{
"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",
"
country
\n",
"
year
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Afghanistan
\n",
"
1800
\n",
"
\n",
"
\n",
"
1
\n",
"
Afghanistan
\n",
"
1801
\n",
"
\n",
"
\n",
"
2
\n",
"
Afghanistan
\n",
"
1802
\n",
"
\n",
"
\n",
"
3
\n",
"
Afghanistan
\n",
"
1803
\n",
"
\n",
"
\n",
"
4
\n",
"
Afghanistan
\n",
"
1804
\n",
"
\n",
" \n",
"
\n",
"
"
],
"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",
"
country
\n",
"
year
\n",
"
\n",
" \n",
" \n",
"
\n",
"
1
\n",
"
Afghanistan
\n",
"
1801
\n",
"
\n",
"
\n",
"
13
\n",
"
Afghanistan
\n",
"
1813
\n",
"
\n",
"
\n",
"
24
\n",
"
Afghanistan
\n",
"
1824
\n",
"
\n",
" \n",
"
\n",
"
"
],
"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": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
country
\n",
"
year
\n",
"
population
\n",
"
region
\n",
"
sub_region
\n",
"
income_group
\n",
"
life_expectancy
\n",
"
income
\n",
"
children_per_woman
\n",
"
child_mortality
\n",
"
pop_density
\n",
"
co2_per_capita
\n",
"
years_in_school_men
\n",
"
years_in_school_women
\n",
"
\n",
" \n",
" \n",
"
\n",
"
195
\n",
"
Afghanistan
\n",
"
1995
\n",
"
17100000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
51.1
\n",
"
881
\n",
"
7.61
\n",
"
150.0
\n",
"
26.20
\n",
"
0.0727
\n",
"
2.56
\n",
"
0.49
\n",
"
\n",
"
\n",
"
414
\n",
"
Albania
\n",
"
1995
\n",
"
3110000
\n",
"
Europe
\n",
"
Southern Europe
\n",
"
Upper middle
\n",
"
74.1
\n",
"
4130
\n",
"
2.59
\n",
"
32.9
\n",
"
113.00
\n",
"
0.6720
\n",
"
9.31
\n",
"
9.07
\n",
"
\n",
"
\n",
"
633
\n",
"
Algeria
\n",
"
1995
\n",
"
28900000
\n",
"
Africa
\n",
"
Northern Africa
\n",
"
Upper middle
\n",
"
72.3
\n",
"
9300
\n",
"
3.45
\n",
"
43.3
\n",
"
12.10
\n",
"
3.3000
\n",
"
5.67
\n",
"
4.84
\n",
"
\n",
"
\n",
"
852
\n",
"
Angola
\n",
"
1995
\n",
"
14300000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Lower middle
\n",
"
52.0
\n",
"
2970
\n",
"
6.92
\n",
"
223.0
\n",
"
11.40
\n",
"
0.7690
\n",
"
4.89
\n",
"
3.05
\n",
"
\n",
"
\n",
"
1071
\n",
"
Antigua and Barbuda
\n",
"
1995
\n",
"
73600
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
High
\n",
"
74.4
\n",
"
16500
\n",
"
2.21
\n",
"
19.5
\n",
"
167.00
\n",
"
3.7400
\n",
"
10.50
\n",
"
11.40
\n",
"
\n",
"
\n",
"
1290
\n",
"
Argentina
\n",
"
1995
\n",
"
35000000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
High
\n",
"
73.1
\n",
"
13900
\n",
"
2.76
\n",
"
24.3
\n",
"
12.80
\n",
"
3.6600
\n",
"
9.53
\n",
"
10.00
\n",
"
\n",
"
\n",
"
1509
\n",
"
Armenia
\n",
"
1995
\n",
"
3220000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
Upper middle
\n",
"
69.3
\n",
"
2170
\n",
"
1.80
\n",
"
38.7
\n",
"
113.00
\n",
"
1.0600
\n",
"
10.10
\n",
"
10.20
\n",
"
\n",
"
\n",
"
1728
\n",
"
Australia
\n",
"
1995
\n",
"
18100000
\n",
"
Oceania
\n",
"
Australia and New Zealand
\n",
"
High
\n",
"
78.3
\n",
"
30400
\n",
"
1.82
\n",
"
7.0
\n",
"
2.35
\n",
"
15.6000
\n",
"
11.80
\n",
"
11.80
\n",
"
\n",
"
\n",
"
1947
\n",
"
Austria
\n",
"
1995
\n",
"
7990000
\n",
"
Europe
\n",
"
Western Europe
\n",
"
High
\n",
"
76.7
\n",
"
33700
\n",
"
1.42
\n",
"
6.8
\n",
"
97.00
\n",
"
7.4800
\n",
"
10.90
\n",
"
10.50
\n",
"
\n",
"
\n",
"
2166
\n",
"
Azerbaijan
\n",
"
1995
\n",
"
7780000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
Upper middle
\n",
"
64.9
\n",
"
3320
\n",
"
2.58
\n",
"
94.1
\n",
"
94.10
\n",
"
4.2900
\n",
"
10.70
\n",
"
10.30
\n",
"
\n",
"
\n",
"
2385
\n",
"
Bahamas
\n",
"
1995
\n",
"
280000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
High
\n",
"
70.6
\n",
"
22100
\n",
"
2.51
\n",
"
18.7
\n",
"
28.00
\n",
"
6.0100
\n",
"
10.00
\n",
"
10.40
\n",
"
\n",
"
\n",
"
2604
\n",
"
Bahrain
\n",
"
1995
\n",
"
564000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
70.3
\n",
"
43500
\n",
"
3.10
\n",
"
18.1
\n",
"
742.00
\n",
"
26.3000
\n",
"
7.41
\n",
"
7.54
\n",
"
\n",
"
\n",
"
2823
\n",
"
Bangladesh
\n",
"
1995
\n",
"
119000000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Lower middle
\n",
"
61.7
\n",
"
1440
\n",
"
3.73
\n",
"
114.0
\n",
"
912.00
\n",
"
0.1920
\n",
"
4.34
\n",
"
2.75
\n",
"
\n",
"
\n",
"
3042
\n",
"
Barbados
\n",
"
1995
\n",
"
265000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
High
\n",
"
73.7
\n",
"
12400
\n",
"
1.73
\n",
"
14.7
\n",
"
616.00
\n",
"
3.1300
\n",
"
7.53
\n",
"
7.82
\n",
"
\n",
"
\n",
"
3261
\n",
"
Belarus
\n",
"
1995
\n",
"
10100000
\n",
"
Europe
\n",
"
Eastern Europe
\n",
"
Upper middle
\n",
"
68.3
\n",
"
5450
\n",
"
1.47
\n",
"
15.7
\n",
"
50.00
\n",
"
5.9900
\n",
"
11.10
\n",
"
11.60
\n",
"
\n",
"
\n",
"
3480
\n",
"
Belgium
\n",
"
1995
\n",
"
10200000
\n",
"
Europe
\n",
"
Western Europe
\n",
"
High
\n",
"
76.9
\n",
"
32700
\n",
"
1.61
\n",
"
7.6
\n",
"
336.00
\n",
"
11.0000
\n",
"
11.40
\n",
"
11.60
\n",
"
\n",
"
\n",
"
3699
\n",
"
Belize
\n",
"
1995
\n",
"
207000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
Upper middle
\n",
"
70.7
\n",
"
6210
\n",
"
4.11
\n",
"
29.5
\n",
"
9.07
\n",
"
1.8200
\n",
"
7.17
\n",
"
6.63
\n",
"
\n",
"
\n",
"
3918
\n",
"
Benin
\n",
"
1995
\n",
"
5910000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
56.5
\n",
"
1520
\n",
"
6.36
\n",
"
158.0
\n",
"
52.40
\n",
"
0.2250
\n",
"
3.62
\n",
"
1.48
\n",
"
\n",
"
\n",
"
4137
\n",
"
Bhutan
\n",
"
1995
\n",
"
515000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Lower middle
\n",
"
62.9
\n",
"
2900
\n",
"
4.60
\n",
"
101.0
\n",
"
13.50
\n",
"
0.4840
\n",
"
4.41
\n",
"
1.78
\n",
"
\n",
"
\n",
"
4356
\n",
"
Bolivia
\n",
"
1995
\n",
"
7570000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
Lower middle
\n",
"
64.3
\n",
"
4110
\n",
"
4.58
\n",
"
101.0
\n",
"
6.98
\n",
"
1.3000
\n",
"
8.11
\n",
"
6.64
\n",
"
\n",
"
\n",
"
4575
\n",
"
Bosnia and Herzegovina
\n",
"
1995
\n",
"
3840000
\n",
"
Europe
\n",
"
Southern Europe
\n",
"
Upper middle
\n",
"
68.9
\n",
"
1830
\n",
"
1.71
\n",
"
14.2
\n",
"
75.40
\n",
"
0.8920
\n",
"
8.46
\n",
"
7.82
\n",
"
\n",
"
\n",
"
4794
\n",
"
Botswana
\n",
"
1995
\n",
"
1570000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Upper middle
\n",
"
56.4
\n",
"
8900
\n",
"
3.95
\n",
"
71.6
\n",
"
2.77
\n",
"
1.9400
\n",
"
5.11
\n",
"
5.59
\n",
"
\n",
"
\n",
"
5013
\n",
"
Brazil
\n",
"
1995
\n",
"
162000000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
Upper middle
\n",
"
69.7
\n",
"
11100
\n",
"
2.50
\n",
"
49.1
\n",
"
19.40
\n",
"
1.5900
\n",
"
5.99
\n",
"
6.46
\n",
"
\n",
"
\n",
"
5232
\n",
"
Bulgaria
\n",
"
1995
\n",
"
8380000
\n",
"
Europe
\n",
"
Eastern Europe
\n",
"
Upper middle
\n",
"
71.0
\n",
"
8450
\n",
"
1.34
\n",
"
19.2
\n",
"
77.20
\n",
"
6.9200
\n",
"
10.70
\n",
"
11.20
\n",
"
\n",
"
\n",
"
5451
\n",
"
Burkina Faso
\n",
"
1995
\n",
"
10100000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
50.7
\n",
"
869
\n",
"
6.84
\n",
"
195.0
\n",
"
36.90
\n",
"
0.0621
\n",
"
1.86
\n",
"
0.91
\n",
"
\n",
"
\n",
"
5670
\n",
"
Burundi
\n",
"
1995
\n",
"
5960000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
47.0
\n",
"
870
\n",
"
7.29
\n",
"
169.0
\n",
"
232.00
\n",
"
0.0400
\n",
"
3.45
\n",
"
2.31
\n",
"
\n",
"
\n",
"
5889
\n",
"
Cambodia
\n",
"
1995
\n",
"
10700000
\n",
"
Asia
\n",
"
South-eastern Asia
\n",
"
Lower middle
\n",
"
58.2
\n",
"
1100
\n",
"
4.69
\n",
"
120.0
\n",
"
60.40
\n",
"
0.1460
\n",
"
4.97
\n",
"
3.36
\n",
"
\n",
"
\n",
"
6108
\n",
"
Cameroon
\n",
"
1995
\n",
"
13500000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Lower middle
\n",
"
56.5
\n",
"
2260
\n",
"
5.98
\n",
"
166.0
\n",
"
28.50
\n",
"
0.3140
\n",
"
6.45
\n",
"
4.36
\n",
"
\n",
"
\n",
"
6327
\n",
"
Canada
\n",
"
1995
\n",
"
29300000
\n",
"
Americas
\n",
"
Northern America
\n",
"
High
\n",
"
78.0
\n",
"
32200
\n",
"
1.64
\n",
"
6.9
\n",
"
3.23
\n",
"
15.9000
\n",
"
13.60
\n",
"
13.60
\n",
"
\n",
"
\n",
"
6546
\n",
"
Central African Republic
\n",
"
1995
\n",
"
3350000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
46.2
\n",
"
858
\n",
"
5.62
\n",
"
175.0
\n",
"
5.38
\n",
"
0.0700
\n",
"
4.92
\n",
"
2.43
\n",
"
\n",
"
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
\n",
"
\n",
"
32607
\n",
"
Sri Lanka
\n",
"
1995
\n",
"
18200000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Lower middle
\n",
"
72.2
\n",
"
4510
\n",
"
2.29
\n",
"
20.3
\n",
"
291.00
\n",
"
0.3240
\n",
"
8.57
\n",
"
8.44
\n",
"
\n",
"
\n",
"
32826
\n",
"
Sudan
\n",
"
1995
\n",
"
24100000
\n",
"
Africa
\n",
"
Northern Africa
\n",
"
Lower middle
\n",
"
60.4
\n",
"
1960
\n",
"
5.83
\n",
"
120.0
\n",
"
13.70
\n",
"
0.1780
\n",
"
5.70
\n",
"
3.37
\n",
"
\n",
"
\n",
"
33045
\n",
"
Suriname
\n",
"
1995
\n",
"
444000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
Upper middle
\n",
"
70.3
\n",
"
9620
\n",
"
3.01
\n",
"
39.7
\n",
"
2.84
\n",
"
4.6500
\n",
"
7.25
\n",
"
6.89
\n",
"
\n",
"
\n",
"
33264
\n",
"
Swaziland
\n",
"
1995
\n",
"
961000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Lower middle
\n",
"
59.4
\n",
"
5610
\n",
"
4.80
\n",
"
83.7
\n",
"
55.90
\n",
"
0.4730
\n",
"
6.94
\n",
"
6.80
\n",
"
\n",
"
\n",
"
33483
\n",
"
Sweden
\n",
"
1995
\n",
"
8840000
\n",
"
Europe
\n",
"
Northern Europe
\n",
"
High
\n",
"
78.8
\n",
"
31100
\n",
"
1.73
\n",
"
4.8
\n",
"
21.50
\n",
"
6.2400
\n",
"
12.20
\n",
"
12.40
\n",
"
\n",
"
\n",
"
33702
\n",
"
Switzerland
\n",
"
1995
\n",
"
7020000
\n",
"
Europe
\n",
"
Western Europe
\n",
"
High
\n",
"
78.5
\n",
"
45900
\n",
"
1.52
\n",
"
6.4
\n",
"
178.00
\n",
"
5.5900
\n",
"
12.20
\n",
"
11.40
\n",
"
\n",
"
\n",
"
33921
\n",
"
Syria
\n",
"
1995
\n",
"
14300000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
Low
\n",
"
72.1
\n",
"
4890
\n",
"
4.51
\n",
"
29.6
\n",
"
78.10
\n",
"
2.9000
\n",
"
7.18
\n",
"
5.05
\n",
"
\n",
"
\n",
"
34140
\n",
"
Tajikistan
\n",
"
1995
\n",
"
5760000
\n",
"
Asia
\n",
"
Central Asia
\n",
"
Low
\n",
"
63.9
\n",
"
1270
\n",
"
4.59
\n",
"
119.0
\n",
"
41.20
\n",
"
0.4250
\n",
"
10.50
\n",
"
9.52
\n",
"
\n",
"
\n",
"
34359
\n",
"
Tanzania
\n",
"
1995
\n",
"
30000000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
52.9
\n",
"
1370
\n",
"
5.88
\n",
"
164.0
\n",
"
33.80
\n",
"
0.1190
\n",
"
5.77
\n",
"
4.57
\n",
"
\n",
"
\n",
"
34578
\n",
"
Thailand
\n",
"
1995
\n",
"
59500000
\n",
"
Asia
\n",
"
South-eastern Asia
\n",
"
Upper middle
\n",
"
70.9
\n",
"
9380
\n",
"
1.87
\n",
"
29.2
\n",
"
116.00
\n",
"
2.7100
\n",
"
7.30
\n",
"
6.95
\n",
"
\n",
"
\n",
"
34797
\n",
"
Timor-Leste
\n",
"
1995
\n",
"
871000
\n",
"
Asia
\n",
"
South-eastern Asia
\n",
"
Lower middle
\n",
"
60.9
\n",
"
1560
\n",
"
6.38
\n",
"
139.0
\n",
"
58.60
\n",
"
NaN
\n",
"
5.49
\n",
"
4.09
\n",
"
\n",
"
\n",
"
35016
\n",
"
Togo
\n",
"
1995
\n",
"
4270000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
57.2
\n",
"
1200
\n",
"
5.76
\n",
"
134.0
\n",
"
78.60
\n",
"
0.2230
\n",
"
5.03
\n",
"
2.32
\n",
"
\n",
"
\n",
"
35235
\n",
"
Tonga
\n",
"
1995
\n",
"
96100
\n",
"
Oceania
\n",
"
Polynesia
\n",
"
Upper middle
\n",
"
68.4
\n",
"
4260
\n",
"
4.45
\n",
"
18.8
\n",
"
133.00
\n",
"
0.9920
\n",
"
9.61
\n",
"
9.49
\n",
"
\n",
"
\n",
"
35454
\n",
"
Trinidad and Tobago
\n",
"
1995
\n",
"
1260000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
High
\n",
"
69.3
\n",
"
12900
\n",
"
1.96
\n",
"
28.0
\n",
"
245.00
\n",
"
13.6000
\n",
"
9.81
\n",
"
10.10
\n",
"
\n",
"
\n",
"
35673
\n",
"
Tunisia
\n",
"
1995
\n",
"
9110000
\n",
"
Africa
\n",
"
Northern Africa
\n",
"
Lower middle
\n",
"
73.0
\n",
"
6130
\n",
"
2.61
\n",
"
44.7
\n",
"
58.70
\n",
"
1.7300
\n",
"
8.20
\n",
"
5.28
\n",
"
\n",
"
\n",
"
35892
\n",
"
Turkey
\n",
"
1995
\n",
"
58500000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
Upper middle
\n",
"
70.9
\n",
"
12300
\n",
"
2.76
\n",
"
54.8
\n",
"
76.00
\n",
"
2.9400
\n",
"
7.62
\n",
"
5.59
\n",
"
\n",
"
\n",
"
36111
\n",
"
Turkmenistan
\n",
"
1995
\n",
"
4210000
\n",
"
Asia
\n",
"
Central Asia
\n",
"
Upper middle
\n",
"
63.1
\n",
"
4600
\n",
"
3.51
\n",
"
87.5
\n",
"
8.95
\n",
"
8.0800
\n",
"
11.20
\n",
"
10.90
\n",
"
\n",
"
\n",
"
36330
\n",
"
Uganda
\n",
"
1995
\n",
"
20600000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
47.0
\n",
"
931
\n",
"
7.02
\n",
"
171.0
\n",
"
103.00
\n",
"
0.0457
\n",
"
5.72
\n",
"
3.69
\n",
"
\n",
"
\n",
"
36549
\n",
"
Ukraine
\n",
"
1995
\n",
"
50900000
\n",
"
Europe
\n",
"
Eastern Europe
\n",
"
Lower middle
\n",
"
66.6
\n",
"
5060
\n",
"
1.41
\n",
"
20.3
\n",
"
87.90
\n",
"
8.7600
\n",
"
11.20
\n",
"
11.50
\n",
"
\n",
"
\n",
"
36768
\n",
"
United Arab Emirates
\n",
"
1995
\n",
"
2450000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
73.5
\n",
"
102000
\n",
"
3.42
\n",
"
13.1
\n",
"
29.30
\n",
"
28.8000
\n",
"
9.00
\n",
"
9.20
\n",
"
\n",
"
\n",
"
36987
\n",
"
United Kingdom
\n",
"
1995
\n",
"
58000000
\n",
"
Europe
\n",
"
Northern Europe
\n",
"
High
\n",
"
76.6
\n",
"
28600
\n",
"
1.76
\n",
"
7.2
\n",
"
240.00
\n",
"
9.2800
\n",
"
12.10
\n",
"
12.00
\n",
"
\n",
"
\n",
"
37206
\n",
"
United States
\n",
"
1995
\n",
"
266000000
\n",
"
Americas
\n",
"
Northern America
\n",
"
High
\n",
"
75.9
\n",
"
39500
\n",
"
1.98
\n",
"
9.5
\n",
"
29.00
\n",
"
19.3000
\n",
"
13.40
\n",
"
13.40
\n",
"
\n",
"
\n",
"
37425
\n",
"
Uruguay
\n",
"
1995
\n",
"
3220000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
High
\n",
"
73.5
\n",
"
11500
\n",
"
2.40
\n",
"
20.8
\n",
"
18.40
\n",
"
1.4200
\n",
"
8.70
\n",
"
9.31
\n",
"
\n",
"
\n",
"
37644
\n",
"
Uzbekistan
\n",
"
1995
\n",
"
22900000
\n",
"
Asia
\n",
"
Central Asia
\n",
"
Lower middle
\n",
"
66.2
\n",
"
2240
\n",
"
3.53
\n",
"
70.5
\n",
"
53.70
\n",
"
4.5200
\n",
"
10.50
\n",
"
10.20
\n",
"
\n",
"
\n",
"
37863
\n",
"
Vanuatu
\n",
"
1995
\n",
"
168000
\n",
"
Oceania
\n",
"
Melanesia
\n",
"
Lower middle
\n",
"
62.3
\n",
"
2610
\n",
"
4.73
\n",
"
30.4
\n",
"
13.80
\n",
"
0.3920
\n",
"
6.70
\n",
"
5.86
\n",
"
\n",
"
\n",
"
38082
\n",
"
Venezuela
\n",
"
1995
\n",
"
22200000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
Upper middle
\n",
"
73.0
\n",
"
15300
\n",
"
3.08
\n",
"
26.2
\n",
"
25.20
\n",
"
6.0100
\n",
"
7.87
\n",
"
8.22
\n",
"
\n",
"
\n",
"
38301
\n",
"
Vietnam
\n",
"
1995
\n",
"
75200000
\n",
"
Asia
\n",
"
South-eastern Asia
\n",
"
Lower middle
\n",
"
69.5
\n",
"
2040
\n",
"
2.71
\n",
"
39.0
\n",
"
243.00
\n",
"
0.3870
\n",
"
7.23
\n",
"
6.63
\n",
"
\n",
"
\n",
"
38520
\n",
"
Yemen
\n",
"
1995
\n",
"
15300000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
Low
\n",
"
60.5
\n",
"
3530
\n",
"
7.53
\n",
"
112.0
\n",
"
29.00
\n",
"
0.6830
\n",
"
4.71
\n",
"
0.95
\n",
"
\n",
"
\n",
"
38739
\n",
"
Zambia
\n",
"
1995
\n",
"
9140000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Lower middle
\n",
"
46.5
\n",
"
2030
\n",
"
6.19
\n",
"
177.0
\n",
"
12.30
\n",
"
0.2380
\n",
"
6.73
\n",
"
5.13
\n",
"
\n",
"
\n",
"
38958
\n",
"
Zimbabwe
\n",
"
1995
\n",
"
11300000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
53.7
\n",
"
2480
\n",
"
4.43
\n",
"
90.1
\n",
"
29.30
\n",
"
1.3400
\n",
"
8.41
\n",
"
6.92
\n",
"
\n",
" \n",
"
\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": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
country
\n",
"
year
\n",
"
population
\n",
"
region
\n",
"
sub_region
\n",
"
income_group
\n",
"
life_expectancy
\n",
"
income
\n",
"
children_per_woman
\n",
"
child_mortality
\n",
"
pop_density
\n",
"
co2_per_capita
\n",
"
years_in_school_men
\n",
"
years_in_school_women
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Afghanistan
\n",
"
1800
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.2
\n",
"
603
\n",
"
7.00
\n",
"
469.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
1
\n",
"
Afghanistan
\n",
"
1801
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.2
\n",
"
603
\n",
"
7.00
\n",
"
469.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2
\n",
"
Afghanistan
\n",
"
1802
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.2
\n",
"
603
\n",
"
7.00
\n",
"
469.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
3
\n",
"
Afghanistan
\n",
"
1803
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.2
\n",
"
603
\n",
"
7.00
\n",
"
469.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
4
\n",
"
Afghanistan
\n",
"
1804
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.2
\n",
"
603
\n",
"
7.00
\n",
"
469.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
5
\n",
"
Afghanistan
\n",
"
1805
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.2
\n",
"
603
\n",
"
7.00
\n",
"
469.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
6
\n",
"
Afghanistan
\n",
"
1806
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.1
\n",
"
603
\n",
"
7.00
\n",
"
470.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
7
\n",
"
Afghanistan
\n",
"
1807
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.1
\n",
"
603
\n",
"
7.00
\n",
"
470.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
8
\n",
"
Afghanistan
\n",
"
1808
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.1
\n",
"
603
\n",
"
7.00
\n",
"
470.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
9
\n",
"
Afghanistan
\n",
"
1809
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.1
\n",
"
603
\n",
"
7.00
\n",
"
470.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
10
\n",
"
Afghanistan
\n",
"
1810
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.1
\n",
"
604
\n",
"
7.00
\n",
"
470.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
11
\n",
"
Afghanistan
\n",
"
1811
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.1
\n",
"
604
\n",
"
7.00
\n",
"
470.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
12
\n",
"
Afghanistan
\n",
"
1812
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.1
\n",
"
604
\n",
"
7.00
\n",
"
470.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
13
\n",
"
Afghanistan
\n",
"
1813
\n",
"
3280000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.1
\n",
"
604
\n",
"
7.00
\n",
"
470.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
14
\n",
"
Afghanistan
\n",
"
1814
\n",
"
3290000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.1
\n",
"
604
\n",
"
7.00
\n",
"
470.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
15
\n",
"
Afghanistan
\n",
"
1815
\n",
"
3290000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.1
\n",
"
604
\n",
"
7.00
\n",
"
470.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
16
\n",
"
