIiV69e1ZgK4eHhgb+/P5aWlkRGRqIoivqDfUxMDDdu3ODbb799pfesXr06Ojo63L59G09PT3X5+vXriYyMZMqUKS+8hpmZGXp6evzxxx9YW1ury8+cOZNrwmZpaUl4eDh37txRP4XJzMzkxIkTWFhYAE8Sk8TERI0237hxI9u1/vzzT43XJ0+epE6dOi+M/XmK1LM/PT099aoHL1KpUqV38puBgiB99XLexf7K6731Lra9IEl/5d272ldyb+U/6auXI/2Vfxo2bIiNjQ1DhgxhxIgRlCpVioCAAAwNDXFwcMDY2Jj27dszevRoOnfurJ7EX7FiRVq2bPlK71mqVCm8vb2ZO3cuxsbGODo6curUKSZNmkS7du1eOP8FnjxV6dSpE4GBgZiamlKjRg02btzI6dOnqVfv+Ztst2rVisWLF9OvXz+GDBmCkZERK1as4Nq1a0yaNAkABwcHHj16RFBQEJ999hknT55k06ZN2a61c+dO7O3tady4Mb/88gt79uxhwYIFr9QnUMQSGCGEEEIIIQqDSqVi/vz5TJ06lW7duqEoCs7OzixbtgxDQ0NsbW1ZunQps2fPpk2bNujr69O4cWPmzp37WptlDhs2jHLlyjFv3jxiYmIwNTWle/fu9O7dO8/X+OGHH0hLS2PkyJEkJSXRtGlTPDw8SElJee45RkZGhIaGMm3aNLp160ZmZiY2NjasWrUKW1tbAOrVq4efnx+rV69mwYIFODs7M3jwYI35OgCff/45+/btY/r06ZiZmeHv70/Tpk1frUOQBEYIIYQQQhRTT0+unzp1arbjfn5++Pn5qV+bmpoSEBDw3Ou5uLiwZs2a5x4PCQnReF2iRAmNGODJk56ny7S1tendu/dLJSzP2rdvH927d9dILHx8fNRDAV1cXLLFAfD+++8zd+7cXK/dq1evbMs5t27dWuN1xYoV8zTcLa/e1s21hRBCCCGEEPlg2bJlDBw4kPPnz3Pz5k1WrFjB0aNHX3kZ48L2zj2BMTY2xtfXV9bizwPpq5dTnPurOLf9VUh/5V1x76vi3v6XIX31cqS/ioclS5a8cC7J999/z8yZM5k6dSpdunQhOTmZmjVrMmfOHOrXr/+GIs1fKiUva6oJIYQQQggh3ioPHjwgPj4+1zqlS5fGxMTkDUX0ZkgCI4QQQgghhCgyZA6MEEIIIYQQosiQBEYIIYTIJ0FBQbRr106j7OrVq3Tv3h0nJycaNWrEyJEjSUhI0Kizc+dOWrZsiY2NDV5eXvz2228ax+Pi4hgwYAD16tXD2dmZUaNGkZiYWODtKWg59dfZs2fp3LkzdevWxc3NjXnz5pGRkaFRJzQ0FA8PD2xtbWnbti1nzpzROH7r1i169uxJ3bp1adiwITNmzCA9Pb3A25PfHj16xOTJk3F3d8fBwYHWrVuzd+9e9fG8tLO49JUoXiSBEUIIIfJBaGhotuVVU1NT6dGjByVKlGDt2rXMnj2b48ePM3z4cHWdI0eOMGjQINq1a8emTZtwdXXl+++/59KlS+o6/fr148aNGyxfvpzAwEAOHz7M6NGj31jbCkJO/XXz5k06dOiAgYEBYWFhTJ8+nW3btjFmzBh1nfDwcGbMmMGPP/5IeHg45ubmdOvWjfv37wNP+vy7775DpVLx008/MWHCBDZs2MC8efPeaPvyw7Bhw9i/fz8TJ05k06ZNNG/eHF9fX44cOZKndhanvhLFjCKEEEKIVxYdHa307NlTsbe3V1q0aKF4e3urj505c0axsLBQLly4oC5buXKlYmtrq37dtWtXpV+/fhrXbNeunTJs2DBFURTlxIkTioWFhXL58mX18cOHDyuWlpbKP//8U1DNKjC59dekSZOUxo0bK0lJSeqy48ePa7S1efPmyrRp09TH09PTlaZNmyqBgYGKoijKli1bFCsrKyU+Pl5dZ926dYq9vb3Gdd92d+7cUSwsLJR9+/ZplHfu3Fnp379/ntpZXPpKFD/yBEYIIYR4DWfPnsXQ0JAtW7ZgZ2encaxMmTKoVCrWr19PamoqsbGx7NmzB3t7ewAyMzM5deoULi4uGufVq1ePyMhIACIjIylXrhw1a9ZUH3d0dESlUqnrFCW59VdUVBQ2Njbo6empy6ysrFAUhWPHjnHv3j2uX7+u0V/a2to4Ojpq9Fft2rU1Vl1ycXHh8ePHnD17toBbl3/09fVZsmQJTk5OGuUqlYoHDx68sJ3Fqa9E8SMJjBBCCPEa3N3d8ff3p2rVqtmOValShZEjR7Jx40bs7Oxo0KABcXFx6qFTCQkJPH78WL0bdpaKFSvy77//AnDnzp1sx3V1dSlTpgzR0dEF1KqCk1t/VahQQd3uLLdu3QIgNjaWmJgYgFz7KyYmJsfjQJHqLyMjI5o0aYKRkZG67PTp0xw9ehQ3N7cXtrM49dXrcHd3zzaUUbz9JIERQgghCkhqairnz5/H09OTtWvXsmTJEhRF4YcffiA9PZ3k5GTgSULyNF1dXVJTU1EUhaSkpGzHs+qkpKS8kXa8KV988QXnzp1j0aJFpKSkEBMTw/jx4ylRogSpqakkJSUBz+8vgOTk5ByPA0W6v65cuYKvry92dna0bdv2he0szn0l3n0lCjsAIYQQ4l21YsUKjh07xs6dOylR4sn/cs3MzGjevDm//PKLenhP1gfKLKmpqRgYGKBSqdDT08t2/Ok67xInJycmT57MtGnTmDNnDoaGhvTr149r165RqlQp9dCy5/UXkGN/Zb0uqv11/PhxfH19qVy5MkFBQejo6LywncW1r0TxIE9ghBBCiAJy4sQJateurU5e4EkCU6ZMGaKioihdujQGBgbcuXNH47w7d+5gamoKPBkC9Ozx1NRU4uLisg3/eRe0bt2ao0ePsn//fg4fPsxXX33FvXv3MDMzo3LlygAv3V9Zr4tif23ZsoWuXbtiZWVFSEgIpUuXBl7czuLYVwXhwIEDtG3bFgcHBxo0aMDIkSN58OABAL6+vvTq1Utd98aNG1haWmoMSduxYweOjo45fgkhXp0kMEIIIUQBMTU15dKlS2RmZqrLYmJiiI+P54MPPkClUlG3bl2OHTumcV5ERAT16tUDwNnZmbt373L16lX18axJ2M9O8C7q/u///o8+ffqgUqkwNTVFV1eX3bt3Y2BggIODA2XLlsXc3FyjvzIyMjhx4oRGf50/f15jr52IiAgMDQ2pU6fOG2/T69i6dSuDBw/mk08+ISgoSGM+zIvaWdz6qiDs2bOHnj170qBBAzZu3MjMmTOJjIzEx8eHzMxM3N3diYiIUCcnBw8eRKVSERERob7G/v37cXV1zXEYqHh1MoRMCCGEKCAdOnTg559/ZtSoUfj4+PDw4UOmTJlCrVq1aNq0KQBdu3alR48eWFlZ4ebmxqZNmzh79iwTJ04EwM7Ojrp16zJgwADGjRtHcnIyo0eP5vPPP1d/k/6uqFWrFr/99hsLFiygVatWnD17lgkTJvD9999jaGgIgI+PDxMnTsTc3BxbW1uWLl1KYmIiX3/9NQCenp7Mnj0bPz8/Bg0axO3bt/H396dr165F6kNkdHQ0o0aNwsXFhUGDBhEfH68+pqOjk6d2vsm++jXyBnuO3ci/DnhJzepVw92pWr5ec/Hixbi5ufHjjz8CUL16dWbOnEmbNm04ePAgbm5ujBgxgpMnT1K/fn1+//13mjVrxr59+3j8+DF6enr89ttvRX7PpreRJDBCCCFEAbG0tCQkJIRZs2bh7e1NyZIladSoEYMGDVJ/QGzUqBFTpkxh/vz5zJ49m5o1a7Jo0SJq1KgBPFk2NzAwkHHjxvHtt9+iq6vLxx9/rLEZ5ruievXqBAYG4u/vT1BQEJUqVaJ///506NBBXeebb77h0aNHzJkzh/j4eKysrFi2bBlly5YFoGTJkgQHBzN+/Hi++eYbjI2Nadu2LX369CmsZr2S3bt3k5SUxNGjR2ncuLHGsbp167JmzZoXtrO49FVBuXjxIj/88INGmbW1NQYGBly8eBFXV1fs7e05dOgQTk5OREREEBwczKFDh4iMjMTIyIhHjx7RpEmTQmrBu0ulKIpS2EEIIYQQQgjxprm7u+Pl5YWfn1+2Y7a2tvzwww989913GuX29vb8+OOPdOnShSVLlrB9+3ZGjRpFr169iIiIoFevXtSqVYsSJUpw9uxZgoOD31Rzig2ZAyOEEEIIIcQzLC0tOX78uEbZmTNnSEpKUm8s6+HhwYULF9ixYwcuLi5oaWnRsGFDjhw5wr59+/D09CyM0N95MoRMCCGEEEIUW7du3eK3337TKNPR0aFHjx74+voye/ZsWrVqRXR0NOPHj8fa2pr69esDT4Y9mpmZsW7dOoYOHQpA/fr1mTp1KiqVCnd39zfenuJAEhghhBBCCFFsbdu2jW3btmmUlSpVisjISObOncuiRYsIDg6mdOnSeHp60r9/f42l0d3d3Vm2bJk6qbG0tKRcuXJUqVKFihUrvtG2FBcyB0YIIYQQQghRZMgcGCGEEEIIIUSRIQmMEEIIIYQQosiQBEYIIYQQQghRZEgCI4QQQgghhCgyJIERQgghhBBCFBmSwAghhBCi0E2bNg0bGxsePHigUR4WFoa1tTWxsbH8/fff9OrVi7p16+Lg4EDPnj25evWqRv1bt24xePBgGjVqhJWVFQ0aNGDw4MHExsaq63Tq1InBgwczYMAAHBwcaNu27RtpoxAif0gCI4QQQohC9/XXX5Oamsr27ds1yn/++WeaNm3Kw4cP8fb25vbt20yYMIGJEycSExNDu3bt+PfffwFITk6mc+fOXLp0ieHDh7N48WI6dOjAtm3b8Pf317jujh07SElJYd68efTs2fONtVMI8fpkI0shhBBCFLrq1avj6OjI5s2bad++PQB///03Z86coU+fPsybNw9tbW1WrVpF6dKlAWjSpAnNmjVj4cKFjB8/nmvXrlGxYkUmT55M9erVAfjoo4/466+/OHbsmMb7KYrC1KlTMTIyerMNFUK8NnkCI4QQQoi3wldffcXp06e5du0aABs3bqRChQo0btyYo0eP4uLigpGREenp6aSnp6Ovr0/Dhg05dOgQALVr1+ann37C3NycmzdvcujQIZYvX87Vq1dJTU3VeK/KlStL8iJEESVPYIQQQgjxVvjkk0+YNGkSmzZtom/fvmzdupUvvvgCbW1t4uLi+L//+z+srKyynaejo6P+feXKlQQFBXH//n3Kly+PtbU1+vr6JCcna5xTvnz5Am+PEKJgyBMYIYQQQrwV9PX1+fTTT9m5cyfHjx/n7t27tG7dGoBSpUrRokULNmzYkO1nzZo1AGzdupXJkyfj4+PDkSNH+P333wkKCuKDDz4oxFaJt5m7uzsBAQGFHcYb8aK2BgQE4O7u/tzj6enpWFpaEh4eDsC8efNo0qRJvseZF/IERgghhBBvja+++oq1a9eyYMECHBwc1HNZ6tWrx99//82HH36o8cRl8ODBlClTBhsbG06cOIGBgQHdunVTH3/06BEnTpx44+0Q4m2zYcMGSpYsWdhh5At5AiOEEEKIt4atrS2WlpYcO3aMNm3aqMt9fX25ffs2Pj4+7Nq1iwMHDtCvXz82b95MnTp1ALCzs+Px48dMnDiRw4cPs2nTJtq3b8+9e/dISkoqrCYJ8VYoW7YshoaGhR1GvpAERgghhBBvlaZNm2JgYMAnn3yiLrOwsCAsLAwDAwOGDx/Ojz/+yO3bt5k9ezaff/45AF988QV9+vRhz5499OrVi/nz51OvXj0mTJjAo0ePuHDhQmE1SRRhBw4coG3btjg4ONCgQQNGjhyp3q/I19eXXr16qeveuHEDS0tLjaFaO3bswNHRUb2QxIYNG/jkk0+wsbGhRYsWLF68mPT0dODJPkaWlpYsWrSIRo0a4ebmprGHUZZOnTrh7+/PqFGjcHBwwMXFhcDAQK5evUqnTp2wtbXl448/5rffflOf8+wQsrVr19KsWTNsbW35/vvvefjwocZ7REdH07t3bxwcHHB1dWXHjh259lNqairTp0+ncePG2Nvb06ZNG3755Ze8dvNLkSFkQgghhHirHDx4kE8//TTbKmG1a9cmKCjoueepVCr69etHv379sh37+uuv1b+HhITkX7DinbZnzx769u1Lr169mDJlCv/++y8TJkzAx8eH9evX4+7uzoQJE0hNTUVXV5eDBw+iUqmIiIhQX2P//v24urqiq6tLWFgYs2fPZtSoUdjb23Pp0iUmTJjAzZs3mTBhgvqcjRs3smzZMpKTkylbtmyOsS1fvpzevXuzZcsWNm3axLx589i0aRNDhgzB3NycKVOmMGTIEA4fPoxKpdI4d/v27YwbN47hw4fz0UcfsXv3bgICAqhcuTLwZL5Lt27dMDQ0JCQkhNTUVMaMGZNrXw0ePJirV68yffp0KleuzMGDB/Hz82PSpEm0atXqVf8IciQJjBBCCCEKXWJiIsuXL+fs2bNcvHiRGTNmFHZI4iU8PLOfh3/8WmjvX8rOnVK2bvl+3cWLF+Pm5saPP/4IPNmvaObMmbRp04aDBw/i5ubGiBEjOHnyJPXr1+f333+nWbNm7Nu3j8ePH6Onp8dvv/3G6NGjAVi0aBE9e/bEy8sLgKpVq5Kamkr//v3p37+/+n3btWuHhYVFrrHVqFGDPn36ANC1a1cCAwNp2bIlzZo1A6BDhw707t2bu3fvUrFiRY1zV61aRYsWLejYsSMAPXv25OTJk1y+fBmAI0eOcPnyZXbu3KmehzZ58mS++uqrHGOJiopi586dbNiwARsbGwDMzMy4cuUKS5culQRGCCGEEO8ePT091q1bR2pqKuPGjaNGjRqFHZIQXLx4kR9++EGjzNraGgMDAy5evIirqyv29vYcOnQIJycnIiIiCA4O5tChQ0RGRmJkZMSjR49o0qQJsbGxxMTEMGfOHAIDA9XXy8zMJDMzk+vXr1OhQgXgyYf/FzE3N1f/rqenB0C1atWylT27BxLApUuXaNGihUaZg4ODOoG5dOkShoaG6uQlq91PL6DxtHPnzgHQuXNnjfK0tLQXtuNVSALzhg0dOpTDhw9rjEl8myUnJ9OoUSMePXrErl273pqlKN3d3albty4zZ84s7FDEW6oo3WtpaWmsX7+eLVu2cPnyZTIzM6lSpYr62zETE5PCDjFXnTp1Ij09Xb2UrRCvQltbu0jcryJnpWzdCuQJyNtKURR0dXWBJ59Jtm/fTtOmTdHS0sLOzg5nZ2ciIiIoUaIE9evXx8jIiHv37gEwZMgQGjVqlO2apqam6jr6+vovjKFEiewf47W08j69XVGUXK/37HGVSvXcBCar7qpVqzA2Ns5zDK9KJvG/Yb169dLIut92//d//wfAe++9x9q1aws5mv+ZM2eO+rGpEDkpKvfao0eP6NKlC1OmTMHKyooZM2YwZ84cWrRoQWhoKF9++aX6G7G31ciRIxk7dmxhhyGEEPnO0tKS48ePa5SdOXOGpKQkatasCYCHhwcXLlxgx44duLi4oKWlRcOGDTly5Aj79u3D09MTgHLlylGuXDlu3LiBmZmZ+ufq1av4+/urJ/K/CbVr1+bUqVMaZX/++af69zp16vD48WMuXryoLvv77795/PhxjtfLGu52584djbbt3LmzQL7ckicwb9jb8gQjrzZs2EDDhg15//33CQ8P58cff3wr1hDPGl8pxPMUlXtt5MiRnDt3jjVr1mBtba0ub9KkCV999RUdOnSgb9++bNq0ST0c4G1jaWlZ2CEIIcQru3XrVranfzo6OjRo0IAePXrg6+vL7NmzadWqFdHR0YwfPx5ra2vq168PPJkXY2Zmxrp16xg6dCgA9evXZ+rUqahUKvXmkCqVih49ejBz5kzef/993NzcuHLlCiNGjMDJyQkjIyPi4+PfSJt79OhB7969CQ4OxtPTkwMHDrB37171XBkXFxfs7OwYOnQoY8aMQVtbm/Hjxz/3CU/NmjVxd3dn3LhxKIqCpaUl+/btY+7cuQwfPjzf45cnMM9wd3dn6tSpfPfdd9jZ2aknbT148IAxY8bw0UcfYWNjQ+vWrTlw4IDGuWlpacycOZMmTZpgZ2dHjx492LJlC5aWlty6dQt4Mqzl6V1LMzIyCAsLw8vLCzs7O1xdXZk2bRrJycnqOkOHDqVLly5s2bKFTz75BGtra1q0aMGWLVte2BZLS8vn/mTF9Dw3b97k+PHjuLm58eWXXxIfH8/OnTuz1bO0tCQ0NJRhw4bh6OiIs7Mz48ePJyUlhYCAAD766COcnJzo168fcXFxGudu3LgRLy8vrK2tadKkCf7+/hpjNefNm0ezZs1YvHgxLi4uNGzYkOjoaNzd3Rk4cKC6XmJiIpMnT8bV1RU7Ozu++OILdu3apdHPixcv5rPPPsPW1hZ7e3u8vb05cuSIuo6iKAQGBtKsWTOsra1xdXVl4sSJz/22QbweudeefJu1c+dOevTooZG8ZDE1NWXUqFFcu3aNbdu2qcvv3bvHsGHDaNiwIQ4ODnh7e3P06FGNc190bwH88ssvdOjQAQcHB3Vbn16dKWs5z927d9O/f38cHR2pW7cufn5+Gst6durUiXbt2qlfx8bGMm7cOJo2bYq1tTX16tWjT58+3Lx5M9d+FEKIwrBt2za6d++u8dO3b18AmjVrxty5czlw4ACtWrVi8ODB1K9fn+XLl2sMuXJ3dyc1NVWd1FhaWlKuXDlsbW01JtB36dKFkSNHsmbNGlq2bMmYMWPw8vJi2rRpb7TNbm5u+Pv7q/9fsXfvXrp06aI+rqWlRVBQENWrV8fHx4devXrx+eef5zo8LCAggJYtWzJu3DhatmzJmjVrGDlypHqhgPykUp4d4FYEBQUFsX///pd6RKUoCqtXryYsLIx///0XS0tLfvjhB0aOHMmdO3do06YNHh4e6OrqUrduXdq2bcvt27fp27cvlStXZvPmzezevZv58+erM+thw4axdetWvv/+e+rUqcPWrVvZs2cPKSkp7N27lypVqmQblz9ixAh+/vlnunbtSr169Th//jwLFiygbt26LF++HJVKxdChQ9m7dy+lS5emd+/elCtXjiVLlhAZGcnOnTs1JnE97c8//yQlJeW5fWBra6sev5mTgIAAVq5cyaFDhzAyMqJ169bo6OhkG0pmaWmJkZERzZs359NPP2X//v2EhIRQs2ZNqlatStu2bbly5Qr+/v58/fXXjB8/HoDg4GBmzJhB27Zt8fDw4NKlSwQGBuLm5sacOXOAJwlMUFAQ1apVY8iQIdy/f5/WrVtrzIHJzMykY8eOXLhwgT59+mBhYcHOnTsJDw8nKCgIV1dXpk+fzurVq/Hz8+PDDz8kJiaGhQsXEhsby/79+zE0NGTRokUsWbKEAQMGYG5uzsWLF5k1axatWrVi4sSJef67JfLG3d292N9ry5YtY9q0aWzduvW5q81kZGTQoEEDHB0dWbhwIUlJSXz++ec8fvyYPn368P777xMWFsbvv//OunXrqF27dp7urf3799OzZ0/atWuHp6cnycnJrFmzhkOHDhEaGoqTkxO3bt3Cw8MDExMTWrZsibu7O1evXmXmzJl8HWP5KQAAIABJREFU/PHH+Pv7A5pzYBRF4ZtvvuH+/fv069cPU1NTLly4wNy5c7Gzs2PFihV5/jsihBBC5Egp4lavXq1YWloq3t7eL3VeUFCQYmVlpaxYsUK5evWqsnLlSsXa2lpp2LCh0qhRIyUtLU1dd926dYqFhYUSERGhcQ0fHx+lefPmiqIoSlRUlGJpaaksWbIkWx0LCwvl5s2biqIoypAhQ5TGjRsriqIoly9fViwsLJR58+ZpnBMeHq5YWFgov/zyi/ocCwsL5fLly+o6UVFRioWFhbJ06dKXandepaenK02aNFEGDx6sLlu9erViYWGhnDt3TqOuhYWF8sUXX6hfp6WlKfb29oqrq6uSkpKiLu/evbvy2WefKYqiKA8fPlTs7OyUoUOHalxry5YtioWFhXLy5ElFURRl7ty5ioWFhbJ//36Nek2bNlUGDBigKIqi7N+/X7GwsFC2b9+uUefbb79VJk6cqCiKovz444/Z/mx27dqlWFhYKMePH1cURVG+++47pWvXrhp1NmzYoKxcuTK3rhKvqGnTpsX+Xhs3bpxiYWGhPH78ONd6X375peLl5aUoiqKEhoYqFhYWyunTp9XHU1NTlc8++0xZsmRJnu+toKAgxc/PT6NObGysYmFhocyfP19RFEW5efOmYmFhofTr10+j3sCBAxV7e3v1644dO6r/DY6Ojlbat2+vHD58WOOc8ePHK7Vr135hnwghhBAvUmSHkMXExNCrVy9mzpz53G9FcxMcHEzHjh359ttvMTc3p3Pnznh5eZGQkECNGjU0HgseOXKEMmXKULduXdLT09U/np6eXL9+nX/++YeIiAgURcm2JN1nn3323BiOHTsGoF4LPIuXlxfa2trq4wAmJibqyWIAlSpVAsh1eFNGRoZGvM/+5ObQoUNER0fTsmVLEhMTSUxMxMPDAx0dnRyfdDk6Oqp/L1GiBGXKlMHKykrjW+cyZcqod649deoUSUlJeHp6asSUtYLH77//rnH93MbYR0ZGoqWlpV73PMuKFSsYMWIE8ORpUrdu3YiPj+f06dNs2rRJPSQna4m/jz76iN9//52OHTuyYsUKLl++TJs2bbItCSjyT3G/15T/HoDntJLM00qUKKGuGxkZyXvvvYednZ36uI6ODlu3bqVbt255vrd69OjBrFmzSE5O5sKFC+zatYvg4GAg+5KbT9/f8GRRj6SkpBxjNTU1JTQ0lAYNGhAdHc3Ro0cJDQ3l1KlTZGRkkJGRkWtbhRBCiBcpspP4z549i6GhIVu2bGH+/PlERUVpHL98+TLTp08nMjISfX19nJ2dGTJkCJUrVyY2NpYHDx7g5OSkcY6VlRUbN26kXLlyGuVxcXHExcVhZWWVYywxMTHq8eDP7pb67LWelvVhvnz58hrlWQlAQkKCuuzZybtZk6iUXEYANmvWjH/++ee5x7OG2uRk48aNwJMPOc/aunUrgwcP1tgh2dDQMFu9Z5cAfHoX2Ky5MN9//32O7x8TE6Px+tk+elpcXBwmJibPXdoPnvx9mTBhAqdOnUJPTw8LCwvee+894H992KVLF4yMjNi4cSPTp08nIyMDMzMzBg4cSPPmzZ97bfHqnv1zLW73WlbZrVu3cv0i5ubNm+qEJS4uLte25vXeiouLY9y4cezZswdFUTAzM1P/m/hsW3O6l3Prj23btjFr1iz++ecfSpcuTZ06ddT9mtt5QgghRF4U2QTG3d1dPR7+WTExMXTs2JGWLVsydOhQUlJSWLRoEd988w1bt27FxMSEkiVL8u+//2qclzXR9tlNd0qVKkXVqlUJCAjI8f3Mzc25ceMGAPfv38fAwEB97OmJrs/K2tvh3r17GglAWloacXFxlClT5rnn5sXChQtz3Lwoy7O7smaJjY3l119/pW3bttl2Tr1y5QqjR49m8+bNdOjQ4ZVjy5oENm3atBw3K3uZtpcqVYqEhATS09M1vsm+ePGieplDHx8fLC0t2bFjB+bm5mhpaXHgwAH1MtHw5EPZ119/zddff01CQgKHDh1i8eLF+Pn5sW/fvuf2l8g/xe1e8/DwYPr06ezcufO5CcfRo0eJjY3Fw8MDeNJHz35hA0+W9dTV1c3zvTVgwACuXLnC8uXLsbe3R1dXl6SkJNatW5d7Y18gMjKSQYMG0alTJ7777jtMTU0BmD59OidOnHitawshhBDwjq5CFhYWRsWKFRkzZgw1atSgTp06zJw5k5SUFDZv3oy2tjatWrUiKCiIkydPkpGRweHDh9VPHTIzMzWu5+LiQnR0NKVLl8bGxkb9ExkZyfz589HS0sLR0RFtbW2ND8SAxkpYz6pXrx7w5InG07Zv305GRka2YRsvy9LSUiPeZ3+eN4F/8+bNpKWl0blzZ5ycnDR+vvnmGypXrvzaa3rb2dmhq6tLdHS0RkxGRkZMmzaNK1eu5PlaTk5OZGRk8Ouvv2qUjxs3Dn9/f65evUp8fDwdOnSgRo0a6m/Us1a2yvrz9vb2ZsKECcCTBKtly5b06tWL9PT0bE+ERMEobvfaBx98wOeff87ixYv5448/sh2/d+8eY8aMwczMjE8//RR48vf9n3/+4ezZs+p6aWlp+Pn5sXLlyjzfWydOnMDT05N69eqp48u6J17nKcmpU6fIzMykd+/e6uQlPT1dPXTt2X9fhRBCiJdVZJ/A5Ob8+fNcuXIFBwcHjfLk5GSuXr0KoH4y07FjRxRFwcLCgh49ejBjxoxsQ5G+/PJLQkND6dq1Kz169KBKlSpERESwZMkSvvzySwwMDDAwMKBNmzbMmTOH9PR0ateuzZ49e9QrIOW0bnbNmjX58ssvWbBgAcnJydSrV48LFy6wYMECnJ2dcXNzK5gOeoHw8HAsLS015gFkUalUtGrVikWLFhEZGZltGF5elSlThu7duxMYGEhCQgINGjTg/v37BAYGkpycnOOSss/j5uaGg4MDI0aMICYmBjMzM3bt2sXp06dZunQp1atXp1SpUgQFBaGtrY2Ojg67du1i06ZNAOqx/M7OzixduhQTExOcnJzU8Zibm1O7du1Xaqd4OcXtXgMYPXo0MTExdOrUibZt2/LRRx+hq6vLn3/+SUhICDo6OixcuFD9tKl169aEhITw/fff07dvXypUqMBPP/1EbGwsPj4+eb63bG1t2bZtG1ZWVlSqVImTJ08SHByMSqV6raXDbW1tAZgwYQJt2rThwYMHhIWFqTdDS0pKynX1QyGEEOJF3skEJjMzEycnJ/W36U/LmrdhZGTEjBkzmDhxIgkJCVSoUIHQ0FC0tLTQ1tbWOMfAwIDVq1cTEBDAnDlzSEhIoHLlyvTt25fu3bur640aNQoDAwNWrVrFo0ePaNiwIb179yYwMFBjqMvTJk2ahJmZGRs3bmTFihVUrFiRjh074uvrmy2ON+GPP/7g0qVLDBgw4Ll1WrduzaJFiwgLC3vlBAagX79+VKxYkdDQUFatWoWxsTEuLi74+fnlOsb/Wdra2gQHB+Pv78+iRYtITEykVq1aLFq0iAYNGgAwf/58pk+fzoABAzA0NKR27dqsXr2aHj16EBkZSbNmzfjxxx/R19dn8+bNBAcHY2BgwEcffcSgQYNeOMla5I/idK9lMTIyYtmyZYSHhxMeHs6WLVtITU2lSpUqeHt706lTJ/UQuKz6q1evZsaMGcyYMYPU1FSsra1ZuXIltWrVAvJ2b02dOpUJEyYwefJk4MnToLFjx7Jjx47XGurl4uLC6NGjWb58OXv27KF8+fLUq1ePLl260KdPHyIjI9XD4YQQQohX8U7sAzN06FCioqLUw5qmT5/O1q1b+eWXX9S7xj9+/JgBAwbQtm1b3NzcGDFiBLa2trRt21Z9nW+//ZbKlSszZcqUl44hPj6effv24erqqjG5eNq0afz888/ZNpkTQrwaudeEEEKI4u2d/Fq5ffv2rF27lv79++Pr64uWlhYBAQGcPHmS0aNHA0+WAZ07dy7VqlXj/fffZ8WKFfz111/qTRZflr6+PlOnTiU8PJxvv/0WAwMDTp06RUhICH369MnP5glRrMm9JoQQQhRv7+QTGIALFy4wc+ZMTpw4gba2NnZ2dgwcOFA9lyE9PZ1Zs2axZcsWEhMTsbe3Z9CgQdSpU+eV4zh//jyzZ8/m9OnTJCUlYWZmhre3N+3bt9dYQlgI8XrkXhNCCCGKr3cigRFCCCGEEOJlderUCVNTU2bOnJntWEBAAFu3bs22ymlRZWlpycSJE/n6669zPD5w4EBiYmIICQnJ8XhUVBTNmzdn1apVuLi45PgA4U15J4eQCSGEEEIIIf7n0KFDlCpVqrDDyBdFah+Y9PR0bt26RXp6emGHIsQ7Re4tIYQQ4t1WoUIF9PT0CjuMfFGkEpjo6Gg8PDyIjo4u7FCEeKfIvSWEEELkzt3dnYULF9KtWzdsbW3x9PRk7dq16uPh4eE0adKE9evX06RJExwcHOjdu7fG/1szMzNZvHgxHh4e2Nra4uXlxfr169XHIyIisLS0ZOnSpbi4uODl5UVaWlqOsaxYsYK+fftiZ2dH48aNWbduHadPn6Z169bY2tryxRdf8Oeff6rPsbS0VL+XoigsWLCAJk2aYG9vz4gRI0hNTdV4j0uXLtG5c2fs7e1p3rw5x44dy7V/EhISGDVqFPXr16du3bp06NCByMjIl+vkPJIhZEIIIYQQ4rUcuHaUfdcOF9r7NzVviKt5/QJ/nwULFtCzZ0+GDx/Ob7/9xtixY9HX16dVq1YAxMbGsmLFCmbNmkXJkiUZO3YsPj4+bN68GR0dHfz9/dmxYwejRo2iVq1anDx5kkmTJnH//n169eqlfp/du3fz008/kZSUlG2D9SyzZ89m+PDhDB48mKCgIMaNG4e5uTnDhw+nbNmyDBs2jDFjxhAeHp7t3MWLF7NkyRLGjx+PlZUVYWFhbNiwgXr16gHw8OFDunTpgq2tLevWrePOnTuMHDnyuf2iKArdu3dHV1eXRYsWYWxszI4dO/j2229ZsWIFzs7Or9Pt2UgCI4QQQgghRB40aNAAX19fAKpXr86ZM2dYuXKlOoFJS0tjypQp2NraAjBjxgw++eQTfv/9d5ydnVm1ahUzZszA3d0dgKpVq3L37l0WL15Mjx491O/j4+ODubl5rrE0bNiQb775BoCOHTuyfv16OnXqRMOGDYEnG49PmzYt23mKohASEkLHjh3x8vICYMSIEURERKjrbN++ncePHzNt2jRMTEywsLBg6NCh/PDDDznGcuTIEU6fPs2RI0fUe7T5+vpy5swZli9fLgmMEEIIIYR4u7ia138jT0DyW4kSJXjegryKolCihOZH5Wc/iNvb27Nnzx71a319fXXyAk+SHBMTEy5dukTZsmVJTU1lyJAhDBs2TF0nIyODlJQU7t27py4zMzN7YexPJzj6+voAVKtWTV2mp6eX4/CzuLg47t69i42NjbpMpVJhb2/P9evXgSfDx6pWrYqJiYm6joODw3NjOXfuHAAeHh4a5Wlpabz//vsvbMvLkgRGCCGEEEIUSyYmJiQkJOR4LD4+XuMDPJBtOFdmZiba2trq10//niUjIwMtLS11ouTv70+tWrWy1StbtizXrl0D/peQ5ObZ5ApASyvv09ufTdxyut7TnjeUDZ70g76+Pps2bcp27EXXfRVFahK/EEIIIYQQ+cXGxoa//vqL5ORkjXJFUThx4oTGUwpAY1I8wMmTJzU2QX/06JE6CQG4fPkyjx49wsrKiurVq6Ojo8Pt27cxMzNT/xw7dowFCxa8VPLxOsqWLct7773HqVOnNMqfblvt2rWJiooiNjY2x+PPsrS0JCkpSb25dNZPSEgI27dvz/c2SAIjhBBCCCGKpTZt2qCtrU2fPn2IjIzkn3/+4cSJE/j5+RETE0PXrl016u/cuZOQkBCuX79OcHAwe/bsoXv37hp1hgwZwp9//skff/zB4MGDsbW1xcXFhVKlSuHt7c3cuXPZtGkTN2/eZMuWLUyaNImyZcu+sQQGoHv37oSFhbF+/XquXbvGrFmz1MPAAD799FPKly/PgAEDuHDhAseOHWPKlCnPvV6jRo2wsrJiwIABHDlyhBs3bhAQEMDq1aupWbNmvscvQ8iEEEIIIUSxVLp0adauXcucOXPw8/MjLi4OExMTnJ2dWbt2LVWrVtWo//nnn7Nv3z6mT5+OmZkZ/v7+NG3aNFudXr16kZKSQtOmTRk+fLg6ORk2bBjlypVj3rx5xMTEYGpqSvfu3endu/cbazNAhw4dyMzMZOHChdy7dw9XV1dat25NVFQUAAYGBqxatYrx48fj7e1NmTJl6Nu3r8bcnadpa2uzdOlSZsyYQf/+/UlMTKR69erMnj1bvWBBflIpz5u59Ba6desWHh4e7N27lypVqhR2OEK8M+TeEkIIIXLn7u6Ol5cXfn5+OR4PDw9n2LBhnD17tkDmfYj/kSFkQgghhBBCiCJDEhghhBBCCCFEkSHPt4QQQgghhHiBX3/9NdfjrVu3pnXr1m8omuJNnsAIIYQQQgghigxJYIQQQgghhBBFhiQwQgghhBBCiCJDEhghhBBCCCFEkfFSk/iPHDnC3r17SUpKIjMzU+OYSqVi8uTJ+RqcEEIIIYQQQjwtzwnMihUrmDp1Kjo6OpQuXVq9o2gWlUqV78EJIYQQQgghxNPynMCsWrWK5s2bM336dPT09AoyJiGEEEIIIYTIUZ7nwNy7dw9vb29JXoQQQgghxDuhU6dODBw4MMdjAQEBuLu7A+Du7k5AQECer2tpacn69evzJUaRXZ6fwNSsWZOoqCgaNmxYkPEIIYQQQgjxVtmwYQMlS5Ys7DDEf/L8BGbAgAEsXryYgwcPkpiYSGZmZrYfIYQQQggh3jVly5bF0NCwsMMQ/8nzE5hx48YRHx9Pjx49cjyuUqk4d+5cvgUmhBBCCCHE28Dd3R0vLy/8/PwA2Lp1KwsWLODWrVt8+OGHeHl5MWnSJC5evKg+5/r16/j4+BAZGYmxsTEdOnSgd+/ehdWEd0qeE5hWrVoVZBxCCCGEEKKIuvPrfmL2/lpo72/q4U5Fd7c38l779u1j8ODB9O/fH09PT44ePcqUKVOy1QsLC2PMmDGMGzeObdu2MXv2bGxsbGjUqNEbifNdlucExtfXtyDjEEIIIYQQ4o3buXMne/fuzVaelpZGxYoVs5UvXbqUZs2a0b17dwDMzc2Jiopi+fLlGvXatm3LF198AUDv3r1ZunQpf/31lyQw+eClNrJMSUlh/fr1HDt2jISEBMqUKYOTkxOtW7dGX1+/oGIUQgghhBBvsYrubm/sCUh+c3V1ZciQIdnKV6xYwYEDB7KVnz17ln79+mmUOTk5ZUtgPvjgA43XxsbGJCcnv37AIu8JTHx8PJ07d+bSpUtUrlyZChUqEBUVxc6dOwkLC2PNmjUYGxu/1JsHBQWxf/9+1qxZ89KBCyGEEEII8boMDAwwMzPLVv68z7UlSpRAUZQXXldbWztbWV7OEy+W51XIZs2aRUxMDCEhIfz666+sXbuWffv2ERISwv3795k9e/ZLvXFoaOhLracthBBCCCFEYfvwww/5448/NMqefS0KVp4TmL1799KvXz+cnZ01yp2dnenbty+//PJLnq4TExNDr169mDlzJubm5i8XrRBCCCGEEIWoe/fu7N69m+XLlxMVFcXPP/9MSEhIYYdVrOQ5gXn8+DFVqlTJ8ViVKlWIj4/P03XOnj2LoaEhW7Zswc7OLq9vL4QQQgghRKFr0qQJ48ePJzQ0lE8//ZS1a9fi7e2Njo5OYYdWbOR5DkyNGjX49ddfcXV1zXZs7969OY4dzIm7uzvu7u55j1AIIYQQQogCkNuTEz8/P/W+L7/++r8loiMiInBwcNAYfbRo0SIqVaqkfv30fjBZnr6GeD15TmB8fHzo378/GRkZfPrpp1SoUIG7d++ybds2wsPDGTt2bL4GlpCQQEJCgkZZdHR0vr6HEMWR3FtCCCHEqzt8+DCbNm1i2rRpVKtWjfPnz7Ny5Urat29f2KEVG3lOYFq2bMn169dZtGgRGzduBJ6spKCrq0ufPn1o27Ztvga2cuVKAgMD8/WaQgi5t4QQQojX0adPHxITExk8eDCxsbG89957dOnShW7duhV2aMWGSnnJ9dwSEhI4deoUCQkJmJiYYGdnh4mJySu9+dChQ4mKispxGeXnfUvcoUMH9u7d+9z5OEKI3Mm9JYQQQoiiLNcnMJmZmWhpaal/BzAyMqJx48bZ6gHquvnB2Nj4pfeVEUK8mNxbQgghhCjKck1grKysCAsLw8HBgTp16qBSqZ5bV6VSce7cuXwPUAghhBBCCCGy5JrA9OnTh/fee0/9e24JjBBCCCGEEEIUtFwTGF9fX/Xvffv2fW49RVH4999/X/rNp06d+tLnCCGEEEIIIYqvPE9aqV27NqdOncrx2NGjR/nss8/yLSghhBBCCCGEyEmuT2AmT55MfHw88OQpy/z58ylbtmy2ehcuXEBPT69gIhRCCCGEEEKI/+SawFhYWLBgwQLgyST9CxcuoKurq1FHW1ubUqVK5ftGlkIIIYQQQgjxrFwTmK+++oqvvvoKgA8//JC5c+dSt27dNxKYEEIIIYQQQjwr1wTmaRcuXCjIOIQQQgghhBDihfKcwACcPHmSY8eOkZqaiqIowJNNLJOSkoiMjCQ8PLxAghRCCCGEEEIIeIkEZvXq1UyaNEmduDxNS0uLJk2a5GtgQgghhBBCCPGsPC+jHBoaykcffcTRo0fp1q0b33zzDadPn2b27NmULFmSli1bFmScQgghhBBCCJH3BObWrVu0b9+e0qVLY2Njw4kTJ9DT06NFixZ89913rF69uiDjFEIIIYQQQoi8JzA6OjrqvV7MzMyIiooiLS0NAEdHR65fv14gAQohhBBCCCFEljwnMHXq1GHv3r0AmJubA/DHH38AEB0dXQChCSGEEEIIIYSmPE/i79KlC76+vjx48ICZM2fi6enJoEGD8PDwYPv27Tg6OhZknEIIIYQQQgiR9ycwnp6eLFq0CEtLSwDGjh2Lubk5GzZsoFatWowePbrAghRCCCGEEEIIeMl9YNzc3HBzcwOgdOnSLFu2rCBiEkIIIYQQQogc5ZrA3Lx586UuVrVq1dcKRgghhBBCCCFyk2sC06xZM1Qq1QsvoigKKpWK8+fP51tgQgghhBBCCPGsXBOYKVOmvKk4hBBCCCGEEOKFck1gvvzyyzcVhxBCCCGEEEK8UJ4n8R8/fvyFdZydnV8rGCGEEEIIIYTITZ4TmE6dOr1wPozMgRFCCCGEEEIUpDwnMMuXL89W9ujRIyIiIti1axeBgYH5GpgQQgghhBBCPCvPCUyDBg1yLG/WrBmGhoYEBwdLEiOEEEIIIYQoUFr5cZH69etz+PDh/LiUEEIIIYQQQjxXviQwkZGRlCxZMj8uJYQQQgghhBDPlechZIMHD85WlpGRwb///supU6do165dvgYmhBBCCCGEEM/KcwITGRmZrUylUmFkZESvXr3o2bNnvgYmhBBCCCGEEM/KcwLz66+/FmQcQgghhBBCCPFCeU5gnvb333/z4MEDypcvj5mZWX7HJIQQQgghhBA5eqkEZvXq1SxcuJDY2Fh1WaVKlRgwYACfffZZvgcnhBBCCCGEEE/LcwITGhrKxIkTadq0KS1atKBcuXLcu3ePnTt3MmjQIHR0dPj4448LMlYhhBBCCCFEMZfnBGblypV88803jB8/XqP8iy++YMSIESxcuFASGCGEEEIIIUSByvM+MDExMXh4eOR4rHnz5ly7di3fghJCCCGEEEKInOQ5gbGxseHgwYM5Hjt16hR16tTJt6CEEEIIIYQQIid5HkLWs2dPBg4cyOPHj/n8888xNTUlLi6O3bt3s3r1akaOHMmRI0fU9Rs0aFAgAQshhBBCCCGKrzwnMN27dwcgPDycn3/+WV2uKAoAY8eOVb9WqVScP38+H8MUQgghhBBCiJdIYFatWlWQcQghhBBCCCHEC+U5galXr15BxiHEOykjOZmUO3fRr1oFlUpV2OEIIYQQQhR5L7WR5ZUrV5gzZw4RERE8evSI0qVL4+joSN++falVq1ZBxShEkZD24AGPrlwl8dp1Eq9dI/FaFEm3b0NmJg6BczCoWqWwQxRCCCGEKPLynMBcunQJb29vdHR0cHd3p3z58ty5c4f9+/dz8OBB1q1bJ0mMKDYURSHp5i0e/HWWhHPneHjpMikxd9THS1asgOEHH1CuYX1MbKwleRFCCCGEyCd5TmD8/f15//33CQ0NxdjYWF2ekJBAp06dmD17NvPnzy+QIIUobIqikHTrHx78+RcP/vqLhL/OkvYgAQDdcmUpZWFBpRYfU6pWTQzNP6CEkVHhBiyEEEII8Y7KcwITGRnJhAkTNJIXAGNjY3r06MG4cePyPTghCouiKCT981/C8ufZ/xKWBwDolitHaQcHTGysMLG2oqSpqcxvEUIIIYR4Q/KcwOjo6KCjo5PjMV1dXdLS0vItKCHetLSHD0m8cpWHl//m0aXLPLx46X8JS9mylLa3w8TGCmNra/QqScIihBBCCFFY8pzA2NjYEBoaioeHB1paWuryzMxMQkJCsLa2LpAAhchPiqKQFhdPYlSUOmFJvHqVlDt31XX0KlemtIM9xla1MbGxRq9SJUlYhBBCCCHeEnlOYH744Qe8vb359NNPadGiBeXLl+fevXvs2rWLmzdvsnz58oKMU4iXlpGUxOMbN0mMiuLx9RtP/ht1g/SHD9V19N6rpJ6/YljdnFK1asr8FSGEEEKIt1ieExhra2uCg4OZNWsWixYt0ihfsmQJzs7OBRKgEC+iZGSQdPtfHkdFkRh1g8fXo0iMitJYFUxLTw+DalUpV98FA7NqGJhVw9D8A3RKlcrXWDIzM7nz+D63HvzLrYR/iX54h+T0FHwcvTEuKYmwlIuQAAAaE0lEQVSREEIIIcTreql9YOrXr0/v3r05evQoCQkJmJiY4OrqSoMGDQoqPiGySbl7lwd/neXBX+dIvHKVx7duoWTNwdLSQr9yZYxq1sTU0+NJomJWjZIVK6J6aujj68pUMol+dJebD27zT0K0OmH552EMaRn/mw9momdMNZP3UJTMfHtvIYQQQojiLM8JTHx8PN26dePs2bNoa2tTunRp4uPjWblyJQ0bNmTBggWULFmyIGMVxVTynTsk/JewPPjrL/WTlRKljDCqVYvK9rb/PVUxw6BqFbSes9jEq1IUhZjEe/x9/xrX4m7+93ODxLQkdZ0KBmWpYvIe1qYfUsX4PaoYV6KK8XsY6OrnayxCCCGEEMVdnhOYSZMmcePGDebOnYunpycqlYrMzEx2797NqFGjCAgIYOjQoQUZqygmUu7dJ/bYcRLOn+fhhYvqCfYlSpXC2KoOlb0+w8TGCoNq1fL1qUqWpLRkrsXd4GrcDS7dv8bFu1eIS36yIpmOVgmqlX6fBtWcqPn/7d19UFTX3Qfw792FZcEF5HUBrfgWUBBQQbRqTNTKaDt5HkptjSaaSdIOmWrMM7HFaWIamxobxzGmo621aWq1MW3MODWaxKQxbeIYoiiPeawvUQm+YBRYWN735e7de54/dllYQFwS2GXx+5nZuXvPOffec4788P64d/fGjsbo4SOQEmmEPlTf7/0gIiIiou58TmCOHj2KNWvWYMGCBZ4yjUaDhQsXor6+Hjt27GACQ30ihICjsRGW61WwXL8Oy7UqtFZWou3LSgAdD4hM+e//QvSkTESM+taAJCyNtmZcqqvEedNlfGGqwJXGKgghAADxEbHINKZjQvw4pMePxYioZIRotP3eByIiIiLyTZ8+AxMXF9djeXJyMqxWa491dHdS2tpgq6mBrboGcr0ZTpsNjqYmyOYGOBoaIDc0QG5ohGqzebYJiYxEROoopC5/CLEz8hExcmS/90sIgdq2OpyrvYzzpku4YKqAqa0eABCqDUVa3BgUTVyEtPgxGBszCtH6qDvssTtFdaLeYkZNax2qW02wOKxYOP4+XqUhIiIi6gc+JzBFRUXYsWMHZsyYAUOnr5mVZRl79uzBj370owHpIA1OwumEva4OtuoaT6Jiq66Bvca1rrS0dttGo9dDFxsDXUwMDOPHQRcTg7DEBESMcn0rWGh0dL8/b0UVKqpbanHBVIFzpsu4UHsZ9dYGAEBkmAEZCfdg4fj7PQlLqNb3z8/YHDbcbKnBjeZqfNXpVd1aC2enD+1H6oZh1qg8JjBERERE/cDnBCY0NBQ3btzA/PnzMXfuXBiNRjQ0NODo0aMwmUyIi4tDSUkJAECSJGzatGnAOk3+obR2XEVpX9rblyYThNPpaStptQhLTIDeaET8PeOhNxqhTzIizGhEWHwctHo9NDrdgPZXCAGTxYwvzVfxpfk6Ks3XUNlwHRb3h+2jwyKRkZiGjIR7kJmYhhFRvT+g0uKwuq+i1KK6xYTqVhPqLGaYrY1osDZ59gsAGkmDJEMCRkQlYdrIHCQZEpE4LA7JkYmICY+GRur/W9+IiIiI7kY+JzDvvPMOhg0bBgAoKyvzlGs0GhiNRpw+fdpTxqeWBwenzQa7qQ722lrYak2wm0xeSYrS6n0VJSQqCnqjEYZ7xiF+9kxPgqJPMiIsLg6S1r+fDTFbG/Gl+ZrnVWm+hha5DQCg1WgxOnokZo3Kw7jYVKTHj0NKpLHbz6bFYXUnJ7W41VKL6lYTqt3LJnuLV9sYfTTiI2IwIioJWcYJiA0fjiRDAkZGJSPJkIAQbZ/uyCQiIiKir8HnM65//etf/XJAVVWxfft2vPXWW2hubkZubi6ef/55pKam9sv+yUWoKhzNzZDrzbCbXMmJvT1Jqa2D3WSC0tzstY0UEnLbqyh6YyJC3Amsv7Xa21DVfBNVTTdR1XTLtWy+hRa7K8HSSBp8KyoZeSNyMC42FeNiUzEqOsVzO1h7kvJZVTmqW02uROU2SUp7UpI7IhtJhgQkGRKQHJkI47B43gJGRERENAj4/U/Gv/vd7/C3v/0NL730EoxGI7Zs2YLHH38c7777Lp8j4yPFYoFsNkOuN3daNkA210M2N8Beb4ajocHrFi8A0ISFISwhAWGJCTCMHwd9YoJnPSwhAbqY4X6/igIAilNBs70VZmsj6ixm1LbV42ZLDW611OBmc41XkhEeosfI6GRMG5GDUdEp7mRlBKwOG+osZtRZGvB/1efxweVPcKvVlah0u5ISHo1kQ6InSUmOTESyIRGJhnjoQ77Zz6CiOmFz2GBT7LAqrqVW0mJMzLd4ZZKIiIioH/g1gZFlGX/+85/xs5/9DPfddx8AYOvWrZg9ezYOHz6MwsJCf3ZnUFAdDigtrXA0N8PR3AylpQWO5hb3shlKc4u7rgVKi2vZ+Zu72mmHRUAXGwtdbCyGZ0/yvNfFxiIsIR5hiQkIiYwcsJNoxanA4rCizWGFxf1qky2wOGyedUun9WZ7C5rsLWi2tXg9ELJdVJgByYZETEpMR0x4NKL0kYgIDYdTdaLe2oh6ixmfVf0v3rn4ERqsjV4fmgdcSUqSIRG5KVlIikzsuJJiSIA+JAxCCKgOB2zWNlgsLbCZm1B14yvYrRbYrG2QrRbINgscNiscNisUixWqzQanzQZhlwG7DNgdgMMByeGE5FCgdarQKCq0KqB1CoSogEYVUDUSpA3PYUx6zoDMPREREdHdxK8JzIULF2CxWDBjxgxPmcFgQEZGBk6dOhUUCYwQAsLhgCrLcNplqHLHy2m1wtlmgWJpg9NigdJm8Vp2vG+DYrHA2WaBKsu3PZY2IgKhUZEIiYyCbng0IkZ9C6GRho7kJC7W9a1esbHQ6nu+vUlVVThUBXbVgTZbMxTVCYeqwOF0QHY6YHfKsCsy7E67a6nYYVNkd7m7zNmxLjtl2BWHq84pw6rYYXXYoKjKHecuVBMKXUgoQjWhCAsJhU4KRXJ4HEL1GkiqK6EQdgecNhsUcxus9gu4pQjUKQKh7leIAoQ6AQNCEC9CEKZK0Dk1CFUFtIqAxp1ESEo1hPIV4HRCcjphdQpcUQWuqQKSEJAEcKdULtT9+qacEKhrrMGYftgX0WAihIBQFNfL6YSqON3vFQjFCbXTe6Eo7nV3mx7qhVPptI+etnHXO50QigPDp0yGcf68QE8DERH5mV8TmJqaGgCA0Wj0Kk9MTMStW7e+8f5VVcXe51ci7KsGaAQACEgqoAEgCQG4T1olIaDxvIfnhBYA0H5yK+BqIwCN6nqvEa599alPAJwawCkBQgOo7veqBIgQCapOctVrJAgAqkaCUxIQGkCCHXDagYY6SOaOE27JPTbPeLqMQ/Iqdw+sUzk87eEZt9TeBoAeQLi7XNOl3rNt+3r7vKGjndTLOjqt++OGKnGbdYEeu+9xpzH0hRZAZdUXmDa94BvsJfAufnYYitzpapnaZfbcMdaxqgIQHUWe+s7thLtKdF51t+nSTrj30YXo3K7rNuh0zNv0Wwjh2q3o9NPhFO4+tR9Xdde711XX+/YitF8BVDv67emXEB2v9nnpXAfh2Z+ny9227TIHnfoiuuy/o41rKTrPpapCqCrgVDv66lQhVAG0lwvVNX7V3aa9rvPSvZ1fSAAkqdNScv9SBxzWBiYwRER3Ib8mMO0Pu9R1+TpdnU4HucuViObmZjR3+ZB5dXV1r/s3mUwYc6bWLyfGvtLAlQCFAoCza624zXvqL7dLnvxNPVYOLA7Qwbv4OrG1938ewugr3W9dJBpwXZPLTv7vq8uY5PcOERFRoPk1gdG7b3OSZdkriZFlGREREV5td+/eje3bt/dp/zqdDooEaIM0F+it23ccUj+dmXsdR/Lx2P1B6ufj+DgffTmm6LTPnnYvOtd0aqCEaLDgmY19ONLA+jqxlbawABUH3/cMq9u83e5npZd/B9FjnXSb8tu173RcqYeyXvrSvV7y2pfo+jPpvhTX/u/sqe90SdF1XUTqaNc+L12WPZUJSeo4nuRa99pv1/71cOxeB9y5TZdjefbbrZ33Nt321Xnbbu9vc4zOdT1s37Eudavr2m5i8lgQEdHdx68JTHJyMgCgtrYWBoPBU15bW4vx48d7tX3kkUfw/e9/36usuroaDz300G33HxMTg/sP7O/HHhMNPV8ntqYtfATTFj4y0F0jIiIiuiO/JjATJkyAwWBAWVkZxo51/eWstbUV58+fx7Jly7zaRkVFISoqyp/dI7orMLaIiIgomPk1gdHpdHj44YexdetWxMfHY+TIkdiyZQuMRiMKCu78AWen+7kmd7pfnygYJSUlISTE749mAsDYoqErkHFFREQDw++/1VevXg2n04lf/vKXsFqtyM3NxZ/+9KduH+zviclkAoBeb3UhClYfffQRRo4cGZBjM7ZoqApkXBER0cCQhOjhe0kHKZvNhrNnzyIhIQHa2zwxvv1e/r179yIpKcnPPQwunKu+Gej5CuRfiu8UW/xZ6RvOl++GclwREdHACKrf6nq9Hnl5eT61TUpK4l/dfMS56puhOF++xtZQHPtA4nz5jnNFRES+6utzGYmIiIiIiAKGCQwREREREQUNJjBERERERBQ0tOvXr18f6E70t7CwMEyfPh1hYWGB7sqgx7nqm7t5vu7msX8dnC/fca6IiKgvgupbyIiIiIiI6O7GW8iIiIiIiChoMIEhIiIiIqKgMegTmJ07d2Lp0qVeZZWVlfjJT36CvLw8zJ49G+vWrUNzc7NXm8OHD+O73/0usrKy8MADD+Do0aNe9Q0NDVizZg3y8/Mxbdo0PPfcc2hraxvw8Qy0nubr3LlzWLFiBaZOnYr7778f27Ztg9Pp9Gqzd+9ezJ8/H9nZ2ViyZAnOnDnjVX/jxg0UFxdj6tSpmDlzJjZv3gxFUQZ8PP2ttbUVGzduxLx58zBlyhQUFRXho48+8tT7Ms6hMleMLd8xru6MsUVERH4jBrHXX39dpKeniwcffNBTZrfbxfz588UTTzwhKioqxMmTJ0VBQYFYuXKlp01paanIzMwUe/bsERUVFWLz5s0iMzNTXLx40dPm4YcfFosXLxZnz54Vx48fF/PmzRNPP/20X8fX33qar+vXr4ucnBxRXFwsLly4IE6cOCEKCgrEs88+62mzf/9+kZOTIw4ePCguX74s1q5dK6ZNmybq6uqEEK45LygoEMXFxeLixYviyJEjIj8/X7z88st+H+M3tWrVKrFgwQLx6aefiqtXr4odO3aICRMmiNLSUp/GOVTmirHlO8aVbxhbRETkL4MygamurhbFxcVi8uTJYuHChV4nDmfOnBFpaWniiy++8JTt3r1bZGdne9YfffRRsXr1aq99Ll26VPziF78QQghRXl4u0tLSxOXLlz31paWlIj09XXz11VcDNawB09t8vfjii+Lee+8VVqvVU3by5EmvsRYUFIhNmzZ56hVFEXPnzhXbt28XQghx8OBBkZmZKRobGz1t9u3bJyZPnuy138GutrZWpKWliX//+99e5StWrBBPP/20T+MM9rlibPmOceU7xhYREfnToLyF7Ny5cxg2bBgOHjyInJwcr7qYmBhIkoS33noLsizDbDbjww8/xOTJkwEAqqri9OnTmD59utd2+fn5OHXqFADg1KlTiIuLw/jx4z31ubm5kCTJ0yaY9DZf165dQ1ZWFvR6vacsMzMTQgiUlZWhrq4OV69e9ZovrVaL3Nxcr/maOHEioqOjPW2mT58Oi8WCc+fODfDo+k94eDheffVV5OXleZVLkoSmpqY7jnMozBVjy3eMK98xtoiIyJ9CAt2BnsybNw/z5s3rsW7kyJFYt24dtmzZgr1790JVVdxzzz3Ys2cPAKC5uRkWiwVJSUle2yUmJuLWrVsAgNra2m71Op0OMTExqK6uHoARDaze5ishIQHnz5/3Krtx4wYAwGw2o6amBgB6nK///Oc/AICampoe6wEE1XwZDAbMmTPHq+zzzz/H8ePHsW7dOhw7dqzXcbafrAbzXDG2fMe48h1ji4iI/GlQXoHpjSzLuHDhAr7zne/gzTffxKu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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(x='year', y='population', data=world_data, estimator=None, units='country',\n", " kind='line', hue='income_group', col='region', ci=None,\n", " col_wrap=3, height=2.5, aspect=1.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two countries in Asia stand out in terms of total population. To find out which these are, we can filter the data." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearpopulationregionsub_regionincome_grouplife_expectancyincomechildren_per_womanchild_mortalitypop_densityco2_per_capitayears_in_school_menyears_in_school_women
7226China20181420000000AsiaEastern AsiaUpper middle76.9160001.649.95151.0NaNNaNNaN
15767India20181350000000AsiaSouthern AsiaLower middle69.168902.2841.10455.0NaNNaNNaN
37229United States2018327000000AmericasNorthern AmericaHigh79.1549001.906.0635.7NaNNaNNaN
15986Indonesia2018267000000AsiaSouth-eastern AsiaLower middle72.0117002.3125.00147.0NaNNaNNaN
5036Brazil2018211000000AmericasLatin America and the CaribbeanUpper middle75.7143001.7014.2025.2NaNNaNNaN
26498Pakistan2018201000000AsiaSouthern AsiaLower middle68.052203.3576.80260.0NaNNaNNaN
25622Nigeria2018196000000AfricaSub-Saharan AfricaLower middle66.155705.3997.90215.0NaNNaNNaN
2846Bangladesh2018166000000AsiaSouthern AsiaLower middle73.437202.0532.001280.0NaNNaNNaN
\n", "
" ], "text/plain": [ " country year population region \\\n", "7226 China 2018 1420000000 Asia \n", "15767 India 2018 1350000000 Asia \n", "37229 United States 2018 327000000 Americas \n", "15986 Indonesia 2018 267000000 Asia \n", "5036 Brazil 2018 211000000 Americas \n", "26498 Pakistan 2018 201000000 Asia \n", "25622 Nigeria 2018 196000000 Africa \n", "2846 Bangladesh 2018 166000000 Asia \n", "\n", " sub_region income_group life_expectancy income \\\n", "7226 Eastern Asia Upper middle 76.9 16000 \n", "15767 Southern Asia Lower middle 69.1 6890 \n", "37229 Northern America High 79.1 54900 \n", "15986 South-eastern Asia Lower middle 72.0 11700 \n", "5036 Latin America and the Caribbean Upper middle 75.7 14300 \n", "26498 Southern Asia Lower middle 68.0 5220 \n", "25622 Sub-Saharan Africa Lower middle 66.1 5570 \n", "2846 Southern Asia Lower middle 73.4 3720 \n", "\n", " children_per_woman child_mortality pop_density co2_per_capita \\\n", "7226 1.64 9.95 151.0 NaN \n", "15767 2.28 41.10 455.0 NaN \n", "37229 1.90 6.06 35.7 NaN \n", "15986 2.31 25.00 147.0 NaN \n", "5036 1.70 14.20 25.2 NaN \n", "26498 3.35 76.80 260.0 NaN \n", "25622 5.39 97.90 215.0 NaN \n", "2846 2.05 32.00 1280.0 NaN \n", "\n", " years_in_school_men years_in_school_women \n", "7226 NaN NaN \n", "15767 NaN NaN \n", "37229 NaN NaN \n", "15986 NaN NaN \n", "5036 NaN NaN \n", "26498 NaN NaN \n", "25622 NaN NaN \n", "2846 NaN NaN " ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data.loc[world_data['year'] == 2018].nlargest(8, 'population')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Challenge 3\n", ">\n", "> 1. To find out the total amount of CO2 released into the atmosphere, used the `co2_per_capita` and `population` columns to create a new column: `co2_total`.\n", "> 2. Plot the total CO2 for the world and for each region.\n", "> 3. Create a facetted plot comparing total CO2 levels across income groups and regions." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "world_data = world_data.rename(columns={'co2_per_capita': 'co2_per_capita'})" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Challenge 1\n", "\n", "# 1.\n", "world_data['co2_total'] = world_data['co2_per_capita'] * world_data['population']\n", "\n", "# 2.\n", "sns.relplot(x='year', y='co2_total', data=world_data, kind='line', ci=None, estimator='sum')\n", "sns.relplot(x='year', y='co2_total', data=world_data, kind='line', ci=None, estimator='sum', hue='region')\n", "\n", "# 3.\n", "sns.relplot(x='year', y='co2_total', data=world_data, kind='line', ci=None, estimator='sum',\n", " hue='income_group', col='region', col_wrap=3, height=4)\n", "\n", "# Discuss what these plots tell us:\n", "# The world's total co2 emissions are rapidly increasing. Europe and the Americas have been the highest emitters for\n", "# many years, but have recently been overtaken by Asia, which is now producing around twice the amount of co2 compard\n", "# to Europe and America. But don't forget that we saw in the last lecture that the population in Asia is 5-6 times bigger\n", "# than in Europe and America!\n", "\n", "# It's important to look at both total production from a country because change within that single country has big\n", "# potential of reaching many people. Not plotted here, but also also important is to explore which countries are high in co2 per capita\n", "# since these might have more room to reduce the production. Of course, reality is more complicated. Some countries\n", "# might import goods that deamnd high co2 production in their manufactoring country instead of producing themselves\n", "# so they might \"sponsor\" the production in another countr, but would not show up high in this list." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To continue exploring the CO2 emissions we started to look at in the last challenge, let's use the other type of plot for comparing quantitative variables: `scatterplot()`. This is the default in the `relplot()` function.\n", "\n", "As mentioned in the discussion above, in addition to considering the total amount of CO2 produced per country, it is important to explore the CO2 produced per citizen." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(x='co2_total', y='co2_per_capita', data=world_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks funky, and not quite as expected... the reason is that we have plotted multiple data points per country, one for each year. This can be confusing since we don't know which dot is for which year and this plot is probably not what we want. We can filter the data to focus on a specific year. Unfortunately, there is not CO2 measurements available for the last few years. To find out in which years there are countries with CO2 measurement, drop the NAs in `co2_per_capita` and look at the min and max value." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "min 1800\n", "max 2014\n", "Name: year, dtype: int64" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data.dropna(subset=['co2_per_capita'])['year'].agg(['min', 'max'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now subset the data for the latest available year with CO2 measurements, 2014." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "world_data_2014 = world_data.loc[world_data['year'] == 2014]\n", "sns.relplot(x='co2_total', y='income', data=world_data_2014)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can see that there are a few countries in the world that have significantly and one coutnry that is rather high in both measurements. \n", "\n", "Just as before it is possible to map plot semantics and facet the plot according to variables in the data set. `scatterplot()` can also scale the dot size according to a variable in the data set." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JjIwkMDAQtVpNVFQUp06dIjU1lZYtc89dEf9MqR46FkKI/LiTlJ6v8uJAURTdULCPjw/btm2jTZs2mJiY0KBBA7y8vIiMjMTMzIwmTZpgYyMjewVNrmiFEMJAFcvnPVHyaeWFydXVlWPHjumVnTlzhvT0dGrXrg2Ar68vFy5c4JdffsHb2xsTExOaNWvG4cOH2bNnjwwbG0mBJVqtVp49FUK83Hq8UxcLtalemYXalB7v1C20GOLi4ti/f7/e6/Dhw/Tr1489e/Ywb948rl69yqFDhxg9ejT169enSZMmADg7O+Pk5MSGDRto2rQpAE2aNOHcuXNcvnwZHx+fQjuP0sTgoWNFUfj55585evQoGo0GRVGAhwk2PT2d06dPc/DgQaMFKoQQRe3R7OKinHX8888/8/PPP+uVlS1blqioKIKCgggJCWHp0qWUK1eOtm3bMmLECMzM/vdPvY+PD8uXL9clX1dXVypUqECNGjWoXLlyoZ1HaaJSHmXM5wgODua7776jbNmyZGdno1arMTMzIzExERMTEzp37sxXX31l7HifKy4uDl9fX3bv3k2NGjWKOhwhhBClnMFDx1u3buW9997j6NGj9OrVCx8fHw4dOkR4eDh2dnbUrFnTmHEKIYQQJZLBiTYhIQE/Pz9UKhWvv/46J0+eBMDNzY1+/fqxadMmowUphBBClFQGJ1pra2tUKhUAr776KrGxsWRkZADw2muvERcXZ5wIhRBCiBLM4ETr5ubGli1bAHjllVdQq9UcOXIEgKtXr8qSXUIIIUQeDE60/fv3Z+fOnfTu3Ru1Wk2HDh0YNWoUAwYMYNasWTRv3tyYcQohhBAlksGP93h5ebFx40YuXLgAwPjx41EUhRMnTvDOO+8wduxYowUphBBClFQGJ9obN25Qq1YtXnvtNQDMzc2ZOnUqAOnp6Zw7d45GjRoZJ0ohhBCihDJ46NjX15ezZ8/mWXfy5El69+5tUD8JCQmMGDECb29vPD096devH5cvX9bVnz9/Hn9/fzw8PGjdujXLli0zNEQhhBCi2HnmFe3IkSO5efMm8HBlqEmTJuW54HR0dDTlypV77sEURaFv377Y2NiwbNkyrKysmD9/PgEBAezYsYPMzEwCAgJo164dkyZN4syZM0yaNImyZcvy8ccfv+ApCiGEEEXnmYn23XffZcWKFQCoVCpMTEwwMdG/CDY1NaVhw4YEBAQ892B37tyhVq1aDBkyRLfAxWeffUaHDh24dOkSkZGRqNVqJk2ahJmZGbVq1SI6OpolS5ZIohVCCFEyKQZq06aNcvbsWUObG+T27dvKyJEjlebNmyupqalK7969laFDh+q1OXTokOLi4qLEx8cb1GdsbKzi4uKixMbGFmisQghR1Nq0aaN8++23RR1GoXjeuX777bdKmzZtnlqflZWluLi4KJs2bVIURVGCgoKUFi1aFHichjB4MtRvv/1WoAn+iy++YMuWLZibm7No0SLKlClDQkKCbjunRx4tcn3z5k0cHBz06lJSUkhJSdEri4+PL9A4hRBCFL6NGzdiYWFR1GEUiGcm2m7dujFp0iTq1KlDt27dntmRSqVizZo1Bh+4d+/edOvWjR9++IGBAwcSFhZGRkZGroUvHr3PzMzM1ceqVatYsGCBwccUQghRMtjb2xd1CAXmmbOOH78f++j+7NNej5ZnNFSdOnVwc3Nj2rRpVK9endDQUCwtLdFoNHrtHr23trbO1UfPnj3ZvXu33issLCxfcQghxMtk3759dO7cGU9PT5o2bcr48eO5d+8eAIMGDaJ///66tjExMbi6ujJ37lxd2S+//EKjRo10//Zu3LiRd955Bzc3N95++22WLFlCdnY28HC3NFdXV0JCQmjevDmtW7cmMTExV0z+/v7MmTOHCRMm4Onpibe3NwsWLODq1av4+/vj7u7Ov/71L/bv36/7jI+Pj15c69evp127dri7u/PZZ59x//59vWPEx8czYMAAPD09adWqFb/88sszvyeNRsM333xDixYt8PDw4IMPPmDXrl2Gfs358swr2tDQ0Dz//KJu3bpFZGQk7733ni4xm5iYULt2bRISEqhSpQq3bt3K9RmAKlWq5OrP1tYWW1vbfxyXEEIY6v7Z/STtCSM75S5mthUo36YbZeu3LOqwANi5cyeDBw+mf//+zJgxg5s3bzJ16lQCAwMJDw/Hx8eHqVOnotFoMDc358CBA6hUKiIjI3V97N27l1atWmFubs4PP/zAvHnzmDBhAh4eHly6dImpU6cSGxurW0cBYNOmTSxfvpyMjIynXomuWLGCAQMGEBERwdatWwkODmbr1q2MGTOGmjVrMmPGDMaMGcOhQ4dyXbht27aNyZMnM27cON5880127NjB3LlzqVatGgDZ2dn06dOHMmXKEBoaikajee62raNHj+bq1at88803VKtWjQMHDjB8+HCmTZtG+/btX/SvIE8GP0f7SEpKCvv27SMiIoJDhw6RlpZm8Gdv3rzJyJEjOX78uK4sKyuLc+fOUatWLby8vDh+/Lju1xLAkSNHePXVV6lUqVJ+QxVCiAJ1/+x+7mwLITvlDqCQnXKHO9tCuH92/3M/WxiWLFlC69atGTZsGM7Ozrz55pvMnj2bs2fPcuDAAVq3bk1GRgYnTpwA4Pfff6ddu3acPXuWtLQ0tFot+/fvp23btgCEhITw6aef4ufnh6OjI76+vowZM4aNGzeSlJSkO27Xrl1xcXHB3d39qbHVqlWLgQMH4ujoSK9evYCHT7a0a9eO2rVr061bNxITE7l9+3auz65evZq3336b7t27U7NmTT799FNatWqlqz98+DCXL19mxowZ1K9fn4YNGzJ9+vSnxhIdHc327duZNm0aTZs2xcnJie7du/Phhx8aZe0GgydDabVaZs2aRWhoqF4itLS0ZMCAAXz66afP7cPNzQ1vb28mTpzIlClTsLW1JSQkhOTkZAICArC2tmbp0qWMGzeOfv36cfbsWVauXFksNpQXQoikPWEo2frzRZTsTJL2hBWLq9qLFy8ydOhQvbL69etjbW3NxYsXadWqFR4eHhw8eJDGjRsTGRnJ0qVLOXjwIFFRUdjY2JCamkrLli1JTEwkISGB+fPn682F0Wq1aLVarl+/rrsAcnJyem5sj+9ZbmlpCTzcoObJsidvHwJcunSJt99+W6/M09NTt9jRpUuXKFOmDM7OznrnrVar84zl3LlzAPTo0UOvPCsr67nn8SIMTrQLFy5k1apVfPLJJ7z99ttUqFCBO3fusH37doKCgrC1taVr167P7MPExITg4GBmz57NsGHDuH//Po0bNyYsLAxHR0cAli1bxrRp0+jYsSOVKlXi888/p1OnTv/sLIUQogBkp9zNV3lxoSiKbmKpj48P27Zto02bNpiYmNCgQQO8vLyIjIzEzMyMJk2aYGNjw507dwAYM2ZMnpvGODg46NpYWVk9NwYzs9zp5sl1GZ53Ds/q78l6lUr11ET7qO3q1asL5fajwYl248aN9O3bl+HDh+vKatasiZeXF5aWlqxateq5iRbAzs5Ob2z/SW5ubqxbt87QsIQQotCY2Vb4/2Hj3OXFgaurK8eOHdNbEvfMmTOkp6frHp309fVlzpw5/PLLL3h7e2NiYkKzZs2IiIggOzubTz75BIAKFSpQoUIFYmJi9K5Y9+zZw5YtW545NFvQ6taty8mTJ/XK/vjjD92f69WrR1paGhcvXsTV1RWAv/7666m3Nl1cXICHc4Dc3Nx05Y9GWL/44osCjd/gnxPJyck0bNgwzzpvb295flUI8dIr36YbKjP9ZztVZhaUb/Psxx8LUlxcHPv379d7HT58GIB+/fqxZ88e5s2bx9WrVzl06BCjR4+mfv36NGnSBABnZ2ecnJzYsGEDTZs2BaBJkyacO3eOy5cv4+Pj8/C8VCr69etHWFgYq1evJiYmhj179vDll18C5Lkcr7H069ePXbt2sXTpUq5fv86qVavYvXu3rt7b25sGDRrwxRdfcOrUKf744w/Gjh371Cvm2rVr4+Pjw+TJk9m1axexsbGsXr2aoKAgatSoUeDxG3xF27RpUyIiIvRuQD+yd+9e3V+iEEK8rB7dhy3KWcc///wzP//8s35cZcsSFRVFu3btCAoKIiQkhKVLl1KuXDnatm3LiBEj9IZafXx8WL58ue7fbVdXVypUqECNGjV0iwQBBAQE6EYsv/nmG+zt7fHz82PYsGGFc7L/r3Xr1syZM4fg4GDmz5+Pp6cnAQEBukd4TExMWLx4MV9//TWBgYFYWVkxYMAAYmJintrn3LlzmTdvHpMnTyY5OZkaNWowfvx43RV9QVIpTw5sP8XPP//M1KlTqVu3Lu3bt8fBwYGkpCR27NjB7t27GTp0qN607g8//LDAgzVEXFwcvr6+7N692yi/TIQQQoj8MDjRPtqH1qBOVSrOnz//wkH9E5JohRBCFCcGDx0/Ph4uhBBCCMMYnGirV69uzDiEEEKIl5LBiRbgxIkTHD16FI1Go3sOSavVkp6eTlRUFJs3bzZKkEIIIURJZXCiXbNmDdOmTcv1UDA8nPHVsmXRr4oihBBCFDcGP0cbFhbGm2++yZEjR+jTpw8ff/wxp06dYt68eVhYWPDuu+8aM04hhBCiRDI40cbFxfHJJ59Qrlw53NzcOH78OJaWlrz99tv07t07X3vRCiGEEKWFwYlWrVbrFn12cnIiOjpatwBzo0aNuH79ulECFEIIIUoygxNtvXr1dI/4PNqF4fTp0wCy/KIQQgjxFAZPhgoICGDQoEHcu3eP2bNn07ZtW0aNGoWvry/btm2jUaNGxoxTCCGEKJEMvqJt27YtISEhup0RJk2aRM2aNdm4cSN16tRh4sSJRgtSCCEE+Pv7M3LkyDzr5s6dq9sQ4GXg6upKeHj4U+tHjhyJv7//U+ujo6NxdXUlMjISgC+++MKgHeaMIV/P0bZu3ZrWrVsDUK5cORYtWgSAhYXFMz4lhBBC5M/BgwcpW7ZsUYdRIAy+otVqtXz77bd06dJFV3bixAmaNGnCd999Z5TghBBClE6VKlXSTcAt6QxOtCEhISxfvly3fyE83NOvR48ehISEEBoaapQAC0vW/ftokpLIycws6lCEEMXYgeijfPbTl3ReP4DPfvqSA9FHizqkPPn4+LBo0SL69OmDu7s7bdu2Zf369br6zZs307JlS8LDw2nZsiWenp4MGDBAb3KrVqtlyZIl+Pr64u7ujp+fn95wbmRkJK6urixbtgxvb2/8/Px0T6M8GcvKlSsZPHgwDRo0oEWLFmzYsIFTp07RqVMn3N3def/99/U2c3986FhRFBYuXEjLli3x8PDgyy+/RKPR6B3j0qVL9OjRAw8PD9566y2OHn3230tKSgoTJkygSZMmNGzYkG7duhEVFZW/L9lABifazZs3M2zYMIYOHaorq1SpEsOHD2fw4MGEhYUZJUBjy9FoSL1yhfNfz+D0iFFcX74KTVJyUYclhCiGDkQfZfGxMO6kJaIAd9ISWXwsrNgm24ULF+Lh4cHWrVvp3r07kyZNIiIiQlefmJjIypUr+fbbb1m9ejW3bt0iMDBQlyznzJnD2rVr+fLLL9m2bRt9+vRh1qxZhISE6B1nx44drFu3jpkzZ6JWq/OMZd68ebRo0YKff/6ZVq1aMXnyZMaPH8/IkSPZsGEDKpWKr776Ks/PLlmyhO+//55Ro0axefNmrKys+PXXX3X19+/fJyAgAGtrazZs2MDEiROfOdKqKAp9+/bl+vXrhISEsHHjRpo2bUrPnj05duyYwd+voQxOtLdv39ZNhHpSvXr1uHHjRoEFVZiy793jzJgvuX/hIprEJOL/+yt/LfiOrNTUog5NCFHMrD3zI5oc/SspTY6GtWd+LKKInq1p06YMGjQIZ2dnAgICeOedd1i1apWuPisrixkzZtC4cWPc3NyYNWsWV65c4ffff+fBgwesXr2aMWPG4OPjg6OjIx06dKBfv34sX74crVar6ycwMJCaNWtSr169p8bSrFkzPv74YxwdHenevTvZ2dn4+/vTrFkzXnvtNTp16sSlS5dyfU5RFEJDQ+nevTt+fn44Ozvz5Zdf4uLiomuzbds20tLSmDlzJi5bxLMgAAAgAElEQVQuLjRv3pwvvvjiqbEcPnyYU6dOMX/+fDw8PHB2dmbQoEG8+eabrFixIr9f83MZPBnK0dGRAwcO0KJFi1x1hw4domrVqgUaWGFJOnES5YmhjqSoE2gzMsHGpoiiEkIUR3fTEvNVXtDMzMzyXG8eHiYkMzP9f9K9vLz03nt4eLBz507deysrK9zd3XXvnZ2dsbOz49KlS9jb26PRaBgzZgxjx47VtcnJySEzM5M7d+7oypycnJ4b+6P1Fx4dF+CVV17RlVlaWuY57JyUlMTt27dxc3PTlalUKjw8PHQLJV26dAlHR0fs7Ox0bTw9PZ8ay7lz5wDw9fXVK8/KyjLKTnUGJ9rOnTszffp0cnJyeOutt6hYsSKJiYns2LGDH374gVGjRhV4cIXB9P//wh+nMjMDlaoIohFCFGcVrO25k0dSrWBtXyjHt7OzIyUlJc+65ORkvUQD5BrG1Wq1mJqa6t4//udHcnJyMDEx0SX0OXPmUKdOnVzt7O3tuXbtGvC/xPksT/4IgIcb0hjqyR8YefX3uKcNYcPD78HKyoqtW7fmqntevy/C4LP09/enb9++rF+/noCAAN577z38/f1Zu3YtAQEBBAQEFHhwhcGufn3U5crplVV551+YWj//PxwhROnS1b0D5qbmemXmpuZ0de9QKMd3c3Pj7NmzZGRk6JUrisLx48f1rvoAvclF8PBJkceHd1NTU3XJEuDy5cukpqby+uuv4+zsjFqt5saNGzg5OeleR48eZeHChflKkv+Evb09VatW5eTJk3rlj59b3bp1iY6OJjExMc/6J7m6upKenk56erreuYWGhrJt27YCP4d8pe4RI0bQr18/Tp06RVJSEra2tri7u1O+fHm9djdu3KBy5cpG+WVQ0NTly9Fgzjfc/OUX0mLiqNSqBeUauGNmwC80IUTp0sLpDeDhvdq7aYlUsLanq3sHXbmxffDBB6xYsYKBAwcyYMAAqlatSnx8PKGhoSQkJNCrVy+99tu3b8fDw4MWLVqwa9cudu7cycKFC/XajBkzhgkTJqDVapk0aRLu7u54e3tjYmJCly5dCAoKwtbWlkaNGnHy5EmmTZtG165dCy3RAvTt25eZM2dSq1YtGjduzJYtWzh37pxuRcJ///vfLFq0iM8//5wxY8aQkpLCjBkzntpf8+bNef311/n8888ZP3481atXZ9OmTaxZsybX91MQ8p0JbWxsaN68+VPrNRoNvr6+bNy4kddff/0fBVcYVCoVFhUr8MonXVGyszF9SZ7bEkIYRwunNwotsT6pXLlyrF+/nvnz5zN8+HCSkpKws7PDy8uL9evX4+joqNe+Q4cO7Nmzh2+++QYnJyfmzJlDmzZtcrXp378/mZmZtGnThnHjxumS6NixY6lQoQLBwcEkJCTg4OBA3759GTBgQKGdM0C3bt3QarUsWrSIO3fu0KpVKzp16kR0dDQA1tbWrF69milTptClSxfKly/P4MGD9e4tP87U1JRly5Yxa9YsRowYwYMHD3B2dmbevHlGWV1LpTztzvoL0mg0uLu7s2nTpiJJtHFxcfj6+rJ7925q1KhR6McXQojiwMfHBz8/P4YPH55n/ebNmxk7dix//vlniRh9LMkK79pfCCGEKIVK/c+YnMxMch6kgUqF2s4WVSHedxBCCPHyK9WJVpN8j9h1G7i9bz9q27LUHjwQyyoO3Dv7JygKdu5uqMuVwySPKfBCCFGc/fbbb8+s79SpE506dSqkaEq3UptoczIziV27nvj/PlzGy9TaCpWJCScHDycnLe1hmZUl7rNnYi33eoUQQrygUjtOmvMgjdv79uveO/j68PeWrbokC5CTnsH1FavJfvCgKEIUQgjxEii1iRaTh/dkHzGvWIH0v3Ov15weF4f2iV0ihBBCCEOV2kSrtrXFKaCH7v2DK1exc6ufq125hp6YWlsXZmhCCCFeIgYn2hEjRjx3fz94uHZlx44dc60WVdyoTEwo18Adj/lzqNb+PawcHanx8YeUfe1/OxTZuNTB8eMPMbWwKMJIhRBClGQGL1jh4eHBggULnrkqVHHwTxesyLqXQk5GOgCmllZ6w8tCCCFEfhl8Rdu4cWN2796ttwfhy0htZ4ulgwOWDg6SZIUQxYq/vz8jR47Ms27u3Lm65QN9fHyYO3euwf26uroSHh5eIDGK3Ax+vKdOnTqsWbOG3377jVq1alGxYkW9epVKxcyZMws8QCGEEPmzceNGLOSWV7FhcKL99ddfqVSpEgDXr1/Xbbj7iEr2bxVCiGLB3r5w9scVhjE40T5vlREhhBDFw5MbCvz0008sXLiQuLg4XnvtNfz8/Jg2bRoXL17Ufeb69esEBgYSFRWFra0t3bp1K/Rdel5WL/R4z82bNzl16hRpaWm5NiAWQoiX2a19+4nq8ym/v/8hUX0+5dZjC98UR3v27GH06NF06tSJiIgIOnXqxOzZs3O1++GHH2jfvj3btm2jW7duzJs3j4MHDxZBxC+ffC3BuHfvXmbOnMn169dRqVSEh4cTHBxM5cqVmTRpUqFuBCyEEIXt1r79XPkuBG1mJgCZt+9w5bsQACq3alkoMWzfvp3du