Afghanistan
\n",
"
1816
\n",
"
3300000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.1
\n",
"
604
\n",
"
7.00
\n",
"
471.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
17
\n",
"
Afghanistan
\n",
"
1817
\n",
"
3300000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.0
\n",
"
604
\n",
"
7.00
\n",
"
471.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
18
\n",
"
Afghanistan
\n",
"
1818
\n",
"
3310000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.0
\n",
"
604
\n",
"
7.00
\n",
"
471.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
19
\n",
"
Afghanistan
\n",
"
1819
\n",
"
3320000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.0
\n",
"
604
\n",
"
7.00
\n",
"
471.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
20
\n",
"
Afghanistan
\n",
"
1820
\n",
"
3320000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.0
\n",
"
604
\n",
"
7.00
\n",
"
471.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
21
\n",
"
Afghanistan
\n",
"
1821
\n",
"
3330000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.0
\n",
"
607
\n",
"
7.00
\n",
"
471.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
22
\n",
"
Afghanistan
\n",
"
1822
\n",
"
3340000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.0
\n",
"
609
\n",
"
7.00
\n",
"
471.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
23
\n",
"
Afghanistan
\n",
"
1823
\n",
"
3350000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.0
\n",
"
611
\n",
"
7.00
\n",
"
471.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
24
\n",
"
Afghanistan
\n",
"
1824
\n",
"
3360000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
28.0
\n",
"
613
\n",
"
7.00
\n",
"
471.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
25
\n",
"
Afghanistan
\n",
"
1825
\n",
"
3380000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
27.9
\n",
"
615
\n",
"
7.00
\n",
"
471.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
26
\n",
"
Afghanistan
\n",
"
1826
\n",
"
3390000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
27.9
\n",
"
617
\n",
"
7.00
\n",
"
473.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
27
\n",
"
Afghanistan
\n",
"
1827
\n",
"
3400000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
27.9
\n",
"
619
\n",
"
7.00
\n",
"
473.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
28
\n",
"
Afghanistan
\n",
"
1828
\n",
"
3420000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
27.9
\n",
"
621
\n",
"
7.00
\n",
"
473.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
29
\n",
"
Afghanistan
\n",
"
1829
\n",
"
3430000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Low
\n",
"
27.9
\n",
"
623
\n",
"
7.00
\n",
"
473.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
\n",
"
\n",
"
38952
\n",
"
Zimbabwe
\n",
"
1989
\n",
"
9900000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
62.7
\n",
"
2490
\n",
"
5.37
\n",
"
73.9
\n",
"
25.6
\n",
"
1.630
\n",
"
7.61
\n",
"
6.01
\n",
"
\n",
"
\n",
"
38953
\n",
"
Zimbabwe
\n",
"
1990
\n",
"
10200000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
61.7
\n",
"
2590
\n",
"
5.18
\n",
"
75.2
\n",
"
26.3
\n",
"
1.540
\n",
"
7.74
\n",
"
6.16
\n",
"
\n",
"
\n",
"
38954
\n",
"
Zimbabwe
\n",
"
1991
\n",
"
10400000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
61.0
\n",
"
2670
\n",
"
5.00
\n",
"
77.4
\n",
"
27.0
\n",
"
1.530
\n",
"
7.88
\n",
"
6.31
\n",
"
\n",
"
\n",
"
38955
\n",
"
Zimbabwe
\n",
"
1992
\n",
"
10700000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
59.4
\n",
"
2370
\n",
"
4.84
\n",
"
80.2
\n",
"
27.6
\n",
"
1.590
\n",
"
8.01
\n",
"
6.46
\n",
"
\n",
"
\n",
"
38956
\n",
"
Zimbabwe
\n",
"
1993
\n",
"
10900000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
57.6
\n",
"
2350
\n",
"
4.69
\n",
"
83.4
\n",
"
28.2
\n",
"
1.500
\n",
"
8.14
\n",
"
6.61
\n",
"
\n",
"
\n",
"
38957
\n",
"
Zimbabwe
\n",
"
1994
\n",
"
11100000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
55.8
\n",
"
2520
\n",
"
4.56
\n",
"
86.8
\n",
"
28.7
\n",
"
1.600
\n",
"
8.28
\n",
"
6.76
\n",
"
\n",
"
\n",
"
38958
\n",
"
Zimbabwe
\n",
"
1995
\n",
"
11300000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
53.7
\n",
"
2480
\n",
"
4.43
\n",
"
90.1
\n",
"
29.3
\n",
"
1.340
\n",
"
8.41
\n",
"
6.92
\n",
"
\n",
"
\n",
"
38959
\n",
"
Zimbabwe
\n",
"
1996
\n",
"
11500000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
52.2
\n",
"
2690
\n",
"
4.33
\n",
"
92.8
\n",
"
29.8
\n",
"
1.300
\n",
"
8.54
\n",
"
7.07
\n",
"
\n",
"
\n",
"
38960
\n",
"
Zimbabwe
\n",
"
1997
\n",
"
11700000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
50.8
\n",
"
2710
\n",
"
4.24
\n",
"
94.7
\n",
"
30.3
\n",
"
1.230
\n",
"
8.67
\n",
"
7.23
\n",
"
\n",
"
\n",
"
38961
\n",
"
Zimbabwe
\n",
"
1998
\n",
"
11900000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
49.1
\n",
"
2750
\n",
"
4.16
\n",
"
95.9
\n",
"
30.7
\n",
"
1.200
\n",
"
8.80
\n",
"
7.39
\n",
"
\n",
"
\n",
"
38962
\n",
"
Zimbabwe
\n",
"
1999
\n",
"
12100000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
47.8
\n",
"
2690
\n",
"
4.10
\n",
"
96.4
\n",
"
31.2
\n",
"
1.310
\n",
"
8.93
\n",
"
7.55
\n",
"
\n",
"
\n",
"
38963
\n",
"
Zimbabwe
\n",
"
2000
\n",
"
12200000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
46.7
\n",
"
2570
\n",
"
4.06
\n",
"
96.8
\n",
"
31.6
\n",
"
1.140
\n",
"
9.07
\n",
"
7.71
\n",
"
\n",
"
\n",
"
38964
\n",
"
Zimbabwe
\n",
"
2001
\n",
"
12400000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
46.2
\n",
"
2580
\n",
"
4.02
\n",
"
97.1
\n",
"
32.0
\n",
"
1.020
\n",
"
9.20
\n",
"
7.87
\n",
"
\n",
"
\n",
"
38965
\n",
"
Zimbabwe
\n",
"
2002
\n",
"
12500000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
45.6
\n",
"
2320
\n",
"
4.00
\n",
"
97.7
\n",
"
32.3
\n",
"
0.957
\n",
"
9.33
\n",
"
8.03
\n",
"
\n",
"
\n",
"
38966
\n",
"
Zimbabwe
\n",
"
2003
\n",
"
12600000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
45.3
\n",
"
1910
\n",
"
3.99
\n",
"
98.2
\n",
"
32.7
\n",
"
0.843
\n",
"
9.47
\n",
"
8.20
\n",
"
\n",
"
\n",
"
38967
\n",
"
Zimbabwe
\n",
"
2004
\n",
"
12800000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
45.1
\n",
"
1780
\n",
"
3.98
\n",
"
99.0
\n",
"
33.0
\n",
"
0.742
\n",
"
9.60
\n",
"
8.36
\n",
"
\n",
"
\n",
"
38968
\n",
"
Zimbabwe
\n",
"
2005
\n",
"
12900000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
45.3
\n",
"
1650
\n",
"
3.99
\n",
"
99.7
\n",
"
33.4
\n",
"
0.832
\n",
"
9.73
\n",
"
8.53
\n",
"
\n",
"
\n",
"
38969
\n",
"
Zimbabwe
\n",
"
2006
\n",
"
13100000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
45.7
\n",
"
1580
\n",
"
3.99
\n",
"
100.0
\n",
"
33.9
\n",
"
0.796
\n",
"
9.87
\n",
"
8.69
\n",
"
\n",
"
\n",
"
38970
\n",
"
Zimbabwe
\n",
"
2007
\n",
"
13300000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
46.4
\n",
"
1490
\n",
"
4.00
\n",
"
100.0
\n",
"
34.5
\n",
"
0.742
\n",
"
10.00
\n",
"
8.86
\n",
"
\n",
"
\n",
"
38971
\n",
"
Zimbabwe
\n",
"
2008
\n",
"
13600000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
46.7
\n",
"
1210
\n",
"
4.01
\n",
"
98.0
\n",
"
35.0
\n",
"
0.573
\n",
"
10.10
\n",
"
9.03
\n",
"
\n",
"
\n",
"
38972
\n",
"
Zimbabwe
\n",
"
2009
\n",
"
13800000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
47.5
\n",
"
1290
\n",
"
4.02
\n",
"
94.9
\n",
"
35.7
\n",
"
0.406
\n",
"
10.30
\n",
"
9.19
\n",
"
\n",
"
\n",
"
38973
\n",
"
Zimbabwe
\n",
"
2010
\n",
"
14100000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
49.6
\n",
"
1460
\n",
"
4.03
\n",
"
89.9
\n",
"
36.4
\n",
"
0.552
\n",
"
10.40
\n",
"
9.36
\n",
"
\n",
"
\n",
"
38974
\n",
"
Zimbabwe
\n",
"
2011
\n",
"
14400000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
51.9
\n",
"
1660
\n",
"
4.02
\n",
"
83.8
\n",
"
37.2
\n",
"
0.665
\n",
"
10.50
\n",
"
9.53
\n",
"
\n",
"
\n",
"
38975
\n",
"
Zimbabwe
\n",
"
2012
\n",
"
14700000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
54.1
\n",
"
1850
\n",
"
4.00
\n",
"
76.0
\n",
"
38.0
\n",
"
0.530
\n",
"
10.70
\n",
"
9.70
\n",
"
\n",
"
\n",
"
38976
\n",
"
Zimbabwe
\n",
"
2013
\n",
"
15100000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
55.6
\n",
"
1900
\n",
"
3.96
\n",
"
70.0
\n",
"
38.9
\n",
"
0.776
\n",
"
10.80
\n",
"
9.86
\n",
"
\n",
"
\n",
"
38977
\n",
"
Zimbabwe
\n",
"
2014
\n",
"
15400000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
57.0
\n",
"
1910
\n",
"
3.90
\n",
"
64.3
\n",
"
39.8
\n",
"
0.780
\n",
"
10.90
\n",
"
10.00
\n",
"
\n",
"
\n",
"
38978
\n",
"
Zimbabwe
\n",
"
2015
\n",
"
15800000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
58.3
\n",
"
1890
\n",
"
3.84
\n",
"
59.9
\n",
"
40.8
\n",
"
NaN
\n",
"
11.10
\n",
"
10.20
\n",
"
\n",
"
\n",
"
38979
\n",
"
Zimbabwe
\n",
"
2016
\n",
"
16200000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
59.3
\n",
"
1860
\n",
"
3.76
\n",
"
56.4
\n",
"
41.7
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
38980
\n",
"
Zimbabwe
\n",
"
2017
\n",
"
16500000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
59.8
\n",
"
1910
\n",
"
3.68
\n",
"
56.8
\n",
"
42.7
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
38981
\n",
"
Zimbabwe
\n",
"
2018
\n",
"
16900000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Low
\n",
"
60.2
\n",
"
1950
\n",
"
3.61
\n",
"
55.5
\n",
"
43.7
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
" \n",
"
\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",
"text/plain": [
"
"
]
},
"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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\n",
"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.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",
"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')\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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\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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\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": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAEYCAYAAABRMYxdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAEIJJREFUeJzt3W+IZXd5B/DvY7ap1EYtZgXJJibSTXUbCrFDahFqRFs2KSRvRBIIrSW4aI19oRRSLFbiqyqtIKS1C5WooDH6oi5lJVAbUcRoNqjRRFK20TZLpFn/vhGNoU9fzNWOk9nM2cmZvTO/+Xxg4Z5zf9z5nrszD9977p0z1d0BABjJs5YdAABgbgoOADAcBQcAGI6CAwAMR8EBAIaj4AAAw9m04FTVB6vq8ar6xhnur6p6f1WdrKoHqurl88cERmfWAHOacgbnjiSHn+b+a5IcXPw7kuQfn3ksYA+6I2YNMJNNC053fy7J959myfVJPtyr7k3y/Kp60VwBgb3BrAHmtG+Gx7goyaNrtk8t9n1n/cKqOpLVV155znOe87svfelLZ/jywDLcf//93+3u/efwS5o1sAdtddbMUXBqg30b/v2H7j6a5GiSrKys9IkTJ2b48sAyVNV/nesvucE+swYGt9VZM8dvUZ1KcvGa7QNJHpvhcQHWMmuAyeYoOMeS/MniNxxekeRH3f2UU8YAz5BZA0y26VtUVfWxJFcnubCqTiX5myS/kiTd/YEkx5Ncm+Rkkh8n+bPtCguMy6wB5rRpwenuGze5v5O8ZbZEwJ5k1gBzciVjAGA4Cg4AMBwFBwAYjoIDAAxHwQEAhqPgAADDUXAAgOEoOADAcBQcAGA4Cg4AMBwFBwAYjoIDAAxHwQEAhqPgAADDUXAAgOEoOADAcBQcAGA4Cg4AMBwFBwAYjoIDAAxHwQEAhqPgAADDUXAAgOEoOADAcBQcAGA4Cg4AMBwFBwAYjoIDAAxHwQEAhqPgAADDUXAAgOEoOADAcBQcAGA4Cg4AMBwFBwAYjoIDAAxHwQEAhqPgAADDUXAAgOEoOADAcCYVnKo6XFUPV9XJqrp1g/svqap7quorVfVAVV07f1RgdGYNMJdNC05VnZfk9iTXJDmU5MaqOrRu2V8nuau7r0xyQ5J/mDsoMDazBpjTlDM4VyU52d2PdPcTSe5Mcv26NZ3kuYvbz0vy2HwRgT3CrAFmM6XgXJTk0TXbpxb71npXkpuq6lSS40neutEDVdWRqjpRVSdOnz69hbjAwMwaYDZTCk5tsK/Xbd+Y5I7uPpDk2iQfqaqnPHZ3H+3ule5e2b9//9mnBUZm1gCzmVJwTiW5eM32gTz1tPDNSe5Kku7+YpJnJ7lwjoDAnmHWALOZUnDuS3Kwqi6rqvOz+sG+Y+vW/HeS1yRJVb0sq0PHeWHgbJg1wGw2LTjd/WSSW5LcneSbWf0Nhger6raqum6x7O1J3lhVX0vysSRv6O71p5YBzsisAea0b8qi7j6e1Q/0rd33zjW3H0ryynmjAXuNWQPMxZWMAYDhKDgAwHAUHABgOAoOADAcBQcAGI6CAwAMR8EBAIaj4AAAw1FwAIDhKDgAwHAUHABgOAoOADAcBQcAGI6CAwAMR8EBAIaj4AAAw1FwAIDhKDgAwHAUHABgOAoOADAcBQcAGI6CAwAMR8EBAIaj4AAAw1FwAIDhKDgAwHAUHABgOAoOADAcBQcAGI6CAwAMR8EBAIaj4AAAw1FwAIDhKDgAwHAUHABgOAoOADAcBQcAGI6CAwAMR8EBAIaj4AAAw5lUcKrqcFU9XFUnq+rWM6x5fVU9VFUPVtVH540JjM6cAea0b7MFVXVektuT/GGSU0nuq6pj3f3QmjUHk/xVkld29w+q6oXbFRgYjzkDzG3KGZyrkpzs7ke6+4kkdya5ft2aNya5vbt/kCTd/fi8MYHBmTPArKYUnIuSPLpm+9Ri31qXJ7m8qr5QVfdW1eG5AgJ7gjkDzGrTt6iS1Ab7eoPHOZjk6iQHkny+qq7o7h/+0gNVHUlyJEkuueSSsw4LDGu2OZOYNcC0Mzinkly8ZvtAksc2WPOp7v5Zd38rycNZHUS/pLuPdvdKd6/s379/q5mB8cw2ZxKzBphWcO5LcrCqLquq85PckOTYujX/kuTVSVJVF2b1VPIjcwYFhmbOALPatOB095NJbklyd5JvJrmrux+sqtuq6rrFsruTfK+qHkpyT5K/7O7vbVdoYCzmDDC36l7/Nve5sbKy0idOnFjK1waeuaq6v7tXlp1jM2YN7G5bnTWuZAwADEfBAQCGo+AAAMNRcACA4Sg4AMBwFBwAYDgKDgAwHAUHABiOggMADEfBAQCGo+AAAMNRcACA4Sg4AMBwFBwAYDgKDgAwHAUHABiOggMADEfBAQCGo+AAAMNRcACA4Sg4AMBwFBwAYDgKDgAwHAUHABiOggMADEfBAQCGo+AAAMNRcACA4Sg4AMBwFBwAYDgKDgAwHAUHABiOggMADEfBAQCGo+AAAMNRcACA4Sg4AMBwFBwAYDgKDgAwHAUHABjOpIJTVYer6uGqOllVtz7NutdVVVfVynwRgb3CrAHmsmnBqarzktye5Jokh5LcWFWHNlh3QZK/SPKluUMC4zNrgDlNOYNzVZKT3f1Idz+R5M4k12+w7t1J3pPkJzPmA/YOswaYzZSCc1GSR9dsn1rs+4WqujLJxd39rzNmA/YWswaYzZSCUxvs61/cWfWsJO9L8vZNH6jqSFWdqKoTp0+fnp4S2AvMGmA2UwrOqSQXr9k+kOSxNdsXJLkiyWer6ttJXpHk2EYf/uvuo9290t0r+/fv33pqYERmDTCbKQXnviQHq+qyqjo/yQ1Jjv38zu7+UXdf2N2XdvelSe5Ncl13n9iWxMCozBpgNpsWnO5+MsktSe5O8s0kd3X3g1V1W1Vdt90Bgb3BrAHmtG/Kou4+nuT4un3vPMPaq595LGAvMmuAubiSMQAwHAUHABiOggMADEfBAQCGo+AAAMNRcACA4Sg4AMBwFBwAYDgKDgAwHAUHABiOggMADEfBAQCGo+AAAMNRcACA4Sg4AMBwFBwAYDgKDgAwHAUHABiOggMADEfBAQCGo+AAAMNRcACA4Sg4AMBwFBwAYDgKDgAwHAUHABiOggMADEfBAQCGo+AAAMNRcACA4Sg4AMBwFBwAYDgKDgAwHAUHABiOggMADEfBAQCGo+AAAMNRcACA4Sg4AMBwFBwAYDgKDgAwnEkFp6oOV9XDVXWyqm7d4P63VdVDVfVAVX2mql48f1RgZOYMMKdNC05VnZfk9iTXJDmU5MaqOrRu2VeSrHT37yT5ZJL3zB0UGJc5A8xtyhmcq5Kc7O5HuvuJJHcmuX7tgu6+p7t/vNi8N8mBeWMCgzNngFlNKTgXJXl0zfapxb4zuTnJpze6o6qOVNWJqjpx+vTp6SmB0c02ZxKzBphWcGqDfb3hwqqbkqwkee9G93f30e5e6e6V/fv3T08JjG62OZOYNUCyb8KaU0kuXrN9IMlj6xdV1WuTvCPJq7r7p/PEA/YIcwaY1ZQzOPclOVhVl1XV+UluSHJs7YKqujLJPyW5rrsfnz8mMDhzBpjVpgWnu59MckuSu5N8M8ld3f1gVd1WVdctlr03ya8n+URVfbWqjp3h4QCewpwB5jblLap09/Ekx9fte+ea26+dORewx5gzwJxcyRgAGI6CAwAMR8EBAIaj4AAAw1FwAIDhKDgAwHAUHABgOAoOADAcBQcAGI6CAwAMR8EBAIaj4AAAw1FwAIDhKDgAwHAUHABgOAoOADAcBQcAGI6CAwAMR8EBAIaj4AAAw1FwAIDhKDgAwHAUHABgOAoOADAcBQcAGI6CAwAMR8EBAIaj4AAAw1FwAIDhKDgAwHAUHABgOAoOADAcBQcAGI6CAwAMR8EBAIaj4AAAw1FwAIDhKDgAwHAUHABgOAoOADCcSQWnqg5X1cNVdbKqbt3g/l+tqo8v7v9SVV06d1BgfGYNMJdNC05VnZfk9iTXJDmU5MaqOrRu2c1JftDdv5nkfUn+du6gwNjMGmBOU87gXJXkZHc/0t1PJLkzyfXr1lyf5EOL259M8pqqqvliAnuAWQPMZt+ENRcleXTN9qkkv3emNd39ZFX9KMkLknx37aKqOpLkyGLzp1X1ja2E3iEuzLrj22V2e/5k9x/Dbs//WzM/nlmzsd3+fSL/cu32/MkWZ82UgrPRq6Pewpp099EkR5Okqk5098qEr78jyb98u/0YRsg/90NusM+skX+p5F++rc6aKW9RnUpy8ZrtA0keO9OaqtqX5HlJvr+VQMCeZdYAs5lScO5LcrCqLquq85PckOTYujXHkvzp4vbrkvx7dz/lVRXA0zBrgNls+hbV4n3uW5LcneS8JB/s7ger6rYkJ7r7WJJ/TvKRqjqZ1VdTN0z42kefQe6dQP7l2+3HIP8aZs0Zyb9c8i/flo6hvPgBAEbjSsYAwHAUHABgONtecHb7pdcn5H9bVT1UVQ9U1Weq6sXLyHkmm+Vfs+51VdVVtaN+nXBK/qp6/eL/4MGq+ui5zriZCd9Dl1TVPVX1lcX30bXLyLmRqvpgVT1+puvI1Kr3L47tgap6+bnOuMixq+dMYtYs226fNbt5ziTbNGu6e9v+ZfWDgv+Z5CVJzk/ytSSH1q358yQfWNy+IcnHtzPTNuR/dZJfW9x+827Lv1h3QZLPJbk3ycqyc5/l838wyVeS/MZi+4XLzr2FYzia5M2L24eSfHvZuddk+4MkL0/yjTPcf22ST2f1+jSvSPKlHfoc79g5cxbHYNYs9/nfsbNmt8+ZRabZZ812n8HZ7Zde3zR/d9/T3T9ebN6b1Wt37BRTnv8keXeS9yT5ybkMN8GU/G9Mcnt3/yBJuvvxc5xxM1OOoZM8d3H7eXnqtV+Wprs/l6e/zsz1ST7cq+5N8vyqetG5SfcLu33OJGbNsu32WbOr50yyPbNmuwvORpdev+hMa7r7ySQ/v/T6TjAl/1o3Z7Vh7hSb5q+qK5Nc3N3/ei6DTTTl+b88yeVV9YWqureqDp+zdNNMOYZ3Jbmpqk4lOZ7krecm2izO9mdkWRl28pxJzJpl2+2zZvQ5k2xh1kz5Uw3PxGyXXl+Sydmq6qYkK0leta2Jzs7T5q+qZ2X1LzK/4VwFOktTnv99WT11fHVWX9F+vqqu6O4fbnO2qaYcw41J7ujuv6uq38/qdV6u6O7/3f54z9hO+Pnd7XMmMWuWbbfPmtHnTLKFn+HtPoOz2y+9PiV/quq1Sd6R5Lru/uk5yjbFZvkvSHJFks9W1bez+r7msR304b+p3z+f6u6fdfe3kjyc1SG0U0w5hpuT3JUk3f3FJM/O6h/I2w0m/YzsgAw7ec4kZs2y7fZZM/qcSbYya7b5Q0P7kjyS5LL8/weffnvdmrfklz/8d9e5/nDTM8x/ZVY/3HVw2Xm3kn/d+s9mZ33wb8rzfzjJhxa3L8zqKcwXLDv7WR7Dp5O8YXH7ZYsf2lp29jX5Ls2ZP/j3x/nlD/59eYc+xzt2zpzFMZg1y33+d+ysGWHOLHLNOmvOReBrk/zH4gfzHYt9t2X1FUiy2iI/keRkki8necmyn+SzzP9vSf4nyVcX/44tO/PZ5F+3dkcNnYnPfyX5+yQPJfl6khuWnXkLx3AoyRcWQ+mrSf5o2ZnXZP9Yku8k+VlWX0HdnORNSd605vm/fXFsX1/W989unzMTj8GsWe7zv6NnzW6eM4t8s88af6oBABiOKxkDAMNRcACA4Sg4AMBwFBwAYDgKDgAwHAUHABiOggMADOf/ACIyPR/0CYr4AAAAAElFTkSuQmCC\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",
"text/plain": [
"
"
]
},
"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",
"text/plain": [
"
"
]
},
"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",
"text/plain": [
"
"
]
},
"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",
"text/plain": [
"
"
]
},
"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",
"text/plain": [
"
"
]
},
"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": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAEoCAYAAACZ5MzqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xl8VNXdP/DPnSXrJCEbBAhbAgEMSMK+BBFErJTNrQo8ikL7iD+gAlIVC0VakaUBFQUssrQI8iDWh0cgFEGBp0AfJFRB9iXsISzJZJ/Men5/3GSSkAEyk5ncmcnn/XrlRTJzZ/jOeV3y4dxz7jmSEEKAiIjIBSqlCyAiIt/FECEiIpcxRIiIyGUMESIichlDhIiIXMYQISIil/l9iJw6dQrJycnIyclx+rW7du3CU089hc6dO2PgwIH48MMPYTKZPFAlEZFv8usQycrKwquvvgqLxeL0a3fs2IHJkycjKioKS5cuxfTp07F9+3ZMnTrVA5USEfkmjdIFeILFYsGmTZuwePFiaLVal95j+fLlaN++Pf7yl79Ao5Gb6aGHHsLQoUOxf/9+pKWlubNkIiKf5Jc9kSNHjiA9PR3jx4/HjBkzHB6za9cuPP300+jcuTPS0tKwcOHCapeqLl68iP79+9sDBAASExMRGRmJffv2efwzEBH5Ar8MkcTEROzevRuTJ0+GWq2u8fzWrVsxefJktGvXDsuWLcPEiROxadMmvPHGG/ZjmjVrhuzs7GqvKywsRGFhIa5everxz0BE5Av88nJWTEzMPZ8TQiA9PR0DBw7EwoUL7Y/HxcVh0qRJOHLkCLp164annnoKH330Ebp06YKRI0eisLAQ8+bNg1qthsFgqI+PQUTk9fyyJ3I/WVlZyMnJwaBBg2CxWOxf/fv3h1arxcGDBwEAv/nNbzBu3DgsWrQIvXv3xvDhw/HQQw+hS5cuCA4OVvhTEBF5B7/sidxPfn4+AGD27NmYPXt2jedv3boFANBoNJg5cyamTZuGa9euIS4uDjqdDo899hi6d+9erzUTEXmrBhciYWFhAICZM2eiW7duNZ6PjIwEABw6dAgWiwX9+vVD27ZtAQB6vR43btzAQw89VH8FExF5sQZ3OSsxMRFRUVG4fv06OnfubP+KjIxEeno6Lly4AEC+T2TOnDmwWq32137++ecAgIEDBypSOxGRt2lwPRG1Wo2pU6di7ty5UKlUeOSRR1BQUIClS5eiqKjI3st44YUX8NVXX+H3v/89Ro4ciX//+99Yvnw5XnnlFbRs2VLhT0FE5B0aXIgAwPPPPw+dTodVq1bhiy++gE6nQ48ePTB9+nTExsYCADp06IDly5fjgw8+wMSJExEXF4e33noLL7/8srLFExF5EYnb4xIRkasa3JgIERG5D0OEiIhc5ldjIkIIuHJxTpIqXu/eenwd28UxtotjbJeafKFNJAmQKgp1gZ+FCJCbW+z06yIi5DvQCwq4nElVbBfH2C6OsV1q8oU2iY7WoQ4ZwstZRETkOoYIERG5jCFCREQuY4gQEZHLGCJEROQyhggREbmMIUJE5MNsArhVClhsyvz9DBEiIh92MlfCkZsqXMivw80edcAQISLyUUUm4GqR/H2IVpnb4hkiREQ+6pxeAiAhRCPQXKdMDQwRIiIfpC8DbpbKl7CSIgVUylzNYogQEfkaIYCzejk1wgME4kKVq4UhQkTkY26VAnllcoi0jxJ1WkCxrhgiREQ+xGwDTuTKqREdJBAdpGw9DBEiIh9yNk+C0SpBJQkkxyjbCwEYIkREPqPUXDmlt12kQKhW2XoAhggRkc+4kC9BQEKQWqBVuNLVyBgiREQ+oMQMXC/fuDWhkYBa4ctYFRgiREQ+4HSe3AsJ1gjEhyldTSWGCBGRl7tdCtwqv7GwQ5T39EIAhggRkVezCeBUnpwaUUECTUIULuguDBEiIi92pRAoMUsABDoqfGOhIwwRIiIvZbIC58qXeG8RBoQHKlyQAwwRIiIvdU4vwWKToFEJtItUZqn3B2GIEBF5oSITcKX8xsK2jQQC1crWcy8MESIiL1SxV0io1ntuLHSEIUJE5GXyjZV7hbRTcK+Q2mCIEBF5mXPle4WEBQjEedmU3rsxRIiIvEieAbhjqNyx0Num9N6NIUJE5CWq7ljYKFAgNljhgmqBIUJE5CVulgJ6Y+VYiLf3QgCGCBGRV7DagFPlOxbGBgvE+EAvBGCIEBF5hQsFEsqsEiQIdIz2zhsLHWGIEBEprMQMZOXL3yc0glfsWFhbDBEiIoWdyq3cKyQxwnd6IQBDhIhIUbkG4Lahyl4hPvZb2cfKJSLyH0IAZ8r3CokM9L69QmqDIUJEpJCcEqDAJIdIey/cK6Q2GCJERAqw2Cp3LGwSIhAZpHBBLmKIEBEp4EK+BKNVgkoS6BDlW4PpVTFEiIjqWYkZuFggf58QIRDiQ1N678YQISKqR0IAJ6tM6U2IULqiumGIEBHVo1ullav0dvTBKb138/HyiYh8h7XKYHpssEBjH5zSezeGCBFRPckqkGCwVK6P5YtTeu/GECEiqgelZiCrfDC9TYRvrY91PwwRIqJ6cCpPgk1ICFILJDby3Sm9d2OIEBF52K1S4FZp+fpY0QIaP/rN60cfhYjI+1htwr7ZVHSQQJwfDKZXpXiIHD58GKNHj0aXLl2QlpaGP/3pTygpKVG6LCIitzh924pSPxtMr0rREPnpp5/wyiuvIDY2FitWrMCkSZPwzTffYNasWUqWRUTkFiUmgZM5VgBA63AgLEDhgjxAo+Rfnp6ejpSUFHz00UeQJAl9+/aFzWbD2rVrYTAYEBzsI5sMExE58FO2BVYBBKoFEiP9ZzC9KsV6Inl5ecjMzMTo0aMhVenfjR07Frt372aAEJFPu2MArubbAMjLvGsVHzzwDMU+1tmzZyGEQEREBKZOnYqUlBR069YNc+bMQVlZmVJlERHVma18fSwAiAmV0CxU4YI8SLHLWXl5eQCAt99+G48//jhWrFiBM2fO4MMPP4TRaMSCBQucfk9JAiIinO/BaDRqAK691p+xXRxjuzjGdql0+pYFJWYrJAC9WgUiLMB7L2XVdaBfsRAxm80AgK5du2LOnDkAgD59+kAIgYULF2LSpElo0aKFUuUREbnEYBY4Xj6YntRYg8gQFSwWq8JVeY5iIRIaKvfvHnnkkWqPp6WlYcGCBThz5ozTISIEUFBgcLqWiv85ufJaf8Z2cYzt4hjbRXb0lgSLTYJWJZDcWA4Qb26T6GhdnXojio2JtG7dGgBgMpmqPV7RQ5H8bTI1Efm9PAOQXVK5Z3qAxv9/jykWIomJiWjevDkyMjKqPb5nzx5oNBqkpqYqVBkRkfNsAjhZvsx7RKBAvE7hguqJYiEiSRJmzJiBzMxMzJgxAwcPHsTKlSuxYsUKvPjii4iKilKqNCIip10tAopMEgCBh/zwzvR7UfRmw6FDhyIgIADLli3Dq6++iujoaEyaNAmvvvqqkmURETnFaAXO6uXUaBEGNApUuKB6pGiIAMDgwYMxePBgpcsgInLZ2bzKwfQkP70z/V789B5KIqL6kV8GXCuWeyHtIgUC1AoXVM8YIkRELhICOFF+Z3pYgEDLMIULUgBDhIjIRVeLgEKTHCLJDWgwvSqGCBGRC0xVBtOb6wQigxQuSCEMESIiF5zTSzDbJGgkgfYNbDC9KoYIEZGTCozAlSL5+7aRAoGKz3NVDkOEiMhJ8mUsCTqtQKtwpatRFkOEiMgJeWXAHUPl+liqBjiYXpVTnTCTyYSlS5di69atyM3NhdVac3ljSZJw8uRJtxVIROQthJBvLATk9bFiuXWKcyGyaNEirF+/HomJiejevTsCAvxw13kionvIKQH0RjlEkiIb5pTeuzkVIjt27MCQIUOwdOlST9VDROSVLDbgdHkvpEmIQAx7IQCcHBMpKSlB//79PVULEZHXulwIlFklqCSBDlENd0rv3ZwKkU6dOuH48eOeqoWIyCuZrUBWgdwLaRUOhGgVLsiLOBUib731Fv7xj39gw4YNyMvL81RNRERe5VKhvEqvWhJoE8FeSFWSEKLWLfLkk08iLy8PhYWF935DBWdn2WwCubnFTr+Oe0M7xnZxjO3imL+2i8kK7L0qwSokJDZybql3X2iT6GgdVHWYp+zUwHqXLl249zkRNSgXC+QA0agE2oSzF3I3p0JkwYIFnqqDiMjrGK3ygDoAtAkX0DawvUJqw6UVXy5cuIDvvvsO2dnZ0Gq1aNasGQYMGICEhAR310dEpJisfLkXolUJtI5Quhrv5HSIpKenY82aNbDZbNUe//Of/4yXX34Zb775ptuKIyJSisFSuchiQoSAhotEOeRUiGzevBmrVq3Co48+itdeew2JiYmw2WzIysrCZ599hrVr16Jdu3Z46qmnPFUvEVG9uJAvwSYkBKi5yOL9ODU7a+TIkWjUqBH+9re/OXx+3LhxKC4uxt///ne3FegMzs5yL7aLY2wXx/ypXYpNwP7rEgQkPBRtczlEfKFN6jo7y6kO2sWLFzFkyJB7Pj9kyBBkZWW5XAwRkTc4q5cDJFgj0KIB7pvuDKdCJDQ0FLdv377n87du3UJgYGCdiyIiUkq+EbhZWrnIYkNf6v1BnAqRtLQ0rF+/HqdPn67x3KlTp7B+/Xr069fPbcUREdUnIYAz5YsshgcINA1VuCAf4NTA+rRp07B//34888wzSEtLQ5s2bQAAWVlZOHDgAMLCwjB16lSPFEpE5Gl3DEBeGZd6d4ZTIdKsWTNs3rwZixcvxr59+7Bv3z4AQHBwMAYPHowZM2agRYsWHimUiMiThADO6OXUiA7iUu+15fR9IvHx8fjggw9gs9mg1+shhEBUVBRUKk6iJiLfdaMEKDKV90Ki2AupLZfuWAcAlUqF6Ohod9ZCRKQIm5BnZAFAXIhAI84PqrX7hkjHjh2xaNEiDB8+HADQoUOHBy7AyD3WicjXXC0CDBYJEgSSuOGUU+4bIqNGjULLli2r/cxVfInIn1hswPnyXkh8GBDKDaec4tQd696Od6y7F9vFMbaLY77aLuf0wPl8FVSSwIB4gSCXL/LX5AttUq93rL/00kv417/+dc/nv//+e/zyl790uRgiovpktMr7hQBA63C4NUAaivs2mcFggF6vt//8ww8/4PHHH0erVq1qHGuz2fC///u/uHbtmvurJCLygAtVlnpP4La3LnlgiIwaNQpFRfJ6yJIk4f3338f777/v8HghBO9YJyKfUGoGrpRvOJXQiBtOueq+IRIVFYU///nP+PnnnyGEwLJly/D444+jffv2NY5VqVSIiori5Swi8gkViywGqQVacZFFlz3wCuCAAQMwYMAAAEB2djZeeOEFdOnSxeOFERF5Sl4ZcKNEHgtpFymg5r3SLnNqGGn+/PkPPCYvLw9RUVEuF0RE5Ek2AZy8IwdIRKBAc53CBfk4p+cibNmyBd9++y1KS0urbZFrtVpRUlKC8+fP4/jx424tkojIXa4UAkVmCYBAcjSXN6krp0Lks88+w5IlS6DVaqHT6aDX6xEXF4f8/HwYDAYEBQXhxRdf9FStRER1UmYBzpXfWNgiDIjg8iZ15tSVwK+//hodOnTAwYMHsWnTJgghsG7dOmRmZuIPf/gDjEYjx0uIyGudyZNgKZ/SmxTJKb3u4FSIXL9+HSNHjoROp0OLFi0QERGBzMxMqNVqjBkzBkOHDr3n/utERErKMwDZ5YPp7aMEAjil1y2cChGNRoPQ0Mqtvlq1aoUzZ87Yf+7VqxcuXbrktuKIiNzBJoATuZWD6fEcTHcbp0IkMTERP/74o/3nNm3aVBtELywshMlkcl91RERucLEAKOZgukc4FSJPP/00vv76a8yYMQOlpaUYNGgQMjMz8cknnyAjIwN//etf0aFDB0/VSkTktFIzcD5fTo1W4RxMdzenZmeNHj0aOTk52LBhAzQaDYYMGYJf/vKX+OSTTwAAOp0OM2bM8EihRETOEuWXsWxCQqBaoB0H093OpaXgLRYLNJrK/Dl8+DAKCgqQmpqq6G6HXArevdgujrFdHPPGdrlRDPx0W77gktrYhrjQB7zAzbyxTe5W16XgXVr4uGqAAECPHj1cLoCIyBPMVuBknvzLsXGIQJMQhQvyU/cNkZdeesnpN5QkyeVpvpMnT8aZM2ewa9cul15PRFThjF6CySpBLQk8xMF0j7lviNTn3iD/8z//g127dlXbjpeIyBX6MuBqUeUCi8HcbMpj7tu033//fb0UcfPmTcybNw9xcXH18vcRkf+yCeB4+QKL4QECrcIVLsjPecUCyLNmzUK/fv3Qp08fpUshIh93qco9IZ1iBOowZky14FQnr7ZjJOvWrav1e27evBknTpzAtm3bsGjRImfKISKqptQMnOM9IfXKqRBxNEZis9mg1+thNBrRvHlztGvXrtbvd/36dcyfPx/z5893yx4kklQ5pc4ZGo28iI4rr/VnbBfH2C6OKd0uQgj8dNECm7AhWAt0bxUIrVrZbojSbVIbdZ1w4FSI3GuMxGq14rvvvsOsWbMwYcKEWr2XEALvvPMOBgwYgCeeeMKZMoiIarhWYMONQnmPo67NNYoHSEPhljkLarUaQ4YMwdGjR5Geno5NmzY98DUbNmzAmTNnsHXrVlgsFgBysADyzYxqtRqSkxEphGs39fjCDUFKYLs4xnZxTMl2MduAzGsSAAmxwQJhMKGgoN7LqMEXzpXoaF2deiNunfjWunVrrF+/vlbH7ty5E3q9HmlpaTWeS05Oxvz58/H000+7szwi8lPn9BKMVgkq3hNS79wWIiaTCd98802tlz2ZO3cuSkpKqj22bNkynDp1Cp988gni4+PdVRoR+bECI3C5UP6+bSOBEK2y9TQ0bpmdZTKZcPHiRRQWFmLKlCm1eq+EhIQajzVq1AgBAQHo3LmzM2URUQNVeU+IBJ1WoE2E0hU1PHWenQXIYyIJCQkYNmwYxowZ45bCiIge5EohUGiSr13xnhBluGV2lrssWLDAo+9PRP7DYAHO6uXUaBEmEBmkcEENlMtjInl5ecjOzoZarUZ8fDzCwsLcWRcR0T0JAZy4I8EqJASoBNpznxDFOB0imZmZSE9Px7Fjx+xTctVqNXr37o0333wTSUlJbi+SiKiqnBLgtkHuhTwULaBVK1xQA+ZUiBw6dAgTJkxASEgIxowZg9atW8NqteLSpUvYunUrRo8ejY0bNzJIiMhjTFbgZG7lPiH1vdEUVefUzoajR49GXl4eNm7cWGOZkjt37uBXv/oVkpKS8Omnn7q90NrgzobuxXZxjO3iWH21y7HbEq4Xy/uE9I/37mXefeFcqevOhk6t4nv69GmMHj3a4TpXMTExGDNmDA4fPuxyMURE93PHAFwvln/htY/y7gBpKJwKkejoaOTm5t7zeaPRCJ1OV+eiiIjuZrVV7hPSKFCgJefyeAWnQmTixIlYt26dw6m+R48exbp16zBp0iS3FUdEVOFcvgSDRYJUvk8IlzbxDk51Bn/66SdER0dj0qRJSEhIQGJiIrRaLa5evYqff/4ZAQEB2LZtG7Zt22Z/TV32XCciAuSlTS6WL6iY2EggLEDZeqiSUyFy8OBBAEDTpk1hMBhw/Phx+3NNmzYFUL/7shOR/7MK4OcqS5skNlK6IqrKq+5YJyK623m9hCITt7v1Vi7NbbBarTh+/DiuX7+OgIAANG3aFMnJye6ujYgaOH0ZkFVxGSsCXNrECzkdInv27MHcuXNx8+ZN+x3rkiShcePGmDNnDgYNGuT2Iomo4bHY5HtCAAlhAQJtubSJV3IqRDIzMzFlyhRER0dj2rRpSExMhBACWVlZ+OKLL/Db3/4W69atQ9euXT1VLxE1EGfyJJSWz8Z6OJaXsbyVUyHy8ccfo3nz5vjqq69qLLg4ZswYPPPMM1ixYgU+++wztxZJRA3L7VLgSpGcGu0iBcI5G8trOXWfyLFjx/Dcc885XLFXp9Ph2WefxdGjR91WHBE1PEZrxWws+abCBG405dWcCpEHkSQJZrPZnW9JRA2ITQA/3ZL3S1dL8mUs3lTo3ZwKkS5duuCrr75CaWlpjeeKi4uxefNmbm1LRC47q5eQVyanxsOxAqHcL93rOTUmMnnyZLz00ksYNmwY/uM//gOtW7cGAPvA+s2bNzF37lxP1ElEfi6nBLhYIAdImwgu8e4rnAqR7t274+OPP8Yf//hHLFq0CFJ5P1MIgdjYWHzwwQfo3bu3RwolIv9VbKqYzgtEBQkkcTqvz3D6PpHHHnsMjz76KE6cOIFDhw5BCIFevXohOTkZGg3XZSYi55htwI+35K1uA9UCKY05ndeXuHV73Lfeegvt2rVze5FE5J8qBtKLzfL9IKmNBQK51a1Pcev2uC+88AK3xyWiWhFC3ub2Tvle6ckxgsua+CBujwvf2MJSCWwXx9gujjnbLhcLgNN58gTRhAiB9lH+Nw7iC+cKt8clIp+TUwKczpN/cTUN5UC6L+P2uERUr/RlwNHyhRUbBQp05i6FPo3b4xJRvSk0AZk3JdiEhGCNQNcmAmq3rptB9Y3b4xJRvSgxA5k5Eiw2eSpvjzjOxPIH3B6XiDzOYAEO58hrYmlUAt3juKSJv+D2uETkUQYLcOiGBINFXlSxexMu7e5PeDWSiDymzAL8UB4gKkmgWxPeC+JvGCJE5BFlFuCHHHl3wooAiQ5WuipyN4YIEbmdsTxASsyVARLDAPFLDBEiciujFThUJUC6NmaA+DOGCBG5jcEscOiGHCAS5ACJDVG6KvIkhggRuYXBLPD9eXNlgDRhgDQE3ACEiOqszALsP29GkVHYL2ExQBoGhggR1YmhfBpvqUVALQGpDJAGhSFCRC4rNAFHciSUWSWoJaB/ghbBNqPSZVE9YogQkdOEAK4UAWfy5G1t1ZLAIwkBaBKmQkGB0tVRfWKIEJFTCo3A8VwJBUZ5/fYgtXwfSJMwztNpiBgiRPRAQsj7gFwslHCrtHLzj3idvCNhAFfjbbAYIkR0T0IAOaXAxXwJBabK8AjVCiRHcxkTYogQkQMWG3C9GLhYIC+eWKFRoECbCIEmIeBuhASAIUJEVRitwOVCCVcKAbOtIiUEGocACRFcgZdqYogQEYpNwKVCCdeLAZuQw0MlCTTXAa3DBXTc/4PugSFC1EAJAeiN8iWrW6UAIIeHViXQMhxoFc7ta+nBFA0Rm82GTZs24YsvvsC1a9cQHR2Nxx57DFOmTIFOp1OyNCK/JQRws1QOj3xj5cBGsEYe72iuAzScrUu1pGiIrFq1Ch9++CEmTJiAPn364OLFi1i6dCnOnz+P1atXK1kakd+x2oBrxcClAnmjqAoR5YPlcRwsJxcoFiJCCKxatQrPP/883njjDQBA3759ERkZiWnTpuHUqVPo2LGjUuUR+Q2jFbhSKOFytcFyoHGIHB6RgQwPcp1iIVJSUoIRI0bgySefrPZ4QkICAODKlSsMEaI6KDDKM62yiwFRPt4hQb5c1SaCg+XkHoqFiE6nw6xZs2o8vnv3bgBA27Zt67skIp9nE8DNEnmmVdXxDq1KoGVY+WA5p9OQG3nV6XT06FGsXLkSgwcPRmJiotOvlyQgIsL5W2g1GnkKiiuv9WdsF8e8rV2EELhTInA534pr+TaUWSqfiwiSkBSrRqtIFTQqz16z8rZ28Qa+0CZ1vZTpNSFy5MgRTJw4EfHx8XjvvfeULofI6xWW2XBJb8NlvRUlpsrHJQDNI1RoF6NGY50EiQMe5EGSEEIoXURGRgbefvtttG7dGqtWrULjxo1deh+bTSA3t9jp11X8L6GgwODS3+uv2C6OKdkuRitwoxjILq6+lhUAhAcINA0VaBoKBGvrvTSeLw74QptER+ugqkMvVfGeyNq1a7Fw4UL07NkTy5YtQ1hYmNIlEXkVkxW4bQBuFEu4Y6gcJAfkZdib6YBmOoEwDpSTAhQNkc2bN2PBggUYOnQoFi5ciIAA/isgEgIoNgO3S4FbpRL0RgBVgkOjku/paKYTiAri9FxSlmIhkpubi3nz5qF58+YYO3YsTp48We35li1bIioqSqHqiOqXxQbkGoDbBgm3S4Eya/VkUEkCscFAU51A42BAzTvKyUsoFiL//Oc/YTAYcP36dYwdO7bG84sWLcLIkSMVqIyoflhswK1S4EaJHBxVL1MBQKBaXj23cYhAdBCDg7yTYiEyatQojBo1Sqm/nkgRFps8vpFTLOGWoXLFXEC+ETAyCIgNFogJAcK0vFRF3k/xgXUif2e2yeMbOSUSbjsIjtgQoGmo/KeWvQ3yMQwRIg8wWORLVTdLJOSVVb9UJUEgJhiIC5V3CNRyuXXyYQwRIjcQAsg3AncM8t4chXfdw1HR44gLkcc5GBzkLxgiRC4qs8jjG3cMEnIN1VfIBeT1qioGxmOCuUcH+SeGCFEtWW3yToBZxRbkFNlQUFYzFUK18lTcJiECjYIADy9XRaQ4hgjRPZhtgL4M0JfJ4xoFxoqxDav9GI0kEB0MxATL4aHEciNESmKIEJUzWoG8KqFRZAKAu7sSAlHBKsSFqxCmMqNRIHsb1LAxRKjBMpjLQ8Moh0aJuWYaSBAIDwSiAoHIoPL7OKLk5XkKCsz1XTKR12GIUIMgBFBirt7TuHtpEUBeXqRRIBAZBEQFyd9zQJzo3hgi5JfMNqDQCBSa5NDQlwEmW83QUEvyIoaRQfKf4YGAmpeniGqNIUI+z2iRw6LQBBQYJRSaAIPFcRJoVXJYRJVfmgoP4NIiRHXBECGfIYR8J3ihCSgsD4tCE2B0cFmqQohGICJQDo2oICCU61ERuRVDhLyOTcg38pVagFKzPOBdERgWB5ekAHkAXBcg9yzCA+TB8LAArkVF5GkMEap3NiHv1me0yj0LOSwklJrl78ssNZdFr0olifKwAMID5e91Wi6VTqQEhgjVWUUomKyAyVYZEGarBJNN/r7q8/fqTdxNgkCQBgjRyIERFigQEcBLUkTehCFCNVjLg8BaaoPRAuiL5Z8rQqEiJJwNBUfUkkCIBgjRymERrK38OVjDG/mIvB1DpIGw2OTLREZr1S+pei+hPBQq97uouJnOmetEAgFqIEAFBKiBQLVWYt/iAAAPkElEQVT8p1Yl7N9XPCc/zl4FkS9jiPgBqw0oKx9fKKv4skoos5Q/ZnW9tyABCFAL+y9+bXkwaFWiMiQYCkQNFkPEB1hschgYymcrGSyS/ecyi+Ob6O4noEqvIEhT0TsQ9pCoCIWYyCBoVUBhYZmHPhkR+TqGiBewVkxpNVeEhWSftWQwOxMScjgEa+RwCFIDQRpR5Xu551DbcYYA3rpNRA/AEKkHViHfVW0PBosEg7nyZ6MVqLlabE0ShH3AWf4S9sAIVgOBHIgmonrGEKkDIQBLeUBUHbA2WCT72ITBCpjuc0d1VRVTWoPLp7UGawSCK2YtlfciON5ARN6EIeJA1Zvhqn1ZpBqPVc5kqg35clNFKMgBIew9iyD2JIjIxzBEAFzKsyIrz4oSoyTfD+HiTCatStjHHoLKexIVPwdr5MtNHGYgIn/CEAFw4qYVRUYBR+MSUnnvIbD8cpL85egx9iKIqOFhiADo1VKDG4U22Mxm+9TXQN73QET0QAwRADGhKsSEqrjdKRGRk7juKRERuYwhQkRELmOIEBGRyxgiRETkMoYIERG5jCFCREQuk4QQQuki3EUIAVc+TcV9IP7TEu7BdnGM7eIY26UmX2gTSQKkOtwM51chQkRE9YuXs4iIyGUMESIichlDhIiIXMYQISIilzFEiIjIZQwRIiJyGUOEiIhcxhAhIiKXMUSIiMhlDBEiInIZQ4SIiFzGECEiIpf5ZYicOnUKycnJyMnJqfb4zp07MWrUKKSkpOCJJ57AX//6V9hstmrH/Pzzz3jxxReRmpqKtLQ0LFmyBGazudoxly5dwsSJE9G9e3f06tULc+bMQXFxscc/V13UpU1efvlltG/fvsbXzz//bD/GF9sEcNwuVqsVn376KQYNGoTOnTtjxIgR2LJlS43X+uu5AtStXfztfLHZbNi4cSOGDx+O1NRUDB48GPPnz69Wr7vOhTt37uCNN95Ar1690K1bN0yfPh23b9+ul8/pMuFnLly4IPr37y+SkpLEjRs37I//85//FElJSeLNN98UBw4cEMuXLxcdOnQQn332mf2YS5cuia5du4oJEyaIvXv3itWrV4tOnTqJuXPn2o/Jz88XjzzyiHjmmWfE7t27xaZNm0T37t3Ff/7nf9br53RGXdpECCF69eol3nvvPfHjjz9W+yopKRFC+GabCHHvdnn33XdF+/btxZ/+9Cexf/9+sWbNGpGSkiLWrl1rP8ZfzxUh6tYuQvjf+fKXv/xFdOzYUaSnp4sDBw6I9evXi549e4rx48cLIdx3LpjNZjFixAgxePBgkZGRIb755hsxYMAAMWLECGE2m+v9c9eW34SI2WwW69evF6mpqaJnz541/gFMnz5dDB48WFitVvtjv/vd78TAgQPtP7/zzjtiwIABwmg02h/bsGGD6Nixo8jJyRFCCLFs2TKRkpIi8vLy7Mfs3btXJCUliZ9++smTH9Fp7miTnJwckZSUJPbt23fPv8eX2kSI+7dLbm6u6NChg3j33XervWbDhg2iS5cuoqCgQAjhf+eKEO5pF387X2w2m+jRo0eNz719+3aRlJQkTp486bZzYcuWLSIpKUmcP3/efsy5c+dE+/btxfbt2z35MevEby5nHTlyBOnp6Rg/fjxmzJhR43mj0Yjg4GCoVJUfuVGjRsjPz7f/fODAAQwcOBABAQH2x37xi1/AarVi//799mN69OiByMhI+zFpaWkIDQ3Fvn37PPHRXOaONjl9+jQAoH379vf8e3ypTYD7t8vly5dhs9nw6KOPVnu8R48eMBgM+OGHHwD437kCuKdd/O18KSkpwYgRIzBs2LBqjyckJAAArly54rZz4cCBA2jbti0SExPtx1T87G3tUpXfhEhiYiJ2796NyZMnQ61W13h+7NixyMrKwueff46ioiL861//wtdff42RI0cCAAwGA27cuIE2bdpUe11UVBR0Oh0uXrwIAMjKyqpxjFqtRnx8vP0Yb1HXNgHkXwoBAQFYunQpevXqhc6dO+M3v/lNtc/qS20C3L9dmjVrBgDIzs6u9vjVq1ftf/rjuQLUvV0A/ztfdDodZs2ahW7dulV7fPfu3QDkNnPXueDoGABo2bKl17VLVX4TIjExMYiOjr7n871798b48ePx3nvvoXv37nj55Zfx8MMPY+bMmQCAoqIiAPJJc7fQ0FD7AFhRUdEDj/EWdW0TQP6lYDKZEBQUhE8++QTz5s3DlStXMHbsWPuAny+1CXD/dmnSpAn69u2LpUuXYs+ePSgqKsK///1vpKenQ6VSobS01C/PFaDu7QL45/lyt6NHj2LlypUYPHgwwsPDAbjnXPDVdvGbEHmQOXPmYM2aNZg8eTI+//xzzJkzBydPnsTrr79evje7vEuwo72GhRDVLvnU5hhf8KA2AYDXXnsNf/vb3zB79mz06NEDI0aMwKpVq1BYWIj169fb38tf2gQAFi1ahOTkZPtMmsmTJ2PKlCmQJAnBwcEN8lwBHtwugP+fL0eOHMGvf/1rxMfH47333nP7ueCL7aJRuoD6cPPmTXz55ZeYNGkSpkyZAgDo2bMnWrZsiQkTJmDv3r3o2bMnADhM/NLSUoSFhQGQ/8fh6JiSkhI0b97cg5/CvWrTJgMHDkRSUlKN17Zo0QKJiYn269/+0iYVYmNjsWrVKuj1euTm5qJVq1a4ffs2rFYrIiIi7P9bbCjnSoUHtQsAvz5fMjIy8Pbbb6N169ZYtWoVIiMjUVJSAsA958L9jnHUQ/EW3htvbpSdnQ0hBLp27Vrt8R49egAAzp07h9DQUDRp0gSXL1+udkxubi6Ki4vt1yrbtGlT4xir1Ypr1645vJ7prWrTJkIIbNmyBZmZmTVeX1ZWZh8k9Jc2qbB9+3acPXsWkZGRaNu2LbRaLU6ePAkASE5ObnDnSoUHtYs/ny9r167F9OnTkZKSgg0bNqBx48YA4NZzwdExgDx4763tAjSQEGnVqhXUajUOHz5c7fEff/wRABAfHw8A6NevH/bs2QOTyWQ/ZufOnVCr1faeSr9+/XDo0KFqM5j279+P0tJS9O3b19MfxW1q0yaSJGH16tV4//33q92AeOLECVy5csXv2qTCsmXLsHr1avvPNpsN69atQ4sWLez/025I50qFB7WLv54vmzdvxoIFC/Dkk09i1apV9t5FBXedC2lpaTh37hyysrLsx5w/fx5ZWVle2S529T2nuD78/e9/r3FPxLx580RycrL46KOPxP/93/+JjRs3ir59+4oRI0bY53efP39edO7cWYwbN058//33Ys2aNaJTp05izpw59vfJzc0VvXr1EiNHjhTffvut+PLLL0WPHj3Er3/96/r+mE5xtU127twpkpKSxLRp08T+/fvFl19+Kfr16yeeeuopYbFYhBC+2yZCOG6Xijn+K1euFAcPHhRTp04VHTp0ELt27bIf48/nihCut4u/nS937twRXbp0EQMHDhSHDx+ucQNlbm6u284Fo9EonnjiCTFw4ECxbds2sXXrVvHoo4+KYcOG8WbD+uboH4DVahWrV68WQ4YMEcnJyeKxxx4T8+bNE0VFRdVee/jwYfHcc8+JTp06if79+4vFixcLk8lU7ZgzZ86IcePGiYcfflj06dNHzJ49u8b7eJu6tMmuXbvEM888I1JSUkTv3r3F7NmzhV6vr3aML7aJEI7bxWazidWrV4tBgwaJlJQU8dxzz4m9e/fWeK2/nitC1K1d/Ol8+e///m+RlJR0z68tW7YIIdx3LmRnZ4tJkyaJlJQU0bNnTzFt2jRx8+bNevu8rpCEKJ9eQERE5KQGMSZCRESewRAhIiKXMUSIiMhlDBEiInIZQ4SIiFzGECEiIpcxRIiIyGUMESIichlDhIiIXMYQISIilzFEiB5g8eLFaN++Pc6fP1/tcZvNhrS0NLz++usA5BWQX3nlFaSmpiI1NRXjx4/HsWPHqr1GCIGNGzfi2WefRWpqKjp37oxf/OIXWLlyJaquQDRo0CDMmjUL77zzDjp37oxHHnkEeXl5nv+wRE5iiBA9wPDhwwEAO3bsqPb4Dz/8gNu3b2PYsGE4cOAAXnzxRRQVFeH111/Ha6+9huzsbIwdO7ba/hoffvgh3n33XbRt2xYzZ87E9OnTERgYiMWLF2PLli3V3n/79u04ffo0fv/73+NXv/oVoqKiPP9hiZzEBRiJamH48OGwWq3IyMiwP/aHP/wBGRkZOHjwIIYOHYrY2FisX78earUagLyz3ahRoxASEoItW7bAbDajd+/eGDBgAJYsWWJ/n+LiYvTp0wf9+vXDp59+CkDuidy4cQM7d+5Ey5Yt6/fDEjmBPRGiWhg+fDguXLiAs2fPAgAsFgu+/fZbPP744zh79iyuXr2KwYMHo6CgAHl5ecjLy0NZWRkGDhyIU6dOIScnB1qtFgcPHsQf//jHau+t1+uh0+lQWlpa7fGWLVsyQMjrNYg91onqatiwYViyZAn+8Y9/ICkpCQcOHIBer8fw4cNx5coVAMCiRYuwaNEih6+/ceMG4uLioNVqsXfvXnz33Xe4ePEiLl++jIKCAgDA3RcFoqOjPfuhiNyAIUJUC82aNUPXrl2xY8cO/Pa3v8WOHTsQExODXr162cdKXn/9daSkpDh8fUJCAoQQ+N3vfodt27ahW7duSE1NxfPPP48ePXpg3LhxNV5TcVmMyJsxRIhqadiwYZg7dy6ysrKwZ88eDB8+HGq1Gs2bNwcAhISE1NgL+9ixYygoKEBQUBAyMzOxbds2/L//9//sM7oA+dJYfn4+WrRoUa+fh8gdOCZCVEtPPvkktFotPv74Y+Tn52PYsGEAgE6dOiE2Nhaff/45SkpK7McXFxdj6tSpmDlzJtRqNfLz8wEAbdu2rfa+X375JQwGAywWS/19GCI3YU+EqJYiIyPRr18/ZGRkID4+3n7pSqvVYvbs2Zg6dSqefvppPPvsswgMDMTmzZuRnZ2N9PR0aDQapKamQqfTYf78+cjOzkZ4eDgOHTqEjIwMBAYGVgsgIl/BngiREyruGanohVR44oknsGbNGjRp0gTLly/HRx99hNDQUKxYscJ+bExMDFauXIkWLVpg+fLlWLJkCbKzs7FkyRKMGTMG58+fx507d+r9MxHVBe8TIXJCRkYGpk2bhoyMDCQmJipdDpHi2BMhqiUhBP7rv/4LXbp0YYAQleOYCNEDWCwWTJ8+HTdu3MCxY8fw8ccfK10SkddgiBA9gEajweXLl3Ht2jVMnjwZQ4YMUbokIq/BMREiInIZx0SIiMhlDBEiInIZQ4SIiFzGECEiIpcxRIiIyGUMESIictn/B53NExBDafs2AAAAAElFTkSuQmCC\n",
"text/plain": [
"
"
]
},
"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",
"text/plain": [
"
"
]
},
"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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\n",
"text/plain": [
"
"
]
},
"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",
"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": [
"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",
"text/plain": [
"
"
]
},
"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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\n",
"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",
"text/plain": [
"
"
]
},
"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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\n",
"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": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
country
\n",
"
year
\n",
"
population
\n",
"
region
\n",
"
sub_region
\n",
"
income_group
\n",
"
life_expectancy
\n",
"
income
\n",
"
children_per_woman
\n",
"
child_mortality
\n",
"
pop_density
\n",
"
co2_per_capita
\n",
"
years_in_school_men
\n",
"
years_in_school_women
\n",
"
\n",
" \n",
" \n",
"
\n",
"
7226
\n",
"
China
\n",
"
2018
\n",
"
1420000000
\n",
"
Asia
\n",
"
Eastern Asia
\n",
"
Upper middle
\n",
"
76.9
\n",
"
16000
\n",
"
1.64
\n",
"
9.95
\n",
"
151.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
15767
\n",
"
India
\n",
"
2018
\n",
"
1350000000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Lower middle
\n",
"
69.1
\n",
"
6890
\n",
"
2.28
\n",
"
41.10
\n",
"
455.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
37229
\n",
"
United States
\n",
"
2018
\n",
"
327000000
\n",
"
Americas
\n",
"
Northern America
\n",
"
High
\n",
"
79.1
\n",
"
54900
\n",
"
1.90
\n",
"
6.06
\n",
"
35.7
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
15986
\n",
"
Indonesia
\n",
"
2018
\n",
"
267000000
\n",
"
Asia
\n",
"
South-eastern Asia
\n",
"
Lower middle
\n",
"
72.0
\n",
"
11700
\n",
"
2.31
\n",
"
25.00
\n",
"
147.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
5036
\n",
"
Brazil
\n",
"
2018
\n",
"
211000000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
Upper middle
\n",
"
75.7
\n",
"
14300
\n",
"
1.70
\n",
"
14.20
\n",
"
25.2
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
26498
\n",
"
Pakistan
\n",
"
2018
\n",
"
201000000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Lower middle
\n",
"
68.0
\n",
"
5220
\n",
"
3.35
\n",
"
76.80
\n",
"
260.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
25622
\n",
"
Nigeria
\n",
"
2018
\n",
"
196000000
\n",
"
Africa
\n",
"
Sub-Saharan Africa
\n",
"
Lower middle
\n",
"
66.1
\n",
"
5570
\n",
"
5.39
\n",
"
97.90
\n",
"
215.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2846
\n",
"
Bangladesh
\n",
"
2018
\n",
"
166000000
\n",
"
Asia
\n",
"
Southern Asia
\n",
"
Lower middle
\n",
"
73.4
\n",
"
3720
\n",
"
2.05
\n",
"
32.00
\n",
"
1280.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
" \n",
"
\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",
"text/plain": [
"
"
]
},
"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": "iVBORw0KGgoAAAANSUhEUgAAAVIAAAFSCAYAAACg1VfvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XlcVPX+P/DXDAwMu6DBqNyQMhC5AoKAW3kFpW7LLTUFNUWQxHJfMhfKBdL8obmAdfUiSkXaIletbDG3bqkgZGlKpuYC6TAuA8MyMMzM5/cH3zlxmEEHZ2Bm9P18PHg85HM+85nPYeDlOedzzucjYIwxEEIIuWdCS3eAEEJsHQUpIYSYiIKUEEJMREFKCCEmoiAlhBATUZASQoiJKEgJIcREFKSEEGIiClJCCDERBSkhhJiIgpQQQkxEQdpO1Go1ysvLoVarLd0VQkg7oyBtJ1KpFLGxsZBKpZbuCiGknVGQEkKIiShICSHERBSkhBBiIgpSQggxEQUpIYSYiIKUEEJMREFKCCEmoiAlhBATWTRIN2/ejLFjx/LKzpw5g+TkZERFRWHgwIGYPXs2rl+/zqvz1Vdf4emnn0afPn3w3HPP4fvvv+dtl8vlmDdvHqKiohAZGYk33ngDtbW1Zm+DEEIACwZpfn4+1q1bxyu7fv06Jk2aBG9vb3z00UfYvHkzbt26heTkZNTX1wMAjh07htdeew1jx47F7t27MWTIELz66qv4/fffuXZmzpyJq1evYtu2bcjOzsbRo0fx5ptvctvN0Ya5abUM8up6yOR1kFfXQ6ulVbIJsRmsg0mlUpaamsrCwsLYU089xRISErhtmzdvZoMGDWKNjY1c2bVr11hAQAD74YcfGGOMJSUlsZkzZ/LaHDt2LFu0aBFjjLGSkhIWEBDAzp8/z20/evQoCwwMZH/++afZ2ribsrIyFhAQwMrKyu5aV6PRsj/+rGTJ6d+wZ+fuZsnp37A//qxkGo3WqPcihFhWhx+RnjlzBi4uLti7dy9CQ0N52+Li4rB+/XrY29tzZQKBAABQVVUFrVaLkydPIjo6mve6qKgoFBcXAwCKi4vRuXNn9OzZk9seEREBgUCA4uJis7RhblW1DcjILYRMrgQAyORKZOQWoqq2wezvRQgxP/u7VzGvmJgYxMTEGNzWo0cP9OjRg1f273//G2KxGP3794dCoUBdXR0kEgmvjre3N3cdVSaT6W13cHCAp6cnpFKpWdowt0a1lgtRHZlciUa11uzvRQgxvw4P0rbYtm0bduzYgbS0NHh5eXEh5uDgwKvn4OAAlUoFxhiUSqXedl2dhoYG7lqrKW20pFAooFAoeGVtCVyRvRDenk68MPX2dILInm6qIMQWWGWQarVarF27Fjk5OZg2bRomTJgAAHB0dAQAqFQqXn2VSgVnZ2cIBAKIxWK97c3rmKONlvLy8pCdnX1vOwvAw8URacnR3Om9t6cT0pKj4eHieM9tEkI6jtUFaUNDA1577TXs378fb775JsaPH89t69SpE5ydnSGTyXivkclk8PHxAQBIJBK97SqVCnK5HBKJxCxttJSYmIgRI0bwyqRSKa/vdyIUCuAncceaWU+gUa2FyF4IDxdHCIUCo15PCLEsqzp31Gq1mDFjBg4dOoSsrCy9IBIIBAgPD0dRURGvvLCwEFFRUQCAyMhI3LhxA3/88Qe3XTdA1K9fP7O00ZK7uzt8fX15X4YC906EQgE83cTw9nSGp5uYQpQQG2JVQZqXl4cjR45g8eLFCA0NxY0bN7gv3bXNpKQkfP3119i6dSsuXryItWvX4syZM0hMTAQAhIaGIjw8HPPmzcOpU6dQVFSEN998E88//zx3xGmONgghREfAGLPYnd8LFy7ElStXsGPHDgDAiBEjcPbsWYN1MzIyMHr0aADAnj17sGnTJly/fh09e/bEa6+9hoEDB3J1b926heXLl+N///sfHBwc8OSTT2Lx4sUQi8VcHXO0cSfl5eWIjY3FgQMH4Ovr2+afDSHEdlg0SO9nFKSEPDis6tSeEEJsEQUpIYSYiIKUEEJMREFKCCEmoiAlhBATUZASQoiJKEgJIcREFKSEEGIiClJCCDERBSkhhJiIgpQQQkxEQUoIISaiICWEEBNRkBJCiIkoSAkhxEQUpIQQYiIKUkIIMREFKSGEmIiClBBCTERBSgghJqIgJYQQE1GQEkKIiShICSHERBSkhBBiIgpSQggxEQUpIYSYiIKUEEJMREFKCCEmoiAlhBATUZASQoiJLBqkmzdvxtixY3ll5eXlSE1NRXh4OAYOHIjMzEyo1Wpenfz8fMTGxiIkJATx8fE4deqURdoghBDAgkGan5+PdevW8cpUKhUmT54MgUCAnTt3Ij09HZ999hmysrK4OgUFBcjMzMTs2bNRUFAAf39/pKSk4NatWx3aBiGEcFgHk0qlLDU1lYWFhbGnnnqKJSQkcNv27t3LgoODWWVlJVf2ySefsLCwMKZUKhljjMXFxbHVq1dz29VqNRs6dCjLzs7u0DbupqysjAUEBLCysjKjfzaEENvU4UekZ86cgYuLC/bu3YvQ0FDetuLiYgQFBcHDw4Mri46ORl1dHc6cOYObN2/i8uXLiI6O5rbb2dkhIiICxcXFHdYGIYQ0Z9/RbxgTE4OYmBiD2yoqKiCRSHhl3t7eAACpVAqxWAwABuucPn26w9poSaFQQKFQ8MoM1SOE3J86PEjvpL6+Hi4uLrwyBwcHAEBDQwOUSiWvrHkdlUrVYW20lJeXh+zsbCP3khByv7GqIBWLxVyY6ei+d3Z25o4mDdVxdnbusDZaSkxMxIgRI3hlUqkU48ePv9PuEkLuE1Z1H6lEIoFMJuOV6b6XSCTo1q0br6x5HR8fnw5royV3d3f4+vryvgzVI4Tcn6wqSCMjI1FaWsq73lhYWAgXFxf07t0bXl5e8Pf3R1FREbddo9GgpKQEUVFRHdYGIYQ0Z1VBOmzYMPj4+GDOnDn47bffcPDgQaxduxZJSUncNcrk5GTk5eWhoKAAFy5cQFpaGmprazF69OgObYMQQnSs6hqpo6MjcnJysGLFCowZMwbu7u6Ij4/HtGnTuDpjxoxBTU0NNmzYgMrKSgQHByM3NxdeXl4d2gYhhOgIGGPM0p24H5WXlyM2NhYHDhyAr6+vpbtDCGlHVnVqTwghtoiClBBCTERBSgghJrKqwaYHkVbLUFXbgEa1FiJ7ITxcHCEUCizdLUJIG1CQWpBWy3BFqkBGbiFkciW8PZ2QlhwNP4k7hSkhNoRO7S2oqraBC1EAkMmVyMgtRFWt/vP8hBDrRUFqQY1qLReiOjK5Eo1qrYV6RAi5FxSkFiSyF8Lb04lX5u3pBJE9fSyE2BL6i7UgDxdHpCVHc2Gqu0bq4eJo4Z4RQtqCBpssSCgUwE/ijjWznqBRe0JsGAWphQmFAni6iS3dDUKICejUnhBCTERBSgghJqIgJYQQE1GQEkKIiShICSHERBSkhBBiIgpSQggxEQUpIYSYiIKUEEJMREFKCCEmoiAlhBATUZASQoiJKEgJIcREFKSEEGIiClJCCDERBSkhhJiIgpQQQkxEQUoIISayuiBVqVRYu3Yt/vGPf6Bv374YN24cfvrpJ257eXk5UlNTER4ejoEDByIzMxNqtZrXRn5+PmJjYxESEoL4+HicOnWKt90cbRBCiI7VBemmTZuwa9cupKen47///S8eeeQRpKSkoKKiAiqVCpMnT4ZAIMDOnTuRnp6Ozz77DFlZWdzrCwoKkJmZidmzZ6OgoAD+/v5ISUnBrVu3AMAsbRBCCA+zMs888wxbtWoV9311dTULCAhgX375Jdu7dy8LDg5mlZWV3PZPPvmEhYWFMaVSyRhjLC4ujq1evZrbrlar2dChQ1l2djZjjJmlDWOUlZWxgIAAVlZWdte6Go2W3VYoWcXtWnZboWQajdbo9yGEWJ7VHZF6eXnh0KFDKC8vh0ajwaeffgoHBwf07t0bxcXFCAoKgoeHB1c/OjoadXV1OHPmDG7evInLly8jOjqa225nZ4eIiAgUFxcDgFnaMCetluGKVIH5G77H5Iz9mL/he1yRKqDVMrO/FyGkfVhdkL7xxhuwt7dHbGws+vTpg7Vr12LdunXo0aMHKioqIJFIePW9vb0BAFKpFBUVFQBgsM7169cBwCxtmFNVbQMycgshkysBADK5Ehm5haiqbTD7exFC2ofVrWt//vx5uLq6YtOmTfDx8cGnn36KBQsW4IMPPkB9fT1cXFx49R0cHAAADQ0NUCqVvLLmdVQqFQCYpY2WFAoFFAoFr0wqlRq1v41qLReiOjK5Eo1qrVGvJ4RYnlUF6bVr17BgwQLk5OSgf//+AIA+ffrgwoUL2LhxI8RisV6Y6b53dnaGWCzmlTWv4+zsDABmaaOlvLw8ZGdnt3l/AUBkL4S3pxMvTL09nSCyt7qTBUJIK6zqr/XUqVNobGxEnz59eOWhoaG4fPkyJBIJZDIZb5vue4lEgm7duvHKmtfx8fHh6pnaRkuJiYk4cOAA7ys/P9+offZwcURacjS8PZ0ANIVoWnI0PFwcjXo9IcTyrCpIddclz507xyv//fff4e/vj8jISJSWlvJOowsLC+Hi4oLevXvDy8sL/v7+KCoq4rZrNBqUlJQgKioKAMzSRkvu7u7w9fXlfbW8xtoaoVAAP4k71sx6AlvThmPNrCfgJ3GHUCgw6vWEEMuzqiANCQlBREQEFi9ejOPHj+Py5ctYv349jh49iilTpmDYsGHw8fHBnDlz8Ntvv+HgwYNYu3YtkpKSuGuaycnJyMvLQ0FBAS5cuIC0tDTU1tZi9OjRAGCWNsxNKBTA000Mb09neLqJKUQJsTECxphV3WdTVVWF9evX4/Dhw6isrERgYCBmz57NXTO9cuUKVqxYgRMnTsDd3R2jRo3CrFmzIBT+9X9Cbm4u8vLyUFlZieDgYCxZsgTBwcHcdnO0cTfl5eWIjY3FgQMH4Ovra4afDCHEWlldkN4vKEgJeXBY1ak9IYTYIgpSQggxEQUpIYSYiIKUEEJMREFKCCEmoiAlhBATUZASQoiJKEgJIcREFKSEEGIiClJCCDFRm+cjraiowLFjxyCTyTBixAjIZDIEBARAJBK1R/8eGFotQ1VtAxrVWojshfBwcaTJSwixEW0K0jVr1mD79u1Qq9UQCAQYNGgQMjMzcfv2bWzfvh1eXl7t1c/7mm7dJt2SI7o5SWk6PUJsg9Gn9rm5ucjNzcWMGTPw5ZdfQjfXySuvvIIbN25gw4YN7dbJ+x2t20SIbTM6SHfs2IEpU6YgNTUVPXr04Mqjo6Mxc+ZMHD58uB2692CgdZsIsW1GB6lUKkV4eLjBbX5+frh9+7bZOvWg0a3b1Byt20SI7TD6L7Vbt24oKSkxuO2XX37h1joibUfrNhFi24webBo9ejTWr18PsViM2NhYAEB1dTW+/PJL5OTkIDU1td06eb9rvm4TjdoTYnuMniGfMYYVK1Zg586d3PcCQdMf+vPPP49Vq1Zx3xOaIZ+QB4nRR6QCgQBLly5FYmIijh8/jsrKSri5uSEqKgqPPfZYe/aREEKsWptvyO/Rowdv1J4QQh50RgepSqVCXl4efvrpJ96a8DoCgQAffvihWTtHCCG2wOggTU9Px6effoqePXvC09OzPftECCE2xegg3b9/P15++WXMmzevPftDCCE2x+j7SBljiIyMbM++EEKITTI6SJ966il8/fXX7dkXgqYJTOTV9ZDJ6yCvrodWa9TdaYQQCzL61H7hwoUYPXo0EhISEBYWBicn/iONAoEAM2fONHsHHwS6KfS0Woaqmga8ta2IZoEixIYYHaTbtm3DhQsXAAA///yz3nYK0nvTfAq9lOf7IGfPab1ZoNbMegKebmIL95QQ0hqjg/TDDz/EM888g4ULF+Khhx5qzz49UJpPoefmLKJZoAixQUZfI1UqlRg1ahSFqJk1n0Kvuq6RZoEixAYZ/Rc6ePBgHD16tD378kBqPoXeroPnMTO+L80CRYiNMfrU/plnnsHSpUtx9epVhIeHw8XFRW+SkhdffNEsndq9eze2bNmCsrIyPPzww5g+fTr++c9/AmiaDCQ9PR0nTpyAWCzGiBEjMGfOHNjb/7Ur+fn5yM3NxY0bNxAUFIQlS5YgJCSE226ONsxFN4VeRm4hzl2V4/P/XcRbrwyCUCigWaAIsRXMSIGBgXf86tWrl7FN3dHu3btZUFAQ2759O7t8+TJ79913Wa9evVhxcTFraGhgcXFxLDU1lZ07d4599913LCoqir3zzjvc63ft2sVCQ0PZ3r172fnz59nrr7/OIiMj2c2bNxljzCxtGKOsrIwFBASwsrKyu9bVaLTstkLJKm7XstsKJdNotG34iRFCLM3oIC0vL7/rl6m0Wi0bOnQoe+utt3jlycnJLDs7m+3du5cFBwezyspKbtsnn3zCwsLCmFKpZIwxFhcXx1avXs1tV6vVbOjQoSw7O5sxxszShjHaEqSEENtm9Kl99+7duX/X1NSgpqYGnTp1glhsvtty/vjjD/z555949tlneeVbt24FACxduhRBQUHw8PDgtkVHR6Ourg5nzpyBn58fLl++jOjoaG67nZ0dIiIiUFxcDAAoLi42uQ1CCGmuTdPoFRYWYvXq1SgtLeXKevfujXnz5mHgwIEmd+by5csAmmaamjJlCk6fPg1fX1+88soriImJQUVFBSQSCe813t7eAJrWlNKFuqE6p0+fBgCztNGSQqHQmxFLKpUatc+EENtndJAWFxdj8uTJ6N69O6ZNm4YuXbqgoqIC+/btw5QpU5CXl4eIiAiTOlNTUwMAWLBgAaZNm4Y5c+bg22+/xauvvoqtW7eivr4eLi4uvNc4ODgAABoaGqBUKnllzeuoVCoAMEsbLeXl5SE7O7vN+0sIuT8YHaQbNmxA3759sW3bNt7o9vTp05GUlITs7Gxs27bNpM6IRCIAQFJSEkaNGgUACAoKwq+//orc3FyIxWK9MNN97+zszB1NGqrj7OwMAGZpo6XExESMGDGCVyaVSjF+/Hgj9poQYuuMvo/09OnTmDhxIi9EgabrhxMmTMCpU6dM7ozudDogIIBX/thjj6G8vBwSiQQymYy3Tfe9RCLhVjI1VMfHx4erZ2obLbm7u8PX15f31fLSACHk/mV0kLq6uqKxsdHgttZOeduqd+/ecHFx0bsW+fvvv+Phhx9GZGQkSktLedcjCwsL4eLigt69e8PLywv+/v4oKiritms0GpSUlCAqKgoAzNIGIYQ0Z3SQhoeHY8uWLdx1TJ2amhps2bIF/fr1M7kzYrEYKSkpePfdd7F3715cvXoV7733Hn744QckJydj2LBh8PHxwZw5c/Dbb7/h4MGDWLt2LZKSkrhrmsnJycjLy0NBQQEuXLiAtLQ01NbWYvTo0QBgljbMjabOI8S2Gb0c85UrVzBy5EjY29tjyJAh6NKlC27evIkjR46gsbERH330EXr16mWWTm3fvh0ffvghpFIpHnnkEcyYMQPDhw/n+rFixQqcOHEC7u7uGDVqFGbNmgWh8K//E3Jzc5GXl4fKykoEBwdjyZIlCA4O5u2LqW3cjbHLMTef/YmmziPENhkdpABw4cIFZGdn48SJE6iqqoKHhwciIyMxffp09OzZsz37aXOMDVJ5dT3mb/ieN+uTt6cTTZ1HiA1p032kPXv2REZGBlxdXQE0ndYrFApugIa0XfPZn3Ro6jxCbIvR10jr6+sxb948jBkzhiv7+eefERsbi8WLF7c6EEXurPnsTzo0dR4htsXov9Z169bhyJEjmDRpElcWFhaGFStW4LvvvsO///3v9ujffU83+xNNnUeI7TL61P6bb77B/PnzeUekrq6uGD16NFQqFXJzczFjxox26eT9TCgUwE/ijjWznkCjWktT5xFig4wO0srKSnTt2tXgNl9fX9y4ccNsnXrQCIUCGlgixIYZfWr/6KOPYt++fQa37d+/H/7+/mbrFCGE2BKjj0iTkpIwf/58VFVVIS4uDp07d4ZcLse3336LQ4cOYfXq1e3ZT0IIsVpGB+mzzz6L2tpaZGVl4fDhw1y5p6cn3njjDfzrX/9qj/4RYpW0Woaq2ga6rk0AtPE+0vj4eMTHx+PSpUuQy+Vwd3fHI488wnsiiJD7HT2NRlq6pwT09/dHeHg4evbsSSFKHjhVtQ1ciAJND1Bk5BaiqrbBwj0jlmL0EalcLsfKlStx8OBBKJVKtHyyVCAQ4OzZs2bvICHWhp5GIy0ZHaTp6enYv38//vnPf6Jr1656SzGTjkHX5ixP9zRay/kR6Gm0B5fRQXrkyBHMnz8fiYmJ7dkfcgd0bc466J5Ga/k50NNoDy6jg1QgEODRRx9tz748kNpyhNnatTmaKapj0dNopCWjg3TIkCE4ePAgBg8e3J79eaC09QiTrs1ZD3oajTRndJA+9dRTSEtLQ2VlJcLDww2uZ//iiy+atXP3u7YeYdK1OUKsk9FBqpuQZN++fQYfFRUIBBSkbdTWI0y6NkeIdTI6SA8cONCe/XggtfUIk67NEWKd7hikCxYswLRp0+Dn54cNGzbcsSGBQEDP27fRvRxh0rU5QqzPHYO0uLiYWzW0uLj4jg3RfaVtR0eYhNwf7hikBw8eNPhvYj7NjzDpZntCbFObJi0h5qcLT62WoaqmAW9tK6Kb7QmxMXTfjAXp7iOdv+F7/H61kgtRgCbCIMSW0BGpBenuI/V0E+NhiRvmjA1HdV0jdh08j3NX5XSzPSE2goLUghobtfB0E2PC00F4c/NR7pR+ZnxffLCvFPLqerrZnhAbQEFqQQIBkBAXgI0fn+Sd0m/8+CReGRWCzh5OEAoAmbzO4OATDU4RYh0oSC1IKBRA0tnF4NNN3b3doNFoMXf999yR6vIpA+AsFkGt0cJRJMRtRQPNBEWIFaDzRgsSCgWQKxrg7enEK/f2dIKdUIClW45xIevpJsZtRT1e2/g9Jmfsx/mySpqlnRArQUFqQR4ujvB0d8SshL5cmHp7OmHxpCiI7IW8I9VRMY9hw86/LgGIHexpJihCrIRVB+mlS5fQt29ffPrpp1xZeXk5UlNTER4ejoEDByIzMxNqtZr3uvz8fMTGxiIkJATx8fE4deoUb7s52jAHoVAAiZcLfB9yxcpXB2PL4mFYNW0wOncSQygA70jVzVnEC87qukaDR7I0OEVIx7Pav7rGxkbMnz8fdXV1XJlKpcLkyZMhEAiwc+dOpKen47PPPkNWVhZXp6CgAJmZmZg9ezYKCgrg7++PlJQU3Lp1y2xtmItWy1Amq8ZrWf9Dylv7kfbej7h+sxbZn/yM24oGLJ8ygAvLepWaF5y7Dp7XO5KlmaAIsRBmpdauXcsmTJjAAgIC2CeffMIYY2zv3r0sODiYVVZWcvU++eQTFhYWxpRKJWOMsbi4OLZ69Wpuu1qtZkOHDmXZ2dlma8MYZWVlLCAggJWVlbVa57ZCyZLTv2Hz1h9hR09dY6cv3GAnzl5nv5yXseT0b9itKiW7rVCyitu1rLJayf74s5Ilp3/Dnp27myWnf8PKKhTsVlXT9tsKJdNotEb3jxBiPlY5an/ixAl8/PHH2L17N/7xj39w5cXFxQgKCoKHhwdXFh0djbq6Opw5cwZ+fn64fPkyoqOjue12dnaIiIjgJl0xRxvm0qj+6z5S3S1Q3p5OWJgYBU83MdQaLbw9nbn6bs6ONMEJIVbI6oJUoVBgwYIFSEtLQ9euXXnbKioqIJFIeGXe3t4AAKlUys3ab6jO6dOnzdaGuYjshQbvI307rwivjArRu95JU+gRYp2sLkiXLVuGsLAwPPfcc3rb6uvr4eLiwitzcHAAADQ0NECpVPLKmtdRqVRma6MlhUIBhULBK5NKpa3v5P/xcHFEty6uBkffu3VxpeudhNgIqwrS3bt3o7i4GJ9//rnB7WKxWC/MdN87OztzR5OG6jg7O5utjZby8vKQnZ191/1rSSgUQOxob3CWfLGjPZ22E2IjrCpId+3ahVu3bvGuiwLAihUrsH37dkRGRqK0tJS3TSaTAWg6Fe/WrRtXFhgYyKvj4+PD1TO1jZYSExMxYsQIXplUKsX48ePvus92QmBWQl/uHlFvTyfMSugLu2Zn9fQoKCHWzaqCdM2aNaivr+eVxcXFYfr06Xj22Wfx888/o6CgAAqFAu7u7gCAwsJCuLi4oHfv3nBwcIC/vz+Kiorw+OOPAwA0Gg1KSkoQHx8PAIiMjDS5jZbc3d25ttqqoVGL978sRcrzfeDmLEJ1XSPe/7IUiyZFQl5db5Z5SimICWlfVhWkrR3xeXl5oXv37ujSpQvWr1+POXPm4LXXXsO1a9ewdu1aJCUlcdc0k5OTkZGRAX9/f4SEhGDr1q2ora3F6NGjAQDDhg0zuQ1zEtkLIa+ux8rtRVxZdLAPF54pz/dBzp7TRi/Z3JJuzlN6Jp+Q9mNVQXo3jo6OyMnJwYoVKzBmzBi4u7sjPj4e06ZN4+qMGTMGNTU12LBhAyorKxEcHIzc3Fx4eXmZrQ1zMrQAXsrzfbDkvR8hkyv1nmgC2vYoqG7O03sNYkLI3QkYY8zSnbgflZeXIzY2FgcOHICvr+8d67Y89W5s1GLyW/sBAIsnRfGOSIGmwShjg1Amr8PkjP165VvThvPuUSWE3DurfUT0QaK7P9Tb0xmebmKIRELu0c9dB89jZvy9PwoqshfSM/mEtDM6Im0nbTkibanldc3oYB+kPN8HQqGgzYNFdI2UkPZHQdpOjA3S1kbUzTnSTqP2hLQvmxpsut/c7WjRw8WRC8Cq2oZ7DkB6tJSQ9kUXyiyotRF13Tr3uqWaJ2fsx/wN3+OKVAG1Wgt5dT1k8jruPlNCiGXREakFNaq1rd7aZChk878uxbgne5l0cz4hxPzoiNSC7jSibihkYyP9uBAFaJ0mQqwFBakF6W7GN3Rrk6GQ9XB1oHWaCLFCdGpvYSJ7IeaND4eHqxhMy2AvEkKj0Rp84snLXWxwpii6J5QQy6IgtaCq2gZs/+IMnnv8Uby5+SgXmIuTotDZQwwXsQhvTxsMoVAAoVAANycHvXCldZoIsTy6j7SdGHMfqeyzSHm2AAAgAElEQVR2HS7+WWXwEdBXRoVgeU6h3oAS3RNKiPWhc0ILEghav+4pdrDn/t18QKnl46QUooRYHgWpBTWFoqPBkfvqukbuexpQIsS6UZBakEAgwImzUiyeFMUbuZ+V0Be7Dp7n6tGAEiHWjQabLMhOCPTo5oEjP5VhacoA2NkJILIToqZeBXl100oBNKBEiPWjILWghkYtDhWXIX54IDQaLTQahs8O/Iayihq8MioEvt5ucHSwowElQqwcnS9akKNIiKH9/oYl7/2IqasPYnnOMfwj4m8AgOU5hdzAEoUoIdaNgtSCNFpwq4cCTYNKGz8+iVExj9F1UUJsCP2lWpC6lUlLOnuI6booITaEgtSCBAIYvPWpk5sjzehEiA2hILUkAfTWY5oZ3xcCAShECbEhNGpvQYwBn//vIlKe7wM3ZxGq6xrx+f8uYvK//g6tllGYEmIjKEgtyN5OgIS4Xli1/a+JmhcmRuKro5cwYuhjFlkehJ7lJ6TtKEgtSKNh2Pntb7wj0o/3n0NspB8a/29JkY4MNFpxlJB7Q0FqQYwBhWcqUHimglc+cuhj0Gi0WLTphw4NtNbWkFoz6wlaPI+QO6DBJgsSiQwvNeLp5oite3/t8CVF7rSGFCGkdRSkFuTh4ojFSfwJSxZPioJaq9U7Su2IQLvTGlKEkNbRqb0FCYUCdHJ1bJqwRNj0pJODgxCX/lT835GpGKNiHoObswj1KjUcRe0baIaWN6EHAwi5OwpSC1KrtaisbsDKZqP2GVMH4sCJK1gwsR8aVBruEVJdqLk5t9+gk1AogJ/EHWtmPUGj9oS0AZ2zWZC8up4LUaDp9H3r3l8RPzwQKpVW7zn8jrhOSjPwE9J2VhekNTU1WLlyJWJiYtC3b1+MHDkSBw4c4LaXl5cjNTUV4eHhGDhwIDIzM6FWq3lt5OfnIzY2FiEhIYiPj8epU6d4283RhjmoNUxvcKfwTAXcXRzg6eZIAz+E2AirC9JFixbh8OHDyMjIwO7duxEXF4fp06fj2LFjUKlUmDx5MgQCAXbu3In09HR89tlnyMrK4l5fUFCAzMxMzJ49GwUFBfD390dKSgpu3boFAGZpw1zs7QQGB3eu36yFlhl+Dp8GfgixQsyKyGQyFhAQwA4dOsQrnzhxIps7dy7bu3cvCw4OZpWVldy2Tz75hIWFhTGlUskYYywuLo6tXr2a265Wq9nQoUNZdnY2Y4yZpQ1jlJWVsYCAAFZWVtZqncZGDbsqrWInzl5npy/cYCfOXmcXyuVs3vojLH3rMXaxXM6S079hz87dzZLTv2F//FnJNBqt0X0ghHQMqxpscnJywn/+8x+Eh4fzygUCAaqqqlBcXIygoCB4eHhw26Kjo1FXV4czZ87Az88Ply9fRnR0NLfdzs4OERERKC4uBgCztGEu7P9WwnYU2cPD1RFeQjHs7QX41+P++JvEHX/zdqOBH0JsgFUFqaurK5544gle2c8//4zjx48jLS0NP/zwAyQSCW+7t7c3AEAqlUIsbnr6xlCd06dPAwAqKipMbqMlhUIBhULBK5NKpXfeWQCKOhUUtY1Yv/MnbmR+VkJf+Pt6oKuXK+zthfREESE2wKqCtKWLFy9i+vTpCA0NRXx8PL777ju4uLjw6jg4OAAAGhoaoFQqeWXN66hUKgBAfX29yW20lJeXh+zs7Dbvn1qjxTsflfBG5jfsPIlXRoXAUWRPR6GE2AirDdITJ05g+vTp6NatGzZv3gyRSASxWKwXZrrvnZ2duaNJQ3WcnZ0BwCxttJSYmIgRI0bwyqRSKcaPH3/HfdRqYXBkXuxgD9ntOqzb8RNNGkKIDbDKIeC9e/ciKSkJwcHB+OCDD9CpUycATafbMpmMV1f3vUQiQbdu3Xhlzev4+PiYrY2W3N3d4evry/tqeWnAEJG94VH7epUa1XWNHXbvKCHENFYXpJ9//jkWLFiAf/7zn9i8eTNcXV25bZGRkSgtLeVdjywsLISLiwt69+4NLy8v+Pv7o6ioiNuu0WhQUlKCqKgos7VhLvb2Qsx/KYL3rP2shL7w8XJG0ZnrAOjeUUJsgqVvG2ju+vXrLDQ0lE2cOJFVVFQwmUzGfcnlclZfX8+GDRvGkpOTWWlpKTtw4ACLjo5mGzdu5Nr4+OOPWZ8+fdiuXbvY+fPn2cKFC1lUVBS7desWY4yZpQ1jGHP7U8XtWjZv/RF28lwFuypVsHJZNTt39Ra7dqOaXZUq2NFT11j61mPstkJ5Dz9NQkhHsaprpN9++y2USiWOHz+Oxx9/nLctPDwcO3bsQE5ODlasWIExY8bA3d0d8fHxmDZtGldvzJgxqKmpwYYNG1BZWYng4GDk5ubCy8sLAODo6GhyG+ZibyeEvLoeb2w+BgAIfNgTE58Jwuq8o9wo/qJJUXBzcuDNXG9vJ4SdEGhopNuiCLEGAsb+72ZGYlbl5eWIjY3FgQMH4Ovra7BOVU09rkiruWfql6ZE471dp3gDUN6eTsic+QSqahp4szLNSuiL978shby6ngakCLEwq7tG+iBpUGlxqLgMy6cMwOZFsej+kKvBUXxVo0Zv5voNO09iVMxjNCBFiBWgILUgezsB4vr7YemWY0hddQB/3qgxOIqvm5GpOZlcCTdnEfdvGpAixHIoSC1Io2VY82EJPN3EWDwpCp1cHbEwMVJvnfst/z2Fic8EIfBhT+613p5OqK5r5P5Nk5kQYjlWNdj0oFFrGDzdxJjwdBA2ftx0nTQ62AcZUweiuq4Rt6rq8cG+Upy7Kselawq8MioEy3MKeddIaRZ7QiyPgtSChEIBEuICuBAFmuYjvXRNgZTn+2Dl9r/uZZXJlZB4uWDVq4Og1jSdxif/KxgPdXJCZw8nGmgixIIoSC1IZCeApLOLwQEmD1f+s/7enk6wtxdi3Y6feEuPUIgS0rrmtw22562CFKQWZm/XtHJny1uePFwduXJdaIod7fDWK4MgFArgKBK26/pNhNg6rZbhilSht5hje9wqSPeRthNj7iO9VaWEljFcv1nLW+RuVkJfSLq4oFGlhdBOAEeRHerqG7F0y7F2/4Ug5H4hr67H/A3f6x2krJn1hNmnp6ShXgtTNWrx/pelSHm+D1a9Oggpz/fB+1+WQnarDlW1DRA72EEgABeiQMcthEeILWtUazts3TMKUgsT2TcNOLk5i1Bd14hdB89DXl0PxgAvdzE8XBw79BeCkPuFyF7YYeue0TVSC2IAFLWN3GOh3p5OmDsuAiKRAJ7uYni6NC2HrPuFaHmKQveOEtI6DxdHpCVH610jbY9bBekaaTsx5hqpTF6HRZt+0AvIeeMj4OkmhtjRjvvQO+qiOSH3Exq1fwBoDKxrL5Mr4e7sgMvXFcjZcxppydH4m7cbRPZCvDIqBGIHe9Sr1HQ0SogRDD1e3R4oSC3ITigwfMouEmLXwfPcoNLb0wbzBpt09dpj9JEQ0nZ0WGNBdnYCzEroqzdDPgCcuyoH0HSEqm7lyJUGmwixDnREakECIdClkxjLXh4AoQDQMsDODhDaCbB4UhTcnEWoV6nhKKLBJkKsGQWpBTEtIFeouCWZdTPiCxs0yNlzmjewtHzKAL0b8mmiEkKsAwWpBRla176yup43S77uOmnmzCewZtYT7T76SAhpOwpSCzK0rr3Ywd7g9VC1RgtvT+eO7B4hxEh0kc2C7O3017WvV6k77GkMQoh50F+nBQmFwOKkKN6ofSdXR8wZG84ro+uhhFg3OrW3KAGcHe2x7OUBcBAJIRQKoNUyODlqsWLKQIgchBDZWe/10I56aoQQa0dBakECAXCjUom931/E6GEBaFBpeNPpLUmKQo+uHlYZTh051yMh1o5O7S1IrWbYsPMkYiP9UF2r4kIUaBpgemtbESprrHOqvKraBr0lomlqP/KgoiC1IC1jCOnZBY90d0f3h1yxNGUAhkX+jduuW9PeGtHUfoT8hU7tLcjRwQ5PD/LH4nd/5E6PFyZGAgC+O1HGrWlvjWhqP0L+Qr/1FtSo1uLtvBO80+O3805gxD8e4+YmdRRZ50ekm+uR7i4ghI5ILUqjMXx6LLIXYnZCODxcHeDmbJ3BJBQK4Cdxp6etCAEFqUXZ2QkRHeyD2Eg/bqmRAyeuwM5OAElnZ6tfarmj5nokxNpRkN6BVqtFdnY2Pv30UygUCkRERGDp0qXw8/MzS/sOIiES4nph1fYi3qQlDiIhVI1aqw5RQshfrPMCnJXYtGkTduzYgYyMDHz88cews7PD5MmT0dBgnlt8VI1aLkSBptP6VduLoGrUWu21UUKIPvprbYVKpUJubi6mT5+OIUOGoFevXli3bh1u3ryJr776yizv0dpSIxotg4buIiLEZlCQtqK0tBR1dXXo378/V+bq6orevXujuLjYLO+hW2qkOW9PJ9gJBFBTkhJiMyhIW1FRUQEA8PHx4ZV7e3vj+vXrZnkPkUiIhYmRvFuIFiZGwl4koPsxCbEhNNjUCqWy6ZTbwcGBV+7g4ACVSsUrUygUUCgUvDKpVHrX99BqGRwd7HhLjTAwqNVadPGguUcJsRUUpK0Qi5tu61GpVLwwValUcHbmh1xeXh6ys7Pb/h72AtQCqLhdyy2z7OPlDBcHOxqxJ8SGUJC2omvXrgAAmUwGV1dXrlwmk6Fnz568uomJiRgxYgSvTCqVYvz48Xd8DycnR3gAEIvsodFqYScUwtFRCCcn67wJnxBiGAVpK3r16gVXV1cUFRXhkUceAQDU1NTg7NmzGDduHK+uu7s73N3d2/weQqEAbk6O0GobAHXT8+tuTvR0ECG2hoK0FQ4ODnjppZewbt06dOnSBb6+vli7di18fHwQFxdntvehp4MIsX0UpHcwc+ZMaDQavPnmm1AqlYiIiEBOTo7eABQh5MEmYIwxS3fiflReXo7Y2FgcOHAAvr6+lu4OIaQd0c2KhBBiIgpSQggxEQUpIYSYiIKUEEJMRKP27USjaVq0zphHRQkh1kUikcDe3vh4pCBtJzdu3ACAuz7dRAixPm2924Zuf2on9fX1+PXXX/HQQw/Bzs7ujnV1j5Pm5+dDIpF0UA/bz/22PwDtky0w5/7QEamVEIvF6NevX5teI5FI7qt7Tu+3/QFon2yBJfaHBpsIIcREFKSEEGIiClJCCDGR3bJly5ZZuhMEcHR0RHR0NBwd74+5SO+3/QFon2yBpfaHRu0JIcREdGpPCCEmoiAlhBATUZC2A61Wi40bN+Lxxx9HaGgokpOTceXKlVbry+VyzJs3D1FRUYiMjMQbb7yB2tpaXp2vvvoKTz/9NPr06YPnnnsO33//fXvvBqet+3P16lXMmDEDAwYMQFRUFFJSUnD+/Hlenfj4eAQGBvK+xo4d2967wmnrPu3cuVOvv4GBgbzX2MpnlJWVZXBfAgMDsWjRIq6epT+j5jZv3nzX925oaMDy5csxYMAA9O3bFzNnzsTNmzd5dY4fP46RI0ciJCQEcXFx2L17t3k6yIjZbdy4kfXv358dPnyYlZaWspSUFBYbG8vq6+sN1n/ppZfYiy++yH799Vd2/PhxFhMTw+bOncttP3r0KAsODmbvv/8+u3DhAsvMzGTBwcHs3LlzVrc/1dXVbOjQoSwlJYWdPXuWnTt3js2cOZP179+f3bx5kzHGmFarZWFhYWzXrl1MJpNxX3K5vEP2p637xBhjy5YtY5MnT+b1VyaTMbVazRizrc+opqZGbz/effddFhISwkpLSxlj1vEZ6Xz44YcsMDCQJSQk3LHe66+/zoYPH85OnDjBfvnlFzZixAjeay5cuMD69OnD1q1bxy5evMhyc3NZUFAQ+9///mdyHylIzayhoYGFhYWxDz/8kCurrq5moaGh7L///a9e/ZKSEhYQEMDOnz/PlR09epQFBgayP//8kzHGWFJSEps5cybvdWPHjmWLFi1qp734S1v354svvmC9e/dmCoWC10ZoaCj7+OOPGWOMXb16lQUEBLALFy60e/8Naes+McbYuHHjWGZmZqtt2tJn1NKlS5dYSEgIy8/P58os/RkxxphUKmWpqaksLCyMPfXUU3cM0uvXr7NevXqxw4cPc2WXL19mAQEB7MSJE4wxxtLS0tioUaN4r5s/fz6bOHGiyX2lU3szKy0tRV1dHfr378+Vubq6onfv3iguLtarX1xcjM6dO/OWeI6IiIBAIEBxcTG0Wi1OnjyJ6Oho3uuioqIMtmdubd2f8PBwbNmyBW5ubrxyxhgqKysBAOfOnYNIJIKfn1/7dr4Vbd0nAPj999/1luHWsbXPqKW3334bjz32GBISErgyS39GAHDmzBm4uLhg7969CA0NvWPdn376CVqtFlFRUVyZn58fJBIJTpw4AaDpb83QZ/TTTz9xs7XdK3rW3swqKioAAD4+Prxyb29vXL9+Xa++TCbTm2DBwcEBnp6ekEqlUCgUqKur06vTWnvm1tb96dq1K7p27cory8vLQ0NDA4YMGQKg6Y/Uw8MDixYtQmFhIVxdXfHkk0/ilVde6ZCFBdu6T9evX4dCocDRo0fxn//8BwqFAqGhoZg/fz569Ohhc59Rc7/88gsOHTqE7du3Qyj867jK0p8RAMTExCAmJsaouhUVFejUqROcnJx45c1/BhUVFQY/I5VKhdu3b+Ohhx66577SEamZKZVKAND7ZXNwcIBKpTJY39AvpoODAxoaGlBfX3/H9lg73wbc1v1p6auvvsL69esxadIkBAYGAgDOnz+Puro6REVFIScnB1OmTMHOnTuxZMkS8++AAW3dp99//x0AIBQK8f/+3//DO++8g9raWiQkJODGjRs2/Rnl5eWhT58+GDBgAK/c0p9RWymVSohEIr3y5j+D+vp6gz8joGmgyhR0RGpmYnHTGvUqlYr3oalUKjg7Oxusb+iXXVdf94RGyzq67QKBwJzdN9g/3fsZsz/Nvf/++1i1ahVeeOEFLFiwgCtfs2YN6uvr4erqCgAICAiAvb095s2bh/nz5+sdWZlbW/dpyJAhKCwsRKdOnbiyTZs2YejQodi1axfi4+O51zdn7Z9RbW0tvvvuO7zxxht62yz9GbWVWCxGY2OjXnnzn4Gjo6PBzwjAXX+X74aOSM1Md1ork8l45TKZzOAvn0Qi0aurUqkgl8shkUjQqVMnODs7G92eubV1f4Cma4bp6el46623kJKSgpUrV/JOG+3t7bk/UB3d0WpHnArfyz41D1Gg6Q/P19cX165ds8nPCAB++OEHaLVaxMXF6W2z9GfUVhKJBFVVVXpHls0vnXXt2tXgz8jJyQkeHh4mvT8FqZn16tULrq6uKCoq4spqampw9uxZ3oVwncjISNy4cQN//PEHV6YbIOjXrx8EAgHCw8N57QFAYWGhwfbMra37AwDLli3DRx99hDfffBPz5s3TOyIbMWIE0tPTeWWnTp2CSCRCjx49zL4PLbV1n3JzczF48GDe0Ux1dTUuX76Mxx57zCY/I6Dp9yw4ONhgiFj6M2qriIgIAOD9DK5cuQKpVIrIyEgATX9Phj6jiIiIu06+fjc0aYmZ2dnZoa6uDjk5OfD394dKpcLSpUuh0Wi4U6hbt27Bzs4O9vb28PHxwdGjR7Fv3z707t0bV65cQVpaGmJiYvDCCy8AADp37ox169ZBLBbDw8MD27Ztw/79+7Fq1Sp4eXlZ1f58++23yMzMRGpqKkaMGIG6ujruC2i6JqVQKJCbm4uHHnoI7u7u+OGHH7By5UokJCRg2LBh7bo/97JPnp6e+PDDD3H+/Hn07NkT5eXlSEtLg0qlQkZGBkQikU19RjpbtmxBz549DQ7oWPozaum7775DVVUVXnzxRa5Mt5yPg4MDXF1dcenSJezYsQOBgYGQy+VYtGgRevTogVdffRUA4Ovri6ysLFRXV6Nr167Yu3cv3n//fSxbtgx/+9vfTOugyTdQET1qtZplZmayAQMGsLCwMDZ58mR29epVxhhjZWVlLCAggO3atYurf/PmTTZjxgwWFhbGoqKi2BtvvMGUSiWvzd27d7Phw4ezv//97+yFF15gP/74o1Xuz7Rp01hAQIDBr3feeYcx1nSz9/bt29mTTz7J/v73v7OhQ4eyTZs2MY1GY5X7xBhjv/zyC0tMTGQREREsPDyczZgxg5WVlfHatJXPSCcuLq7Ve2Ot4TNq7vXXX9e7jzQgIIBt3LiR+762tpYtWbKE9evXj0VERLDZs2ezW7du8V7z/fffs2effZYFBwezJ598kn3xxRdm6R/N/kQIISaia6SEEGIiClJCCDERBSkhhJiIgpQQQkxEQUoIISaiICXETO7lBhi6aaZ1xkzmfCclJSUICgqCWq3mlRszAXRbUZCSB5ZUKsXrr7+OIUOGoG/fvhg5ciT27dt3T+1MnToVZWVlbXrdhQsXMHbsWL0/9LuZMGGCxWaq7yj5+flYt27dPb++pKQEr776KrRard62pUuX4scff0RWVhby8vJQXl6OGTNmmNJdClLyYKqtrUViYiJKSkowa9YsrF+/HoGBgZgzZw7y8/Pb1NbRo0dx6NChNh9dfvXVVzh58mSbXnO/q6iowNSpU7FmzRr4+/u3+fVqtRqrVq1CYmIiunfvrrddKpViz549WLJkCfr164eQkBCsW7cOP/30k0lzx1KQkgfSvn37cPnyZWzevBkjR47EkCFDsGrVKgwePBj/+c9/LN29B9bdJnM+f/48Xn75ZfTt2xcDBw7ErFmzcO3aNW57XV0dfvnlF2zduhUvvfSS3uuNmQD6XlCQEpvEGMMHH3yAZ555BiEhIYiNjcWmTZu4mc5//fVXpKSkIDo6GuHh4ZgyZQrOnTvHvb5Tp04YN24cHn30UV67PXv21Jsh6E6ysrK4BePi4uKQlZUFoOk63LvvvounnnoKffr0wfDhw7F582aufwsXLkR2djYAIDg4GAUFBQCA8vJyLFiwAIMHD0ZwcDAGDBiABQsW4Pbt2/f4k7ItMTExWLt2rcFn3ysqKvDSSy/B19cXn332GXJycsAYw5gxYyCXywEA7u7u2Llzp95M+M3buNsE0PeC5iMlNmndunXYsmULXnrpJSxYsADnzp3Dxo0boVQqMXjwYKSkpKBv375YsWIFGhsbsXnzZiQkJODTTz9Fz549MXz4cAwfPpzXplqtxpEjRxAQEGB0P0aNGgW1Wo1///vfWLduHcLCwsAYw9SpU3Hy5ElMnToVQUFBKCoqwoYNG3D58mWsWrUKU6dOhUAgQEFBAT744AM8+uijqK+vx8SJE+Hu7o7FixfDw8MDJ0+exLvvvguRSIS33nrL3D9Gm/LRRx/B29sbS5cu5crWrFmDQYMGYc+ePZg0adJd2zBmAuh7QUFKbE51dTVyc3ORkJCAtLQ0AE2TL9fW1uL48eM4duwYunfvjm3btnGzHT3++OOIi4vD+vXruSPBljIzM3Hp0qVWtxvSrVs3bl2j4OBgdOvWDUeOHMHRo0exevVqbgavIUOGwMnJCVlZWUhMTESvXr3QrVs3AE3rXNnb26O0tBTe3t5YuXIlHnnkEQDAoEGD8Ouvv+pN//YgKi0txcWLF9G3b19eeX19PW8ayjsxZgLoe0FBSmzOzz//jMbGRjz55JO88jlz5qCurg7h4eFITU3lTRnn4eGBoUOH4uDBg3rtMcawatUq5OXlITU1Ve9Ita2KioogFArx9NNP88pfeOEFZGVloaioCL169dJ7XVBQEHbu3AnGGMrKynDlyhWcP38ef/zxh0lHS/cLrVaLfv366c2TCkBvEurWNJ8AWrf6BGB47bS2oGukxOborod16dJFb1t1dTUYYwYXMuvSpQuqq6t5ZXV1dZg+fTry8vIwdepUzJ071+T+VVVVwd3dXW99IF2fFApFq6/Ny8vDoEGDMGzYMLz++us4fvw4nJyc6H5TNC13cunSJUgkEvj5+cHPzw8PPfQQ3n77bZw+fdqoNoyZAPpeUJASm+Pu7g4AegMwMpkMpaWlAP6a9Lfl9uZLhty+fRsvvfQSDh06hOXLl2POnDlm6Z+HhwcUCoXeUaRuEMvT09Pg6z7//HOsXLkSycnJOHbsGH788Uds3rzZKmekt4Rx48ahrq4Oc+fORWlpKc6dO4e5c+eipKSEWwblbnx8fPDMM89g6dKlOH78OE6fPo25c+ciKipK75JBW1CQEpsTEhICkUiE/fv388rz8/Mxe/Zs9OnTB19//TXvRneFQoHDhw9zRyQNDQ2YPHkyLl68iPfee4+3pntbNV+PCmhaK12r1erd3L9nzx4Afx0VtXxdSUkJnJ2dkZKSws2qX1NTg5KSEoM3lj9ofH19kZ+fj4aGBowbNw7jx49HY2Mj8vLy9JYAv5P09HQMHDgQM2bMQFJSEh5++GFs2LDBpL7RNVJic7y8vDBx4kRs27YNIpEIAwcORGlpKbZu3YrU1FT069cPkydPRlJSEiZMmIDGxkZs2bIFDQ0NmD59OoCmxw/Pnj2LxMREuLi46N2M3a9fP6P7oztC3r9/P+Li4vDEE08gOjoay5YtQ0VFBYKCgnDixAls3boVzz77LHd9VPe6L774Av3790doaCh27NiBjIwMxMTEQCaTITc3Fzdv3oSLi4s5fnQ25e2339Yr69WrF3Jycox6/ciRIzFy5Ei9cmdnZ2RkZCAjI8PkPurQDPnEJjHGsH37duzYsQPXrl1D9+7dMXbsWCQmJkIgEKCwsBBZWVk4ffo0RCIR+vXrhzlz5nCngE8//TQuXrzYavtnzpzhDVbdiVKpxPTp01FYWIhRo0Zh+fLlUCqV2LhxI/bt24dbt26he/fuGDVqFCZPnswttHb79m28/PLLOHfuHGbOnImXX34ZWVlZ2LVrF+RyOXx8fDBkyBAEBgYiLS0Ne/bsQa9evTBhwgSo1Wrs2LHD9B8kMQsKUkIIMRGd2hNigEajMWoyEXt7e5OX8iW2j4KUEAP27NnDPfp5J6tWrY/kSTQAAABHSURBVDJ4HY48WOjUnhAD5HI5ysvL71rP19e31duZyIODgpQQQkxE95ESQoiJKEgJIcREFKSEEGIiClJCCDERBSkhhJjo/wMjHIU1ihMs+gAAAABJRU5ErkJggg==\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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\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",
"text/plain": [
"
"
]
},
"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": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
country
\n",
"
year
\n",
"
population
\n",
"
region
\n",
"
sub_region
\n",
"
income_group
\n",
"
life_expectancy
\n",
"
income
\n",
"
children_per_woman
\n",
"
child_mortality
\n",
"
pop_density
\n",
"
co2_per_capita
\n",
"
years_in_school_men
\n",
"
years_in_school_women
\n",
"
co2_total
\n",
"
\n",
" \n",
" \n",
"
\n",
"
28465
\n",
"
Qatar
\n",
"
2014
\n",
"
2370000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
80.5
\n",
"
121000
\n",
"
1.95
\n",
"
8.6
\n",
"
205.00
\n",
"
45.4
\n",
"
8.70
\n",
"
10.70
\n",
"
1.075980e+08
\n",
"
\n",
"
\n",
"
35473
\n",
"
Trinidad and Tobago
\n",
"
2014
\n",
"
1350000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
High
\n",
"
73.0
\n",
"
31600
\n",
"
1.78
\n",
"
19.8
\n",
"
264.00
\n",
"
34.2
\n",
"
12.30
\n",
"
13.10
\n",
"
4.617000e+07
\n",
"
\n",
"
\n",
"
18610
\n",
"
Kuwait
\n",
"
2014
\n",
"
3780000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
79.9
\n",
"
70800
\n",
"
2.01
\n",
"
9.1
\n",
"
212.00
\n",
"
25.2
\n",
"
11.90
\n",
"
12.30
\n",
"
9.525600e+07
\n",
"
\n",
"
\n",
"
2623
\n",
"
Bahrain
\n",
"
2014
\n",
"
1340000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
76.7
\n",
"
44400
\n",
"
2.07
\n",
"
7.8
\n",
"
1760.00
\n",
"
23.4
\n",
"
9.66
\n",
"
10.40
\n",
"
3.135600e+07
\n",
"
\n",
"
\n",
"
36787
\n",
"
United Arab Emirates
\n",
"
2014
\n",
"
9070000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
76.4
\n",
"
64100
\n",
"
1.78
\n",
"
7.9
\n",
"
109.00
\n",
"
23.3
\n",
"
12.30
\n",
"
13.00
\n",
"
2.113310e+08
\n",
"
\n",
"
\n",
"
29560
\n",
"
Saudi Arabia
\n",
"
2014
\n",
"
30800000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
76.6
\n",
"
50000
\n",
"
2.64
\n",
"
13.8
\n",
"
14.30
\n",
"
19.5
\n",
"
12.30
\n",
"
9.44
\n",
"
6.006000e+08
\n",
"
\n",
"
\n",
"
20581
\n",
"
Luxembourg
\n",
"
2014
\n",
"
556000
\n",
"
Europe
\n",
"
Western Europe
\n",
"
High
\n",
"
81.9
\n",
"
93800
\n",
"
1.56
\n",
"
2.5
\n",
"
215.00
\n",
"
17.4
\n",
"
13.60
\n",
"
13.90
\n",
"
9.674400e+06
\n",
"
\n",
"
\n",
"
37225
\n",
"
United States
\n",
"
2014
\n",
"
318000000
\n",
"
Americas
\n",
"
Northern America
\n",
"
High
\n",
"
78.9
\n",
"
51800
\n",
"
1.95
\n",
"
6.8
\n",
"
34.70
\n",
"
16.5
\n",
"
14.50
\n",
"
14.90
\n",
"
5.247000e+09
\n",
"
\n",
"
\n",
"
1747
\n",
"
Australia
\n",
"
2014
\n",
"
23500000
\n",
"
Oceania
\n",
"
Australia and New Zealand
\n",
"
High
\n",
"
82.6
\n",
"
43400
\n",
"
1.87
\n",
"
4.0
\n",
"
3.06
\n",
"
15.4
\n",
"
14.00
\n",
"
14.40
\n",
"
3.619000e+08
\n",
"
\n",
"
\n",
"
26275
\n",
"
Oman
\n",
"
2014
\n",
"
3960000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
77.2
\n",
"
40300
\n",
"
2.80
\n",
"
11.0
\n",
"
12.80
\n",
"
15.4
\n",
"
9.53
\n",
"
8.03
\n",
"
6.098400e+07
\n",
"
\n",
" \n",
"
\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": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
country
\n",
"
year
\n",
"
population
\n",
"
region
\n",
"
sub_region
\n",
"
income_group
\n",
"
life_expectancy
\n",
"
income
\n",
"
children_per_woman
\n",
"
child_mortality
\n",
"
pop_density
\n",
"
co2_per_capita
\n",
"
years_in_school_men
\n",
"
years_in_school_women
\n",
"
co2_total
\n",
"
\n",
" \n",
" \n",
"
\n",
"
28465
\n",
"
Qatar
\n",
"
2014
\n",
"
2370000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
80.5
\n",
"
121000
\n",
"
1.95
\n",
"
8.6
\n",
"
205.00
\n",
"
45.4
\n",
"
8.70
\n",
"
10.70
\n",
"
1.075980e+08
\n",
"
\n",
"
\n",
"
35473
\n",
"
Trinidad and Tobago
\n",
"
2014
\n",
"
1350000
\n",
"
Americas
\n",
"
Latin America and the Caribbean
\n",
"
High
\n",
"
73.0
\n",
"
31600
\n",
"
1.78
\n",
"
19.8
\n",
"
264.00
\n",
"
34.2
\n",
"
12.30
\n",
"
13.10
\n",
"
4.617000e+07
\n",
"
\n",
"
\n",
"
18610
\n",
"
Kuwait
\n",
"
2014
\n",
"
3780000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
79.9
\n",
"
70800
\n",
"
2.01
\n",
"
9.1
\n",
"
212.00
\n",
"
25.2
\n",
"
11.90
\n",
"
12.30
\n",
"
9.525600e+07
\n",
"
\n",
"
\n",
"
2623
\n",
"
Bahrain
\n",
"
2014
\n",
"
1340000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
76.7
\n",
"
44400
\n",
"
2.07
\n",
"
7.8
\n",
"
1760.00
\n",
"
23.4
\n",
"
9.66
\n",
"
10.40
\n",
"
3.135600e+07
\n",
"
\n",
"
\n",
"
36787
\n",
"
United Arab Emirates
\n",
"
2014
\n",
"
9070000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
76.4
\n",
"
64100
\n",
"
1.78
\n",
"
7.9
\n",
"
109.00
\n",
"
23.3
\n",
"
12.30
\n",
"
13.00
\n",
"
2.113310e+08
\n",
"
\n",
"
\n",
"
29560
\n",
"
Saudi Arabia
\n",
"
2014
\n",
"
30800000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
76.6
\n",
"
50000
\n",
"
2.64
\n",
"
13.8
\n",
"
14.30
\n",
"
19.5
\n",
"
12.30
\n",
"
9.44
\n",
"
6.006000e+08
\n",
"
\n",
"
\n",
"
20581
\n",
"
Luxembourg
\n",
"
2014
\n",
"
556000
\n",
"
Europe
\n",
"
Western Europe
\n",
"
High
\n",
"
81.9
\n",
"
93800
\n",
"
1.56
\n",
"
2.5
\n",
"
215.00
\n",
"
17.4
\n",
"
13.60
\n",
"
13.90
\n",
"
9.674400e+06
\n",
"
\n",
"
\n",
"
37225
\n",
"
United States
\n",
"
2014
\n",
"
318000000
\n",
"
Americas
\n",
"
Northern America
\n",
"
High
\n",
"
78.9
\n",
"
51800
\n",
"
1.95
\n",
"
6.8
\n",
"
34.70
\n",
"
16.5
\n",
"
14.50
\n",
"
14.90
\n",
"
5.247000e+09
\n",
"
\n",
"
\n",
"
1747
\n",
"
Australia
\n",
"
2014
\n",
"
23500000
\n",
"
Oceania
\n",
"
Australia and New Zealand
\n",
"
High
\n",
"
82.6
\n",
"
43400
\n",
"
1.87
\n",
"
4.0
\n",
"
3.06
\n",
"
15.4
\n",
"
14.00
\n",
"
14.40
\n",
"
3.619000e+08
\n",
"
\n",
"
\n",
"
26275
\n",
"
Oman
\n",
"
2014
\n",
"
3960000
\n",
"
Asia
\n",
"
Western Asia
\n",
"
High
\n",
"
77.2
\n",
"
40300
\n",
"
2.80
\n",
"
11.0
\n",
"
12.80
\n",
"
15.4
\n",
"
9.53
\n",
"
8.03
\n",
"
6.098400e+07
\n",
"
\n",
" \n",
"
\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": "iVBORw0KGgoAAAANSUhEUgAAA3QAAAHiCAYAAACgMI7MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd4VFX+x/H31JRJJglCQg8BSWhBelsUBGwI7qoLKBC6IMUCAgoiP5HiIlKEiOAKK4oUKWJFcXFti3QRC6DSWyBASE8mk5nfHywjQwIMSBr5vJ6H50nOuffOd3g43PnMPfdcg9vtdiMiIiIiIiIljrGoCxAREREREZFro0AnIiIiIiJSQinQiYiIiIiIlFAKdCIiIiIiIiWUAp2IiIiIiEgJpUAnIiIiIiJSQinQSbH05ZdfEhMTg9PpzNP3ySef8MADD9CwYUPat29PfHx8nu327t3LsGHDaN26NU2aNKF79+589913eY61ePFi7rrrLurXr0+nTp348MMPC+w9idxI/uwYvdDhw4dp2LAhc+bMydO3YcMGunbtSoMGDWjTpg2vvPLKZY8lIn/4s+PU4XAwY8YM2rZtS/369bnvvvv4+OOP8xxL51KRoqVAJ8XOpk2bGDFiRL59//rXvxg+fDgVK1Zk+vTpDBkyhFWrVjF8+HDPNidOnKB79+4cPXqUsWPH8tJLL2G32+nbty9ffvml17EmTZrEXXfdxezZs6lbty4jR47k888/L+i3KFKi/dkxeiGXy8UzzzxDRkZGnr4dO3YwcOBAIiIimDlzJt26deP1119n6tSp1/X9iNyIrsc4HTVqFG+//TZ9+/YlPj6e6OhonnrqKZ1LRYobt0gxkZqa6p4xY4a7Tp067mbNmrmjo6PdOTk5nn6n0+lu2rSpOy4uzmu/PXv2uKOjo93ffvut2+12u2fMmOFu0KCB+/Tp0177duzY0d29e3e32+12Z2Zmups2beqeOHGi17EGDRrkvueeewrqLYqUaNdrjF7o9ddfd7dp08YdHR3tnj17tldfv3793Pfdd5/b5XJ52hYuXOiuXbu2OyEh4Tq/O5Ebw/Uap1u2bHFHR0e7P//8c882LpfL3a1bN/eECRPcbrfOpSLFha7QlVBTp04lNjaW5ORkr/YlS5ZQr149zpw5A8Dvv//Oo48+SqNGjWjYsCGDBg1i3759XvscOXKE0aNH07p1a+rWrUvLli0ZPXq05xgAcXFxjB49mqeeeoqGDRvSrVu3fOuKi4sjJibmkn82bdp0yfe0cuVK3n33XcaPH0/Pnj3z9J86dYrk5GTatWvn1R4dHU1YWJjnG8PKlSvTp08fypQp49nGZDIRFRXFyZMnAfjhhx9ITk7mrrvu8jpWx44d2bt3L4cPH75knSK+0Bj9w8Vj9Lzdu3czZ84cJk+enOdYDoeDTZs2cccdd2AwGDztHTt2JDc3l2+++eaSdYr4SuP0DxeP008//ZSKFSvSoUMHzzYGg4Fly5Yxfvx4QOdSkeLCXNQFyLXp0qULCxcu5OOPP6Z79+6e9vfee4/bb7+dMmXKcPDgQR566CEqVqzIxIkTAfjnP//Jww8/zJo1a6hQoQJZWVn06tULu93O2LFjCQkJ4fvvv2fu3LlYLBavD1qffPIJbdu2Zc6cOTgcjnzrGjduHKmpqZesOyYm5pJ97dq1o1u3bgQEBOR7L43dbsdsNnPkyBGv9uTkZFJSUjwnji5duuTZNyUlhS1bttCkSRPg3D12AFFRUV7bRUZGevqrVKlyyVpFrkRj9A8Xj1E4F9hGjx5N165dad68eZ5jHT58mJycHKpXr+7VHhERgb+/v2cMi/wZGqd/uHic7t69m+joaD766CPmzp3LgQMHqFq1KsOHD/cEOJ1LRYoHBboSqnr16jRu3Jj333/fcxL6/fff2blzJ0OHDgVgzpw5mEwm3nrrLUJDQwG47bbbuOOOO3jttdd44YUX2L9/P+Hh4UyZMsXzwekvf/kLP/30E5s3b/Z6TbfbzT/+8Q+CgoIuWdflTjJXUrVq1cv2BwQEcM8997Bs2TJiYmK48847OX36NJMnT8ZkMpGZmZnvfrm5uYwbN460tDQGDRoEQFpaGgDBwcFe255/b+f7Ra6Vxujlx+grr7xCdnY2Tz31VL7HOv9hNr/3YrPZSE9Pv+b3IXKexumlx+mZM2c4cOAAu3btYvjw4YSHh7N06VKeeOIJ5s2bR9u2bXUuFSkmFOhKsL///e+MGTOG/fv3ExUVxapVqyhXrhy33norABs3bqR58+YEBQV5Vq4KCAigVatWfPvttwDUrl2bZcuW4Xa7OXz4MAcPHuS3335j3759eb45rFix4mVPQHAuPLnd7kv2m0wmr+lTV2vChAlYrVaee+45xo0bh5+fH/379yc9PZ2AgIA825+/CvDZZ58xYcIE6tevD5xbiAG4ZC1/pkaR8zRG8x+jW7duZdGiRbz99tsEBATkuwLflcaoyPWicZr/OM3JySExMZEVK1Z4zp0tWrTgr3/9K/Hx8bRt21bnUpFiQoGuBLvnnnuYPHkya9as4bHHHuPDDz/kb3/7GyaTCYCkpCQ+++wz6tatm2dfi8Xi+XnRokXMnz+f06dPU7ZsWerVq0dAQABZWVle+5QtW/aKNfXp0yfPt5EXeuutt/KdXuUrm83GlClTePbZZzl27BgVK1bEZrOxZs0azxSP886cOcOQIUPYuXMnEyZM4KGHHvL0nf82MS0tzeteu/PfJl7pZCviC43RvGM0PT2dZ555hri4OGJjY3E6nZ4PhS6XC6fTidlsxm63A/l/w5+enp7nioDItdI4zf9carPZKFOmjCfMwbkg2bJlS5YuXQroXCpSXCjQlWABAQHce++9rF27lhYtWpCYmMgDDzzg6Q8ODqZ58+YMGDDgksf48MMPmTJlCqNGjeKBBx7w/If8xBNPkJSUdNU1TZgw4bJToS6eZ3+1/vOf/xAcHEyTJk2oWbMmAKdPn+b48ePUqVPHs93Bgwfp378/p06dYs6cObRv397rOOenxBw4cMDrJHTgwAEAatSo8afqFAGN0fzG6E8//cThw4dZuHAhCxcu9Np37ty5zJ07l/Xr11O1alXMZjMHDx702iYhIYGsrCyNUbluNE7zP5dGRkZy5MgR3G6315U2p9OJ1WoFdC4VKS4U6Eq4v//97yxfvpy5c+fSsGFDrwUEmjVrxu+//06tWrW8vkUcPXo0YWFhxMbGsm3bNgIDA71OVGlpaWzbtu2a6rl4AYPrbfny5Zw8eZLVq1d72hYtWoTJZOL2228Hzl2Z6927N1lZWbz99tvExsbmOU6jRo2w2Wx8+umnNGrUyNO+du1aoqKiqFy5coG+Dyk9NEa9x2iZMmVYuXKl1z4ul4uuXbt6/oSHh2O1WmnWrBnr1q1j4MCBGI3nFmX+5JNPMJvNtGzZskDfh5QuGqd5z6Vt2rTh008/5auvvqJt27bAuWmY33zzjWeBMZ1LRYoHBboSrn79+sTExLB582YmTZrk1Tds2DC6detGv3796NGjBwEBAaxatYrPPvuMl156CYBbbrmFpUuXMmnSJNq1a8fJkydZuHAhp06dwmazFcVbuqxevXrRr18/nn/+eTp06MDmzZuZP38+jzzyiOdG8KlTp3L8+HFGjhxJdnY2W7du9exvtVqpX78+fn5+DBo0iJkzZ2IymWjWrBmffvopX375JbNnzy6qtyc3II3RvGP04i9Zzt+XFB4e7tU3dOhQevXqxZAhQ+jSpQu//vor8fHxdO/enQoVKhTem5IbnsZp3nHauXNnFi9ezOjRo3nyySepUKECixcvJiEhgRkzZgDoXCpSTCjQ3QBuv/12Dh8+zD333OPVHh0dzZIlS5g1axZjx47F7XZTo0YNZs2a5dn2b3/7G4cPH2bVqlW8++67RERE0KZNG+Li4hg3bhy7d++mVq1aRfG28tWqVStmzJjB3Llzee+996hYsSLjxo0jLi4OOLd62Lp16wB4+eWX8+wfERHB119/DeD51n/p0qUsXryYatWqMWPGDO68887Ce0NSKmiM/jFGr0aTJk2YO3cus2bN4oknnqBs2bIMGjTIs/qgyPWkceo9Ti0WC2+++SYzZswgPj6e9PR0ateuzcKFC73uq9O5VKToGdyXW0ZJSoQHHniAOnXq5PlWUUSKB41RkeJP41RESipdoSuh0tPT+de//sXPP//Mnj17mDZtWlGXJCIX0BgVKf40TkXkRqBAV0L5+/vz7rvv4nA4mDBhglaSEilmNEZFij+NUxG5EWjKpYiIiIiISAllLOoCRERERERE5NrccIHO6XRy5MgRzzLYIlK8aIyKFH8apyIiJccNF+gSEhJo3749CQkJRV2KiORDY1Sk+NM4FREpOW64QCciIiIiIlJaFEmgW7NmDR07diQ2NpZ7772XtWvXevqOHDnCoEGDaNSoEa1atWLatGma8iEiIiIiIpKPQg9077//PmPHjqVbt2589NFHdOrUiREjRrBt2zYcDgf9+/fHYDCwbNkyJk6cyMqVK5kzZ05hlykiIiIiIlLsFepz6NxuN6+88go9e/akd+/eAAwePJitW7eyceNGjh07xtGjR3n33XcJCQkhOjqakSNHMmXKFAYPHoy/v39hlisiIiIiIlKsFeoVun379nH06FE6derk1b5gwQKGDh3K1q1bqV27NiEhIZ6+5s2bk5GRwc8//1yYpYqIiIiIiBR7hXqF7sCBAwA4HA4GDhzIjz/+SOXKlRk8eDDt2rXjxIkTlC9f3muf8PBwgHxX2kpJSSElJcWrTStyiRQfGqMixZ/GqYhIyVaogS4tLQ2A0aNHM3ToUIYPH866desYMmQICxYsICsrC5vN5rWP1WoFIDs7O8/xFi1aRHx8fMEXLiLXRGNUpPjTOBURKdkKNdBZLBYA+vbty4MPPghA7dq1+emnn1i4cCH+/v44HA6vfc7/HhgYmOd4vXv35v777/dqS0hIoEePHgVRvohcJY1RkeJP41REpGQr1EB3fjpldHS0V3vNmjVZv349LVu2ZNeuXV59J0+e9Nr3Qna7HbvdXkDVisifpTEqUvxpnIqIlGyFuihKnTp1sNls/Pjjj17tv/76K1WrVqVp06bs2rXLay7/pk2bsNls1KlTpzBLFRERERERKfYKNdD5+/szYMAA5s6dywcffMChQ4d47bXX+Pbbb+nXrx8dOnQgIiKC4cOHs3v3br744gumT59O3759PffSiYiIiIiIyDmFOuUSYMiQIQQGBjJ79mwSEhKoXr06c+bMoWXLlgC88cYbvPDCC3Tt2hW73U63bt0YOnRoYZcpIiIiIiJS7BV6oAPo06cPffr0ybcvMjKSBQsWFG5BIiIiIiIiJVChTrkUERERERGR60eBTkREREREpIRSoBMRERERESmhFOhERERERERKKAU6ERERERGREkqBTkREREREpIRSoBMRERERESmhFOhERERERERKKAU6ERERERGREkqBTkREREREpIRSoBMRERERESmhFOhERERERERKKAU6ERERERGREkqBTkREREREpIRSoBMRERERESmhFOhERERERERKKAU6ERERERGREkqBTkREREREpIRSoBMRERERESmhFOhERERERERKKAU6ERERERGREkqBTkREREREpIS6boHO5XJdr0OJiIiIiIiID8y+buh2u/noo4/YvHkzDocDt9sNnAtymZmZ/PDDD3z77bcFVqiIiIiIiIh48znQxcfH8+qrrxIcHIzT6cRisWA2mzlz5gxGo5Fu3boVZJ0iIiIiIiJyEZ+nXK5Zs4ZOnTqxefNm+vbtS7t27diwYQMrVqwgJCSEqKiogqxTRERERERELuJzoDtx4gSdO3fGYDBQt25dvv/+ewBiY2MZOHAgq1atKrAiRUREREREJC+fA11gYCAGgwGAatWqcfjwYbKysgCoVasWR44cKZgKRUREREREJF8+B7rY2Fjee+89AKpWrYrFYmHjxo0A7Nu3D6vVWjAVioiIiIiISL58DnSPPvoon3/+Of3798disfDXv/6VUaNGMXjwYKZNm0br1q0Lsk4RERERERG5iM+rXDZt2pSVK1eye/duAMaNG4fb7Wb79u3cc889jBkzpsCKFBERERERkbx8DnTHjh2jRo0a1KpVCwCr1crEiRMByMzM5JdffqFx48YFU6WIiIiIiIjk4fOUy/bt2/PTTz/l2/f999/Tv3//61aUiIiIiIiIXNllr9CNHDmS48ePA+B2u3n++ecJCgrKs93BgwcJDQ0tmApFREREREQkX5e9QtexY0eMRiNGoxGDweD5+cI/FouFRo0aMWPGjMKqWURERERERLjCFbp27drRrl07z8+TJk2ibt26hVKYiIiIiIiIXJ7Pi6J88cUXBVmHiIiIiIiIXKXLBroePXrw/PPPU7NmTXr06HHZAxkMBhYvXnxdixMREREREZFLu2ygMxqN+f4sIiIiIiIiRe+yge7tt9/O92cREREREREpej7fQ3deSkoK33//PcnJyZQtW5YGDRoQGBhYELWJiIiIiIjIZfgc6FwuF9OmTePtt9/G6XR62v39/Rk8eDCDBg0qkAJFREREREQkfz4Hurlz57Jo0SK6d+/O3XffzU033cSpU6dYu3Yts2fPxm638/DDDxdkrSIiIiIiInIBn1c6WblyJY888gjjxo2jSZMmREVF0bRpU8aPH0/v3r1ZtGjRVb/4/v37adiwIStWrPC0HTlyhEGDBtGoUSNatWrFtGnTvK4IioiIiIiIyDk+B7qzZ8/SqFGjfPuaN29OQkLCVb1wTk4OI0eOJCMjw9PmcDjo378/BoOBZcuWMXHiRFauXMmcOXOu6tgiIiIiIiKlgc+BrmXLlnzwwQf59n355Ze0aNHiql54zpw52Gw2r7bPPvuMo0ePMnXqVKKjo2nfvj0jR47krbfeIisr66qOLyIiIiIicqPz+R66e++9l4kTJ9KnTx/uu+8+IiIiSEpKYt26daxfv54nnniClStXerb/+9//fsljbdmyheXLl7NmzRratm3rad+6dSu1a9cmJCTE09a8eXMyMjL4+eefady48VW+PRERERERkRuXz4Fu5MiRAGzcuJGNGzfm6Z8xY4bnZ4PBcMlAl5KSwujRoxk3bhwVKlTw6jtx4gTly5f3agsPDwfId0pnSkoKKSkpXm1XO/VTRAqOxqhI8adxKiJSsvkc6NavX39dXvD555+nQYMGdO7cOU9fVlZWnmmYVqsVgOzs7DzbL1q0iPj4+OtSl4hcfxqjIsWfxqmISMnmc6CrVKnSn36xNWvWsHXrVj788MN8+/39/XE4HF5t53/P7+HlvXv35v777/dqS0hIoEePHn+6VhH58zRGRYo/jVMRkZLN50AHsH37djZv3ozD4cDtdgPnHjiemZnJ1q1bWb169WX3X7VqFadPn/a6bw7ghRde4M0336Rp06bs2rXLq+/kyZMAeaZiAtjtdux2+9W8BREpRBqjIsWfxqmISMnmc6BbvHgxkydP9gS5CxmNRm677bYrHuPll1/Os1rlnXfeybBhw+jUqRM7duxg9erVpKSkeE4umzZtwmazUadOHV9LFRERERERKRV8fmzBO++8w1/+8hc2btzIgAED6Nq1Kzt27GDWrFn4+fnRsWPHKx4jIiKCyMhIrz8AZcqUoVKlSnTo0IGIiAiGDx/O7t27+eKLL5g+fTp9+/b13EsnIiIiIiIi5/gc6I4cOUL37t0JDQ0lNjaWbdu24e/vz913303//v1ZvHjxny7Gz8+PN954A4CuXbsyfvx4unXrxtChQ//0sUVERERERG40Pk+5tFgs+Pv7AxAZGcnBgwfJycnBYrHQuHFj3nrrrWsqYM+ePV6/R0ZGsmDBgms6loiIiBQex9lknKmpAJiDg7GGhlxhDxERud58DnR16tRh/fr1tGrViqioKAB++OEHmjRpoufViIiIlDKOs2fZNXEKab/vBSDo5hrUfm4s1tDQIq5MRKR08TnQ9enTh2HDhpGcnMzLL79Mhw4dGDVqFO3bt+fjjz+mcePGBVmniIiIFCNnNm/1hDmAtN/3cmbLNsrf0b4IqxIRKX18voeuQ4cOzJs3j5iYGODcA8KjoqJYuXIlNWvWZPz48QVWpIiIiBQv6fv2523bu68IKhERKd2u6jl0bdu29TxDLjQ0lNdeew04t5iJiIiIlB7ht7chYe2n3m3t2hRRNSIipZfPV+hcLhczZszgoYce8rRt376dFi1a8OqrrxZIcSIiIlI8+VeqRM3hj+NfoQL+FSqc+7lixaIuS0Sk1PH5Ct28efNYuHAhjzzyiKft5ptvplevXsybNw+73U5cXFyBFCkiIiLFiyXIRrlbWxPa4JZzvwcHYzCZirgqEZHSx+dAt3r1ap588kkGDBjgaStXrhzDhw/HZrPxzjvvKNCJiIiUIgaTSataiogUMZ+nXCYmJnoWRLlYnTp1OHbs2HUrSkRERERERK7M50BXpUoVvvnmm3z7NmzYQIUKFa5bUSIiIiIiInJlPk+57NatG1OmTCE3N5c777yTsmXLcubMGdatW8eSJUsYNWpUQdYpIiIiIiIiF/E50MXFxZGYmMjChQtZsmQJAG63G7PZTJ8+fejTp09B1SgiIiIiIiL5uKrn0I0YMYKBAweyY8cOkpKSsNvt1K9fn7CwMK/tjh07Rnh4OGbzVR1eRERERERErsJVJ66goCBat259yX6Hw0H79u1ZuXIldevW/VPFiYiIiIiIyKX5vCjK1XC73QVxWBEREREREblAgQQ6ERERERERKXgKdCIiIiIiIiWUAp2IiIiIiEgJpUAnIiIiIiJSQinQiYiIiIiIlFAKdCIiIiIiIiWUnvwtIiIi1yQnJYXcrCwMBgNG/wAswUFFXZKISKnjc6AbMWIEDz30EM2aNbvsdkajkfvvv5+wsLA/XZyIiIgUT46zyex5eQYpP/4EQNk2t1G9f18sIfYirkxEpHTxecrlF198gcPhuOJ2ZrOZF198kYoVK/6pwkSkdMvNyiL79GnS9u0n+/QZcrOv/P+PiBQOt9vNqW++9YQ5gFNffU36/v1FWJWISOnkc6Br0qQJ69evx+VyFWQ9IiK4cnJI2r6DbQOH8MPwkWwbNISUX37BlZtb1KWJCODOySHll1/ytKfu+bUIqhERKd18nnJZs2ZNFi9ezBdffEGNGjUoW7asV7/BYGDq1KnXvUARKX1yUlP5fc6ruJ1O4NyHx99mzaHBzJexltF0bpGiZrRaKdv6L5zesNGrPaxxoyKqSESk9PI50H322WeUK1cOgAMHDnDgwAGvfoPBcF0LE5HSy+10kpuR4dWWc/Ysbs0QECk2QmLrUenBBzj+0ccYLRaq9ngY//IRRV2WiEip43Og++KLLwqyDhERD6OfH4FVq5Bx6LCnLbhWDEarpQirEpELWex2qnT7OxU7dwTAHByM0azFs0VECts1PYfu+PHj7Nixg4yMDLKysq53TSJSyllDQqj93LOENm6EOTiIMi2aETP6KSx2rZ4nUpyY/PywhoVhDQtTmBMRKSJX9b/vl19+ydSpUzlw4AAGg4EVK1YwZ84cwsPDef755zEa9ZxyEbk+/MPLEfPUk7iyHRj9/DDbAou6JBEREZFix+cE9tVXXzFkyBAqVqzI+PHjcbvdADRv3pxVq1bxxhtvFFiRIlI6mW02rGXCFOZERERELsHnQDd79mzuuusuFixYQNeuXT2Brm/fvgwYMIDVq1cXWJEiIiIiIiKSl8+B7rfffuOvf/1rvn0tWrTg+PHj160oERERERERuTKfA53dbufYsWP59h05coTg4ODrVpSIiIiIiIhcmc+Brn379syZM4etW7d62gwGA0ePHuX111+nXbt2BVKgiIiIiIiI5M/nVS6feuopdu7cSVxcHGFhYQA8+eSTJCQkUKVKFUaMGFFgRYqIiIiIiEhePgc6u93O8uXLef/999m4cSNJSUkEBwfTu3dvHnjgAQICAgqyThEREREREbnIVT2Hzmq10qVLF7p06VJQ9YiIiIiIiIiPrirQnThxgjfffJMtW7aQkpJCmTJlaNWqFb169SI0NLSgahQREREREZF8+Lwoyq5du+jUqRNLliwhKCiI2NhYrFYrb7zxBp07d+bo0aMFWaeIiIiIiIhcxOcrdP/4xz8oX748CxYsIDw83NN+4sQJ+vfvz9SpU5k9e3aBFCkipU9uTg7O1FRyziRhCQ3BFBiIOTCwqMsSERERKVZ8DnQ7d+5k6tSpXmEOICIigiFDhjB+/PjrXpyIlE5ut5v0vfv4efwEXNnZYDRS/ZF+hLe7HZO/f1GXJyIiIlJs+DzlMiwsjJSUlHz7cnNzCdQ35yJyneQkJ/P77PhzYQ7A5WL/gjdxpqcXbWEiIiIixYzPge6xxx5j5syZXg8WB/j111+ZNWsWw4cP9+k4aWlpTJkyhXbt2tGwYUMeeOAB1q9f7+k/cuQIgwYNolGjRrRq1Ypp06bhdDp9LVNEbgRuN5nHE7ybnE5cDkcRFSQiIiJSPPk85XLFihU4HA7i4uKoUKEC4eHhJCUlcfjwYQBeeeUVXnnlFQAMBgP/+c9/8j3OmDFj2LNnD5MmTaJSpUqsXbuWYcOGsXDhQho3bkz//v2Jiopi2bJlHD58mLFjx2I2m30OjCJS8hmtfpRp1pQzGzd52qxly2Ly1/MuRURERC7kc6CLjIwkMjLSqy0qKopGjRr5/GKJiYmsW7eO+fPn06pVKwAeffRRvvvuO1auXMmpU6c4evQo7777LiEhIURHRzNy5EimTJnC4MGD8de9MyKlgtkWSI1HH8EUGMjZbdsJjKpGjUcfwRIaUtSliYiIiBQrPge6F1980aftXC4XH3zwAcnJyYSEeH/4CggI4J///GeeEGgwGEhOTmbr1q3Url3ba7/mzZuTkZHBzz//TOPGjX0tV0RKOGtYGDUG9seZ2R2j1YolKKioSxIREREpdny+h85XTqeTMWPGcOTIkTx9QUFB3HbbbQRd8MFsx44dbNy4kbZt23LixAnKly/vtc/5VTUTErzvpxGRG58pIAC/MmWtCz3UAAAgAElEQVQU5kREREQuwecrdFfD7Xb7tN3evXsZNmwYt9xyC926dePf//43NpvNaxur1QpA9vnV7i6QkpKSZ+VNBT+R4kNjVKT40zgVESnZCiTQ+WLLli0MGzaMihUrMn/+fCwWC/7+/jguWsXu/O/5PRZh0aJFxMfHF0q9InL1NEZFij+NUxGRkq1IAt0HH3zA2LFjadasGbNnz/ZMwSxfvjy7du3y2vbkyZOevov17t2b+++/36stISGBHj16FFDlInI1NEZFij+NUxGRkq3QA92HH37I6NGj6dy5M1OmTMFisXj6mjZtyurVq0lJScFutwOwadMmbDYbderUyXMsu93u2U5Eih+NUZHiT+NURKRku+6LolxOQkICzz33HM2bN2fUqFGcPXuWxMREEhMTOXv2LB06dCAiIoLhw4eze/duvvjiC6ZPn07fvn0999KJiIiIiIjIOYV6hW7dunVkZmayceNGbr31Vq++Ro0asXTpUt544w1eeOEFunbtit1up1u3bgwdOrQwyxQRERERESkRCjXQ9erVi169el12m8jISBYsWFBIFYmIiIiIiJRchTrlUkRERERERK6f6xboXC4XAGazmRdffJHKlStfr0OLiIiIiIhIPq4Y6JYuXUq7du2oV68eDzzwAOvXr8+zzbZt26hbt+65AxqN3H///YSEhFz/am8AOampJP/0M/v+uZBT320kJzm5qEsSEREREZES6rKBbu3atUyYMIGoqCh69uxJZmYmw4YNY9asWYVV3w3F5XBwYt3n/PTseI5/9DF7/jGNvfPfICc1tahLExERKbVcTifZp06RsO7fnPpuE46zZ4u6JBERn112UZQ33niDBx98kMmTJwMwatQoXnrpJebPn4/RaOTxxx8vlCJvFM70dI6sWOXVdvq/G4jq2xuCg4uoKhERkdIt+2QiO4aPxJWVBUBApYrUmzIRa2hoEVcmInJll71Ct3//fu6++27P7yaTiTFjxhAXF8drr73GihUrCrzAG43bnV9bPo0iIiJS4HIdDg6vWOkJcwCZR4+Ruue3IqxKRMR3lw10drud06dP52kfO3Ys7dq1Y8KECXzzzTcFVtyNxmSzUelv93m1lWnWBFOAfxFVJCIiUsq5XOSmpeVpdqbnbRMRKY4uO+WyefPmzJ07l1tuuYWoqCivvpdffpkePXrw+OOP061btwIt8kZhslqpcG9HgqOjOfXf/xISG0toowZYNN1SpFhyu1zkJCfjynFitJixhIRgMOppLyI3EpO/PxXv/ytnNm/9oy3An9Bb6hdhVSIivrvsJ5MRI0ZgMBjo2LEjEydO9OoLCAhgwYIFVKtWjTfffLMga7yhWOzBhDVuyM2PDSX89jZYtRqoSLHkdrlIP3CQnaPGsO2RR9k5eiwZhw5rirTIDchWrRqx/5hMmebNCL+jPQ1mTcei++dEpIS47BW6iIgI3nvvPT7++GPCwsLy9IeFhbF8+XLmzZvHZ599VmBF3ogMBkNRlyAil5GTnMyuyf/AceoUANknT7JrylTqT52CNUwf9ERuJObAQOy1a2GLqobBaMRotRZ1SSIiPrtsoAMIDAykS5cul+y3Wq08/vjjWvFSRG4orpwcT5g7L/vECdzOnCKqSEQKmslf97SLSMlzxUB3ob179/LKK6+wadMm0tLSCA0NpXHjxjz22GPUrFmzoGoUESl0RosFa9myXqHOv3wEBrOlCKsSERER8ebz3f2//vorXbp0YdOmTbRr145+/frRunVrNm3aRNeuXfntNy3vKyI3DktICLXHPYNfeDkA/CIiqDXmaSyhuu9VREREig+fr9BNnz6dSpUq8c4772C32z3tKSkpxMXFMWvWLF599dUCKVJEpLAZjEZskZHUf+nF/61yacESGqL7X0VERKRY8fkK3datWxk8eLBXmINzz6obOHAgW7Zsue7FiYgUJYPRiDUsDP/wcljDQhXmRC7hbGYKR1MSOJV+hnRHelGXIyJSqvh8hc5isWCx5H/viNVqJSdHCwWIiIiUNqfSz/D8f2ZyMv3c/aZ33nwb3ep1JtgvyLON4+xZ0vftx+10EnTzzWA2kXnwEDkpqdhrx2AOCcFoMhXVWxARKdF8DnSxsbG88847tG/fHuMFD9Z1uVy8/fbb1KtXr0AKLCo5qak4U9PIOZuEX/nyWOx2jOarWkNGRETkhpbtzGbFTx95whzAut+/5o5qfyEg14g5MBBHUhI/PvMsWQknALCEhlLn/8bxywuTcTkcmAICuGXGNAIqViiqtyEiUqL5nFCeeOIJHnroIe69917uvvtuypYty6lTp/j00085dOjQDfVw8Zy0NA4vX8HxDz8GwOjvT+yLkwiqHlXElYmIiBQf2c4cDiYfzdN+OGE/YZZs7NE1ObN1myfMAeScPUviV18T1rQJp/+7gdzMTA4tXc7NwwZj8vMrzPJFRG4IPt9DV69ePRYsWIDNZmPevHlMnDiR1157jeDgYBYsWEDTpk0Lss5ClZue7glzAK6sLPbN/yc5KalFWJWIXMyZno7jzBkcSUm4nM6iLkek1Ak0+9GyUkOvNqPByM1lozj09js4MzNxnE7Ks58zJRVzYKDn95zkZNwawyIi18TnQOdyufjvf/+L2Wxm+/btfPXVV8ybN4/ffvuNbdu2FWSNBcaZnk7G0aOc/PJrMg4dJict7Vx7Wt4burNPJuLO1clGpLhwnE1m79x5bOk/iB1PjODMxs04MzOLuiyRUiU3OZVm5sp0jLoNmzWQSsHleaZxP/yycsHtxp2bS7nbWmO46P64sre15uyOHzy/V+x8L2abrbDLFxG5Ifg85XLevHksXLiQRx55hICAAAICAjAajfTq1Yt58+Zht9uJi4sryFqvK5fDwalv/8veufM9bZFxPajQqSPWsDDMwcE4U/+4Ile2za062YgUAcfZZM7u+IG033+n3K2t8a9YEZO/H8c//IhT324AICc5hT0vz6DRa/HkpmdgCvDXeBUpBO5cJ4n/WsrtLZvTvkZ3ctPSSH3jPYw9HqbKw92wBAVhtFio//I/OLRkOW6nk8pdHsR6000ERdfEv3wEFe/rhL12raJ+KyIiJZbPgW716tU8+eSTDBgwwNNWrlw5hg8fjs1m45133ilRgc6ZlsaBN9/2aju07F3K3d4Wa2gIsf+YzP43FpJ1PIGbbv0LFTvfi9FqLaJqRUqn80Et5cefADj+4cfcPGwIYU0bk7Rtu/fGbjfJO3/k2AcfYa9Tm8i47lguesyKiFxfGYFmknrfyckcB3VDQziz7D1yk5PxK3sT5pAQAEx+fgRVr070iCfB7cZsOzfVsuZjQ3Dn5mIOCrrcS4iIyBX4HOgSExOJiYnJt69OnTrEx8dft6IKg9vtJvei6VnunBxwuTCYTARWrkTMyBG4chyY//cNo4gULmdGhifMnXdo2XLCmjYmKCaa9P0HvPoCKlbAcfoUJ9Z9zk2tWhDWsEEhVitSuiRlJjP2i2mcyTwLgM0ayIuPP0FwlhuT3Y45IMBre3Og9++mi/pFROTa+HwPXZUqVfjmm2/y7duwYQMVKpSs5YZN/v6UadHcqy0kth7GC1bYMgfZsIaFKcyJFCcuN7jdVOnaBVuN6gAYzGYqd3mQ1F9/IzczC4Dki4KgiFxfW47+4AlzAOmODNYf34o5NASzVqsUESk0Pl+h69atG1OmTCE3N5c777yTsmXLcubMGdatW8eSJUsYNWpUQdZ53ZltNmo8OhBbtUjOfr+DkHp1qdDpXiz24KIuTUT+xxwYSHCtGFJ37/G0Ve7yIObgYIxmM3X+bxyurGzcTicJn67jyMrVnu3CGjcqipJFSo10R94FxFJz0kn4/N9U6NABa1ioT8dxuV0YDT5/vywiIhfxOdDFxcWRmJjIwoULWbJkCXBu2qLZbKZPnz706dOnoGosMKbAAMrfcxcRHdphstnyTA8RkaJlMJuJGTWCM5u2kLZvP+Xa3oatWjWM5nP/dVlDQiAEclJScP9vurTBaKTSg38jsEqVIq5e5Mb2l6pNWfnzJ+S4zq0AbTAYuKdGG1Le/ycVOrS/4v5pjnSOJB/nP/s3UC20Ci2rNibUX/e9iohcLZ8DHcCIESMYOHAgO3bsICkpCbvdTv369QkLCyuo+gpMTkoqCZ+t4+iq1bhdbir97T6vK3S52dnkZmRg9PPzelaOiBSO3GwHiV99xbEPPuKmli0wBQSQfeIEwdE182xrsduJ7PkwlR/8GwAmm00PKBYpYEG5Zl5qPYJUcy4Wk4UgcwDuk6eJ7N3riguduFwuth79kbmbF/2v5Tu+2L+BcW0eI0ShTkTkqlxVoAMICgqidevWBVFLoco4eJBDi5d4fj+8fAXBMTGENW6I4+xZDi9fQdLWbQRWq0b1Af3wjwgvwmpFSp/c9DTMQcFE9upJ+r79hNatS1ZCAs709HzDmikgQIssiBSm1HRMJgOvbX6b42knMWDgnuq38beb25OTnIIpyIbZ3z/fXVOy01j9yydebQfPHiElO02BTkTkKpXaSeunN27K03bqvxtwZmSw/58LSfjkU7JPJpK0eQs/Pfc8jqSz+RxFRAqK2+0mJ9CCo1JZTLc1ISXtDG6nEzAUdWkipZ47NxeXzZ/3Dn3N8bST59pw88m+r0hxZZK6/UMyft2EMz053/0NBvK9b85g0PgWEblapTbQ2evVzdMWUr8eruxsTn+30as9+8QJcrOyCqs0EQEyrQY+ytnDpJ1v8uzW13grdyemW2qBK7eoSxMp9Zzp6WRlZXAg+WieviOn9pG5bzunPpxN4kfx5Gak5tkm2C+IbrH3ebXVLBOF3apn0omIXK2rnnJ5owipU5ubWrfi9LcbACjTvBlhDRvgdrvxK1eOrIQEz7YGkwmjVY8uEClMKdlp3Fu5FXcaqxNcNhxrUDDZycmAAZfT6VkYRUQKn9HPj4AMM83Kx7I/6ZCn3WAwUD20Cplnz121y/x9Oy5HJqZA7xWkjQYj9SNqMfXOMXxzcAvVQitzS/na2P210rSIyNUqtZ+ILCEh1Bj8KBUH9sVpcBFg8sNiC8btdnPzY0P4+fmJ5x40DkT26oFJC6OIFKrgFAd7xv6f57lyN7VqSWjDW/h+/CTqTZpA0M01irhCkdLL5OeHJSCAdpUbkZR1lq8ObSHE306/2L8RkJ1JRm6OZ1u3y5XvMWzWQKKsVYkKq1pYZYuI3JBKbaBz5uRwxpXOwh9WcPDsERpVjKVr3U6EBtgJjq5J4/mvkn3iBNabymIO0iMNRApTTloaR998xxPmAE5v+I4KHe/G7Xbz25xXqffC/2EJCSnCKkVKOyepy6Zwb3QTOjftjyszDde3H+LX5mHPFv6R9QBT0ZUoIlIKlMpA53I6OZt6mhf+O4fEjDMA/HvvN2Q4MhjUtCcBVn/8broJv5tuKuJKRUont9MJbjcVBvfDr1pVsg8e5syqj8hJTsEcGEDWseOX/NZfRAqHwe3G7cgkc9OHsOnDP9rv7EfwLe0xh1XBXK4GGHXLgohIQSqVi6I4U1JxGFyeMHfepiPfk+3MLqKqROQ8c1AQNz3xCG9Z9zDqx9dZZNlN+fEj8K9QHseZJMo0b4bRL//l0EWkcKTuO4y9aSevNkvFmznuzICb23J6xxFMAXYsdj2GQESkIJXKK3Rutxs/t5FnWj2K3T+YA8nHWPrT+9gsAf9bFl1EilKqM4MZ2/7FwbPnVtDblfgbMx1LGRXTjXLtbqdar56YAzUNWqQopf62lwp3tMEaEUn6T19jLl8dQ3Qj8A/CFgAhPbtj1bRoEZECVyoDHSYTbpOZr3ZtYveZfdS+qQZT2o8mKekEJ177F7ZHBmANCy3qKkVKLYczh4Nnj2LAQJCfjcycLA4nH8NQNoyqA/qQYczF4UgnyGor6lJFSq2I9rdz7MO1pO07QGDVShhTUykfHYg7w4m1bNmiLk9EpNQolYEu0+hk+sY32HvmIAAbjmwnMTOJkY37sGvTFio/+IACnUgRMmGgfdRfuCf6dlKyUgjxD+FQ8lFSstM4lHmUt35YxU2BYfRr1I1KweUxmbTogkhhcmZkknM2mbAmjQmqeTOmgACcqWkkfvEl5TveXdTliYiUKqUy0DlcOZ4wd95vp/eTY3ATcUd7jBbdwC1SlILMgbSNasGYf08l53/Ln3er15l6ZWpw8OwRTqSf4kT6Kcatn8asjs9TJkBfwIgUJleuE6PVwq4XJpGTnAJASP1YKv/9AVw5OeSkpmIJ1jPlREQKQ6lcFMVkMDGo7t95peVTvNJiBI/HPkREUDnIdlCuzW2YQ3QDt0hRSndmMH/rEk+YA3j354/IIZdGIVWxms596ZLlzCYhNbGoyhQptQwmE8fWfOAJcwDJO3/ElZtLttHNrkkvkrJrF7lZWZc5ioiIXA+lMtDZHAYqf/4T+x57mn2PP0Posi+Z3Gwoaf/+Gr9y5XQTt0gRc+MmMf20d5vbTbYzG+eu72hUoZ6nPcRfVwFECps7x0nWiZP4RURQ4d57CG/fDpMtEMfZs5xIPUlWwgl+HDseR1JSUZcqInLDK5VTLjMPHeLUl197fk/+YSdpm7cRWqcullCFOZGiZnUbaVW5IelOB5WCKnEo9RAHzx4hwGQlJzUJW7lzi6G0i2qF3S+oiKsVKX0sQTaq9nwYV0YmJ//zFWZbIHWfH48xzI7TncWpjAxwuUjaspWA+zoXdbkiIje0UhnoUnbtydOW+ssuyt52K0ZzqfwrESlWLLkGutbuwrrNB9n181nq1Yyi/61VsBzeSUDDO2ibm8N9te4iyC+IYD+tdClS2Fy5TsDALy9M9rQlfvMtDV6ZSYg5iIM556ZL+5Uvn2ffnNwc0hzpnM1Kwe4XTKAlgACLnispInKtimV6cblcxMfHs2LFClJSUmjcuDH/93//R2Rk5HU5fmjDW0j86mtCbrsNzBbSvvsvoQ0a4MrKxuXvr0VRRIpYpsvIq6t2smX3SQC+/zWRA0fTGXR3TRI//zeWzGwi4npgtFqLuFKR0snhyOHYmg+46a67CGzeCldWJmmffULSjz8R1vAWgqNr4nZDcHS0135ut5t9SYeY9OVssnMdGA1GHmn8MH+p2hR/i18RvRsROS8mJoZJkybRpUuXoi5FrkKxvIfu1VdfZenSpUyaNInly5djMpno378/2dnZ1+X4pvIVuOm5SazIrcE7aZUwD3sav7qxZB45ijMt7bq8hohcuxxMnjB33n9/OEaO2Ubq7/upeG9HhTmRIuTMdRH2YBc2VWrOmPcPM+WrZFI798RcuSput5ubHx9G7WefwXrRbQzJ2anEb1pEdq4DAJfbxcLty8lwZhbF2xCRi3z77bd07qxp0iVNsQt0DoeDhQsXMmzYMNq0aUOtWrWYOXMmp06dYu3atdflNdLcFkbE/5fvfjzOtt0nGTt/EyedZrKTTl95ZxEpeAYDZpP3f08Wiwk3Bmo+NhS/cnposUhRsvr58cNpWPn1AVLSHRw/nc6Ly38iJ7QcRpMJ//Ll8oQ5OHeF7mTaKa+2HJcTxwUr2opI0SlXrhz+/poCXdIUu0C3a9cuMjIyaNGihactKCiIOnXqsHXr1uvyGht+PI4z1+3V9uE3+wlp1hyLXY8sEClq/qZcHmxTzavt4XZRBJqduC0mDHqQuEiRys5x8fWOY15tbjf8tPcUBPiRm3Y23/2sJguNKtbzaisXWAZ/s6ZbihQHMTExrFixAoBnnnmGUaNGMXXqVFq2bEnz5s0ZMmQIJ06c8Gx/5swZxowZQ4sWLWjUqBH9+vXjt99+8/R///339OnThyZNmtC0aVOefPJJjh8/7umPi4tj+vTpPPfcczRs2JDmzZsTHx/Pvn37iIuLo379+tx11118/fUfixm6XC5ef/112rdvT/369encubOnZl/l5uYyc+ZMWrduTYMGDXj88ceZPHkycXFxAGzatImYmBgWLFhA8+bN6dy5Mzk5ORw/fpzRo0fTunVr6tevT48ePbzyyZw5c7jtttu8XmvFihXExMR4fm/Xrh2vvfYaAwYMoH79+nTo0IHly5dfVf0XK3aB7vw/koiICK/28PBwr38Af0ZIQN4Pg6FBFswWsz4oihQD/q5M2ocn8vIjtzDwnurMHNSAlsFHsORkkIujqMsTKfUsRjdR5fMuSFSlrD8mo5GMXzfnu5/NGsjAJj1oHdmMYL8gYsNr8VzbJwnx0+NHRIqjtWvXcvbsWRYvXsxLL73E1q1bmTVrFgBOp5N+/fqxe/du4uPjWblyJUFBQfTt25esrCx27txJXFwcVapUYenSpcyfP5/jx4/To0cP0i64xelf//oX5cuX54MPPqBnz57MmTOHgQMH0qtXL1avXk3lypV5+umncbvPXYyZPn06S5cu5dlnn+Xjjz9mwIABTJs2jXnz5vn8vl5++WWWLVvGc889x6pVqyhXrhxvv/12nu3WrVvHsmXLmDp1KtnZ2Tz88MMcOnSIOXPmsHLlSqpVq0afPn348ccfr+rvde7cuTRo0IA1a9bQs2dPnn/+eT744IOrOsaFit2iKJmZ5+bRWy+6P8ZqteJweH+QS0lJISUlxastISHhiq9xS3U7FW6ycfx0OgB2m5VOzSqA2wnoW0KR6+Vax6jbBdnfLMLfZKZxWAVyfjpGdnYmhlqzyXHoQcUi19O1jFNDbg5/bVWZbb+e5sjJcx/M2jYoT7jNBRgx2UIvuW9YQAiPNH6YLGc2FpOZIKtWqhUprmw2Gy+88AIWi4UaNWrQuXNnvv32WwC+++47du3axccff8zNN98MwMSJE5k7dy5JSUksXLiQGjVq8MILL2AwGACYPXs2HTp04P3336dHjx4A1KhRg6FDhwLQt29f4uPj6dixI3fccQcAPXr0YPDgwSQmJmKz2XjrrbeYNm0a7dq1A6BKlSokJiby+uuvM3DgQIzGy1+vyszMZMmSJYwePZq77roLgOeee47vv/8+z7b9+vUjKioKgCVLlnD69GneffddwsPDAZg0aRI//vgjb7zxBq+88orPf68tW7Zk2LBhAFSvXp2dO3eyaNEi7rvvPp+PcaFiF+jOz9t1OBxeoc7hcBAYGOi17aJFi4iPj7/q17AZs5j0cBT7T+ficOYSU9GGv+MkRkvMlXcWEZ9d6xh1Gy2E3RbH6c/meaZuhd3eCxdGjNaA612mSKl2LePU4BeAPTuN//trOA6/aMwmI8bE37Hb/Eja8jlhsS0vu3+AxV+PKhApASpXrozlgtXfg4KCyPnfY0l+/fVXAgMDPWEOICQkhDFjxgCwZ88eWrZs6QlzcG4GXmRkJHv2/PEIsfOBCf7IAVWrVs3T5nA4SEhIwOFw8PTTT3teB85NoczOzubUqVOesHUpe/fuJSsriwYNGni1N27cmN27d3u1XbjC/p49e4iMjPQ6vsFgoEmTJmzYsOGyr3mxpk2bev3eoEEDPv/886s6xoWKXaCrUKECACdPniQo6I8HBp88edLrHwxA7969uf/++73aEhISPIn/Ulz+Nqynj1J17xeAG6PpFqy1W2IwFLsZqCIl2jWPUYsFS4UYyvd8Ecepo1jLVsJks2O0BeNvNFx2XxG5OtcyTv38rGRZgggNc5H+ywYMFj+C6rYiyxhAWGxLzEGXvkInIiXHxTPmLmSxWLzCmq9cLpfXcc35PAP6UlfZLpx2WbNmzTz9ZcqUueLrn3+988e6nICAK3+JfOH7ye/v43wAvpDlokekuVwuTH/itq9iF+hq1apFUFAQmzdvpnr16gCkpaXxyy+/0L17d69t7XY79mtYxMQWFEZWZCx+FWoAbrAE4B8QdMX9ROTqXOsYDbAFkWUyQlo6/v+bumWwh2Cx6FEFItfbtY5T/9AQ0tKsBDa6BzdGXP5Wgv00RkVKixo1apCens6+ffu8PrO3b9+e6dOnExMTw9atW3G73Z6gc+LECQ4dOkTv3r2v6TWrV6+OxWLh2LFjdOjQwdO+YsUKtm7dyosvvnjFY0RGRuLv788PP/xAvXp/LNK0c+fOywbYmJgYVq9ezcmTJz1X6VwuF9u2bSP6f8/ctFgspKene73nQ4cO5TnWxffcbd++nTp16lyx9kspdoHOarXSs2dPZs6cSdmyZalcuTLTp08nIiKCO++887q9jr9/IPgHXnlDESkSGqMixV9QUACgadAipVGrVq2IjY3l6aef5tlnnyU4OJiZM2dis9lo2LAhdrud7t27M378eHr16kVqaipTp04lPDycjh07XtNrBgcH89BDDzF79mzsdjuNGzfm+++/Z/LkyTz88MNXvH8Ozl11i4uLIz4+noiICGrUqMGqVavYsWMHzZo1u+R+9913H6+//jqPP/44Tz/9NEFBQbz55pvs37+fyZMnA9CwYUPS0tKYP38+nTp1Yvv27axZsybPsdauXUuDBg249dZb+fe//83nn3/O3Llzr+nvBIphoAN4/PHH/5+9+w6rsv7/OP48wGEPxT2S1IIc4J6ZA7SysmHDynAvlDLMkaPSNMscmZiaOXKW8+tILfu60lyRmblLc6BhDgSVzbl/f/jzfD2CigockNfjurgu+Nz3uc/7vuUt533fn0F6ejrvv/8+iYmJ1KpVi2nTpt2yahYRERERkdxhMpn44osv+OSTT+jSpQuGYVCnTh1mzJiBh4cHQUFBTJ8+nfHjx/Piiy/i5ubGY489xoQJE/DyuvuZbQcOHEiRIkWIjIzkzJkzlChRgq5duxIWFpblY/Tu3ZvU1FSGDBlCYmIizZo1IyQkhOTk5Ju+xtPTk3nz5jFq1Ci6dOmCxWIhMDCQ2bNnExQUBEDdunWJiIhg7ty5TJo0iTp16tC/f3+b8X4Azz33HBs2bODTTz/Fz8+PsWPH0qxZs7u7IIDJyEoH0nwkOjqakJAQ1q1bR9myZe0djojcQDkqkvcpT0XkfrZ27fa94vEAACAASURBVFpq1qxJ0aJFrW2dOnWiZMmSjBw5MkffOzg4mFatWhEREZFtx9QsICIiIiIiUmDMmDGDvn37cuDAAU6ePMnXX3/N9u3b73rZAHvLk10uRURERERE7sRXX31127FoPXv2ZMyYMXzyySd06NCBpKQkHnroIT7//HPq16+fS5FmLxV0IiIiIiKS773yyiu3nUSxUKFC+Pj43NU6udlh/fr12X7M+66gS09PB66uoSMit1eyZMlM14DJKcpRkTunPBXJ23I7RyVzPj4++Pj42DuMXHff/eadPXsW4LYLF4vIVbk96YFyVOTOKU9F8jZNICT2dN/NcpmUlMTevXspVqzYbVdcj4mJoW3btsybN4+SJUvmUoQFh65vzsqu65vbdxWVo3mLrnHOUp7KvdL1zVn5NUdFrnff/ea5urpSu3btO3pNyZIldVclB+n65qz8dn2Vo3mTrnHOym/XV3ma9+j65ixdX8nPtGyBiIiIiIhIPqWCTkREREREJJ9SQSciIiIiIgQHB/PZZ5/ZOwy5Q45Dhw4dau8g7MnFxYV69erh4uJi71DuS7q+OasgXN+CcI72pmucswrC9S0I52hPur45S9f3f2bNmkVAQAANGjSwdyhyB+67WS5FREREROTOBQcH06pVKyIiIuwditwBdbkUEREREZHb2rRpE23atKFGjRo0aNCAIUOGEBcXB0B4eDg9evSw7nvixAkCAgJsunCuXr2aWrVqkZKSkuux389U0ImIiIiI5BEbfz1JpxFrefad5XQasZaNv560d0gA/Pjjj3Tv3p0GDRqwZMkSxowZQ1RUFJ06dcJisRAcHMyOHTusxdrmzZsxmUzs2LHDeoyNGzfSpEkTnJ2d7XUa9yUVdCIiIiIiecDGX08ycdHvnI1NxADOxiYycdHveaKomzp1Kk2bNuXtt9+mQoUKPProo4wZM4a9e/eyefNmmjZtSlJSErt27QLg559/pkWLFuzdu5eEhAQsFgs//fQTzZs3t/OZ3H9U0ImIiIiI5AGz1xwgOTXdpi05NZ3Zaw7YKaL/OXToEHXq1LFpq1q1Ku7u7hw6dAhfX1+qV6/Oli1bSEtLY8eOHXTq1Amz2UxUVBS7d+/m8uXLNG7c2E5ncP9ysncAIiIiIiIC52IT76g9LzAMw9qFMjg4mFWrVtGsWTMcHByoVq0aderUYceOHTg5OVG/fn08PT3tHPH9R0/oRERERETygKKF3e6oPTcFBATwyy+/2LTt2bOHxMREHnroIQBCQkI4ePAgq1evpl69ejg4ONCwYUO2bdvGhg0b1N0yh6igExERERHJA9q1rISL2dGmzcXsSLuWlXIthujoaH766Sebr23bttGtWzc2bNjA+PHjOXr0KFu3bqV///5UrVqV+vXrA1ChQgX8/PxYuHChdS27+vXrs3//fv7880+Cg4Nz7TwKEnW5FBERERHJA5rWegC4OpbuXGwiRQu70a5lJWt7bvjuu+/47rvvbNq8vLyIiopiwoQJTJkyhWnTplGoUCGaN29Onz59cHL6X0kRHBzMjBkzrEVeQEAARYoUoWzZshQvXjzXzqMg0cLiIiIiIiIi+ZS6XIqIiIiIiORTKuhERERERETyKRV0IiIiIiIi+ZQKOhERERERkXxKBZ2IiIiIiEg+pYJOREREREQkn1JBJyIiIiIikk+poBMREREREcmnVNBJnrRx40YCAgJIS0vLsG316tW0bt2aGjVqEBISwsSJEzPsd+rUKXr37k2DBg2oV68eYWFhHDt2LMOx5s6dyxNPPEFQUBDPPPMMK1euzKlTEsn34uLiGDFiBCEhIVSvXp1WrVoxf/58LBaLzX5bt27llVdeoXr16jRp0oTPP/88Q46eP3+e/v37U79+fWrUqEGPHj04ceJEhvdUjorcmezM0+v17t2bvn373vK9U1NTeeGFFwgNDc2WcxGRrHGydwAiN9qxYwd9+vTJdNvMmTP55JNPaNGiBeHh4cTGxjJx4kQOHTpEZGQkAImJiXTs2JG0tDQGDhyIq6srkZGRhIaGsnLlSgoVKmQ91qhRo+jWrRs1a9ZkzZo19O3bF1dXV1q0aJFr5yuSH6SnpxMWFsbff/9NeHg45cqVY+vWrQwfPpzo6Gj69+8PwO7du+nWrRvNmjUjLCyMAwcO8MUXX3D58mUGDx5sPVaXLl24cOEC7777Lk5OTkycOJF27drx3Xff4enpCShHRe5UdubpNRaLhY8//pjvv/+eVq1a3fL9J06cyP79+6lbt26OnaOIZMIQySMuXbpkjBs3zqhcubJRt25dw9/f30hNTbVuT0tLM+rUqWOEhobavO7QoUOGv7+/sWXLFsMwDGPjxo2Gv7+/8fPPP1v3+euvvwx/f39j4cKFhmEYRmJiolGnTh1j+PDhNsfq3r270bJly5w6RZF86+effzb8/f2NjRs32rS/9957RtWqVY3ExETDMAyjU6dOxrPPPmtYLBbrPjNmzDAqVapkxMTEGIZhGN99953h7+9v7N2717pPTEyMERgYaEydOtUwDOWoyN3Izjw1DMM4ePCg8cYbbxhBQUFGUFCQ8c4779z0vXft2mUEBgYajz76qPHGG29k85lJbmnWrJkxbtw4e4eRK253ruPGjTOaNWt20+2pqamGv7+/sWTJEsMwDGPChAnGY489lu1xZoW6XOZTo0aNIjAwkLi4OJv2+fPnU7VqVS5cuADAX3/9RY8ePahZsyY1atSge/fuHD161OY11+7aNWrUiCpVqtCgQQP69+9vPQZAaGgo/fv355133qFGjRq0adMm07hCQ0MJCAi46deOHTtuek6LFy9m4cKFvP/++7zxxhsZtp87d464uDiCg4Nt2v39/SlcuDAbN24EIDk5GcB6lx+gcOHCAFy8eBGA33//nbi4OJ544gmbYz311FMcOXKEkydP3jROkay433LUycmJ1q1bU69ePZv2hx56iJSUFC5evEhKSgo7duygRYsWmEwm6z5PPfUU6enpbN68GYDNmzdTtmxZqlSpYt2nRIkS1KpVy5rHylHJDcrTm+cpQP/+/UlLS2PRokUUKVLkptcxISGBAQMG0LVrVx544IGb7ieSlyxevJhu3brZO4xsoS6X+dTLL7/MjBkzWLVqFa+//rq1/T//+Q/NmjXD19eX48eP8+qrr1K6dGmGDx8OwFdffcVrr73GsmXLKFWqFElJSbRr1w5vb28GDRqEj48Pv/32G5MmTcJsNvPRRx9Zj7169WqaNm1KZGQkKSkpmcY1ZMgQLl26dNO4AwICbrotODiYNm3a4ObmZu0+eT1vb2+cnJyIjo62aY+LiyM+Pt76Ae+xxx6jQoUKjB49mpEjR+Lq6srIkSNxd3e3fjg8cuQIAOXLl7c5lp+fn3W7/ijJvbjfcrRu3bqZdqNat24dhQoVolixYhw7dozU1FQqVKhgs0+JEiVwdXW15t2RI0cy5B5AuXLl+OGHH6z7gHJUcpby9H9uzFO4WvA+8sgjN43jmk8++QRPT0/CwsLYunXrbfcXyQt8fX3tHUK2UUGXT1WoUIFatWqxfPly6x+hv/76iz179tCrVy8AIiMjcXR0ZPbs2dZxY40bN6ZFixZMnjyZDz/8kL///pvixYszcuRI63/ujz76KHv37mXnzp0272kYhvU/7Zu5VcF2O+XKlbvldjc3N1q2bMm3335LQEAAjz/+OOfPn+ejjz7C0dGRxMRE634jR46kR48eNG/eHABnZ2cmT55sfY/Lly8D4OXlZfMe187t2naRu3U/5uiNZs+ezfbt2xk4cCCOjo7WD6CZvb+HhwdXrlwB4NKlS5QtWzbDPp6entbcU45KblCe2ro+T4EsFXObNm1i2bJlLFmyBCcnfawsCDZt2sSkSZM4fPgwrq6uhISE0K9fP3x8fAgPDyctLY0pU6YAcOLECVq0aEGPHj2IiIgArt7UeO+999i2bRvOzs4sXryY6dOnEx0dTZkyZWjdujWdOnWy3sQPCQkhIiKCuXPn4uTkxNKlSzMUY6GhoVSvXp2LFy/y3Xff4ezsTGhoKE899RQffPABv//+O6VKlWLw4ME0btwYuPogoVWrVta4FixYwLRp0zhz5gyNGjWiZMmSNu8RExPDsGHD2L59O97e3rzzzju3vE4pKSmMHz+elStXcunSJSpWrEhYWJj1s2l2UpfLfOyll15i9+7d/P333wAsWbKEYsWK8dhjjwGwfft26tWrh6enJ2lpaaSlpeHm5kbDhg3ZsmULAJUqVeLbb7+lfPnynDx5ki1btjBz5kyOHj2a4c5h6dKlb/kHCK4OyL72Xpl9GYZxT+c8bNgwnn32Wd577z3q1q3L888/T1BQEFWqVMHNzQ2AnTt30q5dO/z9/ZkyZQpfffUVjRs3Jjw83NpN5dpsX9d3N7nezdpF7sT9nKMzZ85k5MiRPPPMM7Rv3x64fV5dYxjGbXNPOSq5RXl69y5evMjgwYN58803efjhh+/5eHLVpb0/cSKyO0c/eokTkd25tPcne4dk9eOPP9K9e3caNGjAkiVLGDNmDFFRUXTq1AmLxUJwcDA7duyw/t5v3rwZk8lk001448aNNGnSBGdnZ+bPn8+nn35Kz549Wb16Nf369WP+/PkMGzbM5n2XLFnCjBkzmDBhwk2frM2cOZOSJUuyYsUK3njjDSIjI+nWrRvt2rVj6dKllC1blgEDBmSaP6tWrWLYsGG0b9+e5cuXU61aNebPn2/dnpaWZp3Ma86cOXz22Wd89dVXt7xW/fv3Z8uWLXz66acsX76cF154gYiICFasWJHl651VupWSj7Vs2ZKPPvqIZcuW8eabb7Jy5Uqef/55HB0dAYiNjeWHH36wGadyjdlstn4/a9YsvvzyS86fP0/RokWpWrUqbm5uJCUl2bymaNGit42pQ4cOGe5GXm/27NkZ+vbfCQ8PD0aOHMngwYM5ffo0pUuXxsPDg2XLllm7Yk2ZMoVixYoxbdo0XFxcgKvdMF999VVGjhzJ8uXLrXf9L1++bPMfw7W7/rf7YyuSFfdjjqalpTFixAi++eYbXnjhBT766CPrB0Nvb28g86dnV65cseadl5dXpvtcvnzZZp9rbcpRyUnK0/+5Pk+z4oMPPqBMmTK0b9/eZskDwzBIS0vD0dFRN1/u0KW9P3Fu1RSMtKvzAaTFn+PcqqtPu7yqNrZnaABMnTqVpk2b8vbbbwNXn3KPGTOGF198kc2bN9O0aVMGDx7Mrl27qF+/Pj///DMtWrRgw4YNJCQk4Orqyk8//cT7778PXP3M1r17d+sMqg888AApKSn06dPHZsbz1157DX9//1vGVrFiReuT9Y4dOzJx4kSeeuop66zIbdu2JSwsjLNnz1K8eHGb186ePZsnn3zSOodD9+7d2bVrF3/++ScA27Zt488//2TNmjXWp/AjR47kpZdeyjSW48ePs2bNGhYvXkxgYCBwdcjAkSNHmD59Os8++2wWr3jWqKDLx9zc3Hj66adZs2YN9evX5+zZs7Ru3dq63cvLi3r16tGlS5ebHmPlypWMHDmSfv360bp1a+sHp969exMbG3vHMQ0bNsymu8aNMhs3cyc2bNiAl5cXtWvXtt4NPH/+PP/88w+VK1cGrq5BV6VKFWsxB1fvRNasWZPZs2cDWJPx2LFjNh8Wr61VV7FixXuKUwTuvxxNSkqiV69ebNmyxab7zDXlypXDycmJ48eP27THxMSQlJRkzavy5cuzZ8+eDMc/fvy4dR/lqOQW5elVN+ZpVnz//fcA1g+s16tSpQoff/yxzbWU24vdMM9azF1jpCUTu2FenijoDh06RO/evW3aqlatiru7O4cOHaJJkyZUr16dLVu2ULt2bXbs2MG0adPYsmULUVFR1q71jRs35sKFC5w5c4bPP/+ciRMnWo9nsViwWCwcO3aMYsWKAf8bP30r1+eFq6srYDuc51pbZmNXDx8+zJNPPmnTVqNGDWtBd/jwYTw8PGzGnlatWtXmps719u/fD0C7du1s2lNTU297HndDBV0+99JLL7FgwQImTZpEjRo1bH7R6taty19//cUjjzxi8wvXv39/ChcuTGBgIL/++ivu7u42f6guX77Mr7/+elfx3DjIOrstWLCAf//9l6VLl1rbZs2ahaOjI82aNbPG8Mcff5CcnGwt6gzDYNeuXdZxOzVr1sTDw4Pvv/+emjVrWo+1Zs0aypcvn+n4HpG7cb/kqGEYvPXWW2zdupURI0bw8ssvZ9jH2dmZunXrsnbtWrp164aDw9Ve/atXr8bJyYkGDRoAV5+Yr1ixggMHDlCpUiUAzpw5w65duwgPDweUo5K7lKcZ8zQrFi9enKFtyJAhODo6MmzYMOXpXUiLP39H7XmFYRg4OzsDV8emrVq1imbNmuHg4EC1atWoU6cOO3bswMnJifr16+Pp6cm5c+cAGDBgAI0aNcpwzBIlSlj3uTas5lYyG8N57fc7q+dwq+PduN1kMt20oLu27+zZs61PxXOSxtDlc0FBQQQEBLBz505efPFFm23h4eGcPn2aTp068f3337Np0ybeeustli9fbn2aVa1aNRISEhgxYgRbt25l2bJlvP7665w7d846yUhe0q5dO/bv38/QoUPZsmUL48aN48svv6Rjx47WuzA9e/bk/PnzdOrUibVr17Ju3TrCw8PZvXu39a6Si4sL3bt3Z/bs2YwaNYoNGzYwYMAANm7ceNNFzUXuxv2So0uXLmXTpk20bNmS8uXLExUVZfN1bbmQXr16cfDgQXr27Mm6deuYPHkyY8eO5fXXX6dUqVLA1S5u/v7+dO3alSVLlrBq1Srat29PkSJFeO211wDlqOQu5WnGPM2KwMDADF/u7u54eHgQGBhoXTJIss7JO/PlIW7WntsCAgL45ZdfbNr27NlDYmIiDz30EAAhISEcPHiQ1atXU69ePRwcHGjYsCHbtm1jw4YN1klBihQpQpEiRThx4gR+fn7Wr6NHjzJ27Fibbrw5rVKlSvz22282bX/88Yf1+8qVK5OQkMChQ4esbX/99RcJCQmZHu9a99B///3X5tzWrFnDN998k+3x6wndfaBZs2acPHmSli1b2rT7+/szf/58xo8fz6BBgzAMg4oVKzJ+/Hjrvs8//zwnT55kyZIlLFy4kBIlStCkSRNCQ0MZMmQIBw8ezNIsV7mlYcOGjBs3jkmTJvGf//yH0qVLM2TIEEJDQ637BAYGMm/ePMaPH8+AAQMwm80EBAQwa9Ys6tevb93v2p3Jb775hrlz5/Lggw8ybtw4Hn/8cXucmtzH7occvda1atWqVaxatSrD9rVr1+Ln50ft2rWZNGkS48ePp3fv3hQtWpTu3btbxzXA1XFH06ZNY+TIkYwcORKTyUSdOnUYOHCgzfgd5ajkJuWpbZ6KfRRu1tZmDB2AycmFws3a5loM0dHR/PST7UQsZrOZBg0a0K1bN8LDwxk/fjzPPvssMTExfPjhh1StWtX6GatChQr4+fmxcOFC3n33XQDq16/PJ598gslksq4nbDKZ6NatG2PGjKFMmTI0bdqUI0eOMHjwYGrXro2np6d1/eCc1q1bN8LCwpg2bRrNmzdn06ZNrFu3zjrWrl69elSrVo13332XDz74AEdHRz788MObPgF86KGHCA4OZtiwYRiGQUBAABs2bGDChAkMGjQo2+M3Gfc67aDYXevWralcuTIjRoywdygikgnlqEjepzyVvOLS3p+I3TCPtPjzOHkXoXCztrk2fi44OJhTp05laPfy8iIqKgqAH374gSlTpvDnn39SqFAhmjdvTp8+fWy6Fo4aNYoZM2awevVqKlasiGEYNGrUiLJly7JgwQKbY3/77bfMmjWLkydP4uvrS8uWLXn77bdxc3OzLlswc+ZMGjZseNO4Q0NDKVGiBGPGjAGuTgx04zjOrVu30rFjR9atW0fZsmUzLFuwevVqIiMjiY6OpkaNGgQFBbF69WrWr18PXJ0gacSIEWzYsAE3NzfCwsKIjIxkwIABtG7dmsjISBYtWmQthpOSkhg/fjyrVq3i4sWLlC1bltDQUJs1L7OLCrp86sqVK8ycOZN9+/bx008/sWLFCk0SIJKHKEdF8j7lqYjcD9TlMp9ydXVl4cKFpKSkMGzYMP0BEsljlKMieZ/yVETuB3pCJyIiIiIikk9plksREREREZF86r4r6NLS0oiOjs7VqU5FJOuUoyJ5n/JURCT/uO8KupiYGEJCQoiJibF3KCKSCeWoSN6nPBURyT/sUtAtW7aMp556isDAQJ5++mnWrFlj3RYdHU337t2pWbMmDRs2ZPTo0bpDKCIiIiIikolcL+iWL1/OoEGDaNOmDd999x3PPPMMffr04ddffyUlJYXOnTtjMpn49ttvGT58OIsXLyYyMjK3wxQREREREcnzcnXZAsMw+Pzzz3njjTdo3749AGFhYURFRbF9+3ZOnz7NqVOnWLhwIT4+Pvj7+9O3b19GjhxJWFgYrq6uuRmuiIiIiIhInparT+iOHj3KqVOneOaZZ2zap0+fTq9evYiKiqJSpUr4+PhYt9WrV4+EhAT27duXm6GKiIiIiIjkebla0B07dgyAlJQUunXrRoMGDXj55ZdZv349AGfOnKFkyZI2rylevDiABmaLiIiIiIjcIFcLusuXLwPQv39/nnjiCWbMmEGjRo3o2bMnP//8M0lJSTg7O9u85trPycnJGY4XHx9PdHS0zZcKP5G8QzkqkvcpT0XkmtDQUPr27Zvpts8++4zg4OBcjijnBAQEsGjRoptu79u3L6GhoTfdfvz4cQICAtixYwcA7777Lq+99lq2x5kVuTqGzmw2A9CxY0defPFFACpVqsTevXuZMWMGrq6upKSk2Lzm2s/u7u4Zjjdr1iwmTpx41/Gkp6RgpKTi5Olx18cQkZu75xxNTiE94QoAju7uOLq4ZFdoIvL/7jVPRUTyoy1btuDl5WXvMLJFrhZ017pT+vv727Q//PDDrFu3jgYNGnDgwAGbbf/++6/Na6/Xvn17XnjhBZu2mJgY2rZte8s4DMMg5dx5Ti5aQtLp0xRvHkzhWjUx3yf/qCJ5xd3mKEDqpUucWfsj0YuWYKRbKPXcM5R5thVmb++cClekQLqXPBURya+KFStm7xCyTa52uaxcuTIeHh788ccfNu2HDx+mXLly1KlThwMHDhAfH2/dtmPHDjw8PKhcuXKG43l7e1O2bFmbr8wKvxulXrzInv4DOfPDWuL+2Mufn03g7KbNGOnp936SImJ1tzkKkHDiJMdnzyM9MQlLSgqnFi3l0sFDORyxSMFzL3kqIgVXcHAwkydPpkuXLgQFBdG8eXMWLFhg3b506VIaN27MokWLaNy4MTVq1CAsLMymS7fFYmHq1KmEhIQQFBREq1atbLpB7tixg4CAAKZPn069evVo1aoVqampmcby9ddf8+abb1KtWjUee+wxFi5cyO7du2ndujVBQUE8//zzNjXI9V0uDcNg0qRJNG7cmOrVqzN48OAMvQYPHz5Mu3btqF69Oo8//jg7d+685fWJj4/nvffeo379+tSsWZO2bdsSFRV1Zxc5i3K1oHN1daVLly5MmjSJFStWcOLECSZPnsyWLVvo1KkTzZs3p0SJEkRERHDw4EHWr1/P2LFj6dixY4axdfci+dx5Ui5csGn7Z9VqUi9dyrb3EJF7c2HnLxnazv28DcNisUM0IiIiuWPz8Z30XDmYNgvC6LlyMJuP37pwsKdJkyZRvXp1li1bxhtvvMHQoUNZsWKFdfuFCxf4+uuvGTduHLNnz+bff/+lU6dO1qJs7NixfPPNNwwePJhVq1bRpUsXRo8ezZQpU2zeZ+3atXz77beMGjXKOoTrRuPHj+exxx7ju+++o0mTJgwbNowhQ4bQt29fFi5ciMlk4oMPPsj0tVOnTuWrr76iX79+LF26FDc3N3744Qfr9kuXLtGhQwfc3d1ZuHAh77//Pl988cVNr4thGHTt2pVjx44xZcoUFi9eTIMGDWjfvj2//JLx8829ytUulwA9e/bE3d2dCRMmEBMTQ4UKFYiMjKRBgwYATJs2jQ8//JBXXnkFb29v2rRpQ69evbI1BkfXjONwnDw9MTk4Zuv7iMjd865cmdPLVti0+QRWxeSQq/ehREREcs3m4zv58pd5pKRffTp0LuECX/4yD4DH/OraM7RMNWjQgPDwcAAqVKjAnj17mDVrFs8++ywAqampfPzxxwQFBQEwevRoWrZsyc8//0ydOnWYPXs2o0ePtk628sADD3D27FmmTp1Kt27drO/TqVMnypcvf8tYGjZsyCuvvALAG2+8waJFiwgNDaVhw4YAtG7dmlGjRmV4nWEYzJkzhzfeeINWrVoBMHjwYOtkJwCrVq0iISGBUaNGWdfKfvfdd+ndu3emsWzbto3du3ezbds2fH19AQgPD2fPnj3MnDmTOnXq3ObK3plcL+gAOnToQIcOHTLd5ufnx/Tp03P0/c0+PhSuVZPYX3cBYHJ0pHznjpi9NYZOJK/wfsSfoo0f49xPmwHwrVubwnVq2TkqERGRnPPNnuXWYu6alPQUvtmzPFcKOicnJwzDyHSbYRg4OdmWDjcWJtWrV+fHH3+0/uzm5mYt5uBq0efj48Phw4fx9fUlJSWFAQMGMHDgQOs+6enpJCcnc+7cOWubn5/fbWO/vuBzc3MDoFy5ctY2V1fXTLtrxsbGcvbsWQIDA61tJpOJ6tWrW5dcO3z4MA888IDNWtk1atS4aSz79+8HICQkxKY9NTWVMmXK3PZc7pRdCjp7M3t783DvcBJPnSYp5gzeVStjvu4fSETsz+zjQ4XuXfBr1xYMcHRz1cRFIiJyXzufcOGO2rObj4+PzVwW17t48aJNQQNk6P5osVhwdPxfj7frv78mPT0dBwcHa+E4duxYHn744Qz7+fr68vfffwP/K9Bu5cZi3+UgjwAAIABJREFUE8DhDnr13FjIZna8692s6ydcvQ5ubm4sW7Ysw7bbHfduFNi+S2YfH7wrV6J4cFNcixfXdOgieZDZ0xPXYsVwLV5MxZyIiNz3irj73lF7dgsMDGTv3r0kJSXZtBuGwa+//mrzFAvIMNHhrl27bCYyvHz5srUoA/jzzz+5fPkyVapUoUKFCpjNZk6fPo2fn5/1a+fOnUyaNOmOirF74evrS6lSpfjtt99s2q8/t0qVKnH8+HEuXDcHx43nfr2AgAASExNJTEy0Obc5c+awatWqbD+HAlvQiYiIiIjkJa8FPYezo+1EgM6OzrwW9FyuvP+LL76Io6MjvXr1IioqilOnTvHrr78SERHBmTNn6Nixo83+a9asYc6cORw7doxp06bx448/0rVrV5t9BgwYwB9//MHvv/9O//79CQoKol69enh5efHqq68yYcIEli1bxsmTJ1mxYgUfffQRvr6+uVbQAXTt2pX58+ezaNEi/v77b8aNG2ftNgnw9NNPU7RoUd555x0OHjzIzp07+fjjj296vEaNGlGlShXeeecdtm3bxokTJ/jss8+YO3cuDz30ULbHXyC7XIqIiIiI5DXXxsl9s2c55xMuUMTdl9eCnsu1CVEKFSrEggUL+Pzzz4mIiCA2NhYfHx/q1KnDggULeOCBB2z2f+6559iwYQOffvopfn5+jB07lmbNmmXYp0ePHiQnJ9OsWTMGDRpkLdYGDhxIkSJFiIyM5MyZM5QoUYKuXbsSFhaWK+d7Tdu2bbFYLEyePJlz587RpEkTWrduzfHjxwFwd3dn9uzZfPjhh7z66qsULlyYN99802bs3/UcHR2ZPn06o0ePpk+fPly5coUKFSowfvx46wQw2clk3GzkYz4VHR1NSEgI69ato2zZsvYOR0RuoBwVyfuUpyJyO8HBwbRq1YqIiIhMty9dupSBAweyb9++HBk3Jv+jLpciIiIiIiL5lAo6ERERERGRfErPP0VERERE5I6sX7/+lttbt25N69atcymagk1P6ERERERERPIpFXQiIiIiIiL5lAo6ERERERGRfEoFnYiIiIiISD6lgk5ERERERCSfUkEnIiIiIiKST6mgExERERERyadU0ImIiIiICKGhofTt2zfTbZ999hnBwcEABAcH89lnn2X5uAEBASxatChbYpSMtLC4iIiIiIhk2eLFi3FxcbF3GPL/VNCJiIiIiEiW+fr62jsEuY66XIqIiIiI5BH/bvqJqC7d+fn5l4jq0p1/N/1k75AyuLHL5cqVK2nZsiWBgYG8/PLLzJ49m4CAAJvXHDt2jE6dOhEUFESjRo2YPHlybod931JBJyIiIiKSB/y76SeOfDGF5LPnwDBIPnuOI19MyZNF3TUbNmygf//+tG7dmhUrVtC6dWvGjBmTYb/58+fz7LPPsmrVKtq2bcv48ePZsmWLHSK+/6jLpYiIiIhIHnBizjwsyck2bZbkZE7MmUfxJo1zJYY1a9awbt26DO2pqakUL148Q/v06dNp0aIFXbt2BaB8+fIcP36cmTNn2uzXpk0bnn/+eQDCwsKYPn06e/fupVGjRjlwFgWLCjoRERERkTwg+dz5O2rPCU2aNGHAgAEZ2r/++ms2bdqUoX3fvn289dZbNm21a9fOUNA9+OCDNj97e3uTlJR07wFL9hV0FosFBwf14BQRERERuRsuRYtc7W6ZSXtucXd3x8/PL0O7t7d3pvs7OTlhGMZtj+vo6JihLSuvk9vLckFnGAbfffcdO3fuJCUlxfoPYLFYSExM5Pfff1c/WBERERGRu1QutC1Hvphi0+3SwcWFcqFt7RjVrT3yyCP8/vvvNm03/iw5K8sF3cSJE/niiy/w8vIiLS0Ns9mMk5MTFy5cwMHBgTZt2uRknCIiIiIi97Vr4+ROzJlH8rnzuBQtQrnQtrk2fu5udO3ale7duzNz5kyCg4PZtWsXc+bMsXdYBUqWC7ply5bxzDPPMHr0aCIjIzl9+jSffPIJf/zxB926daN8+fI5GaeIiIiIyH2veJPGebqAu1Hjxo358MMP+fLLLxk7dixVq1bl1VdfZe7cufYOrcDIckF35swZWrVqhclkokqVKqxatQqAwMBAunXrxpIlS2jXrl2OBSoiIiIiIjnnVk/WIiIiiIiIAGD9+vXW9h07dlCjRg3++9//WtumTJlCyZIlrT8fOnQow/GuP4bcmyzPYuLu7o7JZAKuzlJz8uRJ68w0jzzyCNHR0TkToYiIiIiI5Elbt26lc+fObN++ndOnT7Nu3TpmzZrFc889Z+/QCowsP6ELDAzkP//5D40bN6ZcuXKYzWa2b99O06ZNOXr0KM7OzjkZp4iIiIiI5DG9evXiypUr9O/fnwsXLlCqVCk6dOhAly5d7B1agZHlgq5Hjx507NiRzp07M336dJ577jn69etH7dq12bZtGy1atMjJOEVEREREJI9xdnZmyJAhDBkyxN6hFFhZLujq1KnD4sWLOXjwIABDhgzBMAx27dpFy5YtGThwYI4FKSIiInmXJTWVtMtXcDCbcfL0sHc4IiIFSpYLutOnT1OxYkUeeeQR4Go1Pnz4cAASExPZv38/tWrVypkoRUREJE9KiYvj9MpVnN/8M66lS1GhSydcS5bAlMkiwiIikv2yPClKSEgIe/fuzXTbb7/9RufOnbMtKBEREcn70lNSOLV0GacWLSEpJoaLu35jz7uDSY2Pt3doIiIFxi2f0PXt25d//vkHAMMwGDp0KJ6enhn2O378OIUKFcqZCEVERCRPSr9yhXM/bbZpS4uPJyX2Is6FC9spKhGRguWWT+ieeuopHBwccHBwwGQyWb+//stsNlOzZk3GjRuXWzGLiIhIHmBydMS5aNEM7U4eGkcnIpJbbvmELjg4mODgYOv3I0aMoEqVKrkSmIiIiORtZm9vKvboxh8Dh2BJTgag1LPP4OjhbufIREQKjixPiqLV3EVERORG7n7lqDVlIon/xOBcuDBOXl6YMxmeISIiOeOWBV3btm0ZOnQoDz/8MG3btr3lgUwmE3Pnzs3W4ERERCRvc3BywtnXF2dfX3uHIiJSIN2yoHNwcMj0exEREREREbG/WxZ0c+bMyfR7ERERERERsb8sj6G7Jj4+nt9++424uDiKFi1K9erVcXfX4GcREREREZHcluWCzmKxMHr0aObMmUNaWpq13dXVlbCwMLp3754jAYqIiIiIiEjmslzQTZo0iVmzZvH666/z5JNPUqRIEc6dO8eaNWuYMGEC3t7evPbaazkZq4iIiIiIiFwnyzOdLF68mK5duzJkyBBq165N+fLlqVOnDu+//z7t27dn1qxZd/zmf//9NzVq1GDRokXWtujoaLp3707NmjVp2LAho0ePtnkiKCIiIiIiIldluaC7ePEiNWvWzHRbvXr1iImJuaM3Tk1NpW/fviQkJFjbUlJS6Ny5MyaTiW+//Zbhw4ezePFiIiMj7+jYIiIiIiIiBUGWC7oGDRqwYsWKTLdt3LiR+vXr39EbR0ZG4uHhYdP2ww8/cOrUKUaNGoW/vz8hISH07duX2bNnk5SUdEfHFxERERERud9leQzd008/zfDhw+nQoQPPPvssJUqUIDY2lrVr17Ju3Tp69+7N4sWLrfu/9NJLNz3WL7/8woIFC1i2bBlNmza1tkdFRVGpUiV8fHysbfXq1SMhIYF9+/ZRq1atOzw9ERERERGR+1eWC7q+ffsCsH37drZv355h+7hx46zfm0ymmxZ08fHx9O/fnyFDhlCqVCmbbWfOnKFkyZI2bcWLFwe44y6dIiIiIiIi97ssF3Tr1q3LljccOnQo1atXp1WrVhm2JSUlZeiG6ezsDEBycnKG/ePj44mPj7dpU+EnkncoR0XyPuWpiEj+luWCrkyZMvf8ZsuWLSMqKoqVK1dmut3V1ZWUlBSbtms/Z7Z4+axZs5g4ceI9xyUiOUM5KpL3KU9FRPI3k2EYRlZ33rVrFzt37iQlJYVrL7NYLCQmJhIVFcXSpUtv+frQ0FB27dplfeoGkJCQgLOzM+XKlaNOnTocOHCABQsWWLefOHGCFi1asGDBAqpXr25zvJvdVWzbti3r1q2jbNmyWT01EckBylGRvE95KiKSv2X5Cd3cuXP56KOPyKz+c3BwoHHjxrc9xpgxYzLMVvn4448THh7OM888w+7du1m6dCnx8fF4e3sDsGPHDjw8PKhcuXKG43l7e1v3u1Op8ZdIu3SJtMREXIr4Yi5UCJPJdFfHEpHM3UuOikjuUJ6KiORvWS7o5s2bx6OPPsqYMWOYNm0a8fHxDBo0iI0bNzJw4ECeeuqp2x6jRIkSmbb7+vpSpkwZihYtyvjx44mIiKBfv36cPn2asWPH0rFjR5unevcqNT6eI1O+4vzPWwEwFy5E0KiPcS1RPNveQ0REREREJKdleR266OhoXn/9dQoVKkRgYCC//vorrq6uPPnkk3Tu3Jm5c+feczAuLi5MmzYNgFdeeYX333+fNm3a0KtXr3s+9vWS/z1rLeYAUmMvcuKbBaRrrTsREREREclHsvyEzmw24+rqCoCfnx/Hjx8nNTUVs9lMrVq1mD179l0FcOjQIZuf/fz8mD59+l0dK6uS/v03Y9vp01hSUnH8/3MUERERERHJ67L8hK5y5crWpQvKly8PwO+//w7kv+mNvR5+GJOTbS1bLLgpTp4emb9AREREREQkD8ryE7oOHToQHh5OXFwcY8aMoXnz5vTr14+QkBBWrVpFrVq1cjLObGX28Sbw4+Ec/WoGqXHxlHyiBUUbNsDkkOX6VkRERERExO6yXNA1b96cKVOm8OeffwJXFwjv06cPixcvJigoiPfffz/HgsxuDs7OePn7U/m9QYAJR3c3HJyyfClEJBelJSaSfuUKqXHxOBcuhKOXF45ms73DEhEREckT7qiKadq0KU2bNgWgUKFCTJ48Gbg6mUl+k56YRHpCIhf37MGtTBncy5bB7ONj77BE5DrpiUmc27SZI19+BRYLDi4uVPnwA7wC/LXMiIiIiAh3MIbOYrEwbtw4Xn31VWvbrl27qF+/Pl988UWOBJeTLh0+zK9h4Rz5Ygp7B73HX19MIfWGhVVFxL7SEhI4+tV0sFgAsCQn8+f4SFLj4uwcmYiIiEjekOWCbsqUKcyYMYMGDRpY2x566CHatWvHlClTmDNnTo4EmBNSLsbx9/SvrR8SAS7s2EnalSv2C0pEMrCkJGOkpdm0JZ05A4Zhp4hERERE8pYsd7lcunQpb7/9Nl26dLG2FStWjIiICDw8PJg3bx6hoaE5EmS2MyyZFm+WlBQ7BCMiN+Po6opLsWIknz1rbfOtUxsHs7MdoxKRawyLhdS4ONKTknFwccbs6YmDs/JTRCQ3ZfkJ3dmzZwkICMh0W+XKlTl9+nS2BZXTnLy8KPV0S5s2lxIlNIZOJI8xFypEleFD8akWhNnHm2JNG1MxrJuWGBHJIxKjT/F7n/7s6tGLXWFvEvvbbtKTdXNURCQ3ZfkJ3QMPPMDmzZt57LHHMmzbunUrpUqVytbAcpKDkxMlmofg7FuYf9dvxL3cA5R54TmcCxWyd2gich2TyYRbqZIE9H8HIyUVBzc3nNxc7R2WiAApcXEc/uxzUi5cAMCSlMThMZ9Rc8oXOLr42jk6EZGCI8sFXZs2bRg5ciTp6ek8/vjjFC1alAsXLrB27Vrmz59Pv379cjLObGf29qJ40yb41qmDg7MZB02DLpJnmT097R2CiNzIYuHK38dsm1JSsCQn2SceEZECKssFXWhoKGfPnmXGjBnMnz8fAMMwcHJyokOHDnTo0CGnYsxRTh7u9g5BREQk3zE5mfEJrErcnj+sbU5eXji6utkxKhGRgueO1qHr06cP3bp1Y/fu3cTGxuLt7U1QUBCFCxe22e/06dMUL14cJy3WLSIicl8ye3ny8FvhHB73OfH79+NWpjT+77yNk4+3vUMTESlQ7rji8vT0pFGjRjfdnpKSQkhICIsXL6ZKlSr3FJyIiIjkXS7FivLIoP4Yqang4KCx6CIidpAjj9AMrRElIiJSIJi9vOwdgohIgZblZQtEREREREQkb1FBJyIiIiIikk+poBMREREREcmnCuw0lCkX47j8118knfkX31o1MRcqhKOri73DEhERERERybICWdClxMVxYOQnXD50GIBjjo5U/XgE3gH+do5MREREREQk6wpkl8uUc+esxRyAkZ7O8a/nkHrpkh2jEhERERERuTMFsqBLT0rO2JaYiGGx2CEaERERERGRu5Plgq5Pnz7s3Lnz9gd0cOCFF16gcOHC9xRYTnIrXQpnX9v4Sr/wHGZvbztFJCIiIiIicueyPIZu/fr1tG7d+vYHdHLi448/vqegcppz4cIEjf6EU8tXkhwTQ4knn8ArwB+TyWTv0ERERERERLIsywVd7dq1WbduHQ0bNsTBIf/31HQpWpQH24dipKXh6Opq73BE5AbpycmkxsUR9/seXEqUwN2vHM4+PvYOS0RERCRPyXJB9/DDDzN37lzWr19PxYoVKVq0qM12k8nEqFGjsj3AnOTg5AROBXKiT5E8L+H4cf54dwhGejoA3oFVCejXR0WdiIiIyHWyXM388MMPFCtWDIBjx45x7Ngxm+3qrigi2SX10iWOzZxtLeYA4v/YS2psrAo6ERERkevc0Rg6EZHcYKRbSLtyJUN7emKSHaIRERERybvuajDcP//8w+7du0lISCApSR+wRCR7mb29KPXM07ZthQvhWrKEnSISERERyZvuaADZxo0bGTVqFMeOHcNkMrFo0SIiIyMpXrw4Q4cOvS8mSxER+zM5OFCkQT1cSpTASE3B2dcXs7c35kKF7B2aiIiISJ6S5Qps06ZN9OzZk9KlS/P+++9jGAYA9erVY8mSJUybNi3HghSRgsfR3R2zlyfHZ8/l93f6c2Tyl6TExto7LBEREZE8JcsF3YQJE3jiiSeYPn06r7zyirWg69ixI126dGHp0qU5FqSIFDxp8fHse28oCcdPgMVCbNSvHJ3yVaZj60REREQKqiwXdH/++SfPPfdcptvq16/PP//8k21BiYikJSSQdvmyTdvF33ZjSU6xU0QikpnU+Hji9x/g5KIlXDp8mNRLl+wdkohIgZLlMXTe3t6cPn06023R0dF4eXllW1AiIo6ubpicnDDS0qxt7n7lMDk52jEqEbleWkIi0Uv+w+llKwA4MRfKvf4qpZ9/FkcXFztHJyJSMGT5CV1ISAiRkZFERUVZ20wmE6dOnWLq1KkEBwfnSIAiUjA5ebjzUHgYJrMZAHOhQjz8Vjhmb287RyYi16QnJvLPylU2bdGLl6prtIhILsryE7p33nmHPXv2EBoaSuHChQF4++23iYmJ4YEHHqBPnz45FqSIFDyOrq4UaVAfn6AgLMnJOLq5qpgTyWsMC0Z6uk2TJS0NDDvFIyJSAN1Rl8sFCxawfPlytm/fTmxsLF5eXrRv357WrVvj5uaWk3GKSAHk6OqKo6urvcMQkZtw+P8bL+e3bf//BgdKtnwSRzflrYhIbrmjdeicnZ15+eWXefnll3MqHhEREcknjLR0/Nq1xeuRAExOjhSqUZ20uHjSExIwmUw46maviEiOu6OC7syZM3z99df88ssvxMfH4+vrS8OGDWnXrh2FtOCviIhIgZEaF8+hMeOI37uPsm1exr1MaXa/GXG1C6aDA/4Rb1Gkfj0cnJ3tHaqIyH0ty5OiHDhwgGeeeYb58+fj6elJYGAgzs7OTJs2jVatWnHq1KmcjFNERETykPTEBOL/2AuGgXeAP0enTv/feDqLhSOTvsyw9IiIiGS/LD+h++STTyhZsiTTp0+nePHi1vYzZ87QuXNnRo0axYQJE3IkSBEREclbjOsmPnFwcSHthvXn0hMTsdwwYYqIiGS/LD+h27NnD2+++aZNMQdQokQJevbsydatW7M9uJyUcvEiF36JIuaHH0k+e5b01FR7hyQiIpJvOLm741W5EgAJJ07i/f/fX+NRsQKO6m4pIpLjsvyErnDhwsTHx2e6LT09HXd392wLKqelXIxj/9DhXPn7GAAms5lqYz/Fw6+cfQMTERHJJ8w+3jwyoB+xUVEknjrFw73f5Pj8b4nftw+vgADKd+qA2cfH3mGKiNz3slzQvfnmm4wZM4YHH3yQ2rVrW9sPHz7M+PHjiYiIyJEAc0JidLS1mAMwUlM5MXc+D0f0xsldM3KJiIhkhXMhH0o0D7H+XDGsO5akRBxcXPX3VEQkl2S5oFu0aBEpKSmEhoZSqlQpihcvTmxsLCdPngTg888/5/PPPwfAZDKxYcOGTI9z+fJlJkyYwH//+19iY2MpX748vXr1IiTk6h+E6Ohohg8fzi+//IKrqysvvPACERERODnd0YSct5SekJihLe3KFQyL+vrfrbSEBCxJyTi4OOPk4WHvcERExA6c3FxBa9CJiOSqLFdJfn5++Pn52bSVL1+emjVr3tEbDhw4kEOHDjFixAjKlCnDmjVrCA8PZ8aMGdSqVYvOnTtTvnx5vv32W06ePMmgQYNwcnLK1ieAng9VxMnT02b2rTIvPIfZ0zPb3qMgST5/nqNTpxO/bx+eDz9MxbBuuN4w1lJE8j/DYiH10iUcnJx040ZERCSPyHJB9/HHH2dpP4vFwooVK4iLi8Pnhr7zZ8+eZe3atXz55Zc0bNgQgB49erBt2zYWL17MuXPnOHXqFAsXLsTHxwd/f3/69u3LyJEjCQsLw9U1e+76mX28qTZuNKeW/ofk8xco3eppPCpWzJZjFzSp8fEcHvMZ8fsPAHBx12/s/3AkVUcMxVlrE4rcN1IvXeL8z9uI+X4t5sKFeLBjO9xKl8YhG3tPiIiIyJ3L9r/EaWlpDBw4kMWLF2co6Nzc3Pjqq68yPNUzmUzExcURFRVFpUqVbF5Xr149EhIS2LdvH7Vq1cqWGE2OjriWKE75Lp0w0tNxzKZCsSCypKZai7lrEk+exJKcYqeIRCS7GRYLF3bs5MjkL682/A179u2n5uRIXIoUsW9wkm+kXr6MkZqKo5ub/u6KiGSjHLm1aly/OM11PD09ady4sU3b7t272b59O0OGDGHLli2ULFnSZvu1ZRJiYmIyHC8+Pj7DzJuZ7XczDmYzmM1Z3l8yMpkcMBcuRGrsRWubo5sbJrPu2su956jkDWmXLxPzw482bZbkZK4cOaqC7j6Q03lqWCwkxZzhyOQvSTh+gsK1a+EX2hbnwurFISKSHez6qfvIkSOEh4dTrVo12rRpw3//+188bhiX4fz/a9gkJydneP2sWbOYOHFirsQqmTP7eOP/9lvsH/ExRmoqJkdHHgoP03hEAe4tR9NTU0m/fBlLaiqYTJi9vHRX305MZjPORYvA4T9t2s2FC9spIslOOf23NDUujr1D3ifl/AUA/l23HktyEhV7heGUj5Y8EhHJq+xW0P3yyy+Eh4dTunRpvvzyS8xmM66urqSk2HbVu/ZzZuvctW/fnhdeeMGmLSYmhrZt295VTOkWC5eSL2MymfBx9bqrYxQ0JkdHvCpVovbUSaRcjMPs442jhwcOWkxWuPscNSwWUi9cIHrxfzi7cRNOnp482LE9hWpUw+yl3MxtTm5uPBjalrjf95B+JQGAQjVr4FK8mJ0jk+yQ3X9Lb5SemGgt5q45v30n5bt0AhV0IiL3zC4F3YoVKxg0aBB169ZlwoQJeP7/05ySJUty4IDteKx///3Xuu1G3t7eeHt733UclpQU0hMTcXR354olmc3Hd7L68Abcza60q/YiD7oVx5wOTh6eOLqoQLkZRxdnHF18cfb1tXcoksfcbY6mXb7M2U2bObP2aje/lAsXODxuPDUnTVBBZyeuJUpQc+LnJJw4iZO3Ny5FimD2ufv/fyXvuNe/pbfj4OKCydERI/1/SwO5lioJJlOOvaeISEHikNtvuHLlSvr370/Lli358ssvrcUcQJ06dThw4IBNX/4dO3bg4eFB5cqVszWOlNhYjs+Zx76hwzk+7xuM+Mss2b+Gf6+c49jFaIb/NIHY+PP8HtGXMz/+l9TrljgQkZyVnpJC7K7fbBsNg/gDh+wTkGBydMTZ15dC1avhWaG8ijnJMkd3dx7s2N5awDm4uPDwm700E7KISDbJ1Sd0MTExvPfee9SrV49+/fpx8eL/JtIwm800b96c8ePHExERQb9+/Th9+jRjx46lY8eO1rF02SE1Pp5Dn44jfv9+HJydKdroURziExhXtze/nD/AnMOrSUxLYu/5vyhTqhR/fzWdQkGBGhcmkkscXVzwePBBLh04aNPu4VcOuDqFvpGWhpOnJ+kJiaQnJ2FydMTR3R0nNzd7hCxSIKVeuowlOQkw4ejmmun6hE5ubhQPbkaR+vVIjYvD2bcwjnrSLiKSbXK1oFu7di2JiYls376dxx57zGZbzZo1+eabb5g2bRoffvghr7zyCt7e3rRp04ZevXplaxyW5BTi9+8HwP+dtzm/dRvH58wDw6BUg7oMfrUzQ3Z8QSn3IqTGxgJw6dAh3Ms9kK1xiEjmzF5elH3pBeIPHCDh2HEwmSj51JM4FyvKlb+PcXTqdFLj43lkYD/+ipzEpYOHMDk5Ufal1pR65il1yxTJBalxcRyZMpXzW7eDyUTx4GY82P4NzDcsWQTg5PF/7d13eFRl9sDx7/SSyaT3QAKEJPQAoYMoKmJdxEZHxcJvBRTW3hBBUVFBUBcUcFlF7C4WdO2ugggEpAhCpAQCpPdk+tzfH9HRGEQSMqnn8zw+u3lvmTOXnMmce99iRhtgxhAR3gSRCiFE69aoBd3kyZOZPHnyKfdJSEhg5cqV/g1Eo0at12OMjcFdWUX+19/4NpV8t5mY3j24NOU8wirhSE4uAJakJP/GJISowRAeTtcH78frsKPS6tCazXicDnbedS9eh4PIc88h56P/Uv5TdTdMxe3m6GtvEDamOex8AAAgAElEQVR4kBR0QjSC4ozt1cUcgKKQ9/kXhA0eRGh6n1MfKM6I1+NBcbvRGAxNHYoQoplosDF0Xq8XAK1Wy4IFC4iPj2+oUzc4rTmAhMkTMcXGUnngQK3t7j0/c1nsYI49sRSVVku78WOrp+wWQjQqQ1gopthYjJERaC0B2LKP4f1lCRNTbCwVP9fO36rDhxs5SiHaHsXrpWTHzlrtZbt3N0E0bYejsIgja9ay/+lnKN62HVe5jO8XQpxGQbd27VpGjBhB9+7dGTNmDJ9//nmtfTIyMujWrVv1CdVqLr/8coJO0uWiudAYDUSeczaJ104ipF96re2hAwcQYLbSe8ki+r7wT+L+dqnc8ReiGdD/bt2zykOHsHarPVmSPE0Xwv9UajVhgwbUag9J79sE0bQNzuISdt11L8fefpeiTd+zZ+58irdsRfnlhroQou06ZUH30UcfMXfuXDp06MDEiROx2WxMnz6dxYsXN1Z8fqPSqFFptRgiIui1+CmsPbqj0umIHX0ZQd26oLUEYIgIxxAW2qiLGZfay8g4vpOPM78it6IAh9v51wcJ0UbogoOIPO9coHodq5C+fQg/ayio1WgtFpJmTkcnM+cJ0SisXbsQO/oyjHFxxFx2CSl33475l4mLoLproNflasIIWxdHfj6O/Pwabcf+sw7X72YGF0K0TaccQ7dixQquuOIKHnnkEQDuuOMOnnjiCZYvX45arWbmzJmNEmRD89hs5P/vWw6+sALF7UYXHEy3eXPQWQJRadTo/Lgez6mU2st57JvnOVCUBYBG9Sbzzr2DpLDEJolHiOZGFxhI4rWTiL/ictzl5RgiI+h0800kXjcFFSq01kDU2iZZXlOINkdntRJ/xRjChw7h+PsfULZ7L5ZOSWhMJlzFJRz/4EOchUXEXv43DGHV65RqLRbJ0XpS63S12wwGVOpGX4FKCNHMnPJT9dChQ9x2222+nzUaDffccw+KovDPf/6TmJgYrrrqKr8H2dDcVVUcWPYC/NJNwVVSwoHnlhF94QWc+PAjEidPxJLUCU0jT3+eX1noK+YAPIqXNTv/wz+G3IRFb27UWIRornSBgb90gY7xtWmpPVW6EML/bMePs+vu+0BRAMj78it6L3maHXfchau4hKAe3fHabGQuXoojL4+Is4cTfcFIWcewHnShIQSmpvgmgkKtJnHKpCa7CS2EaD5OWdBZrVYKCwtrtd97770cO3aMuXPnEh0djdncsooNT2WVr5j7VVXWEbQBAVTsz2T3g3Pp8+wzmOIat6BzeBy12uxuO4oi/eOF+D2vy4VKo5E700I0IVdZGcfeftdXzAF4Kisp+WEngSnJFG3aTPsJ49gz75Hqv7vAkTVrUbxe4q8cI0/q6kgfFETqPXdSsf9nbCdOENovvca4YiFE23XKb0MDBgzg+eef59ChQ7W2PfnkkyQnJzNz5kw+/fRTvwXoD1qLBU1AzSI0uHca5fszq3/weinYtOm0z6d4PDiLi7Hn5eEsLq73AOW4wGiCjDXvtF2Wcj6BBlnQXAioXlC8aGsGmYuXcOw/7+EsLmnqkIRoszx2O2p97W6AKrMRzzUj6bT0cdxut6+Y+1X+l1/jLi9vrDBbFX1wMKH904n726WYYmPQmBpvjL8Qovk6ZUE3e/ZsVCoVF110EfPmzauxzWQysXLlShITE/nXv/7lzxgbnNYaSPd5czEnJKDSagkdOIDEaydhiIzAEBUFVE+JfjoUr5fKrCPsuP1uMm78P3bcfjeVWVn1KuqCjFYWnH8XFyePID22J/cNn0GP6C51Po8QrZHX7Sbviy/ZO+9RCr7dSNbql9kzdz7OktKmDk2INqls7z6iLxyF6ndjuwxRUdjiw3h4ywvcvfV57PFh6ENrPkUyRITXOEYIIcSZOWV/h6ioKN59910+/PBDQk7yWD8kJITXX3+dZcuW8d///tdvQTY0tVaLpVNHuj38IF6Hk6KtGey4/W5MsTEkz76VY+/+B2uX1FrHKR4PqNWoVCpfm6u0jJ8efRxnQQEAzoICfnrkcXouXFDnrhAqlYpwcygTel2O2+vBqJVFQ4X4lbusnOP/ea9GW+WhQ3iqKiG4+S6TIkRrZY6P4+gbb9HjkYcp3v4DuvAw3CnteXLXGgCqXDbe3LueK6dO4fDC6tmxNSYjHW6cis4iPU+EEKKh/GUHdrPZfMqJT/R6PTNnzmyRM14qbjfOoiKMUZEEdEikdMdODr+0mpQ7/4FKraby8GGcxSVYOrbHVXiUip1foo/piKXbWWgt1VOje12uWtMIO/Lz8brc9Y5Lq9aiVcvYAiFqUKlQaU9yV1/G0QnRJAyRERhjotn94FwizhpG8cBkHt24CIXfxtQV2koIHNCD3s8twVVSgjE2RibxEEKIBlanquHAgQM888wzfP/991RUVBAcHEzfvn2ZMWMGnTt39leMfmE7cYK9jzyG7Wg2upBgOs+cTsRZQzn+/oegwM/PL6fou02EDR2MMqgjJV+/Un3gj99Qset/xIx7AE1AEGqdDkNkJI68PN+5DVFRJx1XIISoO6/LhdflQmcNJGHSBPY/tci3LbhPb7QtbFImIVoLXWAg7a6+ktjLLsWlUXDp1MRaozhWluPbZ2TSWVgtwWAJhvi4JoxWCCFar9Mu6Pbv38/YsWPR6XSMGDGC8PBw8vLy+Oqrr/jmm2944403WkxR5yotY/9Ti7EdO44+PBx3eTn7nnyabg89SPvx43CXl1P0XfWkKJHDBlK+5d81jnfmHsJjr0ATEIQuOIgu993NTwsex56TizE6itR77kIXJF3AhDhTjoICst9dh/3YcSLPG0FQj+6kLX6Kwu83E9ChA4GpyXK3X4gm5NFrOOGo5O3d6wGYPuBa9uRlsvHoVi5IGk6v6K5NHKEQQrR+p13QPfXUU8TFxbFmzRqsv/sCVVZWxqRJk1i8eDHPPfecX4JsaIrHgzYumqS7ZpDjKCbWHIo2vwSvy8XBF1aQ9Peba+yrUmtqnUOlUv/yvyrMCe3p8dgjKG43Kq0OXXBQjXF2Qoi6cxYXs/Ou+3zjU0u2/0CHG64n8txzaD/26iaOTggBUFhVwt2fLsD7y/I6W47t4KlRD3B2h4FY9AF++1toc9mxue0AmLRGTDqZ7VEI0XaddkG3detW5s2bV6OYg+q16m666Sbmzp3b4MH5i1qvRz32QmZ99Thub/VYt0s7ncNlSSNwFhaiCwlGYzbjqaoi9/NviL1wNEWfLPcdb0zojtr420LGKpVK1oIRooE5C4t8xdyvTnz4EZbOSZgT2qM1Ne46kUKI2j498I2vmAPwKl4+P/Atk3tfWWM/Z3EJJTt24CgoJHzIYPShIWgM9Zv4q8xRzls/rufTn/8HKhUXJA1nTNcLscoSP0KINuq0CzqdTofuT6YZ1uv1uFyuBgvK3yq1HlbseNNXzAF8cOArLug4jOC0XhRtyaDnEws4/O+XceTlo7bEETf1SSp/2oQ+ugOmdl3QmKWblxD+pD7Jlz1tgJnKQ4cxRIRLQSdEM/DHtVMBrH9oc5aUsPv+B7FlHwPg6Kuv0fOJBViSOtXrNfcVHOTjzK+qf1Bg/f4v6BXVhd6x3et1PiGEaOlOe3q4Hj16sGbNGrx/WF/N6/Xy8ssv0717y/kg9SoKhVXFNdoUFOyOKgI6diR86BDM7eJJnnUr3ebOITA5FUN0B0LPHocldSCaABkfJ4S/6YKsBPdJ+61BrSZh0gSsXbvUa51HIUTDOyuxP8G/K+CCjVbOSuxfY5+qo9m+Yg6qhzJkvfIq7j8sOH66Mo7vqt12Yne9ziWEEK3BaT+hu/XWWxk7diwXX3wxo0aNIjw8nIKCAj7++GOOHDnSohYXN+uMDG3fj08O/M/XFmYKwaTWE3TZxWh/WR9HazaDuXpBY6/djsYoffSFaDRqNZ2m3UTV0WzsOblYkjqS99kX5H7+JSn/uA19cDDqBlqcuMplo6iqhC3HdtA+KJaksA4EGQMb5NxCtGYhxiAeH3kve/MyAegS2blGgQegnKQHj+J2oyj1uzHTJ6YbXxzcUKMtTSZfEUK0Yadd0HXv3p2VK1eycOFCli1bhqJUrzPTs2dPVq5cSb9+/fwWZEMzaA1c2eVCzBoDW07sIi4wivGdL8RqCEQfHFxjX0dhIcff/xD7sWNEjTwfa5dUX8EnhPAPRVFwl5Wz+4GH6Db3AY6te5+sf7+C1+EA4MCyF7B27Yo+9ORjV50lJVQezkJxOrF0TkIXHPynkzMoisLevEwe//afvrbukSncNvgGGZMjxF/wVFai+vkwMRm70YWGYB6WCH+49xmQmIguJBhXcYmvLf6qK+q9uHhqeBLndhzCF4c2okLFiA5DSA7rcAbvQgghWrbTLui8Xi8bNmxAq9Wybds2ysrK2Lt3L7NmzSIjI4OBAwf6M84GFxwQzJik87igwzD0igq9okb/h6UGnMUl7LzzXt/EDEWbt5I04+9EjjgHlSxmLITfuCsqKP/5AN3mPohKrSbyrKF47XYq9lc/BXCXV/zp3X1nSQm7730A27HjQHXXzV5PL8QQHu7bx+N0AqDR6ylzlPPKzndrnGN33j4qHJVS0AnxF0p27mLf40/6fj7+7jq6PzIXrcXimyxMFxJMryef4MTHH+PMKyDmkgsxxcXX+zWtxkAmpV3BVd0uAcCoNWDWy5haIUTbddoF3bJly1i1ahU33ngjJpMJk8mEWq1m8uTJLFu2DKvVyqRJk/wZa4PyeD24vR5MHqhwVlJoVBNs1xJs+q2riD03t9Yse8fXvU9Iejr6YBlHJ4S/KF4v1i6pnPjgQ/K/+h+64CDajxtL4aZN5H/5NcG900ClxnbsOK6yUoxxcWgMRjQGPSU/7PQVc1C97uSJD9bTftIEFLcHR24uR996B4D4Ky/HG27F6andJcyjeBrt/QrRErnKyjj27rqabaWlVB48TM4nn5Fy+yz0IdVPxw3hYSSMH4fi8fxlV2lnSSm27GxcZeUEpiSjCw5Cram5fJBZZ8KskyJOCCGgDgXdO++8w2233cYNN9zga4uIiGDWrFkEBASwZs2aFlXQOUtKyH7xJQo3fY8xKoq4/5tKhvEg/RPTCTQE4CotRfHW/kKnNhrl6ZwQfqYxm8n/cj3H//MeAK6SEvY98SQ9Hn8UlcFA+6uv5Njb7+AqKyN61AVk/etl1HodsX+7DJW29rqRjqIi8HpxFhXyw6zbUdzVM9wWfruB3i8+z2Up57Ny22u+/eMCo+XpnBB/QaVWoznJbLOaADO27Gwc+flog6yUOsrxeD3oNDqCjIEoioLX6USt19fqCu0sKWHvvEep+PlA9blMJno9vRBTbEyjvCchhGiJTrugy8/PJyUl5aTbunbtyrPPPttgQflbZUUZ2a++hkqjodvcB6vHxAWYSNQEY3fb0aq1lP+wA7VWS2CXVMr3/lR9oFpN4rWT0VllsgQh/Mlrs1Hwze8mPVCpUDweHLl5JIy7Bq/DQf7X39Dl3rvY/cBDvgIt7/MvSVuyCI0lAE9Fpe/w2EsuQq3TkfPJZ759oXq2vZz/fMCQiVcRGRDGF4c2khgcz4iOQ046HbsQ4ne0WtpddQVlP+7x5VVAp46YYmNxlZSgMpv4ufgwT294kSJbCfHWGO4YcjPaHzIp2LCBkPR0wvr3Qxf0W65VHTnqK+YAPDYbR9a+TtIt02RiMiGE+BOnXdC1a9eOb775hmHDhtXatnHjRmJiWs7dM2dlBXpLIKbkGH5a8ASeqirMCQlE3/53HvzuKSb1GkN8RTkn1r5J8qyZuMrKcOTlE9I/HVMLep9CtFRqvZ6Ajh0JunQk2qREvIoXVV4xxtAoVAYDrsJCQvr0Jv9/39Qo0LxOJ/lff02vpxdyaMUqvA4n8VddgSm+erzOySZh0AZasBgC6B3bnW5RKWhVGtTyFF6Iv+SqqiTvq6/p/sjDlO7chT40BENEBK7ycsyJCTiDzTz26WIqnNU3V7LLTvDMplXM6nctASYNx1a8Qvnen+hww3XVs0pT3UW61uuUlqJ4pAu0EEL8mdMu6K655hoeffRRPB4PI0eOJDw8nKKiIj755BNeffVV7rjjDn/G2aDUWi2Rw89ixz/u9P2RqMrKoujfbzDpqkt4adsbPDr0NtwvrGLPw49gahePLiiIwG5dfXcIPXY7zuISijZvwRgdRWBKcq0ZMoUQ9aMxGgmbdBUvbn+NrRveBiAxOJ67km7CrThxmrWo9PqTjsXRGE2YoqJInnUbKF60AQG+bRFnD+f4uvd8Xxq1ViuR557j267XNMwyCEK0CYpC+b5MCr7ZgKVzEu7ycqqOZtP72WfocN8dVHldvmLuVweLj1DoKmdV4efMvm8WR+9/hPYTxvkKOmvXVNRGI1673XdM7CUX1chjIYQQNZ12QTdp0iTy8/NZtWoVr776KlA93bdWq+Xaa6/l2muv9VeMDc6j14LTgeLxoNJoCOrRHbVeT2VWFokBUdw57P9QG41EnjeCvC++wn4ih5C+fQho3853jspDh9l17wPwywLHls5JdLn/XpksRYgGcrg0m605vy0WfLgkm6+PbqFPdDdW7X6DWy7+GwHoyf3sCzxV1QsUawMDCR82pPr/m2uP7dGHBJO2+GmKf9gBikJI717o5EaMEPWiM5rodMs09jw4l7LdPwIQN2kcWZ5iXFU2wg3xBOjNVDp/W0A8MTie3IoCjpQe4+2jXzPqgvPgd8PodEFB9Hr6CY68shZXWRmxl12CtWuXxn5roo2zuewoiiKzp4oW47QLOoDZs2dz00038cMPP1BcXIzVaqVnz56EhJx8LajmyuN24rLosXROIumWqdizdqC47CROuZrdtlyWfP86C0feS4frr6P9+LGACo3ZhPaXwd+u8nKy/v2Kr5gDqMj8GWdBgRR0QjQAj8NBVtmJWu0HSo5wTlw60zpeiken4YRip9uiJyj+fjMalZrwwYN8U6WfjEqtRh8aQtSIs/0XvBBthOLx4q6ooNu8h3AVF6MLDUUXEszxTz6h/LMvqRg0gDsuu5FFm1+i1F5GtCWC6/pcw4tbq28KHyzNxjLg6hpP39RaLea4ODrPvAXF45F1X0WjcrqdnKjI441dH+D0urii64W0D46TGVVFs1engg7AYrEwdOhQf8TSaHRoyCjPYug9s8h55T48FdWLnZZnfEjHyXMxaQ18sO9zxrU7B53RVGt9OsXrxfO77iC/+nVtKyHEmfHY7fSO7saru2tOiT6sXT+OL1mOq7QMjcmE9byzeN24hT49uxH6vx9RqTUyC60QjcTjcLDv8SdR3G60FguBXVKxdkkl583qdR3z1/8Xa04uj8++EydeDpcc5aVtr5P9y82aXlFdCIlph8ZgqHXuk82eKYS/FdtLufvTx/D8Msv5jpw9PHb+PXQMbd/EkQlxam3ym49RpaN/+z44ju7xFXMAiseFa+t/GRyXhs1l49i69/jp0cdxlpTWOF5ntRI3ZnSNNn1YqEyYIkQD8TqdsG0P03uOJSIgjGCDlVv6TSZFFUbCxKtJuPpc4i7sR0SHBK5KOp+oChVle/aedMkCIYR/KE4HisuFKT4efWgI1pRkijZvqd6oVhN3xeUkXHM1xuIqQtxazDozJfYyVCoV/ePSGN1tFMYAeQInmo+NRzN8xdyv1md+gfsky1gJ0ZzU+Qlda2DXgbeqElVVJcb2XVHFJ0NJPvZ9m8HjQaNSc2HsQIpXLMZZUEjlwYPo+/T2Ha9SqQjpnUa3h+eQ89F/MUZHE3PpRehDZCyOEA3Cq5Czei1hqcnc97cr0bePZVdBJhsqM+kXnoRr23ac+7eiNpiJvX4hB1e8Qsqd/0BnlaUGhGgsKq2aHo8/iu1oNoriJbB3T3SD+xJWXobe7qHyh13suud+8HoJ6JBIlwfu5fGR9wLVExAF6M1N+waE+IMQY+1hMyHGINSoTrK3EM1HmyzoissLcbz7KdHjxpAZamFj3h46JiYwYtClBKqNjNLoKHxrHc6CQgDsObm1zqG1WAju1ZPA1BRUGg1qbZu8lEL4hdpoIGzwIAq++YbImybzwP8WU1hVDMBrGh2PDZuO5lgmnspSyraup/u8B9FaZH1IIRqTSqNl/5OLcOTnEzPtejJytvNW5qe4vW4uTDqbYV2T4J3qseaVhw6T/cbbJE69Fo1e37SBC/En0qK7EhUQTm5lAQBWQyAXdD5blrIRzV6brEK0Li9eayAfH9rAO/s/AWD7id1szfuJ21OvwbNzJwHBoRQCKo2GkN89nfujk/X9F0KcGZVeT9yVl9Nu7NVsLt7nK+YAnB4X7x3ewJgug6na+hEeWzkulYJO/uAK0Wg8djuF323GkZ+PPjwMR3I8q7cu823/z75PaN9jLIHJnanYnwlAeWYmXptdCjrRbAWbgph37h0cLD6Cy+siOawjQUa5WSiavzb5DchqDcU8tD//Pfxtjfaskmwcai+HVqwiqGcPgnv3pvuC+eikK6UQjarCa0et1pD18ivYKmsvNOzwuECjBVSo084hz15S+yRCCL/xehWcxdU3WiwdO/BDcWatfbaUZGLq3Mn3c2i/dDQB0s1SNG/BJit9YrszIL43IaYg1Ko2+VVZtDBt8rdU6wV9SAhG7Ulm1volce05uSTfMRtrSrI8hROikRncKsr3Z1K2azd9Entj0hl921SouDTpbNQuF4Hj7+fT/L38L3trE0YrRNujeNxEnj0clU6HITqa5PCOtfZJDUnEW16BSqMh4uyziLlolAxPEEIIP2iTn6wV23ZSmZ3NxOGjeeb7l3ztg2LTcO79GQBLp47o5E6iEE1CrVbhKikm7vJL8G5ez2NDbuGjI99T6XZwUcIgIsxhrI8KYeOed8ipyGd6/ylNHbIQbYrX7gCthj7/XIrXbic0yMyQdn3ZcDQDgO4Rnekf1gnTxK60mzIBjVaHLkjWaRVCCH9okwWdITKCn5c8S4ThSh4fdCt7qo4SbwgjtMjJsWX/pP3kCWhlgXAhmkwlbixpPVFVlpL3xr9Q7/ici5L7g96A8+1n0I1/kLR2afSM74leoycyILSpQxaiTVEHmPAU2ijd+xMHnl9OxxunMC6+M9cMPxsFBVXeUcrXPIzjvEk8fWwjdwy9GZejgkCDLFMghBANrU0WdKbYaKw9upO/9i0i8oo4Z/RlaMwmPGY3uscf5Kvc7cQU7qGfqRdmnSxuKkRjcyke3jz8Kdclj0ITGIanvJCqnV8CoNIZQKNhwVfPYXPbMemM3DNsOha9RWYiE6KReFWgMRg5uOxF1AYDKr0Ba1g7HNn7KMv4L66Co6i0ejSR7Tm69y22Hd/N8fI8xnQdRYhJbpgKIURDapPffpxFh0i4+gLSFj9B2IB+7LzzbrZOvZndd92HUmFje2Emz21eTYWjsqlDFaJN0ml1/Fh8kPdPZBB2yS2otL/MiqdSE3DeFPaUHWP6gCmoVWpsLjvPfLeSMkd50wYtRBui0+rxupyo9Xq6P3wvlOwkZ80cKnZ9TfiFNxHY72Is4+5lzb5PURSFIKOVPfn7eX33+zjcjqYOXwghWpU2WdCpFBWlG19DbTCQuegZPDY7AK6SEk48+yJXtT8bgOyynCaMUoi2y6xouW/YTDoY03hzh0LMtCUEjL+fgOsX8Im3mMe/e5Gs0mP0i+sFQKGtGI/ibeKoz5zT7aTSWdXUYQjxl+yKi0q1h/irRlOx80Mq936L11GF43gmuW89gb7vSB7d/Q6bTuwkITieYKOVo6XH+TFvPzaXFHRCCNGQ2mSXS0NUR0JH3YodHZH/NwNX5k8Uf/YZHpsN29Fs4k0hAMRZo5s4UiHaJsXjROM1sWDVJgZ0i2J3xQmWbFuNw+1EQQFg09HtnN9pGN9nb6dTaAI6ja6Jo64/r9dLflURb/34IUW2Ei7sfDapEUlY9AFNHZoQJ2V3Ofhv7hauOXsY2S++VWOb11aOwetlQq/RaNVaNGoNSzatAiA1vBM6dZv86iGEEH7TJj9VnaUVOAJC8didBCV1JCeqPQnDz+bI3DmY4uM5UpnLzekTCJQvU0I0CbsaysqdzLgsib7JIeSr7Nj/0E0rwhxKmaOcbpHJ/L3/ZKwteLKFUkc5d3+ygEpX9dO5Xbk/MXvwjQxs16eJIxPi5Ew6Axe1H4CrJBddWBzOEwdArUUXFovXVoFGZ6SrpRM78vexbMsr2Nx2Ood1YGTSWZQ4yggwyCzSQgjRUNpkQee1WHHv28eRVf/CXVFB5AXnY73sEtrfdhvWdjG4rGbMOhN6bcu94y9ES+bxKsQHKoSpD+I+bCI0IpZzEgfx5eHvAAjQmRnfazQmrZGRSWcRZLQ2ccRn5mDxEV8x96sP939Ot8gUAg1yY0k0PypUBHh1lB4uJGT4ZCr3fIm1zwU4cw6hC4/HU16EUnSCnhGJLBxxO4pKBSo1K354A6shkJv7TUTv56fqHlsFXqcdvG7UehOaAJmMRQjROrXJgk5tq6I48yAxd96DR1GhFOZRuD0DQ//eODRadGp1gxRzHq+HEnsZm7K3o1Gp6R+fRrDRilrVJocuCnHaAlVavGVlFP2YiwrQBhRw7fDzuCz1fI6WnSDMHIrXqzD9gwd4aMSsFl/QnaxrpUVvQSOzdormSoHKg0fIXLSUyJHnEX/ZSI6//AB43ACYO6cTdt51HFtxO96qMgA0gaFMveZu3jj0dfUJ/MhTVUbh5/+m4pfZcfVRHYgeex9aS4hfX1cIIZpCm/y2UFnlICO0G7e88AO3LN/Gwm9L0XXuSeaxn9idt48vD27E7XWf8esU2UqZ/dHDrN7+Jqu2vc4dH8+nxFbWAO9AiNZN5XBRcDiX8n4j+NCSxu7oXpRVeQmucnOk6ChWjxdL1l5m9R3Pmz9+eMqJRBSvB3dFMa7iHNzlxXg9rkZ8J6cn2hJB59AOvp91Gh3je/5Nlk0RzaeKpFEAABgsSURBVJbG4yX38y8J6JxExOjR2DFg7jIUfrlhWZW5FY+9HOV3E6B4yotQDmznmu6Xodfo/Rqfq+i4r5gDcOYeomzrRyieM//bLoQQzU2zfELn9Xp59tlnefPNNykrK6Nv377MmTOHhISEBjm/IyCEtV/u9P2clVPOmxuzSUs30C4omsrKIuxOGxZjYL1fQ1EUPvn5a2xuu6+t3FnJxqNbuSTlvDOKX4jWzqvRsptQnv/XD7621IQQ7pvch1ExaRSteQhvVRkJl00nNjDqT8+jKArOvCPkvDYfT2UJamMAUVfcgaFdKupmNIlKkDGQO4dN40jpcYptpXSLTG7RYwJF66eo1YRfeimuqHa8ueEQigIXDJyMtecoyl69B1DwOu2odIYaRZ3e6cTaCOvQOXKzarcd/xmvy4lG0yy/+gghRL01yyd0zz33HGvXrmX+/Pm8/vrraDQapk6disPRMFMdHy+qfTc/M7sMgyaAULWetB1bcG5ej7uipN6voaCcdK0dh9tZ73MK0VZUoueNL36u0fZTVjEVTgWz0YIhNumXxs1cmjScAP3JJ1jwVJaS+85TeCqrc9lrryT37SfxVjW/NeuCjFZ6RKVyVuIAwswhLXrWTtH62b1OPDHtmfn0V7z3zUHe//Yg/3jmG6pMkZhSB6IJCEIXEoPX9rv1XNUarD3PaZTfbVNi91ptAV2HoDbIU28hROvT7Ao6p9PJqlWrmD59OsOHDyc1NZVFixZRUFDARx991CCvkRhtQa2q2dYvNZzuMR0wecGWtZuSb94g9+2FeKrq10VSrVIzqvM5aNQaX5teo+OsxAFnEroQbYICqFSqk2xQ8DoqsfQYDoAusj1BplOMifF6cBefqNlkr0BxN79ul0K0JEaNns82Z+FwenxtDpeHL7ZmYxpwJTGT5uGpKiVu6kLMKQMJ6DKY+KkL0QSGNkp8GksIkZfPRhMYikpvImjQaAKS+538c0UIIVq4ZtfvYO/evVRVVTFw4EBfm8VioWvXrmzdupXRo0ef8Wtoig5z19huLP/wACUVDob1jOaiPqFo3U4URxVqvRGvvRJH9k94nXY05vpNuBBuDuGpC+7n/X2fo1VruCTlXIKNMsuWEH8lUOvhmuEJPPufn3xtXTuEYNKpUKkMqFChC4sjqO8FaPXGPz+RRos+uiPOnIO/NQWGodL5d/yOEK2dRlFQ463drgZTeDTunEx0QRHoQqKJvGwmqBTUulPkakPHZzATkDoQY/tugILaEIBa8l4I0Uo1u4IuNzcXgKiomuNiIiMjOXGi5p32srIyyspqPkHLycn5y9fQm0wkbHuDx665FLXBjDdrO0p2EUr3YeB147X/0kVEpUb1uydsdaXX6om1RnND37GASmasE21OfXNU7aqip+4Qj0/tyf/2lNApykCveD0WqvC6nRhik4iZ9DDagOBTnkcbEETUmNvJe/cpHCcOoAtvR+Tls+p9k0aI1qg+eepxuTg3LZJ132ZRZa+eaMRk0DIyPRatVou94CiG6OqJftR6g38C/wsqtQat5dSfEUII0Ro0u4LOZrMBoNfXvJOm1+txOmuOP1u9ejXPPvtsnV9Daw1HE5OC7b0FKG4Xpi5DsaRNRKNSU/jtW779rH0vQH2qu/+nSXMGRaEQLVl9cxSNFvu3a7AYLVwen4znUCG2H/IJmTwflcGKtg7rSelCoogeez+Kx41KrZG1qIT4g/rkqaI3Y6o8xDP/l8bXuwpRFDi7ZziBOhdetwNLt7PQGGViHyGEaAzNrqAzGqsLKKfTWaOoczqdmM01Jz6YMmUKl19+eY22nJwcJkyYcMrXcGmMBKSNRJ8yGACtTo9XrUOthtBzJmLqmIYhphO6kGjURlnUV4j6qm+OOlQmwi6+hcJ1i6n88VtUeiNRV9+LU28lwFT3u/3yRE6IP1efPDUadCiRiWh3fcE5rmOodAZ0lel4rUmoNVo0uqZ5KieEEG1RsyvoYmJiAMjLy8Ni+e3uXl5eHklJSTX2tVqtWK11/6Jm1Gmo8IDNq8eoBUVrQNHo0BgMaCLaoY9od2ZvQggB1D9HA60BlNONqJuW4nFUoTEG4NaYsNajmBNCnFp989SjNaPvOQoclahUKjx6C5bAxhsnJ4QQolqzK+hSU1OxWCxs3ryZjh07AlBRUcGePXsYP358g7yGwaDHYACCZPpiIZqrQGsgXm8AihKKRiPdloVobixmPaCHwJMvGyKEEKJxNLuCTq/XM3HiRBYtWkR4eDjx8fE89dRTREVFMXLkyKYOTwjRiNQykZAQQgghxCk1u4IOYObMmXg8Hh588EFsNht9+/ZlxYoVtSZKEUIIIYQQQoi2rFkWdBqNhttvv53bb7+9qUMRQgghhBBCiGZL+jMJIYQQQgghRAslBZ0QQgghhBBCtFBS0AkhhBBCCCFEC9Usx9CdCY/HA1QviiqE+GvR0dFotY33USA5KkTdSZ4K0bw1do4K8Xut7jcvPz8fgAkTJjRxJEK0DJ9//jnx8fGN9nqSo0LUneSpEM1bY+eoEL+nUhRFaeogGpLdbmf37t1ERET85WLEOTk5TJgwgTVr1hAdHd1IEbYdcn39q6Gub2PfVZQcbV7kGvuX5Kk4U3J9/aul5qgQv9fqfvOMRiPp6el1OiY6OlruqviRXF//amnXV3K0eZJr7F8t7fpKnjY/cn39S66vaMlkUhQhhBBCCCGEaKGkoBNCCCGEEEKIFkoKOiGEEEIIIYRooTQPPfTQQ00dRFMyGAwMGDAAg8HQ1KG0SnJ9/astXN+28B6bmlxj/2oL17ctvMemJNfXv+T6ipau1c1yKYQQQgghhBBthXS5FEIIIYQQQogWSgo6IYQQQgghhGihWnVB5/V6WbJkCcOGDaNXr15cf/31ZGVl/en+xcXF/OMf/6B///7069ePBx54gMrKykaMuGWp6/V97bXXSElJqfXfqY4R1ZYvX864ceNOuY/D4WDu3LkMGjSI3r17M3PmTAoKChopwvqRHPU/ydPGI3laTfK0biRHG09rzVEhWnVB99xzz7F27Vrmz5/P66+/jkajYerUqTgcjpPuP3PmTI4cOcJLL73Es88+y8aNG3nwwQcbOeqWo67Xd9++fQwbNoxvv/22xn+ykOeprVmzhkWLFv3lfnPmzGHDhg0sXbqU1atXk52dzYwZMxohwvqTHPU/ydPGIXn6G8nTupEcbRytOUeFQGmlHA6HkpaWprzyyiu+tvLycqVXr17Ku+++W2v/jIwMJTk5WcnMzPS1bdy4UUlJSVGOHTvWKDG3JHW9voqiKOPHj1cWLlzYWCG2eDk5OcrNN9+spKWlKaNGjVLGjh37p/ueOHFCSU1NVb766itf2+HDh5Xk5GRly5YtjRFunUmO+p/kqf9JntYkeVo3kqP+19pzVAhFUZRW+4Ru7969VFVVMXDgQF+bxWKha9eubN26tdb+W7duJSwsjKSkJF9b3759UalUJ92/ravr9QXYv39/jesrTu3HH38kICCA9957j169ep1y323btuH1eunfv7+vLSEhgejoaLZs2eLvUOtFctT/JE/9T/K0JsnTupEc9b/WnqNCAGibOgB/yc3NBSAqKqpGe2RkJCdOnKi1f15eHtHR0TXa9Ho9ISEh5OTk+C/QFqqu1/fEiROUlZWxceNGXnzxRcrKyujVqxe33347iYmJjRFyizNixAhGjBhxWvvm5uYSHByMyWSq0f5n/x7NgeSo/0me+p/kaU2Sp3UjOep/rT1HhYBWPIbOZrMB1X9Ifk+v1+N0Ok+6/x/3/XX/P+vH3pbV9fru378fALVazRNPPMHTTz9NZWUlY8eOJT8/3/8Bt3I2mw2dTler/c/+PZoDyVH/kzxtXiRPJU//SHK0eWmJOSoEtOIndEajEQCn01njg9LpdGI2m0+6/8mS9c/2b+vqen2HDx/O999/T3BwsK/tueee45xzzuHtt99m2rRp/g+6FTMajbhcrlrtzfn3V3LU/yRPmxfJ0+b5HpuS5Gjz0hJzVAhoxU/oYmJigOruH7+Xl5dXq2sDQHR0dK19nU4nxcXFtbqPiLpfX6DGHyAAs9lMfHw8x48f90+QbUh0dDSlpaW17oCfrPtTcyE56n+Sp82L5GnzfI9NSXK0eWmJOSoEtOKCLjU1FYvFwubNm31tFRUV7Nmzp8Zg11/169eP/Px8Dh486Gv7dUByenq6/wNuYep6fVetWsXQoUNr3LktLy/n8OHDdO7cuVFibs369u0LUOPfIysri5ycHPr169dUYZ2S5Kj/SZ42L5Knkqd/JDnavLTEHBUCQPPQQw891NRB+INGo6GqqooVK1bQoUMHnE4nc+bMwePx8MADDwBQWFiIRqNBq9USFRXFxo0bWb9+PV27diUrK4v777+fESNGMHr06CZ+N81PXa9vSEgIr7zyCpmZmSQlJZGdnc3999+P0+lk/vz5J+2zLn7z2WefUVpaypVXXulr+3W8hF6vx2KxcOjQIdauXUtKSgrFxcXcc889JCYm8ve//72pwj4lyVH/kzxtXJKnkqd1JTnauFpjjgoBtN516BRFUdxut7Jw4UJl0KBBSlpamjJ16lTlyJEjiqIoytGjR5Xk5GTl7bff9u1fUFCgzJgxQ0lLS1P69++vPPDAA4rNZmuq8Ju9ul7fHTt2KFOmTFH69u2r9OnTR5kxY4Zy9OjRpgq/RbnrrrtqrZ2TnJysLFmyxPdzZWWlct999ynp6elK3759ldtuu00pLCxs7FDrRHLU/yRPG4/kaTXJ07qRHG08rTVHhVApiqI0dVEphBBCCCGEEKLuWu0YOiGEEEIIIYRo7aSgE0IIIYQQQogWSgo6IYQQQgghhGihpKATQgghhBBCiBZKCjohhBBCCCGEaKGkoBNNpj4TrLbmSVmXL1/OuHHj6n18RkYGXbp0we1212h3OBzMnTuXQYMG0bt3b2bOnElBQcGZhivaCMnT30iOiuZIcvQ3kqOirZKCTpy2nJwc7rrrLoYPH07v3r0ZM2YM69evr9d5pk2bxtGjR+t03M8//8y4ceNqfdD+lUmTJp3RB3xjWLNmDYsWLar38RkZGfz973/H6/XW2jZnzhw2bNjA0qVLWb16NdnZ2cyYMeNMwhXNmOSpf0iOioYiOeofkqOiLZOCTpyWyspKpkyZQkZGBrfeeiuLFy8mJSWFWbNmsWbNmjqda+PGjXz55Zd1vkP40UcfsX379jod09zl5uYybdo0nnzySTp06FDn491uNwsWLGDKlCnExcXV2p6Tk8O6deu47777SE9Pp2fPnixatIht27axdevWhngLohmRPG14kqOiIUmONjzJUSGkoBOnaf369Rw+fJjly5czZswYhg8fzoIFCxg6dCgvvvhiU4fXYv34448EBATw3nvv0atXr1rbMzMzufHGG+nduzeDBw/m1ltv5fjx477tVVVV7Nixg5UrVzJx4sRax2/btg2v10v//v19bQkJCURHR7Nlyxb/vCnRZCRPG57kqGhIkqMNT3JUCCno2gxFUXj55Ze5+OKL6dmzJ+eeey7PPfccHo8HgN27d3PDDTcwYMAA+vTpw0033cS+fft8xwcHBzN+/Hg6depU47xJSUnk5eWddhxLly7lnnvuAWDkyJEsXboUqO6f/vzzzzNq1Ch69OjB+eefz/Lly33x3X333Tz77LMAdOvWjXfeeQeA7Oxs7rzzToYOHUq3bt0YNGgQd955J0VFRfW8Uo1rxIgRPPXUU7Rr167WttzcXCZOnEh8fDxvvfUWK1asQFEUrr76aoqLiwGwWq289tprDBgw4KTnz83NJTg4GJPJVKM9MjKSEydONPwbEmdE8rT5kRwVvyc52vxIjgoB2qYOQDSORYsW8cILLzBx4kTuvPNO9u3bx5IlS7DZbAwdOpQbbriB3r178/DDD+NyuVi+fDljx47lzTffJCkpifPPP5/zzz+/xjndbjdff/01ycnJpx3HFVdcgdvtZtmyZSxatIi0tDQURWHatGls376dadOm0aVLFzZv3swzzzzD4cOHWbBgAdOmTUOlUvHOO+/w8ssv06lTJ+x2O5MnT8ZqtXLvvfcSFBTE9u3bef7559HpdDzyyCMNfRkb1auvvkpkZCRz5szxtT355JMMGTKEdevWce211/7lOWw2Gzqdrla7Xq/H6XQ2ZLiiAUietiySo22P5GjLIjkq2gop6NqA8vJyVq1axdixY7n//vsBGD58OJWVlWzatInvvvuOuLg4XnrpJbTa6l+JYcOGMXLkSBYvXuy7m/dHCxcu5NChQ3+6/WRiY2NJSEgAqu8OxsbG8vXXX7Nx40Yef/xxRo8e7YvPZDKxdOlSpkyZQmpqKrGxsQD06dMHrVbL3r17iYyM5NFHH6Vjx44ADBkyhN27d7N58+b6XaxmZO/evRw4cIDevXvXaLfb7Rw8ePC0zmE0GnG5XLXanU4nZrO5QeIUDUPytOWRHG1bJEdbHslR0VZIQdcG/PDDD7hcLi644IIa7bNmzaKqqoo+ffpw8803+/4AAQQFBXHOOefwxRdf1DqfoigsWLCA1atXc/PNN9e621hXmzdvRq1Wc9FFF9VoHz16NEuXLmXz5s2kpqbWOq5Lly689tprKIrC0aNHycrKIjMzk4MHD7aKu2Zer5f09HTmzZtXa5vFYjmtc0RHR1NaWorD4cBgMPja8/LyiI6ObrBYxZmTPG15JEfbFsnRlkdyVLQVMoauDfi1n3h4eHitbeXl5SiKQkRERK1t4eHhlJeX12irqqpi+vTprF69mmnTpjF79uwzjq+0tBSr1Yper6/R/mtMZWVlf3rs6tWrGTJkCOeddx533XUXmzZtwmQytYo1dpKTkzl06BDR0dEkJCSQkJBAREQEjz32GLt27Tqtc/Tt2xegxl3WrKwscnJy6Nevn1/iFvUjedrySI62LZKjLY/kqGgrpKBrA6xWK0Ctwc15eXns3bsXgPz8/FrH5eXlERwc7Pu5qKiIiRMn8uWXXzJ37lxmzZrVIPEFBQVRVlZW607grwPEQ0JCTnrc+++/z6OPPsr111/Pd999x4YNG1i+fDmJiYkNEldTGz9+PFVVVcyePZu9e/eyb98+Zs+eTUZGBikpKad1jqioKC6++GLmzJnDpk2b2LVrF7Nnz6Z///61uqCIpiV52vJIjrYtkqMtj+SoaCukoGsDevbsiU6n49NPP63RvmbNGm677TZ69OjBxx9/XGOR0bKyMr766ivfnSmHw8HUqVM5cOAA//znPxk7dmy941Gra/7a9e/fH6/XW2th1XXr1gG/3R3743EZGRmYzWZuuOEGQkNDAaioqCAjI+OkC4O2NPHx8axZswaHw8H48eOZMGECLpeL1atXExMTc9rnmTdvHoMHD2bGjBlcd911tG/fnmeeecaPkYv6kDxteSRH2xbJ0ZZHclS0FTKGrg0IDQ1l8uTJvPTSS+h0OgYPHszevXtZuXIlN998M+np6UydOpXrrruOSZMm4XK5eOGFF3A4HEyfPh2A5cuXs2fPHqZMmUJAQECtxTTT09NPO55f73J++umnjBw5krPOOosBAwbw0EMPkZubS5cuXdiyZQsrV67kkksu8fX5//W4Dz74gIEDB9KrVy/Wrl3L/PnzGTFiBHl5eaxatYqCggICAgIa4tI1qscee6xWW2pqKitWrDit48eMGcOYMWNqtZvNZubPn8/8+fPPOEbhP5KnzZ/kaNsmOdr8SY6KtkqltPQO0uK0KIrCv/71L9auXcvx48eJi4tj3LhxTJkyBZVKxffff8/SpUvZtWsXOp2O9PR0Zs2a5euScNFFF3HgwIE/Pf+PP/5YYyD4qdhsNqZPn87333/PFVdcwdy5c7HZbCxZsoT169dTWFhIXFwcV1xxBVOnTkWj0QDV3VRuvPFG9u3bx8yZM7nxxhtZunQpb7/9NsXFxURFRTF8+HBSUlK4//77WbduHampqUyaNAm3283atWvP/EIK4UeSp5KnonmTHJUcFaI5koJOCCGEEEIIIVoo6XIpGoTH46kxbuDPaLVa311CIUTjkjwVonmTHBVC1IcUdKJBrFu3jnvuuecv91uwYMFJ+6cLIfxP8lSI5k1yVAhRH9LlUjSI4uJisrOz/3K/+Pj4P506WQjhX5KnQjRvkqNCiPqQgk4IIYQQQgghWihZh04IIYQQQgghWigp6IQQQgghhBCihZKCTgghhBBCCCFaKCnohBBCCCGEEKKFkoJOCCGEEEIIIVqo/wd8FJi1Vlr/hwAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"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": [
"