3fnKs/KyqJy5cq5ypctW0a7du3o27cvADVr1iQ6OpoVK1botevcuTPvv/8+AAMGDGDZsmWcPXu22D9pUhIYnBn37dvHZ599RrVq1Zg4cSKPngry9vZm06ZNLF261GhBCiFEcRATGqZLso9oMzOJCQ0rtBhatWrF1q1bc70++uijPNv/+eefeHp66pU1btw4V7tXX31V772tra2MWBYQg69og4KC+Ne//sXcuXPJyclh8uTJAPTq1Yvk5GQ2b95Mv379jBaoEEIUtcw7d/NVbgzW1tY4OTnlKre1zftxRDMzMwxZLsE0j13KDFxmQTyHwVe0ly9fpkOHDnnWNWnShJs3bxZYUEIIURxZVKyQr/Li4LXXXuP06dN6ZU++F8ZlcKK1tbXlxo3ci+7Dw9WYypYta1A/qampTJ8+HR8fHzw9PenUqZPe/Ya4uDg+/fRTGjZsSLNmzZg1axbZ2dmGhimEEEbzin83TJ54PtXEwoJX/LsVUUTP17dvX3bs2MGKFSuIjo5my5YthIaGFnVYpYrBidbX15fg4GCioqJ0ZSqVir///pslS5boViR5nrFjx7J3716+/vprtm7dyltvvcWgQYM4fPgwGo2G3r17o1KpWLduHVOnTmXjxo0EBwfn/8yEEKKAVW7VkloD+2NRqSKoVFhUqkitgf0LbSLUi2jZsiVTpkwhLCyMf//736xfv54uXbqgVquLOrRSw+C1jlNSUujZsycXLlygfPnyJCYm8sorrxAfH4+joyNhYWGUK1fumX3cvn2b5s2bs3jxYlq3bq0r79mzJxUrVqR169aMHTuW33//HTs7OwDCw8OZPn06hw8fxtLS8rlx/tO1joUQ4mUSGRlJhQoVqF27tq4sJCSEjRs3smvXriKMrPQweDKUra0t69ev58cff+TIkSMkJSVRtmxZevbsSadOnbCysnpuH1ZWVnz//fc0bNhQr1ylUnHv3j2ioqKoW7euLsnCw1nNaWlp/PnnnzRq1CgfpyaEEOLQoUNs3bqVmTNn8sorr3D+/HlWrVrFJ598UtShlRr5eo7W3Nycjz766KnTyJ/HxsaGli31h1hOnTrFkSNHGD9+PAcPHqRKlSp69Y+eC4uPj3+hYxpLdno6aLWYlSlT1KEIIcRTDRw4kAcPHjB69GgSExOpWrUqAQEB9OnTp6hDKzXylWgTEhJYuXIlx44dIyUlBXt7e5o1a0aPHj2eO2yclytXrjBo0CAaNGhA586d2bVrF2WeSFzm5uYAZD7x7Bo8HM5OSUnRKzN2Qs5+8IC0mFjiNm1Bq9FQ9d/vYFu3LmpbwyaDCSFEYTI3N2f8+PGMHz++qEMptQxOtOfPn6dHjx5oNBo8PT1xcnLi9u3bLF26lPDwcNatW0f16tUNPvCxY8cYNGgQ1apVY/HixajVaiwtLdFoNHrtHr23trbO1ceqVatYsGCBwcf8pxStluTTf3Bx5ixd2b3TZ3Ds8hHVO3WUDeKFEELkYnCi/c9//kOVKlVYtmyZ3jJfCQkJ9O7dm5kzZxIUFGRQXxEREYwbN4433niDoKAgbGxsAKhSpQrnz5/Xa3vr1i1d3ZN69uxJx44d9cri4+Pp1s04U+2zUlK4vnJ1rvK/N/+Iw1tvSaIVQgiRi8GP95w5c4bBgwfnWkvTwcGBzz77jEOHDhnUz08//cTo0aN55513WLx4sS7JAnh5eXH+/Hm94eDIyEjKlClDvXr1cvVla2tLjRo19F55JeQCoyhk3r6dq1ir0aBkZxnvuEIIIUosgxNt+fLlc90PfSQnJyfPod0nxcfHM2HCBLy9vRk1ahTJycncvn2b27dvk5ycTNu2bXFwcGD48OFcuHCB3377jTlz5tCrVy/dvdqipFKrKdfAPVe5hYNDrofYhRBCCMjH0PHgwYOZPXs2r776qt6C1JcuXWLevHm6fQ+fZceOHaSnp3PkyBFatGihV9ewYUPWrl3L0qVLmTJlCh9//DG2trZ07tyZgQMH5uOUjEdtY0Ot/v34Y9x4NHcTATC1ssJ11AjUjz2SJIQQQjxi8IIVn3zyCZcvXyY1NZWqVatSuXJlkpKSiI2NBdAbUlapVOzZs8c4ET9HYSxYoUlKIiPhFlqNBusa1TGztcXELF8TuIUQQpQSBmcHJyenXDtG1KxZM9fiE6WBefnymJcvX9RhCCGEKAEMTrQzZswwqJ1WqyUiIoJ79+7prfAkhBDi5eDv74+DgwOzZ882qP2DBw/YsmUL3bt3ByA4OJjw8HD2799vzDCLDYMnQxkqOzubsWPHEhcXV9BdCyGEKIG+//57li9frnsfGBjI1q1bizCiwmWUG4uyWbAQQohHnswJZcqUybUK4MuswK9oS5qs+/fRJCaRk8cSj0IIUZy4urryww8/0KVLF9zc3Hjvvfdy7cCzb98+OnfujKenJ02bNmX8+PHcu3dPV+/j48OiRYvo06cP7u7utG3blvXr1+vqN2/ejKurq94+4IcOHcLV1fWpI5W7du3io48+wsPDAzc3Nzp27Mi+ffuAh8PEISEh/P3337i6uhIZGUlwcLDeuvc3b95k9OjRNG/eHHd3d7p166a3JWtwcDD+/v58//33tGzZkkaNGhEQEMCVK1f+2RdaSEptotVmZfHg2nUu/GcWp0eN4fqqUDTJyUUdlhBCPNOsWbPw8/Pjxx9/pE2bNgwaNEiXlHbu3Mmnn35K06ZN2bRpE7NnzyYqKorAwEC0Wq2uj4ULF+Lh4cHWrVvp3r07kyZNIiIi4oXiOXv2LIMHD+add97hp59+YsOGDVSsWJHRo0ej0WgIDAykZ8+eVKlShYMHD+Lp6an3+dTUVLp27UpMTAzBwcFs3LiRV199lYCAAP744w9du5MnT3Ls2DGWLFnC4sWLiYmJYdKkSS8Uc2ErtYk2KyWFM6PHknL2TzR37hK/bTtXFi0mOzW1qEMTQoinev/99+nWrRvOzs58/vnnNGjQgNWrHy4Nu2TJElq3bs2wYcNwdnbmzTffZPbs2Zw9e5YDBw7o+mjatCmDBg3C2dmZgIAA3nnnHVatWvVC8ZiamjJ+/HgCAwNxdHSkbt26BAQEkJycTEJCAmXKlMHKygpTU1MqVaqUa/GhiIgI7t69S1BQEJ6enri4uPD111/j7OzM0qVLde2ysrKYOXMmr732Go0bN6Z79+6cPHnyhWIubKX24c97Z/9E+8QGBomRx8jpl4nZY8tCipJNyckhKyWF7AcP0GZkYmZni6mlJeqystuSKJm8vLz03nt4eOiGaS9evMjQoUP16uvXr4+1tTUXL16kVatWT+1j586dLxRP3bp1sbW1ZcmSJVy9epXo6GguXLgAoHcV/TQXL17Eyckp11oMjRs31lvat3z58pR/7LHKsmXLkpVVMpa+LbWJNq99ZE3UalCpiiAaYQxZ9+9z9/ARYtdt0K3kBWBbry7O/ftiWa0apmp1EUYoRP6pn/hvNicnB1NT02d+RlEUvSvJJ/vQarW6PlR5/Bv4rIQWGRlJ7969ad26NY0bN6Z9+/akpaX94xX9tFqtXszFYRneF1Vqh45tatXC4okNEqp37CAbub8kslJT+XvTFq58F6KXZAFSzp3n9OdjSI+JKaLohHhxj9+3hIf3Lh9tuuLq6sqxY8f06s+cOUN6ejq1a9d+ah8nTpzQ9fEoCac+dhst5hn/r6xYsQIvLy8WLFhAQEAAzZo14+bNm8D/ZhvnlbwfcXV1JTo6WrdTGzxMssePH6dOnTpP/VxJUmoTrXn5crjPnIZTz+5UbNmcel+Np+p778pWdy+JrOR7/L3lx6fWK1lZXJozTybAiRInNDSUiIgIrl27xsyZM7lw4QK9evUCoF+/fuzZs4d58+Zx9epVDh06xOjRo6lfvz5NmjTR9bF9+3ZCQ0O5fv06S5cuZefOnfTt2xeABg0aYGJiQlBQELGxsezZs4cVK1Y8NZ6qVaty+fJloqKiiIuLY9OmTcyfPx/4337iZcqU4d69e1y9epXMJ57waN++PRUqVGDIkCGcPHmSy5cvM2HCBK5du0bPnj0L9LsrKgWWaB+NxZuZmTFjxgyjrTNckMzt7ane8X3qDBtC+YaeqG1tizokUQByMjO58eNPz22X/vcNNIlJhRCREAWnS5cuhIaG0qFDB44dO8bSpUt1V6Pt2rUjKCiIffv20b59e0aPHk2TJk1YsWIFZo+tx96hQwf27NmDn58fW7duZc6cObRp0wYAR0dHpkyZwr59+3TbmY4bN+6p8QwZMgRPT0/69+/P+++/T3h4ONOnT8fS0pLTp08D8O6771K1alXat2/P7t279T5vY2NDWFgYlStXpk+fPnz88cfExsayevVq3N1z75ZWEj13U4G1a9fy/fffc+vWLVxcXBg4cCC+vr56bY4fP0737t1zbdpeFApjUwFRvGXdS+HPSVN4cPXac9vWGTqIyj5tCiEqIf45V1dXvv76az766KMX7sPHxwc/Pz+DdlwTBeOZV7Tbt29n8uTJ1KxZk+7du5Oens6gQYOYN29eYcUnRP6pQGXgbkoqmQwlhDCyZybapUuX8sEHH7Bs2TK++OILfv75Z3r06MHixYsJCgoqrBiFyBezMmWo2PzN5zdUqSjr6mr8gIQQpdozf/Zfu3aNYcOG6d6bmpoyduxYFEVh0aJFVK1a9R8NYRQX2Q/S0GZmYmJhgVkZa135o2cwtdnZmJiaobazRfWcafSi6KlMTanYvBkxa37I9az048p7NcLM2qoQIxPin7l48eI/7uO3334rgEhEfjwz0dra2nL37t1c5ePGjePvv/9m8uTJVKlSBWtr6zw+XTJkJNzi2rIV3L94CRuXOjj37oWFQ2W0Gg33L1zkctB3aO7cwdzentqDBmBb/3WZmVwCqG1tqTdpAn9+NQUlj2cArV9xpPaA/rI4iRDC6J45dOzt7c3ChQu5di33pJLZs2fj4uLCkCFDXnhFkaKmSUrij3ETSIw8SlZyMklHj/HHuPFkJSeTnZLCuclfo7lzB4Cc9DRyMjK5f/ES10PDuPP7YXk0pBgzUasp61KHht8FUa29H2a2tqjMzLBydKTO0MG8PnUS5vbln9+REEL8Q8+8oh0xYgQ9evTg3Xff5ZNPPmHChAm6OisrK5YtW0ZgYCArV6585gPJxVXWvRRdIn1EczcRTVIyadExKDk5uvJaA/pza/dvJB0/oSuzrFoVtxlTMS8v/2AXRyZqNZYOlXHy/4TqHTuAClCZYF7OrqhDE0KUIs9MtA4ODmzZsoVt27bprTH5SPny5Vm/fj0hISH8+uuvRgvSWJ52v9VEbYbJY8PD5hUrYGplqZdkATJu3uTWnn1U7+An926LMRNzc8ztS+7ybUKIku25C1ZYW1vz0Ucf0bZt2zzrzc3NGTJkCNu2bSvw4IwpKzWVrHv3sHHRX+LLxqUOZra22L7mglnZh/fvrKpVI/WvvPc9vHfmD3Iynz7hRgghROmWr00Frly5wvz584mMjCQ1NZVy5crRqFEjBg8eXOLWpNSmp3Nx1re4jv6ce3+cJfXSZWzq1MahnS/mdnYoOTk0+HY215YuJ+vePco418yzH5s6tTExl2cxhRBC5M3gRHvp0iW6dOmCWq3Gx8eHihUrcuvWLfbu3cuBAwfYsGFDiUq22qxsspKTOTv+K+wbN8T6FUceXL1GZmY6D9KS+SvxOlZqS2oM+xSbLBVKTg42LnVIvXRZ14fazo4qb7+FiYGLIwghhCh9DM4Qc+bMoXr16oSFhWH72JrAKSkp+Pv7M2/ePL777jujBGkMplaWWFSqRObt2yQejQKisGvoyU3zTKb8MousnIePhFSwLs/XvqOoYGdP3S/HknzyFIlHj2FTuxaV27RCLROhhBCFSKvVsmDBAsLDw0lJSaFRo0Z89dVXODk5FXVo4ikM3lQgKiqKAQMG6CVZePisbb9+/XJtzVTcqcuV4/UpX2Fbry6YmGBTuxZVh/bju6OrdUkW4G5aElvO/4omW4N5OTsqt2mFy4ihVO/YAXN7+xI521oIUXJ99913rF27lq+//pr169djampK7969c+2KI4oPg69o1Wp1rs2CHzE3Ny8xO90/olKpsKpWldfGjUHJzkZlYkqKOof41Nu52l688xfp2ZmYmz2cuWoi6+MKIYqARqNh+fLljBw5klatWgEwd+5cmjdvzvbt23n//feLOEKRF4OvaN3c3AgLC9Nth/eIVqslNDSU+vXrF3hwhUFdtizm5cujtrPF1MQUhzIVc7WpY18TSzNZDUoI8VBaWhrR0dGkpaUV6nHPnz9PWlqa3t6yNjY21KtXj6ioqEKNRRjO4CvaoUOH0qVLF/7973/z9ttvU7FiRe7cucN///tfYmJiWLlypRHDLBx2FmX5zLsHU/cGka3NBqC8lR2d6r2DhZk8hylEaZednc23337Ljz/+iKmpKTk5OXTo0IERI0bo7fdqLAkJCcDDNQ4eV7lyZW7evGn044sXY/B/GfXr12fZsmXMmjWLkJAQHm1j6+7uzrJly/Dy8jJakIVFpVJRq7wTwf+ewvnbf2GttsK5vCPlrGQlISEEfPvtt0REROjdD42IiABg9OjRRj9+eno68PB23ePMzc3RPGMDDVG0DB461mq1/P7775iZmXHixAn27dtHSEgIly9f5vjx48aMsVCZm5lTwbo8zZ28aFitviRZIQTwcLj4xx9/JCMjQ688IyODH3/8sVCGkS0tLQFyJVWNRlOiN3d52RmcaENCQli+fDlNmzbFysoKBwcHXn/9dXr06EFISAihoaHGjFMIIYrU7du3MX3KUqumpqbcvp17ImVBq1q1KgC3bt3SK79161au4WRRfBicaDdv3sywYcMYOnSorqxSpUoMHz6cwYMHExYWZpQAC0N6VgZJ6fdIybhf1KEIIYqpSpUqkfPYRiOPy8nJoVKlSkaP4bXXXsPGxoajR4/qylJTUzl37hxvvPGG0Y8vXozBifb27du4urrmWVevXj1u3LhRYEEVpsT0ZL4/vpbh2yczff8CLt+9hiZb7nUIIfRZW1vToUMH3fDtI5aWlnTo0KFQhm7Nzc3p3r07c+fOZdeuXVy4cIHhw4fj4ODAW2+9ZfTjixdjcKJ1dHTkwIEDedYdOnRIN6RRktzPTGXeoWUcjD5KWlY6V5NimPjbHO5lphZ1aABoFS33M1O5n5mKVtE+/wNCCKMaMWIE7du3x8LCAmtraywsLGjfvj0jRowotBiGDBnCRx99xMSJE+natSuKorB06dJcE6RE8WHwrOPOnTszffp0cnJyeOutt6hYsSKJiYns2LGDH374gVGjRhkzTqPIzNZw4c5femU52hxO3TxLu9otiyiqh5LT73Ek7iT7rh8BoKWTN00dG8rkLCGKkJmZGaNHj2bQoEHcvn2bSpUqFfokJFNTU0aOHMnIkSML9bjixRmcaP39/bl9+zbLly/nhx9+AEBRFMzMzAgICCAgIMBYMRqNicoEE5VJrqtFa/Nn/4+Tk55OTkYGoEJtW7bA96JNTE/mq9++JeGxVaquJEbzy6XfmOz7OfZW5Qr0eEKI/LG2tpa1hYXB8vWE9YgRI+jXrx+nTp0iKSkJW1tb3N3d89wUviSwNLPA1/lNdl7535B4OUtb6lV6+i5EmXfvEh36A4lHIjGzsaF6xw5UbNEctW3ZAokpKzuLny7s0kuyjyQ8uMOP53fQrUFHzE1lGUghhCgJ8r2UiY2NDc2bNzdGLIXO2tyKzm7tqVupDr/HHMPRthpv12lNOUvbPNtr/n9bvYwbD1dgyUlP5+qSpeSkp1Otg1+BrIGcmpXGnmuHnlq/99ph3q/7L8xlCFkIIUqEUr+Rqq2FDc2dvGhc3R21iRmmJk8fBs6IT9Al2cfFbd5CJZ/WWNjbF0hMGdlP34XjWXVCCCGKH4NnHb/sLM0snplkATLv3M2zPOdBGmgLZlaw2tTsmUPXdSvVRm1S6n8fCSFEiSGJNh/K1qmVZ3mZWs4FtnWejXkZujfolOc+tyqVih4eH2BjUaZAjiWEEML4JNHmg5mNDY5dPtYrM7WypM7ggajtCu6eabWyDkxsPYyqZf+3pFpVm8qMbzWEamVlmTUhhChJVMqjbXheEnFxcfj6+rJ7925q1KhR4P1npaaSlZTM3chI1HblKN/QA7WdHSZG2CLrXkYKGdkaQMHSzAK7p0zSEkIIUXwV6c2+xYsXs3fvXtauXasri4uLY+rUqRw7dgxLS0s6duzI8OHDjbrXY05GBjkZmZiVsX7uELDaxga1jQ3WjgWfxJ9kZ2mLzC0WQoiSrciGjsPCwpg7d65emUajoXfv3qhUKtatW8fUqVPZuHEjwRDJ8FEAACAASURBVMHBRolB0WrJuHWLK4sW8+dXk4lZux5NUrJRjiWEeDn89ddfrFmzhiVLlrBmzRr++uuv53+oAF29ehVXV9dcr/DwcADOnz+Pv78/Hh4etG7dmmXLlul9XqvVEhQURIsWLWjQoAGBgYFER0frtXmZ+igWlEIWHx+vfPrpp4qHh4fy9ttvK126dNHVRUREKK+//rqSnJysK9uwYYPi4eGhpKenG9R/bGys4uLiosTGxj63bWZiohLpH6AcbN9J9zozdrySeTcx/ycmhHipHT58WOnatavSrFkzpUmTJkqjRo2UJk2aKM2aNVO6du2qHD58uFDi+OWXX5SGDRsqt27d0nulp6crd+/eVd544w3lyy+/VP766y9l8+bNiru7u7J+/Xrd54OCgpQmTZooe/fuVc6fP6/06dNH8fX1VTIyMhRFUV6qPoqLQk+0u3fvVkaMGKHExMQoY8aM0Uu0EydOVD788EO99tHR0YqLi4sSFRVlUP/5SbR3o47rJdlHr/uX/1KSTp5WNPdT83dyQoiXUnh4uNKsWTOlUaNGT301a9ZMCQ8PN3os8+bNUz766KM86xYtWqS8+eabSlZWlq5s7ty5iq+vr6IoipKZmal4eHgoa9as0dXfv39fadCggbJly5aXro/iotCHjn18fJgzZw6Ojo656hISEqhSpYpeWeXKlQGIj48v+GCeMg9Mm53Fn19N5t7p0ygFOFdMk3yP9Bs3uX/5LzLv3CU7La3A+hZCGMeRI0eYO3cumZnPXiwmMzOTuXPncuTIEaPGc/HiRWrVyvtRw6ioKBo3bqw3p8X7/9q797ioqrWB47+ZYS7AcBFBEFDBEFAULyCgWR7vvZbneClvaWpaeiotzfJ0Mu+XOkiUWOfYUZOKtLe0tLJ6LS1TE4XMvACCiopyEUWH2zDMzH7/4DDHCVTuIrO+nw9/sPbaz6w1G+aZvffaa0VGcvHiRXJzc0lJSaGkpISoqCjLdq1WS5cuXUhKSmpxMZqLZjXzgV6vx9HR+hnRyqWfqvsj1+l06HQ6q7LaJGRtx47YOTtjvCmGU+dgSrMuAXBhyyc4h3RB5Vq/SfwlSUKfk0Pq6mhKKu8fyOV4DhpIh8kTG/TRIEEQGtbatWvvmGQrlZWVERcXZ/Xh39BOnz5Nhw4dGD9+PBcuXMDPz49nnnmGfv36kZubS0BAgFX9ypOV7Oxs8vLyAPD09KxSJzu7Yta7lhSjuWhWiVaj0WAwWC+6Xvl7dUtRxcfHs27dujq/ntLVhe7Rr3M+4WNKzl/AtXt33B/sR8rK1QCYiotvedZbG+XXr3P8lYWU3zzQymwmd/f3yDVqOkx+HIVaXe/XEQShYWVkZNR6cE1mZiYZGRlVkkRDKCkpISsrCzc3N1588UUcHR3ZuXMnM2bMYNOmTej1+irr0t58slJaWmpVdnOdys/alhSjuWhWidbLy4uUlBSrsspvLX+8pAwwZcoURo0aZVWWk5PD448/XqPXMxYVkffzz6jd3XEODqa8sBAkybLsnUf//thptZb6N/Q6zJKEXCbHRVPz1XoKT2dYJ9mb5H63G59RI0WiFYRm6NChQ5hrOb2q2WwmMTGxURKtg4MDycnJKJVKS4Lp2rUrZ86cYcOGDXc8WdFoNJaymxOUwWCwnMy0pBjNRbNKtL1792b79u3odDqcnSsmZ0hMTMTR0ZEuXbpUqe/s7GypVxdF5zK5+NEWqzLdqRS8RzxCceZ5fEb9GblSSWm5noyrmbx/9H/J0mXTzsWb6b3G4adti6KkjKIzZ1HY2+Pg64udizPyP6xPW5Sefss2mA0GzDW8LCUIQtMqKSmhvLy8VvuUl5dTXFzcSC2iyu01gMDAQPbu3Uu7du0sJyeVbj5ZqRxzkpeXh/amk4i8vDzLFwMvL68WE6O5aFZTMA4ePBhPT0/mzp1Lamoqe/bsISYmhmnTplW5PFBfkiSRv29/lfIbvx+n9f196PDEJMu905yiPFb8tJYsXcV1/4s3LrP0x7fIK8rn9wWvkrrqDU6+toRfn3ueknOZmE0mq5j2vj63bohcjryB+yYItqIhBytWx8HBAWUt5zFXKpXVJsOGcPToUXr27Mnvv/9uVX7ixAk6depE7969SU5Oxmg0WrYdOnQIPz8/PDw8CA4ORqvVcvjwYcv2oqIiTp06RUREBECLitFcNKtEq1ar2bBhAwBjx45l0aJFjBs3jmeffbbBX0smk6HxqzryWe3hQbnJiFmvB6C0XM9nJ79BwvofWpIkPj/9Pa0fGgTyirfRVFzMyaUrrAZXAbiGdkP+n8scf9Q6KhKFg31DdEkQWjx9uZ5rpdc5npPK1t938O7hD/h3UgI/ZR7isi6XG3rdnYPUQlRUFHJ57T4m5XI5kZGRDdqOSl27dsXX15fXXnuN5ORkzpw5w4oVKzh69Ch//etfGTNmDKWlpfz9738nIyODL774gs2bNzNz5kyg4v7lpEmTiI2N5fvvvyc1NZW5c+fi6enJ0KFDAVpUjObCpuc61l+9ysm/v4Y+J7eiQC7H729z0bRrh1btiLq1Gzp9Iat/focz16oOiAhyv4/p3cag1pvQ/bCP/C++BiD0H6txCgq01DMbjRSfPcfJJcsrBlj9hzYokM6vvIyqVasG6LkgtFwmk4kC/Q22HN/JwYtJmMymauu1c/HmiR6Pcl+r9g22ytXEiRM5ffp0jesHBQWRkJDQIK9dndzcXGJiYjhw4AA6nY6QkBDmzZtnOYs7fvw4K1eu5OTJk3h4eDB16lSeeOIJy/4mk4nY2Fi2b99OaWkpYWFhLF682OqRy5YUozmw2UQrSRJ5Bw6gDQrkasopDNeu4RrWE7lKjcYsR93aDYVKhcls4ouU7/jkxJdVYjwa8jDnr2fxa/YJJnZ6iC4XjORs/JCuK5bi0q2rVV2z0YhRV0jx+fMYrl1De19HVK1aiUd7BOEOSstLSbmSwVu/bERvrNl4hj7twniy19gGWYjj0KFDvPjiizV6xEetVhMTE9Ooj/cI955mdem4qekvZkFRCWrPNjj37I4+6xIyhZwcVRnb0r5jX+YhdGVFDOp4Pz5O1qOe27l4E+rVmeTLxzGZTXyY9jXGbh3ReHli7+Nd5bXkdnao3FrRqmcPPAcNxNHPTyRZQbiDMqOBYzkpvPHzP2ucZAF+uZhMzIH3uKEvrHcboqKimDt3Luo7PBmgVquZO3euSLJCFTZ7Rgugz8sjZfkqSi5cBKDN5HEc9pOx48weSx1XjTNvDP07MpmMjKuZnM4/i7ezJ272rvzzyIdcLSmw1O3fPoKJrfvi3MFPPK4jCA0guzCXed8uv+Wl4jsZETSER0OGY6+sfoxEbRw6dIi4uDgyMzMxm82Ul5ejVCqRy+X4+fkxe/ZskWSFajWrx3uammQ0Yu/jg/efR2A2lqPs1ZWdP64CwF6poYOLL0WGYj5P+ZZJ3UcT7hNKB1df3vj5XS7cuFQlXqnJgKa9r0iygtAAdPoi1h56v85JFuCrtO8Z2LEvPsqqz+HXVlRUFFFRUWRkZJCYmEhxcTGOjo5ERkY2u8dJhObFphOtXKXCsaM/lz7fgVyjxqe1G+M7DUOtUNFT60/xiRQUrVuhatMOg9GASqHETq7gamlBtfH+5N8He03jDOsXBFtzo0xX7SDE2pCQ+OLUt0wPm4BG2TBfgAMCAkRiFWrFZu/Rmo1Gruzbz4WELZReukTxmbOcXvkGA1qHEniqgLPzXiV300dcjo7j8uJ/YKerWABAq3JkduRU5DLrty7UszOdWvvfja4IQotjlsz8dK5hJuc/eDGZUqO+QWIJQl3Y7BmtsbCQnF3fWpXJlErsjBK5W7dZlRvy87m49VM6PvUkSo2GLm0CeXv4Un489wsF+hv0a9+bdi7etZqWURCEWys2lJKS3zALqpebjZTVYiCVIDQ0m020ktmEzM66+5o2HpaBUX9049jvmEpLUWg0aOzUaLRqxnUb0RRNFQSbYzQbyS+51mDxdGVFeDm1abB4glAbNnvpWK6yw/sv/2NVVl5UhH276qdL1Hh5IqvlVGyCIAiCYLtntGXFaFxlBL00h9zv96Gw1+A9YhhKJ0ecgoMoTE0DKtan9R09Ek3btphKSsFsRlmPhQwEQbgzpcKONo6tKSi90SDxnBvots7169fZtWsX6enpFBYW4uTkRKdOnRg+fDiu9Vy3Wmi5bDbRytX2XN+fgNKtLV4PhiEZyyn44V28Hl9CpwXzubZvP2XXruEW1ouMde9SlncFqEi8QS/NQ9269V3ugSC0XI5KB4LdA0jLP1vvWEqFErWifgt3pKamsnnzZvbt24dMJrOaJUqj0bBu3ToefPBBpk6dSnBwcH2bLLQwNnvpGIUaz/GLcH3gCdTtuqPyDqbVgMf5XXeBC+XX8B7xMD5/foSUla9bkixAYUoqqa9HY7jRMN+0BUGoSiaT0d+/YSZ/6Ne+d70mrPj888+ZPn06P/zwAwaDocpUjHq9HoPBwA8//MD06dP54osv6tvkGlu/fj0TJkywKsvKymLmzJn06tWLvn37Eh0dbbUCDkBCQgKDBg0iNDSUcePGVVkNyNZiNDabTbSG0lKKMvM4sWQNx+a/RuZHOzC274xkp+T3K6mkF5ynsLyk2n2LTqdj1otRjILQmFzUTgS1vq9eMWQyGX/pPBSNXd2eof3888+JiYmhrKzsjkvySZJEWVkZa9asaZJkm5CQQGxsrFWZwWBg+vTpyGQytm7dyvLly/nss8+Ii4uz1Nm+fTvR0dG88MILbN++HX9/f2bMmMHVq1dtMkZTsMlEK0kSsnIj6TFvV6ymI5PR5qnJrDz4T9YceI9PT37Nwh+i+fDMt3jPfrraGGZj7RaDFgShdpzUWp6NmoJSXvc7XKOCh9FKU7c5xVNTU1mzZg16fe2ewdXr9URHR5Oamlqn172T3NxcZs2axZo1a/D3t352/7vvvuPSpUu88cYbBAYGMmjQIObPn88HH3xg6cf69euZOHEiI0aMICAggJUrV6LVatm6datNxmgKNploZTIZRafT4T/fUF1Cu/FbUSYXb1y2qvfLpaOU+bihdLEe/KR0ccHOwaHJ2isItspN48Lcvk8hk8lqvW/XNkH8T+DAOl823rx5MwaDoU77GgwG4uPj67TvnZw8eRJHR0d27txJ9+7drbYlJSXRuXNnXG5asCQyMpKSkhJOnjxJfn4+mZmZVuvlKhQKwsLCSEpKsrkYTcUmE61kNqP28LD8rm7vw8miC9XWPV+Wj9rT0/K7zM6OoJfmYSdGHgtCo1PZqejqGcTCB+fgqKz5l9sBfn14vs/0Ok8ic/36dfbt23fHy8W3IkkSP/30E9evX6/T/rczcOBAYmJiql1zNTc3Fy8v63md27SpeH44JyeH3NyKtberq5OdnW1zMZqKTSZamVyOyt0dt6iKb0KGy7l0cqi6tB1ABxcf/KdPo934sXSc+RRh69/BKSgQuULRlE0WBJulsVPTpU0n1jy0kMH3PYBScevn2Tu2as/SgfN4ouej9ZqpbdeuXXU6i76ZXC5n165d9YpRW3q9HpXKeoR15e9lZWWUlpZald1cp/Ls3ZZiNBWbfbwHyUzrqAg8hwxGn51Nv/si2X0pkdzifEuVHl5daC13IGXFa2gD7qPtiOGoWreu9z+gIAi1o5AraO3Qiik9xvBoyHCuFF0lJT+D/JICNAoVndz98XNth72dukGemU1PT6/3B7Ferycjo2GmkawpjUZT5XJ35e8ODg5oNBqrspvrOPzndpgtxWgqNploTUYj5bpCLm79FFNpKSo3N9izl6XLX+G3S8c4q8umRyt/2svUyM8epctrC/j95YUYrhWgvS8AlatYsF0Q7ga1nRq1nRo3e1eCPOo3Ivl2Cgvrv2B8Q8apKS8vL1JSUqzK8vLyLNu8vb0tZUFBQVZ1PP9zi8yWYjQVm7x0jMnE1cRE/KZOxlhURPG5czj4tUd+8heCE/cy4lIeXns/o2jrKgr2xqN0taftmFGYy/SWAVSCILRcTk4NM5NUQ8Wpqd69e5OSkoJOp7OUJSYm4ujoSJcuXXBzc8Pf35/Dhw9btptMJpKTk4mIiLC5GE3FJhOtXKVC3dqdq4mH6R7zD7quXEaHiY9RdHIf+ounKD65H0Pef9fBLDz5M85jHqb94gXYOWnvYssFQWgKnTp1Qq2u3/q1Go2mydetHTx4MJ6ensydO5fU1FT27NlDTEwM06ZNs9ybfPLJJ4mPj2f79u1kZGSwcOFCiouLeeyxx2wyRlOwyUvHMpkM5969MBvLMRYXU5J1CZkdyG+xMLRRqWJzUgKd3DvykLs7Wtt82wTBZgwfPpx169bVK4bZbGb48OEN1KKaUavVbNiwgWXLljF27FicnZ0ZN24czz77rKXO2LFjKSoq4u233+b69euEhISwadMm3NzcbDJGU5BJdR2/3kxlZWUxaNAgfvjhB3x9fW9ZL+nCMUIUHhSfO8eVn/Zh364dHlHB5H662rqiwg7t1JXM/fltys1Gooe9SgfXW8cVBKFl+Nvf/sYPP/xQp0d8ZDIZgwcPZvXq1XeuLLR4NnnpWDKbCXX158aJE6RFv8m1w0lc2vY5ujN5tH7oaeQOFc/IKlv74PTYy3xy5kfKzRVzY+49+wvXS29QWFZ8N7sgCEIjmzp1ap0vL6pUKqZMmdLALRLuVTaZaAFMej2Xtu+wKjv7r42YnP1oPXUV6mkryR86kbfO/cDPWcmWOmZMxP+2jfVHPuKGvmlHFAqC0HSCg4N56aWXLI+R1JRGo+Gll14Sq/gIFjaZaGVyOZJchqn0pkUD5HLsnLRc+fIb9CoVCw/9m9VH4km/es5q3zDvUE7kpXH40m/sTN1NuUnMeSwILdXIkSN58cUXUavVd3x+XiaToVarmT9/PiNHjmyiFgr3AptMtABmezUegwaCXI7v2FH0eHMlnRc8g9/ksThJCubd/3SVycwfDhzEJV0ON/QVQ8V3n9lHkaH6FX4EQWgZRo0axcaNGxk8eDAqlarKGa5Go0GlUjF48GA2btwokqxQhc0OhkrJy8CutAz3gjLMV09xI3EHSGZAhlPv4VwPicTZxZNTeafRlRUR6N6R1CsZfHLiS8yS2RLnnUdW4OEoFoEXBFtw/fp1du3aRUZGBoWFhTg5OREQEMDw4cNxdXW9280TmimbfE7FbDaz59wBjuem8XrYFG58/flNWyUKj3yNW0BPjmSfwFvbhr3nfmHbqV3ojdZTsjmpHLGrxxJegiDcW1xdXZk4ceLdboZwj7HZLOHh4EY7Fy9KM36tdrsp7QghfR9Bq3LkUmFOlSQL8JfOw3BSOzZ2U2vEbNBjNpSCBCCBTIbcToVc0zzaJwiCYKtsNtE+6B/FmWvnkZxaVbtd7uqBm30r7JVqlg+cT8zB9yzr1SrldgwN6E+4dyil5Xqc1Hdvtihj8Q3MJTpuJO6kKOUgkqFiMWOZQol9xx649nsUO2d3FI4uYjEEQaiHjIwMPvvsM5KSkrh06RLl5eUolUp8fHwIDw/n0UcfbfKZoIR7g03eo5UkiSvF11BKEo5myN78N0xFBZbtco0W76diUDm7A1BYVkRa/hm0ai36cj0OSnt+ufgr36bv5cEOkUzqMbrJk63ZaKD86mWufLUOQ86529a1a+WF+0NPo/YJRKG2b6IWCkLLkJWVxaJFizh9+jQGgwGz2VyljkKhQKlUEhQUxNKlS287PkSwPTaZaAFulNxAnn2WGz9uwf2hGRT+9gNl2RmoPP1p1e8xZCoNCo0Wswx2pu5my/EdyGQylHI7DH94pGf5oPkEuTfeSiJ/ZDYa0F9MJfeTVUg1frxIhvv/zEQbcj9yddMtDyUI97Ldu3ezdOnSWybYP5LL5ahUKhYvXsyQIUOaoIXCvcBmH+9Rlxu49uU6DDlnyN6yHJlCgVPoQLTdB3Jt//9yaeNL3Dj8JaYSHalXMpjTYxzR/eawsu9fmdLlEVo7/PeS8xcp/0dJeWmTtFuSzBiuXCRn68paJFkAifxv/kXJud8xlxvuXF0QbNzu3btZsmQJer2+RkkWKgZa6vV6lixZwu7duxu5hbB+/XomTJhgVRYTE0NQUFCVH6PRaKmTkJDAoEGDCA0NZdy4cfz+++9WMbKyspg5cya9evWib9++REdHW+3f0mI0NptMtGazGZmxHIW2Fa0GPInboKcxG80Unz6MuagAx/vCUGhdubY3AWNuJs+0jcD/4LcY338V0+ZF9Dx1jGXdJzIqYAAA+SVXKTc1zYEzFevI+ywazHV7vSs73sasL2rgVglCy5KVlcXSpUvrvPh7WVkZS5cu5dKlSw3csv9KSEggNja2SnlaWhpjx45l//79Vj92dhVDcrZv3050dDQvvPAC27dvx9/fnxkzZnD16lWgYmH06dOnI5PJ2Lp1K8uXL+ezzz4jLi7O8hotKUZTsMlEC4BZgTZ8Ahe/2M+Z97ej7TYEp9AB6I7upvC373HuNQyf6dGUnP2Nq5++Qdnl9Ir9JDP6jGQKP1rKIKU7g9pH0MbRHZVC2STNNhbkYNRdqfP+ktFAScavdZooXRBsxaJFizAY6nflx2AwsGjRogZq0X/l5uYya9Ys1qxZg7+/f5Xtp0+fpkuXLnh4eFj9VFq/fj0TJ05kxIgRBAQEsHLlSrRaLVu3bgXgu+++49KlS7zxxhsEBgYyaNAg5s+fzwcffIBer29xMZqCTSZas2TGpDdwatkbFKadxn/KBAr2fcCVL+PQZx6n9Nwx8r9+l4Kf/xe1p1/1QSQzRbvW85eOD/CX4GHYK2s3H2pdmPRFFPz8ab3jXD+4HVPxjQZokSC0POnp6Zw+fbrGl4tvxWw2k5qaSkZGRgO1rMLJkydxdHRk586ddO/e3WqbTqcjOzv7lqOf8/PzyczMJDIy0lKmUCgICwsjKSkJgKSkJDp37oyLi4ulTmRkJCUlJZw8ebJFxWgqNplo7RR2XD14CMlkwr6dL3KFgbILJ6rUK0lLROHogsLJrfpAJiOK8yn4Ons1cosrSIYySs8dq3cc4/VczGVi6khBqM62bdvqfTZbyWg0sm3btgaJVWngwIHExMTQrl27KttOnz4NwJdffsnQoUMZMGAACxYsIC8vD6g4Gwbw8rL+zGrTpg3Z2dmWOtVtB8jJyWlRMZqKTSZaALljxUQOTkFBlF04est6pWd/R+1962fjzJczsLer21JatVUx+KlhLvmaS8XKQ4JQnaSkpHqfzVYymUyWs6umUJlotVota9euZdmyZaSnpzN58mRKS0spLa0YtPnH5f9UKpXly4Ver692O1Tce25JMZqKzU5Y4RYZQdaWTzAbypApnW5ZT6bWIN1mlK5crQVZE31facD7qrUbsSwItqOhBzBlZWU1aLzbmTBhAg8//LDlUmlwcDCBgYH079+f77//3nJP949n7AaDAQeHisf+NBpNtdsBHBwcLIsqtIQYTcUmz2jNZjNljmoC31yFy4iRKPtOwGH0ItR+odYVZXK0IQ9SlnX6lrGcew1uuhmX5IqGCyWmZhSEapWXN+yX0IaOdzsymczqfiSAp6cnrq6uZGdn4+3tDWC5lFwpLy8PT09PoOJSbHXbK7e1pBhNxSYTrcls4sy1c5QqnLlgtGfPr5e5pvZF/8CzqCNGV1SS2+ExYjZl2RloQ/9UbRxN+xDsbnX/thHI7JS3vl9cGwo7FA4ud64nCDZIqWzYJwgaOt7trFixosoyfRcvXqSgoICAgADc3Nzw9/fn8OHDlu0mk4nk5GQiIiIA6N27NykpKeh0OkudxMREHB0d6dKlS4uK0VRsNtG2c+zI2k+OsXxjIu9/dYoF7+zn4MkryHuMwGPEbLyfWI6qTXvyv/4n2m79q8Rw6BROm1HzmjRhKRyccYkcUe842i79kIupGAWhWj4+Pg0arymnY3zooYdIT09nxYoVZGZmcvjwYZ577jlCQ0P505/+BMCTTz5JfHw827dvJyMjg4ULF1JcXMxjjz0GwODBg/H09GTu3LmkpqayZ88eYmJimDZtmuX+ZkuK0RSa5T1as9nMunXr+PTTT9HpdISFhbF48WI6dOjQIPHtZArOXirg5NmrVuWf7UnnwZ4+mMrLuBL/Kt6TlyMZDcjslPg89SZlWWmgUGDfoStytSMK+6ad31gmV6DtfD/X9nwEZlOd47j2+QtylUi0glCd8PBwLl68iMlU9/+xSgqFgvDw8AZoVc2Eh4fzr3/9i3Xr1jFq1ChUKhWDBg3ipZdeQi6vOK8aO3YsRUVFvP3221y/fp2QkBA2bdqEm1vF1TK1Ws2GDRtYtmwZY8eOxdnZmXHjxvHss89aXqclxWgKzXKu47i4OD7++GNef/11PD09iYmJ4dy5c3z99deo1erb7luTuY5NJhMJ36by6Z6qz7etfuZ+2mb9QEnaL7j2GcWVnWtp99d1KN3aNkjf6stUVkrBT1vQHfm6Tvtr/ELxHDUXhYNzA7dMEFqG9PR0pk2b1iATGqjVauLj48WqPjau2V06NhgMbNq0ieeee47+/fsTHBxMbGws+fn5fPPNNw3yGpLJSPcA9yrldgoZnm72GHIycB86gxuHdmDn0gZZMzr7U6jtadXvUew79qj1vkr3drT5y/MiyQrCbXTq1InAwEDLGWBdyeVygoODRZIVml+iTUlJoaSkhKioKEuZVqulS5cuDfY8mslowkddTJ+QNpYyuQyefrgT9nIj7g89TcHP/4sh7wLuw2eicGxeA4cUDs60+fMctF0frPE+6nadafv4Yuy0ro3YMkFoGZYtW1bve3gqlYply5Y1UIuEe1mzu0dbOdtH5fDsSjfP9lFf5eVGjEmfMa1nXyb070leQSnt22gxp/2IwtSaopT9mMv1tJ28DLWnf7NcMF3h6ELrIU/iEvVnrh/YTnFaYrX3be39QnF9YCyq1t7N86ihKQAAFLFJREFU7guDIDRXvr6+LF68mCVLltRpYgO1Ws3ixYsbfGCVcG9qdom2JrN9VNLpdFbDtqFm02oZUCEL6EvJ17HI1A60tXeitPAq6rb3UdpjGI6dwtG074yqjV+zHp2rcHBC4eCE+8PP0HrwVMoup2Msvg5mEwoHF9Q+gcjVDk0+aEsQWoLK9WTFerRCfTW7RHvzbB83J9ubZ/uoFB8fz7p162r9GvYqOcVuAdhHjkaf/BXG67lo2nXGbuAsJJUjxrxM1N6dUDTjJHszhdoe1PbYObe+200RhBZlyJAhdO7cmcWLF5OamorRaKx2NLJCocDOzo7g4GCWLVsmzmQFK80u0bZtWzG6Ny8vD632v2dieXl5VQYVTJkyhVGjRlmV5eTk8Pjjj9/2NczIcHBx4YRLH/weewA7OVy4WoaP0pk2SgnVfT2RNeAsTIIg3Lt8fX3ZuHEjGRkZbNu2jaSkJLKysigvL0epVOLr60t4eDhjxowRA5+EajW7RBscHIxWq+Xw4cN07NgRgKKiIk6dOsXEiROt6jo7O+PsXPsRtI72SpDMhAa1xWA0YzJJBLjKcVDboVQrkcmb3z1ZQRDuroCAABYsWHC3myHcg5pdolWpVEyaNInY2Fjc3d3x9fUlJiYGT09Phg4d2mCv4+igxhEoLCnDZJKwV9uhVjW7t0MQBEG4xzXLzDJnzhxMJhOLFi2itLSUsLAwNmzY0ChTZjk53H4CDEEQBEGoj2Y5M1R91GRmKEEQBEFoKs1uwgpBEARBaElEohUEQRCERiQSrSAIgiA0IpFoBUEQBKERiUQrCIIgCI2oWT7eUx+V06PVZM5jQRBsk5eXF3Z2Le7jT2imWtxf2pUrVwDuOA2jIAi2Szz+JzSlFvccrV6v58SJE3h4eKBQ3Hm+4sq5kRMSEvDy8mqCFt4dttJPsJ2+in7WnTijFZpSi/tL02g0hIeH13o/Ly8vm/iGayv9BNvpq+inIDRvYjCUIAiCIDQikWgFQRAEoRGJRCsIgiAIjUixZMmSJXe7EXebWq0mMjIStbplr+RjK/0E2+mr6KcgNH8tbtSxIAiCIDQn4tKxIAiCIDQikWgFQRAEoRG1uERrNptZu3YtDzzwAN27d+fJJ5/k/Pnzt6xfUFDAiy++SEREBL179+a1116juLjYqs4333zD8OHD6datGyNGjGDfvn2N3Y07qm0/L1y4wOzZs+nTpw8RERHMmDGD9PR0qzrjxo0jKCjI6mfChAmN3ZXbqm0/t27dWqUPQUFBVvvc68czLi6u2j4GBQXxyiuvWOo1x+P5R+vXr79jm8rKyli6dCl9+vShZ8+ezJkzh/z8fKs6hw4dYvTo0YSGhjJ06FC++OKLxmy2INSO1MKsXbtWioqKkn788UcpJSVFmjFjhjRo0CBJr9dXW3/SpEnSo48+Kp04cUI6dOiQNHDgQGnevHmW7QcPHpRCQkKkDz74QMrIyJCio6OlkJAQKS0tram6VK3a9LOwsFAaMGCANGPGDOnUqVNSWlqaNGfOHCkqKkrKz8+XJEmSzGaz1KNHD2nbtm1SXl6e5aegoKCpu2altsdzyZIl0vTp0636kJeXJxmNRkmSWsbxLCoqqtK/d999VwoNDZVSUlIkSWq+x/NmH330kRQUFCSNHz/+tvUWLFggDRkyRDpy5Ih07NgxadSoUVb7ZGRkSN26dZNiY2OlM2fOSJs2bZI6d+4s/fzzz43dBUGokRaVaMvKyqQePXpIH330kaWssLBQ6t69u/T5559XqZ+cnCwFBgZK6enplrKDBw9KQUFB0qVLlyRJkqRp06ZJc+bMsdpvwoQJ0iuvvNJIvbiz2vbzq6++krp06SLpdDqrGN27d5c++eQTSZIk6cKFC1JgYKCUkZHR+B2oodr2U5IkaeLEiVJ0dPQtY7aE4/lH586dk0JDQ6WEhARLWXM8npVycnKkmTNnSj169JAeeuih2yba7OxsKTg4WPrxxx8tZZmZmVJgYKB05MgRSZIkaeHChdKYMWOs9ps/f770xBNPNE4HBKGWWtSl45SUFEpKSoiKirKUabVaunTpQlJSUpX6SUlJtG7dmoCAAEtZWFgYMpmMpKQkzGYzR48eJTIy0mq/iIiIauM1ldr2s1evXrz33ns4OTlZlUuSxPXr1wFIS0tDqVTSoUOHxm18LdS2nwCnT5+2Op43aynH849ef/11OnXqxPjx4y1lzfF4Vjp58iSOjo7s3LmT7t2737bur7/+itlsJiIiwlLWoUMHvLy8OHLkCFDxf1zdMf31118tq3kJwt3UouY6zs3NBcDT09OqvE2bNmRnZ1epn5eXV2WScpVKRatWrcjJyUGn01FSUlKlzq3iNZXa9rNt27a0bdvWqiw+Pp6ysjL69+8PVHwwu7i48Morr5CYmIhWq2XYsGH89a9/RaVSNVJPbq+2/czOzkan03Hw4EH+/e9/o9Pp6N69O/Pnz8fPz6/FHM+bHTt2jL1797J582bk8v9+b26Ox7PSwIEDGThwYI3q5ubm4urqir29vVX5ze9Nbm5utcfUYDBw7do1PDw8GqbhglBHLeqMtrS0FKDKB4lKpcJgMFRbv7oPHZVKRVlZGXq9/rbxpLv0CHJt+/lH33zzDW+99RZTp04lKCgIgPT0dEpKSoiIiGDDhg08/fTTbN26lVdffbXhO1BDte3n6dOnAZDL5fzjH//gzTffpLi4mPHjx3PlypUWeTzj4+Pp1q0bffr0sSpvjsezLkpLS1EqlVXKb35v9Hp9te8dVAykEoS7rUWd0Wo0GgAMBoPVP57BYMDBwaHa+tV9kFXWr5yF5o91KrfLZLKGbH6N1bafN/vggw9YvXo1I0eO5OWXX7aUr1mzBr1ej1arBSAwMBA7OztefPFF5s+fX+VsqynUtp/9+/cnMTERV1dXS9k777zDgAED2LZtG+PGjbPsf7N79XgWFxfz/fff89prr1XZ1hyPZ11oNBrKy8urlN/83qjV6mqPKXDH/wdBaAot6oy28vJoXl6eVXleXl61HyxeXl5V6hoMBgoKCvDy8sLV1RUHB4cax2sqte0nVNyfXL58OStXrmTGjBmsWrXK6lKjnZ2d5UO5UuXZ7t26rFqXft6cZKHig9bX15fLly+3qOMJsH//fsxmM0OHDq2yrTkez7rw8vLixo0bVc5Mb77t07Zt22rfO3t7e1xcXJqsrYJwKy0q0QYHB6PVajl8+LClrKioiFOnTlkNpqjUu3dvrly5wtmzZy1llYNPwsPDkclk9OrVyyoeQGJiYrXxmkpt+wmwZMkSPv74YxYtWsSLL75Y5ext1KhRLF++3Krs999/R6lU4ufn1+B9qIna9nPTpk3069fP6uymsLCQzMxMOnXq1KKOJ1T8rYaEhFSbTJrj8ayLsLAwAKv35vz58+Tk5NC7d2+g4n+1umMaFhaGQqFousYKwi20qEUFFAoFJSUlbNiwAX9/fwwGA4sXL8ZkMlkur129ehWFQoGdnR2enp4cPHiQXbt20aVLF86fP8/ChQsZOHAgI0eOBKB169bExsai0WhwcXHh/fffZ/fu3axevRo3N7d7op//93//R3R0NDNnzmTUqFGUlJRYfqDifpZOp2PTpk14eHjg7OzM/v37WbVqFePHj2fw4MH3RD9btWrFRx99RHp6OgEBAWRlZbFw4UIMBgMrVqxAqVS2iONZ6b333iMgIKDagUXN8XhW5/vvv+fGjRs8+uijlrIrV64AFX+XWq2Wc+fOsWXLFoKCgigoKOCVV17Bz8+PZ555BgBfX1/i4uIoLCykbdu27Ny5kw8++IAlS5bQrl27u9IvQbBylx8vanBGo1GKjo6W+vTpI/Xo0UOaPn26dOHCBUmSJOnixYtSYGCgtG3bNkv9/Px8afbs2VKPHj2kiIgI6bXXXpNKS0utYn7xxRfSkCFDpK5du0ojR46UDhw40KR9qk5t+vnss89KgYGB1f68+eabkiRVTHCwefNmadiwYVLXrl2lAQMGSO+8845kMpnuWh8lqfbH89ixY9KUKVOksLAwqVevXtLs2bOlixcvWsW8149npaFDh97ymeHmejz/aMGCBVWeow0MDJTWrl1r+b24uFh69dVXpfDwcCksLEx64YUXpKtXr1rts2/fPumRRx6RQkJCpGHDhklfffVVk7RfEGpCrN4jCIIgCI2oRd2jFQRBEITmRiRaQRAEQWhEItEKgiAIQiMSiVYQBEEQGpFItIIgCILQiESiFWxSXQbbiwH6Dasmi77fTnJyMp07d8ZoNFqV12SheEFoSiLRCveEnJwcFixYQP/+/enZsyejR49m165ddYoza9YsLl68WKv9MjIymDBhQpUP9TuZPHlyvZJJS5WQkEBsbGyd909OTuaZZ57BbDZX2bZ48WIOHDhAXFwc8fHxZGVlMXv27Po0VxDqRSRaodkrLi5mypQpJCcn8/zzz/PWW28RFBTE3LlzSUhIqFWsgwcPsnfv3lqfnX7zzTccPXq0VvsIVeXm5jJr1izWrFmDv79/rfc3Go2sXr2aKVOm4OPjU2V7Tk4OO3bs4NVXXyU8PJzQ0FBiY2P59ddf7+qaw4JtE4lWaPZ27dpFZmYm69evZ/To0fTv35/Vq1fTr18//v3vf9/t5gm1cKdF39PT03nqqafo2bMnffv25fnnn+fy5cuW7SUlJRw7doyNGzcyadKkKvvXZKF4QWhqItEKjU6SJD788EMefvhhQkNDGTRoEO+88w4mkwmAEydOMGPGDCIjI+nVqxdPP/00aWlplv1dXV2ZOHEi9913n1XcgICAKqu23E5cXByvvPIKAEOHDiUuLg6ouKf37rvv8tBDD9GtWzeGDBnC+vXrLe3729/+xrp16wAICQlh+/btAGRlZfHyyy/Tr18/QkJC6NOnDy+//DLXrl2r4zvV8g0cOJCYmJhq5yDOzc1l0qRJ+Pr68tlnn7FhwwYkSWLs2LEUFBQA4OzszNatW4mMjKw2fk0WiheEptai1qMVmqfY2Fjee+89Jk2axMsvv0xaWhpr166ltLSUfv36MWPGDHr27MmyZcsoLy9n/fr1jB8/nk8//ZSAgACGDBnCkCFDrGIajUZ++uknAgMDa9yOMWPGYDQa+de//kVsbCw9evRAkiRmzZrF0aNHmTVrFp07d+bw4cO8/fbbZGZmsnr1ambNmoVMJmP79u18+OGH3Hfffej1ep544gmcnZ35+9//jouLC0ePHuXdd99FqVSycuXKhn4bW7yPP/6YNm3asHjxYkvZmjVruP/++9mxYwdTp069Y4yaLBQvCE1NJFqhURUWFrJp0ybGjx/PwoULgYoF2ouLizl06BC//PILPj4+vP/++5aVaR544AGGDh3KW2+9ZTmT/KPo6GjOnTt3y+3V8fb2pkOHDkDFmam3tzc//fQTBw8e5I033rCs2NS/f3/s7e2Ji4tjypQpBAcH4+3tDUCvXr2ws7MjJSWFNm3asGrVKjp27AjA/fffz4kTJ6os2SbUTEpKCmfOnKFnz55W5Xq93mopy9upyULxgtDURKIVGtVvv/1GeXk5w4YNsyqfO3cuJSUl9OrVi5kzZ1ot/+bi4sKAAQPYs2dPlXiSJLF69Wri4+OZOXNmlTPd2jp8+DByuZzhw4dblY8cOZK4uDgOHz5McHBwlf06d+7M1q1bkSSJixcvcv78edLT0zl79qw4c6ojs9lMeHh4lXV0gSqL2N/KzQvFq9VqS/nNC8ULQlMT92iFRlV5b83d3b3KtsLCQiRJwsPDo8o2d3d3CgsLrcpKSkp47rnniI+PZ9asWcybN6/e7btx4wbOzs6oVCqr8so26XS6W+4bHx/P/fffz+DBg1mwYAGHDh3C3t5ePG9bR4GBgZw7dw4vLy86dOhAhw4d8PDw4PXXX+f48eM1ilGTheIFoamJRCs0KmdnZ4AqA4Ty8vJISUkB/rvQ9x+3u7q6Wn6/du0akyZNYu/evSxdupS5c+c2SPtcXFzQ6XRVzkIrB1m1atWq2v2+/PJLVq1axZNPPskvv/zCgQMHWL9+PX5+fg3SLls0ceJESkpKmDdvHikpKaSlpTFv3jySk5MJCgqqUQxPT08efvhhFi9ezKFDhzh+/Djz5s0jIiKiyiVpQWgqItEKjSo0NBSlUsnu3butyhMSEnjhhRfo1q0b3377rdVEEDqdjh9//NFydlJWVsb06dM5c+YM//znPxk/fnyd2yOXW//JR0REYDabq0x+sWPHDuC/Z0h/3C85ORkHBwdmzJiBm5sbAEVFRSQnJ1c7iYJwZ76+viQkJFBWVsbEiRN5/PHHKS8vJz4+nrZt29Y4zvLly+nbty+zZ89m2rRptG/fnrfffrsRWy4Ityfu0QqNys3NjSeeeIL3338fpVJJ3759SUlJYePGjcycOZPw8HCmT5/OtGnTmDx5MuXl5bz33nuUlZXx3HPPARVT9Z06dYopU6bg6OhYZeKB8PDwGren8gx79+7dDB06lAcffJDIyEiWLFlCbm4unTt35siRI2zcuJFHHnnEcn+2cr+vvvqKqKgounfvzpYtW1ixYgUDBw4kLy+PTZs2kZ+fj6OjY0O8dS3e66+/XqUsODiYDRs21Gj/0aNHM3r06CrlDg4OrFixghUrVtS7jYLQEGSSuKEkNDJJkti8eTNbtmzh8uXL+Pj4MGHCBKZMmYJMJiMxMZG4uDiOHz+OUqkkPDycuXPnWi4XDh8+nDNnztwy/smTJ60GU91OaWkpzz33HImJiYwZM4alS5dSWlrK2rVr2bVrF1evXsXHx4cxY8Ywffp0FAoFUHHp+qmnniItLY05c+bw1FNPERcXx7Zt2ygoKMDT05P+/fsTFBTEwoUL2bFjB8HBwUyePBmj0ciWLVvq/0YKgnBPEolWEARBEBqRuHQs3PNMJlONJvu3s7OznKEKgiA0FZFohXvejh07LFMr3s7q1aurvacnCILQmMSlY+GeV1BQQFZW1h3r+fr63vJxHUEQhMYiEq0gCIIgNCLxHK0gCIIgNCKRaAVBEAShEYlEKwiCIAiNSCRaQRAEQWhEItEKgiAIQiP6fzoo9sY0t7KGAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# `sizes` controls the dots min and max size\n", "sns.relplot(x='co2_total', y='co2_per_capita', hue='income_group', size='population',\n", " data=world_data_2014, sizes=(40, 400))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unsuprinsingly, some of the countries that are high in the total co2_emissions are also the most popolous countries. The trends between different regions can now be easily compared by facetting the data by region." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(x='co2_total', y='co2_per_capita', hue='income_group', size='population',\n", " data=world_data_2014, sizes=(40, 400), col='region', col_wrap=3, height=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Already here we can get a pretty good idea of which some of these countries are. The high emission middle income countries in Asia are likely China and India, while the American country high in both total emissions and emissions per capita must be the USA. However, there are some curious dots, like which the high co2_capita regions are in Asia and the Americas." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> #### Challenge\n", ">\n", "> Let's use some of the aggregation methods from yesterday to complement the plots we have just made.\n", ">\n", "> 1. Find out which are the 10 countries with the highest co2 emissions per capita. \n", "> 2. Find out which are the 10 countries with the highest total co2 emissions.\n", "> 3. Which 10 countries have produce the most CO2 in total since the 1800s?" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearpopulationregionsub_regionincome_grouplife_expectancyincomechildren_per_womanchild_mortalitypop_densityco2_per_capitayears_in_school_menyears_in_school_womenco2_total
28465Qatar20142370000AsiaWestern AsiaHigh80.51210001.958.6205.0045.48.7010.701.075980e+08
35473Trinidad and Tobago20141350000AmericasLatin America and the CaribbeanHigh73.0316001.7819.8264.0034.212.3013.104.617000e+07
18610Kuwait20143780000AsiaWestern AsiaHigh79.9708002.019.1212.0025.211.9012.309.525600e+07
2623Bahrain20141340000AsiaWestern AsiaHigh76.7444002.077.81760.0023.49.6610.403.135600e+07
36787United Arab Emirates20149070000AsiaWestern AsiaHigh76.4641001.787.9109.0023.312.3013.002.113310e+08
29560Saudi Arabia201430800000AsiaWestern AsiaHigh76.6500002.6413.814.3019.512.309.446.006000e+08
20581Luxembourg2014556000EuropeWestern EuropeHigh81.9938001.562.5215.0017.413.6013.909.674400e+06
37225United States2014318000000AmericasNorthern AmericaHigh78.9518001.956.834.7016.514.5014.905.247000e+09
1747Australia201423500000OceaniaAustralia and New ZealandHigh82.6434001.874.03.0615.414.0014.403.619000e+08
26275Oman20143960000AsiaWestern AsiaHigh77.2403002.8011.012.8015.49.538.036.098400e+07
\n", "
" ], "text/plain": [ " country year population region \\\n", "28465 Qatar 2014 2370000 Asia \n", "35473 Trinidad and Tobago 2014 1350000 Americas \n", "18610 Kuwait 2014 3780000 Asia \n", "2623 Bahrain 2014 1340000 Asia \n", "36787 United Arab Emirates 2014 9070000 Asia \n", "29560 Saudi Arabia 2014 30800000 Asia \n", "20581 Luxembourg 2014 556000 Europe \n", "37225 United States 2014 318000000 Americas \n", "1747 Australia 2014 23500000 Oceania \n", "26275 Oman 2014 3960000 Asia \n", "\n", " sub_region income_group life_expectancy income \\\n", "28465 Western Asia High 80.5 121000 \n", "35473 Latin America and the Caribbean High 73.0 31600 \n", "18610 Western Asia High 79.9 70800 \n", "2623 Western Asia High 76.7 44400 \n", "36787 Western Asia High 76.4 64100 \n", "29560 Western Asia High 76.6 50000 \n", "20581 Western Europe High 81.9 93800 \n", "37225 Northern America High 78.9 51800 \n", "1747 Australia and New Zealand High 82.6 43400 \n", "26275 Western Asia High 77.2 40300 \n", "\n", " children_per_woman child_mortality pop_density co2_per_capita \\\n", "28465 1.95 8.6 205.00 45.4 \n", "35473 1.78 19.8 264.00 34.2 \n", "18610 2.01 9.1 212.00 25.2 \n", "2623 2.07 7.8 1760.00 23.4 \n", "36787 1.78 7.9 109.00 23.3 \n", "29560 2.64 13.8 14.30 19.5 \n", "20581 1.56 2.5 215.00 17.4 \n", "37225 1.95 6.8 34.70 16.5 \n", "1747 1.87 4.0 3.06 15.4 \n", "26275 2.80 11.0 12.80 15.4 \n", "\n", " years_in_school_men years_in_school_women co2_total \n", "28465 8.70 10.70 1.075980e+08 \n", "35473 12.30 13.10 4.617000e+07 \n", "18610 11.90 12.30 9.525600e+07 \n", "2623 9.66 10.40 3.135600e+07 \n", "36787 12.30 13.00 2.113310e+08 \n", "29560 12.30 9.44 6.006000e+08 \n", "20581 13.60 13.90 9.674400e+06 \n", "37225 14.50 14.90 5.247000e+09 \n", "1747 14.00 14.40 3.619000e+08 \n", "26275 9.53 8.03 6.098400e+07 " ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 1.\n", "world_data_2014.nlargest(10, 'co2_per_capita')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearpopulationregionsub_regionincome_grouplife_expectancyincomechildren_per_womanchild_mortalitypop_densityco2_per_capitayears_in_school_menyears_in_school_womenco2_total
28465Qatar20142370000AsiaWestern AsiaHigh80.51210001.958.6205.0045.48.7010.701.075980e+08
35473Trinidad and Tobago20141350000AmericasLatin America and the CaribbeanHigh73.0316001.7819.8264.0034.212.3013.104.617000e+07
18610Kuwait20143780000AsiaWestern AsiaHigh79.9708002.019.1212.0025.211.9012.309.525600e+07
2623Bahrain20141340000AsiaWestern AsiaHigh76.7444002.077.81760.0023.49.6610.403.135600e+07
36787United Arab Emirates20149070000AsiaWestern AsiaHigh76.4641001.787.9109.0023.312.3013.002.113310e+08
29560Saudi Arabia201430800000AsiaWestern AsiaHigh76.6500002.6413.814.3019.512.309.446.006000e+08
20581Luxembourg2014556000EuropeWestern EuropeHigh81.9938001.562.5215.0017.413.6013.909.674400e+06
37225United States2014318000000AmericasNorthern AmericaHigh78.9518001.956.834.7016.514.5014.905.247000e+09
1747Australia201423500000OceaniaAustralia and New ZealandHigh82.6434001.874.03.0615.414.0014.403.619000e+08
26275Oman20143960000AsiaWestern AsiaHigh77.2403002.8011.012.8015.49.538.036.098400e+07
\n", "
" ], "text/plain": [ " country year population region \\\n", "28465 Qatar 2014 2370000 Asia \n", "35473 Trinidad and Tobago 2014 1350000 Americas \n", "18610 Kuwait 2014 3780000 Asia \n", "2623 Bahrain 2014 1340000 Asia \n", "36787 United Arab Emirates 2014 9070000 Asia \n", "29560 Saudi Arabia 2014 30800000 Asia \n", "20581 Luxembourg 2014 556000 Europe \n", "37225 United States 2014 318000000 Americas \n", "1747 Australia 2014 23500000 Oceania \n", "26275 Oman 2014 3960000 Asia \n", "\n", " sub_region income_group life_expectancy income \\\n", "28465 Western Asia High 80.5 121000 \n", "35473 Latin America and the Caribbean High 73.0 31600 \n", "18610 Western Asia High 79.9 70800 \n", "2623 Western Asia High 76.7 44400 \n", "36787 Western Asia High 76.4 64100 \n", "29560 Western Asia High 76.6 50000 \n", "20581 Western Europe High 81.9 93800 \n", "37225 Northern America High 78.9 51800 \n", "1747 Australia and New Zealand High 82.6 43400 \n", "26275 Western Asia High 77.2 40300 \n", "\n", " children_per_woman child_mortality pop_density co2_per_capita \\\n", "28465 1.95 8.6 205.00 45.4 \n", "35473 1.78 19.8 264.00 34.2 \n", "18610 2.01 9.1 212.00 25.2 \n", "2623 2.07 7.8 1760.00 23.4 \n", "36787 1.78 7.9 109.00 23.3 \n", "29560 2.64 13.8 14.30 19.5 \n", "20581 1.56 2.5 215.00 17.4 \n", "37225 1.95 6.8 34.70 16.5 \n", "1747 1.87 4.0 3.06 15.4 \n", "26275 2.80 11.0 12.80 15.4 \n", "\n", " years_in_school_men years_in_school_women co2_total \n", "28465 8.70 10.70 1.075980e+08 \n", "35473 12.30 13.10 4.617000e+07 \n", "18610 11.90 12.30 9.525600e+07 \n", "2623 9.66 10.40 3.135600e+07 \n", "36787 12.30 13.00 2.113310e+08 \n", "29560 12.30 9.44 6.006000e+08 \n", "20581 13.60 13.90 9.674400e+06 \n", "37225 14.50 14.90 5.247000e+09 \n", "1747 14.00 14.40 3.619000e+08 \n", "26275 9.53 8.03 6.098400e+07 " ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 2.\n", "world_data_2014.nlargest(10, 'co2_per_capita')" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "country\n", "United States 3.760390e+11\n", "China 1.747358e+11\n", "Russia 1.085341e+11\n", "Germany 8.609852e+10\n", "United Kingdom 7.443773e+10\n", "Japan 5.752009e+10\n", "India 4.174063e+10\n", "France 3.555696e+10\n", "Canada 2.947731e+10\n", "Ukraine 2.938304e+10\n", "Name: co2_total, dtype: float64" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 3.\n", "world_data.groupby('country')['co2_total'].sum().nlargest(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to what we have just seen, an interesting aspect to explore is how this relationship between per capita and total CO2 emissions has changed over time for different income groups. As we have seen before, this can be explored in a line graph, but an alternative approach which allows us to see the spread at each point in time is to subset certain years from the data and create a facet for each year:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "world_data_1920_2018 = world_data.loc[world_data['year'].isin([1920, 1940, 1960, 1980, 2000, 2014])]\n", " \n", "sns.relplot(x='co2_total', y='co2_per_capita', col='year', hue='income_group',\n", " data=world_data_1920_2018, col_wrap=3, height=3.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to know which relationships to start exploring." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the exercises above, we chose suitable variables to illustrate the plotting concepts. Often when doing EDA, it will not be as easy to know what comparison to start with. Unless you have good reason for choosing to look at a particular relationship, starting by plotting the pairwise relationships of all quantitative variables can be helpful." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use 2014 data since we know CO2 has observations for that year\n", "# This might take some time\n", "sns.pairplot(world_data_2014)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The year column is not that insightful since there is only one year in the data. Removing that column gives more space for the rest of the plots." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# TODO suggest add a 'mirror' keyword to pairplot\n", "sns.pairplot(world_data_2014.drop(columns='year'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each plot on the diagonal shows the distribution of a single variable in a histogram. The plots below the diagonal shows the relationship between two numerical variables in a scatter plot. The plots above the diagonal are mirror images of those below the diagonal.\n", "\n", "Plotting all pairwise relationships like this gives a great overview for what to look into next. For example, the relationships we explored above between child mortality and children per women or those between `co2_per_capita` and `co2_total` can also be seen here, as can other unexplored relationships. It is possible to quantitative the strength of these relationships by checking the Pearson correlation coefficients between columns." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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populationlife_expectancyincomechildren_per_womanchild_mortalitypop_densityco2_per_capitayears_in_school_menyears_in_school_womenco2_total
population1.0000000.020899-0.039127-0.075136-0.0126790.0103290.009876-0.012609-0.0555080.810722
life_expectancy0.0208991.0000000.656187-0.799298-0.8744040.1774700.4665540.7269190.7323830.117341
income-0.0391270.6561871.000000-0.530189-0.5506470.2773830.8074940.5817460.5825720.097359
children_per_woman-0.075136-0.799298-0.5301891.0000000.876623-0.144019-0.430218-0.751975-0.784130-0.148606
child_mortality-0.012679-0.874404-0.5506470.8766231.000000-0.126336-0.442394-0.789018-0.818036-0.122293
pop_density0.0103290.1774700.277383-0.144019-0.1263361.0000000.1200800.0841840.080018-0.010954
co2_per_capita0.0098760.4665540.807494-0.430218-0.4423940.1200801.0000000.4419000.4542740.159584
years_in_school_men-0.0126090.7269190.581746-0.751975-0.7890180.0841840.4419001.0000000.9646480.122927
years_in_school_women-0.0555080.7323830.582572-0.784130-0.8180360.0800180.4542740.9646481.0000000.088188
co2_total0.8107220.1173410.097359-0.148606-0.122293-0.0109540.1595840.1229270.0881881.000000
\n", "
" ], "text/plain": [ " population life_expectancy income \\\n", "population 1.000000 0.020899 -0.039127 \n", "life_expectancy 0.020899 1.000000 0.656187 \n", "income -0.039127 0.656187 1.000000 \n", "children_per_woman -0.075136 -0.799298 -0.530189 \n", "child_mortality -0.012679 -0.874404 -0.550647 \n", "pop_density 0.010329 0.177470 0.277383 \n", "co2_per_capita 0.009876 0.466554 0.807494 \n", "years_in_school_men -0.012609 0.726919 0.581746 \n", "years_in_school_women -0.055508 0.732383 0.582572 \n", "co2_total 0.810722 0.117341 0.097359 \n", "\n", " children_per_woman child_mortality pop_density \\\n", "population -0.075136 -0.012679 0.010329 \n", "life_expectancy -0.799298 -0.874404 0.177470 \n", "income -0.530189 -0.550647 0.277383 \n", "children_per_woman 1.000000 0.876623 -0.144019 \n", "child_mortality 0.876623 1.000000 -0.126336 \n", "pop_density -0.144019 -0.126336 1.000000 \n", "co2_per_capita -0.430218 -0.442394 0.120080 \n", "years_in_school_men -0.751975 -0.789018 0.084184 \n", "years_in_school_women -0.784130 -0.818036 0.080018 \n", "co2_total -0.148606 -0.122293 -0.010954 \n", "\n", " co2_per_capita years_in_school_men \\\n", "population 0.009876 -0.012609 \n", "life_expectancy 0.466554 0.726919 \n", "income 0.807494 0.581746 \n", "children_per_woman -0.430218 -0.751975 \n", "child_mortality -0.442394 -0.789018 \n", "pop_density 0.120080 0.084184 \n", "co2_per_capita 1.000000 0.441900 \n", "years_in_school_men 0.441900 1.000000 \n", "years_in_school_women 0.454274 0.964648 \n", "co2_total 0.159584 0.122927 \n", "\n", " years_in_school_women co2_total \n", "population -0.055508 0.810722 \n", "life_expectancy 0.732383 0.117341 \n", "income 0.582572 0.097359 \n", "children_per_woman -0.784130 -0.148606 \n", "child_mortality -0.818036 -0.122293 \n", "pop_density 0.080018 -0.010954 \n", "co2_per_capita 0.454274 0.159584 \n", "years_in_school_men 0.964648 0.122927 \n", "years_in_school_women 1.000000 0.088188 \n", "co2_total 0.088188 1.000000 " ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data_2014.drop(columns='year').corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With so many columns, it is slow to process all the information as numbers. A higher bandwidth operation is to let our brain interpret colors for the strength of the relationships through a heatmap." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AlIG7d+9y8+ZNvv7660JfXgqFAoVCweXLlzVKIM6ePcupU6cKdf8/dfHiRZo1a4axsTHh4eEMGjSIJk2aMHHiRLWyzz7OU7NmTd59911SU1M1auf58+epXr266oscCpKFzz//HEDt2eGGDRvi5eXF2rVruXDhAunp6Zw7d05V71MWFhYYGBioXpuYmJCXV7DQSkkxARwcHNi2bRtt27YlPj4eS0tL2rRpo3bvxa3odslR/XMSQohyU4l7FjQlCUQZePpFGRQURIcOHdTeL2qBj+LqGTFiBP36qe8c+eyuaadOnaJq1aqkp6eTnp6OtbV1obJVqxb+a83Pz0dfX1+jdp46dQo9PT2N2gvwxx9/MGjQIJo3b84HH3xA9+7dMTMzU7uH55defZaBgUGJMfv27ata0z0hIaHYR5CKW9Htkgb3IoQQZeYN6IGQORBloFatWtSqVYv09HSsrKxUR1paGgsXLtR4ImWTJk24dOlSoTqysrKYN28e9+7dAwq+sBcuXEhISAht2rRh8uTJqt/knzp16pTqz3fv3uXKlSs0b95co3ZaW1vz119/kZaWpqojOzsbZ2dnEhMT1b7ov//+e9555x1iYmIYM2YMrq6u3L59G9D8iY2SYgJ4eHigVCqJiYkhPT2dXr16aVS3EEJUiPwnmh+VlCQQZUBPT48xY8bw3XffsXbtWtLT0zlw4ABTp04FCrrrNTF27Fj27dtHREQEly5d4ujRowQGBnL79m0sLCzIzc0lMDAQBwcHBg4cyOzZs7l8+TKRkZGF6pk9ezZHjx7l3LlzBAYGUqtWLT7++GON2tm+fXvs7OwICgrixIkTXLx4keDgYIyNjXFwcFA9ypqamsq9e/eoV68et27d4uDBg1y7do09e/YwY8YMgCI3dylKSTGhYA6Fu7s7S5YsoUOHDhr36gghRIV4A57CkCGMMjJ8+HCMjIyIiYkhPDwcMzMzPD09i5yjUJxu3brx9ddf880337BixQpq1KiBq6srkydPRk9Pj8WLF3PlyhV++OEH9PT0aNCgAYGBgcyePbvQKpkDBgwgODiYe/fu4ezszNq1a1VPK5TUTj09PZYsWcK8efMYNWoUSqUSJycnoqOjVWthDBgwgPnz53P48GEiIiJIS0sjKCiI3NxcGjVqREBAABEREfz+++907ty5xPsuKeZTXl5ebN26tUxWUBNCiHL1BqyZo6eUlYFeG0lJSQwdOpQ9e/ZgZWVV0c0pczt37mTOnDkcPHjwhXMqivLveurzSspLu9PhOonz5Kc1OokD8LexG3QW60Huw5ILlZELzZrrLFYdj5J3WywL+h98oJM4AOjprhP70oS9OovV/OLOkguV4OGG6RqXrTZI88f9XyXSAyFeeWfOnCEtLY1Fixbh7e2tdfIghBA6V4mHJjQlCYQO7Nq1SzXPoDh9+vRh2rRpOmpR5XLixAnCwsLo0KEDo0ePrujmCCFEyeQxTlEWXF1dC23EVZRn92t/Wc7OzmrroL8OvL29VYtrCSFEpZCfX9EtKHeSQOjA8xtxCd17oNTdP3VdzU2o2mOETuIAtH0nWWexnih194PXtN5jncWq+ncvncRR/ParTuLo2pP8SvbQoAxhCCGEEEJrkkAIIYQQQmsyB0IIIYQQ2lIqXv8VEiSBEEIIIcpaJV6iWlOSQAghhBBlTXoghBBCCKG1N2ASZSV7LkaUNRsbGzZv3lzRzRBCiNeLbKYlXneJiYllsoiVEEKIZ7wB20xJAvGGq1OnTkU3QQghXj+VuGdBU5JAvOFsbGwIDQ2lf//+BAcHk5+fT+3atYmPj0ehUNCmTRumT5+Oubk5AHfv3mX+/PkcOHCA3Nxc7O3t+fzzz3n//fcBSElJ4euvv+b06dPo6enxwQcfEBQURP369QEYMmQI9vb2ZGZmsmPHDgwNDRkyZAgeHh5Mnz6d33//nfr16zN16lTVFuUKhYJVq1axceNGbt++jZWVFUOHDqV///4V86EJIURJ3oClrGUOhChk9+7dZGZmEhsbS3h4OMnJySxevBiAJ0+e4Ovry7lz54iKimLLli2YmJgwYsQIHj16xMmTJxkyZAgNGzZkw4YNfPPNN1y/fh0fHx+ys7NVMdasWUO9evXYvn07gwcPJjIykjFjxjB06FDi4uKwsLAgKCiIpzvNL1y4kA0bNjB16lR27tzJqFGjmD9/PsuXL1drf1ZWFhkZGWqHEELolEKp+VFJSQ+EKMTY2JhZs2ZhYGCAtbU1np6eJCYmAnDkyBHOnj3Lzp07ee+99wCYPXs2S5cu5d69e0RHR2Ntbc2sWbPQ09MDICIigq5du5KQkICPjw8A1tbWfPrppwCMGDGCqKgoPDw86NatGwA+Pj7885//5Pbt2xgbG7N27Vrmz5+Pm5sbAA0bNuT27dusWLGCMWPGUKXK//LgmJgYoqKi1O5rEQ7l9IkJIYQ6pQxhiDeNhYUFBgYGqtcmJibk5eUBcP78eapXr65KHgDefvttPv/8cwBSU1NxcXFRJQ8A5ubmWFlZFdol9N1331X92cjICABLS0u1c7m5udy4cYPc3FyCgoJUcQDy8/N5/Pgxd+7coW7duqrzw4YNo0+fPmr3dbJNoJafhBBClEIl7lnQlCQQohBDQ8Ni3zMwMCiUHGhKoVAUqrdqVfV/ds/2Ijzr2WGMp/MsnmVmZlbodY0aNahRo4ZauZNatVgIIUrpDdgLQ+ZACI1ZW1vz119/kZaWpjqXnZ2Ns7MziYmJ2NjYkJycrPrSB7h58ybp6elFfvlronHjxhgYGPDf//4XKysr1XH06FGWLl1abOIhhBAV6km+5kclJT99hcbat2+PnZ0dQUFBnDhxgosXLxIcHIyxsTEODg74+vqSlpbGtGnTuHDhAr/99hsTJkygbt26eHh4vFRMU1NTBg4cSEREBPHx8Vy9epXt27czZ84czMzMJIEQQryaZBKlEP+jp6fHkiVLmDdvHqNGjUKpVOLk5ER0dDTGxsa0bNmS1atXs3jxYvr27Uu1atXo2LEjERERpVqs6vPPP6dWrVpERkZy8+ZNzM3NGT16NP/85z/L8O6EEKIMvQFDGHpK5RuwXJZ44+0yH6izWJ3/9XLDNdqq2mOETuIA/N3hU53FeqLUXZfuxhaPdRbLZNoYncRR/ParTuLo2h8Lr+osVsvLP5S6jr+mar5OjfGcyrmdgPRACCGEEGVMHuMUQgghhPYq8dwGTUkCIYQQQpS1N2Apa0kgxBvhkZ7untb429gNOonT9p1kncQB2JGyRGexFDcu6ixW7EcxOot1wHurTuLsv39OJ3EA8hRPdBYrrEZbncVqWRaVlFMPhEKhICoqis2bN5OVlaXar8jKyqrEa3/44QcCAwPZs2ePRuVLIs/ACSGEEGVMqVBqfGhjyZIlbNiwgdDQUDZu3Ii+vj4jR47k8eMXTwi+du0aM2fOLM0tqZEEQgghhChr5bAORG5uLtHR0YwbNw5XV1eaNm3KokWLuHPnDrt37y6+KQoFkydPpkWLFmVxZyqSQAghhBBlTaHQ/NDQ2bNnycnJoV27dqpzJiYmNG/enOTk4oc0ly9fTl5eHmPHji3VLT1P5kAIIYQQZU2LnoWsrCyysrLUzj+/t8/NmzeBgk0Kn1W3bl2uX79eZN0nT54kOjqaLVu2qK4vK5JACCGEEGVMma95z0JMTAxRUVFq58eNG8f48eNVrx8+fAiob3poaGhIbm6u2vU5OTkEBgYSGBhIo0aNJIEQQgghXnla9EAMGzaMPn36qJ1/fmdhIyMjoGAuxLNJRG5uLtWrV1e7PjQ0lEaNGjFwYPmsxFtp5kAkJSVhY2PDlStXii0zZMgQAgMDAYiLi8PGxoYnT4p/zKhTp05ERkaWeVuFEEK84bSYRFmjRg0sLCzUjucTiPr16wNw69atQudv3bqlNqwBsHXrVo4cOYKDgwMODg6MHj0agF69ejFt2rRS3+Jr1QMRGRmJvr5+RTdDCCHEG07bxzM10bRpU0xMTDh69CiNGzcGIDs7mzNnzuDt7a1Wfs+ePYVe//7770yePJlly5bRpEmTUrfntUogatasWdFNEEIIIcplISlDQ0MGDx7MokWLqF27NhYWFixcuBBzc3O6d+9Ofn4+d+/exdTUFCMjI7XFom7cuAHA3/72N2rVqlXq9rxyQxg5OTnMnTuXjh07Ym9vz8CBAws9nvLLL7/g6emJra0t7u7u7N+/X/Xes0MYz3vw4AFBQUE4Ojri4uJCTEzhFeji4uJwc3Pjq6++wtHREV9fX6DgA584cSKOjo44OzszatQozp8/r7ouODiYyZMnExYWhouLC87Ozvj5+Wk1WSU4OJiAgABCQ0Np3bo17dq1Y+7cuYUmxWRlZfHll1/Srl07WrdujY+PT6HPJTIykkGDBjFp0iRat27NF198UWLccePG8Y9//EP1Oj09HRsbGxYtWqQ6t2vXLtq0aUNubi75+fl8++23uLu7Y2dnR5cuXVixYgWK/3sMKSMjAxsbG37++We8vLyws7Pj448/5sSJE2zevBk3NzccHBwYM2YMd+/eVcXYt28f/fv3x97eHjs7O/r06cOhQ4dU7w8ZMoSwsDC++OILHB0d+eCDD5g8eTLZ2dlq95SVlUVGRobaIYQQuqR8otT40MaECRPo378/06ZNY9CgQSiVSlatWoWhoSHXr1+nQ4cO7Nq1q5zuqrBXLoHw9/dn//79hIaGkpCQQLNmzRg9erQqc4qNjSUkJIQdO3ZgbW1NQEAADx48KLHeiRMncuLECZYtW0Z0dDT79u1T+5K/du0aV69eJS4ujuDgYHJychg8eDAKhYJ169YRGxtLw4YNGTBgAJcuXVJdt3v3bjIzM4mNjSU8PJzk5GQWL16s1X3v2bOH69ev8/333zNnzhy2b9/OrFmzAFAqlYwePZrLly+zfPlytmzZgouLC8OGDePYsWOqOn777TdMTU1JSEhg1KhRJcZ0c3MjKSlJlaj8+9//Rk9Pj6SkJFWZgwcP4urqiqGhIfPmzSMyMpIxY8awY8cO/Pz8WL58OWFhYYXqDQ0NJTAwkPj4eIyMjFTlly5dSmRkJMePH2flypUAnD59mvHjx+Pu7s4PP/zApk2bqF27NlOmTCmUQK1bt47atWuzefNmgoKC2L17N99++63aPcXExNClSxe1QwghdKocFpIC0NfXJzAwkMOHD5OSksKqVato2LAhABYWFqSmpuLl5VXktc7OzqSmppbJMtbwig1hpKWlcfDgQVasWIGrqysAISEhGBkZqZ6RDQoKwtnZGQA/Pz/27t3LhQsXaN269QvrTUxMZNWqVTg5OQGwYMGCIr9Y/Pz8sLS0BGDz5s3cv3+fhQsXYmBgAMD06dM5duwY69evZ+rUqQAYGxsza9YsDAwMsLa2xtPTk8TERK3u3dTUlAULFlCtWjWaNGnC7du3mT17NlOmTOH06dOcOHGCI0eOYGZmBhT0Hpw8eZI1a9ao7gngs88+45133tEo5ocffsjUqVP57bffaNeuHb/++ivdunXjwIED5OTkYGRkxC+//MK0adPIzs5mw4YNTJo0STVb2MrKivv37/Ovf/2LcePGqeodOnQo7du3Bwom68yZM4cZM2bw7rvvAtC+fXtVL46+vj4hISH4+Piorh8+fDi+vr7cvHlT9T/Gu+++S0BAgOrPu3btIiUlRe2eipvNfNRxikafiRBClInXfzfvVyuBePql0qpVK9U5fX19goKCVL8VN2rUSPXe0xmqJa0B/rReOzs71Tlzc3MaNGigVvbZ+s+cOUN2djZt2xbexOXx48eFZrxaWFioEgwoWBksLy/vhW16nq2tLdWqVVO9tre358mTJ6SlpXHmzBkAtYQnLy+v0D28/fbbGicPAGZmZtjb25OYmIijoyNJSUmsWrWKxMREkpOTMTExITs7m06dOnHx4kXy8vJwdHQsVIeTkxN5eXlcvHiR2rVrA6gSBUB1T89mvG+99RaZmZkANGvWjBo1arBixQrS0tK4cuUK584VbAakeGaFtmfrhILPuKhhoucXXnnqqMafihBClF55TKJ81bxSCcSzX8LFKeopC6VSs7+o58tVrap++0+fs4WCLzBLS0tWrFifnDUvAAAgAElEQVTxwnLPL+rxMp5vy9MvzypVqqBQKKhWrRrx8fEvvO7ZNmnKzc2NnTt30rlzZ6pUqUKrVq1wcnIiKSmJqlWr0q5dO0xMTIq9/uln+uxnUNTfY5UqRY+WJSUlMXLkSD788EMcHR3p2bMnOTk5fPrpp4XKlcVnLIQQOvMG9EC8UnMgrK2tATh16pTqnEKhoHv37qSnp790vc2bNwco1OWdmZnJ1atXX3hdkyZNuH79OiYmJlhZWWFlZYWlpSURERH8+uuvL92eopw9e7bQmhUpKSm89dZbWFtbY2Njw8OHD3n48KGqHVZWVqxbt46dO3eWKm6XLl04d+4cu3btwtnZmSpVqtC+fXuOHDnCgQMH6Nq1K1Dwd2NgYKC23vrRo0cxNDRUDfto6+kQTFRUFMOHD6d9+/aqJVk1TQyFEOJVU167cb5KXqkEolGjRvTo0YPQ0FCOHDnC5cuXmTVrFpmZmaX6DdTS0pKPPvqI0NBQDh8+zPnz55kyZcoLF5kC6NmzJ2ZmZowfP56UlBTS0tKYOnUqe/bsKZNnaJ91/fp1pk+fzsWLF9m7dy8RERH4+PhgbGxMhw4daNGiBZMmTeLIkSOkp6ezaNEiYmNjee+990oVt3HjxlhZWbFp0yZcXFwAaNeuHWfOnOHChQu4ubkBBUMGgwYNIioqivj4eK5cuUJcXBxLly5l0KBBL+yleJH69etz4cIFkpOTycjIYOvWrXz99dcARS7NKoQQlYHyieZHZfVKDWEAzJ07l/DwcPz9/Xn8+DG2trasXr2anJycUtUbFhZGWFgY/v7+KBQKvL29uXPnzguvMTU1VT1ZMWbMGJ48eYKNjQ0rV67E1ta2VO15np2dHW+99Rb9+vXDxMSEwYMH4+fnBxQM26xevZr58+cTEBDAX3/9RePGjVm8eLHqC7403NzciI6OVu3wZmNjQ61atbCwsKBu3bqqcsHBwZiZmREREcGtW7do0KABn376KSNGjHjp2BMmTODOnTuqx0nfe+895s6dy+TJk/n999/LPFETQgideAOGMPSU0k9c4YKDg7ly5QobNmyo6Ka8tuLqqa/SVl5GZutmymbbd97XSRyAHSlLdBZLceOizmLFfhRTcqEyckC/dL8EaWr//XM6iQOQp9Ddr89hNdqWXKiMjMyILXUdd9xdNS5be/ehkgu9gl65HgghhBCi0nsDeiAkgShHu3btUq0VUZyi1iwoC7NmzWLbtm0vLDNnzhw8PDzKJb4QQrzJlJJAiNJwdXUt8tHLZ5mamqoWhypL48aNY9iwYS8s83TdBiGEEGVLEghRKsbGxhgbG1dIbDMzs3JJTCorU2W+zmI9yH2okzhPdHhPupyXUKWetc5iGehwBpgC3QR7nK/dInalkZuvuzkQuvy7KgvKfL2KbkK5kwRCCCGEKGPSAyGEEEIIrSkV0gMhhBBCCC1JD4QQQgghtKZUSg+EEEIIIbSkeCIJhBBCCCG09Cas8fxKbab1OklKSsLGxoYrV64UW2bIkCEEBgYCEBcXh42NzQs3+OrUqRORkZFl3taykJycrLZT54tERkbSqVMn1WsbGxs2b94MQF5eHmvWrCnzNgohhK4oFXoaH5WVJBAVKDIykunTp1d0M0otPz8fHx+fUm25npiYiKenJwDx8fHMmzevrJonhBA69yYkEDKEUYFq1qxZ0U0oE2WxH1udOnXKoCVCCPFqkCEMUaKcnBzmzp1Lx44dsbe3Z+DAgYW68n/55Rc8PT2xtbXF3d2d/fv3q957dgjjeQ8ePCAoKAhHR0dcXFyIidF+10A3Nze+/fZbxo8fT6tWrejYsSObNm3ixIkTeHl50bJlS3r37s2pU6dU12RmZjJ79mw+/PBD7Ozs8PLyYt++far34+LicHNz46uvvsLR0RFfX19atGgBwOeff86QIUMAOH/+PGPHjsXJyQlbW1vc3NxYuXJlsW19OoQRFxdHSEiI6tymTZto3749X3/9daHyCQkJODg4qG3znpWVRUZGhtohhBC69Cb0QEgCUUr+/v7s37+f0NBQEhISaNasGaNHj+bGjRsAxMbGEhISwo4dO7C2tiYgIIAHDx6UWO/EiRM5ceIEy5YtIzo6mn379nHz5k2t27d48WI6duzIjh07cHV1ZebMmYSEhBAYGMimTZvQ09NTDaPk5+fj6+vL4cOHmTt3LgkJCXTs2JFx48YVSnyuXbvG1atXiYuLIzg4mF9++QWAL774gsjISB4+fIivry+mpqZ8//337NixAw8PDxYsWFAoWSmKh4cHwcHBQMGwRs+ePenVqxcJCQmFejq2bduGu7s71atXL3R9TEwMXbp0UTuEEEKXFPl6Gh+VlQxhlEJaWhoHDx5kxYoVuLoW7P0eEhKCkZERWVlZAAQFBeHs7AyAn58fe/fu5cKFC7Ru3fqF9SYmJrJq1SqcnJwAWLBgwUt9EbZv355PPvkEgMGDB7N582aGDBlC+/btAfDy8iIsLAwo+ML+z3/+Q1xcnKpXwd/fn9TUVJYtW1Yovp+fH5aWlgCqiZ+mpqbUrFmTu3fvMnToULy9vTExMQFgwoQJrFy5kvPnz2NnZ1dse42MjFTXPB3W6NevH9HR0Rw7doy2bdty/fp1kpKSiI2NVbt+2LBhRe5werbNJC0+NSGEKB2FrAMhXuT8+fMAtGrVSnVOX1+foKAgkpKSAGjUqJHqvRo1agDw+PFjjep99ovW3NycBg0aaN3Gd999V/XnatWqAai++KHgCzsvr2DzndTUVKpXr65KHp5ycnJSG0J49r6eZ2Zmhre3Nzt37uTMmTOkp6dz7tw5ABQK7Zdns7a2xsHBgW3bttG2bVvi4+OxtLSkTZs2amVr1Kih+pyfdVbrqEII8fLehIWkZAijFAwMDEoso6+vr3ZO00mHz5erWlX7fK+oa6pU0e6vXaFQqN2rkZFRseVv376Np6cnmzZtwtzcHB8fnxK3NS9J3759+emnn3j8+DEJCQn07du3VPUJIUR5kjkQ4oWsrQu2HX52XF+hUNC9e/dSPdLYvHlzAFJSUlTnMjMzuXr16kvXqQkbGxtycnL4z3/+U+j8sWPHeP/994u9Tk+v8P8AO3bs4N69e2zYsAE/Pz+6du1KZmYm8PJPbHh4eKBUKomJiSE9PZ1evXq9VD1CCKELSqXmR2UlCUQpNGrUiB49ehAaGsqRI0e4fPkys2bNIjMzE0NDw5eu19LSko8++ojQ0FAOHz7M+fPnmTJlygsXmSoLHTp0oEWLFkyePJkjR46QlpbGokWLOHToEKNGjSr2On19fYyMjPjjjz/4888/qVevHo8ePWLXrl1cu3aNxMREAgICAMjNzS2xHcbGxgCcPHmSv/76S3XO3d2dJUuW0KFDB8zNzcvgjoUQonxID4Qo0dy5c3F2dsbf358+ffpw8eJFVq9eTb169UpVb1hYGK6urvj7++Pj40OzZs1o2rRpGbW6aPr6+qxevRp7e3v8/f3p3bs3R44cYdmyZXTt2vWF144ZM4YNGzYwYsQIPvroI0aNGsX8+fPx8PBg7ty59OvXDycnJ37//fcS29GhQwdat26Nt7c333//veq8l5cXjx49kuELIcQrL19RReOjstJTlsUqQELowM6dO5kzZw4HDx7Uuodnr/mAcmqVOvd7iTqJ41q3RcmFysiuHyfrLFaVetY6i7Wh1TSdxfqx6l+6iXP3tE7iAOTml2+v6LOWvvOBzmINvab+hJe2Tjby1Lhsy8s/lDpeRZCnMMQr78yZM6rhFG9v71INDwkhhC7IY5zilTRr1iy2bdv2wjJz5szBw8NDRy0qXydOnCAsLIwOHTowevToim6OEEKU6E14jFOGMCqhu3fvlriaZe3atVWTEQUcNO+vs1hW9TJ1Ese0XskTUstKwn8a6iyWgQ5/Ig36fZbOYl1wHq+TOI/zXs/fC+88Lv7R8bLW7ebGUtfxW0PNnxRrfTWh1PEqwuv5L+01Z2ZmhpmZWUU3QwghRDEq8+RITUkCIYQQQpQxmQMhhBBCCK29CXMDXv8+FiGEEELHFEo9jQ+t6lUoiIiIoGPHjrRq1QpfX1+uXLlSbPl79+4xadIk2rZti5OTE19++aVqgb7SkgRCCCGEKGNKpZ7GhzaWLFnChg0bCA0NZePGjejr6zNy5MhiN2mcMGEC6enprFmzhqioKA4fPsy0aWWz/okkEEIIIUQZU2hxaCo3N5fo6GjGjRuHq6srTZs2ZdGiRdy5c4fdu3erlf/tt984evQoX331FS1atMDZ2ZnQ0FB27tzJf//739LeoiQQomidOnUiMjJSZ/EiIyPp1KmT6vX58+c5ePCgzuILIURZylfqaXxkZWWRkZGhdmRlZRWq8+zZs+Tk5NCuXTvVORMTE5o3b05ycrJaG5KTk6lVqxbvvfee6lybNm3Q09Mrsry2ZBKleCX4+vri4+Ojej169Gj69evHhx9+WHGNEkKIl6RA86GJmJgYoqKi1M6PGzeO8eP/t37IzZs3AdQ2E6xbty7Xr19Xu/7WrVtq+zIZGhryzjvvcOPGDY3bVxxJIMQrwdjYuNDCV7K+mRCiMlNqkUAMGzaMPn36qJ2vUaNGodcPHz4EUFvO39DQsMidjh8+fFjk0v+GhobFzpnQhgxhVCAbGxvWr1/PwIEDsbOz4+9//zv79u0rVObQoUMMGDAABwcHXFxcCAkJ4f79+6r33dzcWLZsGaNGjaJly5Z07dqVjRu1W0XtwYMHBAUF4ejoiIuLCzExMWplLly4wOjRo3FwcKB9+/Z89tlnhcbQhgwZQlhYGF988QWOjo588MEHTJ48mezsbFWZ1atX07VrV2xtbXFzcyMqKgqFomAE8NkhDDc3N27evElUVBRubm7ExMRgb29fqC6A7t27F5m1CyFERdNmDkSNGjWwsLBQO55PIIyMClbjfD5ZyM3NpXr16mptMDIyKjKxKK68tiSBqGDz58/H09OThIQEOnfuzLhx41RjU3v37mXs2LG4uLiwdetWFixYQHJyMr6+vqovXoClS5dib29PfHw8gwcPZsaMGWzfvl3jNkycOJETJ06wbNkyoqOj2bdvn6qrDAq6zQYPHoyFhQVbtmxh1apVKJVKPvnkE+7du6cqt27dOmrXrs3mzZsJCgpi9+7dfPvttwDs27ePb775hpkzZ7Jnzx4CAwNZvnw58fHxau3ZsmULderUwdfXly1bttCzZ0/y8/P56aefVGWSk5NJT09Xy9qLG0sUQghdUqKn8aGp+vXrAwVDE8+6deuW2rAGQL169dTK5ubmcu/ePbWhjZchQxgVrHfv3qqx/0mTJnH06FHWrl2Lo6MjK1as4MMPP2TixIkANG7cmAULFtC3b1/+/e9/4+rqCoCLiwvjxo1TlTl58iQxMTH07NmzxPhpaWkkJiayatUqnJycAFiwYAFdunRRlVm/fj1169Zl+vTpqnMLFizggw8+ICEhgeHDhwPw7rvvEhAQoPrzrl27SElJASAjIwNDQ0Pq16/P3/72N/72t79Rt25d1f8QzzIzM6NKlSpUr15dtWR3ly5diI+Pp2/fvgDEx8fj4uJCgwYNCl1b3FjiN7Qs8bMQQoiyUh4bnTdt2hQTExOOHj1K48aNAcjOzubMmTN4e3urlXdycmLBggWkpaWpyj/9BdXR0bHU7ZEEooI9/dJ+yt7enkOHDgGQmprKZ599Vuh9W1tbqlevTmpqqiqBKKqOvXv3ahT//PnzANjZ2anOmZubF/piPnv2LBcvXsTBwaHQtY8ePSItLU31+t133y30vomJiaono2fPnmzduhV3d3fee+892rdvz0cffaSWABSnX79+jBo1imvXrlGrVi12797NjBkz1MoVN5b4Rxt/jeIIIURZ0KZnQVOGhoYMHjyYRYsWUbt2bSwsLFi4cCHm5uZ0796d/Px87t69i6mpKUZGRrRq1YrWrVszadIkZs6cyaNHj5g2bRq9evUqssdCW5JAVDADA4NCr/Pz89HX13/hNUqlstDEmOfrUCgUJdZRVJ3Pqlr1f/80FAoFjo6OzJ49W+06ExMT1Z+LmqzzlJmZGQkJCaSkpPDrr7/y66+/sm7dOvz9/Rk7dmyJ7Wvfvj3169dn+/btWFpaoqenR/fu3dXK1ahRQ23cEOCPEiMIIUTZUZTTVhgTJkwgPz+fadOm8fDhQ9q0acOqVaswNDQkIyODLl268NVXX+Hl5YWenh5RUVHMnDmTYcOGYWhoSI8ePfjiiy/KpC2SQFSwU6dO0a1bN9XrlJQUmjdvDhRMsjx27BgjR45UvX/y5EkePnxY6LneU6dOFarzt99+U9VRkqflUlJScHNzAyAzM5OrV6+qyjRp0oQffviBevXq8dZbbwGQk5PDpEmTGDBggEaPWm7bto2//vqLwYMH06ZNGyZMmMC0adOIi4srMoHQ0yv8f1+VKlXw8vJiz549WFpa8vHHH6vaIoQQrxptHuPUhr6+PoGBgQQGBqq9Z2FhQWpqaqFztWrVIiIiolzaIpMoK9i6devYvn07ly5dIiwsjHPnzjFixAgAxowZw4EDB1i8eDFpaWkcPnyYKVOmYGtrW2ghkd27d7Nu3TouX77MqlWr2Lt3L6NHj9YovqWlJR999BGhoaEcPnyY8+fPM2XKFJ48+d8Inre3Nzk5OQQEBHD27FlSU1MJCAjg+PHj2NjYaBQnNzeX8PBw4uPjycjIIDk5maSkJLVhkaeMjY25fPlyocmcXl5enDt3joMHD6rmQgghxKtIqcVRWUkPRAUbOHAg69atIzU1lSZNmrBq1SpVr0C3bt2IiIhg+fLlrFq1ipo1a9K1a1cCAgIKDTH06tWLAwcOEB4ejpWVFQsXLqRz584atyEsLIywsDD8/f1RKBR4e3tz584d1fsWFhZ89913LFiwAG9vb/T19WnVqhUxMTFFToIsyoABA3jw4AFLly7l+vXrvP3223Tr1q3ILBoKFpYKCwsjMTGRX3/9lapVq9KgQQOcnZ25c+cOLVvKpEghxKtLmyWqKys9pazYU2FsbGwIDQ2lf//+L12Hm5sbnp6e+Pu/GZME3d3dGThwIMOGDdPquoPmL/8Za8uqXqZO4pjWU3++u7wk/KehzmIZ6PAn0qDfZ+ks1gXn8SUXKgOP817P3wvvPDbSWaxuN7VbS6com+v7lFzo//S//l2p41WE1/NfmnitPHnyhH379nH8+HHu3LmDl5dXRTdJCCFe6E3ogZAE4jU2a9Ystm3b9sIyc+bMwcPDQ0ctejlVq1Zl7ty5KBQKwsPDMTU1regmCSHEC5XXUxivEkkgKtDzs2Vfxs8//1zse+PGjSuxq7927dqlboMu/PLLLxXdBCGE0Fh5PYXxKpEE4jVmZmamWslR6E4dD/V1KMpD1b/rbijngPdWncVS6HBeuqOO5iUAvJ8UqZM4j+dO1EkcALRcb6Y0auzWzdyisvImTC6UBEIIIYQoYzKEIYQQQgit5Vd0A3RAEgghhBCijEkPhBBCCCG0Jo9xCiGEEEJrkkAIIYQQQmvKN2AIQzbT0oFdu3bRp08fHBwccHNzY/78+Tx69Kiim/XKsLGxYfPmzQDk5eWxZs2aCm6REEKUzhMtjspKEohy9vPPPzNp0iR69epFfHw806dPZ+fOncyYMaOim/bKSExMxNPTE4D4+HjmzZtXwS0SQojSeRN245QEopx99913dOvWjeHDh2NlZYWrqysTJ05k+/bt0gvxf+rUqYORke42yhFCiPKm0NP8qKwkgdBATk4Oc+fOpWPHjtjb2zNw4ECSk5MB+OOPP/Dz86Ndu3Y4ODgwevRozp8/r7p2woQJjB9feLU7PT098vPzyc7O1ih+ZGQkgwYNYtmyZTg7O+Po6EhQUBAPHjxQlcnNzSU8PFzVxr59+7Jv3z7V+3Fxcbi5ufHVV1/h6OiIr6+vxvf/3Xff4e7uTsuWLenRo4dquAHg/PnzjB07FicnJ2xtbXFzc2PlypVatf3pEEZcXBwhISGqc3FxcQBs3rwZT09PWrZsib29PYMGDeLkyZMat18IIXRNocVRWUkCoQF/f3/2799PaGgoCQkJNGvWjNGjR3Pt2jUGDhyIUqkkOjqa7777jipVquDj48N///tfAFq1asX777+vqis3N5fo6GhatGih1T4Up06d4pdffiE6OpolS5Zw/PhxJkyYoHp/ypQpJCYmEh4eTkJCAn369MHf35/t27eryly7do2rV68SFxdHcHCwRnFXr15NeHg4w4cPZ8eOHYwcOZIZM2awb98+Hj58iK+vL6ampnz//ffs2LEDDw8PFixYwKlTpzRu+1MeHh6qdiUmJuLh4cHevXuZOXMmI0eOZPfu3Xz77bfk5eXxxRdfFNnerKwsMjIy1A4hhNClNyGBkKcwSpCWlsbBgwdZsWIFrq6uAISEhGBkZMS8efN46623WLRokaoLfvHixXTt2pXY2FimTJlSqK68vDwCAwNJS0vju++03/998eLFmJubAzB9+nRGjRrFhQsXMDQ0ZPfu3WzZsgU7OzsArKysuHjxIqtXr6Znz56qOvz8/LC0tNQonlKpZM2aNfj4+DBgwAAALC0tefToEXp6ejx8+JChQ4fi7e2NiYkJUNDjsnLlSs6fP69qy4va/mxyZWRkpKqnTp06ANSsWZPQ0FB69+4NQIMGDfjkk0/48ssvUSqV6OkV7v+LiYkhKipK7V6+oaVG9yyEEGWhMs9t0JQkECV4OhzRqlUr1Tl9fX2CgoIYNWoUtra2hcbvq1Wrhq2trdpOm1lZWXz22WccP36cqKgoWrbU7gvN0tJS9QUM4ODgoGpflSoFHUlDhw4tdE1eXp5aPY0aNdI45r1797h9+zb29vaFzj8bx9vbm507d3LmzBnS09M5d+4cAArF//LqF7X92QSiKE5OTtSsWZOoqCguXbrElStXVJ9tfn4+VasW/ic8bNgw+vTpo1bPH238NbllIYQoE08q8dwGTUkCUQIDAwOtr1EoFBgaGqpeX7t2jTFjxnDnzh2+/fZbWrdurXWdz39R5ucXrLRepUoVlMqCXHft2rXUqPHinSC1maz47D0U5fbt23zyySeYmZnRpUsXOnbsiJ2dHZ06ddK47SXZvn07wcHBeHp64uDgwKBBg0hNTWXWrFlFlq9Ro0aRn8EfJUYSQoiyIz0QAmtra6BgHL9jx45AQYLw0UcfkZWVhb6+Pg8fPqRatWpAwYTL06dP079/f6DgS3bIkCEAbNiwgcaNG79UO9LT07l//z5vv/02ACkpKQC0aNGC3NxcAG7dulVo2GD58uVkZmZqPN/heSYmJtStW5dTp07RvXt31fkpU6ZQtWpV3n//fe7du8dPP/2kSjae9g48TWpKantJVq5ciZeXF6GhoapzTyeHPhtDCCFeJbrclr6iyCTKEjRq1IgePXoQGhrKkSNHuHz5MrNmzSIzM5OtW7fy+PFjAgICOHv2LGfOnCEgIIC8vDzVnIEvv/ySe/fusXDhQkxNTbl9+7bqePqbuCYePnxIUFAQ58+f58iRI8yaNYsePXpgaWnJe++9h5ubGzNnzmTfvn1cvXqVtWvXEhERgYWFRanuf+zYscTGxrJt2zauXr3Kxo0b2blzJ926daNevXo8evSIXbt2ce3aNRITEwkICABQJTUltf15xsbGAJw8eZK//vqL+vXrc+LECU6fPk16ejrffvstsbGxajGEEOJVIpMoBQBz584lPDwcf39/Hj9+jK2tLatXr6ZBgwbExsYyf/58vL29qVKlCk5OTmzcuJEGDRrw4MEDDhw4AMDAgQPV6t2zZw9WVlYataFu3brY2tri4+NDlSpV8PT0JDAwUPX+okWLWLx4MTNnziQzMxMLCwtCQkLw9vYu1b37+Pjw6NEjoqKiuHXrFlZWVsybN4/OnTujVCr5z3/+w/z588nOzqZBgwb079+f/fv38/vvvzN48GCN2v6sDh060Lp1a7y9vfH39+fLL79k2rRpDBkyBENDQ5o2bar6uzh58iQuLi6luj8hhCgPr3//A+gppR/4lRcZGcnmzZv55ZdfKropWntV2n7QvL/OYjn66uZ3iqp/99JJHIBR3lt1FkuXXb8hVXXXi/V+UqRO4jyeO1EncQDQ19dZqJu7c3QWy/r0T6WuY4aVj+Zlr2j/VN6rQHoghBBCiDL2RO/1/91cEogKlJKSUuKKkM7OzhpNNtTWypUrWbp06QvL+Pn5MXr06DKPLYQQr7vXP32QBKJCNW/enPj4+BeWMTIywtzcXG057NL65JNPCj1ZUZSaNWuWOs748ePLvO1CCPGqq8yTIzUlCUQFeuuttzSeRFnW3n77bdVjlW+CPB0+cKT/gW4mdip++1UncQD23z+ns1iP89UXQCsvk99prrNYupqb8NYXi3USB0CZ+1BnsXLjJ+ssVll4Ex7jlARCCCGEKGOvf/ogCYQQQghR5p68ASmEJBBCCCFEGXv90wdJIIQQQogyJ5MohRBCCKE15RvQByF7YQghhBBlrKL2wlAoFERERNCxY0datWqFr68vV65c0fj6H374ARsbG42ukQRCA0OGDCl274aK4ObmxqJFi8o1RkZGBjY2Nhw+fLhc4wghxOtIgVLjoywtWbKEDRs2EBoaysaNG9HX12fkyJE8fvy4xGuvXbvGzJkzNY4lCYQGIiMjmT59ekU3QwghRCWRj1Ljo6zk5uYSHR3NuHHjcHV1pWnTpixatIg7d+6we/fuF16rUCiYPHmyVisfSwKhgZo1a2JqalrRzRBCCFFJVMQQxtmzZ8nJyaFdu3aqcyYmJjRv3pzk5OQXXrt8+XLy8vIYO3asxvF0mkDMnTtXtQ30U48ePaJ169bEx8dz48YNJk6ciKOjI87OzowaNYrz58+ryubm5hIWFoabmxu2trY4OTkxYcIE/vzzT+B/3e7Lly+nQ4cOfPjhh1SXJ2YAACAASURBVNy9e5dDhw7h5eVFq1ataNeuHUFBQWRmZmrc7meHMOLi4nBzc2Pbtm1069YNe3t7Bg4cyPHjxzWuLz8/n/nz5+Pq6oqtrS09evRg/fr1hcrs2rWL3r1707JlS9zc3Pjmm28KfW5//vknEyZMwMHBAWdnZ0JDQ3ny5Inq/ZSUFIYPH46joyNOTk5MnDiR69evF2rDt99+i7u7O3Z2dnTp0oUVK1agULzcP+enn/3PP/+Ml5cXdnZ2fPzxx5w4cYLNmzfj5uaGg4MDY8aM4e7du6rrSvo7Dw4OZvLkyYSFheHi4oKzszN+fn7cvHmzyHZkZWWRkZGhdgghhC4ptfivuJ9bWVlZWsV8+nPR3Ny80Pm6desW+vn/vJMnTxIdHc38+fPR12KHVZ0mEP369eO///0vSUlJqnM//VSwbWr37t0ZPHgwCoWCdevWERsbS8OGDRkwYACXLl0CIDw8nB9//JGvvvqKn376ibCwMJKSkliyZEmhOFu3biU6OpqIiAgAPv30U/r27cuuXbtYsmQJycnJzJs376Xv49atW3z//ffMnz+f2NhY8vLyCAoK0vjLNzY2lh9//JFFixbx008/MWTIEGbOnKn6XH788UcCAgLw8PBg+/btBAcHs3z5cmJiYlR1xMXF0aZNG7Zv387kyZNZt24dW7cWbLl88uRJhgwZQsOGDdmwYQPffPMN169fx8fHh+zsbADmzZtHZGQkY8aMYceOHfj5+bF8+XLCwsJe+nMBCA0NJTAwkPj4eIyMjFT1L126lMjISI4fP87KlSsByMnJKfHvHGD37t1kZmYSGxtLeHg4ycnJLF5c9HK9MTExdOnSRe0QQghd0qYHorifW8/+zAe4cuUKNjY2xR5//PEHAIaGhoWuMzQ0JDe36K3rc3JyCAwMJDAwkEaNGml1jzp9jLNJkya0bNmShIQEVRdLfHw8Hh4e7Ny5k/v377Nw4UIMDAwAmD59OseOHWP9+vVMnToVOzs7unfvTtu2bQFo0KABHTp0KPQbK8CgQYNo0qQJUNClk5eXR7169WjQoAENGjRg+fLl5Ofnv/R95OXl/X/27jyuxvR//PjrSCGy7yQKhaSIZBmUGQaTdUayZ+SDZJhBM5EtQvZ9oiwj66Biss9k32qMMFQKjaUwlhBt5/790a/z7Til0t1pcD3n0eMx3ee+r/d9n/vovs51va/rwtPTU9VX5OLigpubG48fP6Zq1aq5Hn/37l309fWpVasW1apVY9CgQRgbG2NiYgLAhg0b6NKlCy4uLgDUrVuXpKQktQqKvb09Q4cOBcDQ0JDNmzdz9epV+vfvj7+/PyYmJsyaNQuFQgHA8uXL6dy5M0FBQfTs2ZNt27bx/fff07t3bwCMjIx4/vw5ixcvxtXV9b3fmyFDhtCmTRsAevbsyZw5c5gxYwb16tUDoE2bNqr7lZd7DlC6dGlmzZqFrq4uJiYmfPXVV5w6dSrb+EOHDlVdU1bXW3z/3tckCIKQX/kZxpnT362yZcuq/V6zZk1CQkJyLCcyMhLIaK3PWolISUlBX18/22O8vLyoW7cujo6OeT7fTFqfB6Jfv37MmzcPT09Pnj17xrlz5wgICGDfvn28fPlSVTnIlJycrGqOcXBw4MyZM/j4+HDnzh1iY2O5desWlpaWasdkXaCqUaNG9OjRgzFjxlClShXatGlDx44d6dq1a4GuI/OBCKjyI1JT87YI0MCBAzl69CgdOnSgcePGtG3blu7du1O5cmUAoqKiNM6vV69ear+/XVMsV64cb968ATI+RLa2tqrKA2Q0aRkZGREZGUlMTAypqalYW1urldGyZUtSU1OJiYlRnUt+ZX1fSpUqBajfjxIlSqi6j/7+++9c7zlA7dq1VRUMyOjTy+m9Llu2rMY/OoDr73EtgiAI7ys/ncE5/d16W+aXqJy8evUKyGglL1OmjGr7w4cPqV+/frbH7N69Gz09PaysrABUX6579uyJg4MDs2bNyjGe1isQ3bt3x9vbmyNHjhAfH4+RkRHNmzcnKCiIOnXq4Ovrq3FMyZIlAfD09OTQoUP06tULOzs7XF1dWb9+Pffu3VPbP/PBlWnRokWMHTuWEydOcPbsWaZMmcKePXtYt26d2kM2P95uIgLUchTepW7duhw+fJgLFy5w5swZjh8/jr+/P3PnzqVnz55qD8ucFCum2fuUW3ylUpnteb99/Lv2yU12557duWaeT273vKDnIwiCUBTS8/g8kJOZmRllypThwoULGBsbA/Dy5Uv+/vtvnJycsj3m8OHDar9fvnyZSZMmsWbNGlVLfk60XoEoU6YMXbt25fDhw8THx9OnTx8go3tj7969lClThkqVKgEZD7QffviBtm3b0qlTJ3bu3ImPjw8ODg6q8mJjY9/5gAkPD+fgwYN4eHhgbGzMsGHD2L9/P99//z0PHz7USDbRhg0bNlClShV69OhB27ZtmTRpEiNGjFB1LxgbG3PlyhW1Y5YsWUJERAQbNmzItXxTU1PCwsKQJElVQUpISCAuLo6hQ4diYmKCrq4uYWFhNG3aVHXchQsX0NPTo06dOvlKMn1fud3zzM+GIAjCh6YolvPW09Nj0KBBLFmyhMqVK1O7dm0WLVpEtWrV+OKLL4CMFoYnT55gYGBAyZIl1VqIISOxHTK6SzL/LuekSIZx9uvXjxMnTnDjxg1V07yDgwMVK1Zk3LhxXLp0idjYWDw8PDh8+DANGzbEwMAAAwMDfv/9d27fvk1kZCTTpk3j2rVrOSaHQEbT0LZt2/Dx8eH27dtER0ezf/9+DA0N37uZvqCePn3K7NmzOXbsGPfu3ePkyZNcu3ZN1YQ0atQoDh48yMaNG4mLi+PgwYNs3ryZzp0756l8Z2dnYmNj8fT0JDo6mj///BM3NzeqVq1Kt27dKFOmDAMGDGDlypUEBgZy584d9uzZw+rVqxkwYIBa01dhyu2eC4IgfKjyMwpDTm5ubnz99dd4enoyYMAAJEli/fr1qi/aDx48oF27du/MpcirIlkLw9ramurVq2NsbKxKOjQwMFBl2bu4uJCWloapqSnr1q3D3NwcgGXLljFv3jwcHBwoV64cNjY2TJw4kTVr1qhGF7ytQYMGrFixglWrVrF161aKFStGq1at8PPzy9dwFTmNGzcOpVKJl5cXjx49okqVKvTv35/Ro0cD0KlTJ7y8vFi/fj0LFy6kRo0ajB8/noEDB+apfAsLC/z8/Fi6dCl9+/alVKlStG/fnuXLl6vyNdzd3alYsSLLly/n4cOH1KpVi7FjxzJ8+PBCu+635eWeC4IgfIiKajEtHR0d1aiK7NSuXVuVbJkdGxubd76elULKa8e9jJKTk2nXrh3e3t55/lYtCAVxpFp/rcVq52ejlTjSrZtaiQNgMi1Ua7GS0/OWjCyHYxUaay1Wg37a+VNb4qfshzgXBinltdZixXSYpLVYjaIL/u38a6Oeed53152gAscrClptgUhMTOTs2bMcPnyYihUr0qlTJ22GFwRBEAStkHOK6v8qrVYg0tLS8PDwoHz58ixevLjIuhAyrVu3jtWrV79znzFjxjBy5Mg8lZeQkJDr8FBDQ0OCg4PzfI7/BQ4ODvzzzz/v3OfgwYNFkpAqCILwX1QEjftap9UKRMWKFXOdj1ubvvnmG1Vmak7Kly+f5/IqV65MYGDgO/fJyxDN/5rMOdLfpagSUgVBEP6LimIUhrYVSRLlf0W5cuUoV66cbOXp6OhoDIn5GNSsWbOoT6HAkhRabO1SfHxr1KUq03LfSSYp6dqLpVVaanHVZl6CQq9U7jvJJDnlw3pcFVUSpTZ9WHdEEARBED4Acg/P/C8SFQhBEARBkJnowhAEQRAEId+KYiprbRMVCEEQBEGQmejCEARBEAQh30QXhiAIgiAI+fYpzAPx8Y03AwYPHpzjPOBFwc7OjiVLlhRqjLt372JqasqZM2cKNY4gCIKQOyVSnn8+VB9lC8SKFSuKfJZLQRAE4dOVLn38M0F8lBWI/MweKQiCIAhy+3DbFfLunV0Yc+fOpVOnTmp9OW/evKF58+YEBgYSHx/Pd999h7W1NTY2Nnz77bdERUWp9k1JSWH+/PnY2dlhbm5Oy5YtcXNz499//wX+r9l97dq1tGvXjo4dO/LkyROOHz9Onz59aNasGa1bt2bKlCk8e/YszxeVtQtjz5492NnZsXfvXj7//HMsLS1xdHQkPDw8z+Wlp6fj4+NDhw4dMDc3p0uXLmzdulVtn5CQEHr16oWFhQV2dnb8/PPPau/bv//+i5ubG1ZWVtjY2ODl5UVa2v/NuHfp0iWGDRuGtbU1LVu25LvvvuPBgwdq57Bx40a+/PJLmjZtir29Pb6+viiV+a/lKpVKbG1t8ff3V23btWuXRhfIjBkz+PbbbwF49uwZs2fPpmPHjjRt2pQ+ffpw9OhR1b6Z73NISAh2dnZYWFgwfPhwEhIS8Pb2plWrVqrrzvq+hIeHM3DgQCwsLOjQoQNTp07l6dOnqtft7Ozw9fVl3LhxWFlZ0bFjR433LqvExETu3r2r8SMIgqBNn0IXxjsrEP369eP+/fucP39ete3QoUMAfPHFFwwaNAilUskvv/zCli1bMDQ0pH///ty6dQuABQsWcPDgQby9vTl06BDz58/n/PnzrFq1Si3O7t278ff3Z/ny5QCMHTuWvn37EhISwqpVqwgLC2PevHnvfZEPHz5k+/bt+Pj4sGXLFlJTU5kyZUqeH75btmzh4MGDLFmyhEOHDjF48GBmzpypel8OHjzIxIkT6datG8HBwbi7u7N27Vo2bdqkKmPPnj20aNGC4OBgJk2axC+//MLu3bsBiIiIYPDgwRgaGrJt2zZ+/vlnHjx4wMCBA3n58iUA8+bNY8WKFbi4uLB//37GjBnD2rVrmT9/fr7fj2LFitGhQwdOnTql2nbq1CkUCoXavT5+/DidO3cmPT0dZ2dnzpw5w9y5cwkKCqJ9+/a4urpy7Ngxtfd569atrF69Gn9/f65cuYKDgwOSJLFjxw7Gjh3LL7/8QmhoKADXr19n+PDhtGnThqCgIJYtW8bt27cZPHiw2tobK1asoGXLluzdu5fhw4ezZcsW9u3bl+21bdq0CXt7e40fQRAEbfoUKhDv7MJo2LAhFhYWBAUF0bp1awACAwPp1q0bv/32G8+fP2fRokWqBaKmT5/OxYsX2bp1Kx4eHjRt2pQvvviCVq1aAVCrVi3atWun1koBMGDAABo2bAhkPFRSU1OpXr06tWrVolatWqxdu5b09PT3vsjU1FQ8PT1p0qQJAC4uLri5ufH48WOqVq2a6/F3795FX1+fWrVqUa1aNQYNGoSxsTEmJiYAbNiwgS5duuDi4gJA3bp1SUpKUqug2NvbM3ToUCBjRc7Nmzdz9epV+vfvj7+/PyYmJsyaNQuFQgHA8uXL6dy5M0FBQfTs2ZNt27bx/fff07t3bwCMjIx4/vw5ixcvxtXVNd/viZ2dHT/88ANv3rxBT0+Pc+fO8fnnn6sqEDdu3ODBgwfY2dlx6tQprl27xp49e1Tv4YQJE4iMjGTNmjWqB3RqaioeHh6YmZkB0Lp1ayIiInB3d6dYsWLUq1ePVatWERUVRadOnfDz88PW1paxY8eqzmvZsmW0bdtWVXkBaNu2LUOGDFG9t7/++iuXLl1SvRdZDR06NNvt4daT8/0eCYIgvK9PYRRGrjkQ/fr1Y968eXh6evLs2TPOnTtHQEAA+/bt4+XLl6rKQabk5GTVss4ODg6cOXMGHx8f7ty5Q2xsLLdu3cLS0lLtmKwLUDVq1IgePXowZswYqlSpQps2bejYsWOuy2Tnpl69eqr/NzAwAMh1hclMAwcO5OjRo3To0IHGjRvTtm1bunfvrlqBMioqSuP8evXqpfZ73bp11X4vV64cb968ASAyMhJbW1tV5QGgWrVqGBkZERkZSUxMDKmpqVhbW6uV0bJlS1JTU4mJicn3apjt2rUD4MKFC5QvX560tDSGDRvGkCFDePXqFaGhoTRr1oyqVasSGBiIvr6+qvKQNf6yZcvUtmV9n0uWLImhoSHFiv1fQ1eJEiVISUkBMiqLd+7cwcrKSq0MSZKIiYlRVSCylglQpkyZHO9d2bJlKVu2rMb2vHdYCYIgFNyH3LKQV7lWILp37463tzdHjhwhPj4eIyMjmjdvTlBQEHXq1MHX11fjmJIlSwLg6enJoUOH6NWrF3Z2dri6urJ+/Xru3buntn+pUuorui1atIixY8dy4sQJzp49y5QpU9izZw/r1q1Te8jmh56ensa2vNYQ69aty+HDh7lw4QJnzpzh+PHj+Pv7M3fuXHr27JmnJbqzPkTzGl+pVGZ73m8f/659cqKvr4+NjQ2nTp2iQoUKtGrVCktLS0qVKkVYWBihoaG5Nv0rlUqNay9eXP0jld11Zz2+W7duai0QmbKuklqQeycIglAUlJ/AKIxc54EoU6YMXbt25fDhwxw+fJg+ffoAGd0bDx48oEyZMhgZGWFkZESdOnVYvnw5p0+f5unTp+zcuZOpU6fy008/0adPH8zMzIiNjX3nH//w8HDmzJmDsbExw4YN4+eff8bb25uTJ0/y8OFD+a48HzZs2MChQ4do27YtkyZNIjg4mNatWxMUFASAsbExV65cUTtmyZIlDB8+PE/lm5qaEhYWpva+JCQkEBcXR4MGDTAxMUFXV5ewsDC14y5cuICenh516tR5r+vK7J44f/48tra26Ojo0LJlS0JCQrh8+bKqBcDU1JSkpCSuXbumdvzFixdp0KDBe8WGjM/QzZs3qVOnjuozVKJECebMmUNcXNx7lysIglDUPoUciDxNJNWvXz9OnDjBjRs3VE3zDg4OVKxYkXHjxnHp0iViY2Px8PDg8OHDNGzYEAMDAwwMDPj999+5ffs2kZGRTJs2jWvXrqmasLNTtmxZtm3bho+PD7dv3yY6Opr9+/djaGiY72Z6uTx9+pTZs2dz7Ngx7t27x8mTJ7l27Zqq6X3UqFEcPHiQjRs3EhcXx8GDB9m8ebPqAZwbZ2dnYmNj8fT0JDo6mj///BM3NzeqVq1Kt27dKFOmDAMGDGDlypUEBgZy584d9uzZw+rVqxkwYABlypR5r+uys7MjNjaWsLAwbG1tAbC1tSU4OJi6detibGwMZHR3NGnShEmTJnH27FliY2NZsmQJx48fV43SeB8jRowgKiqK6dOnc/PmTSIiIhg/fjw3b95U5ZcIgiB8iCRJyvPPhypP80BYW1tTvXp1jI2NVUmHBgYGbNmyhQULFuDi4kJaWhqmpqasW7cOc3NzICMhbt68eTg4OFCuXDlsbGyYOHEia9asUY0ueFuDBg1YsWIFq1atYuvWrRQrVoxWrVrh5+dXZJNDjRs3DqVSiZeXF48ePaJKlSr079+f0aNHA9CpUye8vLxYv349CxcupEaNGowfP56BAwfmqXwLCwv8/PxYunQpffv2pVSpUrRv357ly5er8jXc3d2pWLEiy5cv5+HDh9SqVYuxY8fmuZUjO9WqVaNJkybEx8erWhLatGmDUqlUq/zo6Ojg5+eHj48PEyZMICkpCTMzM9asWYOdnd17x8+87mXLltGnTx9KlSpFq1atWLhwIaVLl37vcgVBEIrah9yykFcKKQ/Vn+TkZNq1a4e3t3eev1ULwn9JUHUnrcX6wq9V7jvJQIqNyn0nmdTxOJr7TjJ5k5a35GY5nKxsobVYDfprZ+UAvQleWokDoNArlftOMrnW4jutxbK8E1zgMiyq2+Z534j4swWOVxTe2QKRmJjI2bNnOXz4MBUrVqRTp07aOi9BEARB+GApP+Cuibx6ZwUiLS0NDw8Pypcvz+LFi4t8fYl169axevXqd+4zZswYRo4cmafyEhISch0eamhoSHBwwWuj2uTg4MA///zzzn0OHjyoGm4rCIIgyOtTWAsjT10Y/xXPnz/PdUrr8uXLqw0BfJf09PRcpznW1dWlZs2aeT7H/4L79+/nOsdF7dq1i7xCqE1vzm7TWqzYQVu0EictXXuL6V5My9u/KTnoavEvUg0tdpcYV8n7dPwFkZKsvX/XySnaW06pSfhSrcXSrWxc4DLMqrbM8743Hl4scLyi8EEtplWuXLk8Vw7yQkdHR20Sq4/Fh1bhEQRB+Nh88l0YgiAIgiDkn/QJjMIQFQhBEARBkJlogRAEQRAEId+U0vsvAPmhEBUIQRAEQZDZpzCRlKhACIIgCILMPqABju9Ne+PAhA9CSEgIvXv3xsrKCjs7O3x8fFTLjueFJEns3buXf//9N8/HpKamsmHDhnydp52dHUuWLMnXMYIgCNoiFtMSPim///4733//PT179iQwMJDp06fz22+/MWPGjDyXce7cOdzd3Xn9+nWejwkMDGTevHnvccaCIAj/TZ/CYlqiAiGoBAQE8PnnnzNs2DCMjIzo0KED3333HcHBwXluhfiQ/zEIgiDIRSlJef75UIkKxEcmKSmJuXPn0r59eywtLXF0dCQsLAyAmzdvMmbMGFq3bo2VlRUjR44kKur/FmRyc3Nj3LhxauUpFArS09NzXD01q/Pnz6tWB7W3t2fFihW5xt2zZw9Tp04FwNTUlD179gCwa9cuvvrqKywsLLC0tGTAgAFEREQU8N0RBEHQDqWkzPOPrHGVSpYvX0779u1p1qwZzs7O3Llz553HPHz4kAkTJmBjY4ONjQ3jx48nPj4+11iiAvGRmTBhAseOHcPLy4ugoCAaNWrEyJEjuXfvHo6OjkiShL+/PwEBARQrVoyBAwdy//59AJo1a6Za1hsgJSUFf39/mjRpQuXKlXONbWVlxdKlGdPN7tq1C2dn51zjduvWDXd3dwBOnTpFt27dOHLkCDNnzmTEiBEcOHCAjRs3kpqayk8//ZTrOSQmJnL37l2NH0EQBG0qqhyIVatWsW3bNry8vNixYwc6OjqMGDGC5OTkHI9xc3PjwYMH+Pv7s2HDBuLj4xk9enSusUQF4iMSGxtLaGgonp6edOjQASMjI6ZOnYqjoyPz5s2jRIkSLFmyhMaNG9O4cWOWLl2Knp4eW7Zort2QmprKDz/8QGxsbJ5zIPT09FRTjVesWJHSpUuzdevWd8YtWbIkZcqUAaBKlSqULFmS8uXL4+XlRa9evahVqxaWlpZ88803REdH59pFsmnTJuzt7TV+BEEQtKkociAyv/S5urrSoUMHzMzMWLJkCY8fP+bAgQPZHvPkyRMuXbqEi4sLTZo0oXHjxri4uPD333/nmgwvhnF+RDK7BZo1a6bapqOjw5QpU/j2228xNzenZMmSqtdKlSqFubk5kZGRauUkJiYyfvx4wsPDWblyJRYWFu99TpGRkXmOm6lly5aUL1+elStXcuvWLe7cuaPaNz09neLFc/7YDh06lN69e2u+8M/J974GQRCE/MpPbkNiYiKJiYka28uWLUvZsmXzXM7169dJSkqidevWqm1lypShcePGhIWF0atXL41j9PX10dfXJzAwkFatWqFQKNi/fz9169alfPny74wnKhAfEV1d3Xwfo1Qq0dPTU/1+7949XFxcePz4MRs3bqR58+ZynmKOcbMKDg7G3d2dr776CisrKwYMGEBkZCSzZs3Ktdyc/sG9effq5oIgCLLKT8vCpk2bWLlypcZ2V1dXjby0d0lISACgWrVqaturVq3KgwcPsj2mZMmSeHt7M2PGDKytrVEoFFSuXJktW7bkumKzqEB8RExMTAC4cuUK7du3BzIe1F27diUxMREdHR1ev35NqVKlgIyEy6tXr/L1118D8OjRIwYPHgzAtm3bMDbO/5K2CoVC7XdTU1MCAwPfGfdt69ato0+fPnh5eam2HT16FBCjPARB+DDkJ7chp5bTt78M3blzhy+++CLHcsaPHw+g8eVMT0+PlJSUbI+RJIm///6bZs2a4eLiQnp6OkuXLmXMmDFs374dAwODHOOJCsRHpG7dunTp0gUvLy9mzJhBjRo12LhxI8+ePWPv3r307NmTiRMn4ubmhiRJLF++nNTUVPr37w/AtGnTePr0Kf7+/hgYGPDo0SNV2RUrVsy1NgpQunRpIKMprVy5cjg5ObFjx453xs08JiIiAhMTE2rUqMFff/3F1atXKVu2LL///rsqTyMlJeW9WloEQRC0KV2Z99EVee2qqFmzJiEhITm+ntnVm5KSolaJSElJQV9fP9tjQkJCCAgIIDQ0VFVZWLNmDZ06dWLnzp2MGDEix3giifIjM3fuXGxsbJgwYQK9e/cmJiYGPz8/atWqxZYtW0hJScHJyUnV0rBjxw5q1arFixcv+OOPP0hKSsLR0ZF27dqp/eR1JIOZmRl2dnZMmDCBZcuW5RoXoF27djRv3hwnJye2b9/OtGnTqFKlCoMHD+brr7/mjz/+YMGCBQBiKKcgCB8EKR//5ZWuri4mJiY5/tSuXRvIGJaZ1cOHDzW6NTKFh4djZGSk1tJQrlw56tWrl+vwT4Uk2oSFT8Cbs9u0Fit2kOaolsKQlq69+v/FtHJai6Wrxb9INdJStRbLuMozrcRJSc69pVAuySnaa8RuEr5Ua7F0K+e/+/ZtpUoZ5Xnf16/f/aDOq5SUFGxtbZk0aRKOjo4AvHz5knbt2uHl5UWPHj00jvH19cXX15eTJ0+qdTN36tSJUaNG4ezsnGM80QIhCIIgCDIrimGcenp6DBo0iCVLlnD06FFu3LjBhAkTqFatmip3Ij09nUePHqlmF+7Vqxc6OjpMmDCBGzducOPGDSZOnIiuri59+/Z9ZzyRAyHkyaVLl95ZEwWwsbFh7dq1WjojQRCE/678dE3Iyc3NjfT0dDw9PXn9+jUtWrRg/fr1qpyIBw8eYG9vj7e3N3369KFq1aps3boVHx8fhg0bBkCLFi3Ytm2bal6fnIguDCFPkpOTc53atGTJkjn2sxU10YVRMKILo+BEF0bBfGhdCY1UbgAAIABJREFUGLp6tfK8b2rKvQLHKwqiBULIkxIlSmBklPc+PUEQhE/ZJ/HNXBIEIVvPnz+Xli9fLj1//vyjifUxXtPHGutjvKaPOdanSCRRCkIOEhMTWblyZbZTzH6osT7Ga/pYY32M1/Qxx/oUiQqEIAiCIAj5JioQgiAIgiDkm6hACIIgCIKQb6ICIQiCIAhCvunMmDFjRlGfhCD8V5UoUQIbGxtKlCjx0cT6GK/pY431MV7TxxzrUyMmkhIEQRAEId9EF4YgCIIgCPkmKhCCIAiCIOSbqEAIgiAIgpBvogIhCIIgCEK+iQqEIBSRN2/eaD3m48ePUSqVWo9bGLT5/q1evTrX1WjlplQqUSqVpKen8/r1a86dO6fV+IKQGzEKQxCyiImJYdasWVy6dInUVM2lnq9fvy5brObNm9O9e3f69u2LpaWlbOVmx9fXFz8/P168eMGhQ4dYtWoVlSpVYtKkSbLGSUpKYsOGDar37+0/L5s3b5Ytljbfvy+++IK7d+9ia2tL37596dy5M3p6erLHiYiIwMPDg5s3b2b7upyfv0ePHrFkyZIc79WxY8dkiaNUKgkODs4xjre3d4HKX7ZsWZ73HT9+fIFiCerEct6CkIWXlxd3795lwoQJlClTplBjTZ8+ncDAQJycnDAyMqJv37707NmTKlWqyBpn165d+Pn54eLiwooVKwBo0aIFc+fOxcDAgP/973+yxZoxYwYHDhygbdu2VKhQQbZys6Ot9w/g8OHDhIWFERQUhKenJzNmzFBVXszNzWWLM2/ePEqWLMnMmTPx8vLC3d2duLg4AgICWLBggWxxIONehYWF8dVXXxXqZ33u3LkEBARQv359DAwM1F5TKBQFLj8oKChP+ykUClGBkFsRrgQqCP85LVq0kMLCwrQa8/79+9Lq1aulrl27Sk2aNJFGjRolHTlyREpNTZWl/K+++koKDg6WJEmSLC0tpbi4OEmSJCkoKEjq3LmzLDEytW3bVtq3b5+sZeamsN+/t71580b67bffpPHjx0uWlpZSjx49pF9++UV68eJFgcu2tLSULl++LEmSJPXr10/1WdywYYM0bNiwApefVatWraTjx4/LWmZ2OnbsKG3atKnQ4wjaJ3IgBCGL0qVLa3xLKmw1atRg9OjRBAUF4ebmxrlz53B1daVjx46sWbOGlJSUApV/584drKysNLZbWVmRkJBQoLLflpycTNOmTWUtMzeF/f697cmTJ/zzzz/ExcWRnJxM5cqV2bp1K/b29hw/frxAZSuVSlULipGRETdu3ADA3t5e9f9y0dHRoXbt2rKWmZ1nz57RsWPHQo/zNpFDUvhEF4YgZDF48GAWL17MggULKFu2rFZihoWFsXfvXg4dOoQkSXTv3p0+ffoQHx/PkiVLuH79OsuXL3/v8qtUqUJMTIzGwyI8PJxq1aoV9PTVfPHFF+zdu5fvvvtO1nLfpbDfP8jI7Th06BCBgYFcvHiR6tWr06dPH1auXEnNmjUBmDNnDtOmTePEiRPvHcfIyIiLFy/i4OBAvXr1uHr1KgCJiYmyV4R69eqFn58fs2bNQkdHR9ays2rfvj0nT55k4MCBhRYjkzZzSARRgRAENcePH+evv/7CxsaGChUqaCTKhYaGyhZrxYoVBAUFcffuXSwtLXF3d6dbt27o6+ur9pEkiWnTphUozjfffMPMmTNxd3cHIDo6muPHj7N8+XJGjBhRoLLfVrZsWfz9/fnjjz+oV6+exvsnZz9+5vt37949mjVrVmjvH0Dbtm1RKpXY2dmxbt062rRpo9F/b21tzeHDhwsUZ/DgwUydOhWALl260LNnT3R1dbl06ZLsiaKPHz/mwIEDHDt2DENDQ417FRAQIEucpk2bsmDBAk6fPp3tZ0LOvARt5pAIogIhCGpsbGywsbHRSqzt27fj4OBAv379MDExyXYfExMTJk+eXKA4I0eO5Pnz5/zwww+kpKQwZswYihcvzoABA3BxcSlQ2W+7evUqzZo1A+Dff/+Vtey3aev9A5gwYQIODg6UL19e4zWlUkmxYsXo3LkzXbp0KVCcr7/+mgoVKlC+fHnq16+Pt7c369evp2bNmnh6ehao7Lfp6OjQo0cPWcvMzrZt26hUqRI3btzQ6IaRO7Hx+vXrbNq0CQsLC3bt2oWpqSlOTk5Ur16dnTt38uWXX8oWS0AkUQpCUUlNTZWSk5Ol+Ph41bbTp09LSUlJhRLv1atXUkREhHT58mVZEv6K2s6dO6U3b95obH/16pXk7+8vayw7Ozvp6dOnGtsTEhIkGxsb2eLs3btXSk5O1theGNf0MbKwsJDu378vSZIkff/999KWLVskSZKkuLg4qXXr1kV5ah8l0QIhCG+5du0a69evJzIyEj09PRo0aMCwYcNo0qSJrHFu376Ns7Mz3bt3Z8qUKQBMnDgRAwMD/Pz8qFOnjqzxkpKSqFSpEpDRp56YmAig6sOXS2pqKg8fPlRNWCVJEikpKVy+fJm+ffvKFsfT0xN7e3uNZZpjYmJYvHgxw4cPL1D5x48f58qVKwDcu3cPX19fte4RyLiHkoxT6fz444989tlnVKxYUW27XNf0tjt37rB161ZiY2OZM2cOZ86cwdTUlEaNGskaJz09ndDQUGJjY+nfvz937tyhfv36lCpVStY42swhEUQXhiCoCQ8PZ9iwYRgbG2Nra4tSqSQsLAxHR0e2bNmiap6Xg7e3N5aWlowePVq17ejRo7i7u+Pt7c2aNWtkiXPy5Enc3d158uSJ2nZJklAoFLImlh0/fhx3d3eePXum8VrJkiULXIHYuHEj8+fPBzLOv23bttnul92ok/yqWbMm06dPV71P+/bto1ix/xu4plAoKF26dIG7SLR5TVlFR0fzzTffULt2bW7dukVycjInT55k+vTprF+/npYtW8oS59mzZwwePFiV2Ni1a1dWrlxJTEwMmzZtolatWrLEAe3mkAhiJkpBUDNo0CDq1q2Ll5eXapskSUydOpV79+6xceNG2WK1aNGC3bt3U7duXbXtMTExODo6cvHiRVnidO3aldq1azNw4EBKliyp8bqtra0scQD69OlD5cqVGTp0KK6urixcuJD79++zfPlyvL296dy5c4HKT0tLIzAwUJUc6e7uTunSpVWvZz7U27VrJ+twXDs7O3799VeNlgE5FNU1jRw5kjp16jBt2jSsrKwIDg7G0NCQn376idu3b7N161ZZ4kybNo3bt2+zdOlSOnfuTHBwMLq6uowfP57q1avnaybJvDh69Cjly5fH2tqa4OBg1q9fT40aNfD09JS1siIgciAEISsLCwspOjpaY3t0dLRkZWUla6zWrVtL4eHhGtv/+usvqWXLlrLFsbCwkG7evClbee/StGlT6fr165IkSdKAAQOkM2fOSJIkSb/++qvk6Ogoa6w9e/Zkmy/wIdPmNbVq1Ur1ucg6wVhMTIysn/UOHTqoJsfKGufy5cuy5o9Iksgh0TbRhSEIWRgYGJCUlKSx/eXLl7KPle/YsSNeXl4sXLgQY2NjIKNPfe7cubRv3162OBYWFty+fTvHkQpy0tHRUX1LNjIyIioqCltbW1q3bq1qpi+IX3/9FQcHB/T09EhPTyc4ODjHffv161egWB07dmTv3r1UqFCBDh06vHPa5YIM79XmNWWlVCpJS0vT2J6YmIiurq5scZ4+fZrt6JXSpUvLviCatnNIPnWiAiEIWbRp04Z58+axYsUKVcLh48ePWbBgAW3atJE11uTJkxk+fDjdu3dHX18fhULBq1evMDc3V83ZIIdZs2YxatQorly5Qp06ddT68SFjQiG5NGjQgCNHjjBs2DDq1atHeHg4Q4cO5cGDB7KUP3XqVDp16kSlSpVUfd3ZUSgUBX7Y9uvXT9Xl069fP1nWbciONq8pq7Zt27J27VoWLlyo2vbkyRMWLlwoa7dW06ZNCQkJ0VhzZfPmzbKsI1JUOSSCyIEQBDXx8fE4Ojry9OlT1SiIuLg4KlWqREBAADVq1JA1Xnp6OmfOnCE6OhpdXV1MTExkr6isWrVKtYjW2+ROojx69Chubm5MnTqVjh070qVLF1q1akVUVBRWVlYFnhFSkE9CQgKDBg0iMTGRFy9eYGRkxIMHD6hYsSJbtmyRbXROeHg4zs7O2Nracvr0abp37050dDRRUVH4+/sXOFmzqHJIBFGBEAQNL1++JDg4mKioKABMTU0LfcXCwtS6dWsGDRrEsGHDsh02J3fXzLVr19DR0cHMzIzz58+zceNGatSogZubW7ZN2R+KwMBAbGxsqFGjBr6+vuzZs4fmzZszbdo02YcjxsTEEBkZSfHixWncuHGhrVnx+vVr9u/fz/Xr11EqlTRs2BAHBwfZP+vXr1/H399fLY6zszMWFhayxtm7dy/du3cvlKXWBU2iAiEIReTRo0csWbKES5cukZqaqjGfwLFjx2SJ07x5c4KDg7WycFJhyy0XISs5px1fuXIlvr6+qlE4AwcO5Ouvv+b8+fO0b9/+nV0P+fHy5UvGjx/P6dOnVdsUCgVdunRhwYIF4sGYB/Hx8WzZskVtHpf+/fvL3nooiAqEIGgtWe5tY8eOJSwsLMfWDbkWpPL09KRmzZoafdCF4dmzZ/j6+hIVFZXtxD2bN28uUPkrVqzIcwXC1dW1QLGysrOzY9KkSXz55ZfMnTuXiIgItm/fTlhYGBMmTODkyZOyxHF3dyc8PJzp06djaWmJUqnkzz//ZPbs2djb2/PTTz/JEgcK/15ldfz4cSIjI7ONI+d9io6OZuDAgejp6WFubo5SqeTq1aukpaWxfft2VbKyIA+RRCl88rImy3399ddaixsWFoaPjw+fffZZocYpX748q1ev5tChQ9SrV4/ixdX/2cu5yNCUKVMIDw+nTZs2VKhQQbZyM40bN072MvPi0aNHqiS8M2fO0LVrVyBjKfHMGT3lcOzYMVavXq2WF9CxY0dKlCjBxIkTZa1AFPa9yjRnzhx++eUXypUrpzEPiUKhkLUC4ePjQ/PmzVm6dKkqVlJSEhMnTmThwoWsXr1atliCqEAIgtofMBsbGywtLTWGsaWkpPD777/LGldHR0cr3QqXLl1SzaD56NGjQo114cIFVq1aJXsiaE6uXbtGVFQU6enpwP9Nmx0RESHLsNFM1atX59atW7x+/ZqbN2+qMv0zl/aWS9ZhsFlVrlxZdY1y0da9Cg4OxsPDg8GDBxdqHMi4H9u2bVOrqOjr6+Pm5sbQoUMLPf6nRlQgBCGLIUOGcPr0aY1x5Pfu3WPy5Mmqb55y6NWrF35+fsyaNUv2RMasfvnll0Ir+20VKlSgcuXKWom1fv161RBEhUKhyiFRKBRYW1vLGsvR0ZHvvvsOPT09TE1NsbKyIiAgAB8fH9zc3GSLM2zYMGbPns3SpUupUqUKAC9evGDx4sUMGzZMtjig3XtV2K1smbKbaRWgWLFislfABJEDIQgEBATg7+8PZFQUatSooTFXQmJiItWrV2ffvn2yxZ08eTIHDhygdOnSGBoaaiTIBQQEyBYrKSmJoKAgtcSyL7/8UvZs+127dhESEsLMmTNlXwzsbfb29nTv3h1XV1c6duxIYGAgT58+5fvvv6dfv36yP3CPHj3KvXv3cHBwoEKFCgQGBpKSksI333wjWwwnJyfVAl5GRkYUL16cO3fu8Pr1a6pVq6aW/1HQfBxt3Stvb28UCoWsc5vkZOzYsSgUChYvXqz695ScnMzEiRNJSUlh3bp1hX4OnxJRgRA+eUlJSaxbtw6lUsnPP//M0KFD1YblZY4j79atm6wrV/7444/vfN3b21uWOPHx8Tg5OfH48WOMjIxQKpXExcVRrVo1tm7dStWqVWWJA3D58mVcXFxyzAuQc84Jc3NzQkJCqFOnDs7OzgwcOBB7e3tOnTrFvHnz2L9/v2yxtGXlypV53reguQPaulcJCQk4ODhQqlQpDA0NNZJg5UzWvHnzJgMGDKBEiRKqSaquXr1KSkoKW7ZsoWHDhrLFEkQXhiCgr6/P+PHjAdDV1cXZ2Vlj2ebCIFcFITfz58+natWqbN++XVVZSEhIYPz48SxatEjWXAEPDw8MDQ3p2bNnjs3JctHX11c1S9epU4fo6Gjs7e0xNjbm3r17ssZKSkpiw4YNOQ65leshKGdCYW60da9+/PFHlEolTZs2LfTPRP369QkKCiIgIEA1j0uvXr1wcnKSfdl6QVQgBEGNq6srqamp3Lt3D6VSCfxfYt7ly5cLvBz12x4/fkxsbKxa/2xmLLn61k+fPo2vr69aS0O1atWYPHkyY8aMkSVGpri4OIKCgqhXr56s5WanefPmrF27Fk9PTxo3bsyuXbsYOXIkFy9eVJuJUA4zZszgwIEDtG3btlBHLID2EkO1da/Cw8Px9/enRYsWhRoHMlpwRowYwaRJk9S2v3z5kjlz5uDh4VHo5/ApERUIQcji+PHjuLu78+zZM43XSpYsKWsFIjAwkGnTppGamqpKAsxs3q1Vq5ZsFQhJkrLN7C9btqzsixk1aNCAhIQErVQgJk6ciLOzM9u2bcPR0ZE1a9ZgbW1NcnIyI0aMkDXWmTNn8Pb2pkePHrKW+zZtJoZq615Vrly5UKeQfvLkiepzvGrVKjp16qRRyfv777/ZsWOHqEDITFQgBCGLZcuW0bRpU4YOHYqrqysLFy7k/v37LF++XPYuB19fX3r06MGoUaP45ptv2LBhAwkJCcycOVPW+Q7Mzc3ZvHkzM2fOVNu+efNmmjRpIlscyGjB8fDwYNiwYdStW1djzgk5F2lq2LAhR48eJSkpiTJlyrBr1y72799P9erVZR0tAxmJeE2bNpW1zOxs27YNFxeXbBND7e3tZY2lrXv1ww8/MHv2bKZOnZrtPCRvJyzn14kTJ3B3d1dVvnNacKxTp04FiiNoEkmUgpCFhYUFO3fuxMzMDCcnJ8aNG4etrS27d+/m119/Zdu2bbLFatq0KYGBgZiYmDB48GBcXFxo3749hw8fZu3atezZs0eWOJcuXWLIkCHUr19f1YwcFhZGTEyMLIsZZWVmZpbja3Iv3DVkyBBWrlxJ2bJl1bY/efIEZ2dnAgMDZYvl4eFBlSpVZJsdNCfaTAzV1r2ys7Pj4cOHOQ6jlCPO2bNnkSQJZ2dnli5dSrly5dReL126NI0aNZJ1mXJBtEAIgpqsE/kYGRkRFRWFra0trVu3lrX/GUBPT0811MzIyIjIyEjat2+Pubk5d+7ckS1O5pwFGzZs4MyZM0DGAmGzZs2SfTEjudbvyEl4eDj//PMPkDERUnBwsMZQ1Js3bxIXFydr3LJly+Lv788ff/xBvXr1NIbcyjWbpzYTQ/N6rx49ekTlypXfezlzbcwemtlasnnzZpo3b67RyvG20aNHM2vWLNVcG8L7ERUIQciiQYMGHDlyhGHDhlGvXj3Cw8MZOnQoDx48kD2Wubk527dvZ9KkSTRo0IDQ0FC+/fZb1dLecjIzM8Pd3Z1q1aoBGX36DRo0kDUGZORuQEbSWmxsLHp6ehgaGsqa1Jg5n4BCocDLy0vj9ZIlSzJq1CjZ4kHGUMDM2Tz//fdfWcvOSpuJoZn3KjddunQhKCgIQ0PD94rTu3fv9zrufbRq1SpP+507d072/J9PkahACEIWLi4uuLm5oaenR48ePVixYgUjRowgKiqK1q1byxpr3LhxfPvtt1SsWJHevXuzatUqunTpwsOHD+nWrZtscW7evImzszPdu3dnypQpQEYCooGBAX5+frJOIiRJEgsWLGDLli2kpaUhSRIlSpTAyclJFbsgWrRowd9//41SqcTc3JwTJ05QqVIl1esKhaLAferZ0dZsnu9KDP3222+1cg5vk6OX+48//mDNmjVERUWhq6tL/fr1GTlyJHZ2djKcoVBURA6EILzl2rVr6OjoYGZmxvnz59m4cSM1atTAzc2N8uXLyxorISGBlJQUDA0NuXnzJtu3b6dGjRoMGTJEtlaIESNGULp0aby8vFT5Ai9fvsTd3Z309HTWrFkjSxzISAz9+eefcXV1pWXLliiVSi5cuMCaNWsYN26crLNDjhgxgh9//JH69evLVua7PH/+nKCgIGJjY3Fzc+PKlSuYmZmpWnXk8ubNG5KSkqhYsSKPHz8utMTQvLKysiI4OPi9WyCOHTuGq6srHTp0oFWrVqrPxMmTJ1m7di0dOnSQ+YxzV9BrEv4/SRCEIuHu7i69ePFCY/vTp0+l0aNHyxanefPm0q1btzS237x5U7K2tpYtjiRJkr29vbRnzx6N7bt375a6dOkiayxra2spLi5O1jJzcv/+falt27ZSy5YtpcaNG0txcXHS6NGjpVatWknXr1+XNdbRo0el33//XfW7h4eHFBoaKmuM/LC0tCzQ+9y7d29p8eLFGtsXL14s9e/fvyCn9t4Kek1CBtGFIXzyJk+enOd9C5osFxMTw5MnT4CMeSDs7e01MsYjIyM5ffp0geJkpaenx5MnT6hbt67a9pcvX753YlxOHj58mO18BdbW1kyfPl3WWH379mX+/PmMHTuWOnXqqE0/DgUfHpjV/PnzadGiBT4+PtjY2ACwaNEiJkyYwMKFC1m/fr0scXbt2sXMmTPV1o1ISUlh7NixLFiwQNauLW25efMmixcv1tjeq1cvNm3aVARnJMhFVCCET15hJEjmJC4ujtGjR6se3DlNXSznAk0dO3bEy8uLhQsXYmxsDMDt27eZO3cu7du3ly0OQO3atfnzzz81mob//PNPWdfcADh8+DD379/PcTSBnENGL168iJ+fn9roi1KlSjFhwgRZl6n29/dn+vTpfP3116ptCxYsoEWLFqxZs+aDrEBUqlSJ+Ph4jQpsfHy8VqaMFwqPqEAInzxtLnfdqVMnjhw5glKppEuXLuzYsUNt1rzMhbveXk68ICZPnszw4cPp3r07+vr6KBQKXr16hbm5uewrJH7zzTd4eXnx7NkzVUvExYsXWbVqlexJgNoYHpgpKSmJEiVKaGyXJIm0tDTZ4ty/fz/bZN02bdowd+5c2eJok52dHbNnz2bRokWquSeuX7/OnDlziiyJUu6Wt0+VqEAIQhb3799/5+tyLMiT+e382LFjVKpUiefPn6sNr7SysipwjKwqVKjA7t27OXPmjGqIqImJCW3atJE1DmRM7nTv3j18fHxIT09HkiSKFy+Ok5MTLi4ussbS5vDAli1bEhAQwNSpU1XbUlJSWLVqlaxTTNeqVYtz585ptOCEh4fL3oKjLW5ubly6dInevXtTqlQpFAoFSUlJNGrUSGPNCm2RxNgBWYhRGIKQhZmZ2Tu/ncjZLJ7d8MrWrVsXyvBKbUlLS6N48eKqeSAAjI2NNSZ7kou2hgdGR0czaNAgqlWrRmxsLNbW1ty6dYukpCS2bNmCqampLHECAgJYuHAhgwYNUs07ceXKFX755RdcXV1xdnaWJU5+9OzZk59//pnq1au/dxlKpZKTJ0+qVsg0NTWlXbt2suappKSk8PLly2xb75RKJffu3VNVzP766y8aN26sMSGYkD+iAiEIWZw9e1bt99TUVO7cucPGjRvx8PCQ9cGkreGVjx49YsmSJTkuRS3n7JHW1tZ07NiRzp070759e9knP8pK28MDExIS2Lp1Kzdu3ECpVNKwYUOcnJzyPCFTXvn5+bFx40YePXoEQNWqVRk1ahQDBw4scNlvf77fRa61MFxcXPj888/p1KkTlStXlqXMrJKTk5kxYwb79u0jPT0dc3NzZsyYobbOy+PHj2nfvr2sXwAEUYEQhDz5448/8PX1lXUtjBYtWrB7926N5LKYmBgcHR25ePGiLHHGjh1LWFgYX331VbYtAXKu7xASEsLx48c5ceIEr169onXr1nTu3Bk7OzvZHx59+vShffv2TJgwQW37kiVLOH/+PNu3b5c1nrY9ffoUXV3dbO+Zn58f33zzTb5XucxsYcvtz76ca2HMmDGDEydOEB8fj4WFBZ07d6Zz584an/v3tXDhQn777TfV59jf35/bt2+zatUq2rVrB2RUINq1a8eNGzdkiSlkEBUIQciDu3fv0q1bNyIiImQr09bWllWrVtG8eXO17ZcvX2bkyJFcuHBBljg2Njb4+Pjw2WefyVJeXkiSxF9//UVoaCihoaHcvHkTCwsLWStgFhYWBAcHazyIbt26Re/evfnrr78KVP7KlSvzvG9Oo2kKS/Pmzd9reun8rKchd8vKjRs3CA0N5fjx40RERFC3bl06d+6sUQHML3t7e2bMmKEaUZSamsr333/PiRMn2LRpE82aNRMtEIVEJFEKQhZKpVJj28uXL9m4caPsMw5qa3iljo4OtWvXlq28vEhOTubVq1ekp6ejo6ODUqlULYIll8IeHrhr1y613x8+fIiOjg61atVCV1eXf/75h/T0dMzMzLRegXjf733ZVQoKc92SrMzMzDAyMqJx48aEhIQQHByMr69vgSsQb89xoqury+LFixk5ciSjRo1ix44dhdqV9ikTFQhByKJx48bZJlEqFApmz54tayxtDa/s1asXfn5+zJo1Cx0dHdnKzc6yZcs4f/48V65cQU9PD2traxwcHPD29pYt0TBTYQ8PPH78uOr/N2/ezNGjR1m4cKFqNMSzZ8+YMmUKjRo1KnCsoiAV8rolmc6ePcv58+dVnwt9fX2sra358ccfZRkJVK9ePUJDQ9Xm4yhevDjLly/H0dGRESNGsGjRogLHETSJLgxByGLPnj1qFQiFQoGuri7NmjUrlG/x6enphT68cvLkyRw4cIDSpUtjaGiokXkeEBAgW6zMPvbPP/+cESNGqEYSFIbnz58zfPhwrl+/rjE8cMOGDRozfBZE27Zt8fPzU1VUMkVFRTF48GDOnz8vW6y8kGMtB22tW2JmZkaxYsXo3Lkzw4cPp1mzZrKOvggJCeGHH36gS5cuuLq6YmJionrt3r17DB48mGfnG6UUAAAgAElEQVTPnvH69WvRhSEz0QIhCFn06dNHq/F0dHSwsLCgbNmyNGrUiNTU1EKJ0aNHD9nLzc6RI0c4efIkp0+fZsSIEejo6GBjY0Pr1q1p3bq1qqtGDuXKlePXX38t9OGBkDFE8NWrVxrbC3Np78K2c+dOpk6dqjafhoWFBRUrVsTX11e2CsTs2bM5ffo0Z8+e5ezZs7Rq1QpbW1tsbW3VHvbvq1u3bpQsWZKtW7dq3KNatWqprjM0NLTAsQR1ogVCEN6yf/9+Nm3aRFRUFMWKFaNJkyaMHDlS9mGB6enpzJw5k19//RWAQ4cO4ePjQ7FixZg/f362Mx9+SNLT07l8+TIhISHs3LmT1NTUD/Yb4JQpU4iIiGDatGmYm5sjSRKXLl3Cy8uLDh06MG3aNK2ejxwtEBYWFvz2228aZcTFxdG9e3euXLlS0NNUI0kSV65c4cyZM5w/f57w8HDKlSvHyZMnZY2Tk5cvXxbafCSfKtECIQhZ7Ny5kxkzZvDll1/i4OBAeno6f/75J2PGjGHx4sV06dJFtlh+fn6cOnWKxYsXq3IeevfuzdSpU1m6dGmB+qF//fVXHBwc0NPTU1VQsqNQKOjbt+97x8lOWloaf/75J6dOneLUqVNcv34dIyMj2Sd3unbtGtOnTycqKirblhs5KyvTpk1j/PjxODs7q7q4JEmia9eusuYLaJM21y2BjNERiYmJPHv2jIcPH5Kamip7YjJkJNFu2bKFyMhI9PT0aNCgAY6OjgWaCEvInmiBEIQsPv/8cwYOHKjRfLt+/XqCgoLYt2+fbLG6devGpEmT6NSpk9o3yj/++IOZM2cWqMnVzMyM06dPU6lSJY1++6zkHO8P8L///Y8LFy7w5s0bLC0tsbOzw97ennr16skWI1Pv3r1RKBT06dMn29aarAtSyeXWrVuq7pLGjRtrPHwPHDhAx44dNVYGlZscLRAbN25k1apVuLq6ZrtuyahRo2Q5140bN3Ly5EnCw8ORJAkbGxvs7Oyws7OTvaISHR3NwIED0dPTw9zcHKVSydWrV0lLS2P79u2ydqEJgJaWDReED4KFhYV069Ytje23b9+WLCwsZI3VtGlT6Z9//pEkSZIsLS2luLg4SZIkKS4uTmratKmssbTF1dVV2rNnj/TkyZN37hcSEiIlJSUVKJaFhYV048aNApUhNysrK9V9fB/Ozs5SdHR0rvutW7dOSkxMfO84kiRJ6enpkpeXl9SkSRPJ1NRUMjU1lZo0aSLNmTNHUiqVBSo7K1tbW8nd3V06fPjwO+/5w4cPCxx35MiR0qhRo6TXr1+rtr169UoaNWqUNHr06AKVLWgSXRiCkEWrVq0ICQlhzJgxattPnjwp66JJkNGEHBERoTG6IzQ0tEDfLIvSihUr8rSfh4fHe02ElJWJiQlPnz597+MLg1TABt2IiIg85b7IsbJpsWLF8PDwYPz48YW6bsnp06fztPplly5dCvyZuHjxItu2baNkyZKqbfr6+ri5uTF06ND3LlfInqhACEIWLVq0YM2aNURERNCyZUuKFy/OlStXOHjwID179mTZsmWqfcePH1+gWM7OzsycOZOEhAQkSeLUqVPExcVprPr4MSrogxZg+vTpTJ06lSFDhlCnTh2NkRctW7YscAxt69u3L/Pnz2fs2LHUqVNHoytE7tElSUlJ7Nu3Ty1f4Msvv5S1EpHXpbPl+ExkrThkVaxYMdLT0wtcvqBO5EAIQhZ5TfRTKBSyLEK1detWfv75ZxISEoCM2RVHjhwp2xC6/yo5+vB37drFzJkzSUtL03hN7tyOvCroddnZ2XH//v0cH7pyXlN8fDxOTk48fvwYIyMjlEolcXFxVKtWja1bt2p9+XA5PhNjx45FoVCwePFi1XwnycnJTJw4kZSUFNatWyfX6QqIFghBUPP7779rNZ6TkxNOTk48efIESZKoVKmSVuN/yFasWEHv3r0ZNGhQoSctasu4ceO0Fmv+/PlUrVqV7du3qyoLCQkJjB8/nkWLFjF//nytnYtcJkyYwIABA7Czs8Pc3ByAq1evkpycLOuEaUIGUYEQhGycOHFC1azbsGFDbGxsZG8+Bnjx4gX79u0jKioKHR0dmjRpopoYR3i3xMRERo0apfV1PgpT1kmdCtvp06fx9fVVa2moVq0akydP1sgB+lDUr1+foKAg5s2bx+vXr4GM9W2Cg4OpUaNGEZ/dx0dUIAQhi8TEREaMGKGas1+SJF6/fo2FhQX+/v6y9g3fvHmTIUOG8Pr1a+rVq0d6ejq7d+9m9erVbN68mZo1a8oW62P02Wefce7cOfr161fUpyKr/fv34+fnR2xsLPv372fr1q0YGhri5OQkaxxJkrJdDrxs2bK8efNG1ljaEh4ezsiRI3F0dGTy5MkAfPHFF/Tu3Rt/f38aN25cxGf4cZH/K5UgfMB8fHx4+fIlu3fv5s8//+TSpUvs3LmTFy9esGTJElljzZ49myZNmhAaGsqePXsICgri999/p06dOsyZM0fWWB+jFi1aMGfOHFxdXVm0aBHLli1T+/kQHTt2jJ9++gkrKytVUmG5cuWYO3cuO3bskDWWubk5mzdv1ti+efNmmjRpImssbfHx8aFXr1788MMPqm2HDh2ia9euzJs3rwjP7OMkWiAEIYtjx46xaNEitT+gFhYWTJs2jSlTpsg6ZXFERAQ7d+5UW/SpYsWKTJ48WfZvmx+jTZs2UaFCBf7++2/+/vtvtdcUCkWBR8m8jz59+hSolWrt2rVMmTKFgQMHsnfvXiBjci59fX02b95M//795TpV3NzcGDJkCBEREbRo0QKAsLAwYmJi8Pf3ly2ONkVGRqqmg8+kUCgYPny4VruHPhWiAiEIWbx+/TrbvtIaNWrw/PlzWWNVqVKF+Ph4GjRooLb9xYsXlC9fXtZY2jJ16lS+/fZb6tat+879CvqghbwnvMo1O2Re1kgpaAXz5s2bfPbZZxrbO3XqJPuS1FZWVgQEBODv78+ZM2eAjMXIZs2ahYWFhayx8qJOnTro6uoWqAwDAwPu3LmjMZLj/v37Iq+oEIgKhCBkYWpqyr59+zSy4YODg6lfv76ssSZPnszMmTOZPHky1tbW6OrqcuXKFWbPns2QIUP4559/VPt+KBNLHThwgP/973+57qfNxafkmLRKW2ukGBgY8ODBA41zjYqKKpRKpYWFBUuXLpW93LNn/197dx9W8/3/Afx5TiqUTCy5mSgqLTfFmNy1qG/KrCs360Ybk5mbYZWKqyi64TgpuVkh25LabKMbrMSSaBbl+62mRFlaDtWim0mpc35/9Ot8O0586XzO+Ti8Hte168qnz97vV7uaXr1vXq/fXvjdKVOmAACSkpJkntfW1haBgYHYvHmzuJV8x/9T1tbWMo9PJFEdCEI6yczMxBdffAErKyuJ/gAZGRmIjIxk9C+hzj0qOjdo6vxMJBKxVtOgO7y8vNC3b1+sW7cOWlpabIcDgJn6AorqkcLj8ZCdnY3g4GC4ubkhLi4O9+/fR2BgIObMmcNo4y6hUIiff/4ZBQUFaG5ulirkxOPxuj22sbGx+Pv3eZj+3m5qasL69euRmZkpUUvD2toaoaGh0NDQYGwuQgkEIVLS09Nx8OBB3LhxA0D7qsTnn3+O2bNnMzpPTk7OC787adIkRueWFxcXF+Tl5YHD4UBLS0tq20CWBmHdxUQCMW7cOCQlJUltzZSXl2PevHn4z3/+I2OU7VpaWuDt7Y3U1FQA/00iraysEBERIS6OxITg4GAcOXIERkZGXSZ7R44c6fbYlZWVL/zukCFDuj3Ps3Q0PVNVVYWBgQH09PQYn4PQFgYhUqytrRWy3GlgYPDMwlF5eXkwNzeXewxMs7CwgIWFBdthME5RPVLU1NQQERGBO3fu4Pr16xAKhTAyMoKBgQFjc3RITk5GSEgIHB0dGR+7q6SgsbERZWVlUFNTwzvvvCPX1YARI0bIpQMskUQJBCFPyc3NxZEjRySKOy1ZsuS5bbG746OPPgKPx5P4gdvW1obIyEgcOnQIf/zxB6PzKcKaNWvYDkEuFNkjBQCePHkCoVAIFRUVRlcdOmtpacHkyZPlMnZnIpEIPB4PcXFxaG1thUgkgrq6OlxcXBjdkiGKRwkEIZ2cPXsWX375JcaNG4cZM2agra0N165dw4IFC3D48GFGtxJmzpwJd3d3uLu7Y926dbhz5w48PT1RXl6u1M20rl69im+//RZlZWWIiYnBqVOnMGrUKInbCsrm2LFj6N+/P0pKSlBSUiJ+rqOjI3FgUNbro42NjVi3bh2ys7PF5wc4HA7+9a9/gcfjMZpMTJ8+HRkZGVi8eDFjY3bl4MGDOHbsGDw8PPDee+9BKBQiJycHX3/9NQYOHPja9315ndEZCEI6+fDDD/HBBx/Aw8ND4vmOHTuQm5uLY8eOMTpfWloatmzZgoEDB+LOnTswNzfHtm3blLYKZW5uLj799FNMnToV2dnZOH36NL777jvEx8dj9+7drJyEZ+IMhKL4+voiNzcXW7Zswfjx4yEUCpGXl4dt27Zh1qxZ2LRpk0zjd14pqampwYkTJ2BlZYURI0ZIlWpnqo7G7NmzsXr1aqk6DMePH8eBAwfE5z2I8qEVCEI6KS8v73JP+OOPP0ZCQgLj87333nswMzNDRkYGevToARsbG6VNHgAgIiICq1atwqpVq2BmZgagvTaEhoYGvv76a6W/SifvHinnzp3D/v37JVqRW1paQl1dHR4eHjInEE9fldTR0UFhYSEKCwslnjNZiKuqqqrLcyITJ07Eli1bGJmDsIMSCEI6MTExwW+//SZ12r6goACGhoaMznX69GkEBQVBU1MTCQkJyM/PR0hICNLS0hAcHKyUzX+uX7+Obdu2ST1fsGABvvvuOxYiYqZolaJ6pKioqHTZn2LAgAFoa2uTeXxFd5sFgKFDhyIvL09qBSgvL0/hLcMJsyiBIKSTjz76CHw+H6WlpZg4caL4sNyRI0fg5OSEn376SfyurE2cPDw84OjoCD8/P/Tu3RtmZmaYOnUqvLy8YG9vj7y8PFm/HIVTU1NDfX291PO//vqLkVP3e/fufeF3Ow50MlG0qnOPlI4y5/n5+fDx8UF4eDhjhbGWLFmCbdu2ISIiAm+//TaA9sqku3btkstZgdjYWGhpacHBwQEAsGzZMsyePRvOzs6MzbFo0SIEBQXh4cOHErVV9u3bB3d3d8bmIYpHZyAI6eRFb1owUQAnPT29yyX9lpYW7N69Gxs2bJBpfDb4+/ujoqIC4eHhsLKyQnJyMpqamuDp6Ylx48YhKChIpvGfPohZVVUFFRUVDBkyBKqqqqioqEBbWxuMjY0lkj1ZWVhYICwsTFw1sUN2djZ8fHyQlZXFyDwuLi4oKCgAAOjp6aFHjx4oLy9HU1MTBg4cKFEcSdaaGgcOHEBUVBQCAgIwb948AEB4eDhiY2Ph4eEBNzc3mcbvIBQKERoaioSEBLS2tgIAevToARcXF2zcuFHiayLKhRIIQlhWXFyMsrIyWFpa4sGDB3IprKMoDQ0NcHd3R35+PkQiEXr16oXHjx9j9OjR+OabbyQah8kqNjYWZ8+eBZ/PFy+FP3z4ED4+Phg9ejTWr1/P2FxmZmY4ceKE1NbW7du38dFHHyE/P5+RebqzwtJds2bNwsaNG6UKpKWmpiI8PBxpaWkyjf+0jjoQAKCvr8/Ytg9hD21hEMKSx48fY/Xq1bh06RK4XC7S0tIQGhqKv//+G9HR0UrZUKtPnz744YcfkJ2djaKiIgiFQhgaGmL69OmMHjYEgOjoaMTExEjso7/11lvw9PSEm5sbowmEonqkvGhSsHLlSlRXV4u3Obqjpqamy3M97777LgQCQbfH7cqjR4+QkpIiPoA6atQozJkzh5IIJUcJBCEsiYyMRHV1NX788Ud88sknANp/MGzYsAF8Pl/m5X42jR07FpqamuByuTAwMGA8eQDat3r++ecfqed///0343OtXLkSX3zxBYqLi7vskaJov//+Ox4/fizTGPr6+khPT8eyZcsknp87dw7Dhg2TaezO7t27BxcXF9TU1EBPTw9CoRAJCQmIjo5GfHw8HaRUYpRAEMKSM2fOICgoCGPGjBE/GzNmDLZu3SpVh0JZPHnyBNu2bcPx48fFtwbU1dXh6uoKLy8vRve7rays4OfnB39/f5iamkIkEuHatWsICgrC3LlzGZsHaD97ERkZiYMHD4q7VxoZGWHPnj2M90h5EUzsPC9fvhyenp74448/xO27CwoKkJaWxmjyumPHDujo6OD7778XJwv379/HunXrEBYWhh07djA2F1EsSiAIYUlVVRWGDh0q9VxHR6fLmwzKgM/nIz09Hf7+/hKFkPbs2YPevXtj9erVjM3l7++PdevW4bPPPpPoZmprayuXEsmK6pGiKHZ2duByufj222+RkZEBNTU16OvrY+/evbC0tGRsnkuXLuHAgQMSKw0DBw6Et7e3VG8RolwogSCEJSNHjsSlS5fw8ccfSzxPSUnBqFGjWIpKNh0Nmj744APxs9GjR0NHRwdBQUGMJhCampqIiYlBWVkZSkpKwOFwYGJiIreKk4rqkaJItra2sLW1lescIpGoy9oWWlpaMm/DEHZRAkEIS1avXo2vvvoKN2/eRFtbG3766Sfcvn0bZ8+elSg5rExaWlq63D83MDBgZFVFKBRKPRs+fLjE7YiOd5g8d6HIHimKdOXKFRgYGEBbWxspKSlITEyEubk5Vq5cydh/P1NTU8TGxiIwMFDieWxsrLimBlFOdI2TEBZlZmYiOjpa4sbCihUrWNlXZ0JQUBDu37+PsLAwceMnoVCILVu2QF1dXeYmYcbGxi98jkLWOh2dKbpHyv/CRH+PhIQEbN26FYcPH4a2tjbmz5+PyZMn4/r163B2dsbatWsZifXatWv45JNPMHLkSEyYMAFAe8O10tJSHD58WKJsN1EulEAQ8orrWPrv168f26H8T56enjhz5gy0tLRgamqKHj16oKioCAKBAGPGjIGqqqr43aNHj770+MePH3/hBOLp5k2yGDt2LJKTk6XqQPz5559wcHDAv//9b8bmehHm5uZISkqSKYGwtbWFm5sbXF1dsWvXLly4cAGJiYnIysrCli1bGC17nZ+fj8OHD4s7mRoZGWHp0qXiw5tEOdEWBiGvuOPHj+PTTz9VigRCTU1N6gbE5MmTGRu/q0ZniqDIHikvgonf+yorK2FlZQUAuHjxIqZPnw6gfbuppqZG5vE7Gzt2rPj2Cnl9UAJByCtOmRYJQ0NDX+i9oKAgPHjw4KWTIm9vb2zevBmamprw9vZ+5nscDofR64GK6JHS0tKCxsZGaGtrS31OKBSisrJSvOLwzTffYODAgd37Yv5f//79UVVVBS6Xi6KiInHp9OLiYgwYMECmsTsTCoX4+eefUVBQgObmZqnvZx6Px9hcRLEogSCEKFx3V1UEAoH4kCTT1RKfp+MAYFxcHOLi4iQ+d/jwYfHHHA7npROI5uZmBAQEICUlBW1tbTA1NUVAQIDEAcPa2lrY2NiIz3WMHz++u1+KmL29Pby8vNCrVy8MGjQIkyZNwqlTpxAUFISFCxfKPH6H0NBQHDlyBEZGRtDS0mJsXMI+SiAIIQrX3VWVI0eOdPmxvBUXF8tt7D179uDy5csIDg4G0J6QuLi4YN++fZg2bZr4PaZXojw9PaGjo4PKykq4urpCRUUF1dXVWLRoEWMHKIH/Xu1la/uJyA8lEIQQpdXY2Ihbt27h8ePHEj9gORwO3n//fRYje3G//PILtm7dKj6DYGdnB09PT6xZswbfffcdxo0bBwCMd63kcrn49NNPJZ511TLcwcEBUVFR0NXV7dY8LS0tjJ6DIa8OSiAIIUrp119/haenp1TyADDTbl1RamtrJQ5nqqqqYteuXVi+fDlWrFiBH374ARoaGqzFV15ejidPnnT7358+fToyMjKwePFiBqMirwJKIAghSonP52PatGlYtWqVUu+tjxgxAufPn4ebm5v4WY8ePRAZGQknJycsW7YMYWFhLEb48joXQuvbty+2b9+OnJwcjBgxQqpA1bp16xQdHmEIJRCEEKVUUVGBqKgoRjtHssHd3R1eXl7Iy8vDmjVrYGBgAKC9NfqBAwfg5uaGpUuXshzly0lKSpL4s46ODgoLC1FYWCjxnMPhUAKhxCiBIIRldXV1+PPPPzF69Gg8efJEark6ODiY0Wt1r4vhw4ejqqpK6RMIOzs79OzZE/Hx8VLtyYcMGYJjx47Bz88P58+fZyfAbmCyCBV5dVElSkJY0tbWhsDAQHENgbS0NOzcuRNcLhc7duyAuro6yxHKT3dLMVdUVIg/zszMxNGjR+Hr6ws9PT2oqKhIvCuvplpsaWxshKampsLnZaJsdmxsLLS0tODg4AAAWLZsGWbPng1nZ2emwiQsoBUIQlgSExODixcvYteuXfD19QXQXn7Zz88PERERcmlJ/aro7qqKtbW1ROtuAPjiiy8k3hGJREp1iPJp9+7dQ1xcHG7cuAE1NTWMGjUKTk5O3b4FwbYDBw4gKioKAQEB4mempqbg8XhobW2VOPtBlAutQBDCEjs7O2zYsAEffPCBxG95GRkZCAwMVKol6w7V1dUIDw/HtWvX8OTJE6nbEefOnZNp/JycHIk/37t3D/X19eJy0nfu3IGamhp0dXWVskPmzZs34erqCjU1NZiamkIoFKKwsBCtra34/vvvoa+vr/CYZO27MWvWLGzcuFGqQVxqairCw8ORlpbGRJiEBbQCQQhL/vrrL4waNUrq+ciRI1FbW8tCRLILCAjA1atX8eGHH8plub1zUpCbm4uAgAA4OTmJrwj6+/vj4cOH+OabbxifWxF27twJc3NzREREoGfPngCAR48ewcPDA3w+H/v371d4TLL+jllTU9Nlv5B3331XodVECfMogSCEJUOHDkV+fj6GDh0q8fz8+fNKu39/9epV7Ny5EzNmzJD7XDt37oSDgwO8vLzEz1JTUxEYGIjt27cjNjZW7jEw7cqVK0hISBAnDwDQu3dvrF27VqroE1Nqamq6XC0aPHgwgPazObIc4tXX10d6ejqWLVsm8fzcuXNKfwD2TUcJBCEs+eyzzxAYGIj79+9DJBLh4sWLuHPnDo4ePQo/Pz+2w+sWFRUVqYRIXm7cuCE+dNqBw+Fg6dKljLbyVqTOiUNnXC4XbW1tjM6Vl5cHX19fiYOpgPQZEh0dHZnmWb58OTw9PfHHH3+I23cXFBQgLS0NQUFBMo1N2EUJBCEsWbBgAVpaWhAdHY3Hjx8jMDAQ/fv3h4eHBxYtWsR2eN3i4OCAmJgYbN26VepWBNP69OmD8vJyqdWau3fvPvMH8avO3Nwce/fuxa5du6CmpgagvdnWnj17MGHCBEbn4vF40NLSwu7du9GnTx9Gx+7Mzs4OXC4X3377LTIyMqCmpgZ9fX3s3bsXlpaWcpuXyB8doiREgUJDQ7Fq1Sr07dsXd+/eha6uLrhcLmprayESidC/f3+2Q5SJt7c3fvnlF2hoaOCdd94R/xDscPToUcbmCgkJQUZGBjZv3izuF1FQUIBt27Zh8uTJ4g6ayuTWrVtwdnaGuro6TE1NAQCFhYVobm7G0aNHuzxL0F1mZmY4evQoTExMGBuTvFloBYIQBUpISMCSJUvQt29fzJo1C5cuXYK2tja0tbXZDo0RKioqmDt3rkLm+uqrr1BeXo7ly5dLNJqytraGt7e3QmJg2siRI5GUlITt27ejqakJACAUCpGcnIxBgwYxOtfbb7+N1tZWRsd8litXrsDAwADa2tpISUlBYmIizM3NsXLlSqnS1kR50AoEIQo0e/Zs6OnpwczMDHv37sVnn32G3r17d/numjVrFBydcrp9+zZKSkqgqqoKAwMD6OnpsR1St+Xm5mL58uVwcnISJ0E2Njaor6/H4cOHGV0tSExMxPfff4+AgAAMHz5carWIqR/sCQkJ2Lp1Kw4fPgxtbW3Mnz8fkydPxvXr1+Hs7Mxo63CiWJRAEKJAmZmZ4PP5aGhowP379zFgwIAu/6LmcDhKWQcCaO/eGB8fj7KyMgQHByM7OxtGRkYYPXo026G98pycnGBiYgI/Pz/x94VIJEJgYCDKysoYvVliZWWFqqqqZx7OZKoQl62tLdzc3ODq6opdu3bhwoULSExMRFZWFrZs2UJlr5UYbWEQokAzZ87EzJkzAQDGxsZITExU+nMPnd28eROLFi3C0KFDcfv2bTQ3N4t/UBw6dAjvvfce2yG+0hR5s+TLL79kdLxnqayshJWVFQDg4sWLmD59OgDAwMAANTU1ComByAclEISwpLi4mO0QGMfj8eDo6Ah/f3+YmZkBAMLCwrBp0yaEh4cjPj6e5QhfbYq8WaKoq679+/dHVVUVuFwuioqKsGHDBgDt3//UJE65UQJBiAJZWlrixIkT6Nev3/+8wqaMWxj5+fnivh6dubu7Y8GCBSxEpFxsbW0RGBjY5c0Sa2trmcf39vbG5s2boamp+dyDphwOBzt27JB5PgCwt7eHl5cXevXqhUGDBmHSpEk4deoUgoKCsHDhQkbmIOygBIIQBVqwYIH4N8n58+dL3B54HQiFwi5P9tfX10NVVZWFiJSLvG+WCAQCCIVC8ceK4OnpCR0dHVRWVsLV1RUqKiqorq7GokWL6AClkqNDlIQQxqxfvx4cDgd8Ph8TJ05EcnIyNDQ0sHbtWgwYMAARERFsh6gUXqWbJTExMVi0aJFci00B7UXIoqKilLbr6JuIEghCFOinn356ofc4HA7mz58v52iYd+/ePbi5uaG+vh4NDQ3Q09ODQCCAtrY24uLixP0ViPKQtRvni+rckZYoB9rCIESBXrTHhbImELq6ukhOTsbJkydRVFQEoVAIQ0NDzJs3Ty7dOYn80e+Y5FkogSBEgV7HmxedLVu2DMohUoAAAAy6SURBVBs3bqTDcYS8AaiGKCGEMfn5+VBXV2c7DEKIAlACQQhhzPz587Fjxw4UFRXhn3/+gVAolPiHEPL6oC0MQghjzpw5g7t37+LcuXNdfp6p8siEEPZRAkEIYYyiyiOT18/rVhPlTUAJBCGEMYoqj0xeP3TbQ/lQAkEIkcnevXtf+F1qUf5qq66uxoABAyRWA1avXo233npL5rFramrw5MkTqUShozZIWloa9cZQMlRIihAik47uoh2qqqqgoqKCIUOGQFVVFRUVFWhra4OxsfELF9Ii8ldXV4ft27djyZIlMDQ0xIoVK5CVlYVhw4bh0KFDjBV0ysvLg6+vLyoqKiSei0QicDgcOhejxCiBIIQwJjY2FmfPngWfz4eOjg4A4OHDh/Dx8cHo0aOxfv16liMkHXx9fZGbm4uoqCiUlJTA19cXISEhOHnyJLhcLvbt28fIPE5OTmhtbcXnn3/eZTnsKVOmMDIPUTxKIAghjJk6dSpiYmJgbGws8bykpARubm74/fffWYqMPG3KlCnYv38/zMzM4OPjg7q6OkRFReHmzZtwcXHBlStXGJnHzMwMR48ehYmJCSPjkVcH1YEghDCmpaUF//zzj9Tzv//+m4VoyPM0NTVh0KBBAIDs7GxYWFgAANTU1NDW1sbYPG+//XaXHVqJ8qMEghDCGCsrK/j5+SE7Oxv19fWoq6vD+fPn4e/vj7lz57IdHunEwMAA58+fR0ZGBqqrqzFjxgwAwI8//oiRI0cyNs+qVasQEhKC4uJiPH78mIqLvUZoC4MQwpjGxkasW7cOly5dEp/kF4lEsLW1BY/Hg5qaGssRkg6ZmZlYs2YNWltbYW9vDz6fj5CQEMTHx2Pfvn1Sh2O7y8rKClVVVc9c1aBDlMqLEghCCOPKyspQUlICDocDExMTatH8Cnrw4AFEIhGqqqrEZ1by8vKgpaXF6ArEiRMnnvt5qh2ivCiBIITI5GWWoblc2jV9VVhZWSEyMhKmpqZsh0KUFBWSIoTIxMTE5IXLENNy9aujpaUFPXv2lMvY3t7e2Lx5MzQ1NeHt7f3M9zgcDnbs2CGXGIj8UQJBCJFJSEgI9TFQQm5ubli9ejWcnZ2hp6cnlUzIUp9BIBCIV6YEAoFMcZJXF21hEELIG+jpWh2dsVEhMiYmBosWLeqy2BR5NVECQQiRCS1XK6fKysrnfn7IkCEKiqSdubk5kpKS6MCtEqEtDEKITGi5Wjk9L0F49OiRAiNpR7/LKh9agSCEkDdQbW0t9u/fjxs3bogTQJFIhJaWFpSWluLatWsKjcfMzAzJycm0AqFEaAWCEMKoxsZG3Lp1C48fP5b4rZLD4eD9999nMTLSWUBAAHJycjBt2jScPn0a9vb2KC0txfXr1+Hh4cF2eEQJUAJBCGHMr7/+Ck9PT6nkAWDnYB55tsuXL4PH48HS0hJFRUVwd3eHkZER/P39cevWLbbDI0qAEghCCGP4fD6mTZuGVatWQUtLi+1wyHM8evQIRkZGAAB9fX0UFRXByMgIixcvxueff85ydEQZUAJBCGFMRUUFoqKiMGzYMLZDIf/DwIEDUVlZiUGDBkFPTw/FxcUAgJ49e6Kuro7l6IgyoLqyhBDGDB8+HFVVVWyHQV6AjY0NvL29cfXqVVhYWODEiRM4deoUdu/eDT09PbbDI0pAJSAgIIDtIAghyquiogL19fWor6+HpqYmdu/eLT5J39DQIP5cfX09+vbty3K0pMOkSZMgEAigoaGB2bNn486dOwgPD8e9e/cQHBws19sQ1dXV6N27t0QF0x49emDixIlQV1eX27yEWXSNkxAiE2NjY4nW3QCkSluLRCI6RKkEHj58iD59+kBFRYWxMevq6rB9+3YsWbIEhoaGWLFiBbKysjBs2DAcOnSIrm0qMUogCCEyycnJkfjzvXv3UF9fD0NDQwDAnTt3oKamBl1dXUyaNImNEMkzlJeXIz4+HmVlZQgODkZ2djaMjIwwevRoxubw9fVFbm4uoqKiUFJSAl9fX4SEhODkyZPgcrnYt28fY3MRxaIzEIQQmUyaNEn8j4qKCgICAnD37l3xs4MHDyI4OBiamppsh0o6uXnzJhwcHJCdnY3ffvsNzc3NyMrKgpOTE65cucLYPJmZmeDxeDAwMMD58+cxZcoU2Nvbw8PDQyr5JMqFEghCCGN27twJBwcHeHl5iZ+lpqZizpw52L59O4uRkafxeDw4OjoiJSUFqqqqAICwsDDY29sjPDycsXmampowaNAgAEB2djYsLCwAAGpqamhra2NsHqJ4lEAQQhhz48YNLF26FFzuf/9q4XA4WLp0KQoLC1mMjDwtPz8fLi4uUs/d3d3FVzqZ0LHykJGRgerqasyYMQMA8OOPP2LkyJGMzUMUj+pAEEIY06dPH5SXl0sdjLt79y569uzJUlSkK0KhEK2trVLP6+vrxSsSTFi7di3WrFmD1tZWzJ07F8OHD0dISAji4+Pp/IOSoxUIQghjbG1tERgYiKysLPHVzUuXLiEwMBDW1tZsh0c6mTp1KqKioiS2EWpra8Hn8zFlyhTG5hk7diwyMzNx4sQJ8Pl8AO3fJ4mJiZg5cyZj8xDFo1sYhBDGNDU1Yf369cjMzJS4ymltbY3Q0FBoaGiwGB3p7P79+3B1dUVDQwMaGhqgp6cHgUAAbW1txMXFYfDgwYzMY2VlhcjISJiamjIyHnl10BYGIYQxvXr1QnR0NG7fvo2SkhKoqqrCwMCAKhu+gi5fvoyTJ08iJSUFRUVFEAqFMDQ0xLx58xi9MdPS0kLbV68pWoEghJA30IQJE8DhcGBnZwdHR0eMHz9eLvNER0fj+PHjcHZ2hp6enlQyweR2CVEsSiAIIeQN1NzcjNTUVCQlJeHy5csYPnw4HB0d4eDggAEDBjA2j7Gx8TM/R9VJlRslEIQQ8oYTCARISUlBeno6iouLMX36dCxcuBCWlpZSZclfVmVl5XM/P2TIEJnGJ+yhBIIQQt5wzc3NSE9PR1paGi5cuABdXV08ePAA2tra4PP5cjsA+ejRI/Tu3VsuYxP5owSCEELeUDk5OUhMTERaWhqEQiFsbW0xf/58TJw4Ec3Nzdi0aRMKCwuRlpbW7Tlqa2uxf/9+3LhxA0KhEEB7c7WWlhaUlpbi2rVrTH05RMHoFgYhhLyBrKysIBAIMGbMGPj4+MDOzk7i9oW6ujpsbGxw4cIFmeYJCAhATk4Opk2bhtOnT8Pe3h6lpaW4fv06PDw8ZP0yCIsogSCEkDeQtbU1FixYgFGjRj3zHQsLC5w5c0ameS5fvgwejwdLS0sUFRXB3d0dRkZG8Pf3x61bt2Qam7CLKlESQsgbaOPGjc9NHoD20uT9+vWTaZ5Hjx7ByMgIAKCvry++dbF48WL8/vvvMo1N2EUJBCGEELkZOHCg+CaGnp6euFFXz549UVdXx2ZoREaUQBBCCJEbGxsbeHt74+rVq7CwsMCJEydw6tQp7N69myqUKjk6A0EIIURuvvrqK7S2tkIgEODDDz+EjY0NPD090adPH0RGRrIdHpEBXeMkhBCiUA8fPkSfPn2goqLCdihEBrSFQQghRK7Ky8sRGhqK5cuXo6qqCufPn0dJSQnbYREZUQJBCCFEbm7evAkHBwdkZ2fjt99+Q3NzM7KysuDk5IQrV66wHR6RASUQhBBC5IbH48HR0REpKSlQVVUFAISFhcHe3h7h4eEsR0dkQQkEIYQQucnPz4eLi4vUc3d3d/GVTqKcKIEghBAiN0KhEK2trVLP6+vrxSsSRDlRAkEIIURupk6diqioKLS1tYmf1dbWgs/nY8qUKSxGRmRF1zgJIYTIzf379+Hq6oqGhgY0NDRAT08PAoEA2traiIuLw+DBg9kOkXQTFZIihBAiN5cvX8bJkyeRkpKCoqIiCIVCGBoaYt68eRLdP4nyoRUIQgghcjNhwgRwOBzY2dnB0dER48ePZzskwhBKIAghhMhNc3MzUlNTkZSUhMuXL2P48OFwdHSEg4MDBgwYwHZ4RAaUQBBCCFEIgUCAlJQUpKeno7i4GNOnT8fChQthaWkJDofDdnjkJdEtDEIIIQqhra2NwYMHQ1dXF1wuF6WlpfDx8cGcOXNQWFjIdnjkJdEKBCGEELnKyclBYmIi0tLSIBQKYWtri/nz52PixIlobm7Gpk2bUFhYiLS0NLZDJS+BbmEQQgiRGysrKwgEAowZMwY+Pj6ws7OTuH2hrq4OGxsbXLhwgcUoSXfQCgQhhBC5CQ0NxYIFCzBq1KhnvtPQ0IDW1lb069dPgZERWVECQQghhJCXRocoCSGEEPLSKIEghBBCyEujBIIQQgghL40SCEIIIYS8tP8DGD/TijyHiGYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This and the correlation above might be moved to lecture 4\n", "sns.heatmap(world_data_2014.drop(columns='year').corr())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The heatmap can be made more informative by changing to a diverging colormap which is generally recommended when there is a natural middle points (such as 0 in our case). Optionally the heatmap can be annotated with the correlation coefficients." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This and the correlaition above might be moved to lecture 4\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "sns.heatmap(world_data_2014.drop(columns='year').corr(), annot=True, ax=ax, cmap='coolwarm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are more formal ways of interrogating the effect between different variables, such as regression which are outside the scope of this lecture. However, the pairwise scatter plot and correlation coefficient matrix and quick ways to get an informative overview of how the data frame columns relate to each other.\n", "\n", "Let's zoom in on the relationship between income and life expectancy which appears to be quite strong." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make this a challenge where they learn how to find things on stackoverflow\n", "ax = sns.scatterplot(x='income', y='life_expectancy', data=world_data_2014)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This relationship appears to be log linear and can be visualized with the x-axis set to log-scale." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> #### Challenge\n", ">\n", "> 1. Find out how to change the x-axis to be log-scaled. Search online for how to change the scale of a matplotlib axes object. Remember that seaborn plots return matplotlib axes objects, so all matplotlib function to modify the axes will work on this plot. Good sites to use are the documentation pages for the respecitve package, and stackoverflow. However, it is often the fastest to type in a well chosen query in your favorite search engine.\n", "> 2. In the logged plot, color the dots according to the region of the observation." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Challenge solutions\n", "# 1.\n", "ax = sns.scatterplot(x='income', y='life_expectancy', data=world_data_2014)\n", "ax.set_xscale('log')" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Challenge solutions\n", "# 2.\n", "ax = sns.scatterplot(x='income', y='life_expectancy', data=world_data_2014, hue='region')\n", "ax.set_xscale('log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another interesting realtionship we could see from the `pairplot` was how child mortality is related to how many children are born per woman. A common misconception is that saving poor children will lead to overpopulation. However, using the same approach for the CO2 data we can section out years of the data and look at how this relationship has changed over time." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "world_data_1920_2018 = world_data.loc[world_data['year'].isin([1920, 1940, 1960, 1980, 2000, 2018])]\n", " \n", "sns.relplot(x='children_per_woman', y='child_mortality', col='year', hue='income_group',\n", " data=world_data_1920_2018, col_wrap=3, height=3.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now it is clearer to see what is going on. Reducing child mortality is correlated with smaller family sizes. As more children survive, parents can feel more secure with a smaller family size. Ending poverty is also related to these variables, since most high income countries are found in the ower left corner of the plots (remember that the income gruop is classified based on 2018 year's income).\n", "\n", "It is important to note that from a plot like this, it is not possible to tell causation, just correlation. However, in the [gapminder video library](https://www.gapminder.org/videos/) there are a few videos on this topic, including [this](https://www.gapminder.org/answers/will-saving-poor-children-lead-to-overpopulation/) and [this](https://www.gapminder.org/videos/population-growth-explained-with-ikea-boxes/) discussing how reducing poverty can help slow down population growth through decreased family sizes. Current estimations suggests that the word population will stabilize around 11 billion ppl and the children per woman will be close to 2 worldwide in year 2100." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring a single quantitative variable across multiple levels of a categorical variable\n", "\n", "When exploring a single quantitative variable, we can choose between plotting every data point (e.g. categorical scatterplots such as swarm plots and strip plots), an approximation of the distribution (e.g. histograms and violinplots), or several distribution statistics including measures of central tendency (e.g. boxplots and barplots).\n", "\n", "A good place to start is to visualize the variable's distribution with `distplot()`." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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E+dPnABt6jWeRSASBQIDc3FzjMaVSiWvXriExMbFb+4SEBDQ0NKC8vNx4rGsQOz4+HitWrMCJEydw+PBh47/IyEikpqbi8OHD8PHxGYx+EWKV5K0aHD5zA9NjRiE4wI3tcoaFv7cT7GxtUCGhcQq29HpGwePxsGLFCmRnZ8PLywsBAQHYtm0bhEIh5syZA71eD5lMBmdnZ/D5fERHRyM2NhYZGRl48803odFokJmZifnz5xsHxN3cTH/B+Xw+HB0dERhoeRutEDKcDv6rFDqdAcsfFLFdyrDh2thgtI8zKiUKMAxj1WMy5qpPF/zS09OxePFiZGZmYunSpWAYBjt37gSPx0NdXR2mTp2KY8eOAQA4HA5ycnIwevRopKWlYf369UhJScHmzZuHsh+EWL2aBiW+vViB+5MC4e8l6P0JVmS0UAClqgMtSpomy4ZezygAgMvlYsOGDT0usxEQEICSkhKTY56enti+fXufi/jkk0/63JaQkWrXNwWws+Vi2dwwtksZdgFCZwBAtbQVbs72LFcz8tAUAkIsQF6xFD9dq8eS+0Ph7sxnu5xh5+rEg7OjHW7V0653bKCgIMTM6fQG7PzmKvy8nPDItHFsl8MKDoeD0UJnVDe00mZGLKCgIMTMHf3xJm7VK7HmkQiL3uL0XgX4CKDtMEAqo9VkhxsFBSFmrLFZjX3fFiFO5IPECOtdqqMvAny6xino8tNwo6AgxIx9ePgq9AbguUVRI35aqIO9LbzcHHCrnlaTHW4UFISYqdxCCS5crcOS+0Ph6+nEdjlmYbSPAJImFTp0erZLGVEoKAgxQ23qDvztH79gjK8zFs7ovlTOSBXg4wwDw6CusecdM8nQ6NN9FISQodOq0kKt0Zkc232kEDJFO55dGAVZi2bAr93eYV1/eft6OYLDAWoa2jDGl9Z9Gi4UFISwTK3RIa/k14U0b9a24Mf8WsSJfNCsbDd5rL/CAq1rUzCeLRc+7o6obaQB7eFEl54IMSPqdh1+uFwNT1c+EsKFvT9hBPL3coJUpkaHzsB2KSMGBQUhZoJhGJzMrYK2Q4/7EsaAa0Nvz574ewtgYBhImmicYrjQbyIhZiKvRIqq+lZMjfaHl5sD2+WYLX8vJ3AA1NKA9rChoCDEDNQ2KHGpQILxo90QMc6T7XLMGs+OC293B9Q20DjFcKGgIIRlDc1qHL9QAVeBPWbEBoz4G+v6wt9LgHqZCjo9jVMMBwoKQljUpu7A9gM/g2GAh6aMBc9u5K7l1B/+3k7QGxjU07pPw4KCghCW6PQGvPWJGPUyFeYmB9I+C/3QtXETXX4aHnQfBSEs0BsYvPNZHvJKpHhy3gQ4O/LYLsmi2PO48HTl0x3aw4TOKAgZZgYDg5yDV3D2Sg1WPRyO1EkBbJdkkfy8nCCRqWh/imFAQUHIMNLrDcg5dAUnf6rCE/eHYtHM8WyXZLH8PJ3QoTOg6R6WOCF9Q0FByDDp0Onxf5+I8a/cKjxxXyiWzxWxXZJF61pRly4/DT0KCkKGQatKi80fXcSFq3V4an4kVjw4gabB3iNnRzs4OdjRHdrDgAazCRlit+pbsWXXJTQ0q/HC0ljMih/NdklWgcPhwM/Tkc4ohgEFBSFD6NwvNfjrwSvg2XHxv/89BRPGerBdklXx9XRCWXULWlVamjk2hCgoCBkC7R167Py6AN9eqEDYGHe8/GQCvN1p/abB5ufVOU4haWqjoBhCFBSEDLLSKjmy9+ehWqrEYzNDsOLBCbDl0nDgUPBydYAt1wZ1jW0YP9q69t4wJxQUhPRRTzvR3a5Dp8eRczdx/HwFXAU8vLA0FpHjPHvdoc7adqEbTjY2HAg9HFHXREt5DCUKCkL66Lc70d2uSqLAv3+ugaJNC1GgO6ZGj4K2Q9+n3emsbRe64ebn5YTLRfXQ6vTg2dJaWUOBgoKQe9Cm7sC5X2pQVt0CN4E95k8fhwAfZ7bLGlGEHo5gADTI1BjlI2C7HKtEQUHIABgMDK7eaMSlQgkMBgZJEb6YFOoNLo1FDDtfD0cAQL1MRUExRPr0W20wGLB9+3ZMmzYN0dHRWL16NSorK+/YXi6XIyMjA4mJiUhISMCmTZvQ1vbrXOeOjg5s27YNqampiIqKwqJFi3Dq1Kl77w0hw6BepsKh76/j3C+18PN0wpI5YYifIKSQYAnf3hauAh4kMrqfYqj06Td7x44d2L9/P7KysnDgwAFwuVysWbMG7e3tPbZPT09HVVUV9uzZg5ycHJw/fx6ZmZnGx//85z/jq6++wpYtW3D06FHcf//9WLduHX755ZfB6RUhQ0Cl6cC/86rxxffXodJ0YG5yIB6eOhZuAloenG1CDyfUy1RgaIHAIdFrUGi1WuzevRvr1q1DamoqRCIRsrOz0djYiOPHj3drn5eXh9zcXGzduhURERFISkpCVlYWjh49itraWmO7TZs2Yfr06Rg9ejT++7//GwKBABcvXhzc3hEyCBiGwZmfq/HaB+dRWN6EqBAvLJ8rQkiAGy3DYSaEHo5QaXRQqjvYLsUq9TpGUVRUBJVKheTkZOMxgUCA8PBwiMViLFiwwKS9WCyGp6cnQkJCjMfi4uLA4XAgFovx6KOPYtOmTcbH1Go1Dhw40O17EGIOGuRq/O3LX/DTtXoE+bnggeRAeLs7sl0W+Q3hbeMUdOPd4Os1KOrr6wEAQqHQ5LiPjw/q6uq6tZdKpfD19TU5xuPx4O7uDolEYnL8iy++wOuvvw6GYbB+/XpER0f3WINCoYBCoTA59tvXImQwGQwMjl+owN6j12BgGKx5NBLJEb64cr2B7dJID7zc+ODacFDfpEJIgBvb5VidXoNCrVYD6Pywvx2Px4NWq+2x/W/bdrX/7ZhGSkoKDh8+jHPnziE7Oxvu7u5Yvnx5t+fu3bsXOTk5vZVKyKCobVTivc9/xrWbMsSM98b/LI6Gr6cTpLQ/s9ni2tjA280B9TSgPSR6DQo+nw+gc6zi9gDQarVwdOx+Cs7n83sMkJ7a+/v7w9/fHyKRCFVVVdi5c2ePQZGWloaFCxeaHJNIJD22JWSgGIbB9+Jb+PtX+bCxscHzT0zC7ITRNA5hIYQejigob4LewIBrQ/9ng6nXoPDz8wPQeUlJIPh1jrJUKjUZh+ji6+sLqdT0blStVgu5XA5fX1+0t7fj9OnTiImJMbmcFRYWhi+++KLHGlxcXODi4tK3HhEyAEp1B/72xS84c6UGkcGe+MPSOFrEz8IIPR3xS1kjmlrU8KFxpEHV66wnkUgEgUCA3Nxc4zGlUolr164hMTGxW/uEhAQ0NDSgvLzceEwsFgMA4uPjweVy8eqrr+If//iHyfN++eUXBAcHD7gjhAxU0U0Znt/2A87l12LFgyJkPTeFQsICCT06V5Ktp0uEg67XMwoej4cVK1YgOzsbXl5eCAgIwLZt2yAUCjFnzhzo9XrIZDI4OzuDz+cjOjoasbGxyMjIwJtvvgmNRoPMzEzMnz/feAaxatUqfPTRRwgKCkJ4eDhOnDiBI0eOYPv27UPeYWLdelu473YMw+DkT1U4ePI6PFz5eOXJeASPckNTs7rH9rR4n3lzdrSDg70t6ptUmEh/cw6qPi3hkZ6eDr1ej8zMTKjVasTFxWHnzp3g8Xiorq7G7NmzsXXrVixatAgcDgc5OTl48803kZaWBh6Ph7lz52Ljxo3G11u7di34fD6ys7NRV1eH4OBgbN++Hffff/+QdZSMDHdbuO92Or0Bp/OqUVIpx1h/F9yXMAYtSu1dn0uL95k3DqdzJVk6oxh8fQoKLpeLDRs2YMOGDd0eCwgIQElJickxT0/Pu54dcLlcPP3003j66af7WS4h907TrsPR8zchaVIhIVyIhAlCGrC2EkIPR1TUKaDR6sDn0VJ2g4V+kmREUbRp8c9z5VC0aTE3OZDm3FsZX89fb7wL9KUJMIOFVjEjI4a8VYMvf7gOlUaHR6eNo5CwQl2znejy0+CiMwoyIsgVGhw+cwMMAyycEQxPV5rVZI14dlx4uPBRTzveDSo6oyBWr7m13RgSC1IpJKyd0MMR9XJaSXYwUVAQq9am7sA3Z8uNIeHhwme7JDLEhB6OaNfq0aLsvkIEGRgKCmK1tB16/PPHcqjbdXh4ylgKiRHi1wFtWvdpsFBQEKtkYBicuFgJWYsGD0wOhI8HLekwUri78GFna0MD2oOIgoJYpUsFElTVt2L6pACaJjnC2HA48HF3gISCYtBQUBCrc6OmGXklUoSP9UDEOE+2yyEsEHo4oqlZDZ3ewHYpVoGCglgVqVyFUz/dgo+7I6bHjGK7HMISoYcTDAzQeId1u0j/UFAQq6HXG/DR1wWw4XDwwORAcLn06z1S3b41Krl39E4iVuPQ99dRXtOC1NhRtG/yCOfkYAeBgx0FxSChoCBW4fotOfZ/V4KkCF+MH02rvBLQSrKDiIKCWDy93oDtB67ATWCP5XNFbJdDzISPhyMUbVqo2/u2Pwm5MwoKYvGOnCtHRZ0Czy6cCCcHO7bLIWaCxikGDy0KSFjRn53o7kam0ODT48WIDvFC8ChX2oWOGHm7O4CDzqAI8qN7ae4FBQVhRV93ouvN8fMV0BsMiBrvjZ9LG2gXOmLEs+XCw5VPS3kMArr0RCxWjVSJ8toWxImEcHGiWU6kO6GHI6QyNa0ke48oKIhFYhgGP16thcDBDjGh3myXQ8yU0MMR7R16NCvb2S7FolFQEIt0/VYzGuRqJEf6wpZurCN30DWgLaUB7XtC7zBicXR6Ay4U1MHLzQGhY2hMgtwZrSQ7OCgoiMUpLG+CUtWBlIl+4HA4bJdDzFjXSrIUFPeGgoJYFJ3egLwSKUZ5CzBa6Mx2OcQCCD0c0disQYeOpk4PFAUFsSiF5U1QaXRICBeyXQqxEJ0ryTKolLSyXYrFoqAgFuP2s4lR3gK2yyEWomtA+2ZtC8uVWC4KCmIx6GyCDISTgx2cHOxws1bBdikWi4KCWAS9gcGV0gb4eznR2QTpN6GHI8pr6IxioCgoiEUouyWHUt2B2DAftkshFkjo4YiGZjVa6Ma7AaGgIGaPYRj8XNoADxc+xvjSTCfSf13jFKVVcpYrsUx9CgqDwYDt27dj2rRpiI6OxurVq1FZWXnH9nK5HBkZGUhMTERCQgI2bdqEtjbThbn27duHefPmISYmBnPnzsVHH30EvZ6mr5Huqupb0dSiwaRQb7pvggyIt7sDOByghIJiQPoUFDt27MD+/fuRlZWFAwcOgMvlYs2aNWhv7/k0Lj09HVVVVdizZw9ycnJw/vx5ZGZmGh//5JNP8Pbbb+Ppp5/GN998g+effx4ffvgh3n///cHpFbEqP5c0wMnBDuPHuLFdCrFQPFsuRnkLcL2qme1SLFKvQaHVarF7926sW7cOqampEIlEyM7ORmNjI44fP96tfV5eHnJzc7F161ZEREQgKSkJWVlZOHr0KGprawF0nk0sXboUCxcuxJgxYzBv3jz87ne/w8GDBwe/h8SiNTarUdOgRFSIF7g2dKWUDNxYf1eUVslpJdkB6PWdV1RUBJVKheTkZOMxgUCA8PBwiMXibu3FYjE8PT0REhJiPBYXFwcOh2Nsv3nzZixbtszkeRwOBwoFTV8jpvLLGmHLtUH4WA+2SyEWbpy/C5TqDtQ20v4U/dXrxkX19fUAAKHQdO66j48P6urqurWXSqXw9fU1Ocbj8eDu7g6JRAIAJqEDAAqFAvv370dqamqPNSgUim4h0vVaxHpp2nUorZIjLNAdfB7tsUXuzbhRrgCAkko5TbHup17ffWq1GkDnh/3teDwetFptj+1/27arfU9jGkqlEs899xy0Wi1eeumlHmvYu3cvcnJyeiuVWJlrFTLoDQyiQrzYLoVYAX8vARzsuSitkmNW/Gi2y7EovQYFn88H0DlWcXsAaLVaODo69ti+pwDpqb1EIsFzzz2Huro67Nq1CwEBAT3WkJaWhoULF3Z77vLly3srn1goA8Og4EYjRnk7wdPVge1yiBWwseEgJMCdpsgOQK9B4efnB6DzkpJA8OvpmlQqNRmH6OLr6wup1HQvZK1WC7lcbnJJqqioCM888wzs7Ozw2WefITg4+I41uLi4wMWFNkcfSSpqFWhVdWBq9ChvxBxIAAAgAElEQVS2SyFWJHSMG74+cwPaDj14dly2y7EYvQ5mi0QiCAQC5ObmGo8plUpcu3YNiYmJ3donJCSgoaEB5eXlxmNdg9jx8fEAgLKyMqSlpcHT0xMHDhy4a0iQkamgvBECBzsE+dEfCGTwhI5xh07PoJwWCOyXXoOCx+NhxYoVyM7OxsmTJ1FcXIwXXngBQqEQc+bMgV6vR0NDAzQaDQAgOjoasbGxyMjIQH5+PnJzc5GZmYn58+dDKBSCYRhkZGSAx+Nh27ZtAICGhgbjP0JalO24Va9E+FhP2NjQDXZk8IQFdu6IWFpJl5/6o09TSdLT06HX65GZmQm1Wo24uDjs3LkTPB4P1dXVmD17NrZu3YpFixaBw+EgJycHb775JtLS0sDj8TB37lxs3LgRAFBSUoLi4mIAwLx587p9r8LCQtja0gyXkezazSZwOKApsWTQebo6wNOVT3do91OfPpG5XC42bNiADRs2dHssICAAJSUlJsc8PT2xffv2Hl9LJBJ1a09IF73BgKIKOYL8XODkYMd2OcQKhY6hAe3+oltdiVkpr2mBul2HiHGebJdCrJQo0B2SJhXkrRq2S7EYFBTErBSWy+DsyMMY2g+bDBFRUOclzeIKOqvoKwoKYjZalO2oaVAifKwHrRJLhkxIgBtsuTYoqpCxXYrFoKAgZqOoQgYOfv2Lj5ChwLPjYvxoNxTdbGK7FItBQUHMgoFhUFwhwxhfZwhoEJsMsQlBHiirboG2g/bA6QsKCmIWqiStaNPoMIGmxJJhMGGsB3R6A67fov0p+oKCgpiFogoZHOxt6U5sMixEgV0D2jRO0RcUFIR16nYdKmpbEDrGnTYnIsPCzdke/l5ONKDdR/SuJKwrqZTDwHReNyZkuEwY64GiChnteNcHFBSEVQzD4FpFE4QejvB05bNdDhlBJgR5QtGmRU2Dku1SzB4FBWFVvUwFuaKdzibIsOtaS+zaTbr81BsKCsKqogoZbLk2GD/aje1SyAgT4COAixMPheV0P0VvKCgIazp0ely/1YyQAFfaRIYMOw6Hg8hgTxTcaGS7FLNHQUFYc6O6BR06A112IqyJHOcFqVwNqUzFdilmjYKCsOZahQyuAh78vJzYLoWMUJHBnasUF5TTWcXdUFAQVkia2lDX2IYJQbQAIGFPoK8LnB3tUHCDxinuhoKCsOLH/FpwOL/eIUsIG2xsOAgf60lB0QsKCjLs9HoDfsyvRaAv7WJH2BcZ7IW6pjY0NqvZLsVsUVCQYXe5RIoWpZYGsYlZMI5T0OynO6KgIMPuX5cq4eLEQyAtAEjMwFh/VzjxbVFA91PcEQUFGVbyVg1+ulaPyRP9wLWhQWzCPq4NB+HjPJFfRmcUd0JBQYbVydwq6A0MpseMYrsUQoxixnujrrEN9XQ/RY8oKMiwMRgYfHepEpHBnvD1pHsniPmICfUGAFwpbWC5EvNEQUGGzS/XGyBpUuGB5CC2SyHExGihMzxc+LhSKmW7FLNEQUGGzbcXK+DsyENKlB/bpRBigsPhICbUG79cb4TBQPtT/BYFBRkWcoUGlwokmJ0wGna2tAAgMT8xod5oVWlRXtPCdilmh4KCDIuTP3UOYs9NDmS7FEJ6FDP+P+MU12mc4rcoKMiQ6xrEnhjshQAfZ7bLIaRH7i58BPm50DhFD/oUFAaDAdu3b8e0adMQHR2N1atXo7Ky8o7t5XI5MjIykJiYiISEBGzatAltbW09tr18+TImTJgAnU43sB4Qs9c1iE1nE8TcxYR649pNGTRa+jy6XZ+CYseOHdi/fz+ysrJw4MABcLlcrFmzBu3t7T22T09PR1VVFfbs2YOcnBycP38emZmZ3dpdvnwZa9euhcFguLdeELNGg9jEUkwK9UGHzkCLBP5Gr0Gh1Wqxe/durFu3DqmpqRCJRMjOzkZjYyOOHz/erX1eXh5yc3OxdetWREREICkpCVlZWTh69Chqa2sBADqdDlu3bkVaWhpGjaIbr6wZDWITSxIZ7Ak+j4vcQgnbpZiVXoOiqKgIKpUKycnJxmMCgQDh4eEQi8Xd2ovFYnh6eiIkJMR4LC4uDhwOx9hepVLhl19+wa5du7BixYrB6AcxU12D2A9MDmK7FEJ6xbPjYlKYD366JgHD0DTZLra9NaivrwcACIVCk+M+Pj6oq6vr1l4qlcLX19fkGI/Hg7u7OySSzpR2cXHB559/DgD48ssvey1SoVBAoVCYHOt6LWK+9AYGJy52DmKP8hawXQ4hfZIYLsSFq3W4WavAuFGubJdjFnoNCrW6c412Ho9ncpzH40Gr1fbY/rdtu9rfaUyjN3v37kVOTs6AnkvYk1soQb1MhVWPRLBdCiF9FjdBCA4HyL0moaD4j16Dgs/nA+gcq7g9ALRaLRwdHXts31OA3Kl9X6SlpWHhwoUmxyQSCZYvXz6g1yPD48jZcni7OyA5wrf3xoSYCXdnPkJHu+OnaxIsuT+M7XLMQq9B4efXOVNFKpVCIPj18oFUKjUZh+ji6+sLqdR0HrJWq4VcLu92SaqvXFxc4OJCexdYkvKaFly90YhVD0eAy6XbdYhlSYgQ4tPjxZArNHB34bNdDut6fQeLRCIIBALk5uYajymVSly7dg2JiYnd2ickJKChoQHl5eXGY12D2PHx8YNRM7EAR86Ww57HxZykMWyXQki/JYZ3/lH7U1E9y5WYh16DgsfjYcWKFcjOzsbJkydRXFyMF154AUKhEHPmzIFer0dDQwM0Gg0AIDo6GrGxscjIyEB+fj5yc3ORmZmJ+fPndxsQJ9apubUdp/OqMTt+NASO3cerCDF3QX4u8HF3wIWr3SfsjER9uiaQnp6OxYsXIzMzE0uXLgXDMNi5cyd4PB7q6uowdepUHDt2DEDnKow5OTkYPXo00tLSsH79eqSkpGDz5s1D2Q9iRo6cK4feYMAj08axXQohA8LhcDA1ehR+LpGiVdV9zHWk6XWMAgC4XC42bNiADRs2dHssICAAJSUlJsc8PT2xffv2PhWwaNEiLFq0qE9tiflTaTpw9Fw5kiP9aF0nYtGmxYzCl6fLcD6/bsQvP0OjjGRQHT9fgTaNDotnj2e7FELuSXCAK/w8nXDuSg3bpbCOgoIMGm2HHl+fuYGY8d4YP9qd7XIIuSccDgdTY/yRX9aA5taB3QNmLSgoyKA59VMV5K3teJzOJoiVmD4pAAYGOH+1lu1SWEVBQQaFtkOPg6euI2yMO6JCvNguh5BBEejrjNFCAc78PLIvP1FQkEFx/EIFGpvVWPngBHA4HLbLIWRQcDgcTJ8UgMLyJkiaet5TZySgoCD3TKXpwKFTpYge74XoUG+2yyFkUM2OHwMbDvCv3Cq2S2ENBQW5Z9+cLUeLUouVD05guxRCBp23uwNiRUKczK2CXj8yN1mjoCD3pLm1HV+dLkNypC/CAj3YLoeQITEnKRAyhQbiEbqkBwUFuSd7j16DtkOPJ+eFs10KIUMmIVwId2d7nLhUyXYprKCgIANWXCHDyZ+qMH96MEYL6S5sYr1suTa4L3EMLhfVo7FZzXY5w46CggyI3sDgb1/mw9OVjydozX4yAsxJCgQD4OiPN9kuZdhRUJABOfpjOcprWrDmkUg42PdpyTBCLJqvpxNSovxx7PxNtKk72C5nWFFQkH67Vd+Kvf+8hjiRD6bG+LNdDiHD5vGZ46HS6PDthQq2SxlWFBSkXzp0Bmz77DLsebZIf2IS3VxHRpSQ0W6ICfXG12duQNuhZ7ucYUNBQfrl83+V4EZ1C9YtjoYHbRFJRqDHZ42HvLUdP1y+xXYpw4aCgvTZhau1OHiyFPcljEFKFF1yIiNTVIgXxo92w8GTpSPmrIKCgvTJjepmbPssD2Fj3PHcY1Fsl0MIazgcDn73cDikcjW+PnOD7XKGBQUF6VVjsxpZuy/B2ZGH11Ylwt6Oy3ZJhLAqKsQbSRG+OHTqOuStGrbLGXIUFOSu6mUqvLLjHFTtOmxanQR3GpcgBACw6pEIaDv0+OxESe+NLRwFBbmj2kYlXtlxDkp1B7Y8m4Jxo1zZLokQszHKW4CHpozFdxcrUFolZ7ucIUVBQXqUe02CjHfPoF2rx//+9xSEjqGtTQn5raVzRfBw4eOdzy5Do9WxXc6QoaAgJto79Pj4n4XYsusSfDwcse356XQmQcgdCBzs8PulsahpaMPef15ju5whQ2svWIFWlRZqzb39NcMwDC4XS3HwVCmaWjRInTQKqx6JgKerwyBVSYh1ih7vjUenj8M3Z8oRHy5EnEjIdkmDjoLCCqg1OuSVSAf03A6dHqVVzbh6oxFNLRp4uvKxYHowRvkIoNczg1wpIdbpyXnhyL/eiLc+EeOtddMQ6OfCdkmDii49jTB6A4OGZjUKbjTi6I83sftIIU7nVYPDAWbFj8Z/3ReKUT4CtsskxKLY23GxaU0S+Dwu3tx1ETKFdU2ZpTMKK6I3MFC366DWdECl0UHdroOqXQeVpgOtbR1oaWtHc2s79IbOMwUXJx4mjPXE+AA3+Ho60rpNhNwDH3dHbFqTjFd3nMPmjy7gj8+kwM3Znu2yBgUFhQXR6w2obWxDlaQV9bI2NMjVaGhWo7axDQ1yFTTanpcTsOVy4OzIg6vAHqN9nOHt7gAfd0e4CngUDoQMopAAN7yalog/fZyLl3LO4o/PTIavpxPbZd0zCgozpe3Qo6y6GcUVctysbUFFnQLVUiV0t23u7uRgB283B3g428PFiQcnvi0c+HZwtLeFg70tHPm2cODbgmdLd1ITMlxiRT7403Mp+OOui3hx+1m8/GQ8IoO92C7rnlBQmInGZjWKK2UoqpChpEKOGzXN0P1nMNnLzQFBfi6IE/kg0M8FY4TO8PNygiPfDgAglakGPJh9Nzq9AVKZatBfF+ichkuItRIFeeD/1k3Dlt2XsPFvP2JBaghWPiiCnYX+0danoDAYDMjJycGhQ4egUCgQFxeHN954A4GBgT22l8vlyMrKwtmzZ8EwDB544AG88sorcHL69RTs+PHj+Otf/4pbt24hKCgIL774IqZPnz44vTJzOr0BN2tbUFQhQ3GFHEUVMuM+vDxbG4wf447504MxIcgDYYEerF3nbO/QI7+scUheOyyQbuAj1m200Bnv/WEG9hwpxFeny3Dxah2WPSDC9JhRsLGxrEu+fQqKHTt2YP/+/fjzn/8MoVCIbdu2Yc2aNTh69Cjs7bt/iKWnp0Oj0WDPnj1QKpXYuHEjMjMzsW3bNgDAhQsX8OKLL+Lll19GSkoKvvrqK6xduxZffvklQkNDB7eHLGMYBk0tGpTXtBjPGEqrmo3LE3u5OUAU6I4JM4IhCvTAWH9X2NnSZDRCrIGDvS3WPh6N5Il+2HOkENv2XcbBk6WYlxKEGbEBEDjy2C6xT3oNCq1Wi927d2PDhg1ITU0FAGRnZ2Pq1Kk4fvw4FixYYNI+Ly8Pubm5OHr0KEJCQgAAWVlZWLVqFTIyMuDv74+PPvoIs2fPxsqVKwEAGzZsQF5eHj7++GP87//+72D3cVgwDAOZQoO6xjbUNbahUtKKm7UtuFnbglZV5/66XBsOxo1yxQPJgRAFeUAU6AFvd7qhjRBrFxvmg5jx3jj3Sw2+PF2Gv391FbuPFCJ6vDfiRD6IHu8Nf28BuGZ6ptFrUBQVFUGlUiE5Odl4TCAQIDw8HGKxuFtQiMVieHp6GkMCAOLi4sDhcCAWi/Hwww/j559/xosvvmjyvMTERBw7duxe+zMoGIaBVmeApr1ziqlGq4dao4Naq0ObqgNypQbNrZ1TTeWt7ZDKVZA0qUw2MeHZ2iDQzwWTJ/pjrL8Lxvq7IjjAFXweDQsRMhLZ2HAwfVIApk8KQHlNC079VIWfiuohLqoHADjYcxHk5wpfT0d4uzvCy80B3m4O8HTlw5FvBz6PCwd7W9jZ2gz7bMVeP7Xq6zs7IRSa3pbu4+ODurq6bu2lUil8fX1NjvF4PLi7u0MikUChUEClUnVrc6fXAwCFQgGFQmFyrKamBgAgkUh660I3H351FcUVMhjAgGEAA9MZDmAYGBigQ28AY7j7XckcGw5cHHlwEfDg6cLHuDBH+Pxn2qm3hwO8XB1+cx1SjUaput+19kVTiwZNDYM/liCxV6OpoWXQX3coX5tqHp7XtsSa61x00KrMY5l8HoAH493xYLw7pHIVrlc1o1KiQFV9I36q1qBZ2X7HzyAbGw4SJvji6QWR/f6+XZ+Xen3/JpP0GhRq9X8GWXmm19J4PB60Wm2P7X/btqt9e3s7NBrNXV+PYZhuabl3717k5OT0WN/y5ct76wIhhFiVGyeBz/868Oc3NDTccTJST3oNCj6/M4G1Wq3Jh7tWq4Wjo2OP7XsKkK72XYPfv23T9XhPp1RpaWlYuHBht/ZdM6a4XMucctZXEokEy5cvx759+7qdiVkr6vPI6DMwMvvNVp/1ej0aGhoQGdm/s5Feg8LPzw9A5yUlgeDXNYCkUqnJOEQXX19fSKWmc/q1Wi3kcjl8fX3h5uYGR0fHbm2kUmm3y1tdXFxc4OLSfZGtcePG9Va+VfH19UVAQADbZQwr6vPIMRL7zUaf+3Mm0aXXeZgikQgCgQC5ubnGY0qlEteuXUNiYmK39gkJCWhoaEB5ebnxmFgsBgDEx8eDw+EgNjbW5PUA4NKlSz2+HiGEEHb1ekbB4/GwYsUKZGdnw8vLCwEBAdi2bRuEQiHmzJkDvV4PmUwGZ2dn8Pl8REdHIzY2FhkZGXjzzTeh0WiQmZmJ+fPnG88YVq1ahWeeeQYRERGYMWMGDh8+jMLCQmRlZQ15hwkhhPRPn+7sSk9Px+LFi5GZmYmlS5eCYRjs3LkTPB4PdXV1mDp1qnFqK4fDQU5ODkaPHo20tDSsX78eKSkp2Lx5s/H1pk6diq1bt+LAgQNYsGABzp07hw8++ADBwcFD0klCCCEDx2EYhnanMXMKhQJ79+5FWlpaj2M11oj6PDL6DIzMfltanykoCCGE3BUtKkQIIeSuKCgIIYTcFQWFGSkvL0dYWFi3f4cOHQLQue7WypUrERMTgxkzZmDXrl0sVzw4Dh8+jHnz5mHixIl46KGHcPz4ceNj1dXVePbZZxEbG4uUlBS8/fbb0Ol0LFZ77y5dutTj/3NYWBhmz54NwDr7rdVqsW3bNsyYMQOTJk3CsmXLkJeXZ3zcGvvc1taGLVu2IDU1FXFxcVi7di2qqqqMj1vMe5ohZuPYsWNMbGwsI5VKTf6p1WqmqamJSUxMZF577TWmrKyM+fLLL5moqCjmwIEDbJd9Tw4fPsxMmDCB+fjjj5mKigrm/fffZ0QiESMWi5n29nZmzpw5zLPPPsuUlJQwJ0+eZBITE5l33nmH7bLvSXt7e7f/43PnzjHh4eHMgQMHrLbf77zzDjN58mTmzJkzzM2bN5nXXnuNmTRpEiORSKy2z0899RQzZcoU5uTJk0xZWRnz2muvMSkpKYxMJrOo9zQFhRl59913mcWLF/f42N/+9jdmypQpTEdHh/FYdnY2M3v27OEqb9AZDAZm5syZzJ/+9CeT46tXr2ZycnKYb775homIiGCam5uNjx08eJCJiYlh1Gr1cJc7ZLRaLTNv3jzm+eefZxiGsdp+P/TQQ8zWrVuNX7e2tjKhoaHM0aNHrbLPRUVFTGhoKHPq1CnjMZ1Ox8yZM4fJycmxqPc0XXoyIyUlJXe8l0QsFiM+Ph62tr/eI5mUlIRbt24ZV/i1NOXl5aipqcHDDz9scnzXrl34n//5H4jFYkyYMAGurq7Gx5KSkqBSqVBYWDjc5Q6ZTz75BHV1dXj11VcBwGr77eHhgR9++AHV1dXQ6/U4dOgQeDyeccsCa+tzRUUFgM7VKrpwuVyIRCLk5uZa1HuagsKMlJaWQiqVYsmSJUhJScGyZctw7tw5AJ3Lvfe0NDuAOy7Pbu663kharRbPPPMMJk+ejMWLF+P7778HcPc+D2R5eXOkVqvx97//HU8++aRx5QJr7femTZtga2uL2bNnY+LEidi2bRuys7MRFBRklX329vYGANTW1pocr66uhkwms6j3NAWFmVCpVKiurkZrayteeOEFfPjhh4iMjMRTTz2F8+fPQ6PR9Lg0OwC0t7ezUfI9UyqVAICXXnoJc+fOxe7duzF16lSsXbsWP/74o1X2+be+/vprtLe348knnzQes9Z+X79+HQKBADt27MCBAwewaNEivPTSSygsLLTKPkdFRSEkJASbN29GbW2tcbfQ4uJiaLVai+ozbbdmJhwdHXH58mXY2dkZf1kiIyNx48YN7Ny5s8fl27u+7mm5d0tgZ2cHoHPtr8ceewwAMGHCBBQUFGD37t1W2eff+vrrr3H//ffDw8PDeMwa+11bW4uXXnoJO3fuNO6WOXHiRJSVlWH79u1W2Wc7Ozvk5OTglVdewcyZM2Fra4sZM2bg8ccfR0FBAbRarcX0mc4ozIiTk1O3vzBCQ0NRW1vb4/LtXV9b6hr+XXWHhoaaHB8/fjyqq6utss+3k8lkuHLlSrcxGmvsd35+Pjo6OjBx4kST49HR0aioqLDKPgPA2LFjceDAAeTm5uLChQvYsWMHmpubERQUZFF9pqAwEz///DMmTZqE/Px8k+MFBQUYP348EhIScPnyZZN55RcvXkRQUJDxWqilCQ8Ph5OTE65evWpyvLS0FGPGjEFCQgKKiopMtsG9dOkSnJycEB4ePtzlDrq8vDxwOByTwU4AVtnvrg++kpISk+OlpaUYO3asVfZZqVRixYoVuHr1KlxdXeHi4gKlUonz589j2rRplvWeZnvaFemk1WqZhx9+mHn00UcZsVjMlJWVMVu2bGEiIiKYwsJCprGxkUlISGBefPFF5vr168xXX33FREVFMf/4xz/YLv2e7Nixg5k0aRLz9ddfM5WVlcz777/PhIWFMefPn2c0Gg1z3333MatXr2aKioqYU6dOMUlJScz27dvZLntQvPfee8ycOXO6HbfGfuv1embp0qXM3LlzmQsXLjA3b95ksrOzGZFIxFy+fNkq+8wwDLNixQpmyZIlTHFxMVNUVMQsX76cefTRR5mOjg6Lek9TUJgRiUTCvPjii0xKSgoTGRnJPPHEE8ylS5eMj+fn5zNPPPEEExkZycycOZPZu3cvi9UOnj179jCzZ89mIiIimEceeYT57rvvjI9VVFQwq1evZiZOnMhMmTKFeeeddxi9Xs9itYPn9ddfv+N9M9bY7+bmZmbz5s3MjBkzmJiYGOaJJ55gLly4YHzcGvtcX1/PrF+/nomPj2cSExOZl19+mWlqajI+binvaVo9lhBCyF3RGAUhhJC7oqAghBByVxQUhBBC7oqCghBCyF1RUBBCCLkrCgpCzBxNTCRso6Agw27WrFnYsGEDACAsLAzZ2dnGx44fP47Zs2cjMjISa9asYatEs3H58mU89dRTbJdBRjhaFJCwat++ffD39zd+vXnzZowaNQp//OMfTRbKG6kOHTqE69evs10GGeEoKAir4uPjTb5ubm7GkiVLMGXKFJYqIoT8Fl16IqzquvR06dIlhIWFAQA++OADhIWF4dKlSwCAsrIyPPfcc4iNjcWkSZPw7LPPory8fEDf7/vvv8fjjz+OqKgoTJ48GW+88QZaW1sBAHq9HosXL0ZSUhIaGxuNz8nKykJERIRxwcawsDDs3bsXL7/8MiZNmoSUlBRs2bIFGo3G5Hvl5eVh5cqViImJQUJCAjIyMrrtXNbY2IhXX30VKSkpmDRpEpYsWYKLFy8CAFauXImvvvoK9fX1Jj+P4uJirFu3DsnJyYiIiMC0adOwZcsWqNVq4+vOmjULf/3rX5GdnY1p06YhKioKy5YtQ0FBgcn3v3r1Kp566inExcUhKSkJ69evx61btwAAjz32GB5//PFuP8Pf//73WLhw4YB+/sQyUVAQsxAeHo59+/YBABYsWIB9+/YhPDwclZWVWLJkCWpra7FlyxZkZWWhvr4eS5cu7fcuYMeOHcPatWvh7++Pd999F+vXr8e3336Lp59+GjqdDlwuF//3f/8HjUaDP/3pTwCACxcu4NNPP8X69esRFRVlfK0dO3ZAKpXi7bffxu9+9zscPHjQOO4CdI4tdG1G9Pbbb2Pjxo34+eefsWLFCuOGTWq1GsuWLcPZs2exfv16vPfee3Bzc8PTTz+NoqIivP7665g+fTo8PDyMPw+pVIrly5dDoVAgKysLH3zwAebOnYtPP/0Ue/bsMenvJ598gitXruCNN97A1q1bUVNTg/Xr10Ov1wPoDJxly5ahubkZW7ZswR//+EfcuHEDq1atglqtxuLFi3H16lXcuHHD+JotLS04deoUFi1a1K+fPbFwLK81RUagmTNnMhkZGQzDMExoaCjzzjvvGB/77dcZGRlMYmIiI5fLjccUCgWTlJTEbNq0qc/f02AwMKmpqczKlStNjovFYiY0NJQ5cuSI8djHH3/MhIaGMseOHWNmzJjBLF++3GRxutDQUOb+++9nOjo6jMd2797NhIaGMsXFxQzDMMySJUuYOXPmMO3t7cY2VVVVTEREBPPBBx8wDMMw+/btY0JDQ5krV64Y23StIvzRRx8xDMMwL7/8MjNt2jTj42fOnGGeeOIJpqWlxaQfDz/8MJOWlmb8eubMmcy0adMYrVZrPHbw4EEmNDSUuXr1KsMwDPP8888zycnJjFKpNLYpLS1lUlNTmYsXLzKtra1MdHQ085e//MX4+KeffspERESY/H8Q60dnFMSsXbx4EUlJSRAIBNDpdNDpdHBwcEBKSopxP/G+uHnzJurq6nD//fcbX0en0yE6Ohre3t748ccfjW2ffPJJJCYm4g9/+AOUSiXeeust2NiYvlUeeugh2Nr+OsT3wAMPAAB++uknaDQaXLlyBTNnzoSNjY3xe/n5+SEiIsJYt1gshp+fH6Kjo42vY2dnhyNHjtxxptO0adPw+eefwzWOFR8AAAVWSURBVMnJCTdv3sTp06fxwQcfQCaTddstLSoqyriLIAD4+fkBgPESlVgsxrRp0+Dk5GRsM378eJw+fdr4M3/ggQfwzTffwGAwAAC+/PJLzJ49G25ubn38yRNrQIPZxKzJ5XKcOHECERER3R67/UOwL68DdI43ZGVldXv89rEDDoeDBQsWIDc3FyKRyGRWVhehUGjytaenJ4DOSzMtLS0wGAzYs2dPt8tBABAUFGSsqet5fWUwGPDee+/h008/hVKphJ+fH6KiomBvb9/tfgs+n2/ydVfYdX3o9+X7P/744/jqq69w8eJFeHl5oaCgAM8//3y/aiaWj4KCmDVnZ2ckJSXd870ELi4uAICMjAxMnjy52+O3/1Utk8nwzjvvYMKECcjNzcWhQ4ewePFik/ZdwdOloaEBQGdgCAQCcDgcrFy5Eo8++mi379W13a2zszMqKyu7PZ6fnw8ejweRSNTtsQ8//BA7d+5EVlYW7rvvPjg7OwNAj4POvXF2du7WDwA4e/YsgoOD4e/vj/j4eIwdOxbHjh2Dl5cXhEIhpk6d2u/vRSwbXXoiZi0xMRFlZWUQiUSYOHGi8d8nn3yCf/7zn31+nXHjxsHLywu3bt0yeZ2AgAC8/fbbuHLlirHt5s2b0dHRgZ07d+LRRx/F1q1bUV1dbfJ6//rXv0y+/vbbbwEAycnJcHJyQkREBG7cuGHyvcLCwrBjxw78+9//BtA5NbimpgaFhYXG1+no6MALL7yAvXv3AkC3S16XL1/GuHHjsHDhQmNISCQSlJaW9vsO7vj4eJw9e9ZktlZlZSWeeuop4wwroDOETp48iZMnT2LhwoXdaiLWj/7HiVlbt24damtrsXr1anz77bf497//jfT0dHz99df92kuZy+XiD3/4Aw4dOoRNmzbh9OnTOHbsGFavXo2CggLjOMGRI0dw4sQJvPLKK/Dy8sLGjRthb2+PV1991eSDuKioCM8//zxOnz6Nv//973j33Xfx+OOPGy8rZWRk4OLFi0hPTzd+yD799NM4e/ascfbUokWLMGbMGKxduxZffPGFsW8ymQyrV68G0HkmJJfL8cMPP0AmkyE6OhrXr1/H+++/jwsXLuDzzz/HsmXLoNVqoVKp+vWzXbt2LRQKBVavXo3vvvvOOCssJCQEc+fONbZbuHAhlEolrl+/TrOdRii69ETMWmhoKD777DO8++672LhxIxiGQXBwMN599108+OCD/Xqtxx57DAKBAB999BEOHz4MR0dHREdHIysrC8HBwaivr8eWLVswZcoU4weiu7s7Nm7ciA0bNmDv3r343e9+BwBYsWIFmpub8fv/b+/uUZSHojCO/8FYKCkUtbASCxFFa0ULt2DnDvxoZAR1B9oExCIoghCU4CoUt+EWtIh9sJgu1ZB5bXzReX71gRxu85Bz7+V+fZFIJOj1egwGg+BbjUYDx3GwbZvxeIxhGJRKJbbbLfV6HQDTNHFdF8uysCwL3/epVCrsdjsKhQIAnU6H8/nMcDhkPp/T7XbxPI/D4cBmsyGbzdJutzEMg9Vqxf1+J5lM/tN6lMtlXNdlsVgwnU6JxWI0m00mkwnxeDyoS6VSVKtVIpEIuVzuqTWXz6CnUEWeVCwW6ff7jEaj/93KS3ieR6vVYjab/bjnIp9PfxTy1h6PR3CBLEw0GtVs/UmXy4Xj8cjpdCKTyQRHgOXvUVDIW1uv19i2/Wvdfr+nVqu9oKPP4fs+juOQTqdZLpfBaS35ezR6krd2vV653W6/1uXzeUzTfEFHIp9HQSEiIqE0tBURkVAKChERCaWgEBGRUAoKEREJpaAQEZFQ300bCQ3bJBQGAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's look at life expectancy during 2018\n", "world_data_2018 = world_data.loc[world_data['year'] == 2018]\n", "sns.distplot(world_data_2018['life_expectancy'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The line is a KDE (kernel density estimate) plot, as seen previously in the pairplot. This can be thought of as a smoothened histogram." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`distplot()` can be customized to increase the number of bins and the bandwidth of the kernel. These are both calculated according to heuristics for what should be good numbers for the underlying data, but it is good to know how to control them." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(world_data_2018['life_expectancy'], bins=30, rug=True,\n", " kde_kws={'bw':1, 'color':'black'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The rug plot shows exactly where each data point is along the x-axis. To compare distributions between values of a categorical variables, violinplot are often used. These consist of two KDEs mirrored across the midline." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x='life_expectancy', y='income_group', data=world_data_2018)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since `income_group` was defined as an ordered categorical variable previously, this order is preserved when distributing the income groups along the yaxis.\n", "\n", "There is notable variation in life expectancy between income groups, people in wealthier countries live longer. This variation contribute sto the mulitmodality seen in the first distribution plot of the life expectancy for all countries in the world. However, there is also large overlap between income groups and variation within the groups, so there are more variables affecting the life expectancy than just the income.\n", "\n", "Dissecting multimodal distributions in this manner and trying to find underlying explaining variables to why a distribution appears to consist of many small distribution (multimodal) is common practice in EDA. It looks like some income groups, e.g. \"high\", still consist of multimodal distributions. To explore these further, facetting can be used just as previously. The categorical equivalent of `relplot` is `catplot` (categorical plot)." ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x='life_expectancy', y='income_group', data=world_data_2018)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The default is a `stripplot` a type of categorical scatterplot where the dots are randomly jittered to not overlap. This is very fast, but it is sometimes hard to see how many dots are in a group due to overlap of the graphical elements. A more ordered approach is to create a another type of categorical scatterplot, a so called swarmplot, where the dots are positioned so that they are guaranteed not to overlap." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x='life_expectancy', y='income_group', data=world_data_2018, kind='swarm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The swarm plot gives us a better sense of the overall appearance of the distribution than the stripplot, and we can see the same bimodality in the high income group as seen in the violinplot, but which was hard to see in the stripplot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now it is clear where the most points are. A drawback is that this method can be slow for large datasets. For really large datasets, even stripplot is slow and it is necessary to approximate the distributions with a violinplot instead of showing each observation. Or show some distribution statistics instead, such as with a boxplot (more on that later).\n", "\n", "Now we can use color to find out that differences in regions are often related to income level." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Will update this to look prettier\n", "sns.catplot(x='life_expectancy', y='region', data=world_data_2014, kind='box',\n", " col='income_group', col_wrap=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The variable levels are automatically ordered and it is easy to see how life expectancy generally grow with higher average income." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can see that the income might be more indicative." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "WIth the powerful gridplots it is now easy to see how this income distribution has changed . In contrast to a line plot with the average change over time, we can here see how the distribution itself changes, not just the average. While countries in general has increased their life expectancy, differences can be seen in how they have done it: Europe and the Americas has gone from having countries with high and low life_expectancy levels to tighter distributions where all countries have high, while africa has transitioned from most countries having low life_exp through a period of very diverse life lengths depending on country." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# If both columns can be interpreted as numerical, the orient keyword can be added to be explicit\n", "sns.catplot(x='life_expectancy', y='year', orient='horizontal', data=world_data_1920_2018, kind='violin',\n", " col='region', col_wrap=3, color='lightgrey')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how much of the variation during the transition in African life expectancy can be explained by geographically close regions performing differently. First how many sub_regions are there in each Africa." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "region\n", "Africa 2\n", "Americas 2\n", "Asia 5\n", "Europe 4\n", "Oceania 4\n", "Name: sub_region, dtype: int64" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data_1920_2018.groupby('region')['sub_region'].nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two, what are those." ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "region\n", "Africa [Northern Africa, Sub-Saharan Africa]\n", "Americas [Latin America and the Caribbean, Northern Ame...\n", "Asia [Southern Asia, Western Asia, South-eastern As...\n", "Europe [Southern Europe, Western Europe, Eastern Euro...\n", "Oceania [Australia and New Zealand, Melanesia, Microne...\n", "Name: sub_region, dtype: object" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data_1920_2018.groupby('region')['sub_region'].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see if sub-saharan and northern Africa have had different development when it comes to life expectancy." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The split parameter saves some space and looks slick\n", "africa = world_data_1920_2018.loc[world_data_1920_2018['region'] == 'Africa']\n", "sns.catplot(x='life_expectancy', y='year', orient='horizontal', data=africa, kind='violin',\n", " hue='sub_region', palette='pastel', split=True)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "min 1970\n", "max 2015\n", "Name: year, dtype: int64" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_data.dropna(subset=['years_in_school_women'])['year'].agg(['min', 'max'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> #### Challenge\n", "> 1. Subset data frame for the years 1975, 1995, and 2015\n", "> 1. Make a new column of ratio women men in education\n", "> 2. plot for regions and income groups and times (reword)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "# Challenge solutions\n", "# 1.\n", "world_data_1970_2015 = world_data.loc[world_data['year'].isin([1975, 1995, 2015])].copy()" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "# 2.\n", "world_data_1970_2015['women_men_school_ratio'] = world_data_1970_2015['years_in_school_women'] / world_data_1970_2015['years_in_school_men']\n", "# world_data_1970_2015['women_men_school_ratio']" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3a.\n", "sns.catplot(y='women_men_school_ratio', x='year', data=world_data_1970_2015, hue='region', dodge=True, kind='point')" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3b.\n", "sns.catplot(y='women_men_school_ratio', x='year', data=world_data_1970_2015, hue='income_group', dodge=True, kind='point')" ] } ], "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }