{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Exploration: Migration in Europe" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from functools import reduce\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import matplotlib.patches as pat\n", "from matplotlib import cm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Immigration & emigration overview\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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GEO/TIME2008200920102011201220132014201520162017
0Belgium::135281147377129477120078123158146626123702126703
1Bulgaria::::141031857026615252232124125597
2Czechia108267756204831727114343373012429897296026408351847
3Denmark57357518005223652833544096031268388784927438368579
4Germany (until 1990 former territory of the FRG)68214634621640405548942259217569271388489315438481029852917109
5Estonia3671388428103709263941093904154131482217616
6Ireland82592506045233957292613246553973519807928518578499
7Greece6652958613604626008958200579465901364446116867112247
8Spain599075392962360705371331304053280772305454342114414746532132
9France296608296970307111319816327431338752340383364221378115369964
10Croatia16883132138846853489591037810638117061398515553
11Italy534712442940458856385793350772307454277631280078300823343440
12Cyprus2106022581202062303717476131499212151831739121306
13Latvia4678373140111023413303829910365947983459916
14Lithuania92976487521315685198432201124294221302016220368
15Luxembourg17758157511696220268204782109822332238032288824379
16Hungary37652278942551928018337023896854581583445361868070
17Malta604361614275546582561089714454169361705121676
18Netherlands143516122917126776130118124566129428145323166872189232189646
19Austria7377269295709788223091557101866116262166323129509111801
20Poland15275189166155131157059217546220311222275218147208302209353
21Portugal29718323072757519667146061755419516298962992536639
22Romania138929135844149885147685167266153646136035132795137455177435
23Slovenia30693302961541614083150221387113846154201662318808
24Slovakia8765634652724829541951495357699776867188
25Finland29114266992563629481312783194131507287463490531797
26Sweden1011711022809880196467103059115845126966134240163005144489
27United Kingdom590242566514590950566044498040526046631991631452588993644209
28Iceland102883921394840734960640653685635871012116
29Liechtenstein578584591650671696615657607645
30Norway58123559536921470337699086831366903608166146053351
31Switzerland184297160623161778148799149051160157156282153627149305143377
32North Macedonia::::::::::
33Turkey::::::::::
34Belarus::::::::::
35Bosnia and Herzegovina::::::::::
36Moldova::::::::::
37Russia::::::::::
38San Marino::::::::::
39United States::::::::::
40Kyrgyzstan::::::::::
41Tajikistan::::::::::
42Uzbekistan::::::::::
43Armenia::::::::::
44Azerbaijan::::::::::
\n", "
" ], "text/plain": [ " GEO/TIME 2008 2009 2010 \\\n", "0 Belgium : : 135281 \n", "1 Bulgaria : : : \n", "2 Czechia 108267 75620 48317 \n", "3 Denmark 57357 51800 52236 \n", "4 Germany (until 1990 former territory of the FRG) 682146 346216 404055 \n", "5 Estonia 3671 3884 2810 \n", "6 Ireland 82592 50604 52339 \n", "7 Greece 66529 58613 60462 \n", "8 Spain 599075 392962 360705 \n", "9 France 296608 296970 307111 \n", "10 Croatia 16883 13213 8846 \n", "11 Italy 534712 442940 458856 \n", "12 Cyprus 21060 22581 20206 \n", "13 Latvia 4678 3731 4011 \n", "14 Lithuania 9297 6487 5213 \n", "15 Luxembourg 17758 15751 16962 \n", "16 Hungary 37652 27894 25519 \n", "17 Malta 6043 6161 4275 \n", "18 Netherlands 143516 122917 126776 \n", "19 Austria 73772 69295 70978 \n", "20 Poland 15275 189166 155131 \n", "21 Portugal 29718 32307 27575 \n", "22 Romania 138929 135844 149885 \n", "23 Slovenia 30693 30296 15416 \n", "24 Slovakia 8765 6346 5272 \n", "25 Finland 29114 26699 25636 \n", "26 Sweden 101171 102280 98801 \n", "27 United Kingdom 590242 566514 590950 \n", "28 Iceland 10288 3921 3948 \n", "29 Liechtenstein 578 584 591 \n", "30 Norway 58123 55953 69214 \n", "31 Switzerland 184297 160623 161778 \n", "32 North Macedonia : : : \n", "33 Turkey : : : \n", "34 Belarus : : : \n", "35 Bosnia and Herzegovina : : : \n", "36 Moldova : : : \n", "37 Russia : : : \n", "38 San Marino : : : \n", "39 United States : : : \n", "40 Kyrgyzstan : : : \n", "41 Tajikistan : : : \n", "42 Uzbekistan : : : \n", "43 Armenia : : : \n", "44 Azerbaijan : : : \n", "\n", " 2011 2012 2013 2014 2015 2016 2017 \n", "0 147377 129477 120078 123158 146626 123702 126703 \n", "1 : 14103 18570 26615 25223 21241 25597 \n", "2 27114 34337 30124 29897 29602 64083 51847 \n", "3 52833 54409 60312 68388 78492 74383 68579 \n", "4 489422 592175 692713 884893 1543848 1029852 917109 \n", "5 3709 2639 4109 3904 15413 14822 17616 \n", "6 57292 61324 65539 73519 80792 85185 78499 \n", "7 60089 58200 57946 59013 64446 116867 112247 \n", "8 371331 304053 280772 305454 342114 414746 532132 \n", "9 319816 327431 338752 340383 364221 378115 369964 \n", "10 8534 8959 10378 10638 11706 13985 15553 \n", "11 385793 350772 307454 277631 280078 300823 343440 \n", "12 23037 17476 13149 9212 15183 17391 21306 \n", "13 10234 13303 8299 10365 9479 8345 9916 \n", "14 15685 19843 22011 24294 22130 20162 20368 \n", "15 20268 20478 21098 22332 23803 22888 24379 \n", "16 28018 33702 38968 54581 58344 53618 68070 \n", "17 5465 8256 10897 14454 16936 17051 21676 \n", "18 130118 124566 129428 145323 166872 189232 189646 \n", "19 82230 91557 101866 116262 166323 129509 111801 \n", "20 157059 217546 220311 222275 218147 208302 209353 \n", "21 19667 14606 17554 19516 29896 29925 36639 \n", "22 147685 167266 153646 136035 132795 137455 177435 \n", "23 14083 15022 13871 13846 15420 16623 18808 \n", "24 4829 5419 5149 5357 6997 7686 7188 \n", "25 29481 31278 31941 31507 28746 34905 31797 \n", "26 96467 103059 115845 126966 134240 163005 144489 \n", "27 566044 498040 526046 631991 631452 588993 644209 \n", "28 4073 4960 6406 5368 5635 8710 12116 \n", "29 650 671 696 615 657 607 645 \n", "30 70337 69908 68313 66903 60816 61460 53351 \n", "31 148799 149051 160157 156282 153627 149305 143377 \n", "32 : : : : : : : \n", "33 : : : : : : : \n", "34 : : : : : : : \n", "35 : : : : : : : \n", "36 : : : : : : : \n", "37 : : : : : : : \n", "38 : : : : : : : \n", "39 : : : : : : : \n", "40 : : : : : : : \n", "41 : : : : : : : \n", "42 : : : : : : : \n", "43 : : : : : : : \n", "44 : : : : : : : " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# TOTAL IMMIGRATION DATA\n", "# https://ec.europa.eu/eurostat/cache/metadata/en/migr_immi_esms.htm\n", "df_imm_total = pd.read_excel('migr_imm2ctz.xlsx', sheet_name='total')\n", "df_imm_total" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 45 entries, 0 to 44\n", "Data columns (total 11 columns):\n", "GEO/TIME 45 non-null object\n", "2008 45 non-null object\n", "2009 45 non-null object\n", "2010 45 non-null object\n", "2011 45 non-null object\n", "2012 45 non-null object\n", "2013 45 non-null object\n", "2014 45 non-null object\n", "2015 45 non-null object\n", "2016 45 non-null object\n", "2017 45 non-null object\n", "dtypes: object(11)\n", "memory usage: 4.0+ KB\n" ] } ], "source": [ "df_imm_total.info()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'GEO/TIME'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_imm_total.keys()[0]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2008200920102011201220132014201520162017
GEO/TIME
BelgiumNaNNaN135281.0147377.0129477.0120078.0123158.0146626.0123702.0126703.0
BulgariaNaNNaNNaNNaN14103.018570.026615.025223.021241.025597.0
\n", "
" ], "text/plain": [ " 2008 2009 2010 2011 2012 2013 2014 \\\n", "GEO/TIME \n", "Belgium NaN NaN 135281.0 147377.0 129477.0 120078.0 123158.0 \n", "Bulgaria NaN NaN NaN NaN 14103.0 18570.0 26615.0 \n", "\n", " 2015 2016 2017 \n", "GEO/TIME \n", "Belgium 146626.0 123702.0 126703.0 \n", "Bulgaria 25223.0 21241.0 25597.0 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Set index\n", "df_imm_total.set_index('GEO/TIME', inplace=True)\n", "\n", "# Replace colons with missing value NaNs and set datatype\n", "df_imm_total = df_imm_total.apply(pd.to_numeric, errors='coerce')\n", "\n", "# Drop rows with no data\n", "df_imm_total.dropna(how='all', inplace=True)\n", "\n", "# Explore remaining missing values\n", "df_imm_total[df_imm_total.isnull().sum(axis=1) > 0]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2008200920102011201220132014201520162017
Belgium135281.0135281.0135281.0147377.0129477.0120078.0123158.0146626.0123702.0126703.0
Bulgaria14103.014103.014103.014103.014103.018570.026615.025223.021241.025597.0
Czechia108267.075620.048317.027114.034337.030124.029897.029602.064083.051847.0
Denmark57357.051800.052236.052833.054409.060312.068388.078492.074383.068579.0
Germany682146.0346216.0404055.0489422.0592175.0692713.0884893.01543848.01029852.0917109.0
\n", "
" ], "text/plain": [ " 2008 2009 2010 2011 2012 2013 \\\n", "Belgium 135281.0 135281.0 135281.0 147377.0 129477.0 120078.0 \n", "Bulgaria 14103.0 14103.0 14103.0 14103.0 14103.0 18570.0 \n", "Czechia 108267.0 75620.0 48317.0 27114.0 34337.0 30124.0 \n", "Denmark 57357.0 51800.0 52236.0 52833.0 54409.0 60312.0 \n", "Germany 682146.0 346216.0 404055.0 489422.0 592175.0 692713.0 \n", "\n", " 2014 2015 2016 2017 \n", "Belgium 123158.0 146626.0 123702.0 126703.0 \n", "Bulgaria 26615.0 25223.0 21241.0 25597.0 \n", "Czechia 29897.0 29602.0 64083.0 51847.0 \n", "Denmark 68388.0 78492.0 74383.0 68579.0 \n", "Germany 884893.0 1543848.0 1029852.0 917109.0 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Backfill missing values\n", "df_imm_total.bfill(axis=1, inplace=True)\n", "\n", "# Rename Germany\n", "df_imm_total.index = [s.replace('Germany (until 1990 former territory of the FRG)', 'Germany') for s in df_imm_total.index]\n", "\n", "# Strip column names\n", "df_imm_total.columns = [col.strip() for col in df_imm_total.columns]\n", "\n", "df_imm_total.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Eurostat dataset cleaning function\n", "countries = df_imm_total.index.tolist()\n", "\n", "def clean_eurostat_excel(file_name, sheet):\n", " data = pd.read_excel(file_name, sheet_name = sheet, index_col=0)\n", "\n", " # rename Germany\n", " data.index = [str(s).replace('Germany (until 1990 former territory of the FRG)', 'Germany') for s in data.index]\n", "\n", " # replace ':' with NaNs, set datatype, and impute missing data with backfill/frontfill\n", " data = data.apply(pd.to_numeric, errors='coerce').bfill(axis=1).ffill(axis=1)\n", " \n", " # drop rows with no data\n", " data.dropna(how='all', inplace=True)\n", "\n", " # strip column names of extraneous spaces\n", " data.columns = [col.strip() for col in data.columns]\n", " \n", " # reduce rows to country list\n", " data = data.loc[countries]\n", "\n", " return data;" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2008200920102011201220132014201520162017
Belgium135281.0135281.0135281.0147377.0129477.0120078.0123158.0146626.0123702.0126703.0
Bulgaria14103.014103.014103.014103.014103.018570.026615.025223.021241.025597.0
Czechia108267.075620.048317.027114.034337.030124.029897.029602.064083.051847.0
Denmark57357.051800.052236.052833.054409.060312.068388.078492.074383.068579.0
Germany682146.0346216.0404055.0489422.0592175.0692713.0884893.01543848.01029852.0917109.0
\n", "
" ], "text/plain": [ " 2008 2009 2010 2011 2012 2013 \\\n", "Belgium 135281.0 135281.0 135281.0 147377.0 129477.0 120078.0 \n", "Bulgaria 14103.0 14103.0 14103.0 14103.0 14103.0 18570.0 \n", "Czechia 108267.0 75620.0 48317.0 27114.0 34337.0 30124.0 \n", "Denmark 57357.0 51800.0 52236.0 52833.0 54409.0 60312.0 \n", "Germany 682146.0 346216.0 404055.0 489422.0 592175.0 692713.0 \n", "\n", " 2014 2015 2016 2017 \n", "Belgium 123158.0 146626.0 123702.0 126703.0 \n", "Bulgaria 26615.0 25223.0 21241.0 25597.0 \n", "Czechia 29897.0 29602.0 64083.0 51847.0 \n", "Denmark 68388.0 78492.0 74383.0 68579.0 \n", "Germany 884893.0 1543848.0 1029852.0 917109.0 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_imm_total = clean_eurostat_excel('migr_imm2ctz.xlsx', 'total')\n", "\n", "df_imm_total.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2008200920102011201220132014201520162017
Belgium66013.066013.066013.084148.093600.0102657.094573.089794.092471.089690.0
Bulgaria16615.016615.016615.016615.016615.019678.028727.029470.030570.031586.0
Czechia51478.061782.061069.055910.046106.025894.028468.025684.038864.027316.0
Denmark38356.039899.041456.041593.043663.043310.044426.044625.052654.056403.0
Germany737889.0286582.0252456.0249045.0240001.0259328.0324221.0347162.0533762.0560700.0
\n", "
" ], "text/plain": [ " 2008 2009 2010 2011 2012 2013 \\\n", "Belgium 66013.0 66013.0 66013.0 84148.0 93600.0 102657.0 \n", "Bulgaria 16615.0 16615.0 16615.0 16615.0 16615.0 19678.0 \n", "Czechia 51478.0 61782.0 61069.0 55910.0 46106.0 25894.0 \n", "Denmark 38356.0 39899.0 41456.0 41593.0 43663.0 43310.0 \n", "Germany 737889.0 286582.0 252456.0 249045.0 240001.0 259328.0 \n", "\n", " 2014 2015 2016 2017 \n", "Belgium 94573.0 89794.0 92471.0 89690.0 \n", "Bulgaria 28727.0 29470.0 30570.0 31586.0 \n", "Czechia 28468.0 25684.0 38864.0 27316.0 \n", "Denmark 44426.0 44625.0 52654.0 56403.0 \n", "Germany 324221.0 347162.0 533762.0 560700.0 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# TOTAL EMIGRATION DATA\n", "# https://ec.europa.eu/eurostat/cache/metadata/en/migr_immi_esms.htm\n", "df_emi_total = clean_eurostat_excel('migr_emi1ctz.xlsx', 'total')\n", "\n", "df_emi_total.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Pivot transformation to long-form for visual analysis\n", "def df_to_longform(df, data_col_name):\n", " \n", " df = pd.melt(df.reset_index(), id_vars='index')\n", "\n", " df.columns=('country','year', data_col_name)\n", "\n", " df.sort_values(by=['country','year'], inplace=True)\n", "\n", " df['year'] = df['year'].astype(str)\n", "\n", " return df;" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearimmigrants
19Austria200873772.0
51Austria200969295.0
83Austria201070978.0
115Austria201182230.0
147Austria201291557.0
\n", "
" ], "text/plain": [ " country year immigrants\n", "19 Austria 2008 73772.0\n", "51 Austria 2009 69295.0\n", "83 Austria 2010 70978.0\n", "115 Austria 2011 82230.0\n", "147 Austria 2012 91557.0" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfg_imm_total = df_to_longform(df_imm_total, 'immigrants')\n", "\n", "dfg_imm_total.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 320 entries, 19 to 315\n", "Data columns (total 3 columns):\n", "country 320 non-null object\n", "year 320 non-null object\n", "immigrants 320 non-null float64\n", "dtypes: float64(1), object(2)\n", "memory usage: 10.0+ KB\n" ] } ], "source": [ "dfg_imm_total.info()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countryyearemigrants
19Austria200851563.0
51Austria200953244.0
83Austria201051651.0
115Austria201151197.0
147Austria201251812.0
\n", "
" ], "text/plain": [ " country year emigrants\n", "19 Austria 2008 51563.0\n", "51 Austria 2009 53244.0\n", "83 Austria 2010 51651.0\n", "115 Austria 2011 51197.0\n", "147 Austria 2012 51812.0" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Dataframe to long-form for graphing\n", "dfg_emi_total = df_to_longform(df_emi_total, 'emigrants')\n", "\n", "dfg_emi_total.head()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countryyearimmigrantsemigrants
0Austria200873772.051563.0
1Austria200969295.053244.0
2Austria201070978.051651.0
3Austria201182230.051197.0
4Austria201291557.051812.0
\n", "
" ], "text/plain": [ " country year immigrants emigrants\n", "0 Austria 2008 73772.0 51563.0\n", "1 Austria 2009 69295.0 53244.0\n", "2 Austria 2010 70978.0 51651.0\n", "3 Austria 2011 82230.0 51197.0\n", "4 Austria 2012 91557.0 51812.0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Combining long-form dataframes to graph\n", "dfg = pd.merge(dfg_imm_total, dfg_emi_total, on=['country', 'year'])\n", "\n", "dfg.head()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Style\n", "sns.set_style('whitegrid')\n", "\n", "# Pairplot by country\n", "pal = sns.cubehelix_palette(10, start=0.3, rot=-0.8)\n", "g = sns.pairplot(dfg, vars=dfg.iloc[:,2:4],\n", " height=5, palette=pal, kind='reg', hue='country')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Immigration & Emigration by Country', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pairplot by years\n", "pal = sns.cubehelix_palette(10, start=0.3, rot=-0.8)\n", "g = sns.pairplot(dfg, vars=dfg.iloc[:,2:4],\n", " height=5, palette=pal, kind='reg', hue='year')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Immigration & Emigration by Year', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg_imm_total, col='country', col_wrap=4, \n", " height=2,aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "# Create plot\n", "g.map(plt.plot, 'year', 'immigrants', color='darkorange')\n", "g.map(plt.fill_between, 'year', 'immigrants', color='darkorange', alpha=0.5)\n", "g.map(plt.axhline, y=0, lw=2, color='darkorange')\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(bottom=True, left=True)\n", "\n", "# Legend\n", "color_key = {'Immigrants': 'darkorange'}\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.49, 0.93]).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Total Immigration', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Hillary\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:20: FutureWarning: \n", "Passing list-likes to .loc or [] with any missing label will raise\n", "KeyError in the future, you can use .reindex() as an alternative.\n", "\n", "See the documentation here:\n", "https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#deprecate-loc-reindex-listlike\n" ] }, { "data": { "text/html": [ "
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TotalFamily reasonsEducation reasonsWork, job found before migratingWork, no job found before migratingInternational protection or asylumOtherNo response
DenmarkNaNNaNNaNNaNNaNNaNNaNNaN
IrelandNaNNaNNaNNaNNaNNaNNaNNaN
NetherlandsNaNNaNNaNNaNNaNNaNNaNNaN
IcelandNaNNaNNaNNaNNaNNaNNaNNaN
LiechtensteinNaNNaNNaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " Total Family reasons Education reasons \\\n", "Denmark NaN NaN NaN \n", "Ireland NaN NaN NaN \n", "Netherlands NaN NaN NaN \n", "Iceland NaN NaN NaN \n", "Liechtenstein NaN NaN NaN \n", "\n", " Work, job found before migrating \\\n", "Denmark NaN \n", "Ireland NaN \n", "Netherlands NaN \n", "Iceland NaN \n", "Liechtenstein NaN \n", "\n", " Work, no job found before migrating \\\n", "Denmark NaN \n", "Ireland NaN \n", "Netherlands NaN \n", "Iceland NaN \n", "Liechtenstein NaN \n", "\n", " International protection or asylum Other No response \n", "Denmark NaN NaN NaN \n", "Ireland NaN NaN NaN \n", "Netherlands NaN NaN NaN \n", "Iceland NaN NaN NaN \n", "Liechtenstein NaN NaN NaN " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# FIRST GENERATION IMMIGRANTS REASONS DATA 2014\n", "# https://ec.europa.eu/eurostat/cache/metadata/en/lfso_14_esms.htm\n", "df_imm_fgen_bythous = clean_eurostat_excel('lfso_14b1dr.xlsx', 'Reason first gen imm 2014')\n", "\n", "df_imm_fgen_bythous[df_imm_fgen_bythous.isnull().sum(axis=1) > 0]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Drop countries with no data\n", "df_imm_fgen_bythous.dropna(how='all', inplace=True)\n", "\n", "# Order dataframe by total first generation immigrants\n", "df_imm_fgen_bythous.sort_values(by=['Total'], inplace=True, ascending=False)\n", "\n", "fgen_order = df_imm_fgen_bythous.index\n", "\n", "# Drop total - only graphing reasons\n", "df_imm_fgen_bythous.drop('Total', axis=1, inplace=True)\n", "\n", "# Dataframe to long-form for graphing\n", "dfg_imm_fgen_bythous = df_to_longform(df_imm_fgen_bythous, 'x')\n", "\n", "dfg_imm_fgen_bythous.columns = ['country', 'Reason', 'thousands']" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set plots and style\n", "sns.set(rc={'figure.figsize':(15,30)}, style='whitegrid')\n", "\n", "# Plot\n", "ax = sns.barplot(data=dfg_imm_fgen_bythous, x='thousands', y='country', hue='Reason',\n", " palette=sns.color_palette('deep', 7), order=fgen_order, \n", " hue_order=['Family reasons', 'Work, no job found before migrating', \n", " 'Work, job found before migrating', \n", " 'International protection or asylum', 'Education reasons', \n", " 'Other', 'No response']) #\n", "\n", "# Legend\n", "plt.legend(loc='center right')\n", "\n", "# Title\n", "ax.set_title('First Generation Immigrants: Reasons for Migration (2014)', fontsize='large', fontweight='demi', y=1.02)\n", "plt.figtext(0.5,0.893, 'Countries in descending order of total immigrants in 2014', ha=\"center\", va=\"top\", fontsize=12, color='grey'); " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Germany3661.4396.4676.51142.0733.01238.5530.8TrueTrue
United Kingdom3154.4974.4827.71282.0318.2338.332.1TrueTrue
Italy2375.3114.0376.42039.523.665.87.6TrueTrue
France3301.5473.8232.2500.1219.4219.5219.5TrueTrue
Spain2068.3119.7534.81552.124.3360.776.7TrueTrue
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" ], "text/plain": [ " Family reasons Education reasons \\\n", "Germany 3661.4 396.4 \n", "United Kingdom 3154.4 974.4 \n", "Italy 2375.3 114.0 \n", "France 3301.5 473.8 \n", "Spain 2068.3 119.7 \n", "\n", " Work, job found before migrating \\\n", "Germany 676.5 \n", "United Kingdom 827.7 \n", "Italy 376.4 \n", "France 232.2 \n", "Spain 534.8 \n", "\n", " Work, no job found before migrating \\\n", "Germany 1142.0 \n", "United Kingdom 1282.0 \n", "Italy 2039.5 \n", "France 500.1 \n", "Spain 1552.1 \n", "\n", " International protection or asylum Other No response \\\n", "Germany 733.0 1238.5 530.8 \n", "United Kingdom 318.2 338.3 32.1 \n", "Italy 23.6 65.8 7.6 \n", "France 219.4 219.5 219.5 \n", "Spain 24.3 360.7 76.7 \n", "\n", " Fam500k+ Fam100k+ \n", "Germany True True \n", "United Kingdom True True \n", "Italy True True \n", "France True True \n", "Spain True True " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create boolean criteria for subplots\n", "df_imm_fgen_bythous['Fam500k+'] = df_imm_fgen_bythous['Family reasons'] > 500\n", "df_imm_fgen_bythous['Fam100k+'] = df_imm_fgen_bythous['Family reasons'] > 100\n", "\n", "df_imm_fgen_bythous.head()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Family reasonsEducation reasonsWork, job found before migratingWork, no job found before migratingInternational protection or asylumOtherNo response
Germany3661.4396.4676.51142.0733.01238.5530.8
United Kingdom3154.4974.4827.71282.0318.2338.332.1
Italy2375.3114.0376.42039.523.665.87.6
France3301.5473.8232.2500.1219.4219.5219.5
Spain2068.3119.7534.81552.124.3360.776.7
\n", "
" ], "text/plain": [ " Family reasons Education reasons \\\n", "Germany 3661.4 396.4 \n", "United Kingdom 3154.4 974.4 \n", "Italy 2375.3 114.0 \n", "France 3301.5 473.8 \n", "Spain 2068.3 119.7 \n", "\n", " Work, job found before migrating \\\n", "Germany 676.5 \n", "United Kingdom 827.7 \n", "Italy 376.4 \n", "France 232.2 \n", "Spain 534.8 \n", "\n", " Work, no job found before migrating \\\n", "Germany 1142.0 \n", "United Kingdom 1282.0 \n", "Italy 2039.5 \n", "France 500.1 \n", "Spain 1552.1 \n", "\n", " International protection or asylum Other No response \n", "Germany 733.0 1238.5 530.8 \n", "United Kingdom 318.2 338.3 32.1 \n", "Italy 23.6 65.8 7.6 \n", "France 219.4 219.5 219.5 \n", "Spain 24.3 360.7 76.7 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Creating sub-dataframes for zoomed-in subplots\n", "df_imm_fgen_bythous_lar = df_imm_fgen_bythous.loc[df_imm_fgen_bythous['Fam500k+'] == True].drop(\n", " ['Fam500k+', 'Fam100k+'], axis=1)\n", "\n", "df_imm_fgen_bythous_med = df_imm_fgen_bythous.loc[(df_imm_fgen_bythous['Fam500k+'] == False) & (\n", " df_imm_fgen_bythous['Fam100k+'] == True)].drop(\n", " ['Fam500k+', 'Fam100k+'], axis=1)\n", "\n", "df_imm_fgen_bythous_sma = df_imm_fgen_bythous.loc[df_imm_fgen_bythous['Fam100k+'] == False].drop(\n", " ['Fam500k+', 'Fam100k+'], axis=1)\n", "\n", "df_imm_fgen_bythous_lar.head()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryReasonthousands
17AustriaEducation reasons77.2
8AustriaFamily reasons608.9
44AustriaInternational protection or asylum109.7
62AustriaNo response39.0
53AustriaOther39.0
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" ], "text/plain": [ " country Reason thousands\n", "17 Austria Education reasons 77.2\n", "8 Austria Family reasons 608.9\n", "44 Austria International protection or asylum 109.7\n", "62 Austria No response 39.0\n", "53 Austria Other 39.0" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Data to long-form for graphing\n", "dfg_imm_fgen_bythous_lar = df_to_longform(df_imm_fgen_bythous_lar, 'x')\n", "dfg_imm_fgen_bythous_med = df_to_longform(df_imm_fgen_bythous_med, 'x')\n", "dfg_imm_fgen_bythous_sma = df_to_longform(df_imm_fgen_bythous_sma, 'x')\n", "\n", "dfg_imm_fgen_bythous_lar.columns = ['country', 'Reason', 'thousands']\n", "dfg_imm_fgen_bythous_med.columns = ['country', 'Reason', 'thousands']\n", "dfg_imm_fgen_bythous_sma.columns = ['country', 'Reason', 'thousands']\n", "\n", "dfg_imm_fgen_bythous_lar.head()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# Sort for graphing order\n", "dfg_imm_fgen_bythous_lar.sort_values(by=['thousands'], ascending=False, inplace=True)\n", "\n", "dfg_imm_fgen_bythous_med.sort_values(by=['thousands'], ascending=False, inplace=True)\n", "\n", "dfg_imm_fgen_bythous_sma.sort_values(by=['thousands'], ascending=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set plots and style\n", "fig, axs = plt.subplots(3, figsize=(10, 20), gridspec_kw={'height_ratios': [3, 2, 4]})\n", "\n", "# Set style\n", "sns.set_style('whitegrid')\n", "\n", "# First subplot (> 500k family reasons)\n", "p0 = sns.barplot(data=dfg_imm_fgen_bythous_lar, x='thousands', y='country', hue='Reason',\n", " palette=sns.color_palette('deep', 7),\n", " hue_order=['Family reasons', 'Work, no job found before migrating', \n", " 'Work, job found before migrating', \n", " 'International protection or asylum', 'Education reasons', \n", " 'Other', 'No response'], ax=axs[0])\n", "# Second subplot (200k > 500k family reasons)\n", "p1 = sns.barplot(data=dfg_imm_fgen_bythous_med, x='thousands', y='country', hue='Reason',\n", " palette=sns.color_palette('deep', 7),\n", " hue_order=['Family reasons', 'Work, no job found before migrating', \n", " 'Work, job found before migrating', \n", " 'International protection or asylum', 'Education reasons', \n", " 'Other', 'No response'], ax=axs[1])\n", "\n", "# Third subplot (< 200k family reasons)\n", "p2 = sns.barplot(data=dfg_imm_fgen_bythous_sma, x='thousands', y='country', hue='Reason',\n", " palette=sns.color_palette('deep', 7),\n", " hue_order=['Family reasons', 'Work, no job found before migrating', \n", " 'Work, job found before migrating', \n", " 'International protection or asylum', 'Education reasons', \n", " 'Other', 'No response'], ax=axs[2])\n", "\n", "\n", "# Formatting\n", "fig.tight_layout()\n", "axs[0].set(xlabel='', ylabel='')\n", "axs[1].set(xlabel='', ylabel='')\n", "axs[2].set(xlabel='First generation immigrants', ylabel='')\n", "\n", "# Legend\n", "handles, labels = axs[2].get_legend_handles_labels()\n", "p0.legend(loc='lower right')\n", "p1.legend(handles[:0], labels[:0])\n", "p2.legend(handles[:0], labels[:0])\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.98)\n", "fig.suptitle('First Generation Immigrants: Reasons for Migration (2014)', fontsize='large', fontweight='demi', y=1.01); \n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexFamily reasonsEducation reasonsWork, job found before migratingWork, no job found before migratingInternational protection or asylumOtherNo responseFam500k+Fam100k+
0Germany3661.4396.4676.51142.0733.01238.5530.8TrueTrue
1United Kingdom3154.4974.4827.71282.0318.2338.332.1TrueTrue
2Italy2375.3114.0376.42039.523.665.87.6TrueTrue
3France3301.5473.8232.2500.1219.4219.5219.5TrueTrue
4Spain2068.3119.7534.81552.124.3360.776.7TrueTrue
\n", "
" ], "text/plain": [ " index Family reasons Education reasons \\\n", "0 Germany 3661.4 396.4 \n", "1 United Kingdom 3154.4 974.4 \n", "2 Italy 2375.3 114.0 \n", "3 France 3301.5 473.8 \n", "4 Spain 2068.3 119.7 \n", "\n", " Work, job found before migrating Work, no job found before migrating \\\n", "0 676.5 1142.0 \n", "1 827.7 1282.0 \n", "2 376.4 2039.5 \n", "3 232.2 500.1 \n", "4 534.8 1552.1 \n", "\n", " International protection or asylum Other No response Fam500k+ Fam100k+ \n", "0 733.0 1238.5 530.8 True True \n", "1 318.2 338.3 32.1 True True \n", "2 23.6 65.8 7.6 True True \n", "3 219.4 219.5 219.5 True True \n", "4 24.3 360.7 76.7 True True " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfi_imm_fgen_bythous = df_imm_fgen_bythous.reset_index()\n", "\n", "dfi_imm_fgen_bythous.head()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set up PairGrid\n", "g = sns.PairGrid(data=dfi_imm_fgen_bythous,\n", " x_vars=dfi_imm_fgen_bythous.columns[1:6], y_vars=['index'],\n", " height=10, aspect=0.3)\n", "\n", "# Create stripplot\n", "g.map(sns.stripplot, size=10, orient='h', palette=sns.cubehelix_palette(32, start=0.5, rot=-0.8, reverse=True),\n", " linewidth=1, edgecolor='w')\n", "\n", "# Set x-axis limits on all columns\n", "g.set(xlim=(-150, 4000), xlabel=\"Immigrants in thousands\", ylabel=\"\")\n", "\n", "# Column titles\n", "titles = ['Family', 'Education', 'Work (job prev.)', 'Work (no job prev.)', 'Asylum']\n", "\n", "for ax, title in zip(g.axes.flat, titles):\n", "\n", " # Set a different title for each axes\n", " ax.set(title=title)\n", "\n", " # Make the grid horizontal instead of vertical\n", " ax.xaxis.grid(False)\n", " ax.yaxis.grid(True)\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('First Generation Immigrants: Reasons for Migration (2014)', size=16, weight='demi')\n", "plt.figtext(0.5,0.95, 'Countries in descending order of total immigrants in 2014', ha=\"center\", va=\"top\", fontsize=14, color='grey')\n", "\n", "sns.despine(left=True, bottom=True);" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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YXfS7VTn+NBkTOL9T9HtUU6JMyl3Zu3hHqohxcoGKk9txciTHkVWVZGokM0RyHCniSFXBeQPLBJZraU2otrYu9/cQCCWcqEzBMqboN7Py3mmXGO8DyNj25SVWFPy1aeny0vMbYwPjuZY0+WFv2ubOF3FjZWoAANuWxsZGffDBB/roo4+UTqdVF01rn9TfNXrF/6+Y26q2+I5aucNxaqj/vNI1O3ZDD1KT/65xYnKjNUpW7dCF5YLfE1vnzHljY6P69eu3VdYNbA0EGQB6hTv082qoH6fIrvv6PSQDN7ySrM0+uxnZXABhM9lQw7opKZ3MPnvj3nyuK5vrJWBzYYV3USnr3QIrN+xfRCp3QG4LLhaVO/AvOGDPrcNK3u208gfr+bDA9UIC6+TCgkg2MJBT/tlb1rt9Vsn5jNKuZJyIfxElrw42ezknSZwxaadGuYAh90AnRmtU7CPt1tvVAICtwFqr1atXa9GiRfrkk09kjDREq7T3hj9ox6bXlXFq1FA/Thv6fUGttSOlWI16v9t9b78+0PcQZADoFa/839v6NHaytLIbV2rkX3CpTzD5mEPKnYRR8Ox3bjzYAcAU9l/wLrLtRSaO0opFvatJuwVn1v0z7UXL5AXXF5g/uA6/W0HwbXhzleg5EHhPBW+sYLD99a2LZt2qWttaVFNdu1nLbml/nfzyxZ/E5r1wPvQr/OSyV2Bvv5C1xr/2uLd8cLxUvxCbSSvpsnsAYNuSyWS0dOlSLVq0SA0NDYqZjPZI/J/Grv1f1brr1VQ7Sh8PO0Wb6veVrRrETymAPo49FQC9YszI3dT66XzFqupKHtGWOuzr6GDYmsKD83adMIuO8YKhggoO7vPrKFWX4I8pipf1uun7P6gw7Zf1XrtdWVHdymlsbFS/Grp+VsK0tapfjK+7rkokksq4fewnV+mE+q9/Tfpotfyu2Qr+FMjkn4O38gvOZ0qUlVo2k/uJW6Yt+5wODhc9Z9py0zuYJ92Wmy+4TFLeD8Hyt78tGi5VVjzdv5ifAuP56ftbK71cvEEp/o1TVyLFzpYxgbJAmxa3bzB6NSozvWjedp9biWmdLVNq+TL1HdPSKi3sr+zdgoqud1N87Zvi6+EUXHsocA2iUtfNyX975Zux4FbI5T/XDudt92XnXVA49+xdZLjD5zLTyq2n5G2e+47W1lZ98MEHWrx4sZLJpOq1UV/Y8IR2b5qtTKyfNg74nD7u9wWlaj+TvWYXgFBgzw5Arxg0oL/q7CYNqqa7JIBOzLtXe757nvRub1ekmGl/0Fp8rRbv+i3e9Ghd9u41wXUEh4OjtkRZu+S1XOwqtbW2qrYm2Bup+IDTGy/d66o8WzRYYtwUTbO26GVKhTKl1t/BQbrrlii3gacK12mleCohZdYqHxx56wu8ln8B50AYFSwrvsDzFvft6tt2Gz5e+uLM3q5GO21tbfrnP/+pjz/+WNa6Gp6cr703/kk7JBeqsW6slu30HTXXj8leIJyfbgChQ5AB9AXBi08W3Amio7LAnSDklrhzRL4s3rpe0gG9/S4BYPN87oda/e/ZGhZvyp4B9nszKHCAqUB5qQPH4AG1KTpIlWSy67PGyCoq10TlmpisE5frxOWauKwTk+vEZU1UronLNVFZJ5q7rk3Ev56Nm7ugrmscuTZ/DRt/2JpAry3vQqyFvbmcMuXl5i9VvmbNag0dOizw7gtv9mhtQf+ygv5h1qri5az3kQT6rVlrCstyP42ygXXl12P86cXLq2gdBeMl6lVQb9v+fWTLTbv30NraqpqaGm+FKlQUgNhKpnll2eHgey14WG84++PBwrLi+YqXV8G8wdc37Z6DLWJV9Cnlx23ReHA+m/154/D0Ag3pQ7dST6fT+vsrr2j1mjWK2qRGNs3W6Ma/yMSqtbHf57Sg3zflVg8Rd2gCwq37tjjWVcO//6zYive1JtPBJfW746WCI8EupFLpLoOBLoy25DRTtC4FnotT+8IzB8VfmQVfesVdPoNfGrn5op98ojX2A2XvxBBM8uWn+LZc4h/cYSu4hWTxtPz6sq/qBnb+8svbgh3AwHq9iy4qUC9/z6BouWA9StU5+J4C97DOnlXxlg/cWaLEOgYnE1o+L5ZbT7adrbdT6u872MDHYbOtboNTvLcQKCvYacu9XEH32eCOXP5vzhaPe91lC5YpHvfKgn8j3o5Bu122jse7MP/gzHrpoKOztzMFgJBZu269/hX9mmJONHfnHW976x28BbZ4NlAu438vFBwcK3u7weIyBcr8zXMFN0rqe0ZKq3u7Dt2h8JvUUxiv5MoKZqrk+jzZeV1Vq7Ft614bwcrfLS1Rn+K9Bsm7dpL8Mi/syo0bL/bIr9vvEKPye7SFr+qUntBuufatvs6OkGtt37nUdHKTYiue0+eb39Jn295Uc90Yrdz5W0rUjsjdlp3eF8C2oNuCjOY1H+mv77VKGqH5S7prrd2hOEzoa3bWgg+lvnWFwl5Qybdf9VarxTYrYhP6xtoPVb3z53q7KgWspGQy1dvVCJWM69JmFaLNKpN23T65m59SXMlM4W5Lvp6573rTPmIOHKIVL5QbtSWPa/wL8XpnpE1xNB0YNtkz195w/ibFtrDnRK6ejgLhSVFt3YJ3ZfxeBv67tIVBur+s18kksGw6lVI0FlPwgL7UAW7hSO46Q7b9pPbNlHt1UyowyPcQKX6Zwki/8DC5/e5A++sNFSsM8dtXtlRQUHqaCntk9JDiaKAv/v/rSFOyrfAPppdFqwdo/wGf6MPkYM3f4TwpVi/J5O5cle7t6vVZfFdWjjarXOl4efN0W5BRN2ykDtv7I3049x+Kx7f+hXKMf+q9fb5sCnpCFKf4Jc6A+6fii89oF7xafi0mX170ygXLtJ+n/fREKql4vCrwOkU9S9otHzizb4pew5jCdfjzFE4v/PMp955ymX6J91pqqP06Sp5mCKyzRFuV+bsuLm5ublZdXV1Racf/Lcpdy6z8MkXrq3j58vOVOoNU6pW7sktQdp6iCS3NjVL14C6ssedEq+tVVR1Xff3m3U1ie5VKJ2mzCtFmlduUivV2FQoMGTJEO9Ul1L86LDuM5Q/9u0f78+mlbNi4SYMGDtxKdQjqer+Hvi6TTqh/fc8GGWGXcV0Zpw+dkHMicr/4CzX/46ke+vvfNvBdWTnarHKpdEpVA4Z3y7q69cdsn9n3q1qVHKQDDuC3+F01Z84c2qtCtFnl5syZo+rBu/R2NQpEquoU3fUojeazrMicOXNoswrRZpWbM2dOb1ehHbPjgXyOFeJvv3K0WeXmzJnTt4IMSfU77aXoiGY+ywrwt1852qxyc+bMUe3QPbplXX3m52wAAAAAAACd6bBHhrVWyWSy4pUmEonNrtD2iPaqHG1WuUrbLB6Py5T7TU4JbC96Dm1WOdqscpW0WaXbC2nzthl8jpWjzSpHm1WOfYxtA+1VOdqsct21vTDWlr86TyKR0Lx58yqvHYDQGzdunKqqqjqfMYftBbD9qnR7IbHNALZn7GMA6Kpy24sOg4zNTT8BhF9PnS0BEH491SMDwLaBfQwAXbVZPTIAAAAAAAD6Ei72CQAAAAAAQoMgAwAAAAAAhAZBBgAAAAAACA2CDAAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAQGgQZAAAAAAAgNAgyAAAAAAAAKER7e0KoHssX75cxx57rEaPHu2XWWv13e9+V6ecckqX1/Piiy/qnXfe0fnnn9/tdXz88cf117/+Vb///e+7fd0AOjdmzBiNHj1ajuPIGKPW1lbV19friiuu0L777ttr9br11lu12267aeLEib1WBwDlvf322/rNb36jjRs3ylqrHXfcUb/4xS+0fv16XX311Xr66ae79fXK7S/Mnj1br732mqZOndqtrweg+/T09qIj7F9s2wgytiHV1dWaMWOGP/7pp59q/PjxGjdunPbaa68urWPu3LlqaGjYWlUE0Mvuv/9+DR482B+/9957dc011+iRRx7ptTptjeAUQPdIJpP6wQ9+oPvuu0/77LOPJGnGjBk6++yz9atf/apH63LMMcfomGOO6dHXBNB1fWl7IbF/sa0jyNiGDR8+XLvttpuWLFmi2bNn689//rMikYh23313XX755Ro6dKgmTZqkAQMG6MMPP9TXv/51Pfzww8pkMurXr5922223gjMiwTMk69ev1yWXXKJly5Zp4MCBGjp0qPbcc0+dd955mj59uh555BGlUik1NDTo7LPP1umnn97LrQGgWDqd1sqVKzVgwABJUiqV0vXXX6/XXntNkUhE++23ny655BLV19fr6KOP1vjx4/XPf/5TDQ0NOuuss/Svf/1L7733nqLRqO644w4NHz5cL7zwgn7/+98rmUxq/fr1mjhxoi644AK9/vrrmjZtmnbZZRctWrRI6XRaV155pQ444ABNmTJFe+65p77//e+z/QD6mNbWVjU2NqqlpcUvO+GEE1RfX69MJuOXNTY26sorr9T8+fNljNERRxyhiy66SI899pheeOEF3XnnnZKkxYsX64wzztCLL76oJ554otP/77NmzdJNN92ku+66S2+//ba/H/L222/r17/+tZLJpNasWaNDDz1U1113Xc80CoCStub2YsmSJbr22mu1ceNGZTIZTZo0Saeccgr7F9sxgoxt2FtvvaVly5Zp8eLFeuWVVzR9+nTV1tbqtttu05QpU3TvvfdKkvr3769nnnlGUvbnKBs2bNCFF16oxx9/vOy6r7nmGo0aNUq///3vtXr1an3zm9/UnnvuqebmZv3pT3/SXXfdpUGDBuntt9/WmWeeyYYC6CO+973vSZI2bNigqqoqHXXUUf5ZkjvuuEOrV6/WjBkzFIlEdNlll+nGG2/UVVddJUlKJBJ69NFH9cwzz+hnP/uZnnjiCe21114699xz9cQTT/hnYa6//nqNGDFCn376qY466ih997vflSS9++67+uUvf6m9995b9913n6ZNm6YHH3zQrxvbD6DvGTBggCZPnqyzzjpLQ4YM0Re+8AUdfPDB+sY3vqF3333Xn++aa67RwIEDNXPmTKVSKf3oRz/Sfffdp9NPP1033XST1qxZo6FDh+rxxx/XN7/5TbW1tXX6//3pp5/WnXfeqQceeEA77bST3n77bX/a//7v/+qnP/2pDj74YDU3N+uYY47RvHnzNG7cuB5tHwB5W2t7Ya3VT3/6U914443aZ5991NjYqG9/+9saNWqUJPYvtlcEGduQtrY2nXjiiZKkTCajQYMG6de//rW/EaitrZUkffe739Wdd96pZDIpSfriF79Y8Wu99NJLeuKJJyRJw4YN03HHHSdJqqur05133qmXXnpJS5Ys0fz58wtSWQC9y/tpyXvvvadzzjlHBx98sHbYYQdJ0ssvv6wLL7xQsVhMkjRp0iSde+65/rJf+9rXJEm77LKLhgwZ4v9kbdddd1VDQ4OMMbrzzjv14osv6umnn9bixYtlrVVra6skaeedd9bee+8tSRo7dqy/DfGw/QD6pjPPPFOnnnqq3njjDb3xxhu6++67dffdd2vy5Mn+PC+//LL++Mc/yhijeDyu0047Tffff7/OOeccHXvssXrqqad0xhlnaObMmXrooYc6/f8+d+5cvfLKK7r00ku10047tavT9ddfr5dffll33nmnPvzwQyUSCbYXQB+wNbYXS5Ys0bJly3TppZf662hra9O///1vjRw5kv2L7RR3LdmGeNfImDFjhp5++mk98MADOvLII+W6rowx/nyu6yqdTvvjXsBRzBgja60/nkql/OFoNFowzXGyf0qrVq3SxIkTtWLFCh1wwAG64IILuu39Aeg+++yzjy655BJNmTJFy5cvl6SS24rg//t4PO4Pe2FHUEtLi0466SS99957Gjt2rH7+858XbCuqq6v9eYu3LxLbD6AvmjNnju655x7V19frqKOO0s9//nP9+c9/ljGmYF+io32Nb33rW3ryySf1yiuvaOTIkdpll106/f/er18/3Xvvvbrtttv8bVTQd77zHb300kvaY489dO6552rYsGHttikAetbW2l54P3v3jnNmzJihRx99VCeffLIk9i+2VwQZ24EjjjhCjz32mJ88PvDAAzrwwAMLDko8kUjE35AMHjxYixYtUiKRUCqV0l//+ld/viOPPFLTp0+XlO2i/txzz8kYo3nz5mnw4MH68Y9/rMMPP1wvvPCCJBX8Lg5A3zB+/Hjtt99+/k9LjjjiCP3xj39UKpWS67p66KGHdNhhh3V5fUuXLlVTU5MuuOACHX300Xr99deVTCblum6Xlmf7AfQ9gwcP1h133KE333zTL1uzZo2ampq0ceNGv+zwww/Xgw8+KGutksmkHn30UR166KGSpM9//vOSpNtvv12nnnqqpM7/v48YMUKHHHKIJk2apF/84hcF25FNmzZp7ty5uvjii/W1r31Nq1at0rJly7q8rQGwdWyt7cXuu+9ecFODlStXavz48Zo3b16X6sX+xbaJn5ZsB0455RStXLlSp556qlzX1W677aabbrqp5Lxf+tKXdPHFF+vqq6/WJZdcogMPPFDHH3+8hg4dqoMPPlgLFiyQJF1yySWaOnWqJkyYoIEDB2rnnXdWdXW1DjvsME2fPl3HHXecjDE66KCDNHjwYC1durQn3zKALrr88st1wgkn6JVXXtGPfvQj3XDDDZo4caLS6bT2228/XX755V1e15gxY/SVr3xFxx9/vOLxuEaPHq1Ro0Zp6dKlJYPTYh1tP/bYY5cCsBIAACAASURBVI8teZsANtPuu++u22+/XdOmTdOqVatUVVWlfv366brrrlNVVZU/39SpU3XNNddowoQJSqVSOuKII/TDH/7Qn37qqafqd7/7nb761a9K6vj/e9APf/hDPf/887rnnns0ZMgQSdlre51zzjk66aSTVFtbq+HDh+sLX/iCli5dqkMOOaQHWgVAKVtrexGPx/W73/1O1157re655x6l02mdf/75OuCAA/T66693Wi/2L7ZNxtIPD5vhoYce0tixY7X//vsrmUzq9NNP13nnnacjjzyyt6sGAAAAANiG0SMDm2XUqFG6+uqr/d/QH3fccYQYAAAAAICtjh4ZAAAAAAAgNLjYJwAAAAAACA2CDAAAAAAAEBrdHmS899573b3KbRrtVTnarHJ9tc36ar36MtqscrRZ5fpim/XFOvV1tFnlaLPK9dU266v16qtor8rRZpXrzjbr9iCjra2tu1e5TaO9KkebVa6vtllfrVdfRptVjjarXF9ss75Yp76ONqscbVa5vtpmfbVefRXtVTnarHLd2Wb8tAQAAAAAAIQGQQYAAAAAAAgNggwAAAAAABAaBBkAAAAAACA0CDIAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAAChQZABAAAAAABCgyADAAAAAACEBkEGAAAAAAAIDYIMAAAAAAAQGgQZAAAAAAAgNAgyAAAAAABAaBBkAAAAAACA0CDIAAAAAAAAoUGQAQAAAAAAQoMgAwAAAAAAhAZBBgAAAAAACA2CDAAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAQGgQZAAAAAAAgNAgyAAAAAAAAKFBkAEAAAAAAEKDIAMAAAAAAIQGQQYAAAAAAAgNggwAAAAAABAaBBkAAAAAACA0CDIAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAAChQZABAAAAAABCgyADAAAAAACEBkEGAAAAAAAIDYIMAAAAAAAQGgQZAAAAAAAgNAgyAAAAAABAaBBkAAAAAACA0CDIAAAAAAAAoUGQAQAAAAAAQoMgAwAAAAAAhAZBBgAAAAAACA2CDAAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAQGgQZAAAAAAAgNAgyAAAAAAAAKFBkAEAAAAAAEKDIAMAAAAAAIQGQQYAAAAAAAgNggwAAAAAABAaBBkAAAAAACA0CDIAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAAChQZABAAAAAABCgyADAAAAAACEBkEGAAAAAAAIDYIMAAAAAAAQGgQZAAAAAAAgNAgyAAAAAABAaBBkAAAAAACA0CDIAAAAAAAAoUGQAQAAAAAAQoMgAwAAAAAAhAZBBgAAAAAACA2CDAAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAQGgQZAAAAAAAgNAgyAAAAAAAAKFBkAGgV6xfv16NjY1au3atWltbZa3t7SoBAAAACIFob1cAwPZp7ty5Wr16tZ5//nlJkjFGtbW1qqur8x/eeG1trWpqauQ4ZK8AAADA9o4gA0CvOPDAAzV79mz169dP6XTaf2zcuFHr1q1TJpMpmN8Yo5qamnYhhzdcW1tL0AEAAABsBwgyAPSKSCSiaDSqIUOGFJRba2WtVSqVUiKRUCqVKgg6Nm3apPXr17cLOiSpurq6ZI+Ompoa1dTUKBaLyRjTU28RCCV+5gUAAPo6ggwAfYoxRsYYVVVVqaqqqt10L+hIp9NKJpNKJBJ+yJHJZNTU1KSGhgal0+l2y0YiET/U8H6uUjxcVVVFzw5sM1zXVSKR8P+vlHsODmcyGQ0dOrS3qw4AAFAWQQaAUPGCjng8rng8rvr6+nbzuK6rTCbjH5x5IYf3vGnTJm3YsKFk2OGFKF64EQw5guORSKQn3i4ga61c15XrukqlUh2GEMVlpf7GPcYYRSIRRSIRf7i6ulqO43S4HAAAQG8jyACwzXEcR47jKBaLlZzu9erIZDJKJpMFP1/xAo+WlhY1NjYqnU6X7Gofi8UKgg2v94j305Vyz12Zp6N5Gxsb9cknnygajSoWi/mPaDRKuLKVua5b8DOn4r8b7+EFaV740JWy4LLF87qu22ndHMdRJBKR4zh+KOEFbsXl0WjU/3vx/q94AaEkJRIJNTQ0bO3mBAAA2GwEGQC2O95BW0dhh5Q/E+6dBfcOXL2DzlQq5V+vo9Q1O7aW1atXlyx3HKddwFEcdnRWHuZAxAuoggGAF1atX7++bAhR6lFqelcChVKCf2/BYKp42Ht4YYOkdst4wYMXXEQiEcViMb9XRXEo0SVuStHEBkWT6xVNrlNNW4Mao+M2670CAAD0BIIMACgj2PW+urq65DzBA+dgWanhYFlxeVfnW7dunfr3769MJlNw4G5dVzaTknVTcjOtSqealHRdudbKtZJrjTLWkVXnB7iOTcuRKyNXjrEysnJkZYzkGCvHGBnjHVgbOf4BdP4g2zgROU5EJhKR40RlIlE5kWh2OBqT48SkSFSuNQXBQ6neCF2d1lHQ8PHHH5edFgwIgoGCN15VVaWampp25cH5gwFDqfV5r9OVXjhbzFo56WZFk+sVSaxTNOk91mcfiexwJLlO0cR6RdPte1+07PILSV/vvjoBAAB0I4IMAL2jbb0GtC5QdcMmyRhJjiQja4xkcsPyhh3JBMdz88mRjCMr5ecrWEf2op3GTcm4CRk3IcdNZoczSTm5MuOm/GEnk5vu5qZnCqfny5MFZcZN596HCuopmXzdc8PZOnrT5b9/G5juz1e0XLKtUTWRjJxMa/aRbpVxW+Vk2mTU8d0mrKSMiSltapV0apV0BigZ6aeE00+pSL2STq1STr1Sptp/Xes9cvV1/XJHVo5cE5FVRGkTkWuisor4Za6JyFVE1n+O5sdNrseBTeWCk4yMzciRmw9R5MqYfPTiGClmJCkXCJhseCLjyEQjkhOVTO7Zico6McmJqbmlVf369ZOM8cOViBNVJBKVE/jZRangYauyVrKZ7OfmZmSsK8nNlvnTXMm6/jQvoPDCCC+giPhl2XHHTZR8yYxTo3S0n9JOrRKROjXXDlM6Wqd0pF4Zp07pSJ2azUC1RoeUXB4AAKAvIMgA0Ctifz5Fh678h/RRb9ekY66JyppY9iDcRAPPuQNzE5FrYrKmKnfwKckPFGz2QFTKHrT6ZTY/T67c+OX55Y0tGpeVrJEbqVLaicuN1MmNxeWauFwnlnuOyzUxuU5cNvecLa/KPeJyI9WyJi45+ZDIC1NixijmRwfBOtr8szds3WyA46ayYY9tkWxKjpuWsSkZm5Zx07nnjBybkpSR46azzzaliJuSY5PZQMP1ngNlNiXjl2Xn8du0m1g/KHPaB03tQrXCaQWhlRdK2HwoYWw2iMgOZyRr89M6CZ66VveI0tF6pSN1Sjt1SkSHK1M9UulIriySDSnS0f7KxPrLOvFs2GMi+dCsSDKRlNye+6kUAABApQgyAPSK1JH/nxY9e4v6xSXv4LjwwL1w3AQOpI2xBQfX2fH28+X6RmR7COQCicIQIhtMWCeWCyNi+WEnG17IiSjYI6JguMyB4Obr4MA21xaNTU3Z3gXd+rrlBHuMlH7J4CfWvfFCbq3+5+zmx920HK93jc32onGs19sm5ffyMLngI5VKKB6LZf9WAkFMQaDk/715fzeBvzdv2Njy67A2G2wYI9lc2FHU08aqqDdRIBSxBcFI8by5adaR68Sy4US0nzLR/spE6iQnlg2lTKT0hwQAALCNIcgA0DvqP6sN1XtLAwf0dk36kA4OQv2fOXR3eNKXmUCIErgAaaRKruq6HJw0Njbmwh8AAABsC5zergAAAAAAAEBX0SOjD/PvRhC8M8EWPAfXWzzc1bKOhj0d3VawVHmp+ToqSyQSamho6PROAY5DTgcAAAAA25ruDTJSzYomN0jNn8r/TXO73ze7/kXiujxPuzJlf7dunMBFy3LDpcqdonnKlXXhCvXWWmUyGaXTaaXT6YLh4kepacVlLS0tWr58ecmwAuUtX768S/MV342gXPDhP0z2zghGVo6R/zdhAv94w0b56wZky0ygw7/J94g3wdLAfIHLDji56z6Y3MUhHeWHjbIXB3RM9sKB/t0ccnc0MHLl2OwdH7Jlubs/2IyM0jLWVV1DQtIBm9HSAAAAIdO6TvHWFVLD4KIJJfb1S+7/lzsmKCp3IlKkWormHoaTaEBP6bYgI7PxYy2Y/jNZVemd97wr9WcvnuYP+xdNcwNX6Hdz8+SGAxdWKy4zfrCh3O38srf/s/6t/hxZRfwy15/m3SIwMJ67BWC2LDieu4WgcZQxVUqbKqWd6uyzqVJGsYo2UsZmFFE698jI8Z8zqpKrWCalWCYi76KExpjse829RPDA1z+ANk7+oDrQWyE7a/6q+95tCeX1alDpi9SZXDiU/ZxywzZ320Ob/8xU8Nm4+XXlPkNvHTZw14Z87458mazNLumN+vOa7JjfycNKMgp2+rCSEomEquKx7Lqtlc3V3+bWmy3L3zzCu1yfm1tX9jM3stbk/jZyf0clbiHpfQreDSD9W2HKyJrgNO+WlLkyU6KszLLe36DN/Q1unkjuUWaq26ZRDZ8oOmDnzVw/AABACLSuU+qukRrlOmp+09u/cjo9VsgfW3jz528xnj1WyO+refuP2V/pB45vcidVjRMNPMdkIjEpEpNxojJOTHKigbLcdH++eHaeSFwmEs8+Gyd32/HsiTTjeCfFvH383LSC8UDP5uC8/nqc3Hqy4/GGD9T2cTq3f53bP7e2/X69tfl9dzf37F302gb263M74aV6emcV3eo8f6DjTSm4Plh+Pu8i2PLrng+YgusscW8wG3wqnFqik3l+roJjk8Blwtd/qHWLksqfeC9qD3/FtuhZRfOVm794PrWfVqa8oC4Fb9wWTQ8sa23BuPXrEvx7yK/P+3vIH78V/52ocJq1cpoTsvvvL9MNPee7LchIxQdp8cATlMh4fzhFB35d6O3Q7QKBiX9m2w9OsgfmjvK3yMtPzw47NqWokqrKNClik4rapCI2kX12E4oqkX22bYrahKJuq6I2oZjbmitrVcSm82fOrZs7W+5Kflmm1H8zdCJ/5wnvC6boEfjSypdH89Mcb1q0xHK5EMM6+e1iTlc/qdLzlf4/YHOBnEw24lIuWMuYqJQLVLwvz2DIkv1Sjea+SCN+WOeaiFwbkZx8QJNKt6l5w0oNIMgAEEIt82cq9s50zZuXD5jz3eG85D9wIVwT2BcJXii34O5Dxespt78SGO9oWqlh05VppXS2z2RKDhYXuG1tmrvkKRV8K5X9Iis3odSywR3s8mezbYkyf7kOzoKXXmdHr9fJa7UbKFW/rGQypTc+/Etu/uAcxYc+tv2K2x0JlTh4KH7lEm1aWonlSy7StT2Vkq3ofya2o7naiVfXSAf0nV6fCVOnp3e+UxnbB3tH5M8ZdlFGUuvWqUs7cb2/dmkPvda2IqoPN3zc25XoBoHvz60s6rZqzOqFqt1xry1fVzfUR5JUXVuvL+29o+a++y9VVVXnSvNfFIXb9vyhuy36cvczHptfXv68wTnzpcYEv/oCEYop/KrK78rYwHqsv8L25Y6kqtwjL517JFRKoCtA8ZdOiZQsmUgoHo/l6p4LOKyV3xPF5oMWrxdFdj4vnMmXqyikMcFeFLLK3r7Pa4l8r4DC3gIq6k2Q38kr7HmQ3dkLLpcvz7d24biT+1iLP4nCFLVgx9PklvGvS2uUTCYVr6ry61W84+qvq9tvjdm3eS2U75dhlf0CzEgm1RtV6pSV1NJW+n8SSktlXNqsQrRZZVzXynH61rZznTtU8+uOV9kekeVOpWUnlizdrJMIlS5S9gxfD7VvVDLpnjhZEtx/al9WPJ/f9rbUtPLLt//MiuOLMmGBFLiddyfLOsru5PWULflTKDgTbbu8suzfX3FY4e0PV16hQS3LZN2MjLO5vUq7V7yqSmN3HaglHy1WJBr3y42srEzJ//vtI7QOhguOL0q1e/A4R8rtcAdLinoneMcIrhw3JWPTuVuIu3KUlrHpXN0DtfU/vuCU9p9d/rNuf7yV/yvITstYK8c42anBP5GCteRfr+P/6/n2Lp639PFc+5rn263U/90S00y59XUe/JlS6ys3b2CWjM3IyfV+99qncImiGpX5/5Wfr/i5eJ5S/3eLZ+8sSA68VxP8ZEzuX+9Yr9yy1q+LMSrx15Dv5ZNfh+N/ahk3rUTzRtW2e4eV69ZrZAwccYAGrFqnUSNHdudqt2kfLF5Me1WINqvcB4sXq36nvXu7GgXi/YaqfvieGrnH7r1dlVDh779ytFnlPli+rrerUGCXsV/Sp2vXaedhxb9333xbHiUU7fCWOHtfarbiHfkyM3VpUmczfPzxMu26665lplbSAuXm7WAdRuq4n0S50hIHmRV9WMUHTh29uGk3tmTpUo3YbUSJycGTJsHxSurWh3Rjjrfs48F9JsSQJGOMRu37JbU0NbDtrwDflZWjzSr3weLF6veZcd2yrm4NMmJ1g6SBozRgRN/pXtbnrTO0V6Vos8qtM4pUdUf22X2M48gO2IPPslL8/VeONqvcujm9XYN2TN2O2nkvPsdKrGybo53G0maVWNZUraFjaLNKfLyp720vYrUDOSapFN+VlaPNKrfOKFpd3y2r6oM/HgMAAAAAACitwx4Z1lolk8mKV5pI8FvkStBelaPNKldpm8Xj8YI74nSG7UXPoc0qR5tVrpI2q3R7IW3eNoPPsXK0WeVos8qxj7FtoL0qR5tVrru2F8a2vxdOwYvMmzev8toBCL1x48apqqqq8xlz2F4A269KtxcS2wxge8Y+BoCuKre96DDI2Nz0E0D49dTZEgDh11M9MgBsG9jHANBVm9UjAwAAAAAAoC/hYp8AAAAAACA0CDIAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAAChQZABAAAAAABCgyADAAAAAACEBkEGAAAAAAAIDYKM7cDbb7+tSZMmacKECRo/frzOOussLVq0aLPXd+KJJ2rTpk3dWEMAPa27twvl7L///lq+fHm3rxdA99iSbcGtt96qJ598UpL029/+Vs8991y31evoo4/W3Llzu2Vd69ev15gxY7plXcC2ZMyYMVq/fn1B2axZszRp0qROlz377LP1wQcfSJL++7//u916OjN37lwdffTRXarX//3f/+nggw/WzJkz9emnn+q0006r6LU60tX3i74n2tsVwNaVTCb1gx/8QPfdd5/22WcfSdKMGTN09tlna/bs2YpEIhWvc8aMGd1dTQA9aGtsFwCEz5ZuC84//3x/+PXXX9eoUaO2an0B9B133323P/zqq69utdd5/vnnNXXqVE2bNk2HHnqoJOnhhx/eaq+H8CDI2Ma1traqsbFRLS0tftkJJ5yg+vp6vfbaa7r11lu1884768MPP1R1dbWuv/56jRw5Uh999JGuuuoqNTc3a82aNdprr710yy23qKqqSmPGjNFrr72mF198UX/729/kOI6WLl2q6upq3XDDDRo5cmQvvmMAnelouzBhwgRdfvnlOuSQQ/T000/rkksu0RtvvKHq6mpddtll2meffXTKKafopptu0htvvKFMJqOxY8dq6tSpqq+v15tvvqmrr75axhjtu+++cl3Xf43nn39ed9xxh1KplKqrq/WLX/xC+++/v2677TatWLFCa9as0YoVKzR8+HD9+te/1rBhw3qjeYDtxpZuC959913tueeeqq6u1rx583TjjTcqEono4Ycf1tq1ayVJLS0t+vjjjzVr1iztvPPOZbcdRx99tPbbbz8tWLBAF110kV8f13V13XXX6Z133lFzc7Ostbrmmmt0wAEHaMqUKaqvr9eCBQu0atUqjRkzRjfccIPq6ur07LPPatq0aaqpqdG4ceN6vG2BbUFH389HH320br31Vv3hD3+QJH3ve9/TXXfdJcdxdNVVV2nlypVKpVL6xje+oR/+8IeSpD/84Q+6//77VV9fr9GjR3f6+jNmzNDNN9+se+65R2PHjpUkLV++XBMmTNBbb73VYf3effddXXHFFUqlUtp11131ySefaMqUKTr44IN16623aubMmRo4cKB22203//UaGxt15ZVXav78+TLG6IgjjtBFF12kaDSqfffdV2eeeab+8Y9/qKWlRT/5yU80a9YsLVy4UMOGDdOdd96p2trarfApoBx+WrKNGzBggCZPnqyzzjpLxxxzjCZPnqzHHntMhx56qGKxmObNm6dJkyZp5syZ+uY3v6nJkydLkh599FFNnDhRjz76qJ599lktX75cL774Yrv1v/HGG7r88sv19NNP63Of+5zuuuuuHn6HACrV0Xbh61//ul5++WVJ0iuvvKIBAwbozTfflLVWL730ko499ljdddddikQievzxx/XUU09p2LBhuummm5RMJnX++edrypQpevLJJ3XwwQerra1NkrRkyRJNmzZNd911l5588kldffXVOu+88/wDqDfffFO33nqrZs2apZqaGs62AD1gS7cFnv/6r//SuHHj9POf/1zHHnus7r33Xs2YMUN/+tOfNHz4cF100UUaMWJE2W2HZ88999Rf/vKXgnW/8847Wr16tR555BE988wzOumkkwrOBM+bN0/33nuvnnnmGa1YsUKzZs3S2rVrdemll+q2227T448/rs985jM90JrAtqmz7+df/epXkqT7779fO+20kyZPnqyTTz5Zjz/+uKZPn65//OMfeuaZZ/T+++/rt7/9rR588EE99thjisViHb7uQw89pClTpugb3/iGH2J0tX7pdFrnnXeezj//fM2cOVOTJk3S+++/L0l67rnn9Oyzz+rJJ5/Uww8/rKamJn9d11xzjQYOHKiZM2fqscce04IFC3TfffdJyvZgGzJkiKZPn66JEydq6tSpuuyyy/TMM8+oqalJs2fP3qz2xeYjyNgOnHnmmXr11Vc1depUDR06VHfffbcmTpyoxsZG7bXXXvriF78oSTr55JP1/vvva8OGDZo8ebIGDx6su+++W1dccYVWr15dcMbGs88++2jHHXeUJI0dO1YNDQ09+t4AbJ5y24WvfvWrevnll2Wt1ZtvvqkzzjhDr776qt5++23tuuuuGjp0qF588UU9//zzmjhxok488UQ999xzWrx4sRYuXKhoNKpDDjlEkjR+/HjV1dVJynY7Xb16tc444wydeOKJuvjii2WM0bJlyyRJBx10kOrr6yWxLQF60pZsCzriuq4uvvhi7bHHHjrnnHMkqey2w+PtjwTtv//+uuCCC/Twww/rhhtu0KxZs9Tc3OxPP+KIIxSPxxWLxTR69Gg1NDRozpw5Gj16tP9Tl29/+9vd0VTANscY067MdV05Tv4QsZLv55aWFr3xxhu69dZbdeKJJ+pb3/qWVq5cqfnz5+u1117TYYcd5m87Ovt/+cILL+iBBx7QI488opdeeqnsfKXqt3DhQknSkUceKUn60pe+pD333FOS9Nprr+nYY49VfX29otGoTj75ZH9dL7/8sr7zne/IGKN4PK7TTjvND3Ql6T/+4z8kSbvuuqtGjx6t4cOHy3Ecffazn2W/pRfw05Jt3Jw5c/TWW2/prLPO0lFHHaWjjjpKF110kcaPH690Ol3y96+RSEQXXXSRMpmMjj/+eH3lK1/RypUrZa1tN291dbU/bIwpOQ+AvqWj7cKSJUuUSqU0e/ZsjRgxQkcddZQuvPBCRaNR/wvcdV1deuml/g5Cc3OzEomEPvnkk3bbgGg06i9zyCGH6JZbbvGnrVy5UsOGDdPf/vY3tiVAL9jSbUFHrr32WrW2tmratGl+Wblth6dUt+wXX3xR1157rc4880wdc8wx2mOPPfTUU0/508ttO4LbEG87BKDQoEGDtHHjRg0ePNgvW7dunQYOHOiPV/L97LqurLV6+OGHVVNTIyl7sd2qqio98sgjBct2dg2eO+64Q8OHD9eVV16pyZMna/r06dp1113bzVeqfpFIpF09g69Xrh6u6xaEO67rKp1O++PBXiSd9SjB1kePjG3c4MGDdccdd+jNN9/0y9asWaOmpiZt3LhR8+fP1/z58yVJjzzyiPbff3/1799ff//733Xuuefq61//uqRs185MJtMr7wFA9+pouzB69Gh99atf1W9+8xsddthhGjlypJqamjRz5kx97WtfkyQdfvjheuihh5RMJuW6ri6//HLdfPPNGjNmjN/tXJJmz57tn6E45JBD9Oqrr/pnX1966SWdcMIJ/k9PAPS8Ld0WBEUiEX+H/6677tJbb72lW265peAgody2oyOvvvqqjjrqKJ1++ukaN26cnnvuuU73Rw488EB98MEH/v7N448/3uU2AbYnX/7yl/XAAw/417NqaGjQE0884YeNXeX9/6+vr9fnP/95/c///I8kadOmTfrP//xPzZ49W4cddpheffVVrVq1SpL0xBNPdLhOLygYP368jj/+eP3kJz9Ra2trl+ozcuRIxeNxvzfFu+++q4ULF8oYoy9/+cuaNWuWNm3aJNd1C25icPjhh+vBBx+UtVbJZFKPPvqof4FR9D1E1Nu43XffXbfffrumTZumVatWqaqqSv369dN1112nqqoqDRkyRLfccotWrFihwYMH68Ybb5QkXXjhhTr33HNVW1ur+vp6HXjggX4XcADh1tF2YY899vB/4+59eR966KFasGCBdtppJ0nSj3/8Y91www066aSTlMlktPfee2vKlCmKxWK6/fbbdcUVV+jmm2/W3nvvrR122EGSNGrUKF111VW66KKLZK1VNBrVHXfc4f/0BEDP29JtQdDRRx+tm2++WalUSjfffLN23313fec73/EPkH7605+W3XZ05LTTTtPPfvYzTZgwQel0WocddpieffbZggsJFxs8eLBuuukmXXzxxYrFYjrwwAO3oJWAbddll12m66+/XuPHj/dDxxNPPFEnnXRSRes57rjjNGnSJN12gPAOrwAAIABJREFU22266aabdPXVV2vChAlKJpMaP368TjjhBEnS5MmT9b3vfU91dXXab7/9KqrnaaedpqlTp+rCCy/sdP5oNKrbbrtNv/zlL3XzzTdrxIgRGjJkiKqrq3XQQQdpwYIFOvnkk9W/f3/ttdde2rBhgyRp6tSpuuaaazRhwgSlUikdccQR/oVK0fcYS//d7dbrr7+uq6++Wk8//XRvVwUAAAAAusUNN9yg73//+xoyZIhWrlzpX5enf//+vV01dBN6ZAAAAAAAthmf+cxndMYZZygajfq3bSbE2LbQIwMAAAAAAIQGF/sEAAAAAAChQZABAAAAAABCgyADAAAAAACERrcHGe+99153r3KbRntVjjarXF9ts75ar76MNqscbVa5vthmfbFOfR1tVjnarHJ9tc36ar36KtqrcrRZ5bqzzbo9yGhra+vuVW7TaK/K0WaV66tt1lfr1ZfRZpWjzSrXF9usL9apr6PNKkebVa6vtllfrVdfRXtVjjarXHe2GT8tAQAAAAAAoUGQAQAAAAAAQoMgAwAAAAAAhAZBBgAAAAAACA2CDAAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAQGgQZAAAAAAAgNAgyAAAAAAAAKFBkAEAAAAAAEKDIAMAAAAAAIQGQQYAAAAAAAgNggwAAAAAABAaBBkAAAAAACA0CDIAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAAChQZABAAAAAABCgyADAAAAAACEBkEGAAAAAAAIDYIMAAAAAAAQGgQZAAAAAAAgNAgyAAAAAABAaBBkAAAAAACA0CDIAAAAAAAAoUGQAQAAAAAAQoMgAwAAAAAAhAZBBgAAAAAACA2CDAAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAQGgQZAAAAAAAgNAgyAAAAAAAAKFBkAEAAAAAAEKDIAMAAAAAAIQGQQYAAAAAAAgNggwAAAAAABAaBBkAAAAAACA0CDIAAAAAAEBoEGQAAAAAAIDQIMgAAAAAAAChQZABAAAAAABCgyADAAAAAACEBkEGAAAAAAAIDYIMAAAAAAAQGgQZAAAAAAAgNAgyAAAAAABAaBBkAAAAAACA0CDIAAAAAAAAoUGQAQAAAAAAQoMgAwAAAAAAhAZBBgAAAAAACI1ob1cAAAAAAIDQaPpE/df9Q/pwVaDQBAZN0QLlppUZDs4TrZFqh0t1O0rx+s2vc09ItUiblkmNS6VNRY+GJRqXykj7fiDFa7f4pQgyAAAAAAAoxbrSuvelFX+XPnlVWv53adNH2lOS5vZwXaK1Uu0wqW4nqX7nfMARfNQOzz6iVd372tZKbRukxmXtQ4pNS6VNS6TWtYXLGEeK9ZNitVK0RmlVq2rDAmn4/ltcne4LMqwrLZyuWKJ/t60SAAAAAIAek2qVPn1DWvFqLrz4h5TYmJ0Wq5dqhkjDD9TGZFQDB+2QLbcdrdCWGS4zT/EsbkrKtEmpNinTKqVbpU0fSevfl9Jt2WmlVA3IBR07S/U7tQ89anPPNUMkJ5I9nm9eVSakyD1STYWv4cSkeL9sr5HqwVK/XbNtFK3Nvn7N4OxwtFpyomr96F+q66ipKtB9QUbzp9JfJmlfNyNtPE06aIo0ZFy3rR4AAAAAOpRokB78ovZrXi+9NUiq6i/Fc4+q/tmDrli/7HNV//xwvF9uvqLhSGzz6uFmpGSjlNyUfSQ2SanG7HNyU35au/JNhcPJpuxBpl+n/tkDxKoBRe+rxHDxeHefod9WtKwJhBavSp/OyYYHklQ9RKoZmj2urRkm1X8m26ZOVC2ffKKBw3fuvXq7GclNZn/OkWjI/1154Ua6VUq3SOv+La3+V7bcTbZfj3GkqkHZZYunR2tywcT/a+/ug+Sq6j6Bf899657umcxLksnkjSSAgMLyIllZZAXFl6ARQSiVFQRkqfKpQssSfEAekSrxHwqpR1RKtLZYLC3Lx1pxN0KV0QXEjbD4SBYVCSJCQkLIy0zmfab7dt97zv5x7lu/zKRv0tPdM/l+qjp9+9zbt889fXOmz+/+7r1ZoGe9PrXF7tYZFpkBvR9aXYCZ0ftpCzUvkNG9GtjyCNyn/hnZv/0MePknwPr3ARf8C3DS++ucJ0RERERERNREVhew4YPwX3kctpJ6kDq9H5BeMPArA34JUF5j6zMdPXCLghxBIMHp0UejkwGJ0kT82is0tn7DDgaBNmBYejAobP25uUGge50+Ui5LgF8GZg8BU2/q+suyLvNLAGQDn+XogWidgMj6yTKgLgD6T9OP3k26DkuNUsDY33XQIgxejL+q5wkLyK0EBk4PTs8YAvKr9PffiWNZwwSMLr3Pdy2fezmlAOXr/aQ0rfdTd1JnV/hFHeDwCvpUFTsfBCryQHY5kOkBzKzeRzusDZp7jYzutZjuPQ/ZtacBb/4f4K3/C/z8g8DAGcC77gTOuGZp/ocgIiIiIqL2Mx3gHZ/B9ME3kT35nbpMKQAqDmYoH5BukKofDOJ8Nzhi7QWPUvAcBAtkSZ9eMDusy5Sv12vagDCDIIQTpNOv1OWGEwcoTFsPlK2sHhjaXcEA0YnfL8wgkHGUG0sqpYMbKtgevxxsTyE49aAYH32v2IZyHBBxx3RQJNjeFeUC8Nb/iD9DmPo0gYEzgOVnxAGO/tN0VkKHDWrn5Lk6w+KtZ3Tg4q1n4us4WDn9Xa3arAMY+bU6INCBg/bjIoTe9wxLZ1LkB9tdo6ZYmIt9ZpYBp3wU2PghfU7R8J+A7TcAv/sycP6twDn/BGT7FuSjqXWUUigWixgfH8f4+DgmJibQ3d2N1atXo7+/H4bBu/u2lV8CDvwB2PsU1uzfA5z/SLtrRERERNR6QgAQOmgQZb93A9ljXJ+ScUBEGHrQL4zWDX6F0J8JU2/PMZ79AiDalkNv7cPqgS59uYDiEcCd0kfuDz4H7P3fOuARsrqA3lOA5W/X2QvJIEe2/zg3LiW/pE+rcMfj5+IocPgFnW1x8I86SAXoazhkB4D+04PAxTog26sH+LToLOy3ZjrA+vcCay/WwYxDfwR+fyfw3D3AWf8V2Hwb0LtxQatAzSGlxPT0NMbHxzE2NhYFL1zXjZaxLAue52HXrl2wbRtDQ0NYs2YNhoaGkMnwnLwFJz3g0P8D9v0W2PuU7ry9WQAC/dm1wNhrQP8p7a4lERER0eImDMA0cHwRhA4RbIsys/pOGPnVlfOV0pkehWGdweGO6dMS3HFgz6+Bv/8cFVenzA7ogMbAGTpgMBAEOPpO1dko1ev2ColAxHhVQGI8OA0imI7mjcXz5jqFR5g6WNF3anCXj+Dilk730TNeaFFoTfjJMIBV79SP8dd0lsafvgf8+XvAKVfo62gMbW5JVejoPM+LAhXJbAvf9wEAQgg4jgPbtpHP52HbNjKZDDKZDKSUmJiYQKFQwP79+7Fv3z4AQH9/P9asWRNla4illK7VLkoCI3/VQYu9TwFv/k6fkwnoNLllG6JbM82MHkF2risaExERERHVIwTg5ABnA9C7oXKe9PU1F2YPAYXD8XVCJnYDw38JDqhFKwJ61unfqKXJOCgRXlRzzs83gzteVJ2mk1mm77ZhOvHDcIL5GX2KSHaFfi/HHUtS6/No+k7Rj9nDwJs7gNcfB/7xP4HV/0kHNE7eyihZCxUKhZqgxdTUVDTfNM0oYBEGL7LZLBzHgWEYdQMSg4P6vCspJaampjA9PY2ZmRm89NJLeOmll+A4DlavXo01a9Zg1apVcBxeN6Uh4cWJ9j4F7HsK2PtbnfoH6Oh3fggYPE9fqCe/uuLCRHJsso0VJyIiIqIlxzD1qRnZXgCnVc7zyzpQMXNAX5OiFJyqMntIBx26VujbgoYBCNMOAhWOvn6I1aWvYWFmgnlWfJ0HBiYI7QhkhHKDwGlXA6UZ4K0dwMiLwP/6mL5C7n+8A3jH9XonpqZInhoSPsbGxipODbFtG7Zto6+vD47jwHEcZDIZ2LZ9TNe7MAwDvb296O3thVIKruticnISs7Oz2LdvH9544w0IITAwMBBla/T29jJbI2liTxC4CE4XmXlLl4cXklr+Dh3A6F6rr57NICARERERtZtpA7kV+kG0ANp/ZRMnD2y8DFj/fn1hwuEXgCf+CdhxJ3DeF4DzPq/Pb6IaUkq4rnvUR7FYxOzsbEOnhliWtSCBBCEEstkssll9bpzv+1G2xtTUFF588UW8+OKLyGazUbbG4OAgbHsJnHuYxvSBOGix9ylgcrcut7t18G/1u+PARbaPgQsiIiIiIjrhtD+QETJtYN1/Bta8GziyCzj4B31R0H+/FzjzemDzP+uLxSxhvu83FJQIp8vluc8pM00TpmnCMAwYhlFzaoht2zBNs23ZD6Zpoq+vD319fdHdTyYnJ1EoFLBnzx7s3r0bQgisWLEiytbo6elZetkas8P6VsXh6SKjf9PlVpe+f/XQBUHgYr0OXBjm/OsjIiIiOoF5nofndo2gbF2M/vE88lYJ3WYZeauEvFWGKdTRV0JEHa9zAhkhwwBWnqUfk3v1nRf++t+BFx8GNl0GvOtfgLUXHde5UUopSClRLpfheR48z6s7LaWMllVKNeVRva6pqSkcPHgQruvC87w561wdmMhms8jn8zAMIyoPr2dRvSyAjg4ACCHQ1dWFri59KpHv+5icnMTMzAzGx8cxPDyMP//5z8jlcli9ejVmZmYwOTmJXC4Hy+q8XbiGUsDUPmD0ZR2oOPKynj6yK76PtZnRgYtVm4HcamDZOiDTrwN8RERERNQwqRTGxBBGpm0oVP4Gzhge8mYJ3UFgI2+V0W3q6S6zDKNzfzITUUJnjwKXnQQs+zRQHNN3ZNj7FLw9T2Fm2X+Al1sLz1mJstMPz+5F2VwGz8zDM3IoG1l4cFBWFjxloOyjJlih1LFHY4UQFYGBcLr6eb7pkOd5sCwLuVyuIiiRDExYlhWVzXWBzaXENE309/ejv78fSikUCoUoW+P111+HUgrbt28HAGQyGeRyOeTz+YpHWNbSQIdfAsb/URWseBkYfQXwZuLlrC59jYtMP7BsU3CHkXVAdrm+4BERERERHRPLsvCO9cuwa+Ql9PT0oqwMuNJCSZnwlQFPGpj1bUx6GXjKABKBDgGFriB7o9sqI2+WdcAjKMsYPq8zSdQhOjqQ4UmB8XIWY14/RgfOxFg+g0kvE18XQAIoBo+AUD4sNQpbFmGpAixZhKWKyKIMAz5MKBiGvhClMCwIwwJMB8rMQFldgJXX9xd2eiEME0KVYcLXz0o/G8qDkOWaaSGD18F0zWtVhiEr5xcKBVjLT4Vrn4RSbiPc/AZIe1k7mrsjCSGQy+WQy+UA6MDPvn37kMvl4Ps+PM9DoVDA1NQUfN+vCVA5joNcLofu7u6KAEc4fUzX4HAngbFX4mBFGLiYeA2QiawaZ5m+AOeyk4BMn36dWwFkBvQ+ZthNv+qyUkBJmihKC0U/fLbgipPBK80QERHRiUPBNhVs+MjBr5krFeBLAVdacJWJsjR0oEOZmChnMerm4KPyWmSmkMiZ5SCjo4ycVYYtfDiGD8eQsA0ftuHDEXqa2R1EC6djAhlR0KKcxVipC6OlrA5aBFFSS/iwhY9e29UdAxQEFAwhYSofJkpw/CnY/hRsNQ1bTsOSs7DkLExZgCULMP1ZmH4BppyFKYvBdAECC3+unIKAEhaUMBPPJnLShzP+ZEUdPLsPbm4DSvmNcPMbUcptgJs/CaXcSVDmiX0nF8uykM1msWrVqopypRQ8z0OpVEKpVKrIvikWi5iZmambiRNe8LQ6kyOfyyEjp2BOvApz4hUYo3+DGH0ZGN0FTL8Vr0AYOrPCzgMD70gELAZ11oWd07eJOg5zBieC56JvoSjNqKw6hRIALLMPpxZLyB1XTYiIiIiWBkMAhqlgm2V0o/K6c0oBCkBZ6mwOVwbZHMHjSKkLh908JOa/6LopZBTosA0ZBDwqgx1RudDTdrCMJeS8gZCwjlIJ+BCQKnwYkMnXEPAT03XLlcCkcjA91V1Zx7A+wocpFLNRTgBKARICnjTgKRHt92E2U7JMl4fLhoFAkVi2styTBixrIz7qy6YEIdoSyPCUwEQpi9EgaDEWBC1UddDCKiJj+HAMD5ngP/rc/6EtAP0A+lEGMPdlMAFAAUrqh/Rg+tMwvRmY/ox+ljrAASgomEAQdJDChIIZBSHih1UZpDAsKASvDRtKWIAwg5iM0I+gJ5iemUFP1oFTOgjHPQSnfASZ8ggy7gi6p3+Lfn+youalzCqU8hsSAY6NKOVOQqlrrT7Cf4ISQkS3j83n8zXzlV8GiqNQhSPwCpPwSrPwPB/lskJpzMLYaAYHRTd8Ua8NV0CoC2GqzTB7PRh9EpbQUXbLMGAagGUKmEIFDwlTKphFCdMNXgsFS8hoOlpOKJSkcUzBCYF4HQb0+jNWUb8WEqYATOj/N7Mz4yh7Zy5AyxMREREtLULoX+wZUyJjlmrmKwU9gFMCvjTgwYAvBcJDrdVBA08ZKHkmppQTl4djgnlYQXBDQNUNRBzt/emswhsTc88VUFFQIxmUSQZpqrNTwoCIfZSgDC0cmTgg6ibGFxXjjqCsrEz4Kv1+pZMLgiQDqOD/jz54rMslMoZClwHI0gymZkvob8K2LXggw1cC4+VMFLAYLXVVBC1MIeEID8tSBS2OlwgCCyZg2PCtLviZ9iTeK5hQdg6ufTLc/MlVM30Y3jSc4kE4pcPIlI/AKY0gM/MWesdfhCULifUYKHWtDbI4NgSnqejTVcrZVUvuNp3Cm4VVHodZGoNVGoNVHoNZGoVVCsrKY9E8szQG05ucM/PGN7LwzG6UjRwK1gpMWmsxYw2iaPbDtXpRMnvhmfk4UBVEvj0FuEpA+QLKC7JugOAPGIJ9PH1HcNTghNB/EKxwORF80jwf5aralEoiIiIiSk8IwBIKFhRgyobfl8yiCDMpPGnADwIhEpXBChVkTQD684SIf10KKD2kiUZVKgrAhL959W9DBaH0dDjYFAAMyHh5oVCYnUY216MDMsGRdBmsKQ6e6CPwBd/CjG9DJbaj0aCMJfRaa+qaGACHv2ujbava7mi7ENc/Wgfi38Qq+geJVkp+H3XKksvN8V49T8CVg9hzxIEZ/C4Pf5tbRvzaEhKmIfX+UvFaHjXrZi5SAa40g8BEGIyw4CYyt+ODpCbqfTeVYw5dF8fwo/bVAQmVaFMFA4AhZPRsBgGMcBuqv0Ogdnwy6s4TLUupqYEMXypMiuUYn+7XQYtyFybLVUELQwctHMNHRnjImAsdtFjEhAlp96Jo96KI0xMzFKB8mKUJOMUDyJSH4ZR0Jocz+SryR/4AQ8XRY2k4KGdWQVp5SCsP38pDmvn4tZmHtHJRmZ6f0/PNPHxLTysje3zXdFAKQhZheDrzxfB0JowRZMQYyTJvGoY/A9ObhuHNBuXTMLxpvL08BVPVRsd1y5jwrDx8IwfPzKFodMPLrYJv5uGZOXhmOK8bvtUN3+6BMpwgsGUEAR8BA0AueGiFup8XbFb4rUTBDCgEf4AAHwakDAIcyT9OAlDKgCHUMQUniIiIiGjxCAfvhtC/GgEAZmccbPLgIWd6gNnY8mFQRkEEQRgkslMMBEPimtNYwiP+Sv8QBuoFCSCCqaqgQlAcBx7iH8q1wYh6+cyx+vNU7TxRNVvERT4cTBeDCx4E2zn/p9arR5y1XRkAiQMiEtBBizBg0UhwIjitKRvccjjOCq8MuizmMUfTAhmFQgHbnx9G2d4KjDNosbAEICz4meUoZJZXDbEV4JdhlUaRcQ/AKY8gUxqB5U/B8F2Y5SOw1QEY0oUhSzClWxH0mI+CCWl1QZo5+FZ3VSAkD2l2QQSn6hjedEXAwghO3RENZAYoGPDNLKSRhS8ykEYGvuGgZPRCZlbCtU2IbF8UrPDMPHyzG57VA2nmAcOsCkwsLBFFIXXt4xdhlyob/qNARERERNTphIh/+5pmGJRpPDtlPnPdXLJecb3AQUXgA3MFLWo1et3EcH1T01PozvfEWdlKBNeYAHxlJLJYAKmMioOeYcZNeOAzzG5xpYkiLB0UCeaFwS9D6NN7skYcnDCCTA87cQr7Yg5OpNG0QIbjONg02IWDb+7GsnwWGcNj0KItBGA68LqG4HUNYabuMolrhCgFKA+GX4DhF2HKIgxZhOEXYShXBzpkCYZydSBElYIgiAujVIBZHIelSnoZ6UIZlg48iAyk4cA1spDWEGQmA9/IQIpsEJjQAQppOPCNLKTRBd/sgjS7oIQdBCPiDAn9P1HvTFNTU+jp6WldkxIRERERUUvMNQCfL4uiwYWbSgcYEnUQybocX1AnmfGiP+vECE6k0bRAhmmaWNOfweSbU1hmL63rMSw9iWuEAAAcfWoJAG++t9WlgrBpEBSBAmAEYdrKe3MTERERERHR/JIZL1Rfx9x+lRarMFvCYMyCiIiIiIiIFhxTJ4iIiIiIiIho0WAgg4iIiDqbUrCLB4HZEcBz210bIiIiajOeWkJERESd7cX/hrOf+xzwXPDasAGnG7B7AKcHcJYBmd5gOlFWd7rqtZXj1dOIiIgWGQYyiIiIWskrAu44UBzXz+5YYjrxSJYVR/Wz9ACrC7DzegBu5/WAPpy2c4l5ucrl7FzVdFWZle3cAf0Z/wWjL/wbBswpfcctWQb8sn4uTQHFI7ptpFc5r5GLpAkDsLv1w+kBTCdx7z+ZmFaV00DiItcNzK9YFoDh6DY3M8FzNn5tZgAro8uO5bWlyzKze4DR7rm3fa57HFYudPT50gP8EuC7+lmWKl/PV+a5iXnB/OrX4bLCAGDoO5shuLNZ8i5n0aOqrN6y1WXB63XDI8DkqsRd0xLPQqQvn2uZmnqacX1q6lv9nGL56Jb0JmBYcVk4XbecCdtE1PkYyCAiohOLCm5BLT1ABYNfvxxPJx81ZeX683wXcCfqBCLGKp9LE3rZ+RhWMCB1dOaBsPR01woAIv5sdwwoDAevff2oqLufsmGEDpJkepF/2z0Azj/GBl4ATg8K3acBAzkgs6z+MkpVtoXvAX5BB468op6OBsVVQQ8VPPsu4BWqVhxdOj5+XT0/mhSJMhHcik9ULiZEcE89Xwdh1Dggfb1PIrw1evBaymA/C7Yp5dXrzwKAf0/1ltaKBt1mVUAiDC5UBwiA8IaEuimC2xsmAzLVwaWKsqpgk6otW+n7wEFRZ1nUX8dSJRJBjYrvKHy2oterBi4Dzu+g/oKITggMZBARUfMoGR9F9YrBwDHx8FzAL1Yela05ijtPWcXr6rJwncXE/DLOKReBZ4JBrvT1wHAhCTM+Sm4mAhHZPiC/Kih39BF5w9LPdlecRWFmg3IrcdR0nkyJMDATDn6Vr7dTlhNtErS/LANeCUAwX/rx4D8RAMlN7lrYNloIQuj2hq1f2wDQ28YKpRQNqmXlIywL990o6FbWwRpZjgNsYXAt2CemJifQs2yOwE/jFcNRb0sWBSCCu5hFR/jDwa6dONpv6QCdYQFGmAlRL5MhuU5R//9A3QyYuV4ngxGoeK0UoKCgIHDw0EEMrhwK3iGglIJSQk8Hy+jX0M9KJcqDZYP1yXC5imVF8LHJ9yTLg7ok4iXxOhKvg89B+NnBI14+nC+idUf1DgJtUZkIP1sk1pVcLllmRM8Illk18w+sk36QHUJE1BoMZBBRe+z9LYbe+DlQ3h4UzJWWPce8hpdH/CM5mU58tEe95SpSguean0glDl/Xm1dvuQbm5Sd2AW8WEkdpvcoBevJofL3p+eZF02XUBh/C6aIOFNQEJILggSwf965RofpIYN3vKWy35HwLsDNAxkC56MLqylcNkJL7RPX3lPgOomXD1+Gy1XUx42CEmdUD6mjQZs0fiDjuNgrqgyYNImaHoWYzzVnXCUYFY2OpBCSEfp5julEiORHsknMvXJkhMGKMYPmKlZDB4FsC0aBcKgTPIqpzOFiV0TLxYFcGA+NwXQqV0wASg+FEm0BnoCgfgBf21vGAu977apZRlYPz5EC74nXQrjL4TBmsp3oQHwcERMVnRZMj87Rxx6nZgmirKuM/qmqZynWIZKGq7rLCYFa8jujbEcAwFKSSMJrVBxERNYCBDCJqj53/irW7Hwd2H8ub6/wcE/PMq0gHXtypwGcAwAtNXml0xD9xBFQER0vDQXo0oDeD8iCwYHcDmcQ52CI8GptMEU8M+sMjsNERW3ueo7ZBec1R2uogRDCymyNYMPbWW+has6bJjUatNDExgVflGdg/aQdZFwtHAfDrBSASr30lIGHoYEByuSja0ClOBoabs6Z4yB8PepMhi/pbXTvIrnihwvXMJZkNUj0QVzXvDQfXBpRO0EnUUyTWFr8nUR4UlsslOLZdO9Cv/lNTNahX1e2h4oG/EInAQk0wQAvzHJJ/0uLl4nKj6m9Ybb2S7aGqCxpbbq71zfFFjZaKlQcPiIhagIEMImqPLY9g5NHrsWL1pjqHHIGan1HVFx+b85dxtfBnakgBUh9LjIIbYWp+cIwxzulNlCsZrCY8Jzu8CGCivN6518lskeo05+gwo6ysX/TeZN3188TkJHqX9cWD+igwkAg4GAKAmUjbTkxXZDaEz4l2r3txumTmQScN0uhEUSgUMKZWYLQUBK8WUDgYFhWDvnhAGidGSJgCEEZcFg+uE4NVESf863Xo+a0Y9rmui0wmoz9fxZ+drGNYTwMyGuiG2xoOmivbomrAPs/XUW+AXLtMY1rV9UyVp9CT7WnNhxER0TFjIIOI2mJqpojD5slwxab4B7VIPutpIxo4qOhHeLickSxLvi8oS14aTkap0cmjp0EKddUR1coyVByVVag9UhuuX39WZco0EKc7V6dNq0Rh9fvCVOvqsoIqoivbVdOeqt4Lf55lgjo0Zu6jqrVrUHXXWlNWlQIfbuv8NWhM1fFKFOQK7B7JVqSfx6Gk+qnpcTnqvE9UpronttEIBn8Vz3NZqm/XAAAMIUlEQVRMi2gaNfPFXO9pYPsb+lar2z/BLClI1eRThI7T0NAQVot9sDN5WFZrfrpUn3SwGGN4U+4UehwOyomIaOlhIIOI2uKPf96FEeti4Ei7a9IMdVKeq4jon/rvqVl2js9R6MJUsfYk+WQCdooVpqdqJ0XtrCZ/aCPmHpgrZDFVitusOmW8ukx/V/XLo8veJRKHwu87GbDylYAHAcg4aJIMXiVf156z3+4R8zpsMPdhU5trUY/OgmAKOxER0YmOgQwiaot3nXcmnvvNvyGT743GoPEF8ASUiIfJ0SAvGq0nQgWqMptBQJ/8IZIZDzXnJcfnVkdHXZPnN4cp2EGGRzgENiCjFGtRkylS31FTq+d5b731TE1Poyff3cA7OsNCDsobSVsHgjbLxW2W5tzvZlF1AkAVWTjJQEaU7QFIGNHZUK0KcvheqeG2JSIiImqHBQlkKCmPvhAB0MdX2V7psM3S68SUaNuy4MBFn1lod1XaK+V4UUBCqMWz/3fCrtdIm7XyOnVzXAWmdoG5Xi8wV3ro1C5WX1KmQyvXgfj3Mj222dLC77Jx3PfTY5u1V1MDGVY2DwGgWOqsc2s7me8rtldKbLP0BAAzk293NSoYdgamwf4iLe7/6bHN0hNW591+1bAc+L6E7/NHY6O476fHNkvPMsMLQ3cOK5PjmCQl7vvpsc3SEwCsJo1JmhrIGDj13chNZHD++ec3c7VL2s6dO9leKbHN0tu5cye6V5/R7mpUsHN9yJ66hd9lStz/02Obpbdz5852V6GGedJ7+T2mxH0/PbZZejt37oRhdtbZ6n2b3oXcqMnvMgXu++mxzdLbuXMnetaf3ZR1dVb4lIiIiIiIiIhoHvOGT5VSKJVKqVfquu4xV+hExPZKj22WXto2cxwHIsXFNdhftA7bLD22WXpp2ixtfwEcW5/B7zE9tll6bLP0+BtjaWB7pcc2S69Z/YVQau5LnLmui7/+9a/pa0dEi95ZZ52FTKbx8+TZXxCduNL2FwD7DKITGX9jEFGj5uov5g1kHGv0k4gWv1YdLSGixa9VGRlEtDTwNwYRNeqYMjKIiIiIiIiIiDoJL/ZJRERERERERIsGAxlEREREREREtGgwkEFEREREREREiwYDGURERERERES0aDCQQURERERERESLBgMZRERERERERLRoMJBBRERERERERItGQ4GMBx98EFu3bsXWrVtx3333AQCeffZZXH755fjQhz6Eb33rW9GyL7/8Mq666ips2bIFX/3qV+F5HgDgzTffxLXXXosrrrgCn/nMZ7B///4F2JzOkabNQrfffjt+8Ytf1JQ/8MAD+O53v7vgdW6nZrbXrl27cNZZZy14ndvteNvsyJEjuOKKK6LHpZdeivPOO6+l9WJ/obG/SI99Rnqd2Gewv0iP/UV67C/S68T+Im292Gdo7DPSYX+RXtv6C3UUzzzzjPrUpz6lXNdVpVJJXX/99eqxxx5Tl1xyidq7d68ql8vqpptuUk8//bRSSqmtW7eqF154QSml1J133ql+8pOfKKWU+vKXvxxN/+hHP1K33Xbb0T560UrbZgcPHlSf+9zn1Nlnn60effTRaD2Tk5PqzjvvVGeffbb6zne+067NWXDNai+llJqdnVXXXHONOu2009qxKS3TzDZTSinf99V1112nfvnLX7a0Xuwv2F8cC/YZ6XVin8H+Ij32F+mxv0ivE/uLY6kX+wz2GWmxv0ivnf3FUTMyVq5cia985StwHAe2beOUU07Bnj17sGHDBqxfvx6WZeHyyy/H9u3bsX//fhSLRZx77rkAgKuuugrbt28HAEgpMT09DQAoFArIZrONhXgWoTRtBgCPPfYY3v/+9+PDH/5wxXqefPJJbNy4EZ/97GfbsRkt06z2AoB7770XN9xwQ6s3oeWa2WYA8Oijj6KrqwuXX355y+rF/kJjf5Ee+4z0OrHPYH+RHvuL9NhfpNeJ/UXaerHP0NhnpMP+Ir129hfW0RZ429veFk3v2bMHv/rVr3Dddddh5cqVUfng4CAOHTqEw4cPV5SvXLkShw4dAgB88YtfxDXXXIMf//jHKJfL+NnPfnbUyi1WadoMAG6++WYAwM6dOyvWc+WVVwLAkk/halZ7PfnkkygWi7jssstaUOv2alabAYDv+/j+97+P733vey2tF/sLjf1Feuwz0uvEPoP9RXrsL9Jjf5FeJ/YXaevFPkNjn5EO+4v02tlfNHyxz1dffRU33XQTbr/9dqxfvx5CiGieUgpCCEgp65YDwB133IF77rkHO3bswNe//nV8/vOfh1Kq0Y9flBppM4odT3sNDw/joYcewte+9rVWVLVjNGMf27FjBzZu3IjTTz+9pfVif1GJ/UV67DPS68Q+g/1Feuwv0mN/kV4n9heN1ot9RiX2Gemwv0ivHf1FQ4GMnTt34sYbb8Rtt92Gj3/84xgaGsLw8HA0f3h4GIODgzXlIyMjGBwcxOjoKF5//XV84AMfAABs2bIFw8PDGBsba6iSi1GjbUba8bbX008/jfHx8ejiTQBwxRVXRKmDS1Gz9rEnnngCH/nIR1peL/YXMfYX6bHPSK8T+wz2F+mxv0iP/UV6ndhfpKkX+4wY+4x02F+k167+4qiBjAMHDuCWW27B/fffj61btwIAzjnnHOzevRtvvPEGfN/H448/josvvhhr165FJpOJUkW2bduGiy++GP39/chkMnj++eejjc3n8xgYGGi4ootJmjaj5rTXJz7xCTzxxBPYtm0btm3bBkDvf93d3S3ZhlZr5j72pz/9CZs3b255vdhfaOwv0mOfkV4n9hnsL9Jjf5Ee+4v0OrG/SFsv9hka+4x02F+k187+4qjXyHj44Yfhui7uvffeqOyaa67Bvffeiy984QtwXReXXHJJdA7Q/fffj7vuugvT09M488wzcf3110MIgQcffBDf+MY3UCwWkc/nl/Q5Vmnb7ETH9kqvmW22b98+DA0NtaVe7C+4/x8Ltll6ndhnsL9Ij/t+emyz9DqxvziWerHP4P6fFtsrvXb2F0It9ZPCiIiIiIiIiGjJaPhin0RERERERERE7cZABhEREREREREtGgxkEBEREREREdGiwUAGERERERERES0aDGQQERERERER0aLBQAYRERERERERLRoMZBARERERERHRomG1uwLUOnfddReWL1+OL33pSwCAbdu24Te/+Q2uvvpqPPTQQyiXy8hms7jjjjtw3nnnYWRkBHfffTeOHDmC4eFhrF27Fg888ACWL1+OSy+9FGeffTZeeeUV3HrrrfjgBz/Y5q0jomZjn0FEjWJ/QUSNYn9BTaHohLFr1y510UUXqXK5rJRS6tOf/rT66U9/qj760Y+q0dFRpZRSf//739VFF12kZmZm1A9/+EP1gx/8QCmllJRS3Xzzzerhhx9WSin1vve9Tz344IPt2RAiagn2GUTUKPYXRNQo9hfUDMzIOIG8/e1vx7p16/D0009j06ZNOHz4MHzfx+HDh3HjjTdGywkhsHfvXtxwww14/vnn8cgjj2DPnj149dVXcc4550TLbd68uQ1bQUStwj6DiBrF/oKIGsX+gpqBgYwTzLXXXotHH30UGzduxCc/+UlIKXHhhRfigQceiJY5cOAABgcH8c1vfhN/+ctfcPXVV+OCCy6A53lQSkXL5XK5dmwCEbUQ+wwiahT7CyJqFPsLOl682OcJZsuWLXj55Zfx61//GldffTUuvPBCPPPMM3jttdcAAL/73e/wsY99DMViEb///e9xww034Morr8Ty5cvx7LPPwvf9Nm8BEbUS+wwiahT7CyJqFPsLOl7MyDjBOI6DLVu2YGRkBAMDAxgYGMA999yDW2+9FUopWJaFhx56CPl8Hrfccgvuu+8+fPvb34Zt23jnO9+JvXv3tnsTiKiF2GcQUaPYXxBRo9hf0PESKpmXQ0ve7OwsrrvuOtx9990499xz210dIupw7DOIqFHsL4ioUewv6Hjx1JITyI4dO/De974X73nPe9hhENFRsc8gokaxvyCiRrG/oGZgRgYRERERERERLRrMyCAiIiIiIiKiRYOBDCIiIiIiIiJaNBjIICIiIiIiIqJFg4EMIiIiIiIiIlo0GMggIiIiIiIiokWDgQwiIiIiIiIiWjT+P9FrhyTMlArmAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg, col='country', col_wrap=4, \n", " height=2,aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'immigrants', color='darkorange')\n", "g.map(plt.fill_between, 'year', 'immigrants', color='darkorange', alpha=0.5)\n", "\n", "g.map(plt.plot, 'year', 'emigrants', color='darkgrey')\n", "g.map(plt.fill_between, 'year', 'emigrants', color='darkgrey', alpha=0.5)\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Immigrants': 'darkorange',\n", " 'Emigrants' : 'darkgrey'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.525, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Total Immigration & Emigration', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "country 0\n", "year 0\n", "immigrants 0\n", "emigrants 0\n", "reporting_country_emi 0\n", "dtype: int64" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# REPORTING COUNTRY EMIGRATION DATA \n", "# https://ec.europa.eu/eurostat/cache/metadata/en/migr_immi_esms.htm\n", "df_emi_reporting = clean_eurostat_excel('migr_emi1ctz.xlsx', 'reporting_country')\n", "\n", "# Pivot transformation to long-form for visual analysis\n", "dfg_emi_reporting = df_to_longform(df_emi_reporting, 'reporting_country_emi')\n", "\n", "# Merge for graphing\n", "dfg = pd.merge(dfg, dfg_emi_reporting, on=['country', 'year'])\n", "\n", "dfg.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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A8D0CDgAAAAAA4HsEHAAAAAAAwPcIOAAAAAAAgO8RcAAAAAAAAN8j4AAAAAAAAL5HwAEAAAAAAHyPgAMAAAAAAPgeAQcAAAAAAPA9Ag4AAAAAAOB7BBwAAAAAAMD3CDgAAAAAAIDvEXAAAAAAAADfI+AAAAAAAAC+R8ABAAAAAAB8j4ADAAAAAAD4HgEHAAAAAADwPQIOAAAAAADgewQcAAAAAADA9wg4AAAAAACA7xFwAAAAAAAA3yPgAAAAAAAAvkfAAQAAAAAAfI+AAwAAAAAA+B4BBwAAAAAA8D0CDgAAAAAA4HsEHAAAAAAAwPcIOAAAAAAAgO8RcAAAAAAAAN8j4AAAAAAAAL5HwAEAAAAAAHyPgAMAAAAAAPgeAQcAAAAAAPA9Ag4AAAAAAOB7BBwAAAAAAMD3CDgAAAAAAIDvEXAAAAAAAADfI+AAAAAAAAC+R8ABAAAAAAB8j4ADAAAAAAD4HgEHAAAAAADwPQIOAAAAAADgewQcAAAAAADA9wg4AAAAAACA7xFwAAAAAAAA3yPgAAAAAAAAvkfAAQAAAAAAfI+AAwAAAAAA+B4BBwAAAAAA8D0CDgAAAAAA4HsEHAAAAAAAwPcIOAAAAAAAgO8RcAAAAAAAAN8LtnQBAAAAAABAYRzHUTwel2VZisfjGY+9Hec4jgzDkCQZhuE+UsP1jc9nOBwOKxwOF6UuCDgAAAAAANjHHMdpNFyIxWJ1pnvnyZ5uWZYsy8qrHIZhyDRNN2QwzcSFHalxgUBAwWDQnZ4KORzHyfgs3ufs8anXjU2XpJqaGrVt2zavz1AfAg4AAAAAADxs284ZNDT22LJli9599916p+cjFT54wwhvOFFSUpIzrMh+HQgE3PXkWl92j4rmVl1drdra2qKsi4ADAAAAALDfiMfjikQiqq2tdZ+j0WheQYVt23m9Zyo4SAUj3tAgGAwqHA67w4FAIGdgkQoivIFErgCipYIIPyDgAAAAAAC0WpZlKRqNuoGFN7zIDjIikUiDl2ykQoOGekWUlZXl7BHh7VHhDSO881VVVenQQw9t0R4Re8N2HMUsWxHLUtS26lxi0pj85k6wolGVFLBcLgQcAAAAAIBmFYvFVFtbq5qamkYDi1gslnMdqV4PqZAhEAiovLw8I3xIPYLBoDt+X/aK8N7Tork4jqOYbStq2YralqJW4hGxbPd11LIUtZPBhWUl5rUsRZKP1PR4nj1XiuWirocWZT0EHAAAAACAorBt2w0uGnrUdz+KVCCR6ilRWlqq8vLyjF4TwWDQfWT3oPAb23ESIUM80WMiEk+HDhE3qMh6xNPjo5almG03qeeEISlgGDJNQ6ZhyFTy2TBUEgioLBhUwDMtYBqFdcnIU9yKK1qkYIWAAwAAAADQIMdxFI1GVVNTo9raWlVXV7uvU6FFdXW1IpFIzuVTYUQgEFBZWVlGj4rswMJ7/4nWwnEcWY4jy3YUd2zPs6247chKjttcU6Ovt36dDibi2WFFXLWWpWjcUsS2FLcbTxBMSQHTdMMI0zAUMKSgaaokEPCMS083DClgmAqYhkKmqaBhyjQS6zEMQ6aSP9eqlr+nxzfV1UUrAwEHAABAC7Bt2/15P9u25TiObNuu86hvfFPm8Y7/+uuv9cEHH9Tpju3dqaxvWmPPqdfZ16gX69HSO9/wt0gkop07d+qrr76qMy3X31Zjf28NTc++5GFvX9c3LfXzm6nveX2vs8flO//mzZs1f/58N8DIdeNN72UgoVBIpaWlGWFGKBRywwvv5SHFlL5Ew1KtVbcXRCQedy+/8IYRuYKKuG3LctLPlm0r7jiy87kXxdffuC+9wUMgdZNRQwoHAir19JgIpHpUmInXAdNMBBOmmRVcpMMJ1EXAAQAADliNHQikAojUIx6PNzhc37Rc8+V747Z85Do4sixLNTU1GZ+9vjppaLihZfeVpgYnuX4KcW/mr66u1ubNm+vclLCx5+zXaFnr1q3Tli1btGXLlpYuii9kB5jxeFymaaqioiLjXhaBQEDhcNgNLvYmjHQcR9HkjS1TPRyyQ4raeDwdYCSn1ybnj8YtNXaBgyHVCQgMz7Pc6YnnoGkqLMkIBmUaiTWYnmVMQzKUGk6+NqRYJKo2bcrccCKYek/CiWZBwAEAAHxj586d2rRpk959992c4UR9z/W9LpZcd9rP9QiFQiopKck5LbWe7IML0zTlOE6D60/d0C77oNr7vGnTJh16aPombo19/qbUT2oe77yp+pWUUefZ/wbZy2aPa8pw9hnppq4zn3/7jRs3NnneXHL9SkOu50J7tuQzf6H1nM98gUCgwV+waAnHHnusVq5c6R6gpzQ15GuqXOFgU8c1tQze8Y31wqqvbcluL7zjskO5qqoqde3aNa+bZjqOo1rLUk08rppYPPEcj6s6nn6dGl8dj6s2HlekCX8zpmEo6OnJkOr10CYQVEUonOz1kO4JYRjJSzMCpkLJSzWyQ43sgKMYwcNuZ5cqysr2ej0oDAEHAADwjdRPBX7zTbr7b0OXT6QOZuo76Peuwzuca2e/sQNL7/y53q+lpXos7O9yhRy5nnOFYNnhzPbt29WuXbs6AU5jz9nz5xr2lqOxkCZ7PYUENc3FMAx17ty5pYuRoTYe1/pIRB1KShVW8iaLhunenyBgGAoYifsbeIdTlw4cyAzDUNxxVB2JZIQVNVlhhTe8qI3H670vpanEfSNS95MImobKQyG1C4cTda/0DTC9l2mETDP5b5TqPdE67h2B1oeAA76T2qB7zw7UdwapGNPr+43sXDuxAIB9q2PHjmrfvr3at2+vcDgs6cDcwbUdR7XxuGrjlmqt5HM80a07e3xNPK5aK65YLK7glq8lqc7ZyvRwYsg7nBpKTso5nDG/e/Y02d079do7LqOLuJE+aMlYLn0g486b8VruWdp01/Pc44xU13L3dY5x7tnd9HRr926VtG2Xvj4+efC7rw+sGtovaSio8Q7nCmxSsvddGgr/JGWcvW9oXtM0FY1GVVtbW9gH30cW/ONLvff1Nxn3RWiq1N+Rew8F0xOGJIeDblBi1vm79/49pb8fdS+PyLWMcsybGnYcR7YSbYGV2jf2PNs5H8oYzjVf9rjaeFz2hty9mAylwopkIGQYKgsGVBEKpesl+b0Jm6bCgYCCpplRnwdi+419i4ADe822bcXj8YxHruuWvTdSa8q4huaRlPNGUS2loS7D9Q1nTyvkPfMVDPKVB7D/8PuOseMkbopXf0hRN7CoSb6ONfJzeqkzn+kb2yV+6c92HBlS+lp1x0mfaU0dTBuZgxll9vzX+9KpM0/6M2aPd+Qo+X93Hsczj3sA3+AnbEabqnKOTnSRl8zULxO4dZ3+pQPvjQXdn170jPeepQ4apoKm4Z7dDiYPEIOp6/gzhr3LBBRMHkC2ht4GjuO0uoDj3044Xh98slzRgCnTMOUocbAvyf0O2Er/LTpy5DgNP9tO4uaTjpX+u/X+Tad4XzlZ3xfH8/7Zw/n+/WfcB0Keyy7qhJB1Q03vMqlpQdOUISkkqSzVuyIZWAQDpsKpXhVm5i97AC2No50DlGVZisVibiCRep39XN807/SmXmeZSpotKXFHYsNIDhvueHd6ap7k67jjyHIkS47ijqOYZcswjeSGIGtDISdjfMZOU/ZOlftc3/hEV7rs1Dx1zZ735kJ1X6ce3psPedYnQ5IjM/mcTu2zHp6NTXqcZ73JsqaXNTLmk+f9DmvD9YAAsLdSwUTi5/5s96cA6z7b6WE7cUM87zzRRkIK9+yo92DYNDK6cnsPLkIBT1du00zcjd/TY2L3rl2qaNt2n9eN+zpjfHpM9rY2I2TJGC/Zju2Os1Pzpg40lSsckRzHztz+O57eDp5ExvuumfsT6SmRaFThUNjzfrkOdtOfIVWmuGO70zLmyy6zk/4cqbPxe8N7Rt0bjoSSwYkhQ3bOg/XMsnifU2VKlbG++VLrMw1D5x3cui5RMQxDpQFTFaWlKg2F9sl75Armcv3dZ7xOTm9omu1Zb+pvMPXHapiJfVMpUe8yPEGGVHc4ua+ZHm48KG6OdgMoJgKOVqK+u7Xn06uhsYc3pMh1c6NUmGCnXjuSbUi2YcgxDNk5gghbki3DDR8sJxFGxJMb97idfJ38eaV8N9vu2RGlu7GZRqKMASW6AabiaW/zbCo5PnUyytsN0/Mis0nPXIc74N3h8eyseAMUW47i3p0cx7uBcnen6qwnMXtxkvumOMaydck+WC8AtLTE2dTcP/lnOVnPyW2SlfzJQO/PAXqf0yFGMpywE6FF1LKa1EZnn6lPPYKmqZJAICO0CBjp6/6DpqlQIHHnfW+Asa8viyiGnNtbd6CQsrfsPUOKeXDnPQBOHaS623tPmJB9qYBlO7LlyE49J3civEGFnR1UeMKISDyuGs/7p6QPdD1n9LP2qdyTJ8mD54BnPkOZ86bGObajHbF4UerMT7J7RqQHWvd3FtjfFC3gcBxHVVVV2r17t9auXeuO807Pft3Y9IaWK/SR67pEd2OS9dpyEhuT1O8kW0oP246Sz07ytSPbHZ+8Bk7Kuo5N7oYp/TqxMav89P8lPpvnv+7nrq/OM4bSiazbkGa1sIlQItkTIlnGeGoDWs97NMaQ3N9zzr721VTiWsxSz06dIbk3Dkpda5gaH0zd9Th5tipxl2TTvV4xfX2itGf37ladJufsklvf2asGzlw5nnDE9s7vOXuVer/6zmClxlmWpVAru6u54ziqqanRpk2bct6Ur76b9RU6PjXsHQ/AX77aslWzNmxUfMNGd1uW2tbuLXc74+mx593GBQxTFaGAzHA4R3ghN5xwLzPwXo/vWScOTBkHwC1w4Jvr1zf2hZ21tQrwdw6ghRQt4NiyxZwYUQAAIABJREFUfbt+M2euoo6kVWvc8bmat8aavFxtfvYy6fTb02VL3gNHbype3zzNq86lDqrbPSxVJk/ng7pydjNIL2DIyVpB6hKI9M22AgFToVQQYSgjbEjd6MtQamdMyTtNZ95cKZAc7033s58PVPX1GMl/Z6Z4Z65i8bh279lTtPUVw9qNG/WXVav1v6tW15nW0LFKY9/dpkWEnn8jI+fYHNPqzmikX2Qtn3sdmVNzvnHdaTnWEY9bev3LlblXrKYGo3VH5pqeq9dTffXkHV93nDulTn01pb3IcW4s470bE41G9de16yRl/33V/dRN2T7UW8feg4isV/X/LTQ0vuFls5fPVZfpf8PcZ9frm26apr7TrnWFyRUlYZUETMmRSszUTfnSvf2UCtolGanpctLbOdNIhvNmOpgwzUQo7+nineumfoCf8TcM4EBQtICjfUWFDj/oIK3ZulWGUfd3khvbfUwf2Bv19ibwnhP37iBLqUsS6juozNrpzlqve9zppNdRZ8fPGxik3tpJnQWWvPdZ8N4VPHXwbyavpTDSb+HuuEajEZWUlNTzqXOUtUD1HRw0SaJLgBxJcUtq6Y6HkVhMkd2t62C9tbPltLpr0krKK/S1I0WyrkNv6K+04QPBeqZlTXScZBCo5Nc+NT5rXfsiBC3eOh0p1vD3OZ9ve2Pz5ip34yFKjleNhCn5liFvNQ3f+C7fFrIp8+cXyOW3bFPnyWe+bJGaGvUvcNl9oUu7dvp2mzbaEosrZNbd38jN8y9lp777lntpZqzYhWyl2HbmjzrLX8yy1L60afu1zW1nba32RKItXQxf4TuQP+osfxErLpWWFmVdRTveKQmFdHXv7+ntDz7UEUd8q1irPSCsW7eeOssTdVaYrRs3tXQRMhzavp0GH/Ntme3a15lW58CxkV5ducY29WC1/gO/AqY04Siy8Vkan2PDP/+pww87rJ6pDZzBb+IE7+iGwwnvZYR115Przjve3ndNWUf2Gpsi+1pzSdq0abMOPfQQz5im/BU1PKFuZJ6jLNllbnjQMyb3uuvMX8/9jXK9b845c5THcdKho7mnOmc5WtKxnTrq1IMPbuli+A7bzvxRZ4XZtWVLSxehjuMP6qxOhxzS+IzIwHcgf9RZYWq+/roo6ynqCd0uHTro2M6d1OuEE4q52v1euLqaOssTdVaYpdWt70ClY1mZep1ycksXw3eWxmLqdcopLV0MX1m6dKl6/cu/tHQxfGfp0qUtXYQ6DiovZxtQALad+aPOCtMa9zcObduWf8sC8B3IH3VWmGLtbzS1bycAAAAAAECr1WAPDsdxFI3mf51aJBIpuEAHKuosf9RZYfKpt3A4nPdNyQppN/i3LAz1lj/qrDC0G/sP6i1/1FlhaDf2H9Rb/qizwhSj3TCcXBcqe95g+fLlhZUOgO/16NGjyTfATaHdAA5stBsA8kW7ASBf9bUbDQYchfbgALB/aK4zKgD2H7QbAPJFuwEgXwX14AAAAAAAAPADbjIKAAAAAAB8j4ADAAAAAAD4HgEHAAAAAADwPQIOAAAAAADgewQcAAAAAADA9wg4AAAAAACA7xFwAAAAAAAA3yPgAAAAAAAAvkfAAQAAAAAAfI+AAwAAAAAA+B4BBwAAAAAA8D0CDgAAAAAA4HsEHAeA9evX69RTT81rmccff1xvvvlmg/NMmjRJM2fO3JuiASiS+r7ne/M9Xbx4sQYMGJBz2scff6z777+/oPU2Zvr06Xr55Zcbne9Xv/qV3n///X1SBgCZmtLGePcdRo0apeeee65ZyjZo0CDt3LmzWd4LQEIhxxf7SmsqC1pesKULgNZp8eLFOu644xqc5+abb26m0gAo1L76nn755ZfavHnzPln30qVL1a1bt0bnGzt27D55fwBN521jmrLvsC/MmjWr2d8TANA6EXAcwFatWqXRo0drz5492rJli44//nhNnDhRlZWVWr58ucaPH6+amho9+OCDmjt3rg4++GBJ0mWXXaaf//zn+t///V9169ZN1157rSorKzV16lTFYjHt2LFDP/7xj3XVVVe18CcEMGrUKPd7unLlSo0dO1bbt2+XZVkaMWKELr30UklSZWWlXnjhBZmmqY4dO+rhhx+WJFVXV+vWW2/VV199pUgkojFjxujwww/X7373O+3atUt33323fvOb32j+/Pl68sknFYvFVFpaqrvuukunnnqqJk+erA0bNmjLli3asGGDDjnkED3yyCPq0qWLXnnlFU2ZMkWhUEglJSUaPXq0Vq1apfnz52vhwoUqLS3V8OHD9eSTT2revHmybVuHH364/vM//1OHHHKIRowYoeHDh6tHjx4aOXKk+vbtq2XLlmnnzp2644471L9//5aseuCAkGpjSktL3X2HQCAgSfr73/+uYcOGaevWrerWrZt++9vfqk2bNurevbsWLVqkTp06SZI73KFDB40bN07Lli3Tnj175DiOxowZo169emnUqFGqqKjQ559/rk2bNql79+56+OGHVV5e7i5fWlqqX//611qzZo22b9+u8vJyTZgwQcccc0xLVhFwQPHud3iHBw0apMGDB2vs2LHq27evJk6cqGXLlum5557Tli1bNHr0aG3cuFGxWEzf//739bOf/Uzr16/X1Vdfrd69e2v58uWyLEs33XSTpk6dqq+++ko9evTQo48+KkmybVu/+tWv9OmnnyoYDOree+9Vz549FYvF9NBDD2nRokUKBAI65ZRTdPfdd6uiokL9+vXTpEmTdPLJJ0uSO9yxY0cNHz5cxx57rDZs2KCXXnpJCxYs0NNPP63S0lKdddZZ+p//+R999tlnLVbPqB+XqBzApk2bpsGDB2vatGmaN2+e1q9fr7fffts9YLjzzjs1ZMgQ9e/fX6+99pokaeXKldq6davOOeccdz179uzR9OnT9fTTT2vmzJl67LHH9Mgjj7TUxwKQQzwe10033aTbb79dM2bM0B/+8Ac9//zz+uijj7RixQpNmDBBzz77rGbPnq1+/frpySeflCRt2rRJI0eO1KxZszRs2DBNnjxZXbt21U033aTTTjtNv/nNb7R69Wo99thjbhvw4IMP6he/+IWqq6slSUuWLNGkSZM0Z84clZWVacqUKbIsS+PGjdOzzz6rV199VZdffrmWLl2q/v37q1+/fho5cqSGDx+umTNn6osvvtD06dM1a9Ys9e3bV/fee2+dz7du3Tr16dNHlZWVuv322zVu3LhmrV/gQOfdd0iFi5s3b9YLL7yguXPnavPmzZo3b16D61i2bJmqqqo0depUvfHGGxoyZIieeeYZd/ry5cv13HPP6Y033tCGDRs0Z86cjOXfffddtWvXTlOnTtXcuXPVo0ePJl3uBmDfO+igg/TQQw/pvvvu01/+8hfNnDlTv/3tb2Wapu644w4NHTpUM2bMUGVlpd5//3298cYbkhKXn/Tt21czZsxQz549NXbsWD366KN6/fXXtWTJEn300UeSpNraWvXu3VszZ87ULbfcoptvvlnRaFRPPvmkqqqqNGvWLM2aNUu2bWv8+PGNlnfTpk264YYbNHfuXO3cuVMTJkzQ73//e82cOVMVFRWyLGuf1hcKRw+OA9gdd9yhhQsX6plnntHq1atVVVXlHpB4XXbZZXrggQd07bXX6tVXX9XQoUNlmulsrLy8XE899ZTeeecdrV69WitWrMi5HgAtZ/Xq1Vq7dq3uueced1xtba0+++wzRSIR9enTR127dpUkjRw5UlKiu/kRRxyh7373u5Kk448/Xq+++mqddS9cuFBVVVXucpJkGIbWrl0rSTrjjDNUUVEhSTrxxBO1Y8cOBQIBXXjhhRo2bJjOPfdc9enTR3379q2z7r/+9a/65JNPNHToUEmJMzQ1NTV15guFQu7yJ554orZv355vFQEosn/7t39TWVmZJKlbt27atm1bg/Ofeuqpat++vaZMmaJ169Zp8eLFKi8vd6efc845CofDkqTvfOc72rFjR8byF154oY444gi99NJLWrNmjT744AOuywdakT59+ujiiy/WL37xC/3hD39Qp06dVF1drQ8//FA7duzQpEmTJCV6j65YsUKnnHKKQqGQ+vXrJ0k68sgjdeqpp7r7FF26dNGOHTvUpUsXtWvXThdffLH7PpL01Vdf6d1339Wtt96qUCgkSRoxYoRuvPHGRssaDAbVs2dPSdKCBQvUu3dvHXrooZKkH/7wh5o8eXIRawbFRMBxALvttttkWZYuuuginXvuudq4caMcx6kz32mnnaZ4PK6PP/5Yf/7znzV16tSM6Zs2bdIVV1yhyy+/XL169dKFF16ov/71r831MQA0gWVZatu2bca16lu3blXbtm01depUGYbhjq+trdWGDRskyd0hkBKhRa42wrZtnX322Zo4caI7buPGjerSpYv+8pe/qLS0NOc6JkyYoC+++ELvv/++nn76ac2aNcvdufGu+7rrrnMveYtGo3UOalLlTAWv3s8CoOUEg+ndzPraj2g06r5+++23NXbsWF1zzTU6//zzdcwxx7g9SCXV25akvPLKK5o2bZqGDx+ugQMHqkOHDlq/fn0xPxKARmR/N2OxmPvacRytXLlSBx10kD766COddtppsm1bjuNoypQpbiC6bds2lZSU6JtvvlEoFMrYrnv3S7y8J1+lxP5DKBSSbdsZy9u2XadMKd72KBwOu21YIBDImC91GR5aJy5ROYAtWLBAN954o5t2Llu2zO1uFQgEFI/H3Xkvu+wyPfjgg+revbt7ljdl+fLl6tSpk2644Qb16dPHDTfougW0HkcffbRKS0vdgGPjxo0aMGCAli9frjPPPFOLFi1SVVWVJGnKlCmNXmbmbSPOPvtsLVy4UCtXrpQkvfPOO7rkkktUW1tb7/Lbtm1T37591aFDB40cOVK33HKLPvnkkzrrTl12snv3bkmJX2y4884796ImAOwr2fsO9enUqZP7ff/zn//sjl+4cKHOO+88XXXVVerRo4fefPPNvPYlFixYoCFDhuiyyy7T0Ucfrfnz57MvAjSzjh07avny5ZISl6l98MEH7rTf//73qq6u1quvvqrf//73+vjjj1VRUaGePXvqhRdekCTt3LlTV155pd5666283nf79u3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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg, col='country', col_wrap=4, \n", " height=2,aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'emigrants', color='darkgrey')\n", "g.map(plt.fill_between, 'year', 'emigrants', color='darkgrey', alpha=0.5)\n", "\n", "g.map(plt.plot, 'year', 'reporting_country_emi', color='cadetblue')\n", "g.map(plt.fill_between, 'year', 'reporting_country_emi', color='cadetblue', alpha=0.5)\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Total emigrants': 'darkgrey',\n", " 'Reporting country emigrants' : 'cadetblue'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.58, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Foreign vs. Reporting Country Emigration', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0Unnamed: 1Unnamed: 2Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9...Unnamed: 68Unnamed: 69Unnamed: 70Unnamed: 71Unnamed: 72Unnamed: 73Unnamed: 74Unnamed: 75Unnamed: 76Unnamed: 77
0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3United NationsNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4Population DivisionNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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300285EstimatesBermuda1460Country/Area91837.25637.838.437...65.07664.73764.38164.03863.69563.3663.0462.76362.50862.273
301286EstimatesCanadaNaN124Country/Area91813733.414078.414445.5...34539.23492235296.535664.336026.736382.936732.137074.63741137742.2
302287EstimatesGreenland26304Country/Area91822.99323.46623.936...56.55556.47756.41256.38356.37856.40856.47356.56556.6656.772
303288EstimatesSaint Pierre and Miquelon2666Country/Area9184.5674.6094.648...6.3236.2516.1686.0735.9925.9335.8855.8455.8215.795
304289EstimatesUnited States of America35840Country/Area918158804160872163266...311584314044316401318673320878323016325085327096329065331003
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305 rows × 78 columns

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" ], "text/plain": [ " Unnamed: 0 Unnamed: 1 Unnamed: 2 Unnamed: 3 \\\n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN \n", "3 United Nations NaN NaN NaN \n", "4 Population Division NaN NaN NaN \n", ".. ... ... ... ... \n", "300 285 Estimates Bermuda 14 \n", "301 286 Estimates Canada NaN \n", "302 287 Estimates Greenland 26 \n", "303 288 Estimates Saint Pierre and Miquelon 2 \n", "304 289 Estimates United States of America 35 \n", "\n", " Unnamed: 4 Unnamed: 5 Unnamed: 6 Unnamed: 7 Unnamed: 8 Unnamed: 9 ... \\\n", "0 NaN NaN NaN NaN NaN NaN ... \n", "1 NaN NaN NaN NaN NaN NaN ... \n", "2 NaN NaN NaN NaN NaN NaN ... \n", "3 NaN NaN NaN NaN NaN NaN ... \n", "4 NaN NaN NaN NaN NaN NaN ... \n", ".. ... ... ... ... ... ... ... \n", "300 60 Country/Area 918 37.256 37.8 38.437 ... \n", "301 124 Country/Area 918 13733.4 14078.4 14445.5 ... \n", "302 304 Country/Area 918 22.993 23.466 23.936 ... \n", "303 666 Country/Area 918 4.567 4.609 4.648 ... \n", "304 840 Country/Area 918 158804 160872 163266 ... \n", "\n", " Unnamed: 68 Unnamed: 69 Unnamed: 70 Unnamed: 71 Unnamed: 72 Unnamed: 73 \\\n", "0 NaN NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN NaN \n", "3 NaN NaN NaN NaN NaN NaN \n", "4 NaN NaN NaN NaN NaN NaN \n", ".. ... ... ... ... ... ... \n", "300 65.076 64.737 64.381 64.038 63.695 63.36 \n", "301 34539.2 34922 35296.5 35664.3 36026.7 36382.9 \n", "302 56.555 56.477 56.412 56.383 56.378 56.408 \n", "303 6.323 6.251 6.168 6.073 5.992 5.933 \n", "304 311584 314044 316401 318673 320878 323016 \n", "\n", " Unnamed: 74 Unnamed: 75 Unnamed: 76 Unnamed: 77 \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", ".. ... ... ... ... \n", "300 63.04 62.763 62.508 62.273 \n", "301 36732.1 37074.6 37411 37742.2 \n", "302 56.473 56.565 56.66 56.772 \n", "303 5.885 5.845 5.821 5.795 \n", "304 325085 327096 329065 331003 \n", "\n", "[305 rows x 78 columns]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# WORLD POPULATION DATA (IN THOUSANDS)\n", "# https://population.un.org/wpp/Download/Standard/Population/\n", "df_pop = pd.read_excel('world_population.xlsx')\n", "df_pop" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 2Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11...Unnamed: 68Unnamed: 69Unnamed: 70Unnamed: 71Unnamed: 72Unnamed: 73Unnamed: 74Unnamed: 75Unnamed: 76Unnamed: 77
15Region, subregion, country or area *NotesCountry codeTypeParent code19501951195219531954...2011201220132014201520162017201820192020
16WORLDNaN900World02.53643e+062.58403e+062.63086e+062.67761e+062.72485e+06...7.04119e+067.12583e+067.21058e+067.29529e+067.3798e+067.46402e+067.54786e+067.63109e+067.71347e+067.7948e+06
17UN development groupsa1803Label/Separator900................................................
18More developed regionsb901Development Group1803814819824004833720843788854060...1.23956e+061.24411e+061.24845e+061.25262e+061.25662e+061.26048e+061.26415e+061.26756e+061.27063e+061.2733e+06
19Less developed regionsc902Development Group18031.72161e+061.76003e+061.79714e+061.83382e+061.87079e+06...5.80164e+065.88171e+065.96213e+066.04268e+066.12317e+066.20354e+066.28371e+066.36353e+066.44284e+066.52149e+06
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5 rows × 76 columns

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" ], "text/plain": [ " Unnamed: 2 Unnamed: 3 Unnamed: 4 \\\n", "15 Region, subregion, country or area * Notes Country code \n", "16 WORLD NaN 900 \n", "17 UN development groups a 1803 \n", "18 More developed regions b 901 \n", "19 Less developed regions c 902 \n", "\n", " Unnamed: 5 Unnamed: 6 Unnamed: 7 Unnamed: 8 Unnamed: 9 \\\n", "15 Type Parent code 1950 1951 1952 \n", "16 World 0 2.53643e+06 2.58403e+06 2.63086e+06 \n", "17 Label/Separator 900 ... ... ... \n", "18 Development Group 1803 814819 824004 833720 \n", "19 Development Group 1803 1.72161e+06 1.76003e+06 1.79714e+06 \n", "\n", " Unnamed: 10 Unnamed: 11 ... Unnamed: 68 Unnamed: 69 Unnamed: 70 \\\n", "15 1953 1954 ... 2011 2012 2013 \n", "16 2.67761e+06 2.72485e+06 ... 7.04119e+06 7.12583e+06 7.21058e+06 \n", "17 ... ... ... ... ... ... \n", "18 843788 854060 ... 1.23956e+06 1.24411e+06 1.24845e+06 \n", "19 1.83382e+06 1.87079e+06 ... 5.80164e+06 5.88171e+06 5.96213e+06 \n", "\n", " Unnamed: 71 Unnamed: 72 Unnamed: 73 Unnamed: 74 Unnamed: 75 \\\n", "15 2014 2015 2016 2017 2018 \n", "16 7.29529e+06 7.3798e+06 7.46402e+06 7.54786e+06 7.63109e+06 \n", "17 ... ... ... ... ... \n", "18 1.25262e+06 1.25662e+06 1.26048e+06 1.26415e+06 1.26756e+06 \n", "19 6.04268e+06 6.12317e+06 6.20354e+06 6.28371e+06 6.36353e+06 \n", "\n", " Unnamed: 76 Unnamed: 77 \n", "15 2019 2020 \n", "16 7.71347e+06 7.7948e+06 \n", "17 ... ... \n", "18 1.27063e+06 1.2733e+06 \n", "19 6.44284e+06 6.52149e+06 \n", "\n", "[5 rows x 76 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Select subset of dataframe\n", "df_pop = df_pop.iloc[15:, 2:]\n", "df_pop.head()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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15Region, subregion, country or area *NotesCountry codeTypeParent code19501951195219531954...2011201220132014201520162017201820192020
16WORLDNaN900World02.53643e+062.58403e+062.63086e+062.67761e+062.72485e+06...7.04119e+067.12583e+067.21058e+067.29529e+067.3798e+067.46402e+067.54786e+067.63109e+067.71347e+067.7948e+06
17UN development groupsa1803Label/Separator900................................................
18More developed regionsb901Development Group1803814819824004833720843788854060...1.23956e+061.24411e+061.24845e+061.25262e+061.25662e+061.26048e+061.26415e+061.26756e+061.27063e+061.2733e+06
19Less developed regionsc902Development Group18031.72161e+061.76003e+061.79714e+061.83382e+061.87079e+06...5.80164e+065.88171e+065.96213e+066.04268e+066.12317e+066.20354e+066.28371e+066.36353e+066.44284e+066.52149e+06
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5 rows × 76 columns

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" ], "text/plain": [ "15 Region, subregion, country or area * Notes Country code Type \\\n", "16 WORLD NaN 900 World \n", "17 UN development groups a 1803 Label/Separator \n", "18 More developed regions b 901 Development Group \n", "19 Less developed regions c 902 Development Group \n", "20 Least developed countries d 941 Development Group \n", "\n", "15 Parent code 1950 1951 1952 1953 \\\n", "16 0 2.53643e+06 2.58403e+06 2.63086e+06 2.67761e+06 \n", "17 900 ... ... ... ... \n", "18 1803 814819 824004 833720 843788 \n", "19 1803 1.72161e+06 1.76003e+06 1.79714e+06 1.83382e+06 \n", "20 902 195428 199180 203015 206986 \n", "\n", "15 1954 ... 2011 2012 2013 2014 \\\n", "16 2.72485e+06 ... 7.04119e+06 7.12583e+06 7.21058e+06 7.29529e+06 \n", "17 ... ... ... ... ... ... \n", "18 854060 ... 1.23956e+06 1.24411e+06 1.24845e+06 1.25262e+06 \n", "19 1.87079e+06 ... 5.80164e+06 5.88171e+06 5.96213e+06 6.04268e+06 \n", "20 211133 ... 856471 876867 897793 919223 \n", "\n", "15 2015 2016 2017 2018 2019 \\\n", "16 7.3798e+06 7.46402e+06 7.54786e+06 7.63109e+06 7.71347e+06 \n", "17 ... ... ... ... ... \n", "18 1.25662e+06 1.26048e+06 1.26415e+06 1.26756e+06 1.27063e+06 \n", "19 6.12317e+06 6.20354e+06 6.28371e+06 6.36353e+06 6.44284e+06 \n", "20 941131 963520 986385 1.00969e+06 1.03339e+06 \n", "\n", "15 2020 \n", "16 7.7948e+06 \n", "17 ... \n", "18 1.2733e+06 \n", "19 6.52149e+06 \n", "20 1.05744e+06 \n", "\n", "[5 rows x 76 columns]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create new column header\n", "df_pop.columns = df_pop.iloc[0]\n", "df_pop = df_pop[1:]\n", "\n", "df_pop.head()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Region, subregion, country or area *
WORLD2.53643e+062.58403e+062.63086e+062.67761e+062.72485e+062.77302e+062.82244e+062.87331e+062.92569e+062.97958e+06...7.04119e+067.12583e+067.21058e+067.29529e+067.3798e+067.46402e+067.54786e+067.63109e+067.71347e+067.7948e+06
UN development groups...............................................................
More developed regions814819824004833720843788854060864430874824885207895576905949...1.23956e+061.24411e+061.24845e+061.25262e+061.25662e+061.26048e+061.26415e+061.26756e+061.27063e+061.2733e+06
Less developed regions1.72161e+061.76003e+061.79714e+061.83382e+061.87079e+061.90859e+061.94762e+061.9881e+062.03011e+062.07363e+06...5.80164e+065.88171e+065.96213e+066.04268e+066.12317e+066.20354e+066.28371e+066.36353e+066.44284e+066.52149e+06
Least developed countries195428199180203015206986211133215486220061224862229882235106...8564718768678977939192239411319635209863851.00969e+061.03339e+061.05744e+06
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5 rows × 71 columns

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" ], "text/plain": [ "15 1950 1951 1952 \\\n", "Region, subregion, country or area * \n", "WORLD 2.53643e+06 2.58403e+06 2.63086e+06 \n", "UN development groups ... ... ... \n", "More developed regions 814819 824004 833720 \n", "Less developed regions 1.72161e+06 1.76003e+06 1.79714e+06 \n", "Least developed countries 195428 199180 203015 \n", "\n", "15 1953 1954 1955 \\\n", "Region, subregion, country or area * \n", "WORLD 2.67761e+06 2.72485e+06 2.77302e+06 \n", "UN development groups ... ... ... \n", "More developed regions 843788 854060 864430 \n", "Less developed regions 1.83382e+06 1.87079e+06 1.90859e+06 \n", "Least developed countries 206986 211133 215486 \n", "\n", "15 1956 1957 1958 \\\n", "Region, subregion, country or area * \n", "WORLD 2.82244e+06 2.87331e+06 2.92569e+06 \n", "UN development groups ... ... ... \n", "More developed regions 874824 885207 895576 \n", "Less developed regions 1.94762e+06 1.9881e+06 2.03011e+06 \n", "Least developed countries 220061 224862 229882 \n", "\n", "15 1959 ... 2011 \\\n", "Region, subregion, country or area * ... \n", "WORLD 2.97958e+06 ... 7.04119e+06 \n", "UN development groups ... ... ... \n", "More developed regions 905949 ... 1.23956e+06 \n", "Less developed regions 2.07363e+06 ... 5.80164e+06 \n", "Least developed countries 235106 ... 856471 \n", "\n", "15 2012 2013 2014 \\\n", "Region, subregion, country or area * \n", "WORLD 7.12583e+06 7.21058e+06 7.29529e+06 \n", "UN development groups ... ... ... \n", "More developed regions 1.24411e+06 1.24845e+06 1.25262e+06 \n", "Less developed regions 5.88171e+06 5.96213e+06 6.04268e+06 \n", "Least developed countries 876867 897793 919223 \n", "\n", "15 2015 2016 2017 \\\n", "Region, subregion, country or area * \n", "WORLD 7.3798e+06 7.46402e+06 7.54786e+06 \n", "UN development groups ... ... ... \n", "More developed regions 1.25662e+06 1.26048e+06 1.26415e+06 \n", "Less developed regions 6.12317e+06 6.20354e+06 6.28371e+06 \n", "Least developed countries 941131 963520 986385 \n", "\n", "15 2018 2019 2020 \n", "Region, subregion, country or area * \n", "WORLD 7.63109e+06 7.71347e+06 7.7948e+06 \n", "UN development groups ... ... ... \n", "More developed regions 1.26756e+06 1.27063e+06 1.2733e+06 \n", "Less developed regions 6.36353e+06 6.44284e+06 6.52149e+06 \n", "Least developed countries 1.00969e+06 1.03339e+06 1.05744e+06 \n", "\n", "[5 rows x 71 columns]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Cleaning up index\n", "df_pop.set_index('Region, subregion, country or area *',inplace=True)\n", "df_pop.drop(['Notes','Country code','Type','Parent code'],axis=1, inplace=True)\n", "df_pop.head()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1950195119521953195419551956195719581959...2011201220132014201520162017201820192020
WORLD2.53643e+062.58403e+062.63086e+062.67761e+062.72485e+062.77302e+062.82244e+062.87331e+062.92569e+062.97958e+06...7.04119e+067.12583e+067.21058e+067.29529e+067.3798e+067.46402e+067.54786e+067.63109e+067.71347e+067.7948e+06
UN development groups...............................................................
More developed regions814819824004833720843788854060864430874824885207895576905949...1.23956e+061.24411e+061.24845e+061.25262e+061.25662e+061.26048e+061.26415e+061.26756e+061.27063e+061.2733e+06
Less developed regions1.72161e+061.76003e+061.79714e+061.83382e+061.87079e+061.90859e+061.94762e+061.9881e+062.03011e+062.07363e+06...5.80164e+065.88171e+065.96213e+066.04268e+066.12317e+066.20354e+066.28371e+066.36353e+066.44284e+066.52149e+06
Least developed countries195428199180203015206986211133215486220061224862229882235106...8564718768678977939192239411319635209863851.00969e+061.03339e+061.05744e+06
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5 rows × 71 columns

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" ], "text/plain": [ " 1950 1951 1952 1953 \\\n", "WORLD 2.53643e+06 2.58403e+06 2.63086e+06 2.67761e+06 \n", "UN development groups ... ... ... ... \n", "More developed regions 814819 824004 833720 843788 \n", "Less developed regions 1.72161e+06 1.76003e+06 1.79714e+06 1.83382e+06 \n", "Least developed countries 195428 199180 203015 206986 \n", "\n", " 1954 1955 1956 1957 \\\n", "WORLD 2.72485e+06 2.77302e+06 2.82244e+06 2.87331e+06 \n", "UN development groups ... ... ... ... \n", "More developed regions 854060 864430 874824 885207 \n", "Less developed regions 1.87079e+06 1.90859e+06 1.94762e+06 1.9881e+06 \n", "Least developed countries 211133 215486 220061 224862 \n", "\n", " 1958 1959 ... 2011 \\\n", "WORLD 2.92569e+06 2.97958e+06 ... 7.04119e+06 \n", "UN development groups ... ... ... ... \n", "More developed regions 895576 905949 ... 1.23956e+06 \n", "Less developed regions 2.03011e+06 2.07363e+06 ... 5.80164e+06 \n", "Least developed countries 229882 235106 ... 856471 \n", "\n", " 2012 2013 2014 2015 \\\n", "WORLD 7.12583e+06 7.21058e+06 7.29529e+06 7.3798e+06 \n", "UN development groups ... ... ... ... \n", "More developed regions 1.24411e+06 1.24845e+06 1.25262e+06 1.25662e+06 \n", "Less developed regions 5.88171e+06 5.96213e+06 6.04268e+06 6.12317e+06 \n", "Least developed countries 876867 897793 919223 941131 \n", "\n", " 2016 2017 2018 2019 \\\n", "WORLD 7.46402e+06 7.54786e+06 7.63109e+06 7.71347e+06 \n", "UN development groups ... ... ... ... \n", "More developed regions 1.26048e+06 1.26415e+06 1.26756e+06 1.27063e+06 \n", "Less developed regions 6.20354e+06 6.28371e+06 6.36353e+06 6.44284e+06 \n", "Least developed countries 963520 986385 1.00969e+06 1.03339e+06 \n", "\n", " 2020 \n", "WORLD 7.7948e+06 \n", "UN development groups ... \n", "More developed regions 1.2733e+06 \n", "Less developed regions 6.52149e+06 \n", "Least developed countries 1.05744e+06 \n", "\n", "[5 rows x 71 columns]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get rid of 14 in corner and index name\n", "del df_pop.columns.name\n", "del df_pop.index.name\n", "\n", "df_pop.head()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2008200920102011201220132014201520162017
Belgium10778108591093811013110851115411221112871135411419
Bulgaria7524747374257378733472907245719971517102
Czechia10425104881053610566105811058610591106011061810641
Denmark5497552655545582561056385664568857115732
Germany81065808998082780855809728117481450817878219382658
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" ], "text/plain": [ " 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017\n", "Belgium 10778 10859 10938 11013 11085 11154 11221 11287 11354 11419\n", "Bulgaria 7524 7473 7425 7378 7334 7290 7245 7199 7151 7102\n", "Czechia 10425 10488 10536 10566 10581 10586 10591 10601 10618 10641\n", "Denmark 5497 5526 5554 5582 5610 5638 5664 5688 5711 5732\n", "Germany 81065 80899 80827 80855 80972 81174 81450 81787 82193 82658" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Reduce dataset to select countries and years\n", "df_pop = df_pop.loc[countries].astype('int')\n", "\n", "df_pop = df_pop.loc[:, '2008': '2017']\n", "\n", "# Replace ':' with NaNs and set datatype\n", "df_pop = df_pop.replace(':', np.nan).bfill(axis=1).ffill(axis=1)\n", "\n", "df_pop.head()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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index2008201120142017
0Belgium10778110131122111419
1Bulgaria7524737872457102
2Czechia10425105661059110641
3Denmark5497558256645732
4Germany81065808558145082658
\n", "
" ], "text/plain": [ " index 2008 2011 2014 2017\n", "0 Belgium 10778 11013 11221 11419\n", "1 Bulgaria 7524 7378 7245 7102\n", "2 Czechia 10425 10566 10591 10641\n", "3 Denmark 5497 5582 5664 5732\n", "4 Germany 81065 80855 81450 82658" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Push index into column for graphing\n", "dfi_pop = df_pop.reset_index()\n", "\n", "# Drop columns for graphing\n", "dfi_pop = dfi_pop.drop(['2009','2010','2012','2013', '2015', '2016'],axis=1)\n", "\n", "dfi_pop.head()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set up PairGrid\n", "g = sns.PairGrid(data=dfi_pop.sort_values('2008', ascending=False),\n", " x_vars=dfi_pop.columns[1:], y_vars=['index'],\n", " height=10, aspect=0.3)\n", "\n", "# Create stripplot\n", "g.map(sns.stripplot, size=10, orient='h', palette=sns.cubehelix_palette(32, start=0.5, rot=-0.8, reverse=True),\n", " linewidth=1, edgecolor='w')\n", "\n", "# Set x-axis limits on all columns\n", "g.set(xlim=(-10000, 100000), xlabel=\"Population in thousands\", ylabel=\"\")\n", "\n", "# Column titles\n", "titles = ['2008', '2011', '2014', '2017']\n", "\n", "for ax, title in zip(g.axes.flat, titles):\n", "\n", " # Set a different title for each axes\n", " ax.set(title=title)\n", "\n", " # Make the grid horizontal instead of vertical\n", " ax.xaxis.grid(False)\n", " ax.yaxis.grid(True)\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Population by Country', size=16, weight='demi')\n", "\n", "sns.despine(left=True, bottom=True);" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 320 entries, 0 to 319\n", "Data columns (total 6 columns):\n", "country 320 non-null object\n", "year 320 non-null object\n", "immigrants 320 non-null float64\n", "emigrants 320 non-null float64\n", "reporting_country_emi 320 non-null float64\n", "pop_in_thous 320 non-null int64\n", "dtypes: float64(3), int64(1), object(2)\n", "memory usage: 17.5+ KB\n" ] } ], "source": [ "# Pivot data to long-form for visual analysis\n", "dfg_pop = df_to_longform(df_pop, 'pop_in_thous')\n", "\n", "dfg = pd.merge(dfg, dfg_pop, on=['country', 'year'])\n", "\n", "dfg.info()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearimmigrantsemigrantsreporting_country_emipop_in_thousimmigrants_per_capitaemigrants_per_capita
0Austria200873772.051563.018168.083418.8445036.181873
1Austria200969295.053244.016376.083728.2769956.359771
2Austria201070978.051651.016059.084098.4407186.142347
3Austria201182230.051197.014401.084539.7279076.056666
4Austria201291557.051812.015443.0850210.7688786.094096
\n", "
" ], "text/plain": [ " country year immigrants emigrants reporting_country_emi pop_in_thous \\\n", "0 Austria 2008 73772.0 51563.0 18168.0 8341 \n", "1 Austria 2009 69295.0 53244.0 16376.0 8372 \n", "2 Austria 2010 70978.0 51651.0 16059.0 8409 \n", "3 Austria 2011 82230.0 51197.0 14401.0 8453 \n", "4 Austria 2012 91557.0 51812.0 15443.0 8502 \n", "\n", " immigrants_per_capita emigrants_per_capita \n", "0 8.844503 6.181873 \n", "1 8.276995 6.359771 \n", "2 8.440718 6.142347 \n", "3 9.727907 6.056666 \n", "4 10.768878 6.094096 " ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create immigrants/emigrants per capita data\n", "dfg['immigrants_per_capita'] = dfg['immigrants']/dfg['pop_in_thous']\n", "dfg['emigrants_per_capita'] = dfg['emigrants']/dfg['pop_in_thous']\n", "\n", "dfg.head()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg, col='country', col_wrap=4, \n", " height=2, aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'immigrants_per_capita', color='darkorange')\n", "g.map(plt.fill_between, 'year', 'immigrants_per_capita', color='darkorange', alpha=0.5)\n", "\n", "g.map(plt.plot, 'year', 'emigrants_per_capita', color='darkgrey')\n", "g.map(plt.fill_between, 'year', 'emigrants_per_capita', color='darkgrey', alpha=0.5)\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Immigrants per capita': 'darkorange',\n", " 'Emigrants per capita' : 'darkgrey'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.59, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Immigration & Emigration Per Capita', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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country200920132017
0Belgium348781.1392339.8439174.5
1Bulgaria37317.741858.151663.0
2Czechia148682.0157741.6191721.8
3Denmark231278.0258742.7292806.1
4Germany2445730.02811350.03244990.0
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" ], "text/plain": [ " country 2009 2013 2017\n", "0 Belgium 348781.1 392339.8 439174.5\n", "1 Bulgaria 37317.7 41858.1 51663.0\n", "2 Czechia 148682.0 157741.6 191721.8\n", "3 Denmark 231278.0 258742.7 292806.1\n", "4 Germany 2445730.0 2811350.0 3244990.0" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# GDP IN MILLION EUROS DATA\n", "# https://ec.europa.eu/eurostat/cache/metadata/en/nama10_esms.htm\n", "df_gdp = clean_eurostat_excel('nama_10_gdp.xlsx','GDP_million_euro')\n", "\n", "df_gdp2 = df_gdp.drop(['2010', '2011', '2012', '2014', '2015', '2016', '2018'],axis=1)\n", "\n", "df_gdp2 = df_gdp2.reset_index()\n", "\n", "df_gdp2 = df_gdp2.rename(columns = {'index':'country'})\n", "\n", "df_gdp2.head()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Style\n", "sns.set(style='whitegrid')\n", "\n", "# Set up PairGrid\n", "g = sns.PairGrid(data=df_gdp2.sort_values('2009', ascending=False),\n", " x_vars=df_gdp2.columns[1:], y_vars=['country'],\n", " height=10, aspect=0.3)\n", "\n", "# Create stripplot\n", "g.map(sns.stripplot, size=10, orient='h', palette=sns.cubehelix_palette(32, start=0.5, rot=-0.8, reverse=True),\n", " linewidth=1, edgecolor='w')\n", "\n", "# Set x-axis limits on all columns\n", "g.set(xlim=(-150000, 3500000), xlabel=\"GDP\", ylabel=\"\")\n", "\n", "# Column titles\n", "titles =['2009', '2013', '2017']\n", "\n", "for ax, title in zip(g.axes.flat, titles):\n", "\n", " # Set a different title for each axes\n", " ax.set(title=title)\n", "\n", " # Make the grid horizontal instead of vertical\n", " ax.xaxis.grid(False)\n", " ax.yaxis.grid(True)\n", "\n", "sns.despine(left=True, bottom=True)\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('GDP', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearimmigrantsemigrantsreporting_country_emipop_in_thousimmigrants_per_capitaemigrants_per_capitaGDP
0Austria200969295.053244.016376.083728.2769956.359771288044.0
1Austria201070978.051651.016059.084098.4407186.142347295896.6
2Austria201182230.051197.014401.084539.7279076.056666310128.7
3Austria201291557.051812.015443.0850210.7688786.094096318653.0
4Austria2013101866.054071.015368.0855611.9057976.319659323910.2
\n", "
" ], "text/plain": [ " country year immigrants emigrants reporting_country_emi pop_in_thous \\\n", "0 Austria 2009 69295.0 53244.0 16376.0 8372 \n", "1 Austria 2010 70978.0 51651.0 16059.0 8409 \n", "2 Austria 2011 82230.0 51197.0 14401.0 8453 \n", "3 Austria 2012 91557.0 51812.0 15443.0 8502 \n", "4 Austria 2013 101866.0 54071.0 15368.0 8556 \n", "\n", " immigrants_per_capita emigrants_per_capita GDP \n", "0 8.276995 6.359771 288044.0 \n", "1 8.440718 6.142347 295896.6 \n", "2 9.727907 6.056666 310128.7 \n", "3 10.768878 6.094096 318653.0 \n", "4 11.905797 6.319659 323910.2 " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Pivot data to long-form for visual analysis\n", "dfg_gdp = df_to_longform(df_gdp, 'GDP')\n", "\n", "# merge population and GDP data\n", "dfg = pd.merge(dfg, dfg_gdp, on=['country', 'year'])\n", "\n", "dfg.head()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 288 entries, 0 to 287\n", "Data columns (total 10 columns):\n", "country 288 non-null object\n", "year 288 non-null object\n", "immigrants 288 non-null float64\n", "emigrants 288 non-null float64\n", "reporting_country_emi 288 non-null float64\n", "pop_in_thous 288 non-null int64\n", "immigrants_per_capita 288 non-null float64\n", "emigrants_per_capita 288 non-null float64\n", "GDP 288 non-null float64\n", "GDP_pc 288 non-null float64\n", "dtypes: float64(7), int64(1), object(2)\n", "memory usage: 24.8+ KB\n" ] } ], "source": [ "# Create GDP per capita variable\n", "dfg['GDP_pc'] = dfg['GDP']/dfg['pop_in_thous']\n", "\n", "dfg.info()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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yearcountry200920132017
0Austria34.40563837.85766741.988411
1Belgium32.11908135.17480738.459979
2Bulgaria4.9936715.7418527.274430
3Croatia10.39977010.23835411.714371
4Cyprus17.00865215.74365716.997201
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" ], "text/plain": [ "year country 2009 2013 2017\n", "0 Austria 34.405638 37.857667 41.988411\n", "1 Belgium 32.119081 35.174807 38.459979\n", "2 Bulgaria 4.993671 5.741852 7.274430\n", "3 Croatia 10.399770 10.238354 11.714371\n", "4 Cyprus 17.008652 15.743657 16.997201" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Pivot data into wide-form for graphing\n", "df_gdp_pc = dfg.pivot(index='country', columns='year')['GDP_pc'].reset_index()\n", "\n", "df_gdp_pc = df_gdp_pc.drop(['2010', '2011', '2012', '2014', '2015', '2016'], axis=1)\n", "\n", "df_gdp_pc.head()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Style\n", "sns.set(style='whitegrid')\n", "\n", "# Set up PairGrid\n", "g = sns.PairGrid(data=df_gdp_pc.sort_values('2009', ascending=False),\n", " x_vars=df_gdp_pc.columns[1:], y_vars=['country'],\n", " height=10, aspect=0.3)\n", "\n", "# Create stripplot\n", "g.map(sns.stripplot, size=10, orient='h', palette=sns.cubehelix_palette(32, start=0.5, rot=-0.8, reverse=True),\n", " linewidth=1, edgecolor='w')\n", "\n", "# Set x-axis limits on all columns\n", "g.set(xlim=(-10, 170), xlabel=\"GDP Per Capita\", ylabel=\"\")\n", "\n", "# Column titles\n", "titles =['2009', '2013', '2017']\n", "\n", "for ax, title in zip(g.axes.flat, titles):\n", "\n", " # Set a different title for each axes\n", " ax.set(title=title)\n", "\n", " # Make the grid horizontal instead of vertical\n", " ax.xaxis.grid(False)\n", " ax.yaxis.grid(True)\n", "\n", "sns.despine(left=True, bottom=True)\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('GDP Per Capita', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 288 entries, 0 to 287\n", "Data columns (total 12 columns):\n", "country 288 non-null object\n", "year 288 non-null object\n", "immigrants 288 non-null float64\n", "emigrants 288 non-null float64\n", "reporting_country_emi 288 non-null float64\n", "pop_in_thous 288 non-null int64\n", "immigrants_per_capita 288 non-null float64\n", "emigrants_per_capita 288 non-null float64\n", "GDP 288 non-null float64\n", "GDP_pc 288 non-null float64\n", "immigrants_per_GDP 288 non-null float64\n", "emigrants_per_GDP 288 non-null float64\n", "dtypes: float64(9), int64(1), object(2)\n", "memory usage: 29.2+ KB\n" ] } ], "source": [ "# Create variables immigrants/emigrants per GDP\n", "dfg['immigrants_per_GDP'] = dfg['immigrants']/dfg['GDP']\n", "dfg['emigrants_per_GDP'] = dfg['emigrants']/dfg['GDP']\n", "\n", "dfg.info()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg, col='country', col_wrap=4, height=1.8,\n", " aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'immigrants_per_GDP', color='darkorange')\n", "g.map(plt.fill_between, 'year', 'immigrants_per_GDP', color='darkorange', alpha=0.4)\n", "\n", "g.map(plt.plot, 'year', 'emigrants_per_GDP', color='darkgrey')\n", "g.map(plt.fill_between, 'year', 'emigrants_per_GDP', color='darkgrey', alpha=0.6)\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Immigrants per GDP': 'darkorange',\n", " 'Emigrants per GDP' : 'darkgrey'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.61, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Immigration & Emigration per GDP', size=16, weight='demi');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Maps of 2015 Immigration to the EU" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ADMINISO_A3geometry
0ArubaABWPOLYGON ((-69.99694 12.57758, -69.93639 12.531...
1AfghanistanAFGPOLYGON ((71.04980 38.40866, 71.05714 38.40903...
2AngolaAGOMULTIPOLYGON (((11.73752 -16.69258, 11.73851 -...
3AnguillaAIAMULTIPOLYGON (((-63.03767 18.21296, -63.09952 ...
4AlbaniaALBPOLYGON ((19.74777 42.57890, 19.74601 42.57993...
\n", "
" ], "text/plain": [ " ADMIN ISO_A3 geometry\n", "0 Aruba ABW POLYGON ((-69.99694 12.57758, -69.93639 12.531...\n", "1 Afghanistan AFG POLYGON ((71.04980 38.40866, 71.05714 38.40903...\n", "2 Angola AGO MULTIPOLYGON (((11.73752 -16.69258, 11.73851 -...\n", "3 Anguilla AIA MULTIPOLYGON (((-63.03767 18.21296, -63.09952 ...\n", "4 Albania ALB POLYGON ((19.74777 42.57890, 19.74601 42.57993..." ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import geopandas\n", "\n", "# GEOJSON POLYGON COUNTRY DATA\n", "# https://datahub.io/core/geo-countries\n", "world_map = geopandas.read_file('countries.geojson')\n", "\n", "world_map.head()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "geopandas.geodataframe.GeoDataFrame" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(world_map)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Exploring map axes\n", "world_map.plot(figsize=(30,30))\n", "plt.axis([-13,40,30,75]);" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "['Czechia']" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check if country lists of data and maps match\n", "diff = list(set(countries) - set(world_map['ADMIN']))\n", "\n", "diff" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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ADMINISO_A3geometry
60Czech RepublicCZEPOLYGON ((14.39781 51.01311, 14.42582 51.02094...
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" ], "text/plain": [ " ADMIN ISO_A3 geometry\n", "60 Czech Republic CZE POLYGON ((14.39781 51.01311, 14.42582 51.02094..." ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Find outlier\n", "world_map[world_map['ADMIN'].str.startswith('Cz')]" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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ADMINISO_A3geometry
60CzechiaCZEPOLYGON ((14.39781 51.01311, 14.42582 51.02094...
\n", "
" ], "text/plain": [ " ADMIN ISO_A3 geometry\n", "60 Czechia CZE POLYGON ((14.39781 51.01311, 14.42582 51.02094..." ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Rename outlier to match data with map\n", "world_map.iat[60,0] = 'Czechia'\n", "\n", "world_map[world_map['ADMIN'].str.startswith('Cz')]" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "diff = list(set(countries) - set(world_map['ADMIN']))\n", "\n", "diff" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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ADMINISO_A3geometry2008200920102011201220132014201520162017
16AustriaAUTPOLYGON ((15.16179 48.93722, 15.23807 48.95076...73772.069295.070978.082230.091557.0101866.0116262.0166323.0129509.0111801.0
19BelgiumBELPOLYGON ((4.81545 51.43107, 4.82268 51.41368, ...135281.0135281.0135281.0147377.0129477.0120078.0123158.0146626.0123702.0126703.0
23BulgariaBGRPOLYGON ((22.91956 43.83422, 23.05255 43.84282...14103.014103.014103.014103.014103.018570.026615.025223.021241.025597.0
40SwitzerlandCHEPOLYGON ((8.61744 47.75732, 8.62984 47.76280, ...184297.0160623.0161778.0148799.0149051.0160157.0156282.0153627.0149305.0143377.0
59CyprusCYPMULTIPOLYGON (((33.77399 34.98867, 33.77792 34...21060.022581.020206.023037.017476.013149.09212.015183.017391.021306.0
60CzechiaCZEPOLYGON ((14.39781 51.01311, 14.42582 51.02094...108267.075620.048317.027114.034337.030124.029897.029602.064083.051847.0
61GermanyDEUMULTIPOLYGON (((6.74220 53.57836, 6.74952 53.5...682146.0346216.0404055.0489422.0592175.0692713.0884893.01543848.01029852.0917109.0
64DenmarkDNKMULTIPOLYGON (((11.25603 54.95458, 11.30348 54...57357.051800.052236.052833.054409.060312.068388.078492.074383.068579.0
71SpainESPMULTIPOLYGON (((-17.88512 27.79792, -17.92642 ...599075.0392962.0360705.0371331.0304053.0280772.0305454.0342114.0414746.0532132.0
72EstoniaESTMULTIPOLYGON (((23.27019 57.78563, 23.25025 57...3671.03884.02810.03709.02639.04109.03904.015413.014822.017616.0
74FinlandFINMULTIPOLYGON (((22.44370 59.85147, 22.42774 59...29114.026699.025636.029481.031278.031941.031507.028746.034905.031797.0
77FranceFRAMULTIPOLYGON (((55.50131 -20.87322, 55.51401 -...296608.0296970.0307111.0319816.0327431.0338752.0340383.0364221.0378115.0369964.0
81United KingdomGBRMULTIPOLYGON (((-6.28751 49.91401, -6.29727 49...590242.0566514.0590950.0566044.0498040.0526046.0631991.0631452.0588993.0644209.0
90GreeceGRCMULTIPOLYGON (((24.13526 34.82176, 24.13526 34...66529.058613.060462.060089.058200.057946.059013.064446.0116867.0112247.0
99CroatiaHRVMULTIPOLYGON (((16.93393 42.77094, 16.93637 42...16883.013213.08846.08534.08959.010378.010638.011706.013985.015553.0
101HungaryHUNPOLYGON ((20.98149 48.51686, 21.00650 48.51815...37652.027894.025519.028018.033702.038968.054581.058344.053618.068070.0
107IrelandIRLMULTIPOLYGON (((-9.82409 51.63890, -9.81697 51...82592.050604.052339.057292.061324.065539.073519.080792.085185.078499.0
110IcelandISLMULTIPOLYGON (((-20.26964 63.40913, -20.27953 ...10288.03921.03948.04073.04960.06406.05368.05635.08710.012116.0
112ItalyITAMULTIPOLYGON (((12.62127 35.49234, 12.61109 35...534712.0442940.0458856.0385793.0350772.0307454.0277631.0280078.0300823.0343440.0
133LiechtensteinLIEPOLYGON ((9.58120 47.05687, 9.56064 47.05240, ...578.0584.0591.0650.0671.0696.0615.0657.0607.0645.0
136LithuaniaLTUMULTIPOLYGON (((20.98894 55.29133, 20.98943 55...9297.06487.05213.015685.019843.022011.024294.022130.020162.020368.0
137LuxembourgLUXPOLYGON ((6.03863 50.14841, 6.06137 50.15074, ...17758.015751.016962.020268.020478.021098.022332.023803.022888.024379.0
138LatviaLVAPOLYGON ((25.33368 58.03181, 25.33988 58.03258...4678.03731.04011.010234.013303.08299.010365.09479.08345.09916.0
150MaltaMLTMULTIPOLYGON (((14.56715 35.84561, 14.56178 35...6043.06161.04275.05465.08256.010897.014454.016936.017051.021676.0
168NetherlandsNLDMULTIPOLYGON (((-68.23729 12.02680, -68.24254 ...143516.0122917.0126776.0130118.0124566.0129428.0145323.0166872.0189232.0189646.0
169NorwayNORMULTIPOLYGON (((3.38258 -54.44931, 3.36451 -54...58123.055953.069214.070337.069908.068313.066903.060816.061460.053351.0
182PolandPOLPOLYGON ((19.00213 54.34492, 19.37721 54.37763...15275.0189166.0155131.0157059.0217546.0220311.0222275.0218147.0208302.0209353.0
185PortugalPRTMULTIPOLYGON (((-16.02310 30.03229, -16.02302 ...29718.032307.027575.019667.014606.017554.019516.029896.029925.036639.0
190RomaniaROUPOLYGON ((26.72238 48.25977, 26.73313 48.27075...138929.0135844.0149885.0147685.0167266.0153646.0136035.0132795.0137455.0177435.0
213SlovakiaSVKPOLYGON ((19.70632 49.38753, 19.72658 49.38887...8765.06346.05272.04829.05419.05149.05357.06997.07686.07188.0
214SloveniaSVNPOLYGON ((16.34343 46.71418, 16.35728 46.71583...30693.030296.015416.014083.015022.013871.013846.015420.016623.018808.0
215SwedenSWEMULTIPOLYGON (((15.67530 56.12010, 15.68336 56...101171.0102280.098801.096467.0103059.0115845.0126966.0134240.0163005.0144489.0
\n", "
" ], "text/plain": [ " ADMIN ISO_A3 geometry \\\n", "16 Austria AUT POLYGON ((15.16179 48.93722, 15.23807 48.95076... \n", "19 Belgium BEL POLYGON ((4.81545 51.43107, 4.82268 51.41368, ... \n", "23 Bulgaria BGR POLYGON ((22.91956 43.83422, 23.05255 43.84282... \n", "40 Switzerland CHE POLYGON ((8.61744 47.75732, 8.62984 47.76280, ... \n", "59 Cyprus CYP MULTIPOLYGON (((33.77399 34.98867, 33.77792 34... \n", "60 Czechia CZE POLYGON ((14.39781 51.01311, 14.42582 51.02094... \n", "61 Germany DEU MULTIPOLYGON (((6.74220 53.57836, 6.74952 53.5... \n", "64 Denmark DNK MULTIPOLYGON (((11.25603 54.95458, 11.30348 54... \n", "71 Spain ESP MULTIPOLYGON (((-17.88512 27.79792, -17.92642 ... \n", "72 Estonia EST MULTIPOLYGON (((23.27019 57.78563, 23.25025 57... \n", "74 Finland FIN MULTIPOLYGON (((22.44370 59.85147, 22.42774 59... \n", "77 France FRA MULTIPOLYGON (((55.50131 -20.87322, 55.51401 -... \n", "81 United Kingdom GBR MULTIPOLYGON (((-6.28751 49.91401, -6.29727 49... \n", "90 Greece GRC MULTIPOLYGON (((24.13526 34.82176, 24.13526 34... \n", "99 Croatia HRV MULTIPOLYGON (((16.93393 42.77094, 16.93637 42... \n", "101 Hungary HUN POLYGON ((20.98149 48.51686, 21.00650 48.51815... \n", "107 Ireland IRL MULTIPOLYGON (((-9.82409 51.63890, -9.81697 51... \n", "110 Iceland ISL MULTIPOLYGON (((-20.26964 63.40913, -20.27953 ... \n", "112 Italy ITA MULTIPOLYGON (((12.62127 35.49234, 12.61109 35... \n", "133 Liechtenstein LIE POLYGON ((9.58120 47.05687, 9.56064 47.05240, ... \n", "136 Lithuania LTU MULTIPOLYGON (((20.98894 55.29133, 20.98943 55... \n", "137 Luxembourg LUX POLYGON ((6.03863 50.14841, 6.06137 50.15074, ... \n", "138 Latvia LVA POLYGON ((25.33368 58.03181, 25.33988 58.03258... \n", "150 Malta MLT MULTIPOLYGON (((14.56715 35.84561, 14.56178 35... \n", "168 Netherlands NLD MULTIPOLYGON (((-68.23729 12.02680, -68.24254 ... \n", "169 Norway NOR MULTIPOLYGON (((3.38258 -54.44931, 3.36451 -54... \n", "182 Poland POL POLYGON ((19.00213 54.34492, 19.37721 54.37763... \n", "185 Portugal PRT MULTIPOLYGON (((-16.02310 30.03229, -16.02302 ... \n", "190 Romania ROU POLYGON ((26.72238 48.25977, 26.73313 48.27075... \n", "213 Slovakia SVK POLYGON ((19.70632 49.38753, 19.72658 49.38887... \n", "214 Slovenia SVN POLYGON ((16.34343 46.71418, 16.35728 46.71583... \n", "215 Sweden SWE MULTIPOLYGON (((15.67530 56.12010, 15.68336 56... \n", "\n", " 2008 2009 2010 2011 2012 2013 2014 \\\n", "16 73772.0 69295.0 70978.0 82230.0 91557.0 101866.0 116262.0 \n", "19 135281.0 135281.0 135281.0 147377.0 129477.0 120078.0 123158.0 \n", "23 14103.0 14103.0 14103.0 14103.0 14103.0 18570.0 26615.0 \n", "40 184297.0 160623.0 161778.0 148799.0 149051.0 160157.0 156282.0 \n", "59 21060.0 22581.0 20206.0 23037.0 17476.0 13149.0 9212.0 \n", "60 108267.0 75620.0 48317.0 27114.0 34337.0 30124.0 29897.0 \n", "61 682146.0 346216.0 404055.0 489422.0 592175.0 692713.0 884893.0 \n", "64 57357.0 51800.0 52236.0 52833.0 54409.0 60312.0 68388.0 \n", "71 599075.0 392962.0 360705.0 371331.0 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143516.0 122917.0 126776.0 130118.0 124566.0 129428.0 145323.0 \n", "169 58123.0 55953.0 69214.0 70337.0 69908.0 68313.0 66903.0 \n", "182 15275.0 189166.0 155131.0 157059.0 217546.0 220311.0 222275.0 \n", "185 29718.0 32307.0 27575.0 19667.0 14606.0 17554.0 19516.0 \n", "190 138929.0 135844.0 149885.0 147685.0 167266.0 153646.0 136035.0 \n", "213 8765.0 6346.0 5272.0 4829.0 5419.0 5149.0 5357.0 \n", "214 30693.0 30296.0 15416.0 14083.0 15022.0 13871.0 13846.0 \n", "215 101171.0 102280.0 98801.0 96467.0 103059.0 115845.0 126966.0 \n", "\n", " 2015 2016 2017 \n", "16 166323.0 129509.0 111801.0 \n", "19 146626.0 123702.0 126703.0 \n", "23 25223.0 21241.0 25597.0 \n", "40 153627.0 149305.0 143377.0 \n", "59 15183.0 17391.0 21306.0 \n", "60 29602.0 64083.0 51847.0 \n", "61 1543848.0 1029852.0 917109.0 \n", "64 78492.0 74383.0 68579.0 \n", "71 342114.0 414746.0 532132.0 \n", "72 15413.0 14822.0 17616.0 \n", "74 28746.0 34905.0 31797.0 \n", "77 364221.0 378115.0 369964.0 \n", "81 631452.0 588993.0 644209.0 \n", "90 64446.0 116867.0 112247.0 \n", "99 11706.0 13985.0 15553.0 \n", "101 58344.0 53618.0 68070.0 \n", "107 80792.0 85185.0 78499.0 \n", "110 5635.0 8710.0 12116.0 \n", "112 280078.0 300823.0 343440.0 \n", "133 657.0 607.0 645.0 \n", "136 22130.0 20162.0 20368.0 \n", "137 23803.0 22888.0 24379.0 \n", "138 9479.0 8345.0 9916.0 \n", "150 16936.0 17051.0 21676.0 \n", "168 166872.0 189232.0 189646.0 \n", "169 60816.0 61460.0 53351.0 \n", "182 218147.0 208302.0 209353.0 \n", "185 29896.0 29925.0 36639.0 \n", "190 132795.0 137455.0 177435.0 \n", "213 6997.0 7686.0 7188.0 \n", "214 15420.0 16623.0 18808.0 \n", "215 134240.0 163005.0 144489.0 " ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Map data for total immigrants\n", "europe_map_imm = pd.merge(world_map, df_imm_total, left_on=['ADMIN'], right_index=True)\n", "\n", "europe_map_imm" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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ADMINISO_A3geometry200920102011201220132014201520162017
16AustriaAUTPOLYGON ((15.16179 48.93722, 15.23807 48.95076...8.2769958.4407189.72790710.76887811.90579713.49529919.16605214.80610512.677288
\n", "
" ], "text/plain": [ " ADMIN ISO_A3 geometry \\\n", "16 Austria AUT POLYGON ((15.16179 48.93722, 15.23807 48.95076... \n", "\n", " 2009 2010 2011 2012 2013 2014 2015 \\\n", "16 8.276995 8.440718 9.727907 10.768878 11.905797 13.495299 19.166052 \n", "\n", " 2016 2017 \n", "16 14.806105 12.677288 " ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Map data for immigrants per capita\n", "df_imm_pc = dfg.pivot(index='country', columns='year')['immigrants_per_capita']\n", "\n", "europe_map_imm_pc = pd.merge(world_map, df_imm_pc, left_on=['ADMIN'], right_index=True)\n", "\n", "europe_map_imm_pc.head(1)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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ADMINISO_A3geometry200920102011201220132014201520162017
16AustriaAUTPOLYGON ((15.16179 48.93722, 15.23807 48.95076...0.2405710.2398740.2651480.2873250.3144880.3489820.4831190.3624660.301923
\n", "
" ], "text/plain": [ " ADMIN ISO_A3 geometry \\\n", "16 Austria AUT POLYGON ((15.16179 48.93722, 15.23807 48.95076... \n", "\n", " 2009 2010 2011 2012 2013 2014 2015 \\\n", "16 0.240571 0.239874 0.265148 0.287325 0.314488 0.348982 0.483119 \n", "\n", " 2016 2017 \n", "16 0.362466 0.301923 " ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Map data for immigrants per GDP\n", "df_imm_gdp = dfg.pivot(index='country', columns='year')['immigrants_per_GDP']\n", "\n", "europe_map_imm_pc = pd.merge(world_map, df_imm_gdp, left_on=['ADMIN'], right_index=True)\n", "\n", "europe_map_imm_pc.head(1)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import cm\n", "from matplotlib.colors import ListedColormap, LinearSegmentedColormap\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "\n", "# Set figure and axis\n", "fig, ax = plt.subplots(1, figsize=(15,15))\n", "plt.axis([-13,40,30,75])\n", "\n", "# Colormap formatting\n", "oranges_middle = cm.get_cmap('Oranges', 512)\n", "Oranges2 = ListedColormap(oranges_middle(np.linspace(0.25, 0.75, 256)))\n", "\n", "# Aligning map layers\n", "ax.set_aspect('equal')\n", "ax.axis('off')\n", "\n", "# Legend formatting\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.1)\n", "\n", "# Plots\n", "world_map.plot(ax=ax, color='silver', edgecolor='white')\n", "\n", "europe_map_imm.plot(ax=ax, column='2015', cmap=Oranges2, legend=True, cax=cax)\n", "\n", "# Title\n", "ax.set_title('European Immigration 2015', fontdict={'fontsize':'28', 'fontweight':'3'});\n" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set figure and axis\n", "fig, ax = plt.subplots(1, figsize=(15,15))\n", "plt.axis([-13,40,30,75])\n", "\n", "# Colormap formatting\n", "oranges_middle = cm.get_cmap('Oranges', 512)\n", "Oranges2 = ListedColormap(oranges_middle(np.linspace(0.25, 0.75, 256)))\n", "\n", "# Aligning map layers\n", "ax.set_aspect('equal')\n", "ax.axis('off')\n", "\n", "# Legend formatting\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.1)\n", "\n", "# Plots\n", "world_map.plot(ax=ax, color='silver', edgecolor='white')\n", "\n", "europe_map_imm_pc.plot(ax=ax, column='2015', cmap=Oranges2, legend=True, cax=cax)\n", "\n", "# Title\n", "ax.set_title('Immigrants per Capita 2015', fontdict={'fontsize':'28', 'fontweight':'3'});\n" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set figure and axis\n", "fig, ax = plt.subplots(1, figsize=(15,15))\n", "plt.axis([-13,40,30,75])\n", "\n", "# Colormap formatting\n", "oranges_middle = cm.get_cmap('Oranges', 512)\n", "Oranges2 = ListedColormap(oranges_middle(np.linspace(0.25, 0.75, 256)))\n", "\n", "# Aligning map layers\n", "ax.set_aspect('equal')\n", "ax.axis('off')\n", "\n", "# Legend formatting\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.1)\n", "\n", "# Plots\n", "world_map.plot(ax=ax, color='silver', edgecolor='white')\n", "europe_map_imm_pc.plot(ax=ax, column='2015', cmap=Oranges2, legend=True, cax=cax)\n", "\n", "# Title\n", "ax.set_title('Immigrants per GDP 2015', fontdict={'fontsize':'28', 'fontweight':'3'});\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Asylum seekers" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearasylum_apps
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" ], "text/plain": [ "Empty DataFrame\n", "Columns: [country, year, asylum_apps]\n", "Index: []" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ASYLUM APPLICATIONS DATA \n", "# https://ec.europa.eu/eurostat/cache/metadata/en/migr_asyapp_esms.htm\n", "df_asylum = clean_eurostat_excel('migr_asylum_apps.xlsx', 'Data')\n", "\n", "dfg_asylum = df_to_longform(df_asylum, 'asylum_apps')\n", "\n", "# Explore remaining missing values\n", "dfg_asylum[dfg_asylum.isnull().sum(axis=1) > 0]" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2009201020112012201320142015201620172018
Belgium21615.026080.031910.028075.021030.022710.044660.018280.018340.022530.0
Bulgaria855.01025.0890.01385.07145.011080.020390.019420.03695.02535.0
Czechia1235.0775.0750.0740.0695.01145.01515.01475.01445.01690.0
Denmark3720.05065.03945.06045.07170.014680.020935.06180.03220.03570.0
Germany32910.048475.053235.077485.0126705.0202645.0476510.0745155.0222560.0184180.0
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" ], "text/plain": [ " 2009 2010 2011 2012 2013 2014 2015 \\\n", "Belgium 21615.0 26080.0 31910.0 28075.0 21030.0 22710.0 44660.0 \n", "Bulgaria 855.0 1025.0 890.0 1385.0 7145.0 11080.0 20390.0 \n", "Czechia 1235.0 775.0 750.0 740.0 695.0 1145.0 1515.0 \n", "Denmark 3720.0 5065.0 3945.0 6045.0 7170.0 14680.0 20935.0 \n", "Germany 32910.0 48475.0 53235.0 77485.0 126705.0 202645.0 476510.0 \n", "\n", " 2016 2017 2018 \n", "Belgium 18280.0 18340.0 22530.0 \n", "Bulgaria 19420.0 3695.0 2535.0 \n", "Czechia 1475.0 1445.0 1690.0 \n", "Denmark 6180.0 3220.0 3570.0 \n", "Germany 745155.0 222560.0 184180.0 " ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_asylum.head()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Empty DataFrame\n", "Columns: [country, year, asylum_accepted_incoming]\n", "Index: []\n", "Empty DataFrame\n", "Columns: [country, year, asylum_accepted_outgoing]\n", "Index: []\n" ] } ], "source": [ "# ASYLUM DECISIONS, OUTGOING\n", "# https://ec.europa.eu/eurostat/cache/metadata/en/migr_dub_esms.htm\n", "df_asyl_accepted_outgoing = clean_eurostat_excel('migr_dubdo.xlsx', 'Accepted - outgoing')\n", "\n", "dfg_asyl_accepted_outgoing = df_to_longform(df_asyl_accepted_outgoing, 'asylum_accepted_outgoing')\n", "\n", "# ASYLUM DECISIONS, INCOMING\n", "# https://ec.europa.eu/eurostat/cache/metadata/en/migr_dub_esms.htm\n", "df_asyl_accepted_incoming = clean_eurostat_excel('migr_dubdi.xlsx', 'Accepted - incoming')\n", "\n", "dfg_asyl_accepted_incoming = df_to_longform(df_asyl_accepted_incoming, 'asylum_accepted_incoming')\n", "\n", "# Explore remaining missing values\n", "print(dfg_asyl_accepted_incoming[dfg_asyl_accepted_incoming.isnull().sum(axis=1) > 0])\n", "print(dfg_asyl_accepted_outgoing[dfg_asyl_accepted_outgoing.isnull().sum(axis=1) > 0])" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 288 entries, 0 to 287\n", "Data columns (total 15 columns):\n", "country 288 non-null object\n", "year 288 non-null object\n", "immigrants 288 non-null float64\n", "emigrants 288 non-null float64\n", "reporting_country_emi 288 non-null float64\n", "pop_in_thous 288 non-null int64\n", "immigrants_per_capita 288 non-null float64\n", "emigrants_per_capita 288 non-null float64\n", "GDP 288 non-null float64\n", "GDP_pc 288 non-null float64\n", "immigrants_per_GDP 288 non-null float64\n", "emigrants_per_GDP 288 non-null float64\n", "asylum_apps 288 non-null float64\n", "asylum_accepted_outgoing 288 non-null float64\n", "asylum_accepted_incoming 288 non-null float64\n", "dtypes: float64(12), int64(1), object(2)\n", "memory usage: 36.0+ KB\n" ] }, { "data": { "text/html": [ "
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countryyearimmigrantsemigrantsreporting_country_emipop_in_thousimmigrants_per_capitaemigrants_per_capitaGDPGDP_pcimmigrants_per_GDPemigrants_per_GDPasylum_appsasylum_accepted_outgoingasylum_accepted_incoming
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" ], "text/plain": [ " country year immigrants emigrants reporting_country_emi pop_in_thous \\\n", "0 Austria 2009 69295.0 53244.0 16376.0 8372 \n", "\n", " immigrants_per_capita emigrants_per_capita GDP GDP_pc \\\n", "0 8.276995 6.359771 288044.0 34.405638 \n", "\n", " immigrants_per_GDP emigrants_per_GDP asylum_apps \\\n", "0 0.240571 0.184847 15780.0 \n", "\n", " asylum_accepted_outgoing asylum_accepted_incoming \n", "0 4632.0 1313.0 " ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Merge multiple into graphing dataframe\n", "dfs = [dfg, dfg_asylum, dfg_asyl_accepted_outgoing, dfg_asyl_accepted_incoming]\n", "\n", "dfg = reduce(lambda left, right: pd.merge(left, right, on=['country', 'year'],\n", " how='inner'), dfs) \n", "\n", "dfg.info()\n", "dfg.head(1)" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg, col='country', col_wrap=4, height=1.8,\n", " aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'immigrants', color='darkorange')\n", "g.map(plt.fill_between, 'year', 'immigrants', color='darkorange', alpha=0.4)\n", "\n", "g.map(plt.plot, 'year', 'asylum_apps', color='deepskyblue')\n", "g.map(plt.fill_between, 'year', 'asylum_apps', color='deepskyblue', alpha=0.5)\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Immigrants': 'darkorange',\n", " 'Asylum applications' : 'deepskyblue'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.555, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Immigrants & Asylum Seekers', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg, col='country', col_wrap=4, height=2.2,\n", " aspect=1.6).set(xticks=np.arange(0,10,3))\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'asylum_apps', color='deepskyblue')\n", "g.map(plt.fill_between, 'year', 'asylum_apps', color='deepskyblue', alpha=0.5)\n", "\n", "g.map(plt.plot, 'year', 'asylum_accepted_incoming', color='indianred')\n", "g.map(plt.fill_between, 'year', 'asylum_accepted_incoming', color='indianred', alpha=0.5)\n", "\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Asylum applications' : 'deepskyblue',\n", " 'Accepted incoming applications': 'indianred'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.61, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Asylum Applications: Total vs. Accepted', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "# Group by country and year for graphing\n", "dfg_grouped_country = dfg.groupby(['country']).sum().reset_index()\n", "\n", "dfg_grouped_year = dfg.groupby(['year']).sum().reset_index()" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "# Split by-country dataframe for clearer graphing\n", "dfg_grouped_country['250k+'] = dfg_grouped_country['asylum_apps'] > 250000\n", "dfg_grouped_country['50k+'] = dfg_grouped_country['asylum_apps'] > 50000\n", "\n", "\n", "dfg_grouped_country.sort_values('asylum_apps', ascending=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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19Luxembourg187959.0100126.017300.04884344.973515183.540802420936.4772.6817054.0155982.13586814775.03623.0978.0FalseFalse
\n", "
" ], "text/plain": [ " country immigrants emigrants reporting_country_emi pop_in_thous \\\n", "4 Cyprus 159541.0 128535.0 11726.0 10273 \n", "14 Ireland 605093.0 653568.0 344522.0 41588 \n", "25 Romania 1338046.0 1789463.0 1746033.0 181212 \n", "20 Malta 105171.0 48184.0 10910.0 3825 \n", "19 Luxembourg 187959.0 100126.0 17300.0 4884 \n", "\n", " immigrants_per_capita emigrants_per_capita GDP GDP_pc \\\n", "4 140.153953 111.826015 169472.3 148.561578 \n", "14 130.661141 141.587784 1889902.8 407.817655 \n", "25 66.494560 88.896998 1328163.0 66.110154 \n", "20 245.048880 112.787062 74198.9 173.919521 \n", "19 344.973515 183.540802 420936.4 772.681705 \n", "\n", " immigrants_per_GDP emigrants_per_GDP asylum_apps \\\n", "4 8.408607 6.945920 22285.0 \n", "14 2.922393 3.319156 17705.0 \n", "25 9.209726 12.307166 17070.0 \n", "20 12.046597 5.766017 15975.0 \n", "19 4.015598 2.135868 14775.0 \n", "\n", " asylum_accepted_outgoing asylum_accepted_incoming 250k+ 50k+ \n", "4 48.0 597.0 False False \n", "14 2380.0 1404.0 False False \n", "25 1430.0 5387.0 False False \n", "20 306.0 4628.0 False False \n", "19 3623.0 978.0 False False " ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create sub-dataframes\n", "dfg_grouped_country_lar = dfg_grouped_country.loc[dfg_grouped_country['250k+'] == True]\n", "dfg_grouped_country_med = dfg_grouped_country.loc[(dfg_grouped_country['50k+'] == True) & \n", " (dfg_grouped_country['250k+'] == False)]\n", "dfg_grouped_country_sma = dfg_grouped_country.loc[dfg_grouped_country['50k+'] == False]\n", "\n", "dfg_grouped_country_sma.head()" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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ODiYkJAQPDw/u3LmjNGlAek3FDz/8wNq1a/H09ATSg7CNGzcqDwAv6sNka2tLcHAwQUFBlC5dmidPnigByMqVK1GpVKxevZqVK1cyd+5cnjx5kmVa+uCgfPnyGdZptVpGjBjB5cuXqVChAi1atFACCH2zOqBcG5KSkpT1ZmZmma53d3fH1tYWPz8/evfubVBj+zLBybNu3brF119/DaTXIJuYmGTIj0qlwsTERKllLVasGJ07dzbIb2b279/P7du36dKlC5aWlgbr9A8p2V3fXwcJTozI9u3b0Wg01K1bl6JFi1K5cmWqVq2KRqNh69atQPpTrKurK0eOHKFBgwZ4e3uTlJRE7dq1AahcuTK1atXi3LlzREdHs2fPHiC97TCnMpsLUqVSKTUv+qeDevXqAVCyZEmALJ9wtVotW7ZsAVCq9fWB1+bNmzP0a3B1dcXa2hqAli1bAmS4Abq7uwPpNwF9PnJyk9RX3+uDjMKFC7NmzRpGjBgBpPfX+OCDD5gxYwaenp6sWrUKyPmFRV/N2r59e+WCoL8pP/92RtOmTYH0L7+pqaly/FxdXXFwcCAoKIj69eszdOhQTE1NDZ7+XtXp06eB9GBWn8/OnTsbrHuelZUVbdu2JSUlhSFDhtCsWTMSExNzXLPh4eGBhYUF27dvJy0tjV27dlG4cGElUPX29iY2NhY3Nzc8PDy4dOkSarWa9957L0fph4SEAOlNXiYmJjRq1IiCBQsSGxvL0aNHgf/9/Z2dnZV+KT4+PsycOZPy5csr611dXVGpVKhUKmbOnMmUKVMoXLiwcmMdO3YsarUaV1dXkpOTuXjxosF53LBhQyXfWZ3DevobqP4NnOrVq3PmzBk0Gg0XL15UOmo2bdoUMzMzVCoVLVq0yNExeZ7+nNM3O+j/di8qt/6c0J/LKpVKCSqfP1/03y39dULf1PCi64Sei4sLlpaWmJubK0FFSkoKDx484MGDB5QpU4YaNWoA6QF+dueHvrlbfz15lq+vL9u3b8fKyorp06djbm6u1EQ++7fUB8eWlpYvXG9jY8OiRYuoWbMmly9fxsvLi2LFiinrn/f7778zaNAg5d+zb+E8Kzo6mn79+nHv3j2cnZ2VpvHn86PVatFqtZnuKzv6mj/9dflZ+mOnP5ZvSvbhlHij9LUL4eHhSm9pveDgYHr16oWpqSnLli1j37597N27lz/++INff/2VgIAAtm7dynvvvUeHDh04d+4cu3btYv/+/ZQsWVK5QGTl2fbEzDpOmZubY2KSHsvq/7eysjL4PSthYWFKNePztQ2xsbEcOXKEZs2aZbt/lUpl8HtmF7gX5QP+F3g9e3FJSkpSvswzZsxg0aJFfPjhhwwcOJCIiAj8/PwyDdgy83w+s1unP36Q/vSlz5O1tTXr169nx44dHDx4kPDwcI4fP05wcDCBgYE5yseLZHas9GXMqgwJCQl0796de/fu8emnn9KnTx+++eabLC+oz7OxsaFly5bs2LEDPz8/4uLi6N69uxIkfPPNNzRv3pydO3cSFhbG77//zurVq1m/fr1yM8qKVqtVAvgNGzawYcMGg/XBwcE0bdo0079/cnKycpF/0fmhvxHVq1fPoOofDM/Jf3N+6s/3KlWqKE+pegUKFFD+Hs+eg9mdZ9nRl0MfkOrTfFG5/835ov976pfn9DrxfB7hf7USOp1OyVtOv4vPfvb5/hIzZ85k/fr1mJubM2fOHOXhztbWFjMzM4P+c/qfS5UqpTSbZLUeUGq99PtduXIlJUqUUI7Ls/766y/lARLIdIiHxMREPv/8c27fvk2NGjVYuHChkpa+v4w+D/omNn3TYU6Fh4dTqFChTN9q1P8dc/r3yy1Sc2Ik7ty5Q0REBCYmJlSrVs3gH6Q/dd+4cYPTp08zZswYoqKi+Pnnn9m9ezd16tThn3/+4fr160D6U7uJiQkLFy4kPj6etm3bZnli6S/K+rbL6OjoXB8bQh90lShRwqBc+ieK55t2jh8/rnzJDh06BEClSpUMPrNz504g/Yur72z2/IU9M1WrVgVQOig+fPiQRo0a0b59e9LS0li9ejUqlYqff/6Z9u3bK52C9fRf1Kw6h+n7oWzdulW5kenL9/wrk1ndYA4cOMCYMWMwMTFhxowZHDhwgBIlSnDu3LkcBwIvos/n5s2bs8yn/pzRl/Xw4cPcvHmTZs2aMWzYMOzs7Az6G+SE/slb39dB//QdGxuLr68vQUFBjBw5kqCgIPr27YtGoyE8PPyF6YaHhxMdHY2lpaXBOaY/J3bv3s3jx4+Vv/+JEyeU2rDRo0dTt25djh07ptQoHDt2TCn3p59+iqurK9euXVO2b926NfPmzWPChAmUKlWKDz/80CDYPHbsGI8ePQIynsPPH1d9mhUrVmTevHnMnTuXihUrUq9ePapWrUrlypWB9OZdjUaDTqczuKH9G1mdcy8qtz441J8jOp1O+V7n9qvAWeWxaNGiFClShOjoaM6fPw+kN0dk16yjv8Y8+9R/6NAhpbP39OnTDZrIzM3NcXBw4N69e9y8eZOUlBT++usvrKysqFatGvb29hQpUoTLly/z6NEj4uPjuXHjBmXLlqVo0aJcunSJ1q1b8/333wPpx1Oj0WTZ32/69OlcunRJ+ZdZUPHDDz9w5coVypYty7JlywyacvW1qfpXlfXXwn8z7tLNmzeJjY2levXqmTb9689jfSD0pkjNiZHQv2XQtGlTFi9ebLDO29ub8PBwgoOD+fjjj9m1axchISHs3r0brVbLmTNnlGYgSI/g69Wrp1zUs2vS0V901q9fT0JCAmfPnsXc3DzT2ouXkZKSogQS8+bNU55QIP2G4u3tze7du5UOb5AeMHTo0AF7e3tOnTqFlZWV0vdDLygoiMuXL3Pv3j3i4uJo3bo19vb2GYKJ5/Xs2ZMVK1awfPlyzpw5Q3R0NI8fP6Zhw4aYmppiZ2fH1atX+fjjj7GwsFA6gekvgLa2tkD6zfXChQvKRUivXbt2LFq0iPDwcNq3b0+RIkU4ffo0hQoVyvFgU0WKFGHHjh3s3LmTjRs38vDhQ+UNAf3+x40bR1xcHJMnT36pficeHh4sWbKE48eP0759ewoXLsyff/6JjY0NAwYMMCjrqlWruH79Ot26dQPSmx/j4uK4dOmScp7ktNmrWbNm2Nracv/+fezt7ZUavWLFinHy5EmuXLnC6dOnKVGiBCdOnMDExARnZ2cgvSnl/v37TJ06NUM1vf5G+fHHHxt00NVqtbRq1Yrbt2+zc+dOunTpQosWLdi/fz8eHh6ULFmSkydPUrp0aerUqYOlpSVqtZpTp07h6elJgQIFOHfuHLVq1aJKlSp0796dVatWMWXKFPbs2cONGzeIjY3NkJ8HDx7Qvn177OzsOHXqFO+99x4ff/yxwXH97bffuHDhAv/3f/9HxYoV2bNnD506dSItLY0rV67g5OTEZ599RtOmTalcuTJnzpyhQ4cOFChQIEf9q/6Npk2bZlvunj174u/vz6ZNm7h48SI6nY5Lly5hb2+v9Hd73VQqFT169GDBggX06dOHmjVrcvbsWczMzLKsTdFf355960j/2n/BggUJCQlRmgNbtGhBt27d6NGjB76+vvTu3ZtChQoRGxvLJ598otTodO/enYULF9K5c2d0Oh0ajUbpRFqpUiWSkpIICQnhzp07nD9/HnNzcz7//POXKvPVq1eVJhcrKyuDc3vUqFFUr14dJycnTp48SdeuXbl165ZynHJKP96O/v7xPH1z5ItqL3Ob1JwYCf3FVT9Q0LP0J1pISAh2dnYsW7YMFxcXLl68yNWrV2nYsCFLliwxaHvVd4y1s7PL9smmadOm9O/fHwsLC8LCwujRo8crvdXzvH379vHo0SOqVatmEJgA1K9fn8qVK5OUlGQwimLHjh1p3Lgx58+fp2LFisydO5cSJUoYbDtu3DiSk5O5d+8e7u7u/PjjjznKT6lSpVi8eDG1a9dW2vU//fRTJcj4+eefUavVyiuSgwYNAlAGNfr4449xcHAgOjo601oMKysr/Pz86Nq1KwkJCVy8eJFGjRrh5+dHuXLlcpTHOnXqMHfuXKpXr86ff/7JnTt3aNWqFfPnz1c+c+TIEfbs2fPSnewKFiyIn58fnTt35sGDB1y6dIkmTZqwZs0aypYtC6QHWk5OTty/f5+YmBicnJwYNmwYhQsX5uLFi7i6uir9KZ4f9Ckr5ubmyhtlnp6eBlXGixcvxsPDg9jYWE6ePEnlypX59ddflafAQ4cOsWfPngxNJs8GwM9/f0xMTPjoo4+A/731NmXKFDp16kRCQgKXL1+mcePGyvfHxMSE+fPn4+bmxp07d4iKiuLDDz9k3rx5QHrtxuLFi6lZs6bS12LAgAH83//9n8F+O3fujKurK+fPn6dSpUrMmzdPeYrv1q0bDg4O3LlzhwcPHmBqasqSJUto2bIlf//9N9HR0bRt25Y5c+YA6U0bc+fOxdnZmTt37lC4cGEmTJiQo+OdUy8qd6lSpQgICFACvaioKNq0aYOfnx+FChXK1bxkZ/DgwfTo0YO0tDRu3brFxIkTsba2NujA+qzq1atjY2Oj/K3i4uI4e/YsAI8fP2bPnj3KP/2DSPfu3fn6669JS0sjOjqazp07M3LkSCXNoUOH4u3tTUJCAo8ePaJv377KiNcWFhbMnTuXmjVrcubMGcqWLcvChQtzPPDh8/bt26f8fOXKFYP86mstZ82aRYsWLbh69SqFChXi559/pk6dOjneh34YBn3Q/LwLFy5QsmTJDLXXr51O5EsTJ07UOTg46CZPnpzXWcmxjRs36hwcHHTjxo3L8jO9e/fWOTg46E6dOvUGcyZEzqxbt07n4OCgmzBhQl5nJV9avHixbuXKlbrr16/rdDqd7sGDB7patWrpWrZsmeU248eP11WvXl338OHDN5XNfCMuLk6nVqt1P//88xvftzTr5DObNm1i27ZtHDx4EFNTU+WpUQgh3nZnzpxhx44dFC9enFq1ailNi/o3vjLTq1cv/P392bNnj/JGmsiZ3bt3Y2Zm9saa7p4lzTr5jEaj4dixY5QpU4aJEycqHd2EEOJtN27cONq0aUNqaiqHDh1Co9Hg7e1tMNfM86pWrUrnzp0NxmMROePv70+3bt2oUKHCG9+3Sqf7F+9lCSGEEEK8ZlJzIoQQQgijIsGJEEIIIYyKBCdCCCGEMCoSnAghhBDCqEhwIoQQQgijIsGJEEIIIYyKBCdCCCGEMCoSnAghhBDCqEhwIoQQQgijIsGJEEIIIYyKBCdCCCGEMCoSnAghhBDCqEhwIoQQQgijIsGJEEIIIYyKBCdCCCGEMCoSnAghhBDCqEhwIoQQQgijIsGJEEIIIYyKBCdCCCGEMCoSnAghhBDCqEhwIoQQQgijIsGJEEIIIYyKBCdCCCGEMCoSnAghhBDCqEhwIoQQQgijIsGJEEIIIYyKBCdCCCGEMCoSnAghhBDCqEhwIoQQQgijIsGJEEIIIYyKBCdCCCGEMCoSnAghhBDCqEhwkofOnTuX11l4LfJjufJjmSB/lis/lgnyZ7nyY5kgf5brTZdJgpM8lJSUlNdZeC3yY7nyY5kgf5YrP5YJ8me58mOZIH+W602XSaXT6XRvdI9CkZqSgpmFxUtvn6bRYGpunos5EkIIIdIlp2kpYJpehxEREUHdunXf2L7N3tieRAZmFhbsHzz4pbdvMXculTbdzL0MCSGEEP91o3PFPNu3NOsIIYQQwqhIcCKEEEIIoyLBiRBCCCGMigQnQgghhDAqb02H2NTUVBYvXkxISAgqlYq0tDS6dOnCl19+iUqlyuvsCSGEECKXvDXByYQJE7h37x4BAQHY2NiQmJjI4MGDKVSoEL169crr7AkhhBAil7wVwUl0dDQhISEcPHgQGxsbAKytrfH19eXq1avcu3cPX19foqOjUalUfPfddzRq1IjZs2dz+vRp/vnnH3r37s22bduoWbMmERERJCcnM3z4cFauXMm1a9fo27cvffv25e7du4wZM4ZHjx4RExNDly5d+PrrrwkMDOTQoUMkJCQQGRlJ48aNGT9+PCNGjMDFxYVu3boB4O3tzfDhw6lTp05eHjIhhBDirfVWBCdnzrMOKSkAACAASURBVJyhSpUqFC5c2GB5lSpVqFKlCt988w1eXl64u7sTExNDz5492bRpEwApKSls3boVgG3btqHT6diwYQNz5sxh4sSJhISEEB8fT+fOnenbty+bN2+mQ4cOdOnShUePHtG8eXO8vb0BOHXqFJs3b8bU1JS2bdvyySef4OXlxezZs+nWrRu3b98mPj5eAhMhhBDiFbwVwQlg0K9k+/btzJ8/H61Wi4WFBVFRUVy/fp1Zs2YB6f1TIiMjAahdu7ZBOs2aNQPAzs6OOnXqYGVlhb29PQ8fPgSgf//+HD9+nKVLl3LlyhU0Gg1Pnz4FwMnJCWtrawDKlStHQkICrq6ujBs3jqioKIKDg+nUqdPrPRBCCCFEPvdWBCfvv/8+165dIzExEWtra9q2bUvbtm2JioqiT58+aLVaVqxYQZEiRQCIiYmhWLFi7N69G0tLS4O0zJ8Z7t3MLGPxJ0+eTGRkJB06dKBVq1YcPXoU/Qj/BQoUUD6nUqnQ6XSoVCo6d+7Mli1b2LZtG0uXLn0dh0AIIYR4Z7wVrxLb2dnRsWNHRo4cqdRwpKamsn//fkxMTGjQoAFr1qwB4OrVq3h6eiq1Hf/WkSNH6N+/P+3atePGjRvcvXsXrVab7TZdu3bF39+fMmXKUKpUqZfarxBCCCHSvRU1JwDjx49n+fLl9OnTh7S0NB4/foyrqyuLFy/mvffew9fXF09PTwCmTp2qNL/8W19++SXff/89lpaWlC5dmvfff5+oqKhstylTpgxlypShS5cuL7VPIYQQQvyPzEr8inQ6HTExMXh7e7N582Ys/uUswzLxnxBCCGP07MR/b3pW4reiWceY7dixg06dOvHtt9/+68BECCGEEBm9Nc06xkrfOVcIIYQQuUNqToQQQghhVCQ4EUIIIYRRkQ6xeSg1JQWzV+inkqbRYPrMuC1CCCFEbklO01LANL0OQzrEvkP+PHv2lbY31sAkIiIir7OQ6/JjmSB/lis/lgnyZ7nyY5kg/5RLH5jkBQlOhBBCCGFUJDgRQgghhFGR4EQIIYQQRkWCkzxUx9Exw7I0jSYPcpK73mSnqTfldZcpOS37+ZuEEOJdIoOw5SEzC4sMw9fLkPTvpmeHiRZCiHed1JwIIYQQwqhIcCKEEEIIoyLBiRBCCCGMSr7rcxIVFUXbtm2pUqWKwfIFCxZQpkyZPMqVEEIIIXIq3wUnACVLliQ4ODivsyGEEEKIl5Avg5PMjBo1igcPHnDr1i1GjBhBcnIyy5cvJykpiZSUFH766SecnZ3x9vbG0dGRiIgI4uPj8fHxoXnz5ty+fZvRo0cTHx+PpaUlEydOpHr16mzatIkVK1ag1WqpVasWP/zwAwUKFMjr4gohhBBvrXzZ5yQmJoZOnTop/5YsWQJAkSJF2LZtGy1atMDf358FCxYQEhLC559/zqJFi5TtNRoNAQEBjB49mt9++w2ACRMm0KZNGzZv3szQoUOZP38+V65cYd26dfj7+xMcHEyxYsVYunRpnpRZCCGEyC/yZc1JZs06o0aNonbt2gCYmJgwd+5c9u7dy40bNwgPD8fE5H9xWtOmTQGoVq0aDx48AOCPP/7gl19+AaB58+Y0b96c1atXc+vWLbp16wakBzU1a9Z87eUTQggh8rN8GZxkxdLSEoDHjx/z0Ucf0bFjR1xcXFCr1fj5+Smf0zfLqFQqZZmZ2f8OlU6n49q1a6SlpdGuXTt8fHyUdNPS0t5EUYQQQoh8K18267zIzZs3UalUDBw4EFdXV3bt2vXCoKJevXps2bIFgKNHjzJu3Dhl27i4OHQ6HePHj2fFihVvoghCCCFEvvVO1ZzoVa9enRo1atCuXTtUKhVNmjQhIiIi2218fX3x8fFhzZo1WFlZMXHiRKpWrcqQIUP49NNP0Wq11KhRgy+++OINlUIIIYTIn1Q6nU6X15l4l8ncOgLybm6diIiIfDdRY34sE+TPcuXHMkH+LNebLtM72awjhBBCCOMlwYkQQgghjIoEJ0IIIYQwKu9kh1ghhMiMRqMhKiqKpKSkvM5KBmZmZly4cCGvs5Gr8mOZ4O0ul6WlJWXLlsXc3DxP8yHBiRBC/FdUVBSFChWiYsWKBuMcGYPHjx9TsGDBvM5GrsqPZYK3t1w6nY64uDiioqKoVKlSnuZFgpM8lJqSQou5cw2WpWk0efbmhsg7yWlaCphKK2teS0pKMsrARIg3QaVSUaxYMWJjY/M6K9LnJC/9efZshmWmeVyVlhteNGbM2+h1l0kCE+MhgYl4lxnL+S9XRCGEEEIYFQlOhBAiC8lpWqNI9/Llyzg7O7Njx46X2p9arX6p7d4Eb29vwsLCOHv2LGPHjn3pNPQ6deqUW1kTeUj6nOShOo6Ory3tNI0mz5qI8tvIiGBYJukf8u4oYGryWkZs/rf9yjZu3Ejr1q0JCAigTZs2uZ4fY+Do6IjjS14Tw8PDlZ+fn5FevJ0kOMlDZhYWGYavzy0yDP7rIx2WxZuk0WgIDQ1lyZIl9OvXj7///pvy5cszZcoUjhw5gomJCa1atWLQoEG0atWKpUuXUqlSJZ48eUK7du3YuXOnktbs2bMBGDp0KABubm6sXLmS8PBw9u/fz4MHD4iJiaFHjx7cvn2b48ePU6RIEZYsWaLM1q43c+ZMjh07RkJCAiVLlmTmzJkUL16chg0b0rp1a06dOkXBggWZPn06ZcuWxc3NjbZt23L06FEAfvrpJypUqKCkFxYWxpw5c1i1ahUXLlzA19eXpKQkChcuzPTp0ylevDjjx4/nypUr3Lt3D7VazS+//ML06dMB+Pjjj1m/fj1qtZpLly7x9OlTfHx8uHTpEiqViv79+9O5c2cCAwM5dOgQCQkJREZG0rhxY8aPH090dDTDhw/nyZMnmJiY4OPjwwcffPBa/7Yia/L4J4QQRuzAgQPY2dlRoUIFWrVqRUBAALdv3+bgwYOEhISwdu1arl69ikajoXPnzoSEhACwc+dOWrRokSGoyMrZs2eZN28eS5cu5eeff6ZZs2aEhoYCcOjQIYPP3rp1i+vXr+Pv78+OHTsoU6aMst/4+HicnJwIDQ2lffv2TJw4UdnuvffeY9OmTQwbNoyRI0dmmZfhw4czaNAgQkND8fDwYMWKFZw6dQpzc3MCAgLYtWsXjx494sCBA/j4+ACwfv16gzRmz56Nra0tmzdvZsWKFcyePZuLFy8CcOrUKWbNmkVISAj79u3j0qVLbNiwgRYtWhAYGMiwYcPyZcf+t4kEJ0IIYcQ2btxIhw4dAPDw8CAwMJASJUpQoEABevTowcqVKxk+fDgFChSga9eubN68GYCgoCC6du2a4/04OztjbW2Nvb09AA0bNgTA3t6ehw8fGny2QoUKjBw5kvXr1zN58mROnz7NkydPAChQoACdO3cGoEuXLoSFhSnbdevWDUivsbl79y7379/PkI/4+HhiY2Np2bIlAD179mTkyJG4uLjQs2dP/Pz8mDRpEjdv3lT2mZnjx4/z0UcfAVC0aFHc3d2V5h8nJyesra2xsrKiXLlyJCQk0LBhQ5YtW8Z3333HgwcP6N27d46Pnch9EpwIIYSRiouL49ChQyxbtoz27dvj4+PDw4cP2bVrF+vXr+frr7/mwYMH9OjRgxs3blC2bFns7OzYuXMncXFx1KlTxyA9lUrFsxPRazQa5efnRwQ1M8u61f+vv/6if//+aLVa2rRpQ6tWrZR0TUxMlNdRtVotpqammab5/Lpn8/Hs66zJyclERkayZ88ehg8fjqWlJV27dsXFxcWgLM97fp1OpyMtLQ3AoDZJf0zq1q3Lli1baNKkCVu3bmXgwIFZpi1ePwlOhBDCSAUHB9OgQQMOHjzIli1b2LdvHwMHDsTX15fevXvj4uLCyJEjqVKlCjdu3ADAy8uLiRMn0rFjxwzp2dracvXqVQDOnDnz0oNt/fHHH9SvX59PPvmEihUrsn//fuXG//TpU/bu3QtAYGAgzZo1U7bbsmULALt27aJKlSrY2NhkSLtQoUKUKlWKw4cPK8fgt99+49ixY7Rr1w4vLy9sbGwICwtT9mlqakpqaqpBOg0aNGDDhg1Aem3Mnj17qF+/fpZlmjp1KiEhIXTp0gVfX1/Onz//UsdG5A7pEPtf+k5Ujx49YtSoUcx9buTWrD4vhMi/ktO0r6UDdE7f+AoKCuKbb74xWNarVy+WLFlCiRIl6NChA1ZWVjg7OytBwIcffsi4ceMyfaXWw8ODHTt24OHhQa1atahZs+ZL5d/Dw4MhQ4bg6ekJwPvvv09UVJSyfvv27cycOZOSJUsyZcoUZfnJkyfZsGEDVlZWTJ48Ocv0p02bxvjx45k2bRq2trZMnTqV+/fvM3z4cLZs2YK5uTnOzs7KPt3d3enUqROBgYFKGoMHD2b8+PF4enqSlpbGwIEDqVWrVpbXbW9vb7777jsCAwMxNTU1yLd481S67OrF3iH6YCMqKoo+ffookf+LPv+q5G2dt09+elsnIiIi3736/SplunDhAjVq1MjlHOWOnMzXotPpOHjwIGvXrmXBggVvKGeGsro26t8MKlu2rLLsbZ2D5kXe9nJl9j1409cKadZ5zsSJE4mJiWHwf4OGmTNn0q1bN9q0aYO3tzf37t1TPqvVanFzc1OqU588eULz5s1JTk7Ok7wLId5tP/30Ez/++GO2b8II8TaQ4OQ5Pj4+lCxZkrlz52b7uhykd/x6lVf3hBAiN40dO5bdu3fn6YyyWdUo792716DWRIjsSHCSjexel9N7lVf3hBBCCJGRBCfZyO51Ob0XvbonhBBCiH9HgpPnmJmZKa+kZfe63LOye3VPCCGEEP+OBCfPKVasGHZ2dnh7e+Ph4cHFixfx9PSkT58+GV6X0/vwww9JSEiQ2TCFEEKIXCDByX/pO3GZm5vj7+/PqlWrKFWqFOvXryc0NJTQ0FCmTp2qTDKl/7xOpyMsLIyGDRtSqlSpPMu/ECL3pT0zgmpepnv58mWcnZ3ZsWPHa8nP8/bt28fy5cv/1Tbe3t4GQ9VD+nw9Y8eOzc2s5cjYsWM5e/bsG99vVkaNGkVgYCB3795lwIABL5XG6NGjuX37NgADBgzg7t27uZlFoyODsL2in376iX379rF48eK8zooQIpeZmpu/lrGIWrxgkMfnbdy4kdatWxMQEECbNm1yPT/P++uvv3IlHUdHRxwdHXMlrX9j0qRJb3yfOVGqVKmXvleEhYUpQ1y8C/cbCU5e0dixY/PkyUAI8W7QaDSEhoayZMkS+vXrx99//0358uU5evQokydPRqfTYWdnx4wZMzA3N2fChAlERERgbm7OoEGD8PDw4MyZM/z8888kJSVha2vLhAkTKFeuHN7e3lSvXp0TJ06QnJzMmDFjKF26NP7+/gDY2dnRtm1b/vOf/3DlyhXS0tIYMGAAHTp0ICUlhbFjx/LXX39hb2+f6SR+YWFhzJkzh1WrVuHt7Y2joyMRERHEx8fj4+NDvXr1uH37NqNHjyY+Ph5LS0smTpxI9erV2bhxI8uXL0elUlGrVi3GjRtHwYIFady4Me7u7pw5c4bixYvj5eXFqlWriI6OZvLkydSvXx9vb2+GDBkCwMKFC7G0tOTatWuo1WqmT5+OhYUFK1euZPXq1RQqVIjKlStTvnx5hg4dapD/1atXExwczNOnTzE3N2fGjBlUrlwZNzc32rZty9GjR4H0h9SaNWsqxzM8PByNRsOYMWNo0qSJkt6zg3xmVe6ZM2dy7NgxEhISKFmyJDNnziQwMJCYmBi++OIL/Pz88PLyYuXKldjZ2fHTTz9x7NgxVCoVHTt25IsvviAsLCzTcqekpPDtt98q43UNHjwYd3f313Levipp1hFCCCN24MAB7OzsqFChAq1atSIgIICUlBSGDx/OlClTCA0NxcHBgaCgIFatWsWTJ0/Ytm0by5cvZ+7cuaSkpODj48OMGTMICgqiX79+jBs3Tkk/MTGRoKAgZsyYwahRoyhfvjw9evSgR48eeHl5MX/+fGrVqkVgYCB+fn4sWLCAyMhIVq1aBcC2bdvw8fHh77//fmFZNBoNAQEBjB49mt9++w2ACRMm0KZNGzZv3szQoUOZP38+ly5dYsGCBaxatYrQ0FCsrKyYM2cOAPfu3aNZs2Zs2rSJ5ORkdu/ezZo1axg6dCgrVqzIsM9Tp07h6+vLtm3buHPnDocPH+bixYv4+fkRGBjImjVruHXrVobtEhMT2b17N6tWrWLz5s20aNECPz8/Zf17773Hpk2bGDZsmMGgd4mJiaxZs0Y5nikpKZkei8zKndXYWl988QUlS5Zk0aJF2NraKmmsXbuWf/75h5CQENavX8/OnTvZv39/luXetWsX9vb2BAYGMmnSJE6cOPHCv1lekZoTIYQwYhs3bqRDhw5A+pw2w4cPp02bNpQqVUoZYvy7774D4Msvv6Rbt26YmJhQokQJtmzZwuXLl4mMjOSrr75S0kxMTFR+7tatGwA1atSgRIkSGQZRO3r0KElJSWzcuBFIHwn7ypUrhIeH0717dwAqVqyIk5PTC8vStGlTAKpVq8aDBw+A9Lcif/nlFwCaN29O8+bNWb16NS1btlRuxN27d2f06NFKOvp5hOzt7ZUh1e3s7Hj48GGGfVarVo3SpUsDUKVKFRISErh16xYtW7bE2toagPbt22fY1tramhkzZrBlyxZu3rzJoUOHDIZ01x83Nzc3Ro0aRXx8fI6Op15m5QaUsbVu3LjB6dOnKV++fJbHMywsjC5dumBqaoqVlRWenp4cO3YMNze3TMvt5OTEL7/8wt27d2nRooXSTGSMJDjJQ6kpKf+67Tmn0jSafDUHjDHJ6aRtQryquLg4Dh06xLlz5/j9999RqVQ8fPiQgwcPolKplM89evSIx48fY2ZmZrD81q1baLVaypYtS3BwMABpaWkG03CYmpoqP2u1WszMDG8LWq2WadOmUatWLSC95qJw4cKsW7fOYNyn57fLjH707Gfz+Ox2Op2Oa9euodVqDbbT6XQGsw5bWFhkmv/s9qnfr06nw8TEJMM+nvfPP//g7e1N7969adasGcWLF+fChQuZ5lur1Sr5eNHxzGx7fbmTkpL47rvv6Nu3L23atMHExCTD2FrPyuw46Ye7yKzcFStWZNu2bRw6dIh9+/axbNkytm7diomJ8V3PjC9H75A/X2NvclNz89eW9otERETk2b5fl2fLJIGJeFOCg4Np0KABBw8eZMuWLezbt4+BAwdy8OBB4uLiuHr1KgBLlixh7dq1uLi4sHXrVnQ6HXFxcfTu3Rt7e3sSEhKUKvyNGzcyfPhwZR9bt24F0t+sefjwIQ4ODpiamirBQIMGDVi7di0AMTExdOzYkX/++YeGDRsSGhqKVqvl9u3bnDx58qXKWK9ePbZs2QKk19KMGzeO+vXrs3fvXqV2Zd26dbi6ur5U+plp2LAhBw4cIDExkZSUFHbu3GkQMEH68ahQoQJ9+/bF0dGR3bt3G4xzpc/zrl27qFKlCoULFwYyP545LXd2Y2uZmppmGGerQYMGbNq0ibS0NJ4+fUpoaGi2x2n16tXMnj2bdu3a8cMPPxAfH29Qi2ZMpOZECCGMVFBQEN98843Bsl69erFkyRIWL17M999/j0ajoXz58kydOhVzc3ODASHHjRtHoUKF+O2335g0aRLJyclYW1szZcoUJb3IyEi6dOkCpE90ampqiouLCyNHjqR48eIMGTKE8ePH06FDB9LS0hgxYgTly5enZ8+eXLlyhXbt2mFvb5/lTfhFfH198fHxYc2aNVhZWTFx4kSqVq3Kl19+ibe3NxqNhlq1ajFhwoSXPIoZOTg40KdPH7p37857772Hra1thjnRGjduzNq1a/Hw8ECn0+Hi4sKVK1eU9SdPnmTDhg1YWVkxefJkZXlkZCQ9e/bExMREOZ45LXehQoUYMmQInp6eAAZja7Vo0YIvvviCJUuWKGl0796dmzdv0qlTJzQaDZ6enrRu3TrDK916nTt35ttvv8XT0xNTU1NGjBiBjY3Nyx3E100n8syJEyfyOguvRX4sV34sk06XP8v1KmU6f/68we+pKSmvmp1MvUy6iYmJuZ6P3r17644fP57r6ebU6yhTTly/fl23fPly5feBAwfq9uzZk+PtW7ZsqYuMjMywXH8886pcueX574FO9+avFVJzIoQQWXhdzaN52ewq0jvSnj17lg4dOqBSqWjSpAktW7bM62yJZ0hwkofqPDc4UZpGky8uWvre828z6fQq3gX614HfNRYWFsyYMeOlt9+7d2+my/XH8/Hjxy+dtkgnwUkeMrOwMBh9ssXcuVTadDPvMiQU8qaTEELkHXk0FEKIZ+iyeXVTiPzOWM5/CU6EEOK/LC0tiYuLM5oLtBBvku6/r6BbWlrmdVakWUcIIfTKli1LVFQUsbGxeZ2VDFJSUgwGH8sP8mOZ4O0ul6WlJWXLls3rbLzdwcn27dtZtGgRqamp6HQ6OnXqxOeff54raT87QZMQ4t1gbm5OpUqV8jobmYqIiKBOnTp5nY1clR/LBPm3XG/SWxuc3L17lylTphAYGIitrS2PHz/G29ubSpUqGe0si0IIIYR4sbe2z8n9+/fRaDQkJSUBULBgQSZPnsy1a9eYNm0aAIcPH8bZ2VkZhrldu3bcu3ePM2fO8Mknn9ClSxc+++wzIiMjATh//jxdunShS5cuzH1mzpt79+4xaNAgunbtipeXlzJN9uzZs/Hx8cHb2xs3Nzfmz5//Jg+BEEIIkS+9tcFJ9erVcXd3p1WrVnz00UdMmzYNrVaLu7s7x44dA+D48eNYWlpy/vx5IiMjKVSoEDY2NllOHz5y5EiGDx9OUFCQQZvbpEmT8PLyIjAwkPnz5+Pr66vMR3Dp0iWWLl3K+vXrWbRoUaazYgohhBAi597aZh2ACRMmMGjQIA4fPszhw4fp1q0b06dPJzExUZnoqmfPnoSHh2NlZUXz5s25efNmptOHx8fHExMTQ+PGjQHo2rWrMkX40aNHuX79OrNmzQIgNTVVqW1xdXXFwsKCYsWKUaRIER49emS8cxUIIYQQb4G3NjjZv38/T548wcPDAy8vL7y8vFi3bh0bNmygadOm7Nq1C5VKhZubG7/99hsqlYphw4ZlOX24fkppveenvV6xYgVFihQB0mfmLFasGLt37850WmohhBBCvLy3tlnH0tKSGTNmKDM26nQ6Lly4QI0aNWjevDkLFy6kbt261KhRg2vXrnHjxg1q1qxJ5cqVM50+3NbWFjs7O/bv3w/A5s2blX01aNCANWvWAHD16lU8PT15+vTpmy2wEEII8Y54a2tOGjRowJAhQxg4cCAajQaApk2bMnjwYHQ6HbGxsdSvXx+VSkWNGjWwtbUF0udUyGr68GnTpjF69Gh+/fVXPvjgA2VfPj4++Pr6KtNYT506FWtr6zdcYiGEEOLd8NYGJ4DyZk1mTp8+rfw8e/Zsg3VOTk5s2LAhwzbVqlXLdHmpUqVYuHBhhuVDhw41+F3GRBFCCCFe3VvbrCOEEEKI/EmCEyGEEEIYFQlOhBBCCGFUJDgRQgghhFGR4EQIIYQQRuWtflvnbZeakkKLZ+bwSdNouNG5Yt5lSCiS07QUMJXYXQgh8oJcffPQn2fPGvxuam6eRznJXREREXmdhVcmgYkQQuQduQILIYQQwqhIcCKEEEIIoyLBSR6q4+hI2n+H3s9P6tatm+365DTtG8qJEEKIt5F0iM1DZhYWAFTadDNvM/KGSadfIYQQ2ZGaEyGEEEIYFQlOhBBCCGFUJDgRQgghhFGR4EQIIYQQRiXb4CQqKgo3N7cMy9VqdbaJnj17lrFjxwKwbt06Nm/e/K8y5ebmRlRUlMGywMBARo0apfx+9+5d2rRpw8qVK7l79y4DBgz4V/vIire3N2FhYbmSlhBCCCH+vdfyto6joyOOjo4AnDx5kvr16+dq+rGxsfTt25c+ffrQq1cvABYvXpyr+xBCCCFE3nil4CQwMJBDhw6RkJBAZGQkjRs3Zvz48YSFhTFnzhy++uor9u7dy/HjxylRogQ1atTA19eX6OhoVCoV3333HY0aNeLBgweMGDGC6OhoqlSpQnJycpb7jIuLo1+/fvTr149u3boB6TU8ffr0Ye/evYwaNQpra2vOnTvH3bt3GTx4MF5eXjx69Ijvv/+ev//+m3LlyhEdHc2cOXMoWbIkY8eO5a+//sLe3p779+8r+1qwYAEhISGYmprSuHFjRowYwT///MPgwYOpXLkyV69epWbNmjg5OREUFERCQgJz586lSpUqr3JYhRBCiHfaK/c5OXXqFLNmzSIkJIR9+/Zx6dIlZV2jRo1wc3Nj2LBhNG3alEmTJuHl5UVgYCDz58/H19eXxMREZs2aRc2aNQkNDaVXr17cu3cv033Fx8fTt29fNBoNnTt3zjJP0dHRrFmzhvnz5zN16lQA5s6dS6VKldiyZQuDBw/m8uXLAKxatQqAbdu24ePjw99//w3AgQMH2Lt3Lxs3biQoKIhbt27h7+8PwKVLlxgwYADBwcGcPHmS27dvExAQQIcOHQgICHjVQyqEEEK807INTkxMMq7W6XSoVCrldycnJ6ytrbGysqJcuXIkJCRkmd7Ro0eZNWsWnTp1YsCAAaSmphIZGUl4eDgeHh4AuLi4UK5cuUy3P3ToEJ999hnly5dnxowZWe6ncePGqFQqHBwcePDgAQBHjhyhU6dOQHqzk4ODAwDh4eG0a9cOgIoVK+Lk5ATA8ePHad++PVZWVpiZmeHl5cWxY8cAKF68ODVr1sTExITSpUvTsGFDAOzs7Hj48GGW+RJCCCHEi2XbrGNjY8OjR48MlsXFxVG4cGHl9wIFCig/q1QqdDpdlulptVpWrFhBkSJFAIiJiaFYsWIZtjM1Nc10ew8PD7p06UKTJk3o2LEjjRo1onnz5hk+p8/Ts0GUti21MwAAIABJREFUqalppnl7ft9mZmZKXp+XmpoKgMV/R3Z9UX6FEEII8e9lW3NibW1NhQoV2LFjh7IsICBAqSnICVNTU9LS0gBo0KABa9asAeDq1at4enry9OlTGjZsSHBwMABnzpxRmlaeZ25uDkCJEiUYP348o0ePzrIJ6HkNGzYkNDQUSG+WuXLlCiqVSlmu1Wq5ffs2J0+eVPK6ZcsWkpKSSE1NZePGjTRo0CDH5RZCCCHEy3lhh9hp06Yxfvx45s6di0ajQa1W4+vrm+MdNGrUiF9++YVChQrh4+ODr68vnp6eAEydOhVra2uGDRvGqFGjaN++PZUrV86yWedZbdq0Ye/evYwcOZLx48e/8PODBw9m9OjReHp6Ur58eYoXL46lpSU9e/bkypUrtGvXDnt7e6W5p2XLlly4cAEvLy9SU1Np0qQJvXv3Jjo6OsdlF0IIIcS/p9Jl1w6TjwQHB1O2bFnq1q3LnTt36N27N7t37860X82bJhP/Gb+IiIgXzrb8NsqP5cqPZYL8Wa78WCbIn+V602V6Z2Ylrly5Mj/88ANarRYTExP+85//GEVgIoQQQghD70xw4ujoSGBgYF5nQwghhBAvIFUHQgghhDAqEpwIIYQQwqi8M806xig1JQWVSvVWdhB9FclpWgqYSlwshBAic3KHyEN/nj2L6X/HbslPIiIisl0vgYkQQojsyF1CCCGE+H/27j4uqjL///hr5NZEBW/TvDdDCDRzE7xJDHlsoCgi3mRF6kP9ZXm3tVHoqmlq4RoZKW1Zfd1SNy1BUMhIRUpNxcwUNzUtcCET1jVRMGCYmd8frbMSapnKDMP7+Y8z55zrOtdn+uO8u65zDmJXFE5ERETEriiciIiIiF1ROLGh7v7+1baZjEYbjOTmutZbBMtN1f+gooiIyOX0tI4NObu6kjVlSpVtAxITHfp19nXtySQREbl+mjkRERERu6JwIiIiInZF4URERETsisKJiIiI2JVaGU4KCgoIDg6utt3b29sGoxEREZGbqVaGExEREXFcDvcocXJyMtnZ2cTFxQEQHR3N1KlTAXjzzTdxd3fn22+/xdvbm5dffhlXV1fee+89Vq9eTcOGDenUqRPt2rVj2rRprF69mtTUVH766SdcXFyIj4+nU6dOBAcH061bN44cOUJgYCCenp489dRTAMTGxtK/f38GDRpks99ARESkNqu14aSoqIiIiIjranPgwAE2b95MixYtGDVqFDt37qR169asWbOG5ORkXFxciI6Opl27dpSUlLB161ZWrVqFu7s7CQkJrFmzhjlz5gDQv39/Xn31VfLz8xk7dix/+tOfKCsrY8+ePcyfP/9WlCwiIlIn1Npw0qJFC1JTU6ts+7V7Trp06cLtt98OQOfOnSkuLubkyZM88MADeHh4ADB48GDOnz+Ph4cH8fHxpKenk5eXx44dO/Dx8bH21b17dwDatm3LHXfcwb59+zh16hRBQUG4ubndzFJFRETqFIe758RgMGCxWKzfjZe9Dv7y0HDpuHr16mE2V3+l+g8//MDo0aO5cOEC/fv3JzIyskq/l/cVFRVFWloaaWlpDB8+/GaXJCIiUqc4XDjx8vLi22+/xWKxkJ+fz7Fjx655fO/evfn0008pKSmhoqKCTz75BIPBQE5ODu3bt2fcuHH4+/uzdetWTCbTFfsIDQ1l9+7dnDlzxjqjIiIiIr9PrV3WuZo+ffqQlJREaGgoHTt2vOYfoQO46667eOyxxxg9ejS33XYbXl5euLm50bdvX95//30GDRqExWLhvvvu4/jx41fsw93dnXvuuYe77rrrVpQkIiJSp9TKcNKmTRsyMzOrbb80S7Js2bIrtgsICLB+vvQ0T25uLkajkfT0dACeeOIJOnfuTIMGDVi5cuUV+7n83BaLhdLSUr7++mueffbZ31eQiIiIWDncss71uuOOO8jJySE8PJwhQ4bQoUMHHnjggd/cPicnh+DgYEaNGkXz5s1v4UhFRETqhlo5c3Izubq6Eh8f/7vbd+vWjezs7Js4IhERkbqtzs+ciIiIiH1ROBERERG7UueXdWypsqKCAYmJVbaZjEZyh3WwzYBqQLnJjJuTMrGIiFydrhI2dDAnp9o2JxcXG4zk5tq/f/9V9ymYiIjIr9GVQkREROyKwomIiIjYFYUTG+ru72/9bLrsbwDVdpfeyltuqv43i0RERH6Nboi1IWdXV7KmTAFgQGIiHVPybDugm8yRb+wVEZFbRzMnIiIiYlcUTkRERMSuKJyIiIiIXVE4EREREbvisOHkm2++wdvbm4yMjN/VPj8/n1mzZl1x3/vvv8/7779/I8MTERGRq3DYp3WSkpIIDQ1l3bp1PPjgg9fd/tSpU+Tn519x35gxY250eCIiInIVDhlOjEYjmzZtYs2aNTz00EP861//ol27dgQHB/Pee+/Rpk0b9u7dy/Lly1m1ahUrV65kw4YN1KtXj27duvHCCy+wcOFCCgoKmD9/PqGhoSxZsgSz2UyXLl1o06YNANOmTWP16tWkpqby008/4eLiQnx8PJ06dbLxLyAiIlJ7OeSyzqeffkrr1q3p2LEjISEhrFu37qrHmkwm3nzzTZKSkkhOTsZoNFJYWMjs2bPx8/Pj+eefByAvL493332XxYsXW9uWlJSwdetWVq1aRVpaGgMGDGDNmjW3vD4RERFH5pDhJCkpifDwcAAGDRpEcnIyFRUVVzzWycmJHj16MGLECJYvX8748eNp2bJlteM6duxIw4YNq2zz8PAgPj6e9PR04uPj2b59OxcvXrz5BYmIiNQhDres85///IcdO3bwz3/+k/feew+LxcL58+fZsmULABaLBYDKykprm9dff52vvvqKzz77jIkTJ/Lyyy9X69fd3b3ath9++IHo6GgeffRR+vfvT7NmzThy5MgtqkxERKRucLhwkpqaSmBgIG+//bZ127Jly1i7di1eXl6cOHGCtm3bsm3bNgDOnj3LI488wvr16+nRowenT5/m2LFj+Pj4VAkwV5KTk0P79u0ZN24cZWVlvPbaa9x+++23tD4RERFH53DLOhs2bODhhx+usu2RRx7h0KFDDB8+nEWLFhEVFWVdomnSpAmjR49mxIgRDB8+nIqKCqKioujcuTMXLlwgJibmqufq27cvZrOZQYMGERkZSceOHSkoKLil9YmIiDg6h5s52bRpU7VtTZo04eDBg8DPQeWXxo0bx7hx46psu+2220hLS7N+DwgIsH6eNm2a9fPKlStvdMgiIiJyGYebOREREZHaTeFERERE7IrCiYiIiNgVhRMRERGxKw53Q2xtUllRwYDERABMRiO5wzrYdkA3WbnJjJuT8q+IiFwfXTls6GBOjvWzk4uLDUdyc+3fvx9AwURERH4XXT1ERETEriiciIiIiF1ROBERERG7onBiQ939/at8NxmNNhrJjSk3mW09BBERcSB6WseGnF1dyZoyxfp9QGIiHVPybDeg38nRnjISERHb0syJiIiI2BWFExEREbErCiciIiJiVxRORERExK7U2nCyd+9eevToQUREBEOHDiUsLIx33333mm2io6PZu3fvVfcXFhYyadKkmz1UERERuQ61+mkdPz8/Vq1aBUBJSQmDBw+mb9++3Hnnnb+rv5YtW/LWW2/dzCGKiIjIdarV4eRy5eXlODk50bBhQw4dOsRLL71EWVkZXl5ezJ8/n7Zt21Y5Pj4+noyMDLy8vGjevDnBwcH06tWLxx57jMzMTGJjY+nVqxfDhw8HwNvbm2PHjrFs2TJOnTpFXl4eZ8+e5YknnmD37t0cPHiQrl27snTpUgwGgy1+AhEREYdQq8PJ4cOHiYiIwGw2869//YuwsDC8vLyYNGkSb7zxBq1bt2bHjh3MmTOHv//979Z2mZmZ7N+/n7S0NH766SciIyMJDg7+zef95ptvWLduHV9++SVjx45l06ZNdOjQgUGDBnHs2DG6du16C6oVERGpG2p1OPnlss7EiRN56623yM/P54knnrAeV1JSUqXd559/TlhYGK6urri6uhISEnJd5+3bty/Ozs60bt2a5s2bW5eRWrZsSXFx8Q1WJSIiUrfV6nByOQ8PD8LCwti6dStt2rQhNTUVAJPJxJkzZ6ocW69ePczma79y3WAwYLFYADD+4rXyLi4u1s/Ozg7zE4qIiNiFWvu0zi+ZTCays7O55557KC4u5osvvgAgKSmJZ555psqxffr04ZNPPqGiooKSkhKysrKq3Sfi6enJiRMnANi6dWvNFCEiIiK1e+bk0j0nBoOByspKvL29eeKJJwgODmbRokWUl5fj4eHB4sWLq7QbMGAABw4cIDIyksaNG9OiRQvc3NyqHDNmzBj+9Kc/MWTIEAIDA2nevHlNliYiIlJn1dpwEhAQwIEDB664r0ePHqxfv77a9kv3pxw4cIAOHTqQnp6O0Whk9OjRdOrUiTZt2pCZmQlAu3btSE5Otrb9y1/+AsC0adOs2y4//vL+RURE5PerteHkRnTs2JHly5ezcuVKLBYLw4YN0xM2IiIidqJOhhNPT0/eeecdWw9DRERErsBhbogVERERx6BwIiIiInalTi7r2IvKigoGJCZav5uMRnKHdbDdgH6ncpMZNyflXBERuTl0RbGhgzk5Vb47XfZyt9pEwURERG4mXVVERETEriiciIiIiF1ROLGh7v7+1s+mX/z9HntWbrr23yUSERG5Eboh1oacXV3JmjIFgAGJiXRMybPtgH6j2njTroiI1B6aORERERG7onAiIiIidkXhREREROyKwomIiIjYFZuFk48//pjhw4czdOhQhgwZwttvv/2b2k2aNInCwkLy8/OZNWvWTRlLcHAwBQUFN9zPsmXLWLZs2U0YkYiISN1lk6d1CgsLWbx4McnJyXh5eVFaWkp0dDQdO3Zk4MCB12z71ltvAbB3717y8/NrYrgiIiJSg2wSTn788UeMRiNlZWUANGjQgLi4OLKysvjyyy+JiYlh586dTJ8+nezsbJydnQkLC2PVqlWMGjWK9957j4ULF1JQUMD8+fPp2LEjSUlJAJSVlZGfn8+nn37KxYsXmTdvHufOncPd3Z05c+bg6+tLbGws586d4+TJk8TExFjHVVJSwqxZsygsLKSoqIjevXuzaNEisrOzefPNN3F3d+fbb7/F29ubl19+GVdXV95++20++OADvLy8aNSoEd26dbPFTyoiIuIwbBJOunbtysCBAwkJCcHHx4eAgACGDBnCwIEDrWFhz549uLu78/XXX+Pl5UXDhg1p1qyZtY/Zs2ezfPlynn/+eQAee+wxLBYL06ZNY+TIkTRv3pyHHnqIuXPn4uvry4kTJ5gyZQoZGRkAeHp68sYbbwCwcOFCALKysvDx8eG1116joqKCwYMH889//hOAAwcOsHnzZlq0aMGoUaPYuXMnzZs3JykpiQ0bNmAwGBg9erTCiYiIyA2y2UvY5s+fz5NPPsnOnTvZuXMno0aN4uWXX6akpITi4mK++OILHn74YbKzs6lfvz5BQUG/2mdCQgIuLi5MnDiR0tJSDh8+zMyZM637L168yI8//ghwxRARHh7OoUOH+Pvf/853333HuXPnuHjxIgBdunTh9ttvB6Bz584UFxeTm5tLUFAQDRo0ACA0NBSzWW9PFRERuRE2CSdZWVlcvHiRQYMGERUVRVRUFB988AHr16/n/vvvZ8uWLRgMBoKDg0lISMBgMDB9+vRr9vnxxx+zfft21q5dC4DZbMbV1ZXU1FTrMadPn8bT0xMAd3f3an2sWrWKjIwMRo0aRZ8+ffjmm2+wWCwAuLm5WY8zGAxYLBbrv5c4OztTUVHx+38YERERsc3TOu7u7sTHx1ufkLFYLBw5cgQfHx+CgoJ488036dmzJz4+Pnz77bfk5ubi6+tbpQ8nJycqKysBOHLkCIsXL2b58uXUr18fgIYNG9KhQwdrONm1axePPPLINce1a9cuRo8ezdChQykvL+fo0aPXnAnp3bs327dv58KFC5SXl7Nly5bf/ZuIiIjIz2wycxIYGMjUqVOZPHkyxv/+wbv777+fKVOmYLFY+Pe//02vXr0wGAz4+Pjg5eVVrY/OnTtz4cIFYmJi+M9//kNlZSUzZszAZDIBMGfOHJYsWcK8efN4++23cXFxYenSpRgMhquOa+zYscybN48VK1bg4eFBjx49KCgooF27dlc83sfHh7FjxzJixAgaNWpE69atb8KvIyIiUrcZLJevS0iNc8Q//Ld//3569uxZM4OpIY5YEzhmXY5YEzhmXY5YEzhmXTVdk94QKyIiInZF4URERETsisKJiIiI2BWFExEREbErNnsJm0BlRQUDEhMBMBmNv3qjqb0oN5lxc1KuFRGRW0NXGBs6mJNj/ezk4mLDkVwfBRMREbmVdJURERERu6JwIiIiInZF4URERETsisKJDXX397d+Nv33Nf72pNykv7AsIiI1T0/r2JCzq6tdv76+tjw9JCIijkUzJyIiImJXFE5ERETEriiciIiIiF1ROBERERG74lA3xFZWVvLWW2+xceNGDAYDJpOJyMhIHn/8cQwGg62HJyIiIr+BQ4WT+fPnc+bMGdatW0ejRo0oKSlhypQpNGzYkEceecTWwxMREZHfwGHCyenTp9m4cSOfffYZjRo1AsDDw4O5c+dy4sQJYmNjOXfuHCdPniQmJoZmzZrx0ksvUVZWhpeXF/Pnz6dt27acPHmSefPmce7cOdzd3ZkzZw6+vr58//33zJw5k7Nnz+Lu7s7ChQvp2rUrKSkpvPvuu5jNZu6++26ef/553NzcbPxriIiI1F4Oc8/JoUOH6Ny5M40bN66yvXPnzjz44IMAeHp6snnzZvr168fs2bOJj49nw4YNjB8/njlz5gDw3HPPERMTw4YNG1iwYAFPPfUU8POszIMPPkhaWhrTpk3jb3/7G8ePH+eDDz5g7dq1pKam0rRpU955552aLVxERMTBOMzMCVDlvpKPP/6Yv/3tb5jNZlxdXenSpQvdunUDIC8vj/z8fJ544gnr8SUlJZSWlnL48GFmzpxp3X7x4kV+/PFH9u3bxyuvvAJAUFAQQUFBrF69mpMnTzJq1CgAjEYjvr6+NVGqiIiIw3KYcOLn58e3335LSUkJHh4ehIaGEhoaSkFBAY899hgA7u7uAJjNZtq0aUNqaioAJpOJM2fOWIPMpe3w83KRp6cnzs7/+6ksFgvffvstJpOJsLAwZs+eDUBpaSkmk6mmShYREXFIDrOs07p1a4YOHcpzzz3H+fPngZ+f3snKyqJevapldurUieLiYr744gsAkpKSeOaZZ2jYsCEdOnSwhpNdu3ZZb6T9wx/+QHp6OgCff/45c+bMISAggC1btvCf//wHi8XCvHnzePfdd2uqZBEREYfkMDMnAPPmzWPlypU89thjmEwmSktLCQgI4K233uLNN9+0Hufq6kpCQgKLFi2ivLwcDw8PFi9eDMCSJUuYN28eb7/9Ni4uLixduhSDwcDcuXOZPXs2//jHP6hfvz4LFy7kzjvvZOrUqYwdOxaz2YyPjw//7//9P1uVLyIi4hAcKpzUq1ePCRMmMGHChGr74uLiqnzv0aMH69evr3Zc586dWbVqVbXtrVq1uuLNriNHjmTkyJE3MGoRERG5nMMs64iIiIhjUDgRERERu6JwIiIiInZF4URERETsikPdEFvbVFZUMCAxEQCT0UjusA62HdAvlJvMuDkpv4qISM3SlceGDubkWD87ubjYcCRXpmAiIiK2oKuPiIiI2BWFExEREbErCiciIiJiVxRObKi7v7/1s8lotOFIqis3mW09BBERqaP0tI4NObu6kjVlCgADEhPpmJJn2wFdxt6eHBIRkbpDMyciIiJiVxRORERExK4onIiIiIhdqdFwUlBQgLe3N7t27aqyPTg4mIKCgqu2i46Otn729va+oTHcaPtLYmNjSU5Ovil9iYiIyP/U+MyJi4sLc+bMoaSk5De3yc7OvoUjEhEREXtS40/rtGjRgj59+rB48WIWLFhQZd+KFSvYvHkzJpOJfv36ERMTw6JFiwAYOXIkH374IQBz587lq6++AmDZsmW0b9+eQ4cO8dJLL1FWVoaXlxfz58+nbdu2REdH07hxY44fP86rr75qPVdhYSGzZs3iwoULFBUVERkZyYwZM0hOTmbHjh0UFxeTn59P3759mTdvHhaLhbi4OLKysmjRogUmk4levXpRUlLC008/zZkzZwCYMmUKAwcOrImfUkRExCHZ5J6T2NhYdu7cWWV5Z8eOHRw+fJj169eTkpJCYWEhGzduZPbs2QDWYALQp08fNm7cSN++fVm7di0VFRXMnj2b+Ph4NmzYwPjx45kzZ471eG9vbzIyMvDx8bFuS0tLIzw8nA8++IBNmzbx7rvvcvbsWQAOHDjAa6+9xsaNG9m+fTvHjh0jIyODr7/+mrS0NBISEvjXv/4FwJYtW7jjjjtITk5m0aJFfPHFF7f0txMREXF0NnnPiYeHBwsWLGDOnDls3LgRgN27d3Po0CGGDx8OQFlZGa1bt75i+5CQEADuvPNOvvjiC/Ly8sjPz+eJJ56wHnP5slG3bt2q9TFhwgT27NnDO++8w/HjxzEajfz0008A9OjRAw8PDwDatm1LcXEx2dnZ/PGPf8TFxYUmTZrQv39/67GvvPIKhYWFDBgwgCn/fW+JiIiI/D42ewlbv379rMs7ACaTibFjxzJ+/HgAzp8/j5OT0xXbOjv/PGyDwYDFYsFsNtOmTRtSU1OtfV1aZgFwd3ev1kdcXBz5+fmEh4cTEhLC559/jsViAcDNzc163KVzXPr3l2Po0KEDmzdvZseOHWzfvp3/+7//46OPPqJePT0IJSIi8nvY9Ap6aXmnqKiIwMBAUlNTKS0tpbKykilTppCRkQGAk5MTlZWVV+2nU6dOFBcXW5dUkpKSeOaZZ6557l27djFhwgTCwsLIzc2lsLAQs/nqr2zv3bs3mzdvpqKiguLiYnbs2AHA6tWrWbZsGWFhYTz//POcPXv2um72FRERkaps+vr6S8s7EyZM4IEHHuDChQuMGjUKk8nE/fffT2RkJAADBw4kIiLiqo/uurq6kpCQwKJFiygvL8fDw8M6I3M1jz/+OM8++yzu7u7cfvvt+Pn5XfNx5pCQEHJycggPD6dZs2Z07twZgGHDhvH0008zZMgQnJyciImJoVGjRr/zFxERERGD5fK1Cqlxjvi3dfbv30/Pnj1v3mDsgCPWBI5ZlyPWBI5ZlyPWBI5ZV03XpBsjRERExK4onIiIiIhdUTgRERERu6JwIiIiInbFpk/r1HWVFRUMSEwEwGQ03tBNqDdbucmMm5Oyq4iI1DxdfWzoYE6O9bOTi4sNR1KdgomIiNiKrkAiIiJiVxRORERExK4onIiIiIhdUTixoe7+/tbPJqPxpvZdbrr63wkSERGxZ3pax4acXV1v2evr7enJHxERkeuhmRMRERGxKwonIiIiYlcUTkRERMSuKJyIiIiIXXGIcFJQUIC3tze7du2qsj04OJiCggIbjUpERER+D4cIJwAuLi7MmTOHkpISWw9FREREboDDhJMWLVrQp08fFi9eXG3fG2+8waBBgxgyZAhxcXGYTCYKCgoIDQ1lzJgxREdH07t3b2uweeihh1ixYgUAaWlpzJ8/n5KSEqZPn87o0aN54IEHmDVrFhaLhZiYGD744APruaKjozl48GDNFC0iIuKAHCacAMTGxrJz584qyzufffYZmZmZJCUlsWHDBk6ePMnatWsByM3NZcmSJaxatYrAwED27dtHaWkpp06dYt++fQDs2LGDAQMGkJWVhY+PD+vWrSMjI4N9+/bxz3/+k6ioKFJTUwH4/vvvOXv2LN27d6/54kVERByEQ4UTDw8PFixYUGV5Z8+ePQwePJj69evj7OxMVFQUu3fvBqBp06a0adMGgKCgIHbv3s0XX3zBkCFDOHHiBEajkS+++ILAwEDCw8Pp27cvf//731m4cCHnzp3j4sWLBAQEUFRUREFBASkpKURERNisfhEREUfgcG+I7devX5XlHbO5+mvcKysrAXB3d7du69+/PytXrsTJyYnevXvz3XffsX79eu666y7c3NxYtWoVGRkZjBo1ij59+vDNN99gsVgwGAwMGzaM9PR0Nm/ezDvvvFMzhYqIiDgoh5o5ueTS8k5RURGBgYGkp6dTVlZGZWUlSUlJBAYGVmvTpEkT3N3d2b59Oz179iQwMJDXX3+dBx54AIBdu3YxevRohg4dSnl5OUePHrUGn+HDh7N27VpatWpFy5Yta7RWERERR+OQ4eTS8o7RaGTAgAEMGDCAqKgoBg8eTOvWrXn00Uev2K5///40atSIBg0aEBgYSFFREUFBQQCMHTuW5cuXM2TIEF588UV69OhhfUy5VatWtGrVisjIyBqrUURExFE5xLJOmzZtyMzMrLKtX79+HDt2DIAnn3ySJ5988lfbTJkyhSn//UN83t7e1vYAvXv3JiMjo9q5LRYLRUVFnDlzhpCQkJtSj4iISF3mkDMnNSkjI4OIiAiefvppXF1dbT0cERGRWs8hZk5sKTQ0lNDQUFsPQ0RExGFo5kRERETsisKJiIiI2BUt69hQZUUFAxITATAZjeQO63DT+i43mXFzUvYUEZHaR1cvGzqYk2P97OTiclP7VjAREZHaSlcwERERsSsKJyIiImJXFE5ERETEriic2FB3f/9q20xG4+/qq9xU/Q8cioiI1EZ6WseGnF1dyfrv6/IvGZCYSMeUvOvu62Y+6SMiImJLmjkRERERu6JwIiIiInZF4URERETsSp265+Tjjz9mxYoVVFZWYrFYiIiIYOLEidfdT0JCAn5+fgwcOPAWjFJERKRuqzPhpLCwkMWLF5OcnIyXlxelpaVER0fTsWPH6w4ZM2bMuEWjFBERkToTTn788UeMRiOL/bh9AAAgAElEQVRlZWUANGjQgLi4ONzc3AgODiY0NJTPP/8cgBdffBFfX1+ys7NZunQpZWVlnD9/npkzZxISEkJsbCy9evWiV69eTJ06lS5dunDkyBGaNm1KQkICnp6etixVRESkVqsz95x07dqVgQMHEhISwogRI1iyZAlms5n27dsDcNttt5GSksL06dN57rnnAFi9ejULFy5kw4YNLFy4kISEhGr9Hj16lPHjx5OWlkajRo3YtGlTjdYlIiLiaOpMOAGYP38+mZmZjBkzhlOnTjFq1Cg++eQTAEaNGgVAcHAwhYWFnD17liVLlnD8+HESExNZuXIlpaWl1fps2rQpvr6+AHTp0oXi4uKaK0hERMQB1ZlwkpWVxUcffUTLli2Jiopi6dKlzJ49m/Xr1wPg7Py/FS6z2YyTkxMPP/wwhw4dws/Pj8mTJ1+xXzc3N+tng8GAxWK5tYWIiIg4uDoTTtzd3YmPj6egoAAAi8XCkSNH8PHxASA9PR2ALVu20LlzZywWC3l5ecyYMYP+/fuzbds2TCaTzcYvIiJSV9SZG2IDAwOZOnUqkydPxvjfv19z//33M2XKFDZt2sSXX37J+vXrqV+/PnFxcXh6ejJixAgGDx6Ms7MzgYGBlJWVcfHiRRtXIiIi4tjqTDgBiIyMJDIy8or7/vznP9OmTZsq22bOnMnMmTOt3+fNmwdAXFycdVtmZqb187Rp027iaEVEROqmOrOsIyIiIrVDnZo5uZrLZz9ERETEtjRzIiIiInZF4URERETsisKJiIiI2BXdc2JDlRUVDEhMrLLNZDSSO6zDdfdVbjLj5qSsKSIitZ+uZjZ0MCen2jYnF5ff1ZeCiYiIOApd0URERMSuKJyIiIiIXVE4saHu/v6/+VjTf1+5fzXlJvONDkdERMQu6IZYG3J2dSVrypTfdOyAxEQ6puRddf/vuYlWRETEHmnmREREROyKwomIiIjYFYUTERERsSsKJyIiImJXHC6cFBQU4OfnR0REBMOGDWPw4MGMHz+e06dPX7VNdHQ0e/fuveFzJycnExsbe8P9iIiI1GUOF04AWrRoQWpqKikpKaSnp+Pt7c1f//pXWw9LREREfoM68ShxQEAAr7zyCl999RWLFi2ivLwcLy8vXnjhBdq3b289rrKyknnz5nH8+HHOnDmDt7c3r7zyCmfOnGHq1Kl06dKFI0eO0LRpUxISEvD09CQlJYW//e1veHh4cMcdd3DbbbfZsFIREZHazyFnTi5nNBrJyMjAz8+Pp59+mjlz5rBx40Yeeughnn766SrHHjhwABcXF9atW8eWLVu4cOECn376KQBHjx5l/PjxpKWl0ahRIzZt2kRhYSEvv/wya9asYd26dZSWltqiRBEREYfikDMnRUVFREREAFBRUUG3bt2IioriyJEjdOvWDYCwsDDmzp3LhQsXrO3uu+8+PD09WbNmDd999x15eXlcvHgRgKZNm+Lr6wtAly5dKC4u5sCBA/To0YNmzZoBMGTIEPbs2VOTpYqIiDgchwwnl+45udzRo0erHWexWDCZTNbv27Zt47XXXuOxxx5j+PDh/Pjjj1gsFgDc3NysxxkMBiwWi/XfS5ydHfLnFBERqVEOv6xzSadOnTh37hyHDh0C4KOPPqJ169Z4enpaj9m9ezdhYWFERUXRqFEj9u7dWyW8/FLPnj356quvKCwsxGw289FHH93yOkRERBxdnflffVdXV5YuXcqCBQv46aefaNy4MUuXLq1yzMiRI3nmmWdIT0/HxcWFe++9l4KCgqv22axZM2bPns24ceOoX78+d955560uQ0RExOE5XDhp06YNmZmZV9zXo0cPPvzww2rbV61aZf28adOmK7a9vM9p06ZZP4eGhhIaGvp7hysiIiK/UGeWdURERKR2UDgRERERu6JwIiIiInZF4URERETsisPdEFubVFZUMCAx8TcdazIayR3W4ar7y01m3JyUNUVEpPbT1cyGDubk/OZjnVxcrrlfwURERByFrmgiIiJiVxRORERExK4onIiIiIhdUTixoe7+/sDPN7ter3KT+WYPR0RExC7oaR0bcnZ1JWvKFAYkJtIxJe+62l7ryR0REZHaTDMnIiIiYlcUTkRERMSuKJyIiIiIXak195wUFBQQGhpK586dASgrK+Pee+/lz3/+M82aNbPp2IKDg3nvvfdo06aNTcchIiLiCGrVzEmLFi1ITU0lNTWVjz/+mGbNmjF9+nRbD0tERERuolozc/JLBoOBadOm0bdvX44ePcpnn33G5s2bMZlM9OvXj5iYGL7//numTp1Kly5dOHLkCE2bNiUhIQFPT0/69u3LwIEDOXToEM2aNSMqKopVq1Zx+vRp4uLi6NWrF9nZ2SxdupSysjLOnz/PzJkzCQkJITY2lnPnznHy5EliYmKsY8rNzeXxxx/nr3/9K/fcc48Nfx0REZHaq1bNnPySq6sr7du35+jRoxw+fJj169eTkpJCYWEhGzduBODo0aOMHz+etLQ0GjVqxKZNmwA4c+YM/fv3JyUlhfLycrZu3co//vEPpk2bxrvvvgvA6tWrWbhwIRs2bGDhwoUkJCRYz+3p6cnmzZsJDg4G4PTp00ydOpUXX3xRwUREROQG1NqZk0sMBgPvvfceZ8+eZfjw4cDP96O0bt2anj170rRpU3x9fQHo0qULxcXF1rb9+/cH4I477qBnz54AtG7dmvPnzwOwZMkStm/fzscff8zBgwcpLS21tu3WrVuVccyYMQN/f3/+8Ic/3LpiRURE6oBaPXNSUVFBbm4urVq1YuzYsdb7UT788EMmT54MgJubm/V4g8GAxWKxfnd1dbV+dnJyqtb/ww8/zKFDh/Dz87P2d4m7u3uV73/5y1/Iz88nKyvrZpQmIiJSZ9XacGI2m1m2bBndu3cnKiqK1NRUSktLqaysZMqUKWRkZNxQ/+fOnSMvL48ZM2bQv39/tm3bhslkuurx3bp1Y968ebzwwgtcvHjxhs4tIiJSl9WqZZ2ioiIiIiKAn8OJj48Pr7zyCo0bN+bo0aOMGjUKk8nE/fffT2RkJN9///3vPpenpycjRoxg8ODBODs7ExgYSFlZ2TWDx3333UdAQACvvvoqs2bN+t3nFhERqcsMlsvXOaTGOeLf1tm/f7/1Hh5H4Yg1gWPW5Yg1gWPW5Yg1gWPWVdM11dplHREREXFMCiciIiJiVxRORERExK4onIiIiIhdUTgRERERu1KrHiV2NJUVFQxITMRkNF730zflJjNuTsqWIiLieHR1s6GDOTkAOLm4XHdbBRMREXFUusKJiIiIXVE4EREREbuicGJD3f39q3w3GY2/qV25yXwrhiMiImIXdEOsDTm7upI1ZYr1+299jb09v7peRETkRmnmREREROyKwomIiIjYFYUTERERsSsKJyIiImJXam042bt3Lz169CAiIoKhQ4cSFhbGu+++e8020dHR7N2794bPnZOTw1/+8pcb7kdERESqq9VP6/j5+bFq1SoASkpKGDx4MH379uXOO++8pef19/fH/xePAYuIiMjNUWtnTn6pvLwcJycnGjZsSHBwMAUFBcDPMyzR0dHVjo+Pj+ePf/wjo0ePZurUqSQnJwOwdOlSRo0axYMPPkh0dDRnzpwBIDAwkIkTJxIREcGuXbusfWZnZzNmzBgiIyMZOHAgW7duraGKRUREHFOtDieHDx8mIiKCIUOGEBwcTK9evWjRosWvtsvMzGT//v2kpaWxYsUKvv76awBOnjzJd999x9q1a8nIyKBVq1Zs3LgRgB9//JFJkyaRmpqKs/P/JpxWr17NwoUL2bBhAwsXLiQhIeHWFCsiIlJHONSyzsSJE1mxYsWvtvv8888JCwvD1dUVV1dXQkJCAGjfvj3PPfccH374Ibm5uXz11Ve0a9fO2q579+7V+lqyZAnbt2/n448/5uDBg5SWlt6k6kREROqmWj1zcjkPDw/CwsL48ssvAbBYLABUVlZWO7ZevXqYzdVfAX/48GEmTJiA2WzmwQcfJCQkxNoPgLu7e7U2Dz/8MIcOHcLPz4/JkyffrHJERETqLIcJJyaTiezsbHx9ffHy8uLEiRMAbNu2rdqxffr04ZNPPqGiooKSkhKysrIwGAzs27ePXr16MWbMGDp06EBWVhYmk+mq5zx37hx5eXnMmDGD/v37s23btmseLyIiIr+uVi/rXLrnxGAwUFlZibe3N5MmTeKee+5hwYIFLF++nH79+lVrN2DAAA4cOEBkZCSNGzemRYsWuLm5MWjQIKZOncqQIUOAn5eNLt1YeyWenp6MGDGCwYMH4+zsTGBgIGVlZVy8eJHbbrvtltUtIiLiyGptOAkICODAgQNX3BcUFERQUFC17ZfuTzlw4AAdOnQgPT0do9HI6NGj6dSpEy1btuTDDz+8Yp/Hjh2rcu6AgAAAZs6cycyZM6375s2b93tLEhEREWpxOLkRHTt2ZPny5axcuRKLxcKwYcPo2rWrrYclIiIi1NFw4unpyTvvvGPrYYiIiMgVOMwNsSIiIuIYFE5ERETErtTJZR17UVlRwYDEROt3k9FI7rAOv9qu3GTGzUm5UkREHJOucDZ0MCenyncnF5ff1E7BREREHJmuciIiImJXFE5ERETEriiciIiIiF1ROLGh7v7+mIzG625Xbqr+RwtFREQchZ7WsSFnV1cAOqbkXVe73/JEj4iISG2lmRMRERGxKwonIiIiYlcUTkRERMSuKJyIiIiIXXGYG2ILCgoIDQ2lc+fOVbb7+voSEhLCwIEDr9rW29ubY8eO3fAYYmNj6dWrF8OHD7/hvkREROoqhwknAC1atCA1NdXWwxAREZEb4FDh5EouzWb06tWLqVOn0qVLF44cOULTpk1JSEjA09PTemxhYSGzZs3iwoULFBUVERkZyYwZM0hOTmbHjh0UFxeTn59P3759mTdvHhaLhbi4OLKysmjRogUmk4levXrZsFoREZHaz6HCSVFREREREdbvQ4YMqbL/6NGjvPjii/j6+jJt2jQ2bdpEdHS0dX9aWhrh4eFERkZy4cIFgoKCrPsPHDhAWloaTk5OhIaGMmbMGHJzc/n6669JS0vjwoULDB06tGYKFRERcWAOFU6utKwTGxtr/dy0aVN8fX0B6NKlC8XFxVWOnTBhAnv27OGdd97h+PHjGI1GfvrpJwB69OiBh4cHAG3btqW4uJjs7Gz++Mc/4uLiQpMmTejfv/+tLE9ERKROcKhw8mvc3Nysnw0GAxaLpcr+uLg48vPzCQ8PJyQkhM8//9x6zJXa/rIPZ+c69XOKiIjcEnqU+DK7du1iwoQJhIWFkZubS2FhIWbz1f+OTe/evdm8eTMVFRUUFxezY8eOGhytiIiIY9L/6l/m8ccf59lnn8Xd3Z3bb78dPz8/CgoKrnp8SEgIOTk5hIeH06xZs2qPMYuIiMj1M1h+ubYhNc7R/vDf/v376dmzp62HcVM5Yk3gmHU5Yk3gmHU5Yk3gmHXVdE1a1hERERG7onAiIiIidkXhREREROyKwomIiIjYFT2tY0OVFRUYDIbrvsG13GTGzUm5UkREHJOucDZ0MCcHJxeX626nYCIiIo5MVzkRERGxKwonIiIiYlcUTmzIv/s91baVm67+unwREZG6QDfE2pCrs1O1t8Pa+9tfRUREbjXNnIiIiIhdUTgRERERu6JwIiIiInZF4URERETsisPdEFtSUkJ8fDz79u3DycmJRo0aERsby913323roYmIiMhv4FDhxGw2M2nSJAICAkhJScHZ2Zk9e/YwadIk0tPT8fLysvUQRURE5Fc41LLO3r17+eGHH5g+fTrOzj/nrsDAQF566SViYmL44IMPrMdGR0dz8OBBoqOjWbRoEZGRkQwaNIidO3cCEBsby+TJkwkLCyMzM5Pg4GAKCgqs54mOjgZg5cqVDB06lGHDhjF37twarlhERMTxOFQ4+frrr+natSv16lUtKygoiIkTJ5KamgrA999/z9mzZ+nevTvw81LQhg0biI+PJzY2loqKCgA8PT3ZvHkzwcHBVzyfyWTizTffJCkpieTkZIxGI4WFhbewQhEREcfnUOGkXr16uLm5XXFfQEAARUVFFBQUkJKSQkREhHXfqFGjAPDx8aF58+YcO3YMgG7dul3zfE5OTvTo0YMRI0awfPlyxo8fT8uWLW9SNSIiInWTQ4UTPz8/vv76aywWS5Xtr7zyCnv37mXYsGGkp6ezefPmKuHEycnJ+tlsNluXhNzd3av0c6nfyspK67bXX3+defPmYbFYmDhxItnZ2Te9LhERkbrEocLJH/7wB5o2bcry5csxmUwA7Nixg+TkZO68806GDx/O2rVradWqVZUZjo8++giAnJwczp8/z1133VWtby8vL06cOAHAtm3bADh79iyDBg3irrvuYsaMGfTt29c66yIiIiK/j0M9rWMwGHj99dd56aWXCA8Px9nZGS8vL1asWEGzZs0AaNWqFZGRkVXa5efnW7ctXbq0ykzKJdOnT2fBggUsX76cfv36AdCkSRNGjx7NiBEjqF+/Ph07diQqKuoWVykiIuLYHCqcwM+BYcmSJdW2WywWioqKOHPmDCEhIVX2PfbYYwQEBFTZFhcXV+V7UFAQQUFB1fodN24c48aNu/GBi4iICOBgyzrXkpGRQUREBE8//TSurq62Ho6IiIhchcPNnFxNaGgooaGh1bavWrXKBqMRERGRq6kzMyciIiJSOyiciIiIiF2pM8s69qii0kTusA5VtpWbzLg5KTOKiEjdpaugDeUc/KraNgUTERGp63QlFBEREbuicCIiIiJ2ReFERERE7IrCiQ35d7+nyvdyk9lGIxEREbEfelrHhlydneiYkmf9/ssnd0REROoizZyIiIiIXVE4EREREbuicCIiIiJ2ReFERERE7IpDhhNvb+/rOj45OZnY2FibnFtERESqcshwIiIiIrWXQz9KvHfvXpYsWYLZbKZLly7MnTuXF154gePHj2MymZg0aRLh4eFV2mzevJmVK1dSVlZGRUUFL774Ivfeey/R0dH4+/uzf/9+zp49y+zZswkKCqKgoICYmBguXrxI9+7dbVSpiIiI43DocAKQl5fH9u3badiwIS+//DJ33303ixcvpqSkhIceeqhKoDCbzaxdu5Y33niDJk2asH79elasWMEbb7wBgNFoZN26dWRmZpKQkEBQUBALFixg+PDhjBw5kpSUFNatW2erUkVERByCw4eTjh070rBhQwA+//xzysrKSEpKAuDixYscP37cemy9evVITEwkMzOT3NxcsrOzqVfvfytf999/PwBdunTh3LlzAGRnZxMfHw/A0KFDmT17do3UJSIi4qgcPpy4u7tbP5vNZpYsWcLdd98NwJkzZ2jcuDGbNm0CoLS0lBEjRjB06FDuu+8+vL29WbNmjbW9m5sbAAaDoco5LBaLdfvlYUZERESuX526kgYGBvL+++8DUFRUxNChQ/nhhx+s+/Py8jAYDEyePJmAgAC2bNmCyWS6Zp99+vRh48aNAHzyySeUl5ffugJERETqgDoVTqZOnUpZWRnh4eGMHTuWmJgY2rVrZ93ftWtXfHx8CAsLY/DgwXh5eXHq1Klr9jl37lwyMjIYOnQon376KQ0aNLjVZYiIiDg0g+XSmoTYhCP+4b/9+/fTs2dPWw/jpnLEmsAx63LEmsAx63LEmsAx66rpmurUzImIiIjYP4UTERERsSsKJyIiImJXFE5ERETErjj8e07sWUWlqcpNsOUmM25OyosiIlK36UpoQzkHv6ryXcFERERE4URERETsjMKJiIiI2BWFExEREbErCic21N3fH5PRaP1ebjLbcDQiIiL2QU/r2JCzqyvwv1fYO8rr60VERG6EZk5ERETEriiciIiIiF1ROBERERG7UmvuOSkoKCA0NJTOnTsDYDabKS0tZdiwYUyfPr1Gx5KQkICfnx8DBw6s0fOKiIjUBbUmnAC0aNGC1NRU6/fCwkIefPBBBg8ebA0tNWHGjBk1di4REZG6plaFk1/697//jcVioUGDBrzxxhts3LgRJycn+vbtS0xMDD/88ANTpkyhU6dOnDhxAl9fX3r06MGGDRsoLi4mMTGRzp07s3nzZlauXElZWRkVFRW8+OKL3HvvvURHR+Pv78/+/fs5e/Yss2fPJigoiNjYWHr16sXw4cNZunQpu3fvpri4mBYtWrB06VKaNWtm659GRESk1qpV95wUFRURERFBaGgoAQEBvPrqqyxfvpxjx46RmZlJUlISGzZs4OTJk6xduxaAY8eOMWnSJFJTU/nyyy/5/vvvWbduHeHh4axbtw6z2czatWut4WbixImsWLHCek6j0ci6deuYOXMmCQkJVcZz8uRJvvvuO9auXUtGRgatWrVi48aNNfqbiIiIOJpaNXNyaVnHbDYTFxfHt99+S9++fVmyZAmDBw+mfv36AERFRZGSkkJQUBDNmjXD19cXgNtvv53evXsD0Lp1awoKCqhXrx6JiYlkZmaSm5tLdnY29er9L7Pdf//9AHTp0oVz585VGU/79u157rnn+PDDD8nNzeWrr76iXbt2NfFTiIiIOKxaNXNySb169Xj22WcpLCzknXfewWyu/mbVyspKAFz/+6KzS5ycnKp8Ly0tZcSIERQUFHDfffcRHR1dZb+bmxsABoOh2jkOHz7MhAkTMJvNPPjgg4SEhGCxWG6oNhERkbquVoYTAGdnZ5599llef/11fH19SU9Pp6ysjMrKSpKSkggMDPxN/eTl5WEwGJg8eTIBAQFs2bIFk8n0m9ru27ePXr16MWbMGDp06EBWVtZvbisiIiJXVquWdX6pf//+9OjRg3379jFgwACioqKorKykX79+PProo5w+ffpX++jatSs+Pj6EhYVhMBjo168f+/fv/03nHzRoEFOnTmXIkCEA+Pn5UVBQcEM1iYiI1HUGi9YhbM7R/rbO/v376dmzp62HcVM5Yk3gmHU5Yk3gmHU5Yk3gmHXVdE21dllHREREHJPCiYiIiNgVhRMRERGxKwonIiIiYldq9dM6tV1lRQUGg8F6I2y5yYybk/KiiIjUbboS2tDBnBycXFys3xVMREREFE5ERETEziiciIiIiF1ROBERERG7onBiQ939/TEZjcDPN8OKiIiIwolNObu64uTiQseUPN0MKyIi8l+6IoqIiIhdUTgRERERu6JwIiIiInZF4URERETsSp0KJwUFBXh7ezN37twq248cOYK3tzfJyclXbRscHExBQQH5+fnMmjXrVg9VRESkzqpT4QTA09OTHTt2YDKZrNs++ugjmjRp8pvanzp1ivz8/Fs1PBERkTqvzoWTBg0a4OPjw759+6zbdu3aRZ8+fQBYvXo1I0eOJDw8nMjISL777rsq7RcuXMjhw4eZP38+lZWVzJ49m9GjRzNw4ECefPJJysrKarQeERERR1PnwglAWFgYGRkZABw6dAhvb29cXFwoKSlh69atrFq1irS0NAYMGMCaNWuqtJ09ezZ+fn48//zzHDhwABcXF9atW8eWLVu4cOECn376qS1KEhERcRjOth6ALQQHB/Pqq69iNpvZvHkzYWFhfPTRR3h4eBAfH096ejp5eXns2LEDHx+fq/Zz33334enpyZo1a/juu+/Iy8vj4sWLNViJiIiI46mTMycNGjSga9eu7N+/nz179liXdH744QdGjx7NhQsX6N+/P5GRkVgslqv2s23bNp555hnc3d0ZPnw499133zWPFxERkV9XJ8MJ/Ly0Ex8fj5+fH87OP08g3XbbbbRv355x48bh7+/P1q1bq9w4C+Dk5ERlZSUAu3fvJiwsjKioKBo1asTevXurHS8iIiLXp86GkwceeIAjR44waNAg6zYXFxfMZjODBg0iMjKSjh07UlBQUKVd586duXDhAjExMYwcOZL09HSGDBnCjBkzuPfee6sdLyIiItenTt1z0qZNGzIzM4Gfl3YOHjxo3RcXFwfAo48+esW2l9oBpKWlWT9v2rTpVgxVRESkzqqzMyciIiJinxRORERExK4onIiIiIhdUTgRERERu6JwYkOVFRWYjEZyh3Wg3GS29XBERETsgsKJDR3MycHJxQUANyf9pxAREQGFExEREbEzCiciIiJiVxRORERExK4onNiQf/d7rJ91Q6yIiMjP6tTr6+2Nq7MTHVPyAMgd1sGmYxEREbEXmjkRERERu6JwIiIiInZF4URERETsSo2Ek7179xIdHV0Tp7LL84uIiMhvp5kTERERsSs2e1pn7969LF++nFWrVgEQGxtLr169aNy4MX/961/ZuHEjp0+fJjo6mg8//BAnJyfmzp3L6dOnMRgM/PnPf6ZPnz4sW7aMU6dOkZeXx9mzZ3niiSfYvXs3Bw8epGvXrixduhSAH3/8kQkTJlBUVES3bt14/vnncXV1Zfv27bz66quYzWbatm3LCy+8QLNmzQgODua9996jTZs2VcYaHR1N48aNOX78OK+++iq5ubm89tpr3Hbbbfj4+GAymYiLi7PVzyoiIlLr2d2jxAMHDuSTTz7hjTfeYO/evTz33HO0bNmSp556iqioKAYOHEhRUREPP/wwKSkpAHzzzTesW7eOL7/8krFjx7Jp0yY6dOjAoEGDOHbsGAAFBQUsX76c9u3b89RTT/H+++8THh7O3Llzef/992nTpg1vv/02L7zwAq+99to1x+jt7c3y5cs5e/YskyZNIikpiebNmzN9+nQ8PDxu+W8kIiLiyOwunAD85S9/YdCgQdx7773/v707j6uq2v8//kLGCr2giV7NzMycM1PDMiVwZpAEh9TQtLRujg0WKHYxxxxy7n41G+7PTE1DDbDMIc3QcKgcyjHDPM5eQVGU4bB+f3g9VxKbRM7g+/l4+JC9z9prr88+58D7sfY+ZxMWFgbAxo0bOXjwoC045Ofnc/jwYQCaNWuGh4cHlZCRMNcAACAASURBVCpVonz58tx3330AVKhQgbNnzwLQuHFj7rnnHgAiIiJITEzk7rvv5oEHHuCuu+4CoGvXrsyZM+d3x/fAAw8AsHXrVho2bEiFChUAeOKJJ1i9enUxHQUREZFbk93CiZubG8YY23JeXp7t59OnT+Pu7s7BgwfJycnB29ubgoIC/v3vf+Pn5wfAyZMnKVeuHKtXr8bzv3f2BfDwKLqkq9cbY/Dw8KCgoPC3shpjyM/PL7QMFFoH4OPjA0CpUqWu6UNERERujN0uiPX39+fw4cPk5OSQmZnJtm3bALBarcTFxTF8+HAefvhhpk2bBkDTpk356KOPADhw4AARERFcvHjxD+9v27ZtHD16lIKCApYtW8ajjz5KgwYN2L59OxaLBYBFixYRGBhoG9+BAwcAWLNmTZF9PvTQQ+zcuZOTJ09ijGHFihW4ubn9tQMiIiIiQAnOnFw5BXJFREQEQUFBhIWFUblyZRo1agTAe++9R7ly5WjTpg2PPvoo4eHhtGnThvj4eF5//XUiIiIAmDBhwp+6vuO+++5j2LBhnDp1iqZNm9KpUyfc3d154403GDBgAHl5eVSqVIkxY8YAMGjQIEaNGsXMmTN57LHHiuyzbNmyxMfH06dPH7y8vLjrrrsoU6bMXz1EIiIiQgmFk8DAQHbv3v2nt/P19WXdunW25dmzZ1/TZuDAgbaf77rrLtauXWtbvvJJIIAFCxYUuY+QkBBCQkKuWR8UFERQUNA166/uMyMjgz179vDpp59SqlQpRo8eTdWqVX+7KBEREflNDnlBrLPw8/Pj3LlzhIeH4+7uTt26denSpYu9hyUiIuLUFE5ugJubG/Hx8fYehoiIiEvRN8SKiIiIQ1E4EREREYei0zp2lJtv5ecn7gEgx1qAt7uyooiIiP4a2tHO7d/bflYwERERuUx/EUVERMShKJyIiIiIQ1E4EREREYeicGJHDerXx5qXR45VNw8UERG5Qp/WsSMPLy8A3O08DhEREUeimRMRERFxKAonIiIi4lAUTkRERMShKJyIiIiIQ3HqcHL+/HlGjhxJeHg4kZGRxMTE8MMPPxRL3xaLhZCQkCIfi4yMLJZ9iIiIyLWc9tM6BQUF9O3bl8DAQJYtW4aHhwfffPMNffv2JSUlBX9//5u27+XLl9+0vkVERG51ThtO0tLSOHbsGIMGDaJUqcsTQE2bNmXcuHHMnz+fVatWAXDp0iUOHz7M+vXryc7OJiEhgczMTHx8fBgxYgR16tThyJEjxMXFcebMGXx8fBg9ejS+vr5cunSJF198kf3791OmTBlmzZqFv78/NWvWZO/evZw4cYJhw4aRlZXFyZMn6dixI4MHD7bnYREREXF6Tnta58cff6RWrVq2YHJFUFAQAwYMYPny5SxbtowaNWrw0ksvUb58eV577TWGDh3K0qVLGTVqFC+++CIAI0eOpG3btiQnJzNw4ED+9a9/AXDmzBl69+5NcnIyd955JytWrCi0r+TkZMLDw/n4449JSkri3//+N2fOnCmZAyAiIuKinHbmpFSpUnh7e/9mm2nTpuHp6cmzzz7LhQsX2LVrF3FxcbbHs7OzycjIYMuWLbz11lvA5XATFBSExWIhICCABx54AID77ruPjIyMQv0/88wzfPPNN7z77rvs37+fvLw8Ll68WMyVioiI3FqcNpzUq1ePjz76CGMMbm5utvVvvfUWjz76KJmZmXz55ZcsXLgQuHyNipeXV6HrRY4fP46fnx8eHv87DMYYfvrpJ3x8fAqtd3NzwxhTaAzjx4/n8OHDhIeH06pVKzZu3HhNGxEREflznPa0TuPGjSlXrhwzZ87EarUCsGHDBhITE7ntttt48803mTlzJrfddhsApUuX5p577rGFk9TUVHr06GHrKyUlBYCNGzcyYsSIPzSG1NRUnnnmGdq3b8/PP//MiRMnKCjQfXJERERuhNPOnLi5ufH2228zbtw4wsPD8fDwwN/fnzlz5jBp0iTy8/MZPHiwLbiMGDGCiRMnkpCQwNy5c/H09GTKlCm4ubnx+uuvEx8fz0cffcRtt93G6NGj/9AYnnvuOV599VV8fHyoWLEi9erVw2KxcPfdd9/M0kVERFya04YTgLJlyzJx4sRr1r/33nvX3WbevHnXrPv73//Ou+++e836tWvX2n4eOHCg7ee9e/cCEB4eTnh4+J8as4iIiPw2pz2tIyIiIq5J4UREREQcisKJiIiIOBSFExEREXEoTn1BrLPLz83Fzc2N/FLueLsrJ4qIiIBmTuxq+86duHt6KpiIiIhcRX8VRURExKEonIiIiIhDUTgRERERh6JwYkcN6tfHmpdHjlX34xEREblCn9axIw8vLwDc7TwOERERR6KZExEREXEoCiciIiLiUBRORERExKG4VDg5f/48I0eOJDw8nMjISGJiYvjhhx9uuN+srCz69+8PwIkTJ+jbt+8N9ykiIiJFc5kLYgsKCujbty+BgYEsW7YMDw8PvvnmG/r27UtKSgr+/v5/ue+zZ8+ye/duACpUqMA777xTXMMWERGRX3GZmZO0tDSOHTvGoEGD8PC4nLmaNm3KuHHj2LRpE506dSIqKorXXnuNixcv8vLLLxMeHk5ERATLli0DLs+8DBo0iK5duxIcHMywYcMwxjB69GhOnjxJ//79sVgshISEALBv3z5iYmKIjo4mODiYBQsW2K1+ERERV+EyMyc//vgjtWrVolSpwnkrKCiItLQ00tPT+fLLLyldujQTJkzA39+f5ORkzpw5Q+fOnalVqxYHDhygdu3aTJ8+ndzcXMLCwvjhhx+Ij4+nZ8+ezJo1C4vFYut78eLFvPDCCzzyyCMcPnyYDh060K1bt5IuXURExKW4TDgpVaoU3t7e1328WrVqlC5dGoBvvvmGsWPHAlC2bFlatmzJ5s2b6dmzJzt27OCDDz7g4MGDZGZmkp2djZ+fX5F9xsbGsmHDBmbPns2+ffvIzs4u/sJERERuMS5zWqdevXr8+OOPGGMKrX/rrbcwxuDj42Nb9+s2xhisVivz5s1jwoQJlC1blqeeeorq1atf0/ZqQ4YMYdWqVVSvXp0hQ4YUb0EiIiK3KJcJJ40bN6ZcuXLMnDkTq9UKwIYNG0hMTOTMmTOF2jZt2pQlS5YAcObMGdasWcPDDz9MamoqXbt2pUOHDuTk5LBnzx4KCgrw8PAgPz//mn2mpqYyaNAgWrVqxVdffQVg27eIiIj8NS5zWsfNzY23336bcePGER4ejoeHB/7+/syZM4esrKxCbfv3709CQgIRERFYrVaef/556tatS69evUhISGDOnDn4+vrSsGFDLBYLjRs3plKlSsTExDBu3DhbPwMHDqR79+54e3tTq1YtKleujMVioWrVqiVdvoiIiMtwmXACl68fmThxYpGPBQYG2n729fVl0qRJ17R55JFHWLlyZZHbL1y40Pbz2rVrAejduze9e/e+kSGLiIjIr7jMaR0RERFxDQonIiIi4lAUTkRERMShKJyIiIiIQ1E4EREREYfiUp/WcTb5ubm4ubmRX8odb3flRBEREdDMiV1t37kTd09PBRMREZGr6K+iiIiIOBSFExEREXEoCid21KB+fax5efYehoiIiEPRBbF25OHlZe8hiIiIOBzNnIiIiIhDUTgRERERh6JwIiIiIg5F4UREREQcilNeEGuxWGjXrh3Vq1fHzc2NvLw8AgICGDduHBUrVvxDfcTFxTFgwAAqV65cbOOaMWMGAAMHDiy2PkVERG41TjtzEhAQwPLly1m2bBkpKSnUrFmTCRMm/OHt09LSMMbcxBGKiIjIX+G04eTXAgMD2b9/P99//z2dO3emQ4cO9OrVi0OHDgEQExPDgAEDaNu2LXPmzOHkyZP069ePjIwMQkJCsFgswOXQEhMTA8C+ffuIiooiMjKSUaNG0bp1a9v6mJgYoqOjCQ4OZsGCBfYpWkRExAW5RDjJy8tj5cqV1KtXj5deeokRI0bw6aef8uSTT/LSSy/Z2tWsWZOVK1fSr18/AgICmDNnDv7+/tftNzY2lsGDB7N8+XKqVKmC1WoFYPHixbzwwgt88skn/L//9//+1IyNiIiI/DanDScnT54kMjKSyMhIOnTogDGGqKgoypQpwwMPPABA+/bt+eWXX8jKygKwrf8jMjMzOXLkCEFBQQBER0fbHouNjSUnJ4fZs2czdepUsrOzi7EyERGRW5tTXhAL/7vm5Gp79uy5pp0xxjbj4ePjc93+rlx/kp+fD4C7u/t1r0kZMmQIZcqUITg4mNDQUJKTk/9SDSIiInItp505Kcq9995LZmYmO3bsAGDFihVUqlQJPz+/a9q6u7vbQou/vz8HDhwAYM2aNQCULl2aKlWqsH79egCSkpJs26ampjJo0CBatWrFV199BWDrS0RERG6M086cFMXLy4spU6YwatQoLl68yN/+9jemTJlSZNvHH3+cfv36MXfuXAYNGsSoUaOYOXMmjz32mK3NhAkTGDZsGFOnTqVmzZq2mZeBAwfSvXt3vL29qVWrFpUrV7ZdUCsiIiI3xinDyV133cXatWuLfKxhw4YsXrz4mvXz5s0rtDx8+HCGDx8OQJUqVWzXllzts88+Y8aMGQQEBPDFF19w4cIFAHr37k3v3r2vaa/vNxEREblxThlOSkqlSpXo06cPHh4elClThjFjxth7SCIiIi5P4eQ3REVFERUVZe9hiIiI3FJc6oJYERERcX4KJyIiIuJQFE7sKD83F2tenr2HISIi4lAUTuxo+86duHt62nsYIiIiDkXhRERERByKwomIiIg4FIUTERERcSgKJ3ZUv8GD5FgL7D0MERERh6IvYbMjLw93ew9BRETE4WjmRERERByKwomIiIg4FIUTERERcShOGU4+//xzoqKi6NChAxEREcydOxeAkJAQLBbLTd//ggULWLBgwU3fj4iIyK3I6S6IPXHiBG+++SaJiYn4+/tz4cIFYmJiqFatWomNoVu3biW2LxERkVuN04WTjIwM8vLyuHTpEgB33HEH48ePx9vb29amoKCAsWPHsmnTJtzc3OjQoQP9+vVjwIABRERE0LZtWwCioqIYPXo0d9xxBwkJCWRmZuLj48OIESOoU6cOsbGx+Pr68sMPP3DixAn69+9PdHQ0M2bMAGDgwIF8+OGHLF++nIsXL+Lp6cnkyZO59957S/7AiIiIuAinCye1atWiZcuWtGrVitq1axMYGEhERARVq1a1tVmwYAHHjh3j008/JTc3l5iYGO6//34iIyNJSkqibdu2pKenk5OTQ506dXjyySd5/fXXqVOnDgcOHKB///6sXLkSgOPHj/PRRx+xb98+evbsSXR0tG0/58+fZ/Xq1cybNw8fHx+mTZvG/PnzGTFiRIkfFxEREVfhdOEEYOTIkbzwwgt8/fXXfP3113Tp0oVJkybZHk9LS6Njx464u7tz2223ERERwaZNm3j55Zd54403OH/+PMnJyXTo0IELFy6wa9cu4uLibNtnZ2eTkZEBQLNmzXBzc+P+++8nMzOz0Dh8fX2ZPHkyKSkppKens2HDBmrXrl0yB0FERMRFOV04WbduHdnZ2YSGhhIdHU10dDQff/wxS5YssbUpKCj8ravGGKxWK15eXgQHB7N27Vo+//xzZs+eTUFBAV5eXixfvtzW/vjx4/j5+QHYThe5ubldM5Zjx44RExPDU089RYsWLbjzzjvZvXv3zShbRETkluF0n9bx8fFh8uTJtk/lGGPYvXt3oRmLpk2bsmzZMqxWKxcvXiQpKYnAwEAAIiMjef/99/Hz86Ny5cqULl2ae+65xxZOUlNT6dGjxx8ay86dO6latSpPP/009evXZ/Xq1Vit1mKuWERE5NbidDMnTZs2ZcCAATz//PPk5eUB0Lx5c/r3709SUhIAXbt2JT09ncjISPLy8oiIiKB169YANGrUiKysrEKfuJk4cSIJCQnMnTsXT09PpkyZUuRMya81a9aMBQsWEBoaijGGJk2asH///ptQtYiIyK3DzRhj7D0IcS3btm2jUaNG9h5GsXLFmsA163LFmsA163LFmsA16yrpmpzutI6IiIi4NoUTERERcSgKJyIiIuJQFE5ERETEoSiciIiIiENROLGj3HwrOdaC328oIiJyC1E4saOd27/H211PgYiIyNX0l1FEREQcisKJiIiIOBSFEztqUL8+1v9+Bb+IiIhc5nT31nElHl5e9h6CiIiIw9HMiYiIiDgUhRMRERFxKAonIiIi4lAUTkRERMShOE04SUtLIyYmptC6nTt3Mnz4cAA+/vhjkpOTAYiNjSUxMfGmjeXEiRP07dv3pvUvIiJyK3PqT+vUr1+f+vXrA/Dtt9/y8MMPl8h+K1SowDvvvFMi+xIREbnVOM3MSVGuzKZs3LiRtWvXMn36dDZs2ADAunXr6NSpE8HBwSxatAiAGTNmMGPGDNv2ISEhWCwWzp8/z6BBg+jatSvBwcEMGzYMYwxpaWn06dOHF154gbZt2zJo0CByc3OxWCyEhIQAsG/fPmJiYoiOjiY4OJgFCxaU/IEQERFxIU49c3LFo48+SkhICA8//DDNmzcnJSWF3NxcFi9ezP79++nZsyddu3a97vbr1q2jdu3aTJ8+ndzcXMLCwvjhhx8A+O677/jss88ICAigS5cufP3119x///22bRcvXswLL7zAI488wuHDh+nQoQPdunW76TWLiIi4KpcIJ0Vp2bIlbm5u1KhRg4yMjN9sGx4ezo4dO/jggw84ePAgmZmZZGdnA1CjRg0qVqwIQPXq1Tl79myhbWNjY9mwYQOzZ89m3759tu1ERETkr3Hq0zq/xd3dHQA3NzfbOjc3N4wxtuW8/351/Lx585gwYQJly5blqaeeonr16rZ23t7e190eYMiQIaxatYrq1aszZMiQm1aPiIjIrcJlwom7uztWq/U32/j7+3PgwAEAduzYwalTpwBITU2la9eudOjQgZycHPbs2UNBQcEf2m9qaiqDBg2iVatWfPXVVwC/Ow4RERG5Pqc6rbN161YaNmxoW65QoQLly5cHLl938tZbb1G6dOnrbh8aGsrKlSsJDQ2lbt261KlTB4BevXqRkJDAnDlz8PX1pWHDhlgsFu6+++7fHdPAgQPp3r073t7e1KpVi8qVK2OxWKhateoNVisiInJrcjO/Pk8hcoO2bdtGo0aN7D2MYuWKNYFr1uWKNYFr1uWKNYFr1lXSNbnMaR0RERFxDQonIiIi4lAUTkRERMShKJyIiIiIQ1E4saP83Fys//2uFREREblM4cSOtu/cibunp72HISIi4lAUTkRERMShKJyIiIiIQ1E4EREREYeicGJHDerX1wWxIiIiv+JU99ZxNR5eXvYegoiIiMPRzImIiIg4FIUTERERcSgKJyIiIuJQFE5ERETEoThlOPn888+JioqiQ4cOREREMHfuXABCQkKwWCzFtp/Y2FgSExMLrTtx4gR9+/Yttn2IiIhIYU73aZ0TJ07w5ptvkpiYiL+/PxcuXCAmJoZq1aqVyP4rVKjAO++8UyL7EhERuRU53cxJRkYGeXl5XLp0CYA77riD8ePHc99999naFBQUMHr0aMLCwggPD2fOnDkADBgwgJUrV9raRUVF8eOPP7J582a6detGx44dadmyJatXry60z4sXL9KtWzfmz5+PxWIhJCQEgH379hETE0N0dDTBwcEsWLDgZpcvIiLi8pxu5qRWrVq0bNmSVq1aUbt2bQIDA4mIiKBq1aq2NgsWLODYsWN8+umn5ObmEhMTw/33309kZCRJSUm0bduW9PR0cnJyqFOnDoMGDWL06NFUr16dTZs2MXbsWFq1agVAXl4eAwYMoG3btvTo0aPQaaPFixfzwgsv8Mgjj3D48GE6dOhAt27dSvyYiIiIuBKnmzkBGDlyJGvXrqVbt24cPXqULl268MUXX9geT0tLo2PHjri7u3PbbbcRERHBpk2bCAoK4rvvvuP8+fMkJyfToUMHACZOnMj+/fuZNWsW77//PhcuXLD1NW3aNPbu3UvXrl2vGUdsbCw5OTnMnj2bqVOnkp2dffOLFxERcXFOF07WrVvHihUrqFChAtHR0UyZMoX4+HiWLFlia1NQUFBoG2MMVqsVLy8vgoODWbt2LZ9//jnh4eEAdO/enR07dlCvXj2ef/75QtuGhYURFBTE9OnTrxnLkCFDWLVqFdWrV2fIkCE3oVoREZFbj9OFEx8fHyZPnmw7vWKMYffu3dSuXdvWpmnTpixbtgyr1crFixdJSkoiMDAQgMjISN5//338/PyoXLkymZmZpKenM3jwYFq0aMGaNWuwWq22vmrXrs3QoUNJSkpi9+7dhcaSmprKoEGDaNWqFV999RVAoW1FRETkz3O6a06aNm3KgAEDeP7558n7703zmjdvTv/+/UlKSgKga9eupKenExkZSV5eHhEREbRu3RqARo0akZWVZbs2xM/Pj06dOhEWFoaHhwdNmzbl0qVLhU7R+Pn58fLLLxMfH8+UKVNs6wcOHEj37t3x9vamVq1aVK5cGYvFUuj6FxEREflz3Iwxxt6DENeybds2GjVqZO9hFCtXrAlcsy5XrAlcsy5XrAlcs66SrsnpTuuIiIiIa1M4EREREYeicCIiIiIOReFEREREHIrCiR3l5+Zi/e8njkREROQyhRM72r5zJ+6envYehoiIiENROBERERGHonAiIiIiDkXhxI7qN3iQHGvB7zcUERG5hTjd19e7Ei8Pd3sPQURExOFo5kREREQcisKJiIiIOBSFExEREXEoCiciIiLiUFwqnNSsWfMvbRcbG0tiYuIN7z8tLY2YmJgb7kdERORW5lLhRERERJyfS36U2BjDpEmTWL16Ne7u7nTt2pVevXpx6NAhEhISyMzMxMfHhxEjRlCnTp1C206ZMoVNmzZx9uxZAgICmDJlCnfeeSePPfYYbdu2Zdu2bbi7uzN16lSqVKnC119/zbhx4/D29qZatWp2qlhERMR1uOTMyeeff863335LUlISixcvJjExkVOnTvHaa68xdOhQli5dyqhRo3jxxRcLbXfo0CEOHjzIwoULWblyJX//+9/59NNPATh16hSPPPIIy5Yto0mTJsyfP5/c3FxiY2OZPn06iYmJ+Pj42KNcERERl+KSMydbtmyhffv2eHl54eXlxfLly7lw4QK7du0iLi7O1i47O5uMjAzbctWqVXnttddYvHgxP//8M99//z1333237fHmzZsDUKNGDbZu3crevXsJCAigevXqAHTs2JFp06aVUJUiIiKuySXDiYeHB25ubrZli8XC3/72N1tQueL48eP4+fnZlnft2sXLL7/M008/Tdu2bSlVqhTGGNvj3t7eALi5uWGMsf1/hbu7vvFVRETkRrnkaZ0mTZrwxRdfkJeXx8WLF3n22Wc5ffo099xzjy2cpKam0qNHj0LbbdmyhYcffphu3bpxzz33sG7dOqxW63X3U7NmTU6fPs2ePXsASElJuXlFiYiI3CJccuakdevW7Nq1i6ioKAoKCujZsyfVqlVj4sSJJCQkMHfuXDw9PZkyZUqhGZbQ0FAGDBhAREQEAPXq1cNisVx3P56enrz11lsMHToUDw+Pay6uFRERkT/PzVx9XkKkGGzbto1GjRrZexjFyhVrAtesyxVrAtesyxVrAtesq6RrcsnTOiIiIuK8FE5ERETEoSiciIiIiENROBERERGHonBiR7n5VnKsBfYehoiIiENROLGjndu/x9tdT4GIiMjV9JdRREREHIrCiYiIiDgUhRMRERFxKAondlS/wYO6IFZERORXXPLeOs7Cy0N3MRYREfk1zZyIiIiIQ1E4EREREYeicCIiIiIOReFEREREHMotEU7S0tKIiYn5w+1/r+2CBQtYsGDBjQ5LREREiqBP6xRh8+bNv/l4t27dSmgkIiIit55bNpzk5+eTkJDA/v37OX36NDVr1uStt95i0qRJAHTu3JmIiAgOHTrEiBEjABg/fjwVK1YkKysLgIEDB/Lhhx+yfPlyLl68iKenJ5MnT+bee++1W10iIiLO7pY4rVOU7777Dk9PTxYtWsSqVavIyspi/fr1xMfHA7B48WLCw8NZtWoVVqsVYwxffPEFYWFhtj7Onz/P6tWrmTdvHsnJyTz++OPMnz/fXiWJiIi4hFt25qRJkyb4+fkxf/58Dh48SHp6OtnZ2YXalC1bllq1apGWloanpyfVqlWjfPnytsd9fX2ZPHkyKSkppKens2HDBmrXrl3SpYiIiLiUW3bmZM2aNbzyyiv4+PgQFRVFkyZNMMZc0y4yMpIVK1awYsUKIiIiCj127NgxunbtSlZWFi1atKBjx45F9iEiIiJ/3C0bTjZt2kT79u2Jjo6mTJkypKWlYbVaAXB3dyc/Px+Ali1bsmXLFlJTU2ndunWhPnbu3EnVqlV5+umnqV+/PqtXr7b1ISIiIn/NLXNaZ+vWrTRs2NC2/MADD5CWlkZKSgqenp489NBDWCwW4HIgiYyMJDExER8fHx566CFyc3O54447CvXZrFkzFixYQGhoKMYYmjRpwv79+0u0LhEREVdzS4STwMBAdu/e/Yfbz5gxo9DyuHHjCi0PHDjQ9vP7779/Y4MTERGRQm7Z0zoiIiLimBRORERExKEonIiIiIhDUTgRERERh6JwYke5+VZyrAX2HoaIiIhDUTixo53bv8fbXU+BiIjI1fSXUURERByKwomIiIg4FIUTERERcSgKJ3Z0//3323sIIiIiDkfhxI5Kly5t7yGIiIg4HIUTERERcSgKJyIiIuJQFE5ERETEoXjYewDFxWKx0K5dO6pXr15ofZcuXejRo8c17b/88kvS09Pp3bv3n97Xzp07WbhwIWPGjPnL4xUREZGiuUw4AQgICGD58uV/qO2uXbv+8n7q169P/fr1//L2IiIicn0uFU6KkpeXlo5Z6gAAF5FJREFUx7Bhw9i/fz8A3bt356GHHmLhwoUAVKpUidDQUOLj49m7dy9ubm4888wzPPHEEyQmJrJhwwbOnj3L4cOHadasGQkJCaSlpTFz5kzmzZvH5s2bmTJlCpcuXeLcuXPExcXRqlUre5YsIiLi1FwqnJw8eZLIyMhC64YPH87Zs2dZtmwZJ06cYPLkyXTp0oUnn3wSgOjoaCZMmIC/vz/JycmcOXOGzp07U6tWLQC+++47kpOTcXd3p127dnTr1q1Q/x9++CGjR4+mevXqbNq0ibFjxyqciIiI3ACXCidFndbJyMjg559/5plnnqFFixa8+uqr12z3zTffMHbsWADKli1Ly5Yt2bx5M76+vjRs2BBfX18AqlSpwtmzZwttO3HiRL788ks+//xztm/fzoULF25SdSIiIrcGl/+0jr+/PykpKTz11FP8/PPPdOzYkXPnzhVqY4y5ZtlqtQLg7e1tW+/m5nZN2+7du7Njxw7q1avH888/f5OqEBERuXW4fDhZs2YNQ4cO5fHHHyc+Pp7bb7+dY8eO4e7uTn5+PgBNmzZlyZIlAJw5c4Y1a9bw8MMP/27fmZmZpKenM3jwYFq0aMGaNWtsoUZERET+Gpc6rVPUNScPPvggPj4+hIWF4e3tTYcOHahZsybnzp3jtdde484776R///4kJCQQERGB1Wrl+eefp27duuzdu/c39+fn50enTp0ICwvDw8ODpk2bcunSJbKzs7n99ttvZqkiIiIuy838+jyFyA3atm0bjRo1svcwipUr1gSuWZcr1gSuWZcr1gSuWVdJ1+Typ3VERETEuSiciIiIiENROBERERGHonAiIiIiDkXhxI6ysrLsPQQRERGHo3BiR/v27bP3EERERByOwomIiIg4FIUTERERcSgKJyIiIuJQFE7s6P7777f3EERERByOwokdlS5d2t5DEBERcTgKJyIiIuJQFE5ERETEoSiciIiIiENROBERERGHclPCSVpaGjExMYXW7dy5k+HDh//pviwWCyEhIUU+FhcXx5EjR/7SGIuSlZVF//79f7ddZGRkse1TRERECiuxmZP69eszZsyYYu0zLS0NY0yx9Xf27Fl27979u+2WL19ebPsUERGRwkosnFw9m3Lo0CF69+5Nx44d6datGz/++CMAR44coWfPnoSHh9OpUyf27NkDwKVLl3jxxRcJDw+ne/fuZGRkMGfOHE6ePEm/fv3IyMhgx44ddOvWjY4dO9KnTx8OHz4MQExMDBMmTKBr1660bt2a9evXA5CUlERkZCRRUVEMGjSInJwcRo8ezcmTJ22zJ8uWLaNjx45ERkYybNgwcnJyAKhZsyYAM2bMID4+npiYGEJCQvjXv/5VUodTRETEZdnlmpPXXnuNoUOHsnTpUkaNGsWLL74IwMiRI2nbti3JyckMHDjQ9sf+zJkz9O7dm+TkZO68805WrFhBv379CAgIYM6cOdxxxx3Ex8czefJkli5dSu/evRkxYoRtf3l5eSxatIi4uDimTZsGwNSpU3nvvfdITEykcuXKHDx4kPj4eAICApg1axb79+/n448/ZuHChSxfvpxy5crx7rvvXlPL3r17effdd1m8eDFz5szh3LlzJXAERUREXJdHSe/wwoUL7Nq1i7i4ONu67OxsMjIy2LJlC2+99RYAQUFBBAUFYbFYCAgI4IEHHgDgvvvuIyMjo1Cf6enpHD58mH/84x+2defPn7f93Lx5cwBq1KhBZmYmAMHBwXTr1o1WrVrRtm1bateujcVisW2TlpbGoUOH6NKlC3A54NSpU+eaegIDA/Hy8qJcuXL4+fmRlZVFmTJlbugYiYiI3MpKPJwUFBTg5eVV6LqN48eP4+fnh4fH/4ZjjOGnn37Cx8en0Ho3N7drrjMpKCjgrrvusvVptVo5ffq07XFvb2/btlfEx8ezZ88e1q9fz9ChQxkwYACNGjWyPW61Wmnfvj3x8fHA5VBltVqvqedK39cbm4iIiPw5JX5ap3Tp0txzzz22IJGamkqPHj0AaNy4MSkpKQBs3Lix0KmZori7u2O1Wrn33ns5e/YsW7duBeCTTz7hlVdeue52+fn5tGnTBn9/f5577jkiIyPZvXs3Hh4e5OfnA5dnRFatWsV//vMfjDEkJCTw73//+4brFxERkd9202ZOtm7dSsOGDW3LFSpUoHz58gBMnDiRhIQE5s6di6enJ1OmTMHNzY3XX3+d+Ph4PvroI2677TZGjx79m/t4/PHH6devH3PnzmXatGmMGTOGnJwcfH19efPNN6+7nYeHB4MGDaJPnz54e3tTrlw5xo8fT5kyZahUqRIxMTHMmzePAQMG0KtXLwoKCqhduzb9+vUrnoMjIiIi1+VmdB5Citm2bdsKnSJzBa5YE7hmXa5YE7hmXa5YE7hmXSVdk74hVkRERByKwomIiIg4FIUTERERcSgKJyIiIuJQFE7sKCsry95DEBERcTgKJ3a0b98+ew9BRETE4eijxCIiIuJQNHMiIiIiDkXhRERERByKwomIiIg4FIUTERERcSgKJyIiIuJQFE5ERETEoSiciIiIiENROBERERGHonAiIiIiDkXhxE6SkpIIDQ2lTZs2zJ8/397DsZk5cyZhYWGEhYUxYcIEAOLi4mjTpg2RkZFERkayatUqADZu3EhERARt2rRhypQptj52795NVFQUbdu2Zfjw4eTn5wNw9OhRevToQbt27fjHP/7BhQsXADh37hz9+vWjffv29OjRg1OnThVrTTExMYSFhdnGv3379usef2epafHixbZ6IiMjadSoEW+88YbTPlfnz58nPDwci8VSIuPNzc1l6NChtG/fno4dO/LTTz8BYIzhzTffpF27doSGhrJt27ZirWvRokWEh4cTERFBXFwcubm5wOX3XXBwsO15u/KavNn1FkdN9nrNFWdNv65r/fr1hd5fTZs25bnnngOc57kq6ne5U72vjJS448ePm+DgYJORkWEuXLhgIiIizP79++09LJOammq6du1qcnJyTG5urunZs6f54osvTHh4uDlx4kShthcvXjRBQUHml19+MXl5eaZPnz5m3bp1xhhjwsLCzHfffWeMMSYuLs7Mnz/fGGNMv379THJysjHGmJkzZ5oJEyYYY4wZOXKkmT17tjHGmKVLl5rBgwcXW00FBQXmscceM3l5ebZ11zv+zlLTr+3bt8+0bt3a/Oc//3HK5+r777834eHhpm7duubw4cMlMt65c+eaESNGGGOM2bx5s+ncubMxxpjPPvvM9O3b11itVnPw4EHTunXrQq+dG6nrSn9ZWVmmoKDAvPrqq+b99983xhjz3HPPmW+//faaPm52vTdakzHGbq+54qrpenVdcfLkSdOyZUvz888/G2Oc47kq6nd5UlKSU72vFE7sIDEx0cTFxdmWZ86caWbMmGHHEV22b98+2wvUmMsvwA8++MA89NBD5plnnjHh4eFm2rRpxmq1mrS0NNOzZ09b26VLl5rY2FhjsVhMy5Ytbeu3bNliYmJiTG5urmnYsKHtBXn06FETEhJijDEmODjYHD161BhjTF5enmnYsKHJzc0tlpoOHDhgHnvsMRMTE2MiIiLMvHnzrnv8naWmX+vevbtZsWKFyc7OdsrnatiwYWbLli0mODjYHD58uETG+9RTT5ktW7bY+mrZsqU5cuSIiY2NNUuXLrWt79mzp9m8eXOx1GWxWMzXX39te3zu3LlmzJgxxhhjmjVrZp577jkTHh5uRo4caS5dulQi9d5oTfZ8zRVXTUXVdbVXXnnFvPPOO7ZlZ3iuivpdPmPGDKd6X+m0jh2cPHmS8uXL25YDAgI4ceKEHUd0WY0aNXjwwQcBSE9P57PPPqN58+Y0bdqUsWPH8vHHH7N161aWLFly3Rp+vb58+fKcOHGCjIwMfH198fDwKLQeCh8PDw8PfH19OXPmTLHUdO7cOR555BFmzZrFBx98wMKFCzl69OgfGruj1nS1jRs3cunSJdq3b8/p06ed8rkaM2YMjRs3ti2XxHiL6uv48eOcPHmSgICAa9YXR12VK1emWbNmAJw5c4b58+fTsmVLLly4QO3atRk6dChLly7l3LlzvP322yVS743WZM/XXHHVVFRdV6Snp7N582Z69uwJ4DTPVVG/y93c3JzqfaVwYgcFBQW4ubnZlo0xhZbtbf/+/fTp04dXX32Ve++9l1mzZhEQEMBtt91GTEwM69evv24N11tfVI3Xq9kYQ6lSxfPSbNiwIRMmTKB06dKULVuWTp06MX369D81dker6WoLFy6kd+/eAFSpUsWpn6srSmK8v97myvqi9lHc9Z04cYJevXoRHR1NYGAgd9xxB++88w7Vq1fHw8ODPn36/ObzVpz13ih7vuZuVk1XW7RoEd27d8fLywvA6Z6rq3+XV6lSxaneVwondlCxYsVCFxKeOnWqUKq0p23btvH000/z8ssv07FjR/bu3cvKlSttjxtj8PDwuG4Nv15/+vRpAgICKFu2LFlZWVit1kLt4XKCP336NAD5+flcuHABPz+/Yqln69atbNq0qdD4K1eu/IfG7qg1XZGbm8uWLVsICQkBcPrn6oqSGG+FChU4efLkNX1VrFixyPXF5aeffuLJJ5+kY8eO9O/fH7h80eGSJUtsba73vN2Mem+UPV9zN6umq61Zs4bQ0FDbsjM9V7/+Xe5s7yuFEzt49NFH2bRpE2fOnOHixYt88cUXtGjRwt7D4tixY/Tv359JkyYRFhYGXH7zjR07lrNnz5KXl8eiRYto3bo1DRo04Oeff+bQoUNYrVaSk5Np0aIFlStXxtvb23Y19vLly2nRogWenp40btyYFStWALBs2TJbzUFBQSxbtgyAFStW0LhxYzw9PYulpqysLCZMmEBOTg7nz59n6dKlTJw4scjj7yw1XbF3717uuecebr/9dsD5n6srSmK8QUFBLF++HLgcYL29valUqRItWrQgKSkJq9XKoUOHSE9Pp379+sVS1/nz53nmmWcYPHgwffr0sa338fFh4sSJHD58GGMM8+fPp3Xr1iVS742y52vuZtV0xZkzZ7h06RJVqlSxrXOW56qo3+VO9776zStS5Kb59NNPTVhYmGnTpo2ZM2eOvYdjjDFm1KhR5sEHHzQdOnSw/fvoo4/Mhx9+aNq3b29at25tJk6caGu/ceNGExERYdq0aWPGjBljCgoKjDHG7N6920RHR5u2bdual156yeTk5BhjjLFYLOapp54y7du3N3369DGZmZnGGGMyMjLMc889Z0JDQ03Xrl2vuSDtRk2ZMsW0a9fOtGnTxnzwwQfGmOsff2epyRhjUlJSzJAhQwqtc+bn6uqLEW/2eC9dumReffVVExoaap544gmza9cuY8zlT3eNHz/ehIaGmtDQULNhw4Ziq+v99983devWLfT+mjp1qjHGmM8//9z2eoyNjbXVdbPrvdGajLHfa664a/p1Xdu3by/ykzLO8Fxd73e5M72v3Iwx5k9FMhEREZGbSKd1RERExKEonIiIiIhDUTgRERERh6JwIiIiIg5F4UREREQcisKJiNiEhISwc+dOu+1/+PDhbNy40W77/y2xsbG8++67AERGRnLu3Lm/1M+6deuYNm0acPlLvkaPHl1sY7xi165djBgxotj7FSkpCici4jDGjBnDo48+au9h/K7ly5dTpkyZv7Ttzp07OXv2LAAtW7YkPj6+OIcGQL169cjPz+fLL78s9r5FSoKHvQcgIo6pfv369OvXj9TUVE6ePMmzzz5L9+7dAZg9ezZLly7Fw8ODqlWrMn78eEqXLs2sWbNISUnB3d2datWqMWLECMqXL09MTAx169bl+++/58yZM3Tp0oXTp0+zefNmLl68yNSpU6lZsyYxMTH06NGDevXq8fTTTxMUFMT27ds5d+4cQ4cOpXXr1ly8eJF//vOfbN++ndKlS3PfffcBMH78+ELjP336NK+//jr/+c9/OHXqFJUrV2bq1KmUK1eOkJAQwsLCSE1NJSsri969e9O9e3fS0tKYNGkSlSpV4uDBg/j4+DB+/HiqV69eqO+aNWuyadMmypYtW+SxcHd3JyEhgUOHDpGZmckdd9zBpEmTyMrKYuHChVitVkqXLk3VqlVZuXIls2fP5vjx4yQkJHDkyBGMMTzxxBM8++yzWCyW6x6Ln376ieHDh5Obm4sxhk6dOtGjRw8AunbtSkJCAsHBwSXwahEpXpo5EZEi5ebm4u/vz8KFC5k+fTrjxo0jJyeHNWvWkJiYyKJFi0hOTuauu+7iww8/5JNPPmHDhg0sWbKEpKQkatSoQWxsrK2/I0eOsHDhQiZOnMjEiRN5+OGHSUxMpHnz5nz44YfX7P/w4cM89thjLFmyhJdffpmxY8cC8Pbbb2O1Wvnss8/44IMP+PHHH4scf0pKCg8++CCLFi1izZo1+Pj42L5aG+Ds2bN88sknzJs3j+nTp7N3717g8imRmJgYkpKSiIqKYujQodc9Rtc7Fl999RVlypRh0aJFrFy5knr16jF//nwaNGjAk08+SWhoKC+++GKhvl555RUCAwNJSkpiwYIFfPrpp6SkpPzmsXj33XcJCQkhMTGROXPmsHXrVgoKCgB48MEH+eWXXzh8+PDvPtcijkYzJyJyXS1btgSgbt265Obmkp2dzaZNm2jXrh1/+9vfAIiLiwNg8ODBREVF2e7107NnT/7v//6P3NxcAFq3bg1gu1dJ8+bNAbj77rvZvHnzNfu+cq8OgDp16pCZmQnA+vXriYuLo1SpUvj6+tpuUPlrvXr1YuvWrbz//vukp6ezf/9+GjRoYHu8e/fuuLm5UbFiRZo3b05qaip169alVq1aNG7cGIDo6GjeeOMNMjIyijw+1zsWV+qcN28ehw4dYvPmzTRs2PC6xzk7O5tvv/2W9957D4DSpUsTFRXFV199RYMGDa57LFq3bs1rr73Gjh07eOSRR4iPjy90t9e77rqLn3/+udD9YUScgcKJiFyXt7c38L9bpRtjcHd3L3T783PnznHu3LlrboteUFBAfn6+bfnKbeev+L0bBnp6etr+0F7dr4eHB1ffdeN6t16fOHEiO3bsIDo6msDAQPLz8wtt5+Hxv19/BQUFtn7c3d2v6auodVfWF3UsvvrqKz7++GN69OhBREQEfn5+WCyW69ZaUFDAr+8kcvXxu96xCA4OZuXKlWzcuJFNmzYxa9YsEhMTqVixoq3G641dxJHptI6I/CmPPvooq1at4vz58wDMmDGDDz74gObNm/PJJ5+QnZ0NwLx582jSpMk1oeRGBQUF8cknn1BQUMDFixdJTk4u9Af7iq+//ppevXrxxBNPUK5cOTZu3Gi7/Ttgu6vq0aNHSU1Ntd1xdc+ePezZsweARYsW0bBhw+te/Hq9Y/H111/TsWNHOnfuTLVq1Vi7dq1t3+7u7oVCG4Cvry8NGjRg/vz5wOW7aS9btux3Lw5++eWXWbFiBWFhYfzzn//E19eXX375BbgcJI8ePUq1atV++4CKOCDNnIjInxIUFMSBAwfo1q0bAPfddx+jRo3i9ttv59ixY3Tu3JmCggKqVq3KpEmTin3/zz33HG+88QYRERGULl2acuXK4ePjc027/v37M2HCBKZNm4anpycPPfSQ7Q83gMViISoqikuXLhEfH8+9997LqVOnuPPOO5k6dSpHjhyhbNmyTJgw4U8fiz179vD666+zZMkS4PL1H/v27QOgadOmvPLKK4waNYq6deva+po0aRJvvPEGiYmJ5ObmEhERQVRUFEeOHLnu/l944QWGDx/OokWLcHd3p1WrVjRp0gS4/Kmgu+++m0qVKv2JoyviGHRXYhFxKikpKfj6+hIUFERBQQEDBw6kWbNmtk8S/REhISFMmzaN+vXrF1qflpbGqFGjSE5OLu5hl7jY2FjatWvH448/bu+hiPxpOq0jIk6lRo0a/Otf/yIyMpLw8HACAgLo3LmzvYflUHbt2oWbm5uCiTgtzZyIiIiIQ9HMiYiIiDgUhRMRERFxKAonIiIi4lAUTkRERMShKJyIiIiIQ1E4EREREYfy/wF0nO8G5iBq4AAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize figure\n", "fig, ax = plt.subplots(figsize=(8, 13))\n", "\n", "# Plot asylum apps\n", "sns.barplot(data = dfg_grouped_country.sort_values('asylum_apps', ascending=False), x='asylum_apps', y='country',\n", " label='Asylum applications', color='deepskyblue', ci=None)\n", "\n", "# Plot asylum apps accepted, incoming\n", "sns.barplot(data = dfg_grouped_country.sort_values('asylum_apps', ascending=False), x='asylum_accepted_incoming', y='country',\n", " label='Accepted incoming applications', color=\"indianred\", ci=None)\n", "\n", "# Legend\n", "ax.legend(bbox_to_anchor = [0.5, 0.95])\n", "\n", "# Axis label\n", "ax.set(ylabel='',\n", " xlabel='Incoming applications)')\n", "sns.despine(left=True, bottom=True)\n", "\n", "# Title\n", "fig.subplots_adjust(top=0.93)\n", "fig.suptitle('Asylum Applications: Total vs. Accepted Incoming (2009 - 2017)', size=14, weight='demi');" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set figure and axes\n", "fig, axs = plt.subplots(3, figsize=(10, 15), gridspec_kw={'height_ratios': [1, 1.43, 2.14]})\n", "\n", "# Set style\n", "sns.set_style('whitegrid')\n", "\n", "# First subplot (>250k asylum apps)\n", "sns.barplot(data = dfg_grouped_country_lar, y='country', x='asylum_apps',\n", " label='Total asylum applications', color=\"deepskyblue\", ci=None, ax=axs[0])\n", "\n", "sns.barplot(data = dfg_grouped_country_lar, y='country', x='asylum_accepted_incoming',\n", " label='Accepted incoming applications', color=\"indianred\", ci=None, ax=axs[0])\n", "\n", "# Second subplot(<250k asylum apps)\n", "sns.barplot(data = dfg_grouped_country_med, y='country', x='asylum_apps',\n", " label='Total asylum applications', color=\"deepskyblue\", ci=None, ax=axs[1])\n", "\n", "sns.barplot(data = dfg_grouped_country_med, y='country', x='asylum_accepted_incoming',\n", " label='Accepted incoming applications', color=\"indianred\", ci=None, ax=axs[1])\n", "\n", "# Third subplot(<50k asylum apps)\n", "sns.barplot(data = dfg_grouped_country_sma, y='country', x='asylum_apps',\n", " label='Total asylum applications', color=\"deepskyblue\", ci=None, ax=axs[2])\n", "\n", "sns.barplot(data = dfg_grouped_country_sma, y='country', x='asylum_accepted_incoming',\n", " label='Accepted incoming applications', color=\"indianred\", ci=None, ax=axs[2])\n", "\n", "\n", "# Formatting\n", "fig.tight_layout()\n", "axs[0].set(xlabel='', ylabel='')\n", "axs[1].set(xlabel='', ylabel='')\n", "axs[2].set(xlabel='', ylabel='')\n", "\n", "# Legend\n", "axs[2].legend(bbox_to_anchor = [0.97, 0.13])\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.95)\n", "fig.suptitle('Asylum Applications: Total vs. Accepted Incoming (2009 - 2017)', size=16, weight='demi');\n" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize figure\n", "fig, ax = plt.subplots(figsize=(15, 10))\n", "\n", "# Plot asylum apps\n", "sns.set_color_codes(\"pastel\")\n", "sns.barplot(data = dfg_grouped_year, x='year', y='asylum_apps',\n", " label=\"Total asylum applications\", color=\"deepskyblue\", ci=None)\n", "\n", "# Plot asylum apps accepted, incoming\n", "sns.set_color_codes('muted')\n", "sns.barplot(data = dfg_grouped_year, x='year', y='asylum_accepted_incoming',\n", " label=\"Accepted incoming applications\", color=\"indianred\", ci=None)\n", "\n", "# Legend\n", "ax.legend(bbox_to_anchor = [0.25, 0.95]) #loc='upper left'\n", "\n", "# Axis labels\n", "ax.set(ylabel='',xlabel='Applications')\n", "sns.despine(left=True, bottom=True)\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.95)\n", "fig.suptitle('Accepted (Incoming) & Total Asylum Applications', size=20, weight='demi');" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg, col='country', col_wrap=4, height=2.2,\n", " aspect=1.6).set(xticks=np.arange(0,10,3))\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'asylum_accepted_outgoing', color='mediumpurple')\n", "g.map(plt.fill_between, 'year', 'asylum_accepted_outgoing', color='mediumpurple', alpha=0.5)\n", "\n", "g.map(plt.plot, 'year', 'asylum_accepted_incoming', color='cadetblue')\n", "g.map(plt.fill_between, 'year', 'asylum_accepted_incoming', color='cadetblue', alpha=0.5)\n", "\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Accepted outgoing applications' : 'mediumpurple',\n", " 'Accepted incoming applications': 'cadetblue'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.645, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Accepted Applications: Outgoing vs Incoming', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearimmigrantsemigrantsreporting_country_emipop_in_thousimmigrants_per_capitaemigrants_per_capitaGDPGDP_pcimmigrants_per_GDPemigrants_per_GDPasylum_appsasylum_accepted_outgoingasylum_accepted_incomingasylum_accepted_incoming_per_capitaasylum_accepted_incoming_per_GDP
0Austria200969295.053244.016376.083728.2769956.359771288044.034.4056380.2405710.18484715780.04632.01313.0156.8322984558.331366
1Austria201070978.051651.016059.084098.4407186.142347295896.635.1880840.2398740.17455811045.02895.01483.0176.3586635011.885909
2Austria201182230.051197.014401.084539.7279076.056666310128.736.6885960.2651480.16508314420.02531.01136.0134.3901573662.995395
3Austria201291557.051812.015443.0850210.7688786.094096318653.037.4797690.2873250.16259717415.03084.01319.0155.1399674139.298861
4Austria2013101866.054071.015368.0855611.9057976.319659323910.237.8576670.3144880.16693217500.04659.01846.0215.7550265699.110432
\n", "
" ], "text/plain": [ " country year immigrants emigrants reporting_country_emi pop_in_thous \\\n", "0 Austria 2009 69295.0 53244.0 16376.0 8372 \n", "1 Austria 2010 70978.0 51651.0 16059.0 8409 \n", "2 Austria 2011 82230.0 51197.0 14401.0 8453 \n", "3 Austria 2012 91557.0 51812.0 15443.0 8502 \n", "4 Austria 2013 101866.0 54071.0 15368.0 8556 \n", "\n", " immigrants_per_capita emigrants_per_capita GDP GDP_pc \\\n", "0 8.276995 6.359771 288044.0 34.405638 \n", "1 8.440718 6.142347 295896.6 35.188084 \n", "2 9.727907 6.056666 310128.7 36.688596 \n", "3 10.768878 6.094096 318653.0 37.479769 \n", "4 11.905797 6.319659 323910.2 37.857667 \n", "\n", " immigrants_per_GDP emigrants_per_GDP asylum_apps \\\n", "0 0.240571 0.184847 15780.0 \n", "1 0.239874 0.174558 11045.0 \n", "2 0.265148 0.165083 14420.0 \n", "3 0.287325 0.162597 17415.0 \n", "4 0.314488 0.166932 17500.0 \n", "\n", " asylum_accepted_outgoing asylum_accepted_incoming \\\n", "0 4632.0 1313.0 \n", "1 2895.0 1483.0 \n", "2 2531.0 1136.0 \n", "3 3084.0 1319.0 \n", "4 4659.0 1846.0 \n", "\n", " asylum_accepted_incoming_per_capita asylum_accepted_incoming_per_GDP \n", "0 156.832298 4558.331366 \n", "1 176.358663 5011.885909 \n", "2 134.390157 3662.995395 \n", "3 155.139967 4139.298861 \n", "4 215.755026 5699.110432 " ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create new variables for graphing\n", "dfg['asylum_accepted_incoming_per_capita'] = dfg['asylum_accepted_incoming']/dfg['pop_in_thous']*1000\n", "dfg['asylum_accepted_incoming_per_GDP'] = dfg['asylum_accepted_incoming']/dfg['GDP']*1000000\n", "\n", "dfg.head()" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearcountry200920102011201220132014201520162017
0Austria156.832298176.358663134.390157155.139967215.755026135.345328247.752938195.495598269.078127
1Belgium71.18519262.442860117.860710217.861976407.566792274.307103125.897050240.443896239.075226
2Bulgaria19.2693708.61952919.78856132.724298147.187929545.065562564.661759954.272130484.511405
3Croatia9.6751909.7042519.7380019.7788139.82226449.11868440.642722721.720532163.318986
4Cyprus30.96539230.57554053.38078399.559471120.73490869.44444468.96551718.80341930.534351
\n", "
" ], "text/plain": [ "year country 2009 2010 2011 2012 2013 \\\n", "0 Austria 156.832298 176.358663 134.390157 155.139967 215.755026 \n", "1 Belgium 71.185192 62.442860 117.860710 217.861976 407.566792 \n", "2 Bulgaria 19.269370 8.619529 19.788561 32.724298 147.187929 \n", "3 Croatia 9.675190 9.704251 9.738001 9.778813 9.822264 \n", "4 Cyprus 30.965392 30.575540 53.380783 99.559471 120.734908 \n", "\n", "year 2014 2015 2016 2017 \n", "0 135.345328 247.752938 195.495598 269.078127 \n", "1 274.307103 125.897050 240.443896 239.075226 \n", "2 545.065562 564.661759 954.272130 484.511405 \n", "3 49.118684 40.642722 721.720532 163.318986 \n", "4 69.444444 68.965517 18.803419 30.534351 " ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Pivot data into wide-form for graphing\n", "df_asylum_inc_pc = dfg.pivot(index='country', columns='year')['asylum_accepted_incoming_per_capita'].reset_index()\n", "df_asylum_inc_pgdp = dfg.pivot(index='country', columns='year')['asylum_accepted_incoming_per_GDP'].reset_index()\n", "\n", "df_asylum_inc_pc.head()" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "year\n", "country United Kingdom\n", "2013 1699.53\n", "2014 1830.23\n", "2015 1041.57\n", "2016 954.272\n", "2017 924.485\n", "dtype: object" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_asylum_inc_pc = df_asylum_inc_pc.drop(['2009', '2010', '2011', '2012'],axis=1)\n", "df_asylum_inc_pgdp = df_asylum_inc_pgdp.drop(['2009', '2010', '2011', '2012'],axis=1)\n", "\n", "df_asylum_inc_pc.max()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Style\n", "sns.set(style='whitegrid')\n", "\n", "# Set up PairGrid\n", "g = sns.PairGrid(data=df_asylum_inc_pc.sort_values('2015', ascending=False),\n", " x_vars=df_asylum_inc_pc.columns[1:], y_vars=['country'],\n", " height=10, aspect=0.3)\n", "\n", "# Create stripplot\n", "g.map(sns.stripplot, size=10, orient='h', palette=sns.cubehelix_palette(32, start=0.5, rot=-0.8, reverse=True),\n", " linewidth=1, edgecolor='w')\n", "\n", "# Set x-axis limits on all columns\n", "g.set(xlim=(-100, 1900), xlabel=\"Accepted per capita\", ylabel=\"\")\n", "\n", "# Column titles\n", "titles =['2013', '2014', '2015', '2016', '2017']\n", "\n", "for ax, title in zip(g.axes.flat, titles):\n", "\n", " # Set a different title for each axes\n", " ax.set(title=title)\n", "\n", " # Make the grid horizontal instead of vertical\n", " ax.xaxis.grid(False)\n", " ax.yaxis.grid(True)\n", "\n", "sns.despine(left=True, bottom=True)\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Accepted Incoming Asylum Applications per Capita', size=16, weight='demi')\n", "plt.figtext(0.5,0.95, 'Countries in descending order of accepted applications per capita in 2015', ha=\"center\", va=\"top\", fontsize=14, color='grey');" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "year\n", "country United Kingdom\n", "2013 94698.7\n", "2014 92497.9\n", "2015 89757.9\n", "2016 141787\n", "2017 66604.7\n", "dtype: object" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_asylum_inc_pgdp.max()" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Style\n", "sns.set(style='whitegrid')\n", "\n", "# Set up PairGrid\n", "g = sns.PairGrid(data=df_asylum_inc_pgdp.sort_values('2015', ascending=False),\n", " x_vars=df_asylum_inc_pgdp.columns[1:], y_vars=['country'],\n", " height=10, aspect=0.3)\n", "\n", "# Create stripplot\n", "g.map(sns.stripplot, size=10, orient='h', palette=sns.cubehelix_palette(32, start=0.5, rot=-0.8, reverse=True),\n", " linewidth=1, edgecolor='w')\n", "\n", "# Set x-axis limits on all columns\n", "g.set(xlim=(-3000, 98000), xlabel=\"Accepted per GDP\", ylabel=\"\")\n", "\n", "# Column titles\n", "titles =['2013', '2014', '2015', '2016', '2017']\n", "\n", "for ax, title in zip(g.axes.flat, titles):\n", "\n", " # Set a different title for each axes\n", " ax.set(title=title)\n", "\n", " # Make the grid horizontal instead of vertical\n", " ax.xaxis.grid(False)\n", " ax.yaxis.grid(True)\n", "\n", "sns.despine(left=True, bottom=True)\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Accepted Incoming Asylum Applications per GDP', size=16, weight='demi')\n", "plt.figtext(0.5,0.95, 'Countries in descending order of accepted applications per GDP in 2015', ha=\"center\", va=\"top\", fontsize=14, color='grey');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Immigration policy, enforcement, and effectiveness" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearillegally_pres
19Austria200917145.0
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" ], "text/plain": [ " country year illegally_pres\n", "19 Austria 2009 17145.0" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# THIRD COUNTRY NATIONALS (TCN) ILLEGALLY PRESENT\n", "# https://ec.europa.eu/eurostat/cache/metadata/en/migr_eil_esms.htm\n", "df_tcn_illegal_pres = clean_eurostat_excel('migr_illegally_present.xlsx', 'Data')\n", "\n", "dfg_tcn_illegal_pres = df_to_longform(df_tcn_illegal_pres, 'illegally_pres')\n", "\n", "dfg_tcn_illegal_pres.head(1)" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryyearleave_order
19Austria200910625.0
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" ], "text/plain": [ " country year leave_order\n", "19 Austria 2009 10625.0" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# TCN ILLEGALLY PRESENT GIVEN LEAVE ORDERS DATA\n", "# https://ec.europa.eu/eurostat/cache/metadata/en/migr_eil_esms.htm\n", "df_tcn_leave_order = clean_eurostat_excel('migr_leave_order.xlsx', 'migr_eiord')\n", "\n", "dfg_tcn_leave_order = df_to_longform(df_tcn_leave_order, 'leave_order')\n", "\n", "dfg_tcn_leave_order.head(1)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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countryyearrefused_border
19Austria2009645.0
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" ], "text/plain": [ " country year refused_border\n", "19 Austria 2009 645.0" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# TCN REFUSED AT BORDER CROSSINGS DATA \n", "# https://ec.europa.eu/eurostat/cache/metadata/en/migr_eil_esms.htm\n", "df_tcn_refused = clean_eurostat_excel('migr_refused_entry.xlsx', 'migr_eirfs')\n", "\n", "dfg_tcn_refused = df_to_longform(df_tcn_refused, 'refused_border')\n", "\n", "dfg_tcn_refused.head(1)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Hillary\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:20: FutureWarning: \n", "Passing list-likes to .loc or [] with any missing label will raise\n", "KeyError in the future, you can use .reindex() as an alternative.\n", "\n", "See the documentation here:\n", "https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#deprecate-loc-reindex-listlike\n" ] }, { "data": { "text/html": [ "
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countryyearillegal_returned
19Austria20096410.0
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" ], "text/plain": [ " country year illegal_returned\n", "19 Austria 2009 6410.0" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# TCN ILLEGALLY PRESENT THAT LEFT COUNTRY AFTER LEAVE ORDER DATA\n", "# https://ec.europa.eu/eurostat/cache/metadata/en/migr_eil_esms.htm\n", "df_tcn_returned = clean_eurostat_excel('migr_eirtn.xlsx', 'total_returned')\n", "\n", "dfg_tcn_returned = df_to_longform(df_tcn_returned, 'illegal_returned')\n", "\n", "dfg_tcn_returned.head(1)" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Hillary\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:20: FutureWarning: \n", "Passing list-likes to .loc or [] with any missing label will raise\n", "KeyError in the future, you can use .reindex() as an alternative.\n", "\n", "See the documentation here:\n", "https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#deprecate-loc-reindex-listlike\n" ] }, { "data": { "text/html": [ "
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countryyearillegal_returned_thirdcountry
19Austria20094975.0
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" ], "text/plain": [ " country year illegal_returned_thirdcountry\n", "19 Austria 2009 4975.0" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# TCN ILLEGALLY PRESENT THAT LEFT COUNTRY AND EU AFTER LEAVE ORDER DATA\n", "# https://ec.europa.eu/eurostat/cache/metadata/en/migr_eil_esms.htm\n", "df_tcn_returned_third = clean_eurostat_excel('migr_eirtn.xlsx', 'returned_third_country')\n", "\n", "dfg_tcn_returned_third = df_to_longform(df_tcn_returned_third, 'illegal_returned_thirdcountry')\n", "\n", "dfg_tcn_returned_third.head(1)" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 288 entries, 0 to 287\n", "Data columns (total 22 columns):\n", "country 288 non-null object\n", "year 288 non-null object\n", "immigrants 288 non-null float64\n", "emigrants 288 non-null float64\n", "reporting_country_emi 288 non-null float64\n", "pop_in_thous 288 non-null int64\n", "immigrants_per_capita 288 non-null float64\n", "emigrants_per_capita 288 non-null float64\n", "GDP 288 non-null float64\n", "GDP_pc 288 non-null float64\n", "immigrants_per_GDP 288 non-null float64\n", "emigrants_per_GDP 288 non-null float64\n", "asylum_apps 288 non-null float64\n", "asylum_accepted_outgoing 288 non-null float64\n", "asylum_accepted_incoming 288 non-null float64\n", "asylum_accepted_incoming_per_capita 288 non-null float64\n", "asylum_accepted_incoming_per_GDP 288 non-null float64\n", "illegally_pres 288 non-null float64\n", "leave_order 288 non-null float64\n", "refused_border 288 non-null float64\n", "illegal_returned 279 non-null float64\n", "illegal_returned_thirdcountry 279 non-null float64\n", "dtypes: float64(19), int64(1), object(2)\n", "memory usage: 51.8+ KB\n" ] }, { "data": { "text/html": [ "
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countryyearimmigrantsemigrantsreporting_country_emipop_in_thousimmigrants_per_capitaemigrants_per_capitaGDPGDP_pc...asylum_appsasylum_accepted_outgoingasylum_accepted_incomingasylum_accepted_incoming_per_capitaasylum_accepted_incoming_per_GDPillegally_presleave_orderrefused_borderillegal_returnedillegal_returned_thirdcountry
0Austria200969295.053244.016376.083728.2769956.359771288044.034.405638...15780.04632.01313.0156.8322984558.33136617145.010625.0645.06410.04975.0
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1 rows × 22 columns

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" ], "text/plain": [ " country year immigrants emigrants reporting_country_emi pop_in_thous \\\n", "0 Austria 2009 69295.0 53244.0 16376.0 8372 \n", "\n", " immigrants_per_capita emigrants_per_capita GDP GDP_pc ... \\\n", "0 8.276995 6.359771 288044.0 34.405638 ... \n", "\n", " asylum_apps asylum_accepted_outgoing asylum_accepted_incoming \\\n", "0 15780.0 4632.0 1313.0 \n", "\n", " asylum_accepted_incoming_per_capita asylum_accepted_incoming_per_GDP \\\n", "0 156.832298 4558.331366 \n", "\n", " illegally_pres leave_order refused_border illegal_returned \\\n", "0 17145.0 10625.0 645.0 6410.0 \n", "\n", " illegal_returned_thirdcountry \n", "0 4975.0 \n", "\n", "[1 rows x 22 columns]" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Merge all into graphing dataframe\n", "dfs = [dfg, dfg_tcn_illegal_pres, dfg_tcn_leave_order, dfg_tcn_refused,\n", " dfg_tcn_returned, dfg_tcn_returned_third]\n", "\n", "dfg = reduce(lambda left, right: pd.merge(left, right, on=['country', 'year'],\n", " how='inner'), dfs) \n", "\n", "dfg.info()\n", "dfg.head(1)" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg, col='country', col_wrap=4, height=1.8,\n", " aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'immigrants', color='darkorange')\n", "g.map(plt.fill_between, 'year', 'immigrants', color='darkorange', alpha=0.4)\n", "\n", "g.map(plt.plot, 'year', 'refused_border', color='olivedrab')\n", "g.map(plt.fill_between, 'year', 'refused_border', color='olivedrab', alpha=0.6)\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Total immigrants': 'darkorange',\n", " 'Third country nationals refused at border' : 'olivedrab'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.61, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Total Immigrants vs. Third Country Nationals Refused at Border', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg, col='country', col_wrap=4, height=1.8,\n", " aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'immigrants', color='darkorange')\n", "g.map(plt.fill_between, 'year', 'immigrants', color='darkorange', alpha=0.4)\n", "\n", "g.map(plt.plot, 'year', 'illegally_pres', color='lightseagreen')\n", "g.map(plt.fill_between, 'year', 'illegally_pres', color='lightseagreen', alpha=0.6)\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Total immigrants': 'darkorange',\n", " 'Illegally present third country nationals' : 'lightseagreen'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.61, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Total Immigrants vs. Illegally Present Third Country Nationals', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg, col='country', col_wrap=4, height=1.8,\n", " aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'asylum_apps', color='goldenrod')\n", "g.map(plt.fill_between, 'year', 'asylum_apps', color='goldenrod', alpha=0.4)\n", "\n", "g.map(plt.plot, 'year', 'illegally_pres', color='lightseagreen')\n", "g.map(plt.fill_between, 'year', 'illegally_pres', color='lightseagreen', alpha=0.6)\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Asylum applications': 'goldenrod',\n", " 'Illegally present third country nationals' : 'lightseagreen'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.62, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Asylum Applications vs. Illegally Present Third Country Nationals', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "image/png": 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i3L17l7S0NMaMGQOkB2YRERFs3LiRggULsnDhQqKjo7PMm6VlvmjRolbv+/n5Ua9ePas/S527l+XBTsbg2PK/JVgcP348d+7coWPHjuzZs4eIiAhq1KjB8ePHrdaD7OvV48hJHmJiYnjttdfo378/e/bsYevWrTg7OxMXF8fJkycpUqQItWrVstrHkydPcuzYMRwdHWnevDm3bt164LUgK5aW3XuvjRYvvPCC8f+9PSqqVatGZGQkmzZtwsXFhSlTpgBQt25dIiMj2bFjByVKlLBa5+TJk4SHh5MvXz7WrVtHRESEEdiOHTvWatl7r3cnT57k8uXLPPPMM+zevZuIiAiCg4OpU6eOxkOL/IspOBZ5gDt37nDo0CEgfbxjvXr1aNWqldGtcdeuXcTHx/PHH38A0K1bN/LkyYOrqys9evSwSsvR0ZFx48axcuVK4uPj+emnn4wbw3u7aGencOHCxs3L2rVrgf8GGa1atcrRPsXExHDjxg2cnJwoU6YMX3zxBZ988kmmZS1P8gsWLMiBAweM2YJ79uxJvXr1jBas+Ph4Dh8+zCuvvIKDgwO///477777LmFhYdSqVYsJEybQtm1bIL0LLqRPjNSmTRvq1atndLXdu3dvpi7HAQEBODo6UrJkSV566SXg6Y91LVWqlBGI1a1b13g/J9vNWGaHDx8mLS0NR0dHPvjgA0wmEy+//DJNmjR5YDqWrqI56cJnecDh6elp3Mi/8sortGvXDoDNmzc/MI2slCxZ0uiCnbHVLT4+/oHr2tnZ0aJFC0wmEwULFnzs4xbSW8ednJw4c+YMP/74Y6bPy5Qpw9SpU5k4cSKHDx9mypQp/P777znOc0aWMmvXrh2vvPIKkB4kWVpeLWVuUa1aNTw9PcmVK5fRdTvjNocOHcrPP/9M3rx5WbRoEQsXLgSyr/uWbQUGBjJgwAD27NnD6NGjGT58uFUL+L2mTZtGjx49yJMnj3E8bNy4kaioKGbMmMHcuXOf6GznAQEBODg4ULRo0Ux11FKOjRo1Mlpga9WqRaNGjaw+t+xrjx49CA4O5vz580yYMIHg4GCcnJw4ffo0ly9fBtLLsl69erz11lvcvn0bs9mcqdfJveztrecgvXz5MjExMVZ/KSkpWa7buHFjXF1dOX/+PIcOHSIqKorffvsNBwcH4+GL5by2bNkyGjRoQNOmTTl8+DBAphmmH6deZScneWjfvj3h4eG0bNmStWvXEhYWZuy35Vi0HDOWoQ6WINnb25t8+fLl6FqQFct27p113iK7c13z5s2xs7OjYMGCxMXFcerUKQC6d+9O7ty5yZ8/f6bZ/y3lcefOHdq3b0+9evUIDAwE0h+k3Ts8IeO5u0SJEuTNm5dr167x1ltvMXr0aF544QUmTZpkdP8WkX8fzVYt8gC3bt0yuv1dvXo10+eXL18mLi7OuKg/++yzxmdFihTJtPzChQsZO3YsV65coVChQsaT8ocdw+Tn58f27dtZu3YtdevWJTo6Gnd3d2rUqJGjdUeOHJmj7WS8Abe0aqSlpWU5tuvy5ctUq1aN0NBQvv32W/bt28e+ffsIDQ2lSJEijBgxgtq1axvpJCYmZurum5yczM2bN63ec3NzM/63zJL7tMd8ZZzN18nJyfg/JxOWZSwzS4BQoEABq1b5jMfJ/Tz77LNER0dn2Zp17tw5EhISKFu2LIAR6FjGmVpYXmfXyni/gACsyz5jy25Ofm4lf/78Vt2s4fGOW0hvWerSpQvjx49n0qRJVKhQwerz1NRURowYwcKFC0lMTKREiRJGUPSwx4ylzLIq04MHD2Yq06zKKuM2N23axLBhw4iKiiJfvnzGd5ddvgYNGkRqaipr1qwhPDyc8PBwcuXKRfPmzRk5cqTVMWVx4cIFRo8ejclkYvLkyZQtW5arV6+yfft2evbsyalTp0hKSsLLy+uJzXSeVX2xHCM5PTZHjRpFcHAwW7ZsYe7cucydOxcHBwfat2/PgAEDrFpVLUFyRlm9l3E7Z8+eNWZ9h/+26kdERNChQ4ds9y937tw0a9aMRYsWsWbNGmP4ibe3t/G/JX/3nr+yytvj1Kvs5CQPp06dYtCgQezbtw9HR0c8PT2N7tWW7Tdu3BgXFxdOnDjBn3/+aQTHlqA5J9eCrFh6wVjGwd/r7Nmzxv/3Xj8znjMzPqTMOIv6vedVSz6Tk5Pvm8+M62c8d7u4uPDDDz8wbNgwDh48yNGjR5k8eTIFChRg0KBBRiAtIv8uCo5FHqBgwYLkypWLtLQ0lixZwquvvgqkP+G3jLdMTk42lrl06RIlS5YEMncLs4y9dXBwYP78+VSsWJHt27c/0lPoRo0a4erqyu+//84PP/wAQIsWLZ54d6+MgaHlJsLV1dVqxtuEhAScnZ2N1w0aNKBGjRpcuXKFyMhI1qxZw44dO+jXrx/bt2/nmWeeAdInQLLMSpqUlITJZDJu9jP+bmrGfbq3O3JOuic/CssN9KPIeLNruXG+efMmSUlJRrCY1Y3avapXr86SJUvYsmWL0fXS4vvvv2fBggV4eXkxdepUo0zv7VpqKUfLd2fZr4xdkrPrKp6xtS2rss6u/LPqJv0kjtsPPviAZcuWERUVZTWJG6R3k541axYvvfQSU6dOpUiRIowePdpqsqOcHjOFChXizJkzDyxTi+zK6saNG3zyySfcvXuX8ePH4+Pjw9mzZ2nWrFm2eXB2diYoKIjBgwezd+9edu/ezZw5c1i5ciVVq1a1mhzJ4uDBgyQnJ1OwYEHjfPXtt9/i5+dnTCjl7e1t1YX1cWVXpjk9Nt3d3Y1u65GRkURGRjJ79mymT59OnTp1rLrMRkREGHUr47k4Kw0aNGDEiBHcvHmTTZs2GS3WFjkNSP38/Fi0aBGbNm0ytm3pUm3Zz0uXLhEWFma0Bt97brR4UL16VDnJQ79+/Th06BCdO3emd+/eODk54eXlZdWDIU+ePDRr1ozFixczdepUTp06RcGCBY1eNDm9FtyrevXqLF68mOPHj7Nv3z4qV65s9fnSpUuNdDNONgjW16J8+fJhMpkwm83ExMQYx8a951XLsefh4cHy5cuB9AdoKSkpRnoZrzUZtwFQsWJFpk+fzu3bt9m1axebN2/m559/ZuDAgfj4+OinvkT+hdStWuQBHBwcjO5+U6dONZ5A+/j4UKdOHSIiIqyW+eGHH0hMTOTWrVtWs/JC+mQpZrOZXLlyUaRIEZKSkliyZAnw8C0GuXPnNn5OxfJUP6ddUx9Gxhu3V199lTx58hAXF8ecOXOA9PHDlStXpmnTpty6dYvp06cbs5+6ubnRrl073nnnHSD9KX5KSgpVqlQB0ltuLF3WQ0NDqVSpEh999NFD5S/jTWZcXFy2raB/lYxl5unpiYODA0lJSUyZMoW0tDSOHj3KunXrHphOhw4dsLOz48iRI4SEhBhdLlesWMHixYsBjBZXLy8vIH38qmWM87Fjx4xxyJZuvvny5QPSW/MsrTSWG9JHYQlqLS05Gcs/q5v+J3HcOjk5MWjQoCw/O3HihLGdggULcuXKFTZs2AD8t47l9JixlOnChQuNoHL58uXGWON7Z/zOzvnz542upM899xxms9lqBves6n9CQgJNmzalcuXKrFmzBi8vLz788ENjIqMbN25kuS1Li9uNGzfYtm0bkP4wJGNwefny5WxnyX6SLOW4fv16du3aBaQPR7F8Lw0bNiQqKoq6detStWpVDh06hI+PDx999JHREnjjxg2KFi1q7NuUKVMwm80cP36cGjVqUL9+favJozIqUaKEccwFBgaydetWzGYzZrOZX375Jce/7V61alVeeOEFTp8+zYEDByhQoAD169c3Prec12bOnEl8fDxxcXH4+flRo0aNTJM/PY7ExETi4+Mz/eU0D5Y64u7ujpOTExs2bODKlSuA9XHo5+cHYFyjWrRoYTy8zMm1ICvNmzc3xn7379/fqEvJycnMmTOHGTNmAP8dSpNRxvOJs7Oz8eDn+++/JzExkRs3bhjrW1SuXBmTycTx48eNYRALFy6kUqVKvPnmm5l6AmXcxpo1a6hWrZpx7LRp08YYKpWcnPyX/4ydiPw11HIskgM9e/akW7durFy5ko0bN5KSkkJycjIeHh7Gk+/u3bvTvXt3tm/fTvXq1UlLS8v0VLlcuXI4ODiQmJhIo0aNsLe3NyYueZQLbZs2bYxxiyVLlsz0pP1Js4zpmjJlCkOHDmXMmDFGl/KaNWuSL18+GjZsyMSJEzl27Bi1a9c2ZtiF9J+gsre3p27dulSqVIn9+/fzn//8h3z58hk3U5bxeznl5uaGs7MzCQkJvP3229StW5dx48Y98X1/VG5ubrz77rv8+OOPhIaGMnXqVBISEnB3d7/vpDUWr776KoMGDSIkJITZs2czd+5cnJycjBae6tWr89577wHpN8UtW7Zk5cqV9OvXjyFDhhg3zOXLl6d9+/ZAektInjx5uHPnDr6+vhQpUoSYmBir7+BhWG50f//9d6pUqWK0/GXnSRy3Pj4+eHt7ZxpLXbFiRebOncvhw4epWbMmd+/eNYJfSx3L6TETEBDAsmXLOH36NL6+vri4uBhl+u6771K+fPkc57dUqVJGGb/55ps4OTlZjS+Ni4szHlxYODs7U79+fWbMmMGAAQMYOXIkiYmJ3L17lzx58tC0adMst1WxYkVq167Nr7/+SpcuXcifP7/RvdTZ2Zm0tDSOHDlC+/bt+fnnnzMFIU9a8+bNmT9/Pnv27KFjx464uroa34WPjw9NmjTBZDLh6enJhg0beO+993BzcyMuLo7k5GQKFSqEl5cXdnZ29OjRg8GDBzN16lTmzZtnfL9lypQxeuxkZfDgwVy8eJEDBw7QtWtXXF1dMZvNVt9BrVq1jJbG+2nTpg2hoaGYzWarYBHS55tYv349kZGR1KxZEzs7O+7cuUORIkWMBwRPQrdu3bJ8f/fu3TnKQ8WKFdm1axcjR45k4sSJVt3VM5ZH1apVKVasmNGymrGVPCfXgqxY5t3o0qULZ8+epV27dhQoUMBqiE39+vXp2bPnA8uhZ8+e9OzZk23btlGtWjXMZrPVry0AlC5dmubNm7Nq1Sp69OhhVRcaNWqUbY+V2rVrkzdvXqKjo/Hx8SF//vxGd/UaNWpkOWxKRP751HIskgOWCaM8PT0xm83kzZsXX19fpk2bZtwceXt7M2LECKOrYq1atfjuu++A/46TLV68OKNGjaJEiRLY2dlRrFgxhg8fTv78+bl9+/Z9JzG5n0qVKhld2J5Gq3FWPv30U/r06UOJEiVITEzk+eefp2fPnnz55ZdA+pjQWbNm0aRJEwoUKMCdO3coUaIEvXr1svq5lcmTJ+Pv74+7uzt3797Fw8OD0aNHP3Rw7OjoSN++fXF3d8dsNv9PdnPr27cv3bt3x83NDTs7O9q3b8+nn36ao3Xbt2/PzJkzqVevnjEL8Msvv8xnn33G5MmTrQKbUaNGMWDAAMqUKUNycjLu7u506NCB6dOnG90FCxYsyNixYyldujRpaWkUKFCA6dOnPzAouJ+GDRvSpEkTnJ2dyZ07d6ZJj7LypI7bQYMGZeoG6evrS/fu3XF3d8dkMlGhQgXjZ5csk73l9JhxdXVl/vz5BAQE8Nxzz5GUlETJkiUJDAw0JvXJKVdXV+M3bu3t7SlUqBD9+vXj5ZdfBsjUPdyif//+9O/fnzJlypCUlISrqyteXl7MmDEjy5/CsQgLC+P999+naNGixMfHU6BAAaOb7KxZsyhRogSDBg166oExpLfUT5s2jQ8//JDixYtz9+5dihYtykcffcS4ceOM1rrvvvuOHj168OKLL5KQkICbmxtNmzZl5syZxvHp7+/PsGHDePnll0lOTsbNzY2AgIBMMw/fy83NjVmzZhEUFESlSpWwt7cnOTmZokWL0rp1a6ZOncr06dONc/X9+Pr6Gvm993eAy5Yty/Tp06levTr29vY4OjrSsGFDZs6caTXG+GnKSR6GDx+Ol5cXzs7OODk50a5dO9544w3A+jg0mUzGPpYuXTrTw6AHXQvup1y5cixbtowOHTrw4osvEh8fj52dHZUqVSIkJISJEydmOZb+Xg0bNuTbb7/lxRdfxGQyUatWrUy9tR+GhdkAACAASURBVABGjBhBt27deP7550lISKBEiRIEBgbe9yGDRf78+Zk9ezZ+fn4UKlSIuLg4ihYtSseOHTP9qoKI/HuYzPolc5EnIiwsjMTERIoXL278jMtPP/3EkCFDeOmll4zfiHySwsPDGTBgACaTifXr1z/RMYQiT4uO279fxompREREJJ26VYs8ITdv3jR+S3bUqFGYTCaj+9aTntVy3rx5jB8/3hgn9qQn1xF5GnTc/u9QYCwiIpKZgmORJ6Rv377kypWLjRs3GjNmlihRgrZt29KlS5cnuq3nnnuOuLg4XFxcqFOnDiEhIU80fZGnQcetiIiI/C9Tt2oRERERERGxeepXJSIiIiIiIjZPwbGIiIiIiIjYPAXHIiIiIiIiYvMUHIuIiIiIiIjNU3AsIiIiIiIiNk/BsYiIiIiIiNg8BcciIiIiIiJi8xQci4iIiIiIiM1TcCwiIiIiIiI2T8GxiIiIiIiI2DwFxyIiIiIiImLzFByLiIiIiIiIzVNwLCIiIiIiIjZPwbGIiIiIiIjYPAXHIiIiIiIiYvMUHIuIiIiIiIjNU3AsIiIiIiIiNk/BsYiIiIiIiNg8BcciIiIiIiJi8xQci4iIiIiIiM1TcCwiIiIiIiI2T8GxiIiIiIiI2DwFxyIiIiIiImLzFByLiIiIiIiIzVNwLCIiIiIiIjZPwbGIiIiIiIjYPAXHIiIiIiIiYvMUHIuIiIiIiIjNU3AsIiIiIiIiNk/BsYiIiIiIiNg8BcciIiIiIiJi8xQci4iIiIiIiM1TcCwiIiIiIiI2T8GxiIiIiIiI2DwFxyIiIiIiImLzFByLiIiIiIiIzVNwLCIiIiIiIjZPwbGIiIiIiIjYPAXHIiIiIiIiYvMUHIuIiIiIiIjNs/+7MyDyv67auuVcvXv3iadbyMmJ3U1aZ7uMh4cHf/zxBxEREYSFhTFr1iwCAgL46KOPqFGjxhPLi4+PDzNnziQyMpLIyEhGjhz5xNJ+2hYsWICzszMtW7a0en/z5s2cOXOGTp06ERoaCkCvXr2sltm4cSOHDx+md+/e2W7jfus/bQEBAcyaNesv2dbBgwdZu3Ytffv2zXG5PIyHLcMjR46wevVqSpUqxcyZMwE4efIkxYsXx8HBgcqVKzN48GDi4uL47rvv2L17N3Z2duTLl4/+/fvz2muvERUVRcOGDZk2bRp16tQx0rYc78WKFcty2/369ePzzz+ncOHCj7nX99f/w4Pcjk154unmzW/PyAmeD1xO55YHy+rccuPGDd577z0Arl69CkChQoUAmD59Om5ubixdupRZs2aRkpJCWloa7dq1o0OHDkB6nS5cuDDffvutkeaTOL88jTprERUVRYcOHdi0adMTT/tJy3g8i4g8CgXHIg/wNALjp5murdm3bx/Vq1fP9P7hw4cfuG7Dhg1p2LDh08jWExEZGfmXbevPP//k2rVrwP9GuYwYMYKwsDAKFCjAG2+8AaQHWlOmTDGC2rS0NLp27UqNGjVYunQp9vb27Nq1i65du7Jq1SoAHBwc+PLLL1m+fDmurq452na3bt0YPnw4Y8eOfTo7B08lMH6a6dqirM4tbm5uLFu2DMg6qJ0/fz7z5s1j8uTJPPvss9y6dYv333+fPHny0K5dOwB+/vlnmjVrRqNGjZ5YXv8X6qyIyL+BgmORf7ApU6awZs0aUlNT8fLyom/fvphMJmbOnMns2bPJmzcvpUqVonjx4vTq1YvZs2ezbNky7ty5g4ODA9999x2lSpXKlO7OnTsZO3Ys8+bNAyA8PJzffvuNIUOGGMuEh4fzyy+/cO3aNa5cuYK3tzf9+/cnMjKSUaNGkZaWRpkyZQgKCmLo0KGcOHGC1NRUunbtSsuWLTl27BhBQUGkpKTg5OTEiBEjKFGiBFu3bmXcuHGkpKRQrFgxQkJCcHNzw8fHh9atW7N9+3bu3LnD119/za1bt9i0aRO7du3C3d2dunXrAumBniXvzz//PJDeMurv709MTAxt27alV69ehIeHG61ZPj4+eHp6cvToUX766SeWLFnCggULcHNzI1++fHh6Zm6NW7FiBRMnTsRkMlG+fHlCQkJISUkhMDCQP/74A5PJROfOnWnTpo3VtgCjlQ5g8uTJ5M6dm5MnT+Lh4cG3337LN998A0C7du1YuHAhNWvWpFy5cly5coXSpUtTs2ZN3nzzTSOtPn36UKFCBSNvAQEBlC9fnr1793L9+nUCAwOpX78+x48fJyQkhISEBK5fv063bt1o0aIF48aNIyEhgYkTJ1K4cGEjrwcOHGDYsGHcvXsXNzc3hg4dyosvvvhQ6b/99ttGvpKTkxk4cCAnTpwA4J133jH2I+Px5+7uToECBbI9/iMiIrh48SIff/wxuXKljxKqWbMmI0aMIC0tDYBnn32W2rVr8/XXXxMSEmK1/qVLl+jTpw8JCQnkypWLwMBAKlasyEsvvUR0dDTnzp2jePHi2ebh30rnlqzPLQ8yceJEhg8fzrPPPgtAvnz5+Prrr4mLizOW6dGjB0OGDKFq1aqZjvGvv/6aHTt2kCtXLho1amScIyxu375Nv379OHfuHC+88AKXLl0iLCzMaJlv3LgxCxcuZNKkSQDMmjWLs2fPMmDAAL755hsiIyNJTU2lbdu2vPfee0RERGR5/nF0dMxy/65evUpQUBCXLl3CZDLx+eefU7t2bWJiYhg4cCC3b9/m8uXL+Pn50bt3b/z8/AgJCaFcuXKkpqbi7e3NkiVLiI6OZsSIESQmJuLm5saQIUN44YUXrLZ1+vRpgoKCuHnzJs7OzgwaNAhPT0/69+/PzZs3OXv2LH379sXR0ZERI0bg5OREyZIljfXPnj1LcHAwN2/eJHfu3Hz55Ze8+uqrmdb38fHJ0XcrIrZBY45F/qG2bt3K4cOHWbRoEUuXLiUmJobly5dz7Ngx5syZQ3h4OD/99BNnz54FIC4ujg0bNjBr1ixWrlxJgwYNmDNnTpZp16xZkytXrnDu3DkAli5dStu2bTMtt3fvXsaOHcvKlSv57bffWL9+PQBnzpxhxowZfP3110ycOJHXXnuN8PBw5syZw6RJkzh//jwzZsygU6dOhIeH8+abb3LgwAGuX7/Od999x9SpU1m6dCleXl5W3Q8LFCjAokWL8Pf3Z/LkydSuXRsfHx8+/vhjq5vXl156CX9/f/z9/Y1Wx2vXrjFz5kwWL17M1KlTrW5WLerVq8fatWu5cOECixcvZsmSJfz4449cunQp07IxMTGMGDGCadOmsWrVKlJTU9myZQuhoaG4ubmxcuVKZsyYQWhoKMeOHcv2u9y/fz9BQUGsWbOGCxcusH37dgIDAwFYuHAhkN6ds2vXrixbtow333zTaL2Kjo7m+vXrVoGxRXJyMvPnz2fAgAFGK+jChQv58MMPWbx4MTNnzuSbb74hX758fPzxx/j4+NCjRw9j/aSkJD777DOj5dXf35/PPvvsodO/d19jY2NZunQpkydPZs+ePZnyvWnTJqpWrZptmQH8/vvvlC1b1giMLerXr88zzzxjvO7fvz/bt29nx44dVsstWrSIBg0aEB4ezscff8zevXuNz6pUqcLmzZsfmId/I51b7n9uyc7169e5ePEir776qtX7pUuXtqqfVatWpVmzZnz11VdWy0VHR7N161aWL1/O3Llz+fPPP7l7Tw+j8ePHU7JkSVatWkXPnj05fvy41ef16tXj8OHDxMbGArBq1Spat27NggULAFiyZAmLFi1i48aNRt3L6vxzP8OGDeONN94gPDyciRMnEhQURFxcHCtXrqRly5YsWLCAFStWMGPGDK5fv46vr6/Ri2PXrl2ULVuWvHnzEhgYyHfffceSJUvo1KkTX375ZaZt9e3bl4CAAFasWMGAAQPo3bs3SUlJQPr3tWbNGry8vOjfvz/jxo0jPDyc3LlzG+t/8cUX9O3blyVLlhASEsKnn35qfGZZX4GxiNxLLcci/1A7d+7k4MGDxo1lYmIizz//PNevX8fb29voQtqiRQtu3bqFq6sr3333HatWreLMmTNs27aNV155Jcu0TSYTfn5+LF++nLZt23Lt2rUsg6+GDRsa4+2aN2/Orl27aNq0KSVLliRv3rwA/PrrryQmJrJ48WIAEhISOHHiBPXr12fo0KFs27YNHx8fvL292bp1KxcvXjTG56WlpZE/f35je5ab1DJlyrBu3bqHKq+6devi6OhIwYIFcXNzM24eM7LsY2RkJPXr18fFxQWAZs2aGS2RFvv376dy5coUKVIEgFGjRgEwYcIEhg8fDkDBggVp2LAhkZGR2XbpLVOmjJFO6dKls8xbxvzVqFGDL7/8kqioKJYtW4avr+9999mS/s2bN4H0QHHbtm1MnjyZ48ePk5CQcN98nTlzxqrV/PXXXycoKIjbt28/cvplypTh9OnTdO7cmXr16tGvX79M2z179iw1a9a8b74scuXKhZOT0wOXc3V1JSQkxAjyLWrVqkWvXr04evQo9evX59133zU+e/75543gz9bo3PJw5xYLy0OanByTn332Gb6+vmzYsMF4r3Dhwjg5OeHv74+3tzd9+vTJlNaOHTuMoL58+fK8/PLLVp87ODjQuHFj1q1bR506dbh58yaenp788MMPHD16lF27dgHpZfXHH3/w0ksv5fj8A+llfurUKcaNGwdASkoK58+fp3PnzuzatYupU6dy4sQJkpOTuXPnDi1atOCtt96iX79+rFy5ktatW3PmzBnOnz9v9SDu3oeV8fHxnDt3jiZNmgBQsWJF8ufPz6lTpwCMc9Iff/zBs88+S+nSpQHw8/Nj7NixxMfHc/jwYQYMGGCkmZCQwI0bN6zWFxG5l4JjkX+o1NRUOnbsSKdOnQC4desWdnZ2LFq0KFMgB3Dx4kUCAgJ49913qVevHoUKFeLo0aP3Td/Pz48uXbrg6Oh43+DLzs7O+D8tLc14nfHpfVpaGqNGjeK1114D0rvl5c+fHwcHBypVqsTmzZuZPn06v/zyCw0aNKBy5cpGl8C7d+8SHx9vpGW5UTSZTDkqo4zs7f97ujOZTJjN5kzLZEw/4+f29vZGi0XG9zLm4/r16wCZ0jWbzaSmpmZKMzk5OdN2s8sb/LdcTSYTbdq0YdWqVaxZs4apU6dmuXxW5fXJJ5+QL18+vL29ad68OStXrsxyXSDL48iyP4+avpubG6tWrWLHjh1s2bIFPz8/Vq1aRb58+azKIOP3dT/lypXjp59+wmw2W+Vh9OjR1K5d22rCLS8vL6N7tUWVKlVYtWoVv/zyC6tXrzZ6CkD693tvi7St0Lnl0RQoUIAXXniBw4cPU61aNeP9yMhItm7dSp8+fYz38uTJw/Dhw/n0009p2rQp+fPnx97enoULFxrL+/v7M2vWLKuuwnZ2dvc9P1j4+voyduxYYmNjadWqFZD+nfbt29cINq9fv46LiwsHDhzI8fkH0st8xowZRnfwy5cv88wzzzBy5EjOnz9Py5YtadSoEb/++itmsxl3d3dKlixJREQEO3fuJCgoiLNnz1KsWDGj90tqaqoxuZlFVnnIeO7JeC7MuKzlOElLS8PR0dHYBqQPo7DkO+NxJCKSkW1e+UX+BWrWrMmyZcuIj48nJSWFnj17snbtWmrVqsWWLVuIi4sjKSmJdevWYTKZOHToEC+++CLvvfce5cuXZ8OGDcaNRlaKFi1KkSJFmDdv3n1vYLdt28bt27e5e/cuq1atol69elnmc+7cuUD6jVTr1q25ePEin3zyCYcOHcLf35/evXvz+++/U6FCBQ4cOMDp06eB9FbYe7vl3svOzi7L/bCzsyMl5dEmJ6pVqxabN2829s3SpTOj8uXLc+DAAa5cuQLA8OHD2bhxIzVr1mTRokVA+g3oxo0bqV69Om5ubpw8eRKz2cz58+f5448/HpiP7Pahbdu2zJs3j+eee+6hZlXesWMHH3/8MY0aNWLr1q1A+s1pVtsqVaoUN2/e5ODBgwCsXr2a559/PtuxwPdL32Ljxo307duXBg0aEBgYiLOzMxcvXrRKo3jx4kRHRz9wX6pWrcozzzxDWFiYsY1t27YRHh7OSy+9lGl5S/fqy5cvA/DNN9+wfPly/Pz8CAoK4vfffzeWjYqKstnxxjq3pLvfuSU7nTt3ZuTIkcZ54fr164wcOZIXX3wx07KW7tWW8de///477777LtWqVeOLL76gdOnSRn4tatWqxYoVK4D0VtMTJ05kCugrVqzI5cuXWbZsGa1btzbKasGCBSQnJxMfH88777zDgQMHHmrfLOn89NNPQPrcDq1ateLOnTvs2LGDzp078/rrr3P69GliYmKMBym+vr58/fXX1KhRgzx58lCqVCliY2ONbt2LFy+2enAA6b09ihUrZrTiHzhwgKtXr1KmTBmr5Tw8PLh69aoxdMXShTtv3ryUKFHCCI537NhB+/btH3p/RcT2qOVY5B/Kx8eHY8eO8eabb5KamkrdunXx8/PDZDLRoUMH3nrrLZydnXFzc8PJyYk6deowd+5cmjdvjtlsplq1asakSPfTvHlz1q1bd9/gq2DBgnTt2pUbN27QunVr6tatS0REhNUyH330EcHBwbRs2dJovShevDjdu3dn0KBBjB8/HgcHB4KDg3F3d2f48OF88sknpKWlUbhwYaO78v3Url2b0aNHkzdvXpo1a2a8b7nBtHTNfBivvPIKHTt25D//+Q/58uUzJvXKqHDhwgwaNIjOnTuTlpZGxYoVadu2LXfu3CE4OJhWrVqRmppK9+7dee2110hKSmLx4sU0a9aMkiVLUqVKlQfmo2HDhvj6+hIeHp7ps+eee47nnnsOPz+/h9q3Xr168c477+Dk5ETZsmUpWrQoUVFReHp6EhYWxrfffmtMpOTo6MiYMWMICQnhzp075M+fnzFjxjxS+hb16tVj3bp1tGjRAicnJ1q3bo2Hh4dVGj4+PsybN4933nkn222ZTCYmTJjAiBEjaNmyJfb29ri5uTFlyhQKFSpktV34b/fqzp07A+mTln3++eeEh4djZ2dn1aq8e/fuB+7rv5XOLenud27Jzttvv01KSgrvv/++0ar51ltvGTNV3+uzzz5jy5YtALz66qtUrFiRli1bkidPHipXrpzpoUDPnj0ZMGAArVq1onjx4hQqVCjLVtDXX3+d7du3G5Nc+fv7c/bsWfz8/EhJSaFt27bUqFEjU5k+SGBgIEFBQUaL9DfffIOrqysffPAB/fr1I3fu3BQpUoRy5coZD5gaN27M4MGDjQDY0dGRsWPHGhP9ubq6WtU9i1GjRhEcHExoaCgODg6EhoZmmijMwcGB0aNH07dvX+zt7a3Ge1vW/+GHH3BwcGDMmDGP1TNARGyDyfyg/jkiNu7v/J3jR3H69Gm2bNli/BZnjx49aNeu3UNPPJKSkkK/fv1o1qyZ0RUvo3tnX5a/jtls5vLlywQEBLBy5cr7ziz7T+bv78+ECRMoWLDgX77tY8eOMWHCBGNc5dPwd//O8aPQueXvt2zZMooVK0aVKlW4cOEC7777Lhs2bLDZIQAiIk+aWo5FHuBpBLBPU9GiRTl06BAtW7bEZDLh5eWFt7f3Q6VhNpupW7cutWvXfqK/xSlPxtq1awkODiY4OPhfGRgDDBw4kO+//54vvvjiL9/2999/T//+/Z/qNp5WAPs06dzy9ytVqhSDBw8mLS2NXLlyMXToUAXGIiJPkFqORURERERExObpcaOIiIiIiIjYPAXHIiIiIiIiYvMUHIuIiIiIiIjNU3AsIiIiIiIiNk/BsYiIiIiIiNg8BcciIiIiIiJi8xQci4iIiIiIiM1TcCwiIiIiIiI2T8GxiIiIiIiI2DwFxyIiIiIiImLzFByLiIiIiIiIzVNwLCIiIiIiIjZPwbGIiIiIiIjYPAXHIiIiIiIiYvMUHIuIiIiIiIjNU3AsIiIiIiIiNk/BsYiIiIiIiNg8BcciIiIiIiJi8xQci4iIiIiIiM1TcCwiIiIiIiI2T8GxiIiIiIiI2DwFxyIiIiIiImLzFByLiIiIiIiIzVNwLCIiIiIiIjZPwbGIiIiIiIjYPAXHIiIiIiIiYvMUHIuIiIiIiIjNU3AsIiIiIiIiNk/BsYiIiIiIiNg8BcciIiIiIiJi8xQci4iIiIiIiM1TcCwiIiIiIiI2T8GxiIiIiIiI2DwFxyIiIiIiImLzFByLiIiIiIiIzVNwLCIiIiIiIjZPwbGIiIiIiIjYPAXHIiIiIiIiYvMUHIuIiIiIiIjNU3AsIiIiIiIiNk/BsYiIiIiIiNg8BcciIiIiIiJi8xQci4iIiIiIiM1TcCwiIiIiIiI2T8GxiIiIiIiI2DwFxyIiIiIiImLzFByLiIiIiIiIzVNwLCIiIiIiIjZPwbGIiIiIiIjYPAXHIiIiIiIiYvMUHIuIiIiIiIjNU3AsIiIiIiIiNk/BsYiIiIiIiNg8BcciIiIiIiJi8xQc/4MkJyfj5eVFly5dHiud8+fP06tXryw/i4mJwd/f/7HSFxGIiorilVdewdfXF19fX1q1akW7du3Yu3dvtuuFhoYydOjQbJc5dOgQH3/88ZPMrojc42nW4YcxduxYli5d+sTSE7FVqamp/Pjjj7Rt2xZfX1+aN2/OqFGjSEpKeiLp3759mw4dOhivfX19uXXr1hNJW/469n93BiTn1q9fT9myZTl8+DAnT56kdOnSj5TOhQsXOH36dJafFS5cmHnz5j1ONkXk/8udOzfLli0zXq9evZoBAwawbt26x0q3fPnyjBs37nGzJyIP8LTq8MPo3bv3X7YtkX+z4OBgYmNjmTFjBnnz5iUhIYE+ffowaNAgRo0a9djpx8bGcujQIeN1xnOH/HMoOP4HmTt3Ls2bN6d48eLMmDGDoUOHEhERQUhICCtXrgSwen3y5EkGDRpEUlISZrOZ//znP/j7+xMYGEhMTAydO3dmyJAhtG/fntKlSxMdHc3IkSN5//332b9/P1evXiUoKIhr165x5coVihYtyv/93//xzDPP/M0lIfLPdPPmTdzd3QHYtGkTEydOJDk5mdy5c/PFF19QqVIlq+UPHjxIcHAwycnJFC9enAsXLtC/f38Ao57379+fMmXK0LlzZwCr1z4+PrRs2ZJdu3YRGxtLly5d2LdvH0eOHMHe3p6JEydSuHDhv7YQRP7BLHU4u2tvRverw9WqVWP48OH89ttvxMfHYzab+eqrr6hSpQr9+/fn5s2bnD9/ngYNGnDt2jWjTi9atIj58+eTnJxMbGwsXbt25Z133vk7ikLkHyUqKooVK1awfft2XF1dAXB2dmbIkCHs27cvU73r3r07Q4YM4dixY5hMJurWrctnn32Gvb39fevhgAEDSExMxNfXl/DwcF599VV27txJ7ty5CQ4O5uzZs9y8eRMXFxe+/fZbSpUq9TeXimRF3ar/If7880/2799Ps2bNaNOmDcuWLePGjRvZrjN16lR8fHwIDw9nypQp7NmzB5PJxFdffUXx4sWZOnUqAJcuXeLDDz9k7dq1xo07wKpVq6hYsSLz589n48aNmZ6gi0j2LBdJX19fvL29GT58ON26dePMmTOMGTOGKVOmsHTpUkJCQujVqxcJCQnGuikpKfTq1YvevXuzYsUKAgICOHr06EPn4e7duyxYsIDevXsTFBREx44dWb58Oc899xxLlix5krsr8q9zvzqcE9nV4d9++43Lly8zf/58Vq9ejZ+fH99//73VdletWkXfvn2N9+Lj41m4cKFx3hgzZswTae0SsQVHjhzhpZdeMgJjC3d3d5o2bQpY17uvvvqKAgUKsGLFChYvXswff/zBtGnTsq2HI0aMMO6V7ezsjG1s3bqVfPnyMX/+fNauXUu5cuWYM2fOX7fz8lDUcvwPMXfuXLy9vXFzc8PNzY1ixYqxYMECKlaseN91GjduzBdffMHBgwepVasWgYGB5MqV+XmIvb19lul07NiRPXv28OOPP3LmzBlOnDhBhQoVnuh+ifyb3ftA6ddff6Vnz5706dOHy5cv89577xmfmUwmzp07Z7w+fvw4APXr1wegZs2alClT5qHz0KRJEwBeeOEFChUqRNmyZQEoXrw4sbGxD52eiC25Xx0ODAx84LrZ1eFKlSqRP39+5s2bx/nz54mIiMDFxcVYt0qVKpnSc3FxYdKkSWzZsoUzZ85w7NgxqwdqInJ/uXLlIi0tLdtlMta7rVu3MnfuXEwmE46Ojvj7+zNjxgy6dev20PWwWbNmvPDCC8yaNYuzZ88SGRmZqaeY/O9Qy/E/QEJCAsuWLWPv3r34+Pjg4+PDlStXmD17NiaTCbPZbCybnJxs/O/t7c3atWt5/fXXOXr0KK1ateLSpUuZ0nd0dMTePvNzklGjRjF27Fjc3Nx46623qFOnjtW2ROTh1K5dm+LFi3Pjxg1q1arFsmXLjL8FCxZYBb92dnaZ6lvGJ9EW2Z0DIL1+Wzg4ODypXRGxSZY6fPHixWzrHWRfh3/55Rc++OADABo2bMjbb79ttZyzs3Om9C5dukSbNm2Ijo6mSpUqfPLJJ4+9PyK2wtPTk1OnThEXF2f1fkxMDN26dSMxMdGq3qWlpWEymaxep6SkPFI9/Omnnxg0aBC5c+emVatWtGzZUvfT/8MUHP8DrFixggIFCrBt2zY2bdrEpk2b2LBhAwkJCezbt48LFy5w7do1zGYzq1atMtb7/PPPWb16NS1atGDw4MG4urpy7tw57OzssryQ32v79u107NiRNm3a8Mwzz/Drr7+Smpr6NHdV5F/t9OnTREdH06hRI3bs2MHJkycB2LJlC61btyYxMdFYtnTp0jg6OrJ161Ygfezi8ePHrS7WAG5ubhw+fBhIv8hHRkb+RXsjYnsy1uH7XXstsqvDO3bswNvbm3feeYdy5cqxYcOGB15fDx8+TMGCBfnwww/x8vJi8+bNALoui+RA4cKFadWqVcB5+wAAIABJREFUFQMHDjQC5Li4OIKDgylQoAC5c+e2Wt7Ly4vZs2djNptJSkpiwYIF1K5dO9t6aG9vT2pqaqbAd/v27fj5+dGuXTtKlizJpk2bVG//h6lb9T/A3Llz6dSpk1WrUb58+QgICGD9+vX4+/vzxhtv4O7uToMGDYyZ8j788EMGDRrE/PnzsbOzo1GjRlSrVo3Y2FicnJz4z3/+w5gxY+673Z49e/LNN98wduxYHBwcqFy5slW3TxHJnmW8okVaWhpDhw6lbNmyDB06lM8++wyz2WxMjpWxW6W9vT2hoaEMHjyY0aNHU6JECQoVKkTu3Lm5c+eOsVxAQAB9+vShadOmFCtWjJo1a/6l+yjyb5ZdHb7ftdciuzrs7+/P559/TqtWrUhJSaFOnTqsW7cu226fderUYdGiRTRr1gyTyUT16tUpWLAgZ8+e1cQ+IjkwePBgJkyYgL+/P3Z2diQlJdGoUSN69epFUFCQ1bKBgf+PvTsPkKMs8P//qepreq7MkfsgQDDhCDEQQCBRDChEJCSo63IFEFdQ2K8KggIip7CCbLiURfjJgrpKSLgEREkCEYEQIiB3EiCZZGZyH3MffdTz+6OP6Z4zPZmZ7pl6v2DSXfdTT/dTXZ+q6q5r9fOf/1xz585VOBzW5z//eX33u99VNBrtsh1OnDhR06ZN01e/+tW07xRfeOGFuu6667RkyRJJ0vTp05Nfu0DusQzn9QEgJ91222369re/reHDh2vLli2aN2+eli1bpuLi4mwXDcBeoA0DwODCmWMAyFHjxo3TBRdcIK/Xm7zVCzvVwOBBGwaAwYUzxwAAAAAA1+MHuQAAAAAArkc4BgAAAAC4Xp+H4w8++KCvZznkUWeZo876D3WbOeosc9RZ/6Fue4d6yxx11n+o28xRZ5mjzjrq83Ccep9O7B3qLHPUWf+hbjNHnWWOOus/1G3vUG+Zo876D3WbOeosc9RZR1xWDQAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPW+2CwDsDWOMqpubtK6+Th/X16mqvkabqzdpbDBfY4P5GpkXlMeysl1MAAAAAIMU4Rg5xRij7a0tWldfp3V1tVrXEHv8uL5OjdFI2rh/eGtV8rltWRoVyNPYYL7GBfM1Lr8gGZwTf8U+30CvDgAAAIBBgnCMrNnd2qp19bWxIBx/XFtfq7pwODlOvsejIq9PY4JBFfv8KvZ6VR4IqHbXbvlLSlQbCqk5GlVTNKKmaEQbGxu0pq5WzdGInHbLK/B4NToY1PhggcblpwfnccF8jcoLymfzTQMAAADAjQjH6Hd14bA+rq/V2vo6fZwIwXW12hVqTY6TZ3tU7POp3B/QpIIiFXl9Kg0EVOb3K+jxdgitdk2dxhYVd7q8iOOoORpVXTikPeGQ6sNhtUSjao5G1BiN6p2a3Xp91w61OtG06SxJwwMBjQ3ma3ywQGOC+SoPBFTqD6jU51eJ369Sf0Alfr9KfH6C9BDkOEahkKNQq6PWFkeh1qhaWxy1dtIdGyeqUKujrVultf/aJNuWbNuSZcUf490d+7f1s23JslLHbetn20ob1+ez5PPb8vvt2GMg9jzx6PVZsvh6AQAAQK8QjtErUWMUdhyFHEcRx1HYOAo7jnaFWvVxPPx+HD8TvLWlOTmdz7I1zO9Tkden8fn5KvL5VOL1q9wfUL7PJ5+17zv3XttWkW2ryOfTOBV0GG6MUchx1BSJaE+4VbXhsBojETVHI2qKRrW5uVnrG+rVFI0qakyXyynweOOBORaay+LBORakAyr1+zXM1za8xOdXoddLeOkD0aiJhdN4WE2E2fbdodZoMtjGAm3b8JaWeNBNjN8aVTjU9evdGdsjeT2WHCNVfLxbxhgp9r+MUVt3/K+/WZbk89ny+a1YgA7EgnMgNUSnPE8E7fb9PJ62kG6nPk+Ed096kO8wjif23OOxkiE/dZzO2oAxpq2ejOTEu5PPnY7jGcfE6tpp1z91Xil10/lzq/Ph8W5LVtvztqeS1TatbUv5BXycAgAw2PFpHmeMUcQYRY1RxDiKOrHnURmZeH/HSEaJ5/E/qV13bLgx8f5qGxY1sR259uN/3NygLdWVyWmdduOZeDmc+E6ik5xvenk6m3fqNKF4gE2E2ZAT6w47jiLGKOREk4E3GXodJz6dUcRxFInPo/0ly+15LEslPr8KvF4dPqxUxV6fhvljZ4YLvD75bTtrIdGyLAU8HgU8HpUGAp2OEzVGLZGImqNRNUbDaoxG1RKJqDVRJ46jVieqkONoR0urqpuaknUacrquHa9lqTh+FrrMH1CZz6/JxcP0wymH5cQPim2tbtbad6WW2p3xnf9Y/9QAYaUEBVmWLLWFibbgYKWNF3tupQWQSNjpMrimBt3W+BnaxLBQq6NIJLOk6fFY8ngteVJCnRUPbx6PpYJCj4qGeWPDPZY8diwgWnYsAHtsSx6fJa/Hks9ny+OLncX1eGxZlrR9+3aNHj1cRkomskQwSw1ojuOkBLjYmepEeHaMJKetLcuJ90sJh44xikaMolEjx5FMNPZeNfHuqGPkRON/jlEkHKuv2ni3cWLLdBzJicbmMxChvb3Ee+JhvdWvBw7iNdm2XPVfGzvj7LH60ldH99v8gWxyHEctEUfNoaiaQxG1hB21hCPaWBNRyfZ6Bby2gj6PAl6PAn6PfB6urAIwOPVZOK4JhXT+yy9re2OD/Nu3y1ZsRyS24xx/lGQn+sV3lBP9JCt5X6nkOFbKPNQ2D0mKSrHwp1hwjMqRY6SonHi3SYbTRMiNJkNmottJdvcU9vrdnu19Nqu2emqrU0uW7Hi3nfLciv9nS7JMu+GWJa9s+eVJmabr+diSvLJVJJ/K7DzlyyufY8lqtaRWSY2xsjiSWhTf6++l6E6vmsNO8sySUnewk6ft2vWT0sbvqp9JzsOWz7JVavlUGnujtp1RSgS+tgpW1Iq938Jy1KyoWhRRsyJqsaIKy1HIchSWo9ZIVC2RqCoa67VOjv61e7e+Nn6iDigs6nV99JVfP79Or+7eJWvH7lgPE38vmXiwSD0TZxKPVifjSjJWJ+NKSswnOdjERrViQdSKX35s2ZICkhW0JFvxM45tw2XHxklckqz4NFb8UuTEZcqWx8TCfcprlyiosSwlIpRRW5jq+Dy9W4ptfxLdzd5mBfPqelHjmTCdPFOyHk0PY5rkGe308J4I3iZ5trYtMCebj2mLmW2PKfOJVWPsdTQd6yq1PIn2FXUcWR5LxpKMFX8NrNgYqf0U7+dYkpLjdTJ++8fucrBJefslqjG+sM77dxyW2t82UlmjrS+JcIzecRxHzeGoWkLR2GPYiYXQSFSt4WgsmEYiCkWceL/4AdpoVKGoo9aIEz94GztoG4omDm5HFXZM7Oqu+F/EOIrIKCIn/hd7HrVMyp8jx449N7aR4+mm8Ks2dbJCkm0s2clHK/ZoLHlMbN/BYyx5ZMtjLHmt2HOvLHlkyWvFnnstWz7blt+yFfR4lGd7FfR6lOf1qsDrUdDnUb7PqwK/VwV+nwr9XhUEvCrK86ooz6fioE9Bn0c2X4MCsJf6LBzX7wlrz3tRmYBfrVZ8VzKxL53cEVVyvzixw6O0cWI7PbHHxM6N6TiNYhtby7FkmdjOueXEw138sa2fLdtIHie2A9PpNCnPk48m9TFWoPi+Wex5vL8VX0krJTx01j9eJWnzTuygtZ+n1G653fVX+3H69+zI3mqQ1KBoj+P13jBVKdzzaFnjkS2PChTo5MLudMZrtGtaa06EY/uoqDZurO06cGX/rdW1doEnJZp3DDxpj1a78fd++uSi84wsuyWT0vZK19W/Fy+M1enTXi47noI7GWNv5+1EndiZ9/hUba+JJTuetNv62cl5p47X/vVO9Elub1PGMDKdlrqzQ3TpBx9M5+OltBFjjDb7Grta1QG1paZJd3+4R96KV9P6tz+LLnV+xr73hyw76tBu0t6DHd9R3U/d/oBL+kGetG1Vop/V1TgpB3tM23ybmpvl/2SFHMUOEjlqOwifuKIj0d3T88QBNUdtB3McGZl4+HQso6ht5MT/TF9nN0/8YKITP4gd3weyZSX3e5L7S/FhHmPLF283dnIfI77vFJ8ucUw40f6i0agsj0dS20kGx2pb/+TBrJQDV07KAbCQ5bQNt2P14yQOiNnx8S0jx2MU9SaO6EkKxf/2hpE8UUueqC2vY8nr2PIaW37Z8in2GJBHhxWV6vbTZvTlq9BrFz2+Uu807ZRn7dZsF2VQiUadAauz1M+g5HOTOOEXb3+J7NBhmrb+HU8Atp0UbL/dTj1Qn+hWJ/2S23YrfRvX2XwikYi8H/2tw/p1eUWX6fRpSkcXn5k9zC5ti59+Lqbj50MXOxpe2br1uCN0zEEj9nLpXc2nj0wYVaDvTPuMHn3vE+V5/B2Gp+9stBtodTFefFhnH+ptwTJ9ZygRQFNnlhymlJ2n+D+xE0dW8gxg8myAsfbqlU1blS7HT39LJs7gJESiEXm93vQ3Q8qBgURx2i+0s4MLskzbmZz20w0Aa29bwz6KRCPyeONv39QzgYnulMf0ujPp/VLfe2n90ptl6vsrOZv27734ZGlnUlP7Jw6epE5vpHBBVHW1YWlsJjXQP358yOFa/e42WXnpt71qvyk27VullVYFKWObtKkSEjtRbfuD6W9Uu5N+qR8wqQtpH5J6Cmmd9e/sgFJXbbuzMVtbW5QXyOtiidnXF5uBvT3o1u1YKfXYkuN1lomIHBXk5ca3lNZtq9PrwVpF7ZoOw/b6fdAX2/FuFtbj7NP2CUzbe890OVqH4W3bCqvzA0Od7JFZ+ZYs09S2g9r+wHR8usQOb9pzqe3At9q2/Ykw2tYvNWy223lutyMdX3JbPaTvZXfyZyTLjl1lo9hXRBLbx9QrxWI/DChZnlhwtjo7arSXWlqjygvs+20S08K0TPxrJvErdKJG0XD8K2Lxr4jIKPY7BCmfzcmrwNLmmXJwwkqEbyPHlkKWo2Y7KscTC+K7t7eqclejJpT3dEi7/znGxM74O/15kmHoMZKsgaiz9hHBSt/PabuKSin7ou32pNrty3fav7NP3u72R9plnY79OxnfJ8nK7smmLvcvMtwu2UZ66v3K3AnHknTqMWPlhLZp0kGT+nK2Q96nn3xKnWVoqNXZ9PGl2S6CJKkg4NOC0aWacMCB2S7KoDLU3o8DYajV2cjCzn+/YKCdMGW07tk2QbsCw/d+or1MzXYPv4vgdPfl8W4G9fS1JmNMh9+oSDvR2q5Y3ZWz/bDUruqqKu233wTZlpX8WpdtKd4dD5WWZFuxc0Ntw2K/s6Ee6mcoGvTt2JjYJehRR7Zta2Rxbhywu/+MY/Wnpat0wKRBXLdZMPDvx7ZInDxBYJT29aXUq1ySB35Spkx+5Sk5fewwkTEp2ycr8ZD62y1t2xtLbZuf9lu41P7p48T+3bBhgw488IDUSQZcb6547WqK/csK960w6uNwXF6Up6kj/ZrxmZF9OdshL1hXSZ1liDrrP5PLfdRthng/Zo466z8jCjyaM4MDXJl609qlGUdOzHYxBhXacf/wemwdOoL96Uzxfszcm42bNWPKmGwXI6f0GI6NMQqF9vaLHTGtra09j4Q01Fnm3Fpnfr8/41/6zrQdu7Vu9wV1ljm31hltOHdRb5lza53RjnMTdZY5t9ZZV23YMqa766BiFfb+++/3W8EAZGbq1KkKdHELqq7QjoHcQRsGBj/aMTC4ddWGewzHvTlzDKD/DMTRagD9hzYMDH60Y2Bw6/WZYwAAAAAAhjruig4AAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFzPm+0CoGfRaFS/+93v9MwzzygajSocDmv27Nn6wQ9+IL/fn+3iAejCQLXdE088UXfffbcOP/zwtP7vvfeeHnzwQd1zzz19tixgqKuqqtKXv/xlTZ48WZLkOI4KCgp03nnn6dRTT81y6dpcddVV+sxnPqNvf/vb2S4KkPOmTJmiyZMny7bTzwv++te/1vjx47uc7sILL9Qdd9yhsrKyXi337rvv1sSJEzV//vxeTY+BRzgeBG644QbV1tbqkUceUVFRkZqamnTFFVfopz/9qX75y19mu3gAupDttnv44YcTjIFeyMvL09NPP53srq6u1gUXXCCPx6NTTjkliyUD0FuPPPJIxiH31Vdf3adl/uAHP9in6THwCMc5rqqqSs8884xeeeUVFRYWSpLy8/N14403auXKlTr66KP12GOP6YADDpAkXXDBBTr33HO1bNkyBQIBrVmzRrt27dLMmTN17bXXyufzaerUqTrppJO0Zs0a3XHHHfrGN76hlStXJjcYU6ZM0cqVKxUIBHT11Vdr48aNsm1bhx12mG666aYOR90AdNRd233rrbf07W9/Wzt37pQkNTU1qbKyUn/96181duxY3XHHHVq9erWi0agOPfRQXXvttSosLNSGDRt03XXXaffu3bJtW9/73veSZ7IWLVqk66+/Xrt379a8efN02WWXadWqVbr55pv17LPPasOGDbrpppvU2NioHTt26OCDD9Zdd92lQCCQtToCBotx48bp+9//vn77299q9uzZXbbRE088UWeccYZWrlypLVu2aN68efrhD3+oVatWaeHChRozZow2bNigYDCoiy66SL///e+1YcMGnXzyybrmmmvkOI5uvfVWvfPOO2psbJQxRj//+c81Y8YMXXXVVaqpqVFlZaW++MUvppXv1ltv1dq1a3XfffepoKAgO5UEDFKNjY2d7u/+9Kc/lSSdf/75euCBB9TQ0KCbbrpJNTU1sixLF154oebPn69Vq1bpzjvv1IQJE/Txxx8rEonoxhtvTLbbxBUeS5Ys0aJFixQOh1VbW6vvfOc7Ovvss7O89miPlJPjPvjgAx100EHJneuEESNG6PTTT9f8+fO1ePFiSdKmTZtUUVGh2bNnS5LeffddPfTQQ/rLX/6iTz/9VIsWLZKk5KWdf/vb3zpchplq6dKlamxs1NNPP60lS5ZIkiorK/tjNYEhp7u2e8opp+i3v/2tnn76aS1evFijRo3S5Zdfrv33318PPPCAPB6PnnjiCf35z3/WyJEjdccdd0iSLr/8cs2ZM0fPPfecHnjgAS1cuFANDQ2SpEAgoCeeeEKLFy/WQw89pC1btqQt97HHHtP8+fP12GOP6YUXXlBVVZVWrFgxIHUBDAUHH3yw1q1b120blWIHu/74xz/q0Ucf1UMPPZT83Hzvvfd00UUX6emnn1ZhYaEeeOAB/eY3v9ETTzyhP/7xj9q2bZveeecdbd++XYsWLdJf/vIXnXHGGXrwwQeT825padFzzz2nK6+8UpJkjNFNN92kzZs368EHHyQYA904//zzNW/evOTfpZdeKqnr/d3/+q//khQ74zxixAh973vf04IFC/TMM8/owQcf1MKFC/X2229Liu1zX3jhhXrqqaf0ta99TXfeeWfashsbG7V48WI98MADeuqpp3TnnXdy9WeO4sxxjrNtW47jdDn87LPP1rnnnqvLLrtMixYt0je+8Q15PB5J0hlnnJH8oJw3b56WL1+uc889V5J01FFH9bjsGTNm6M4779SCBQt0/PHH6/zzz9fEiRP7YK2Aoa+ntivFvst4xRVX6MADD9RFF10kSVqxYoXq6+v12muvSYodzCovL1dNTY3WrFmjf/u3f5MkjRkzRsuWLUvO67TTTpMUC9/Dhw/Xrl270pZ15ZVX6tVXX9WDDz6oiooKbd++XU1NTX22vsBQZ1mW8vLyumyjCSeddJIkadSoUSovL1dtba0kafz48Tr00EMlSfvtt5+Kiork9/tVVlamgoIC1dbW6ogjjtCwYcP06KOPqrKyUqtWrUoLvDNmzEgr08MPP6xdu3bpqaee4jdIgB50dVn13uzvVlRUqLW1VSeffLKkWPs++eST9Y9//EOf+9znNHbsWB1yyCGSpEMPPVRPPvlk2vQFBQW6//779fe//10VFRVas2YNn8E5ijPHOW7atGlav3598uxQwrZt23TRRRdpzJgxmjJlipYvX65nn302ueMsKRmSpdjR5dTLofPz8ztdXigUSj6fMGGCli5dqosuukgNDQ361re+pRdffLGvVg0Y0npquy0tLbrlllvU3Nys66+/PjnccRxdc801evrpp5Nnlu+++255vbFjmZZlJcddv369WlpaJCk5PDGOMSZtuZdffrkee+wxjRs3ThdccIEOO+ywDuMA6Np7772nyZMnd9lGE1K/qpDaFtuH19Q2m7BixQpdfPHFkmIh+6yzzkob3v6z++ijj9Y111yjq6++WuFweN9WEHCpvdnfjUajaZ+/UmzfOhKJSIr9TkFCZ5/BW7du1fz581VdXa0ZM2bohz/8YT+tDfYV4TjHjRo1SnPnztU111yT3MluaGjQDTfcoJKSEuXl5enss8/W7bffrmnTpmnUqFHJaZ9//nmFQiG1trbqySefTF5u3V5ZWZnee+89SdKzzz6b7P/HP/5RV199tWbNmqUrr7xSs2bN0ocfftiPawsMHT213d/97nd6++23ddddd6UdyJo1a5b+7//+T6FQSI7j6Gc/+5kWLlyowsJCHXbYYXrqqackSVu2bNFZZ52l+vr6vSrPK6+8oksvvTT5HeV33nlH0Wi0j9caGJo2bNig++67TxdeeGGXbbQvvPrqq5o9e7bOPvtsTZ06VcuWLeu2nU6dOlXnnnuuioqK9Ktf/apPygC4TXf7ux6PR5FIRAceeKC8Xq9eeOEFSbED3X/72990/PHH79Uy3n//fZWVlemSSy7RrFmz9NJLL0kSn8M5iMuqB4Hrr79e9913n84880x5PB6FQiF96Utf0v/7f/9PkjR79mxde+21OvPMM9OmSwTnuro6nXLKKfr617/e6fyvvfZa3XTTTSouLtbxxx+vESNGSJLmz5+vN954Q6eeeqqCwaDGjBmjBQsW9O/KAkNIV233rLPO0oknnqgDDjhA5557bvLy6+9///u65JJLdNttt+mMM85QNBrVIYccoquuukqS9N///d+68cYb9fvf/16WZemWW25JtteeXHbZZbr00kuVn5+vwsJCHX300dq0aVO/rTswmLW0tGjevHmSYl+RCAQCuvzyy/XFL35Rxx57bJdtdF+deeaZ+tGPfqS5c+cqEolo5syZeuGFF7r9ioZlWbr11ls1f/58nXDCCTryyCP7pCzAUHP++ed3+FHZyy+/vNv93Tlz5mjBggW69957dd999+nnP/+57r33XkWjUV166aU69thjtWrVqh6XPXPmTC1ZskRz5syRZVk65phjVFZWpo0bN+rAAw/sl/VF71iG6+oGvbffflvXXnutnn322eQlH9z/EAAAAAD2HmeOB7mf/OQneuONN3TnnXd2+C4EAAAAAGDvcOYYAAAAAOB6/CAXAAAAAMD1CMcAAAAAANcjHAMAAAAAXK/Pw/EHH3zQ17Mc8qizzFFn/Ye6zRx1ljnqrP9Qt71DvWWOOus/1G3mqLPMUWcd9Xk4bmlp6etZDnnUWeaos/5D3WaOOsscddZ/qNveod4yR531H+o2c9RZ5qizjrisGgAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIC/jRvAAAAgAElEQVTrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK5HOAYAAAAAuB7hGAAAAADgeoRjAAAAAIDrEY4BAAAAAK7n7asZNUciuuWtd7V+23YNa1zZ+UhWt517zXQ7zLTv0e10psuOjqwunqd2WO3Wqutp2rpqa2pU0vi6ZEmWSR3fkjFGlhWbqzFdzM+0LdcoPo/4wNj8Yh12fJ6WJdnxR0vx56ndVqzblpLLtqxEd9v4dnxY6rxS5yPbSh59SUwnq22esmLLSpSwbVnx9bHUNl8rvSyVOxu14aOKtumttjpILl+py7JkJ+okUSOpy1Fb+drPL/GeMiZZ3e26U4e3vQPjnW3D208XfzK+uEBHjipXLti4q1HLNjXpo+j6tNci8fon6ype73Zq/Sr19Uq8R1Lfc7ERrJTXXYq/r+Odqe038cyy2uqsy41GSn+T0lCMOk7SvpmnzT9tPJM+UifTJmzY2aKd66rjy+98WR22TV2UKX36lPpoV0iTMk778pv278O0+XYyLPZGlSQ5kqLGKOoYOXIUcWLdjuPE+sf/nJTnXfV3jJGjlP5qG15XX6/i3a/Ijm9LbCn+aLU9xt9Dtix5ktsbW574+8q2Yn8exd5zntRpLUueREM3iQqIbVONia28SasII+O01VXHcUyyO9m2jZFMrOznfO4AjRmR38mrO/Aa6o22bm3JyrLbt7cO3VZXjbhzqe/75GsS70h/LZJjtb1+khzHtM0nPr5Jm1fbe3/LZqNPCus7L3/q53zKOrT/zO84YSeDMp+ky4Fd1aeJtzNjjBzF68HE2rcjRzJS1DHJuojG3/wmPq4xUlSx6WNVZeTE69UxJrnd2VgR1h6zpd1nhJVcR9tuqyGr/edw8vM7/fMl9XMnUV/tV7N9vbffP+pYIZ29N9P7jB6Zp/KyQHdzGTCOMQobo9ZoNNtF6WnXuMNnU98t13TdvrrQ4jhqDkf6pTyZ6vCebdcjfTvSs04zTPv9gi72E9q6O86lxXHUFAmnlKXrHNNeh3VqP7ybaXvi9OJtZUnyez37sNT4fEwfvas/3VKvry19USG/0xez67WeNo59vZBuZ2l1PjStb2fzstLHMp2sVId+VnoAS8ynY7dp6891AznBcqQVnz9V+5UVZLsomvOnpVpbWJPtYmAwc2KbI8tY7R4lpfZTPKRY8W2SZWSs+LYt8Vxt/XN9e3VCw1g9fNbMbBdDf32nWpeuXynH2z87rAOip6Lvyx7XQMv0ZRhM6zbEDKsN6PV/+6ryAvu+c72vvvjo89pY0JDtYgCDihWVrh0xXRfO/Mw+zafPzhxPGlOkWybO0P+tXqdgIK/nCbpPlRmM23H0riawkv/sm17tcnS1XCO1tLYqkBdoN2+TNl1qcDbthiWnSOvu6TBqfCzTYYmxx0TYNilnzFJDu0nt1+7saYdTdVbbGTzTNu+UWbVNYtLX1Uou36RVfDgSls/na1tmZ+vWybOOXe16Wu36dXHasccj/B0WYnU5nd9rq64pJOVAOH5ozkxdsugVGV/KpiH+mpm07vSKSlvddnWZOKKffH928Xolq82k9+tUJ69X58eiuphDJ+Puy6YhHI7Il1JnXR5L7WbjkcnyU9tL+77dHuXtdvnpr2msvbadAbKM1XZmR23h1rLiYTg5Iyt9QSlXiiTPBMmopbVVeYH07V5q8Uz7N4OUPIsVL1pyu5DYFiXPmKdcDZC6PYsXPvncSV1lq+N46du4juMl3tOWJU0bVaJccOzkETrmnWLt6M1h9362TyVK3a729JnfyWdQ9w0j9hCJROT1dr9b1N0VIO0Xn9H67s12L8P5Jq+mSv0sM/H+KfWZ3DdqV4bkeTvLpOxSWGnzioTD8vp88c/rzspmOn9qpT7pfIPcySagu5Xtaql7rcDj1e6mVo0NZP8KkG+OOFCPr90gj6efg7rpeIazq/E6bAtT9McxndTt796KRiLy9MGZw/7XtmKd7Wr2NKR77V+h7s/uRqIReT3eTqfMpCV1diIvbTYDcODPNpZUtu/z6bMzxwlvvvmmZsyY0ZezHPKos8xRZ/2Hus0cdZY56qz/ULe9Q71ljjrrP9Rt5qizzFFnHeX4hWoAAAAAAPS/Hi+rNsYoFAplNNPW1tZeF8itqLPMubXO/H5/r37UJpN27Na63RfUWebcWme04dxFvWXOrXVGO85N1Fnm3FpnXbXhHi+rbm1t1fvvv99vBQOQmalTpyoQyOwXNWnHQO6gDQODH+0YGNy6asM9huPenDkG0H8G4mg1gP5DGwYGP9oxMLj1+swxAAAAAABDHT/IBQAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXI9wDAAAAABwPcIxAAAAAMD1CMcAAAAAANcjHAMAAAAAXM+b7QKge1OmTNHkyZNl223HMaZOnapbbrlF8+bN0+9//3sVFxd3Of2CBQt0zjnnaM6cOX1SniOOOELPPPOMxo8f3yfzA9ygu3YMIPcsWbJEixYtUmNjo0KhkCZMmKAf/vCH+uxnP5vtogHYB7Rt9IRwPAg88sgjKisr69D/6aefzkJpAPRGV+0YQG5ZuHChVq9erbvuukvjxo2TJK1cuVIXX3yxnnjiCY0dOzbLJQTQG7Rt7A3C8SA2ZcoUrVy5UitWrNDSpUtl27Y2btyovLw83XbbbZo0aVLa+Pfff7+WL1+ulpYWNTc36yc/+Ym+/OUv695771V1dbV27Nih6upqjRo1Sr/85S81cuRI/fOf/9TNN98sy7J0+OGHy3GcLK0tMDRNnTpVJ510ktasWaM77rhDa9eu1aJFixQOh1VbW6vvfOc7Ovvss/XEE0902c537Nih66+/XuvXr5dt2zrzzDN13nnnqb6+XrfccovWrVuncDis4447Tj/+8Y/l9bLpBzqzc+dOPfLII1q6dKlGjhyZ7H/cccfpqquuUnNzs7Zt26abbrpJW7ZsUTgc1le/+lV997vfVVVVlc455xxNmjRJ1dXV+sUvfqErrrhCM2fO1Pvvv69oNKrvf//7WrRokdavX6+pU6dq4cKFsm0748/nyspK/ehHP9KLL74o27bV3NysE088Uc899xwH4YBO7E3bPvHEEzVt2jStXbtWl19+uaZNm9ZpW5ekt956S3fccYeam5tl27b+8z//U7Nnz5Yk/eY3v9GTTz4pr9eriRMn6he/+IWKioq0ePFi/elPf5LjOCopKdHPfvazDvvqyAEGOW3y5MnmtNNOM6effnryb+fOnclhu3btMo8//riZMWOG2bJlizHGmJtuusn8+Mc/NsYYc+6555rnn3/eVFVVmQULFpjm5mZjjDHPPvusOe2004wxxtxzzz3mpJNOMvX19cYYYy6++GJz9913m9bWVnP88ceb1157zRhjzDPPPGMmT55sKisrB7QOgMGup3b85JNPGmOMaWhoMN/85jfN7t27jTHGvP3222b69OnGGNNtO7/00kvNbbfdZowxpq6uznz1q181FRUV5qqrrjK/+93vjDHGRCIRc8UVV5gHHnhg4FYcGGSWLl1qzjjjjG7HWbBggVm+fLkxxpiWlhazYMEC89xzz5nKykozefJks3r1amOMSXYvW7bMGGPMddddZ2bPnm3q6+tNS0uLmTlzpnnzzTd79flsjDGnn366WbFihTHGmMWLF5vLLrusj2sDGDr2pm3Pnj3b/OpXv0p2d9XWa2pqzMknn5zcH966dav5whe+YKqrq82yZcvMySefbGpqaowxxtx6663mvvvuM6tWrTJnn322aWpqMsYY849//MPMmTOnP1YV+4jTB4PA3lyOedhhh2n06NGSpEMPPVRLly5NGz5u3DjdfvvteuaZZ7Rx40a98847amxsTA4/5phjVFhYmJy+trZW69atk9fr1XHHHSdJOu2003Tdddf15aoBrtFdOz7qqKMkSQUFBbr//vv197//XRUVFVqzZo2ampqS43XVzl977TVdeeWVkqSioiI9++yzkqQVK1bovffe05IlSyRJLS0t/bNywBBhjEnrbmho0DnnnCNJampq0uzZs7V69WrV1tbq7rvvTvZfs2aNpk2bJq/Xq+nTpyen9/l8OvHEEyVJ++23n4444ojkZ+3IkSNVW1urI488MuPPZ0k655xz9Nhjj+mEE07QokWL9OMf/7ifagUY/Hpq21/5ylcktX0eNzU1ddnWCwoKtGPHDl166aXJ+VmWpbVr12rlypWaM2eOhg0bJkm6+uqrJUm33367Nm7cqDPPPDM5TV1dnWpqalRSUtJPa43eIBwPEXl5ecnnlmV12Ah88MEHuuSSS3TBBRdo5syZOvroo3XjjTf2OH37+XA5JtD38vPzJUlbt27Vv//7v+ub3/ymZsyYoTlz5uill15KjtdVO/V6vbIsKzmssrJSpaWlchxHd999d/Kyrbq6urTxAKSbNm2aNmzYoD179qi0tFSFhYXJ3/e49957tXnzZhlj9OijjyoYDEqSdu/erUAgoD179sjv96d9Tvp8vrQ25/P5Oiyzt5/Pc+fO1cKFC/X666+rqalJRx99dN9WBjCE9NS29+zZI6nt89hxnC7b+qpVqzRp0iQtXrw4Of9t27aprKxMr7/+elqbr6urU11dnRzH0bx585IHsh3H0fbt25MhGrmDWzm5xOrVqzV16lR961vf0jHHHKPly5crGo12O82UKVNkjNHf//53SdLy5cuTR6wB9L33339fZWVluuSSSzRr1qxkMO6prR533HF6/PHHJUn19fU6//zzVVFRoVmzZunhhx+WMUahUEjf+9739Ic//KHf1wMYrEaNGqXzzjtPP/jBD7R58+Zk/+rqar311lsqKCjQ9OnT9b//+7+SYju+Z511lpYvX97rZfbm81mSgsGgTj/9dF1zzTVpZ6MAdNRT2069m4QkFRYWdtnWp0+fro0bN2r16tWSpI8++kinnHKKtm3bpuOPP15Lly5VQ0ODpFjwfvjhhzVr1iw999xz2r59uyTpT3/6k84///yBWHVkiNOALnHaaafphRde0Fe+8hU5jqPZs2ertrY22Xg74/P59Otf/1o33HCDFi5cqEMOOUTl5eUDWGrAXWbOnKklS5Zozpw5sixLxxxzjMrKyrRx48Zup7vuuut0ww03aO7cuTLG6OKLL9bUqVP105/+VLfccovmzp2rcDis448/Xv/xH/8xQGsDDE6XXXaZ/vznP+tHP/qRmpubVV9fr2HDhunUU0/VOeeco127dunmm2/W3LlzFQqFdNppp+n0009XVVVVr5bXm8/nhK997Wt67LHHNH/+/F4tG3CTntr2iy++mDb+HXfc0Wlbl6R77rlHt99+u1pbW2WM0e23367x48dr/Pjx+uSTT3TWWWdJkg466CDdfPPNKiws1He+8x1deOGFsixLhYWF+tWvfsXVXDnIMu2vmwUAAEBOM8bowQcfVHV1ddpl2ACA3uPMMQAAwCBz0kknaeTIkbrvvvuyXRQAGDI4cwwAAAAAcD1+kAsAAAAA4HqEYwAAAACA6/V5OP7ggw/6epZDHnWWOeqs/1C3maPOMked9R/qtneot8xRZ/2Hus0cdZY56qyjPg/HLS0tfT3LIY86yxx11n+o28xRZ5mjzvoPdds71FvmqLP+Q91mjjrLHHXWEZdVAwAAAABcj3AMAAAAAC7yUV2N/tpYm+1i5BzCMQAAAAC4yC8+fFf/X+0uvbpjW7aLklMIxwAAAADgElubm/VKPBTftZYf5UpFOAYAAAAAl3iqeqMcSWW2R2/t2aUNDfXZLlLOIBwDAAAAgAsYY/R4ZYVG5QU13R+UI+lOzh4nEY4BAAAAwAXeqdmjTxrqNS4vX+VerybmF+iFrdWqD4ezXbScQDgGAAAAABd4vKpCPsvSfgUFkqSjyoar1XH0P598lOWS5QbCMQAAAAAMca3RqJ6p3qSxwXyNDeZLksYF81XmD+jRTRvkOE6WS5h9hGMAAAAAGOKWb9ui2nBYE/IL5LNjMdCyLM0oLdeeUEiLKyuyW8AcQDgGAAAAgCHu8aoKFXl9mphfmNZ/SvEwBT0ePfjpuiyVLHcQjgEAAABgCNvR2qK/b9+qscF8lQUCacM8lqXPlpTp08Z6vb5rR5ZKmBsIxwAAAAAwhD1dtUlRY7RffoFsy+owfFpJqTyWpXtcflsnwjEAAAAADFHGGC2prNDIQF7yV6rbC3q8mlI0TKt27VRVY+MAlzB3EI4BAAAAYIj6sK5Ga+trNS6YrwKPt8vxZpSVy5HRnevce/aYcAwAAAAAQ9SSygp5LEv75RfK6uSS6oQyf0ATgvl6fkuVGsPhASxh7iAcAwAAAMAQFHIcPV29SeOC+RqbH+xx/Bllw9UcjerB9WsHoHS5h3AMAAAAAEPQiu1btCcU0vhgvvy2p8fx98svUInPr/+rWC/HcQaghLmFcAwAAAAAQ9DjlRUq8Ho1saCw55ElWZalGaXl2hlq1Z+rK/u5dLmHcAwAAAAAQ8yu1la9uG2Lxubla3ggb6+nO7h4mAK2rfs/XdOPpctNhGMAAAAAGGL+XL1JEWM0saDzext3xWvbmlZSprX1dXp7965+LGHuIRwDAAAAwBDzRFWFRgQC2i9/7y6pTvXZkjLZkutu60Q4BgAAAIAhZE1drd6vrdHYvHwVeru+t3FXCrxeTS4aptd2bteWpqZ+KGFuIhwDAAAAwBDyePzexhMLur+3cXdmlJUraozu+fjDPi5d7iIcAwAAAMAQEXEcPVW9UWOD+RobzO/1fIYH8jQ2mK8/V1eqJRrtwxLmLsIxAAAAAAwRL+/Ypp2trZoQzFfA0/O9jbtzVGm5mqIRPbR+XR+VLrcRjgEAAABgiHi8skL5Hq8m7OW9jbuzf0Ghir0+/a7iUzmO0wely22EYwAAAAAYAmpCIS3dulljg0GNyODexl2xLEszSsu1raVZz2+p7oMS5jbCMQAAAAAMAc9urlTYOJqYXyhPL3+Iq71DhpXIb9v6n0/W9Mn8chnhGAAAAACGgCWVG1TuD2hCfu9/iKs9n23r8GGl+qCuRu/X7Omz+eYiwjEAAAAADHKf1NfpnZo9GhvMV7HP36fznl5SJkvSnWs/6NP55hrCMQAAAAAMco9XVchW7Ee0entv464U+nw6qLBYL+/Yqp0tLX0671xCOAYAAACAQSxqjJ6sjN3beNw+3Nu4O0eVlStijO79+MN+mX8uIBwDAAAAwCD26o5t2tbaonF9cG/jrozMC2p0XlBPVG1UKBrtl2VkG+EYAAAAAAaxx6sqFPR4tH9BUb8u56iycjVEInqk4pN+XU62EI4BAAAAYJCqC4f1ty3VGhvM14i8fb+3cXcOKChSoderhzcQjgEAAAAAOeS5zZVqdRztl1/QZ/c27optWTqytFybm5u0bGt1vy4rGwjHAAAAADBIPVFZoTJ/QPvlFwzI8g4bViKfZelXH380IMsbSIRjAAAAABiENjTU6597dmlsXr6G9fG9jbvitz06bFip3q3Zo7V1NQOyzIFCOAYAAACAQeiJqo2yJE0syO/zext354jScknSnWuH1m2dCMcAAAAAMMg4xuiJqo0aE8zX+PzCAV12sc+nAwuK9OK2Ldrd2jqgy+5PhGMAAAAAGGRe37VDm5ubND6Yr7x+urdxd2aUlStsHN03hL57TDgGAAAAgEHm8coKBWxbEwfoh7jaGxPM14hAnhZXVSjsOFkpQ18jHAMAAADAINIQCev5LVUaFyzQyLxg1soxo7RcdeGw/rRxfdbK0JcIxwAAAAAwiPx1S7Wao1Htl58vr529SPeZomLle7z67fp1WStDX/JmuwAAAAAYPBxjtLiyQv+s261X130on2XLa1vyWrZ8ti2PZcln2/Jalry2nTa8034p0yaGe61Yv4DHI38Wd/yBXLWkskKlPr/2G+Af4mrPtiwdWVqmV3Zu18vbt+oLI0dntTz7inAMAACAvVIXDumyt97Qi9u3xHqs7d97nHotS9868DO64uDDCclAXGVTo1bt2qHDiktU4h+Yext3Z+qwUr2+a4fuWfch4RgAAABD37r6Wl30xmuqam7U9JIyjWwNafSoUYo6RlE5chwpKkdREzu7HI3/OcaRY6SIjEy8n1FsHElyZGRM7NExseeJ4TXhkB78dJ2Wb92sX884TgcPK8lqHQC54InKiti9jfMLB/Texl0JeDw6tLhEb+3ZpU/r6zSpqDjbReo1wjEAAAC69ZfNVbryX2/ItiwdXz5CU0tKtXPrNpX6A/2+7A9ra/Tyjq067R/L9IPJh+qSzxwiTw4EAiAbTPzexqODQY0vyM92cZKOKC3Xu7V7dNe6D3XvjGOzXZxe4/oUAAAAdCpqjG776F1d+uZKFfv8OmHEKE0vLZffHrh7qh46rEQLJk7S6LygFq79QPNeXqaNjQ0Dtnwgl6zevVObmho1Li9fQU/unOcs8fu1f0GhXtharbpwKNvF6TXCMQAAADrYE2rVBa//Q/d/slYHFRbphBGjdVDRMNlZOGtb4PPp6+Mn6gsjRmldfa1OXvE3PbL+Y5n4pdmAWzxeWSG/bWtiQXZ/iKszR5WWK+Q4uv/jNdkuSq8RjgEAAJDmw9oanf7yMr2+a7uOKC3TCSNHa3Qwe/dSlSTLsnREabnOnjhJJT6/bvjgX/r311Zoa3NzVssFDJSmSETPbanSuGC+Rmfx3sZdGRvMV7k/oEc3bVDUcbJdnF4hHAMAACDpqaqN+vorL6ouHNbxw0fquPKRKvT6sl2spBK/X2fud4A+VzZCb+3ZpRNfel5LKis4i4wh729bq9UYiWi//MKs3tu4K5ZlaUZpufaEQ1pcWZHt4vRK7tUqAAAABlzYcXTz+//SZW+/oTK/X18YMUrTS8rky9Gd8GOHj9CZEw5Q0OPVlf9arW+/8Yp2t7Zmu2hAv3m8skLDfD7tl587P8TV3uTiYQp6PHrw07XZLkqv5N7WDgAAAANqZ2uLFrz+sh7a8LEmFxXrhJGjNamoOCduE9Od4Xl5OmfigZpeUqYV27dq9kvP64Ut1dkuFtDnNjc36bWd2zU2L39AfiW+tzyWpeklZVrf2KCVO7dnuzgZIxwDAAC42Ds1uzX35WV6a/cuzSgt1xdGjNbIHPw+Y1dsy9IJI0fr3ybsL0vSxf98Td9/63XVh8PZLhrQZ56s2igjaWJhQc4ftJpWUiaPZenudR9muygZIxwDAAC41GObNuibr76k5mhEM4eP1LHlI1TgzZ3bw2RiTDBf506cpMOKh+nZ6kqd+NLzem3HtmwXC9hnxhgtqazQ6Lygxgdz71eq28vzeHRw0TCt3rVTmxobs12cjBCOAQAAXCbkOPrZu2/pJ+/8UyMCeTphxGhNKynNyR/5yYTXtvWl0eM0b9x+ao5Edc7rL+un776plmg020UDeu3tPbtV0digccH8QXPwakZZuRwZ3bXug2wXJSODewsIAACAjGxvadbZr63QHzZ+qoOLhumEEaN1QGFRzl+qmYmJBYU6b/9J+kxhsf64cb2+9NJf9a89u7JdLKBXHq+K39s4vyDbRdlrpf6AJgQL9PzmKjUOoq84EI4BAABc4s3dOzX35WV6r3aPji4r1+dHjNKIvLxsF6tf+D0enTp2vE4dM067Q636+isv6hcfvqvwIL3/KtypJRrVM9WVGpsX1Ohg7v5KdWeOKi9XixPVrz4ePN89JhwDAAAMccYY/aHiU5352gqFHUezho/SMWUjlD9ILtHcF58pGqbzJk7ShPwC/ebTtfrK31/Q2rqabBcL2CvLtm5WfSSsCQUFOXlbte5MCBao3B/Q/Z+u07yXl+kvm6sUyfGDU4OrhgEAAJCR1mhUV73zT/3svbc0Ji+oE0aO0tRhJYP++8WZyPN6NX/8RH1p1BhVNjXqtJeX6b6PP1LUmGwXDejWksoKFXt9mpif+z/E1Z5lWfrG+Ik6oqRMnzbU69I3V2rmsuf0m0/WqC4cynbxOuWerSIAAIDLbG5u0jdfe0mPVVbokOISnTBytCYWDK3vF2fisGGlWjBxkkblBfXLNe/rjH8s06bGhmwXC+jUtpZm/WPHVo0NBnP63sbdyfN69YWRo/WtAw7SF0eMlmOMfvHRezrmhWf003ff1PqG+mwXMQ3hGAAAYAh6fecOzX15mdbV1elzZcP1+REjVR4Ymt8vzkShz6evj5+ozw8fqY/qavXlFX/TY5s2ZLtYQAdPVm2UI2lifqHsQX5Ay2Pb+mxpmc7Zf5LmjZug0XlBPbpxvU566a86b+XLenXHNpkcuJJj6H/RBAAAwEWMMfrfDR/r1g/f1TCfX7OGj9SU4mGuuoy6J5Zl6ciy4TqgoEh/3VqtX3z4rk4dO16FXl+2iwZIirXjJyo3alQgTxMKBs+vVO+N/QuKtH9BkWpCrXpj1069sXuH/vH6Nh1QUKiLJk3R/PETlefxZKVshGMAAIAhoikS0TXvvqmnqzdpYn6Bjiwt14T8AtdeRt2T0kBAZ008UNVNjaoJhXI6HDuOUTRiFI0aReKPTjSlO94vGu3iecSJ95OiUSPjGJWW+zViVEBlI/zy+Th4kkveq92jjxvqdERJmfI9QzOylfgDOnnMOLVGo3p7zy6tqa/V1e++qf/68F2du/8knX/AQRqZFxzQMg3NmgYAABii6sIhbWxs1KamBm1KPDY1amNjg7Y0N8lIOqy4RDNKy1UaGJzfUxxouXTJ6iP/U6F335T+ZL2TFoD78opTIyNjSbaJr7cllZT6NHJ0QCNH52nE6IBGjApo+MjYoz9AcB5oSyor5LUsTSwY+u4xk3wAACAASURBVAe3Ah6Pjh0+UseUDde6+jq9W7tH932yJvbr8mPG6aJJB+vwktIBKQvhGACwT4wxanUcNUUiaopG1ByNxh4jETW1e94cjagpElFV3W69/vFHKvL6VOj1qcjnU5HXG39s6zfQt62IGqO6cEh7QiHVhELaE26NPYZC2hNqVW1iWDik3aFW7QmF1BAO62eHfVb/PvHAAS0rhq6oMdrS3KRNTY3a1BgLvpuaGpKBuC4cThs/6PGowONV0OPRlOJhGhnI08HFJVm7LBH7pmViSBsaamT7vTIeI8eO/1mKdVtt/aKJ51ZKtxV7jNptzzt7lCSfYysv7FFeyKtAi0e+Zlve3R55q2wFWjzyt3rkb/Go3B/Q+NJ8jR6TpxGj8jR8VCw0jxgVUDCf91lfa43f23hcMF9jgv1zSbXTamRacyt027atg4eV6OBhJdrW0qR/7t6lv26p1rObq/TZkjJdPGmKvjx6bL9+RYRwDAAuFzVGm5ubtL6hXhWNDaoPh2MhNhoPtKmhNxJRYyQSHx4Luy3RqDI9oWFLctb0fJ9Rv22r0OtToder4nhwLvb5VRgP0okQXej1qTg+Xmp/SfFw26o94VDyeSz4hlQb794dCqkm3Kq6cLjLdbEk5Xk88tu2fJYtn/3/s3fn8XbU9f3HX99Zzjl3S3LvDQkhBMoSoBApSFQo0GAsP5GGArKIIopF2yoVUaoFt7ZAUBARij/xJ1BsVQwQMKmKgsrWhBgWJZBgWAIhEEIWktwkdznLzPf3x8zZ7j13Ocndz/v5eJw723dmvud7Z/vM9ztzHFKOy4Q6n1d26W23Up1duSyvd7QXa37b8wHwLtZ3dpArqSZ0gCbfp871mJxI8Wf1jTR6HnWuR0sySZPnk3RdfGPGfQ3TnrKhJeiAYJcl1w5BhyVot+RSwCEjnbvIr+pfZ8VhW4sjbLQNOBgMBgfivkpdimmswceQwMEU5o/GGxulyxGS9UPSiRztjdlomBBbaTOykMg4JHa6JDa7JJ+OAudG69OaTLJ3Yx3TJ9az3+RGDprayJ9Na6CxydM2uRse2riB7dkMR0ycRKKKQNBaS5iGYKcltwtyu2zUvzPqz+200ba/C2wGoIVXW9LUzXCom+GQmmFITB4dx5GpqXr+Zp962rNZntr2Ni/u3MFnnl7GlGSKiw48hPP2P5AJ/uA/BqHgWEQKHvrVJh77HSz59Yskkg6JhFPo+hX6/UR5mkTSwfdNMV3cdZzqD7JhWOl5qeJzVtGzU5DLheXPYJX029BiHIPrFj+OS3HYi8c5xf5iOlOezonmHcgJw1pLmM9bSb5K8142rjCtl/Fx+jCMmtVFH4sNwRJd7BXHx9MqpOuwWTa7XWz2OtnidkUfr5OtfprAlIeExoIXOnjW4IYOrjXFDw4ehgkkaDbJaNgYPGNwjcEzDq6JysxzDAnXwXcdfM8l6Tn4jmHb9rdpbm0lHYZ0BgHpMPpkbEgutOQIydmQbP6TsWxOp3nTdhIQkrOWLCEZG1a9bQH4OCRwSFgHz0bdFptib1tPwrokQpdE6ES1KqFLyrokQxcXB8caHBtdYGIhE4Z4DWpyWOvyrQ62xy0LdmSzbM9kaMtGw22ZDG9n0qxr38VrHbvYmin/jc+U49LgRbW/BzdOoMHzqHddJvg+zYkkda5H0nVxR8FF62hirSXMQNAOQbuNP5Ar6Q/abTwMYWfl5QSt0Pm+HNQPb/4rufaw2Xz2waVMmdBYCGjzgXFpAEyhvxgcUzKtKhZCLAHR8TdNQBcBaQIyhORMFDRnPUu2ISBTF9BJlqxjyXndjsNt0cf8CZIZj7rAJRlEx9RE6JKIj6dJ65IMHZJE/XW4JK1HyjqkjEed8UgZl4SJriMc1+A4RP35bsm4LVsh5bYxeUqSlskJ/MTYPS7f+8Zamjyv8NvG1lrCLsjFgW4U4FqCkqA3CnzB5ios0LXYlMUmLWHSYicCSUsmnSXZniT7vGXniuj/aJKQ2tdQP8MhNcMhNd3gJEbuuNPg+8yZsjcnTJ7Cs23beL5tO9/407N854VVnD3jz/i7A2dyQGPToK1PwbGIFDzsrOfXs94kkXPxMy5e1sHf4eClo4+bdvAzDl7Gwc+6+BkHN2f6PRG7rsFPmGIAnXCwNh/YQhCEZQFwEFjC3Yt5hpzjUAie8wF0LgcLzIqS4HeIf4rARBdD5d1owBpLe1OW9sYMu5qy7GrK0N6YZWdTlkwyKC4ihLoOn4atPvvuaqKh3aeh3ae+3SOR9nCDKPAzoYGQwme3Lrpi2fgTmcw2AFzAJQEkdmOZFkvgWXJ+VPuR6/axRDUdftotdP2MixtW9z1y8Se+HdFzuk3Du3fjC8ioYq2lMwiiYDYOaNuyWbbHQe+OONDtHvRuz2bYlat0RVqUiFsa1LkuE/wE0+vqafB86l2X5kSCCX6CpBO1TBgNtTYjwYZRrVeYiZp8Rt3yoDfoiGq98gFv2NFLMADgR8GATVjCBNi9LCSL42wCSFqos2x1M3R1jo4Tj+c4+NZhwm4dFXefg8HB4ONQ1z1EKD3s5Zt3AwEh2SCki4CuMGphlEtDmLUE+RudjqXLDWh3cwSJkJxnCdyQwBvYudIJDF7O4OUcvGz8yTi4OQcvawrj/IzLz15aQbLTJZn2mJJIsvfkusJz061TkkyekmDylCRNE0ZHjXYuCFm/tYNX397Fuu3trN/ZwYaOTh42Gzhg40Q6H3F4dWea3C4gqLAALwp6w6TF1ltss4UU0XDKFrZvJ1G8keAaIP7unTs7cZs8bJAj2wZ2s8Hd5hBsdOhcY6OVGvCnUAiW62Y4eBMHVlkwmFzH4ejmVo5ubmVt+07+uG0rd762hp+8toYT95rKPxx8GMe17rXH+VJwLCIFhxzcxM92Zenwc1HtHLZHjWJ3joVEfFe48Mm5JHIuyayLn3XiTxRM+xkHN+PgGCBpMKmodjduM4ZjwHOIDtwmnmbARO3I4o8FY6Jju2PL0hoDxrVgHEz8shEnBDcwmNDgBNHHBOCEBid0cMMo5LNhSe0rtnw4XxsbFvvDuNvVlaW+zsc4UT4dY6J+TMmwxRgHYyyOE4eYcddxy++Eu/EJzLj5Guv8tPhkZGCnybLZ6WKz21nWfdvpKmsOl7AOKesywfrU5epIEQ03Wp9kwsVvcXBaii9kAcDmiiFg/CffwtPGQbINiANmC6GBICqn+GoJrIHAgjWYMF5OmA+4IZPOkEiUXPiZ4rWXqTCufELPYQMkDCTyG1LpdmtKlmUCsiYgG7UpLGw7hW2rdDuLJ1uHQhpTSGMKaTpNDls3vBex44m1lpy15MKQbNzN2ZBsaMnZkEwYkgmDuFsyHPScli5LF5DtZZ5iuoB0GJIOArZ2dtDxy7Vk+2iN4BC9OCbpuHhO1Eoi4TjsnaojEQe2CSdqcu8bh5TrUu961HsuvuPiGUPCccbNTypZC2EmH9D2DGxtvj8/vkKa0rS9Brl5jsUmiQNbi22y2MkWEnEwEI83KYupMzgeGMfgmPKAIGLKuk56CApoHDOY+NamSwKXBvzCeZxeWrpaLCE2vtdqyeUCcoRkiFoCZeMa6tBCgCUwIYGNn5P2LDnPEtZZsgR0kYtquk1U2x32cq3i5QzJLo/EVpfUmy7JTo9El0tD1mOvZIrpTfXMaG5g/8kNTJmaYvKUBC17JUnsYa1zNhuybks7a7fGQe+uDjZ2dLI508XWME0bGXa5WToTOWz3R7YdSHS57P2nRjpyOWyjxbbmg91oWydlMXUWJxk1gXbcSi+VKzmZ9cO4Br8FaIH8ST7XaQk2G5ytDsE2h8wfLeap6PjoNEDdDBM3xXZI7m1wvOELlkt/CurJt7ew/O3NPLZ5Ize/81jmTZ+xR8tWcCwiBR/cd39+uuQl9ps4qax5VZaQTNy0KlsSNAeEURrHknNC0omA9uhpJXLxvBWfWxqFHAsuDi4GD4MXNx32rFPsp1u/jbpdHZ001Bfb4nWvSzdlU7qPy/ebiuNLl9RGho2mk02mky5TvIXsWEN9fIGyj62nzkZN1BrwqccjgYOL0/1asAq7+0/sfb6unWn8pqEMKPvLc+X/0O7I5UbPRr41nea/295m0bN/wMa3FiwUb26UjCvt5hOU1otbWzltfnyIjQLYbsFsNoyawudCS7YwLSwPgG0Yz2cJBvMVvDEDUdN+Y3DyXaJ+J25pEd2TK05vMA57N9STdNwouHUMvnFJulFtb73rknJcfNcpPjowxp/xtdZiMxB0QdgVNdsMunXL+y1BFwSd0bDNtLCGTP8rgqiGy4u7blTzaD2g3sIEsJ4Fr2R8Sb8pq/0qBrzsQTAgwy8KqKOgGiBpenmRV1+H55JjWYiN7s/G1xvbO3Zi6pN0EZDNNwN3QjL1IZm6HJ02S9YJCZyexxyThsRLLslnXZJdHo2BT4uXZEoqxT6N9ezXUs+Bk5s4aO9GdqSzrN3Szrq2djbs6uCtzk62ZLvYGmTYYTLs8rJ0JXPRjdVSXvQCtGTaJZFxaQoStIYp/DA6pjgO+J5DKhk9glR3PBgnt0dB724zBrfe4O4P7B/VIIfZHME2YIvB2eaQe82hfXVcu+xCcpqJAub9HFL7OngNg59Hay02BzYLYRbqsz5/Zabxbn8Kq9NtbO7s5bmJKig4FpEe8k2rPCBJLyevStezNn/CKp6sctiSwDrqRhWIthBEWvKHeou1xWeqbFnAaEv6ewaSpUqDyjAOB/Ld6DHRkEJlZn58nO/8CTc/LW2i5mKl6fIBRGiiobDBYkx7n0UDxcBkIEXZc7wlgUsSl4nWZ6qtI2Vd6vBowiOBi194Ok1q1ZZMF4917iL9Rs8XhJkKfT2HKDbXr6D7jR5TEmgaTHGYqJWDA3FAakgZB+O60XBhejFINRUCV0PcaiLudw1xMBs95+46Jn7ePT8c1di6jomXSbdued5KA9s333yTfabtM/DCHkbWWgghzEW1qzaIuzlb0h+PD+Ia2ZJgtkfgGwe3YZreD0B5nsX6YH2LzQe4TRbbAlmbwa/zo/EuhcAX30a1h57F+AbjR61qjInK3Bh6CW672+07ejLO9Qi0cQkDnybiNztX2K4DYwlsSCYI6IhrnzPxuysyueiGXTZh6UhlafPSvOq3FTe9nfHn1QqZSYBvHZKhSyLrMqEzweS2VHRz3Rhc18H3DKmES8p18JMufp3BMWOrBYnjG5wpwBSAEGsDsrss4aYoWA62OXQtd9i+LKpd9iZB3X5RM2y3sRjQRl2LzUbHrXx/fprNWcL8cMZGx704rc32nr8Wmth8ZhYO3rPvqeBYRAZVsalV9NxSpFsbqyF+JLdP1a7blvaW1q4Vg+Sdu3bS2Ni4p4vvdUqxuXFUpq4uFKUXhzRN5GMTWnizsZ7mRPH3bfuLQfq8qRI9ZxC1tMs3q483/vJgJw6OTbH5f2nz9O5xzp7WuNpidXh0Y86W9IfF/u7TsPHTAHGVuo274TaXtBsWHhmwpd83sMX+0vEljxjYqAorClArpi0JZMu6ttAf9hLwVnzWcKDcKLilJLi19RYmRgEvXhz4+vG0hMX4QCKqqTVu8X9snKjVbOnzinVNpZeSCmZl9IqC6aiVVWPpBEN0mRJfqti45Vw2DOkMs7TnAjLpkFz8HLVjoxtyjgtJ36EuET9qkXLGZNC7u4wxeE0GmiA60OYIs5DbAuZth9w2h+xqy85n+3iW37XgEN10c+Kba66Nat1dsEkbvSQvbm2CS5Tezactpm/3skwZhJdjDmpwnA6Kz+6YQjOmPT8ByvgQWEtXEJR8cnSFxeHOIKArDEjn+wvjc6TDkjRBwPZt25j+zJPRy0ts9OIK3zrR23VDgxtEL4pycg5OzuBkDWTApKOu7YIgbcllLOmukEw6JJ0OyaSDuBuSzdqoVsI3+InoLcylb2f2fQc/URznJxw8P3rpVDQtnu7n3+qcX45TtrzGJo9UnX4jcCwofTto6cWfbx0SvdWwiwyjbW9neOvBOjLWZSthxWAOGwd73QPe0sC3ZHjIb2Z1D5zzNdellw4VAtzBN4l19FEtsTuc4vPsNv88uxuNt/Hz69axhWc1rQPU2UK/6TYdtzhs8+Oc6MKwkN61GA9IRLW2jj/QGlsFtiIQnevzj0/VOR4tu/vGyFpjDE4CEvsA+0TNrW2QI7sjar1CPpj1LMYzGC86ZkWzmsJN1KilDwNoWVJYMQAdGTsoMeegBcfrtu3irx97gKwTwv1ryyfmzw355pI2bn4Vd7E9x5ke80TpHKDHQ4zxSbJicXQ/gXYbNkD3x51MhYckbT8vJerzpns/aawNMavfHMiiKiy0r3n6aTpXYVz32oNKTzkU7vpXSGuBrBOSiz9B/CxqLv6x+t1hwujFSW7g4MYvUwL4w9bXCVxL4FrCgbzx0AHq4s/EKLNuYPCC6IVMXlAMrv0w+nmXaLuz5TUS3S7QrCUKuNPEaU1hmwe69cdhVUl2m9I+Cy45kcaGwf+tNhGpLbmcpWuHiX4eK3q9eNnH5vsTttdpxsTnvPwNeKdSugrP7MXHN9vt+Edf/d273caZ6GGLngF0vltpHBXy2EtaGwfi1kAmkyaRSkSBZ3563BQ4H4AWX8gWl5MbrcdE7cej8U55mkIWTLEnfy7Nx6mmLEG1Kp6pRURGnHENfjOMpePSoAXHk/wk7359KhvSHfHbPaNQyeZPshRPVpbiSdjGaeiejpLh+ETVfXqZkpNg2Sm7r6DVVL75XDgR93ZSr7iwitcK/WWhcAbekxsdvX2Pgd1at+RzWNpgdCDrLGnrWWAsOFmDH7gkQw8njF7B71onektwHOg6Nn5rcL6bHxeWfuI3DReu5op3hAIbYBIOoRvGAXJIzo+7XvwzAV70MwGhawmcMHoBiJPfJilui/Gd+dCPfpIgZywdFJ9F7XXbKhsull73RJXGlU5LBg6r3tjGew6d0m+5DzVjorulG9N7/kKDWtIVBnSozKoynsostJaJfrL/hMNgr6lJGv+yk1fDHN4Yf1nUcOvqSpNKDeJP+QxZDffoMb724+jXAkaDfDZ0Lq7OeNoeh8t4KrOsDfEGYR821g7eayJ3dWb51dKnOeSQQwZrkTXhxRdfHNNl1n0DGo5Ty1CXmYX4LaphYbh8ehwMlzzyVnF6ftiWjy9dj2cMs6dPJpUYHc1yFz20nAMOnjnS2RhTxvo+PBLGW5m1NibZt6VhpLMBwMNLn6RlxkEjnY0xZ7xtk8NhPJWZ6xgOmzYRzx3550XDMGTRw09y0Eydi6sxnrbH4TLeymzapHqmTEjt0TIG9ZnjxjqfA5t9/mK/lsFc7LiX26wyq5bKbOjMmOipbKuk7bF6KrOhMyHlqGx3g7bJ6qnMhobjOOw/Sefiaml7rJ7KrKd+g2NrLZnMAH/DLpZO65fUq6Uyq16tllkikai6qWS1+3Gtlu2eUJlVr1bLTPvw6KVyq16tlpn249FJZVa9Wi2z3vbhfptVp9NpVq5cOWQZE5HqzJo1i2SyuucbtR+LjB7ah0XGPu3HImNbb/twv8Hx7tQci8jQGY671SIydLQPi4x92o9FxrbdrjkWERERERERGe9G/pV8IiIiIiIiIiNMwbGIiIiIiIjUPAXHIiIiIiIiUvMUHIuIiIiIiEjNU3AsIiIiIiIiNU/BsYiIiIiIiNQ8BcciIiIiIiJS8xQci4iIiIiISM1TcDwKHXrooWzdurVs3H333cc//MM/jFCORGRPzJ07l+eee67q+ZYvX868efMGLR+33347l19++aAtT6SWVLsfa/8VGVvy+/h3v/tdfvvb3/abvtL1uox9Co5FRERERESIbmzlcrmRzoaMEG+kMyDVu/zyy5k5cyYXXXRRj+G5c+dy5plnsmzZMjZs2MDpp5/OpZdeCsAPfvADFi5cSENDA7Nnz+Z3v/sdDz30EK+++ipXXnkl7e3tbN68mcMOO4wbb7yRZDLJrFmzeN/73sfq1as57bTTWLJkCQsWLADgzTff5Nxzz+Whhx4ikUiMWHmIjBUrVqzg6quvprOzE9/3+dKXvsRxxx3HmjVrmD9/Ptu3bycIAi644ALOPvvssnn72k/f8Y538Pd///csXbqUTZs28clPfpKPfOQjZLNZrr76ah5//HFaW1tpbW2lqalphL69yPhQel68/vrrqa+v1/4rMk48+uijrFy5kuuuuw7XdTn44IN73XfzPvGJT/CBD3yAc889F4Dvfe97bN++nS9/+csj9TVkDyg4HqU+/vGP4zjFiv22tjYOPfTQAc3b0dHBnXfeycaNGzn55JM566yzWLt2Lffddx8LFy6kqamJr3zlK4X0d999N2eccQann3462WyWD37wgzzyyCO8//3vJ5vN8t73vpebbrqJTCbDnXfeyUsvvcTMmTO55557OPPMMxUYiwyAtZaLL76Yq6++mpNOOomVK1dyxRVXcO+993LJJZdw3XXXccQRR7Bz504+9KEPcfDBB5fN39d+mslkaG5uZsGCBaxcuZIPf/jDnHXWWSxYsIC1a9fyy1/+klwux0c/+lFdXIvsodLzYi6X4/TTT9f+KzJOzJkzh+XLl3P++edz8sknc+211/a67+adf/75fP/73+fcc88lDEMWLlzIbbfdNoLfQvaEguNR6r/+679oaWkpDN9333088MADA5r3fe97HwBTp06ltbWVtrY2Hn30UU455RQmTJgARDvy73//ewC++MUvsnTpUm699VbWrl3Lpk2b6OjoKCxv9uzZACQSCc455xzuuece/uVf/oWf/exn/OhHPxqU7ytSCxzH4aSTTgKi2qef//znvPzyy6xbt67sDnNXVxfPP/88Bx10UGFcf/tpfr8/4ogjyGQydHR0sGzZMubNm0cikSCRSHDaaafxwgsvDM+XFRnH8ufFtWvXav8VGcf623cB3vve9zJ//nxWr17Nxo0b2XfffTnwwANHKMeypxQcj0HGGKy1heFsNls2vbSpRz6t53ll87iuW+j/whe+QBAEfOADH+Ckk05iw4YNZWnr6+sL/eeddx5nn3027373u5k5cyYzZswY1O8mMl6l02mMMWXjXnzxRay1NDU1sXjx4sL4LVu20NTUxDPPPFMY199+mt/v8+sonZZXut+LyO7LnxeDIND+KzKO9bfvQrRvfuhDH2LhwoVs2rSJ8847b4RyK4NBL+Qag5qbm1m5ciUAGzdu5Iknnuh3njlz5vDggw+yc+dOABYuXFiYtmTJEi6++GJOPfVUIHouMgiCisuZNm0aRx11FNdccw0f/vCH9/SriNSMRCKBMYalS5cCsGrVKj7+8Y9zwAEHkEqlChfXGzZsYN68eYV9PK+a/TTvxBNPZNGiRaTTadLpNPfff/8QfDOR2qX9V2T8cV238EKuge6755xzDr/97W9ZtWoVJ5988rDmVwaXao7HoAsuuIB//ud/5v3vfz/77rsvxx57bL/zHHfccZx77rl86EMfIpVKMXPmTOrq6gD4/Oc/z8UXX0x9fT2NjY28613vYt26db0u64Mf/CBXXXUVc+bMGbTvJDLeOY7DzTffzDXXXMN1112H7/vcfPPNJBIJvve97zF//nxuu+02crkcn/vc5zjmmGNYvnx5Yf5q91OIWnqsW7eOefPmMWnSJPbff/+h/poiNUX7r8j4M3fuXG644Qay2eyA993W1lZmzZrFQQcdhO/7I5BrGSzGVmq7I+POc889xx//+Ec+9rGPAXDHHXewYsUKbrzxxqqWE4YhV155Jfvssw9///d/PxRZFREREREZM7Zu3crZZ5/NT37yE6ZNmzbS2ZE9oGbVNeKAAw7gqaeeYt68eZx22mksW7aMK664oqpl7Nq1i/e85z1s2LChEGSLiIiIiNSqu+++m1NPPZWLLrpIgfE4oJpjERERERERqXmqORYREREREZGap+BYREREREREap6CYxEREREREal5gx4cr1q1arAXOe6pzKqnMhs6KtvqqcyqpzIbOirb3aNyq57KbOiobKunMqueyqynQQ+Ou7q6BnuR457KrHoqs6Gjsq2eyqx6KrOho7LdPSq36qnMho7Ktnoqs+qpzHpSs2oRERERERGpeQqORUREREREpOYpOBYREREREZGap+BYREREREREap6CYxEREREREal5Co5FRERERESk5ik4FhERERERkZqn4FhERERERERqnoJjERERERERqXkKjkVERERERKTmKTgWERERERGRmqfgWERERERERGqegmMRERERERGpeQqORUREREREpOYpOBYREREREZGap+BYREREREREap6CYxEREREREal5Co5FRERERESk5ik4FhERERERkZqn4FhERERERERqnoJjERERERERqXkKjkVERERERKTmKTgWERERERGRmqfgWERERERERGqegmMRERERERGpeQqORUREREREpOYpOBYREREREZGap+BYREREREREap6CYxEREREREal5Co5FRERERESk5ik4FhERERERkZqn4FhERERERERqnoJjERERERERqXkKjkVERERERKTmKTgWERERERGRmqfgWERERERERGqegmMRERERERGpeQqORUREREREpOYpOBYREREREZGap+BYREREREREap6CYxEREREREal53khnQKQaHbkcFz2xhERHJz+0FmPMSGdJRERERETGAdUcy5gRWMulf1jO79/ezGOdu7hm1YqRzpKIiIiIiIwTCo5lzLj2T8/ym41v8hcTm9nb9bjt1ZdY/Ma6kc6WiIiIiIiMAwqOZUz46WuvcOuaF5nZNIHZLZP5y1QDLYkkX1rxJKu2bxvp7ImIiIiIyBin4FhGvaWbN/L15/7AjLoG3tXcSqPv4xrD6fvMwAAfX/6/bEunRzqbIiIiIiIyhik4llFtzc4dfPqpZUxKJJjd0speqbrCtAmJBKftM4NtmTQX/P4xcmE4cUZ3iQAAIABJREFUgjkVEREREZGxTMGxjFpb02n+7oklWCyzmyczo76hR5rp9Q3MmbI3q3Zs50vPPDkCuRQRERERkfFAwbGMSukg4B+eepw3Ozt4Z3MrM5sm9PqzTUdOauGICZP42fp1/OcrLw5zTkVEREREZDxQcCyjjrWWy1c8xVNbt3DUpBZmTWzG6ef3jOdOncbeqTrmr3qWxzdvHKacioiIiIjIeKHgWEad7770JxatX8cREybxzpZWfKf/zdQxhtOn70ed6/IPTz3O+o6OYcipiIiIiIiMFwqOZVT5xfrXueGFVRzY0MjsllbqXG/A86ZclzOm70dXEPCRZY/QmcsNYU5FRERERGQ8UXAso8Yft73NZc88wbRUHe9qmcykRLLqZUxOpfg/e+/Duo52/vGpx7HWDkFORURERERkvFFwLKPCGx3tfOqJpTR4HrNbJrN3Xf1uL2tm00Te1TKZxzZv5FurVw5iLkVEREREZLxScCwjbkc2y0VPLKEjyHHMpFYOaGjc42Ue17oXf1bfyC0vr+YX618fhFyKiIiIiMh4puBYRlQuDPns08tYs2sn75zUymETJ/X6k03VMMZw6j77MslPcNkzT/CnHdsHIbciIiIiIjJeKTiWEXXlqmd4bPNGjpzUzJHNzbiDEBjn+Y7DmdP3wwAf+/1jtGXSg7ZsEREREREZXxQcy4j54asv8aO1azisaSLHNE8m4biDvo4JiQR/s88M3k6n+djv/5dAL+gSEREREZEKFBzLiHho4wauWvkM+9c3MLullQZv4D/ZVK0Z9Q381V5782zbNi5/5skhW4+IiIiIiIxdCo5l2P1px3Y++/TvmZxMMbtlMq3J1JCv86jmFv58wkQWvvEa//XqS0O+PhERERERGVsUHMuw2tzVxUXLl+AZw+yWVqbvwU82Vet9U/dhajLFVatWsHzLpmFbr4iIiIiIjH4KjmXYdOZyfPLJJbydSfPO5lYOapwwKG+mHijXGE7fdz+SjsunnnycDZ0dw7ZuEREREREZ3RQcy7AIreWyZ57kue3bOHpSC0dMnIQzjIFxXp3rccb0GXQEOT6y7FHSQTDseRARERERkdFHwbEMi2+vXsmvNrzBrInNHNXciueM3Ka3V6qOk6fuw9r2XXz6qWVYvcFaRERERKTmKTiWIXfv62v53surObixiWOaW0m5g/+TTdU6dMJE3tncwsObNvCdF1aNdHZERERERGSEKTiWIfX7LZu5fMVT7FtXz7taJjMxkRjpLBWcMHkq+9U38N2X/sSvN6wf6eyIiIiIiMgIUnAsQ+bVXTv59FOPM9FPMLullSmpupHOUhljDH+zzwwm+D6X/uH3vLSzbaSzJCIiIiIiI0TBsQyJ7ZkMFz2xhGwYMrullf3qG0c6SxUlHIczpu+HBT667DF2ZDIjnSURERERERkBCo5l0GXCkE8/9Tivd7TzzuZWDmmaOKw/2VStSYkkp07bl83pLi584n8J9IIuEREREZGao+BYBpW1lq89+zS/f3szR01q4R2TmkfkJ5uqtX9DI8dPnsIft23la88+PdLZERERERGRYabgWAbV/1vzAne/vpbDJ0zi6OZW/BH8yaZqRbXcE/jpule5c+0rI50dEREREREZRt5IZ0DGlsBatmXSbEmneTvdxduZNFvSXbydTrOhq5OfvfEaBzQ0Mru5lXpvbG1exhj+z97T2ZbJ8K8r/8ChEyZwTMvkkc6WiIiI1JB7nl7Lw6vb+J/Nz+A7DknXwXeiT8JzSDgOCc8l4cbDrkPKc6N0nkvKd0l6LknPifr9qN93Dc4YqrQQGQljK3qRIdEVBFGAWxLoFrqZqLs53cWWdJrtmTRhhWU4QJ3rsV99A+9qnUxzMjncX2NQuMZwxvT9+PFra/i75Uu49NAjaPJ9GlyPBs+j0fNp8Mr7x1LtuIiIiIxuN77wPG9OaIfs24O+bCcAYw1OGH0SoUMidEnhUo9HnfGiax7Xo8n3afJ9JiQSNCcTTKzzaa5L0NqQpLUxyeTGFKmEO+h5FKlGGIYEFsLQkvT3fHtUcDxOWGvpDAJ25bLsyuXYlcvSnsuxM5dlVzbqdq/p3Rx324NcxWUmHIeU60Z3KI3DJN9naipFynFJOtEdyzrXpcnzqXc9Eq4b3dUc48Fivedx+j77ce8br3Hlqmf6TZ9wHOrj4DkfNDd5Hg2eT6PnUV/S3+B5NLgl/Z7P9Lp69kqlhuGbiYiIyGh3+0l/ySX3L6MpmcJaS2iB0BICobVYG133hQAW8u8RDbHRsInHA9ZYrLVYEw9T7A+xhI4l54S0OznavAyBa8mZkJwbYgGy8ae9cl6dwOBnHRKhQzJ0SVmPeuNS53g0OD6Nrke969Hv62cG8Hqa/pLsbNvB5Lf+gBvXsnuOwXdM3O/guw6+cfC9aFrCjWrdvbjrOw4JP+om4xp533NIei6+65D0o2vffFlba7EhhET/j1wY/TPCuOzDMCpDa6P/WxDG/zviNBZCG4KF0EatM238/w2txQJBaAv/8zAMycULDOJxQby+0IZRN7TR/zWM1lM6f5Q2yly+/40323mq80VyQUjOhuQCSyYMCUJL1kbdnA3JhZZsGBJYS2BDcnEeAmvJ2ShNYKN1B9YSEKULiPrDwif+bqZkmPxwXDYm381vq3E3Hg6xWCcehsJDwiaEr00+ik8cP7P/jakPCo6HUf5AFsYbpCXaOLcHOda272JXthjYlga37RWC3fZcNuqPp3XkchVrdLurc11SThTEJh2XaXV11LlxsOtETXIaPI9G16fOi9L5xsE1ZtS8cTp/4LDx2WAo8jW1ro5PHnQIb6e76AoC0mFAJgzjA0ZINn8wCMPiQcOG7Mpl2ZbJkIsPIPkDRibs/b+TcByWn3wakxKJQf8eIiIiMrb4novvG6Y21Q3bOq0NCYmuS4PQkkvH1zbZuBvYKPCKg60wDnoCE38cS+CE7HSzbHfT5OLhrBsO3xuOJgLhVgZ0QSyRBLBt48DSlvwfTb4Fgo26xoIJ4y6mOK50ujXRDQ4b3ejIjwdwrINbmFYcbzBx2pLhQn9+TDxs4RVn524WRNGgBce7Mlm+8sgfeGPbNho2/G80suQXcWy3PttzQnHQVpxUTBMHlvm7EIW7MHTvxuni9JWmVZovv+zCHbeS8YWuGcA4Uz6tTxvX9T7Ngh86+KGDGxq8IOr6oYNvXfYKffzQwQsNnnXwwvwnGk5Yl4R1SFkX1xhcY3DoP9jNxJ+qjjIWbBh9CKI7ajaIFpHvL5tWOj0AG0T/T4Ke07DFLrTyMr38JrHppRv3m+7jeklrDGBcwMU3kDAl053SNCXLzg/HHxuPt8aScyw5PyDrWQI3OmHk/BDfN6w7bieTWlr7LtthEFpLVxjSkavcmkAqU5lVbzyVmWMMKXd0NC1sz+VYtLmNh59eCeQPReUHPAOFWpyyaaY8fdlh0fQclx/jmJILGEzh+qkwzkTj8v0GcErWYeJlEF/05NMU0pVl0RRqybod2isqjLel40xhMF8O1sJrb3axKbG+5Dv2XGr3cuv9VGJ6jCydZkrORflfdHDy6YwpW0/+vGLyaeJzeOGcQ7SM/DLz40JbvAaJiiCufSoMUbh+KqYpqV0sqY3MpytLYy2vbOui7ZUNJUsoUWmUrdzf57gKF5Ol11SV1l3p+rHHOFM+9pDWicxsmVBhztpgTBScuNGOV1Rlw7ZCkB3GtYpxkN3nPANacP9JOjo7SSWShBhsGMbbe74mNl+5YuJtPt7GCzXvFhvvpfmadmwxaindbyLdjwG2bMiYkjybOLgrHHCKeTYlc+bnLk1qAGvzx4SSBZatw0YDttI1bjEj+WOMNcUjVC6bJeH7GMcUjjH5foPBuPHmYAyuYzBOfLyheJwrHLscU3b8xuQ3peIxrXB+MIN/x2RbJo0/mppVb97excOb3iLjB9De0WfawajnM3GbkPydiGgc8bjSOxMl6cr6KUQuxWFTWJZb0m9K0lEyb2F8yboL6ei5ztJppctxcw5e4OBlHbycwc06+Pn+nIuXM4XlFPMTl2TpwaLse5WPt0BnfmBgh6HdZ8A6cUad+CQWN3+g0A848cEnDh5xAD++yeDkbytFy7LYsmXkghyu61W88KGXcYVDQYXy6Zb9buNMz7ItPbDZYpr8tB75igN+cuDh4OGQjKdlUwFvb8lCS4XvMMw++eBSHs5sgF+tHemsjD0qs+qNozL7WGIm//7+o0Y6GzyyciM/6Xob++bgP6tYE9a+OdI5GHtWjY8yq+/weOKM02hIjo5GlSGWtmwvlQBjiQHHHYwr//65LvjJfHA0th/xGy4dHTnq66truViMJKK/gS2ZMsQhRl86wsG54T5oR4ADpjRx+7HHc+PDz9DU0NAzQel+YSuMK03afXsuvZ1SOjp/tzXfXwhKSu6gFj6l9ziKd2S656/0PtBgPB8xkPnatrcxcdKEfoO2/J2twt/ut1jLtsnyaZXuxg4Vk68BiO9qm5Lb2WV3xonuMu2Obdu20dzcNEg5HlkGn+kThq/pVF/e5+/Dm891Fm8DyoCEocVRmVVlPJWZwdDhBfD+kc4JfODIffjU8umszlRu8VO5FZPt/ZrG9H6tU3pxlF9ucfnF5xqLqfLLs2XjyuaJ0/Se1170uPfZ/0mv+z3QbDaL7/e8LOpvSYVLml7uv/a77niE6TG+dKhk4aZ8crG+q5iukKzblzTFmcpqt0tv6Jqy9Pnx5Xkx8ahcNoeX2INLyb7+x71Nq1DApreNt4/p3Rdfn/RoT+dGRXDc0pDgUD9FY8P4uM4ZLtsyOZpVZlUZb2V29LQ9r2ky1g5u2PT0009zzDHHDOYixz2VWfVUZkNHZVs9lVn1VGZDR2W7e1Ru1VOZDR2VbfVUZtVTmfXU7+0xay2ZTHXNOtLp9G5nqFapzKpXq2WWSCSqfglZtftxrZbtnlCZVa9Wy0z78OilcqterZaZ9uPRSWVWvVots9724X5rjtPpNCtXrhyyjIlIdWbNmkWyyt+R1n4sMnpoHxYZ+7Qfi4xtve3D/QbHu1NzLCJDZzjuVovI0NE+LDL2aT8WGdt2u+ZYREREREREZLzTe85FRERERESk5ik4FhERERERkZqn4FhERERERERqnoJjERERERERqXkKjkVERERERKTmKTgWERERERGRmqfgWERERERERGqegmMRERERERGpeQqORUREREREpOYpOB5D3njjDY4++uiq5vnud7/Lb3/72z7T3HTTTSxatGhPsiYybvW23+3JfrN8+XLmzZtXcdqzzz7L17/+9d1abn/uuecefvKTn/Sb7itf+QqPP/74kORBZLQbyD5fem69/PLLuf3224clb6effjo7duwYlnWJjEa7cy08VEZTXmTweCOdARlay5cv5+CDD+4zzec+97lhyo3I+DFU+83LL7/Mxo0bh2TZTz/9NDNnzuw33fz584dk/SJjWek+P5Bz61BYvHjxsK9TRKSWKDgeB1599VWuvPJK2tvb2bx5M4cddhg33ngjCxcuZOXKlVx33XV0dnZy1VVX8cADD7DXXnsBcM455/BP//RP/OpXv2LmzJlcdNFFLFy4kLvuuotsNktbWxuf+tSn+MhHPjLC31Bk9Ln88ssL+82aNWuYP38+27dvJwgCLrjgAs4++2wAFi5cyB133IHjODQ3N3PttdcC0NHRwec//3leeeUV0uk0V199NdOnT+c//uM/2LlzJ1dccQXf+MY3eOihh7jlllvIZrOkUin+5V/+haOPPpqbb76Z9evXs3nzZtavX8/UqVP51re+xZQpU7jzzjtZsGABvu+TTCa58sorefXVV3nooYdYunQpqVSK888/n1tuuYUHH3yQMAyZPn06//qv/8rUqVO54IILOP/885k1axYXXnghc+bMYcWKFezYsYMvfvGLnHzyySNZ9CIjIr/Pp1KpwrnVdV0A/vjHP3LeeeexZcsWZs6cybe//W3q6+s59NBDWbZsGS0tLQCF4UmTJnHNNdewYsUK2tvbsdZy9dVXc8wxx3D55ZfT2NjICy+8wFtvvcWhhx7KtddeS0NDQ2H+VCrFv/3bv/Haa6+xfft2GhoauP766znwwANHsohERkzpObl0+PTTT+eMM85g/vz5zJkzhxtvvJEVK1Zw++23s3nzZq688ko2bNhANpvlb/7mb/jHf/xH3njjDT7+8Y9z/PHHs3LlSoIg4JJLLuGuu+7ilVdeYdasWdxwww0AhGHIV77yFVatWoXneXz1q1/lqKOOIpvN8s1vfpNly5bhui5HHnkkV1xxBY2NjcydO5ebbrqJd7zjHQCF4ebmZs4//3wOOugg1q9fz49+9COWLFnCD37wA1KpFMceeyz//d//zfPPPz9i5VwL1Kx6HLj77rs544wzuPvuu3nwwQd54403eOSRRwoXt1/60pc488wzOfnkk/mf//kfANasWcOWLVs48cQTC8tpb2/nnnvu4Qc/+AGLFi3iO9/5Dt/61rdG6muJjAm5XI5LLrmEyy67jPvuu48f//jH/Od//ifPPPMMq1ev5vrrr+e2227j5z//OXPnzuWWW24B4K233uLCCy9k8eLFnHfeedx8881MmzaNSy65hNmzZ/ONb3yDtWvX8p3vfKewT1511VV89rOfpaOjA4CnnnqKm266iV//+tfU1dWxYMECgiDgmmuu4bbbbuPee+/l3HPP5emnn+bkk09m7ty5XHjhhZx//vksWrSIF198kXvuuYfFixczZ84cvvrVr/b4fq+//jonnHACCxcu5LLLLuOaa64Z1vIVGW1Kz635G0UbN27kjjvu4IEHHmDjxo08+OCDfS5jxYoVbNq0ibvuuov777+fM888k1tvvbUwfeXKldx+++3cf//9rF+/nl//+tdl8z/22GNMmDCBu+66iwceeIBZs2YN6JEJkVozefJkvvnNb/K1r32N3/zmNyxatIhvf/vbOI7DF7/4Rc466yzuu+8+Fi5cyOOPP879998PRE2m58yZw3333cdRRx3F/PnzueGGG/jlL3/JU089xTPPPANAV1cXxx9/PIsWLeLSSy/lc5/7HJlMhltuuYVNmzaxePFiFi9eTBiGXHfddf3m96233uIzn/kMDzzwADt27OD666/nhz/8IYsWLaKxsZEgCIa0vEQ1x+PCF7/4RZYuXcqtt97K2rVr2bRpU+HiudQ555zDv//7v3PRRRdx7733ctZZZ+E4xfsjDQ0NfP/73+fRRx9l7dq1rF69uuJyRKRo7dq1rFu3ji9/+cuFcV1dXTz//POk02lOOOEEpk2bBsCFF14IRE0yZ8yYwV/8xV8AcNhhh3Hvvff2WPbSpUvZtGlTYT4AYwzr1q0D4N3vfjeNjY0AHH744bS1teG6LqeccgrnnXceJ510EieccAJz5szpseyHH36Y5557jrPOOguI7n53dnb2SOf7fmH+ww8/nO3bt1dbRCLj3l//9V9TV1cHwMyZM9m6dWuf6Y8++mgmTpzIggULeP3111m+fDkNDQ2F6SeeeCKJRAKAQw45hLa2trL5TznlFGbMmMGPfvQjXnvtNZ544gk9+yjSixNOOIFTTz2Vz372s/z4xz+mpaWFjo4OnnzySdra2rjpppuAqEXX6tWrOfLII/F9n7lz5wKw3377cfTRRxfOt1OmTKGtrY0pU6YwYcIETj311MJ6AF555RUee+wxPv/5z+P7PgAXXHABF198cb959TyPo446CoAlS5Zw/PHHs/feewPw0Y9+lJtvvnkQS0YqUXA8DnzhC18gCAI+8IEPcNJJJ7FhwwastT3SzZ49m1wux7PPPssvfvEL7rrrrrLpb731Fh/60Ic499xzOeaYYzjllFN4+OGHh+triIxJQRDQ1NRU9izgli1baGpq4q677sIYUxjf1dXF+vXrAQonTIgC3kr7bBiGHHfccdx4442FcRs2bGDKlCn85je/IZVKVVzG9ddfz4svvsjjjz/OD37wAxYvXlw4+Zcu+5Of/GThsYlMJtPjAjyfz/xNtNLvIiJFnle8nOptf85kMoX+Rx55hPnz5/OJT3yC973vfRx44IGFll1Ar/t23p133sndd9/N+eefz2mnncakSZN44403BvMriYwp3feTbDZb6LfWsmbNGiZPnswzzzzD7NmzCcMQay0LFiwo3NjaunUryWSSbdu24ft+2Tmv9JxdqrSSCaJzq+/7hGFYNn8Yhj3ylFd6bEgkEoXjieu6Zenyj3HI0FKz6nFgyZIlXHzxxYU7VytWrCg0u3Bdl1wuV0h7zjnncNVVV3HooYcWarPyVq5cSUtLC5/5zGc44YQTCoGxmnCI9O6AAw4glUoVguMNGzYwb948Vq5cyXve8x6WLVvGpk2bAFiwYEG/jyqU7rPHHXccS5cuZc2aNQA8+uij/O3f/i1dXV29zr9161bmzJnDpEmTuPDCC7n00kt57rnneiw731R6165dQPQm3i996Ut7UBIitaP7ubU3LS0thf3vF7/4RWH80qVLee9738tHPvIRZs2axW9/+9uqzrVLlizhzDPP5JxzzuGAAw7goYce0rlaalpzczMrV64EosccnnjiicK0H/7wh3R0dHDvvffywx/+kGeffZbGxkaOOuoo7rjjDgB27NjBhz/8YX73u99Vtd7t27cXrpcfeughUqkU+++/PyeeeCI//elPyWazhGHIT37yE44//nggOi7k87p8+XI2b95ccdknnHACy5YtK7yk85577qkqb7J7VHM8xnR0dPRoOnXppZdy8cUXU19fT2NjI+9617sKzS7nzp3LDTfcQDab5cwzz+SMM87ghhtuKLxIoNTxxx/PwoULOeWUUzDG8O53v5uWlhZee+01veRDalql/S7ffCqRSPC9732P+fPnc9ttt5HL5fjc5z7HMcccA0SPPXzyk58EYK+99uKaa65h7dq1va7rqKOO4v/+3//LP/3TP/Hd736XK6+8ki984QtYa/E8j1tuuaWs+WV3LS0tfPrTn+bCCy8klUrhui5XX301AH/1V3/FN7/5TQA+9alPsXHjRs4991yMMUybNq0wTaTW9bXPQ/m5tS9f/epXufLKK5kwYQJ/+Zd/WXgh5nnnncdll13GaaedRi6X4/jjjy+8HG8g/u7v/o6vf/3rLFy4EIiOGy+++GI1X1FkzKq0f95666185zvf4f3vfz/77rsvxx57LADPP/883//+91m4cCFTp07ly1/+Mpdddhk/+9nPuP7667nqqqs47bTTyGQyzJs3j7/927+tqhVGa2srDz74IDfeeCN1dXXcfPPNeJ7Hpz/9aa699lrOOOMMcrkcRx55JF/72tcA+Od//mf+7d/+jbvuuosjjjiCI444ouKyDzjgAK644gouuugiEokEf/7nf16o5ZahY2yltj8iIiIiIiIyIl5//XUWL17MZz7zGRzH4cEHH+TWW29VDfIQU82xiIiIiIjIKLL33nuzadMmTjvtNFzXpampSb8YMQxUcywiIiIiIiI1Ty/kEhERERERkZqn4FhERERERERq3qAHx6tWrRrsRY57KrPqqcyGjsq2eiqz6qnMho7Kdveo3KqnMhs6KtvqqcyqpzLradCD475+f1MqU5lVT2U2dFS21VOZVU9lNnRUtrtH5VY9ldnQUdlWT2VWPZVZT2pWLSIiIiIiIjVPwbGIiIiIiIjUPAXHIiIiIiIiUvMUHIuIiIiIiEjNU3AsIiIiIiIiNU/BsYiIiIiIiNQ8BcciIiIiIiJS8xQci4iIiIiISM1TcCwiIiIiIiI1T8GxiIiIiIiI1DwFxyIiIiIiIlLzFByLiIiIiIhIzVNwLCIiIiIiIjVPwbGIiIiIiIjUPAXHIiIiIiIiUvMUHIuIiIiIiEjNU3AsIiIiIiIiNU/BsYiIiIiIiNQ8BcciIiIiIiJS8xQci4iIiIiISM1TcCwiIiIiIiI1T8GxiIiIiIiI1DwFxyIiIiIiIlLzFByLiIiIiIhIzVNwLCIiIiIiIjVPwbGIiIiIiIjUPAXHIiIiIiIiUvMUHIuIiIiIiEjNU3AsIiIiIiIiNU/BsYiIiIiIiNQ8BcciIiIiIiJS8xQci4iIiIiISM1TcCwiIiIiIiI1T8GxiIiIiIiI1DwFxyIiIiIiIlLzFByLiIiIiIhIzVNwLCIiIiIiIjVPwbGIiIiIiIjUPAXHIiIiIiIiUvMUHIuIiIiIiEjNU3AsIiIiIiIiNU/BsYiIiIiIiNQ8BcciIiIiIiJS8xQci4iIiIiISM1TcCwiIiIiIiI1T8GxiIiIiIiI1DwFxyIiIiIiIlLzFByLiIiIiIhIzVNwLCIiIiIiIjVPwbGIiIiIiIjUPAXHIiIiIiIiUvMUHIuIiIiIiEjNU3AsIiIiIiIiNU/BsYiIiIiIiNQ8BcciIiIiIiJS8xQci4iIiIiISM1TcCwiIiIiIiI1T8GxiIiIiIiI1DwFxyIiIiIiIlLzFByLiIiIiIhIzVNwLCIiIiIiIjVPwbGIiIiIiIjUPAXHIiIiIiIiUvMUHIuIiIiIiEjNU3AsIiIiIiIiNU/BsYiIiIiIiNQ8BcciIiIiIiJS8xQci4iIiIiISM1TcCwiIiIiIiI1T8GxiIiIiIiI1DwFxyIiIiIiIlLzFByLiIiIiIhIzVNwLCIiIiIiIjVPwbGIiIiIiIjUPAXHIiIiIiIiUvMUHIuIiIiIiEjNM9ZaOxgLauvIcNmvn2Ljzh2k6lKDscjedc+x7WPQFjum28TydLZ8XIVS6T7NYvtYXs95bKWUFjLZLAnf77nCoWT6nmAAa/pN1mO6BYzpXnwlQ6bHmIpspRWb4lyZTJZEoluZ9fU/GyzdFmgqDPVaZmUpi6n28lP8v7OPxXNH/l7VD5e9zKIX11A31PvwONPZ2VXTZbY7+1lnVyd1qbpBz0slA9kn94RjDJ89+jCOPXjKEK+kO1rJAAAgAElEQVSpf6s3tPHZ3yzFJty+Ew7gn2YGWHKWbufPHquwva7OlnUrniX7WO/ApwxkeUEQ4Lp9l1vPEqlcRv2VXH9lY8v6ezmjmvjSxVROV0iWPzHnZzYl4/vKrwFjTUl/zyRBEOD1U2b9lUa1+2flb9n7Ntb7POVzHeRP4Ednn1hlbobGN37zHI+/uX7or6eh/JLUlnfzF6+22FuWuMf4krSFzm6GGRWvA/uRzWbx4+vpHrOb4tiS3vJ0pmIvxnRbWq95q/RdKyQuGZXfBgf+dQd6FBrY3OmuNMnUSFy/9LNd7MY1vW8c/vXEv+DwfSftdq4AvD2au8SOzixPpTfTVRcAHYO12Mp2I4aoetc0JWeQamareo5oxxjoRcju2u11DFJ0WemkWj59YHnLL8emwNC1h7mqzu4cqIvz9l4A6zIez67byjsPmLz7KxgkS97cyPMNu4BdI52VsaUBxlOZ9be/9jJXdcnrLEN+rgCG4BZZBYY7nnh5VATHHekc28iRzWWHfF22l4CpVHF6fvsoncF0S9PLMvrMRC+J+lxmL0u0FoKgj5X0s5je8tItSY/J3cqo9+kD2Mu6n6gKhTuw/aAsVem/rOKN7WgoHeQGtOyKBnDY6LPMTIVxvSy8v1W9vqudtZt38Wd7NfafqSH2+JZNvFTXwZAfI00v/UOxjuE4FI8GAzxcDPHqBpwJ2whmiLez3YuoqueEhnv+uJZ/3feoPVrOoNUcA3RlAu59+AkOOuigwVpk/7rfzYHyOz+91FSW3gXq7R9WcdGm92mFu1Bly+55a8p0G7X6hRc47NBDe8nF4LDW9rzzlZ/WI20/Cahwj7aXk3d+WZX/TX3fcbd9XBC88OKLHHrIIRXn73WBw6jfmvGSFA6Gw6dNwh8FNccAix5azuQZB4x0NsaUNS+v4aCDh/G4NwpVu5utWbNmWM4Vw3U9dvBejew9qX6Y1ta3//39k0yeMcDjYx9KKxz708cpsdfzZfdzkqHnecH06Om+mCq2vH6SPr/qeQ4/4vDeE1SxMfVaj1lac9tbNRX9jh5WfX3t51c9z+GH91FmA1n+7lyGml7+930UWH9l6TqG6c11OM7In4vDMORnDz/B9P0PHPJ1FTbJbhenxetd0224OK+hvIlhYZopn2bM8GzLL6x+gUMPi66nbYX7QoX9skJteanuNeTdhXZ3v09vN+Z2a2Els8dtb/rZlypNffmllzl45sF7loEBGGiA3Fuskuf0s5CDJ09gUkNiwPmqZNBqjgFSCZfDJv9/9u48Por68P/4e2Y3B0k4DFfVKvdpRBERuVSgWNFwibZURaVVq6JVqCgqtApI5SjIFw9EpQ++iAJyCvKLFJBDRAoqcnwFT0AoCAqEM8lmZ35/7O5kd3MuJEAyr+ejdOf4zMxnPzufnXnPTNZ4tToPrp6XJ7n/jdcVF6ae62qUK7kH4nTFJbRZWbikqletGtGHY1Hp6I+0WYwSabMykxRnqtnFVc91NcqdQ5U9qnce3DUsTw5V9qheLdqstJmmqbrV4jifjhHn07HzHtqtVvVqnutqnFeKDce2bSsnJyemlWZnZ592hdyKNoudW9ssPj6+2Ctr0WLtx25t2zNBm8XOrW1GHz5/0W6xc2ub0Y/PT7RZ7NzaZoX14WIfq87OztbWrVvLrGIAYpOWlqaEhISYlqEfA+cP+jBQ/tGPgfKtsD5cbDg+nTvHAMrO2bhaDaDs0IeB8o9+DJRvp33nGAAAAACAiu7c/yQfAAAAAADnGOEYAAAAAOB6hGMAAAAAgOsRjgEAAAAArkc4BgAAAAC4HuEYAAAAAOB6hGMAAAAAgOsRjgEAAAAArkc4Lof27NmjJk2a6K677so3b8iQIWrSpIkOHTpU6PJDhgzRW2+9JUl6+eWXtWzZsjKrK1CRhPree++9FzH9rbfe0pAhQ4pc9r333tOMGTMkSZMmTdLw4cPPuC4tW7Y8o3WEy8jIUL9+/UptfUBFcSb9HsD5Y8+ePWrWrJl69uzp/OvRo4fmzJlT5HL9+vVTRkZGqdWjZcuW2rNnT6mtD6XLe64rgNOTkJCgH374QXv37tXFF18sSTp58qQ+//zzmNazfv16NWzYsCyqCFRIpmlq9OjRatWqlerXr1/i5T777DM1atSoDGsGoKycbr8HcH5JTEzUwoULnfGffvpJ6enpSktLU9OmTc9hzXC+IByXUx6PR926ddOiRYv04IMPSpKWLl2qLl26aOrUqbJtWyNHjtSXX36pEydOOOOtWrVy1jFjxgxt3bpVY8aMkcfjUcOGDTV8+HCdOHFCBw8eVNOmTfXSSy8pISHhXL1N4LyTmJio/v3764knntDMmTMVHx/vzMvJydG4ceO0YcMG+f1+NW/eXEOHDtW6deu0YsUKrV27VomJiZKk77//Xv369dPBgwdVo0YNjR8/XrVq1dJPP/2k4cOHa9++ffL5fLrlllv04IMPas+ePbrzzjvVoEED7d27Vy+++KKz3Z9//ll/+9vf9Msvv+jgwYO6+OKL9dJLL6l69erq3LmzevfurXXr1mnfvn3q2bOnHn/8cUnSxIkTtWjRIlWrVk116tRx1rdx40a9+OKLsixLkvTnP/9Zv/3tb89G8wLnpaL6/bFjx/T8889r+/btMgxDHTt21KBBg+T1epWWlqYuXbpo+/btqlu3rpo1a6bHH39cBw4cUMeOHTVt2jRde+21WrhwoT766CONGjVKzz33nHbt2qUjR44oOTlZ48aNU2JiotLT07Vq1SpVrlxZtm3rpptu0sSJEzmhB85A7dq1VadOHe3cuVPLly/XBx98II/Ho3r16mnYsGGqWbNmRPnJkydr+fLlysrK0qlTp/TUU0+pa9eumjRpkvbu3auDBw9q7969ql27tsaOHatatWpp48aNGjFihAzD0OWXX+4cW3F+4rHqcqxXr14RV78WLFig3r17S5J++OEHHThwQLNmzdKSJUvUu3dvvfHGGxHL33nnnUpLS9OTTz6prl27avbs2erVq5dmz56tpUuXas+ePVq5cuXZfEtAufDQQw8pKSlJEyZMiJg+ZcoUeTwezZs3T++//75q1aqlcePGqWvXrurcubPuvfde3XnnnZKkH3/8URMnTlRGRoaqVKniPLI5ePBg9enTR/PmzdOcOXP0ySefaMmSJZKk/fv36+GHH9aHH34YccD+4IMPdOWVV2rWrFlavnx5vivjJ0+e1DvvvKOZM2dq6tSp+vHHH7Vs2TItXbpUCxYs0MyZM3X8+HGn/KRJk9S/f3/NmzdPo0aN0qefflpmbQmUF4X1+5EjR6patWpatGiR5s6dqx07dmjq1KmSJJ/Pp06dOunDDz/Ufffdp9WrV0uS1qxZo5o1a+qTTz6RJK1YsUI33nijVq9erSpVqmjWrFn68MMPlZaWphkzZuiiiy7Stddeq/fff1+S9Omnn6patWoEY+AMffHFF9q9e7e+++47rVmzRnPmzNGiRYvUqFGjfH82sXfvXn3yySeaPn26Fi1apIEDB+p//ud/nPkbN250juuVKlXSzJkzlZOTo8cee0xDhgzRggUL1KZNG2VlZZ3tt4kYcOe4HEtLS5PH49HWrVtVvXp1nThxQo0bN5Yk1a9fX48//rhmzpypH3/8UevXr1dycnKR6xs8eLDWrl2rN954Qzt37tSBAwd08uTJs/FWgHLFNE2NHTtWvXr1UocOHZzpK1eu1LFjx5wTXp/Pp+rVqxe4jvbt2ys1NVWS1LRpUx06dEgnT57Uhg0blJmZqYkTJ0oKBNvt27erRYsW8nq9uvLKK/Ot65577tHGjRv1r3/9Szt37tQ333yjK664wpnfpUsXSYEr5NWrV1dmZqbWrVunrl27KiUlRZLUp08fTZ8+XZLUrVs3DR8+XCtWrFC7du00aNCgM20yoNwrrN+vXr1a7777rgzDUHx8vPr27atp06bpgQcekCRdffXVkqRWrVrpp59+0s8//6w1a9booYce0rx58/TII49ow4YNGjVqlJKTk3XJJZdo+vTp2rVrl/7zn/84vy1w5513auzYsbrzzjs1a9Ys/eEPfzj7jQCUc1lZWerZs6ckye/364ILLtDYsWM1b9483XrrrUpKSpIk3X333Zo8ebJycnKcZS+++GKNGTNGixYt0q5du5ynM0OuueYa55javHlzZWZm6uuvv5bX61Xbtm0lSenp6frb3/52tt4uTgPhuJzr0aOH3n//faWmpjqdXZJWrVqlV199Vf3791eXLl1Uv35954pzYQYNGiS/369u3brphhtu0L59+2Tbdlm/BaBcuvDCC/X888/rqaeeUq9evSRJlmXpmWee0fXXXy9JOnHihLKzswtc3uvN+/o1DEO2bcuyLNm2rZkzZ6pSpUqSpEOHDikhIUGHDx9WfHx8xHIhY8eO1ebNm9WnTx+1adNGubm5EX03/E8jQtuSFFHG4/E4w3379lWnTp20du1arVmzRi+//LIyMjL4Ewu4XmH93jAMp4xlWcrNzXXGQyfbpmnqhhtu0KpVq7R582aNGTNGr7/+ujIyMtSyZUslJyfrnXfe0ezZs3XnnXeqe/fuqlatmvPDPe3atdOpU6e0bt06bdy4UaNHjz6L7xyoGKKfrAqZM2dOkf1YkrZt26aHH35Y9957r9q3b6/WrVvr+eefj1h3SGHHWkkFHsdx/uCx6nKuZ8+eysjI0JIlS5Senu5M37Jlizp16qQ77rhDaWlpWrZsmfx+f77lPR6P0/k//vhjDRgwQDfffLMk6csvvyxwGQABN910k6677jpNmzZNktShQwfNmDFDOTk5sixLw4YN0/jx4yVF9rXCpKSk6Morr9S//vUvSdLRo0f1hz/8QcuXLy9yuY8//lj33HOPevXqperVq+uTTz4ptu9ed911ysjI0NGjR2VZVsTJQt++ffXVV1/p1ltv1YgRI3T06FEdPHiw2PYA3KCgfv/222/Ltm3l5ORo9uzZateuXYHL3njjjXrzzTfVuHFjxcfH69prr9X48eN14403Sgr05d69e+v2229XvXr1tGLFCqcvG4ahO+64Q88++6zS09O5WAWUoo4dO2ru3LnOE5PTp09X69atI35fYMOGDUpLS1P//v11zTXXaPny5cUea5s0aSLbtrVq1SpJ0vLly5WZmVl2bwRnjEsX5Vzt2rXVoEEDVa5cWdWqVXOm33zzzRo5cqS6d++u3NxctW/fXkuXLs33IwCdO3fW+PHj5fP5NHDgQA0YMEBJSUlKSUlR69attXv37rP9loByZejQofrss88kSQ8//LBGjx6t3r17y+/3q1mzZs7fLF133XURP6JVmHHjxmnEiBHq3r27cnJylJ6erh49ehT5n30YMGCAxowZo4kTJyouLk5XXXVVsX33+uuv144dO9SnTx9VqVJFTZs21eHDhyVJTzzxhEaNGqWXXnpJhmHokUce0a9//euSNglQ4YX3+6FDhzrHW5/Pp44dOzo/lBmtbdu2OnDggPNIdIcOHbRkyRJ17txZkvTHP/5Rf/vb35z/tMyVV16pr7/+2lm+d+/eGj16tH7/+9+X5dsDXOe2227Tvn37dPvtt8uyLNWpU0fjxo2LKJOenq6lS5eqW7dusixLnTp1UmZmZsRvdkSLi4vTK6+8oueee07jx49Xs2bNCv1zK5wfDJvnZgEAAM57H3zwgebPn68333zzXFcFACok7hwDAACc5/r166dDhw7p1VdfPddVAYAKizvHAAAAAADX4we5AAAAAACuRzgGAAAAALge4RgAAAAA4HqlHo63bdtW2qus8Giz2NFmZYe2jR1tFjvarOzQtqeHdosdbVZ2aNvY0Waxo83yK/VwnJWVVdqrrPBos9jRZmWHto0dbRY72qzs0Lanh3aLHW1Wdmjb2NFmsaPN8uOxagAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAOy7Lly5F8OZYsyz7X1QEAAADOGu+5rgCA88eMN3fr01WGpmuTJMkwJNM0ZHokj8eQx2PINIOvwXGPx5DHmzfN6zHk8Uqmx5QnuFxE2eC4aURt3DCKGi1yXuS4kW+6YUqmYcgwAsNGaNh5lQwzUKfQsDM9vKwZbBPDkMLm79olZR39WX6/Lctvy7Js+f2KGg8M+/2KGg/Mt4Ll88Zt+S3Jn2sF5gWnSZJtS7adNyxbshWcZkuWMy0wHixa5HKhcUmKizeVkGgqMdGjhErB10RTCaHXhLDhRFMJCWHDiR4lJJhKrORRfIIpj6eID/I02bYty5L8ubbTZpHDVnA4UNY0Q/utAvtecNz0SB7TCJumiGGjqJ0QAAAUyrZt5dq2ci1LPtuW37accX9wnt8KTgvO81uBYb9ty2dZyg3Oz8m1lOu3lGNZ8vkD/3ItO+LV6zF0T7OGqhoff0b1JhwDcLTvVF3fbv9ZSUnJsizbCVORr5IdnBcIeZbsrEAgCy+j8HHlLRMIb8XclS5idpFL2gWMOsEwLFgWu6JYGZJ2F10iLFgXFsAlOdNkGIGYX0CZ0CYjRo3IGQVdewitN1QusH5bRughouAsy28r65RfJ47nyu+3ZVuKCvMlbxlvnKH4hMhAnVjJo5MnpU+XfRsRbnNDoTY86EaNhy4inA2mGbg4ZJihi0SGPMHxvFAtebyGbr3j10prWfWs1KsolmVrzw+Sxzp8rqtSBgI7aHg/cPbr6PlG2BSnbxkFTMtb1393SymJx6K2VmAVIrZfbK3zXc0rpFyR6yhsRvHbD/+uC//qtQspEyhXcB+LmGwH2iw54WjkxTbLDr4GCjnHjbBjgqLK2cGVR5cNbTN0cSv6YqvpKeBibVQ50wy7gBsaDl4cO18vgPlyLJ08LmUe9uUdA6TgcOQFYCN6/w7u/0ZoWsSywW/+sOXMfFeqUdps25alwLmPZQf2e78zbMuyg+OyA2WD4/5gSPTbthMIfU44DIRInz8QNnOD83Kt4LhlRwz7QoHUyguouZalA78cUuXjG+TzW8qx88r6LMsJrD7bygusoVcF6yZLubJlGbb8Cv4zAuOWcXafQDQs6ehen4befMUZradUw/GKr/bp8x9P6Vt7p8zQ3RUFXgP/JBmSKUOGYcgTGjdMhc7ZPKETR4XKG/IakkwjuFygnB3ccWQFdiJLgZMCO/hFbAV3LluSFfzm9duhHdQOjueVlQJ3ZgLlA+POCXzwJXQ+GH7QcL68w9oh/C5NYF7eXEt21Dxp//4T2njq63ztWVh+sIs4qy/sgBZiGqbzJWsEPwvnZF2hE3Aj3+dnKHAy6IyHPiMz7/MMrE8RB2vTCJx0F3wSHzndjPrCzytjhJUJvH53IEenvjlQ5HvNFw4KKnMeHBMurJqkujVTznU1JEkfm/u1vPV/lZR0ZlfdpCL237Dp4THNCJtmSJJt5A3nmx85HrEOO6+0EVXesI3Iddh2YChYJzM4P7BtO/Aatj7ZCpS1w+plSydPnlJKUqWIvhN+VzrQhwyn3+UNh/pU2Poi5sv53ovsCWXLDP6Lk5wDdei71raN4F1sS7mhO+G5gYOw5c87sFtW6A5vIExbli3bsuUPzvN7c+XxnQi0gUcyPJKRELyIEGwbp43yTQu7YBBomrx5Ts6Puphg5/3Ld9HENpw77YZtRN5xDy9v27LDyobKmLahLVuPnBfh+LsdxzV7VbZy47Y505wuF7UD2QWcuNgF7WRG+DHOzreeyI3kbcgodH4Bm4jhHCpfHfO6Z96GjAI2GbacHbVRZ50bPi+iklHLRw0VPL/wdUSUM/JNKfxzK2R6xLJG5KuM4JlDqF2c+XZUueC+HV2uoGmhZb7/JboiRTrt82U7spmMsA/ZKGha+EdjG5HrCH3nh85dDEONkqvon3+56rwIzANf/kxfZ2VKa1cVON8osKMGFbRLFtDmRvgsMzjBVGBfMQ0FD37554VPC/6zzeD+ERp3Xu28MuH7kFOlqP0ybLoUth9HnfnaRtiyYW/Pb/llfvNfBQ/tkdtQ+Dai9vvo+hS1nbC+Y0e8yulndui9K68tzmfmoUyZtmRYhkzLCL6GjduB8dA8ww4O26bibFMJwXMlM3TOZBvBf3LOofK9Bo+3oXObyPM9O2y6EdzdDEm2c2zPOzcKzjNs+Qxb/ian+wWTp9TC8ba9R/Snbz+WPJL27Sut1bpDgqTDP53rWpQ/2/ec6xqUCtNvaGXHm3RJ9XMfkP22pSMJPmXauWW3kYgT2cjpBX2lFXYxKHpq/stUyn+Qs5V3khhVJvyUtKD5RR7cLihiHlzB9ufqD6pzrquhX2pm6ZMb957raqC8igqbIeGXO87oZtAZhIToywbhQSVi/mluY+epTP14oKkurZ18eisoRXvSjuqb7HP49Ied9zkbwYYO5dzQhWuFBZ+88nmBKLCsEXWRwhmKvNhhhX9sURc9wuvkDEddgHMO5GZe4LUDGd6Wmf8Hlgq5xpdXz8i5+a7HOdszIupgRL2v6As0odCnqLbNXzZvy9Hrir4olPeZBAOlEVaXsDJOPY3gs2LBqvj9ljzxHhmGnXel3rQlw5Bh2hEXRwxvYL4R1qBGxIAR+p8zw4goVFJFXYHNu4wR/VWUbeXKKIUnIUotHF92cTWN+vFqvbPpa8XHJyjf11hofwjuNNEnn0ZwyHnrdl6DOssHxyO+sI2w5fNWFPFFHs4Iq0OoSL4uELEORc8tfGZ4ufD6FlYmOC87K1sJiQmFlSp6QzEsEXHyH/UBhH+Z5AsLER9AwZ/H6R0row91JS4un8+nuPi4EpWVdFoHy7DdqUwlejzyx/CYalnqV6+hdn6+TynVq5+V7UXuhlHB1s6/h5Q01Ba2XjtsTaH9ON+V5LDx8PWEHoUKTQ8NW7J15Eimqlarmu9pESvfOqPXnbeN6F0gfMninkIvzJlePy3y5KHAmYV98+Z37OgxVa5SuUT1KPySR9jUYt5sUZdYClu0pNMNSV0vuqjoCpwlbarX0P2emtpmRh/ZCjgeFrB8YaeE+U4Ow4aL28+KavviyxW+3aLqV/S0gtvi2PFjqpySf58s/EZiyff3cAX9EqoRMWzkm2MUUK6g5aPXE1pXaHcIPqfn1CHibo1hhI2Hzy+4nQ0ZOnT4kFIvSC2kVqUn+ns8enpBx4bQI6vh0yK/w/Pm2bZ0QaV4JSd5yqD2sZvWoaP+vniN4qtVVVHHv2hFHlMLmCbJ2SPybgYbzhODCpuWNx72xE4B86KXyb9vRu3TUTt19HdVLP3r54M/q0bNGjEsgYrWZldddObnr4Zd3HO4Mfrss8/UqlWr0lxlhUebxY42Kzu0bexos9jRZmWHtj09tFvsaLOyQ9vGjjaLHW2WX7F3jm3bVk5OTkwrzc7OPu0KuRVtFju3tll8fHzMfxMVaz92a9ueCdosdm5tM/rw+Yt2i51b24x+fH6izWLn1jYrrA8Xe+c4OztbW7duLbOKAYhNWlqaEhIKewy/YPRj4PxBHwbKP/oxUL4V1oeLDcenc+cYQNk5G1erAZQd+jBQ/tGPgfLttO8cAwAAAABQ0RX0o4kAAAAAALgK4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALge4RgAAAAA4HqEYwAAAACA6xGOAQAAAACuRzgGAAAAALie91xXAPnt2bNHXbt2VePGjZ1ptm3r7rvv1m233Vbi9axcuVJffvmlHnvssVKv47x58/Thhx/q9ddfL/V1A+VZkyZN1LhxY5mmKcMwdOrUKaWkpOi5557T5Zdffs7qNXHiRNWpU0e9evU6Z3UAypNNmzbpn//8p44cOSLbtvWrX/1KTz31lA4dOqQRI0Zo8eLFpbq9wo6ry5cv17p16zR06NBS3R5Q0Z3tPlwUjsHlB+H4PJWYmKiFCxc64z/99JPS09OVlpampk2blmgdW7ZsUWZmZllVEUAhpk2bptTUVGf8rbfe0siRIzVr1qxzVqeyuEgGVFQ5OTn685//rKlTp+qyyy6TJC1cuFD333+//vGPf5zVunTp0kVdunQ5q9sEyrvzqQ9LHIPLE8JxOVG7dm3VqVNHO3fu1PLly/XBBx/I4/GoXr16GjZsmGrWrKl+/fqpatWq+v7773XzzTdr5syZ8vv9qly5surUqRNxRTr8CvWhQ4f09NNPa/fu3apWrZpq1qypRo0a6dFHH9WcOXM0a9Ys+Xw+ZWZm6v777/7yrTsAACAASURBVNcdd9xxjlsDKD9yc3O1b98+Va1aVZLk8/n04osvat26dfJ4PGrRooWefvpppaSkqHPnzkpPT9enn36qzMxM3Xffffr888+1bds2eb1evfbaa6pdu7Y++ugjvf7668rJydGhQ4fUq1cvPf7441q/fr0mTJigSy65RN98841yc3P1/PPPq1WrVhoyZIgaNWqkP/3pT/RroBinTp3SsWPHdPLkSWdajx49lJKSIr/f70w7duyYnn/+eW3fvl2GYahjx44aNGiQ5s6dq48++kiTJ0+WJH333Xe69957tXLlSs2fP7/Y/peRkaFx48ZpypQp2rRpk3O83rRpk8aOHaucnBwdPHhQ7dq106hRo85OowDlSFn24Z07d+qFF17QkSNH5Pf71a9fP912220cgysIwnE58cUXX2j37t367rvvtGbNGs2ZM0dJSUmaNGmShgwZorfeekuSVKVKFS1ZskRS4FHsw4cPa+DAgZo3b16h6x45cqQaNmyo119/XQcOHNCtt96qRo0a6cSJE3rvvfc0ZcoUXXDBBdq0aZP69+9PBwaKcc8990iSDh8+rISEBHXq1Mm5Uv3aa6/pwIEDWrhwoTwej5599lmNGTNGw4cPlyRlZ2dr9uzZWrJkif76179q/vz5atq0qQYMGKD58+c7V8JffPFF1a1bVz/99JM6deqku+++W5K0efNm/f3vf1ezZs00depUTZgwQW+//bZTN/o1ULyqVatq8ODBuu+++1SjRg1dddVVatOmjW655RZt3rzZKTdy5EhVq1ZNixYtks/n00MPPaSpU6fqjjvu0Lhx43Tw4EHVrFlT8+bN06233qqsrKxi+9/ixYs1efJkTZ8+XRdeeKE2bdrkzPvf//1f/eUvf1GbNm104sQJdenSRVu3blVaWtpZbR/gfFdWfdi2bf3lL3/RmDFjdNlll+nYsWP6/e9/r4YNG0riGFwREI7PU1lZWerZs6ckye/364ILLtDYsWOdzpmUlCRJuvvuuzV58mTl5ORIkq6++uqYt7Vq1SrNnz9fklSrVi3ddNNNkqTk5GRNnjxZq1at0s6dO7V9+/aIK3AAChZ6rHrbtm164IEH1KZNG1WvXl2StHr1ag0cOFBxcXGSpH79+mnAgAHOsjfeeKMk6ZJLLlGNGjWcP6O49NJLlZmZKcMwNHnyZK1cuVKLFy/Wd999J9u2derUKUnSRRddpGbNmkmSmjdv7vTtEPo1UDL9+/fX7bffrg0bNmjDhg1644039MYbb2jw4MFOmdWrV+vdd9+VYRiKj49X3759NW3aND3wwAPq2rWr3n//fd17771atGiRZsyYUWz/27Jli9asWaNnnnlGF154Yb46vfjii1q9erUmT56s77//XtnZ2fRfoBBl0Yd37typ3bt365lnnnHWkZWVpf/7v/9TgwYNOAZXAPxa9Xkq9DfHCxcu1OLFizV9+nRdf/31sixLhmE45SzLUm5urjMeCs3RDMOQbdvOuM/nc4a9Xm/EPNMM7Bb79+9Xr169tHfvXrVq1UqPP/54qb0/wA0uu+wyPf300xoyZIj27NkjSQX24fD+GB8f7wyHAnS4kydPqnfv3tq2bZuaN2+uJ598MqIPJyYmOmWj+71EvwZK4rPPPtObb76plJQUderUSU8++aQ++OADGYYRccwt6pj8u9/9TgsWLNCaNWvUoEEDXXLJJcX2v8qVK+utt97SpEmTnO+McHfddZdWrVql+vXra8CAAapVq1a+Pg6g7Ppw6M8VQ+foCxcu1OzZs9WnTx9JHIMrAsJxOdOxY0fNnTvXuco0ffp0tW7dOuKEOsTj8TgdPDU1Vd98842ys7Pl8/n04YcfOuWuv/56zZkzR1LgMdBly5bJMAxt3bpVqampevjhh9WhQwd99NFHkhTxtxoAipaenq4WLVo4j1V37NhR7777rnw+nyzL0owZM9S+ffsSr2/Xrl06fvy4Hn/8cXXu3Fnr169XTk6OLMsq0fL0a6B4qampeu2117Rx40Zn2sGDB3X8+HEdOXLEmdahQwe9/fbbsm1bOTk5mj17ttq1aydJuvLKKyVJr7zyim6//XZJxfe/unXrqm3bturXr5+eeuqpiH599OhRbdmyRU888YRuvPFG7d+/X7t37y5x3wfcpKz6cL169SJ+NHffvn1KT0/X1q1bS1QvjsHnPx6rLmduu+027du3T7fffrssy1KdOnU0bty4Astee+21euKJJzRixAg9/fTTat26tbp166aaNWuqTZs22rFjhyTp6aef1tChQ9W9e3dVq1ZNF110kRITE9W+fXvNmTNHN910kwzD0DXXXKPU1FTt2rXrbL5loNwbNmyYevTooTVr1uihhx7S6NGj1atXL+Xm5qpFixYaNmxYidfVpEkT3XDDDerWrZvi4+PVuHFjNWzYULt27SrwIlm0ovp1/fr1z+RtAhVGvXr19Morr2jChAnav3+/EhISVLlyZY0aNUoJCQlOuaFDh2rkyJHq3r27fD6fOnbsqAcffNCZf/vtt+vVV1/Vb37zG0lF979wDz74oFasWKE333xTNWrUkBT4TZEHHnhAvXv3VlJSkmrXrq2rrrpKu3btUtu2bc9CqwDlR1n14fj4eL366qt64YUX9Oabbyo3N1ePPfaYWrVqpfXr1xdbL47B5z/D5nkc15sxY4aaN2+uli1bKicnR3fccYceffRRXX/99ee6agAAAABwVnDnGGrYsKFGjBjh/O3jTTfdRDAGAAAA4CrcOQYAAAAAuB4/yAUAAAAAcD3CMQAAAADA9Uo9HG/btq20V1nh0Waxo83KDm0bO9osdrRZ2aFtTw/tFjvarOzQtrGjzWJHm+VX6uE4KyurtFdZ4dFmsaPNyg5tGzvaLHa0WdmhbU8P7RY72qzs0Laxo81iR5vlx2PVAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD3CMQAAAADA9QjHAAAAAADXIxwDAAAAAFyPcAwAAAAAcD1vaa3oWJZPzy77XHszjyj5xzUyZEiSjOA/BacYkozAhLwyRtg85f1f3rRQybBljbBpobLOesPXrYi6yAgsK0VeGTBDCxewvqLk1aKoMkU7fOiolh7ZIo9hyGMagVfDlNc0ZBqGvGZoXPIYpjymIa9pymsY8niMwKszHljOaxqK85jyGIa8nsDyphFsD8MI/pPMYCObwXFnXvD9m2HTTDOvrQwz2E5GXtuFv0877NW2bVl2YIplBSbasmXbgXmBMsFykmwrVDb4agfnB9cl29a+Y7n67sAxWXZwPcH1hcat8G0Gt2FZoW3k36YsW5atwLzg8tGc9xn2Ro2oeYH54cPKt4wZtWNdVDVJl6Ym598xzgG/39KxE7YOHckOfObBfcY0zcA+YQb6jekxnf5kBjpZcP+JfP8AAKDism1blmU7532WHTiPCz/XkuScs3pMg/MElLpQnog+xz4dhm0XkAJOw86Dx9V92TJlx/kjptvhdTTyOk9gPC9EBc60A2O2Mx42TD9CBWX6Da2+rpsuPg8Ccp93V+rzlIOxLWTL6chG1PToyyZGjN82TvnC+r9dsi+GsK+XvFXZYZe2bEUNF1xnI2x74euUHX0xzQibGb5AfnYx80s4u3QXjGrXWFYRvQ9Ezsuba9mWTMMMFgtv5AIXLVBByxW2rB32ARd6HArNj3rDdr6yeUvYRmAfebRmcz3SsVkJal22vtj9ix5as1Z+b/RnWPinWNicfNNtI9/E4vaN6PkF1iN6PznNnb2kXy92ISX9fr88Hk+gDmfaXtF9KLRfl6CShdWvmIUiR42w9diR1Qntw3YBi4ZvO3K6nC/DiIvfliXDPDsPIUa3S4H9PDRgRPfUgpaJLHOJP0VLft9F5ll6P0V5aP46fXHiZ5keM3DTIBQ0wz83I3hxPzTdCCsXNiwjfL6cc/HQPmFHHZjtqC/xAr8Pz/S83AquIlipwHDeMdawjcB4xHBoXvDmTPDVdI7thmwrcFwx8u60FfAdVNBw/rKRwwX357J2NjaT6/fLDH7v2WF9wjbCp0TtO2HTwvef8H0zfGr4/hY+P7y/OuNh313OPhqxL+etQ2HLSJJpGRrT4Gr1SasbUxtEK7U7x3VrpmhU81aatGmL4hPiI2cW/e0UMW4UViZsWvis6JPtQg88doGnq4Wu+2xlcVtSbo5PnjhvYMQwnDurwf/llbXzlrLDV2AYKugah7Mj25Hv3JCR/wBR0GcS9uVSeMNGf2uGpQRbRX6gEfUwbOezDN/Ro+saWp0/2JkL+tKL2GwhtXXKhJ3s5c2zC/iaLPhAW9QJlJ1vIHzBvInxpqkffj5+XoTjP7VoqF8+Pil5Cjg5KOZ8Lbzd8xW17bz9KepErSCB5il6g3ahGyuibMR41J4VdfEufD8MjNtR43mLWlZe0Cu8Ek7xkilh8A+rRqk4rRNzZ9kwxVTIss3Cr/DG2lbOJg1n8aIuxOSfZ+SfZhe8faOAz8Wwpc0njkgdY6hsGUkwPYrL8sgqsgHChu38+3pwcgFKEjWKUIIPtKR7X6GrKvHuW1BIN+Q3Ik7Zilys0FIlasuYanbaCtsNnONf1DTnmBa2/+eVMp15oem2bZ6Tu4Al2WL4e4lYsIA2MSTZlrTrlxOqV7PymVfwDPn8tnL8tkx/MP6GAmHYd5UhQ+EXeY2wcuHjTtlQuQK/X6POeuzgET2svZxDeGHfjWHna2HfxOEnXMGzKzsy5IRtIGJa2MdXWCCKDmy2zMB7DTsZzLedApXgu6yA3akisG1bpj/vxmbkfqOI7wnDjnrS147eb8L2pOj9zM5bJv+0QEkjYh2FlC2sjC2ZtqGvzKNSWsnff0FK7c6xFDhBXL3+M13RokVprdIVvty8mTaLUUVrs6qV4s6Lq9WStObTDUq7vOK07dlQ0fbHs6GitVmlOK8S4z3nuhqSpPX/2ajGl11+WssWeUJQ3AWyUjqbKMXTkphs3rxFLVqcXruVVPj144KcTtAsdBGjyNFSUZH6sWkYqpoUX3zBs2TNug1KqyBte7ZUpP3ROktfg1s2b9YVV1SMNpOkpHivEuLO7FhcaneOpcDfJVaON3VBckJprrbCo81iR5uVnaQ42jZW7I+xo83Kjtdj0LanoWolUzWqJJ7rapQr9OOyk0Tbxoz9MXaVE2izaMWGY9u2lZOTE9NKs7OzT7tCbkWbxc6tbRYfHx/z3YVY+7Fb2/ZM0Gaxc2ub0YfPX7Rb7NzaZvTj8xNtFju3tllhfbjYx6qzs7O1devWMqsYgNikpaUpISG2q3z0Y+D8QR8Gyj/6MVC+FdaHiw3Hp3PnGEDZORtXqwGUHfowUP7Rj4Hy7bTvHAMAAAAAUNGdHz+PCwAAAADAOUQ4BgAAAAC4HuEYAAAAAOB6hGMAAAAAgOsRjgEAAAAArkc4BgAAAAC4HuEYAAAAAOB6hGMAAAAAgOsRjsuhTZs2qV+/furevbvS09N133336Ztvvjnt9fXs2VNHjx4txRoCkEq/rxamZcuW2rNnT6mvF6jIzqR/Tpw4UQsWLJAkvfzyy1q2bFmp1atz587asmVLqazr0KFDatKkSamsCyhrTZo00aFDhyKmZWRkqF+/fsUue//99+vbb7+VJP3xj3/Mt57ibNmyRZ07dy5Rvf7zn/+oTZs2WrRokX766Sf17ds3pm0VpaTvF2XHe64rgNjk5OToz3/+s6ZOnarLLrtMkrRw4ULdf//9Wr58uTweT8zrXLhwYWlXE3C9suirAErHmfbPxx57zBlev369GjZsWKb1BVC0N954wxleu3ZtmW1nxYoVGjp0qCZMmKB27dpJkmbOnFlm28PZRzguZ06dOqVjx47p5MmTzrQePXooJSVF69at08SJE3XRRRfp+++/V2Jiol588UU1aNBAP/zwg4YPH64TJ07o4MGDatq0qV566SUlJCSoSZMmWrdunVauXKl///vfMk1Tu3btUmJiokaPHq0GDRqcw3cMlE9F9dXu3btr2LBhatu2rRYvXqynn35aGzZsUGJiop599llddtlluu222zRu3Dht2LBBfr9fzZs319ChQ5WSkqKNGzdqxIgRMgxDl19+uSzLcraxYsUKvfbaa/L5fEpMTNRTTz2lli1batKkSdq7d68OHjyovXv3qnbt2ho7dqxq1ap1LpoHOKfOtH9u3rxZjRo1UmJiorZu3aoxY8bI4/Fo5syZ+vnnnyVJJ0+e1I8//qiMjAxddNFFhfbnzp07q0WLFtqxY4cGDRrk1MeyLI0aNUpffvmlTpw4Idu2NXLkSLVq1UpDhgxRSkqKduzYof3796tJkyYaPXq0kpOTtXTpUk2YMEGVKlVSWlraWW9boKwUdRzr3LmzJk6cqHfeeUeSdM8992jKlCkyTVPDhw/Xvn375PP5dMstt+jBBx+UJL3zzjuaNm2aUlJS1Lhx42K3v3DhQo0fP15vvvmmmjdvLknas2ePunfvri+++KLI+m3evFnPPfecfD6fLr30Uv33v//VkCFD1KZNG02cOFGLFi1StWrVVKdOHWd7x44d0/PPP6/t27fLMAx17NhRgwYNktfr1eWXX67+/fvrk08+0cmTJ/XII48oIyNDX3/9tWrVqqXJkycrKSmpDD6Fio/HqsuZqlWravDgwbrvvvvUpUsXDR48WHPnzlW7du0UFxenrVu3ql+/flq0aJFuvfVWDR48WJI0e/Zs9erVS7Nnz9bSpUu1Z88erVy5Mt/6N2zYoGHDhmnx4sW64oorNGXKlLP8DoGKoai+evPNN2v16tWSpDVr1qhq1arauHGjbNvWqlWr1LVrV02ZMkUej0fz5s3T+++/r1q1amncuHHKycnRY489piFDhmjBggVq06aNsrKyJEk7d+7UhAkTNGXKFC1YsEAjRozQo48+6gSAjRs3auLEicrIyFClSpW42g3XOtP+GXLnnXcqLS1NTz75pLp27aq33npLCxcu1HvvvafatWtr0KBBqlu3bqH9OaRRo0b6f//v/0Ws+8svv9SBAwc0a9YsLVmyRL179464O7Z161a99dZbWrJkifbu3auMjAz9/PPPeuaZZzRp0iTNmzdPF1988VloTeDsKe449o9//EOSNG3aNF144YUaPHiw+vTpo3nz5mnOnDn65JNPtGTJEn311Vd6+eWX9fbbb2vu3LmKi4srcrszZszQkCFDdMsttzjBuKT1y83N1aOPPqrHHntMixYtUr9+/fTVV19JkpYtW6alS5dqwYIFmjlzpo4fP+6sa+TIkapWrZoWLVqkuXPnaseOHZo6daqkwNMvNWrU0Jw5c9SrVy8NHTpUzz77rJYsWaLjx49r+fLlp9W+IByXS/3799fatWs1dOhQ1axZU2+88YZ69eqlY8eOqWnTprr66qslSX369NFXX32lw4cPa/DgwUpNTdUbb7yh5557TgcOHIi4Yh5y2WWX6Ve/+pUkqXnz5srMzDyr7w2oSArrq7/5zW+0evVq2batjRs36t5779XatWu1adMmXXrppapZs6ZWrlypFStWqFevXurZs6eWLVum7777Tl9//bW8Xq/atm0rSUpPT1dycrKkwKNkBw4c0L333quePXvqiSeekGEY2r17tyTpmmuuUUpKiiT6N3Am/bMolmXpiSeeUP369fXAAw9IUqH9OSR03A7XsmVLPf7445o5c6ZGjx6tjIwMnThxwpnfsWNHxcfHKy4uTo0bN1ZmZqY+++wzNW7c2HnM+/e//31pNBVwVhiGkW+aZVkyzby4Estx7OTJk9qwYYMmTpyonj176ne/+5327dun7du3a926dWrfvr3Tn4vrKx999JGmT5+uWbNmadWqVYWWK6h+X3/9tSTp+uuvlyRde+21atSokSRp3bp16tq1q1JSUuT1etWnTx9nXatXr9Zdd90lwzAUHx+vvn37OhfuJOm3v/2tJOnSSy9V48aNVbt2bZmmqV//+tcc388Aj1WXM5999pm++OIL3XffferUqZM6deqkQYMGKT09Xbm5uQX+nZTH49GgQYPk9/vVrVs33XDDDdq3b59s285XNjEx0Rk2DKPAMgCKV1Rf3blzp3w+n5YvX666deuqU6dOGjhwoLxer3OwsyxLzzzzjHMwPXHihLKzs/Xf//43X7/0er3OMm3bttVLL73kzNu3b59q1aqlf//73/RvIOhM+2dRXnjhBZ06dUoTJkxwphXWn0MKevxx5cqVeuGFF9S/f3916dJF9evX1/vvv+/ML6w/h/fr0HcDUB5ccMEFOnLkiFJTU51pv/zyi6pVq+aMx3IcsyxLtm1r5syZqlSpkqTAj9QlJCRo1qxZEcsW9zsDr732mmrXrq3nn39egwcP1pw5c3TppZfmK1dQ/TweT756hm+vsHpYlhVxwcCyLOXm5jrj4Xe7i7vzjZLjznE5k5qaqtdee00bN250ph08eFDHjx/XkSNHtH37dm3fvl2SNGvWLLVs2VJVqlTRxx9/rAEDBujmm2+WFHhcy+/3n5P3ALhBUX21cePG+s1vfqN//vOfat++vRo0aKDjx49r0aJFuvHGGyVJHTp00IwZM5STkyPLsjRs2DCNHz9eTZo0cR7vlKTly5c7V4jbtm2rtWvXOnekVq1apR49ejiPXQMIONP+Gc7j8TgnrFOmTNEXX3yhl156KeIkt7D+XJS1a9eqU6dOuuOOO5SWlqZly5YVe9xu3bq1vv32W+c8YN68eSVuE+Bcu+666zR9+nTndzQyMzM1f/5856JSSYX6ZEpKiq688kr961//kiQdPXpUf/jDH7R8+XK1b99ea9eu1f79+yVJ8+fPL3KdofCZnp6ubt266ZFHHtGpU6dKVJ8GDRooPj7eueu7efNmff311zIMQ9ddd50yMjJ09OhRWZYV8SO5HTp00Ntvvy3btpWTk6PZs2c7PwKGssMlxXKmXr16euWVVzRhwgTt379fCQkJqly5skaNGqWEhATVqFFDL730kvbu3avU1FSNGTNGkjRw4EANGDBASUlJSklJUevWrZ1HLQGUvqL6av369Z2/Twwd6Nq1a6cdO3bowgsvlCQ9/PDDGj16tHr37i2/369mzZppyJAhiouL0yuvvKLnnntO48ePV7NmzVS9enVJUsOGDTV8+HANGjRItm3L6/Xqtddecx67BhBwpv0zXOfOnTV+/Hj5fD6NHz9e9erV01133eWc4P/lL38ptD8XpW/fvvrrX/+q7t27Kzc3V+3bt9fSpUsjfoAvWmpqqsaNG6cnnnhCcXFxat269Rm0EnB2Pfvss3rxxReVnp7uXFzq2bOnevfuHdN6brrpJvXr10+TJk3SuHHjNGLECHXv3l05OTlKT09Xjx49JEmDBw/WPffco+TkZLVo0SKmevbt21dDhw7VwIEDiy3v9Xo1adIk/f3vf9f48eNVt25d1ahRQ4mJibrmmmu0Y8cO9enTR1WqVFHTpk11+PBhSdLQoUM1cuRIde/eXT6fTx07dnR+TAxlx7B5rq7CWL9+vUaMGKHFixef66oAAAAAkDR69Gj96U9/Uo0aNbRv3z7ntweqVKlyrquGKNw5BgAAAIAycvHFF+vee++V1+t1/rNsBOPzE3eOAQAAAACuxw9yAQAAAABcj3AMAAAAAHA9wjEAAAAAwPVKPRxv27attFdZ4dFmsaPNyg5tGzvaLHa0WdmhbU8P7RY72qzs0Laxo81iR5vlV+rhOCsrq7RXWeHRZrGjzcoObRs72ix2tFnZoW1PD+0WO9qs7NC2saPNYkeb5cdj1QAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAs8QHGQAAGgVJREFUwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9wjEAAAAAwPUIxwAAAAAA1yMcAwAAAABcj3AMAAAAAHA9b2mtKOuUX3Pf3qODB6VdO/YoJcWr5MpepVQOvqZ4lFzZq+QUr0zTKK3NAgAAAABwxkotHB/L9uldfavjKT559h6SN9tUnM9UXI6puByP4nJMeX2BaVU88aqcHAjOKVW8SqkSp+QUT2A8GKBDwTqlsldJyR4CNQAAAACgzJRaOPYmGTp1qU97Tx2XZdqyismyHr+heJ8nGJ5NeY6ZivvZlDdsWpzPlDfHozifqRQzTtXi45SamKCqleLk9ZryeAyZHkOe4L/IYTnDBc3PG1eh64mLMxWfYCgu3lR8gqn44KvHY8gwCOsAKpbjuT7tPXlSlyQlK8lbaocHAACAcqHUzn4uiE/QwzWbacrW/9Ovq1SRT5Zy5Fe2LPlkKVd++Q0pV5ZyZctvWMqNt+VPsJRj++VXrvyheaZdso0GixkRr0becPh0nyH5ossGy9vBpUKvkmQbMv2GvLmGvD5T3tzAnW+vz5TXbyrB8ihRHiXaHiWaHiWZXiWbXiV5vErxxCklzquU+DhVivc4wTo6ZIeGjxySTp7IVaUkD6EbQJmybFv7Tp3S9yeO6bvjR/Xd8WP6/nhg+KesLEmSKUNNqlTRNak1dXVqDV2VWl0XVUo6xzUHAHe46d1/64e4o4r79kfF26YS7MA5ZyV5Vcn0KNmMU7LXo2RvnCrHeZUSH68qCV5VTYjXBUkJqlYpThckJeiC5HhdkBQn0+QnhspCrt9SVo5fJ31+ncrJ1akcv075/Mr25eqkz69sv6Usn19ZuX5l5wbGA6+BYZ/fUrblV45lKcdvyWcFMpHPsuWzLfltW5Zs+W1bftny25Ys2bIk+RWcF3yN+GcEyoSGbSNw09KSLdtQcNyWHdwt/n979x4bV3XnAfx77mPGzzzs2ISGbJJCCiwsoTgssGkJAdKkm4ZA0tfSNkFspFRlq6qU0heiKFIlRJGaVqki1CJYlaqrrVJIU7ZpV6jp5tFVW6tL2k2WpGmCSzCxDXlMbM/rnt/+cR9z73j8uLbH4/F8P5I1d849c33v8f3dub9zzozN06dhagVTG7BEwRIDFgwkxICtDNhwH5PKRMIwkFAG6kwTScNE0nR/6i0T9aaJOttdbrAt1Cfcx8akhTrLhG0asE2FhGkiYRmwTcN9tAwkTAOWOT3O00kfGjAESMJEEiYAO7qyVM7rlYX/qHlHI+sl1Rk4yEHgQMNR4ibP0O5LpXhTEvk14uWZIl7WK8rNirUq1JbwC1AoAyAG4CQFuToHGZWHY7iJu2MK9BgTeCOv3MT6kgErp4Ik2wySbQVDKxi/2w8Tyj2pkiYa6i001llorLfQVG+isd5GU6OFWY02ZjXZaGqwkDBNWIaCrQxYhgFbKdiGv2zAMhQsZbhlSkHg3hj7h6hFIo+AQIvbMv6jeO0XriehdYUyNxAVAEspmMqAbbiPllKwjMKjAbATgKjMBvN5nOq/FCS+f+lP4WQqhZP9KaQdJ6iXNAw02zYaTAvXz56DBtPCxXwWfZkMXnj9JP719J8BAO3JOixvmYebW+ehY+48XDtrNizecBERTboVs9tx8Y0stAk4SpAxHQwYeThmGnmlkTc1HNO7D815P/3DbEwAK69gOyYSjoGEmEiKiXplok6ZUFBF1SX80lKbG1Kv1KIUvdpUBkwomErB8B4tpWDCgGkAJtz7VkMpWHDvF03vPtY0FGylYBqGd1+rYJnuOst073lNAzjz5gB+N3AcWaeQgGYcjZx2kPWXxU1Gc+ImoHnRyHk//gCe+6jhQJBX7oCeowSOcu///R+ZzLdAE1AKUNptH0PcZSWAgoISb1kQWlaFwT2/DIAhBkwgeC38bYTK/EFCEQEM5SbUftKsgJzSSBsORHl5T2i9Nt0yN7cCkPd+Jso7PkO7x2t4x2V4x2b4y1AwAJjinUtwH5Mw8eStHbh5ybwJ7ca0mTdneAcGAAmYKDlGMcYBZQCIxHpxHmbG27cgEfQTeAEcx03ec8HIuCDnpe2OF1COuIHkWN5PnSCLPNIAtBdkjneiDdnHMA33ojfcha8K+Sezf6H0fywvmTa95N5N9t1H23B7mSxlYCB1ES2/PRR0AJhex4B/sfWT8XBybirlXUC9x1Dd4HeHtmcphbwIctq7cGrtXlD9Hyl6rjWyEn1eqiwbbMe9QLcmk/j3f1iFhBnzxKSaJyLozaRx8lIqMgJ88lIKZwYHgnoKQLNlo9GysLC+Ac22jSbTxpxEAnPtBOotCwnDGNJpNejk8df+frw5OIC3sxn8qqcb/9H9BgAgaZhYNmcu/r61DR1zW3FTSytm2YmpPHwiohnp/uXvxn/3dmPR7DlBmYiGI3DvLbWGkxbkHI18XpDX7sCSowGttTtqKO69phZvYEcJHMNN8lJmDufNTCHBLhJ5JyhZRY2xXnS1KPeO2h299J4b4dFMRP+Pjj+ApUfediAB4PxbpdcpABagNGAob2BKFyVdRWVKANsbufeTUQOhhBVePbiDPv7tvIKCMrxZqspLepWb0ClDwVSAMr0k2AAMw/tYp18Hyn2N4X6MU/ltrfzmcdcj1FxKjS9TT6VSaG5uLrlOxD2XRLxRZ3EHxXReoHPe+egItHbzIg33UUS5o9zaPy3EG1jztuuXKX8ATrmZlgoNzME/XxAtV4VyUW7nRQ4aooAB5PHSq10zJzmezoIAiFwGxpDIqNKP2vsTuxcvQSp1CfVNDV78azheuSMCrd0TUGcUJAOovDs9HHkFlXcf4XjljnfS+D1aSqAN77ktUBreRUaFppcXjmlIWWS6eXT6eXA87pXBXVD+ie3/iHe83nEboYug96hVtEwb7snuKCBnCAZUHmL49QvHIwo4cbbPXTb8C6x3cS260Prrykbg9lpJobfPCC6gXs8XQj1fkboKg6bG8dRFXD9nbhl3coyHIoJBrXExl0VOu1N48iLIa/fR8ToLHBHkRSMfqlNqXd6bFhR5vWg4WoJOCn9mQ9AB4s2ESJQo92dGRNaFym01/u8D8Gc/aJHIrAq/Q0xCy+6bRGG5N5/DGwP9kZkWxcsIl4feKPxllCpHYaYGALwVTIdO4WTKTYL7nUJ3ra0MzLJtNFgWrps1x02CLRutiQSabRt1pgUzRvvUmxbeM2s23jNrNgD3puxsegBd/f14O5vB8dRF/O6dPnhXALy7qRk3t8zD8pZ56GiZh0UNjZwlQkQ0CZQyYCn/xn1inel+0uOIDJmFGfy+Me9YnF+MovdHAbSbyLurxXsP9up698EiClp04f1Re4mavx1xhzBzuRwStl1IQL2RaNNLQA3THYgJRlEVYFhGYdlLOt0ZjpwZpZQ7Ah3rb1xB72QzSNZNfKCJyXEFeGEYXNqyYqCxeAp6kHjC/SvVj7BB7+KmHYHOApIGkFZAGlBZBZVRUIMK4mZm7jXVSzJheMsmAH+KSFAmUF5dmAJlALCUW6YA/7qhvKuK36sVTEv35qiLf5FzAGjv0RFAq6DM7RHwEn0/iXcUoL3n2luvBUor5LI52KYN8aZgiIbXM+DWDT5z7m1LtNszVUgz3Ofa76mSwpfIhXunDK3cXkYd6mXUCkaoLNzBMB46Kbi4PAvMGb1uuf3zfx7GrzJvAvtOV3pXxs3tnDBgeh0RkYQU/mni90YWyibslb9OwkbGpkFbaMpbaHfq0ewk0OhYmKUTmAUbCeV+3KI4Kc0DuKRG6H4PV9de/GpvylUQR0CdTmKpJLFUu3E1IA56rEH0JQdxrj+D3Rdex791nXL307GwMNOEhZkmXJFuwmWD9TC0gtbA+fPAb3/lTtku3lf/aam8eri6/v6ronriXx+9m6lgWYfL3J5v0e6jluj6yKMO1fceFYBNn7oCN91S+Q4uAHgrn8P/XbwQPC+e3jjczXCkzhheI0V1pahuZHqmjK1ucbm/JtzZVPgoUKFTK9KxFHRE+TfQhY9RDf3YUGH51EAKf+k6Ffl9/j4Vdkciz8O/N/wcw6z3+Tfj/pRWf1kVL3srVfCaocvu9ryRptByuJMPoXYLt2FxmxY+elXiY1Yl2u/N1DkcOn4UxWSYk2ykU2+kdcXHbIQeEXquoGCocHsUnhteW/of7TIQbk+Fpc2z8HfToJN6KvhJj1klSc9YuaOgTZXeDaqQyTqdmRzPBMp9EzANBdMG0FhcIfLWPtKGRnk+rp2bhG34Crcfg6lB1DcXn74jHGPoJidI3lG4Y4nciIVvbIK7mqIbRbj5vDNas47hTqBP0hgcfNcoG5oaNw+24Y3XBrzPrrij3pDQVCINwJ9SJN7NSvA5l9BnYCQ0Wo5QPSgoESjxklZDu50Uhndj5n9xBNzOGx2aOuPXKcw8CM0MUIVZBzq03k96gy/rk8JNFuAdW3hWBLzjC9aF64XWhbepBOKIe3PmddCoQhYetInfaVOoE6qrC20KAVTo6/5V6BxKpi00pmxY+dI92u6nL8Y6/2wSeCfBbFWP2ao+mLGRmpXFuXlpnG/JoKv1El6bex4AYDjA3At1mHeuHs3Khn1p0I2DUKfaiCJ1hl5bgs9QDVkRWqn8X6dCy1LojPS7yb36keS7KBEPEnKl8L9/Pj8tkuMDZ87iX3r+CvRMXWfNjHK+t9J7UH1eO1fpPZgULSqJ/1r7j2jkN/UT1bRJvwKkoXE2PTjZm53R0jqPAbZZLFXTZiP1DXjr0uKMUGlqbV67BHvOn0R9MgkgmjAWSFFpidGVSRLOR8ITZSSa4kb2S6JPoxsbslj6DxS3SyedSaMuWTekvLhLxe1niXbUlBwp85f9WRPidkxkJYcURjnvQ790zMdRoq3Ea2IFt7MhUmagRHtGC2wAbUiiTScxMJDDRTOLjKExMDuH43PTkCvHunPVwXY0PoUlld4NXJFpwvID8+Go6B91yLlQMljVCM+Ge03RFoapU3KGTaG/YphyFSlT4XXe9iK/r1RnV/C6ofX9Dq6hZcGz6D4Wx1ZR3eJjH9IW0d66SFFhufALg1r+cmj90Ne564qbubidIh2FkbLo32jox6z8nidV9HfAiIq/7Gm4stFIcbuoQqeWRMqj7RO06RjqqaTgzVv7sXTe7Nj7Vw4OhPfTMVXNveE0MpPabHCS7qcnNTletqAFd59qxrsuv3wyNzvjvdndzTaLaaa12bXzp8ebcb1t4q5ZTZh32fxK70pVmWnnYzkJgAtOFv/T+wYaZs8qsbZUydi6XUrV8gemw9NP/SUg/GUmhdcEU12DddHb+eJtKSjcNW96xMySdzdi450WevTsMU2fpoLevj60zZvYF7mMair/JsPkoMN9lHI83w/Q29uLtra22K/zDTf9OloJ8c/l4eqPsJ1kvYH2hpE+wzZ15s+uwx1NTbjs8ulxXakWfC+Ob6a12TXtE7+fntTk+KrLmrF2cSM6OpZO5mZnvM7Oi2yzmNhm5WEYBu78mwa2bUw8H+Pr7Eyjo6Oj0rsxI72nLYF/6vjbSu9G1ens7EQH2y2Wzs4BdHRcW+ndmHEakzZWL+Z7cVx8L46PbTbUqMmxiCCbzcbaaCaTGfcO1Sq2WXy12maJRCJ2D3/cOK7Vtp0Itll8tdpmjOHpi+0WX622GeN4emKbxVerbTZcDCsZZU5LJpPBn/70p7LtGBHFc/311yPpfSZ4rBjHRNMHY5io+jGOiarbcDE8anI8npFjIiqfqeitJqLyYQwTVT/GMVF1G/fIMREREREREdFMN8x3FhIRERERERHVDibHREREREREVPOYHBMREREREVHNY3JMRERERERENY/JMREREREREdU8JsdERERERERU85gcExERERERUc0bU3K8c+dOrFu3DuvWrcNTTz0FADh8+DDWr1+PD3zgA/jWt74V1D127Bg2btyINWvW4Gtf+xry+TwA4MiRI9i0aRPWr1+Pbdu2obe3twyHM33EaTPfo48+ip/85CfB887OTnz4wx/Ghg0bsGXLFpw5c2bK9r8SJqPNXnzxRbzvfe/Dhg0bsGHDhpKvqUWM4fgYw/ExhsuHMTw+jOP4GMflwziOjzEcH2N4gmQUhw4dko997GOSyWQkm83K5s2bZe/evbJy5Urp6uqSXC4nDz74oOzfv19ERNatWyd/+MMfRETkK1/5ivzwhz8UrbWsXLlSfvOb34iIyMsvvyzbtm0b7VdXrbht9tZbb8m2bdvkhhtukN27dwfbWbVqlRw7dkxERH784x/Lpz/96Yocz1SYrDbbvn277N27t1KHMS0xhuNjDMfHGC4fxvD4MI7jYxyXD+M4PsZwfIzhiRt15LitrQ1f/vKXkUgkYNs2rrzySpw+fRqLFi3CwoULYVkW1q9fj3379uHMmTNIp9O48cYbAQAbN27Evn37cO7cOaTTadx6660AgFWrVuHgwYPIZrPlzfwrJE6bAcDevXtx11134YMf/GCwjWw2i8997nO45pprAABXX301uru7K3I8U2Ey2gwA/vjHP+LFF1/E+vXr8cgjj+DChQuVOJxphTEcH2M4PsZw+TCGx4dxHB/juHwYx/ExhuNjDE/cqMnx0qVLg+A8ffo0fv7zn0Mphba2tqBOe3s7zp49i56enkh5W1sbzp49i7lz56KhoQEHDx4EALz88svI5XI4d+7cZB/PtBCnzQBg69at+MhHPhLZRiKRwIYNGwAAWmvs3LkTd9999xQdwdSbjDYD3HPuM5/5DH7605/i8ssvx/bt26fmAKYxxnB8jOH4GMPlwxgeH8ZxfIzj8mEcx8cYjo8xPHFj/kKuEydO4MEHH8Sjjz6KhQsXQikVrBMRKKWgtS5ZrpTCd77zHTzzzDO49957kUqlMGfOHNi2PblHM82Mpc1Gk81m8cgjjyCfz2Pbtm3l3N1pYaJt9t3vfhcdHR1QSmHr1q04cOBAuXe5ajCG42MMx8cYLh/G8PgwjuNjHJcP4zg+xnB8jOHxG1Ny3NnZiQceeABf+MIXcN9992H+/PmRLwDo7e1Fe3v7kPK+vj60t7cDACzLwg9+8AO89NJLuOeee6C1xpw5cyb5cKaPsbbZSPr7+7F161bk83ns2rVrxl/8JtpmqVQKzz//fPBcRGCaZjl3uWowhuNjDMfHGC4fxvD4MI7jYxyXD+M4PsZwfIzhiRk1Oe7u7sZDDz2Ep59+GuvWrQMALFu2DKdOncLrr78Ox3Hws5/9DLfffjsWLFiAZDKJzs5OAMCePXtw++23AwC++tWv4siRIwCA5557DmvXroVhzMz/JBWnzUbyxS9+EYsWLcKOHTuQSCSmYtcrZjLarKGhAd///vfx6quvAgBeeOEFrF69ekr2fzpjDMfHGI6PMVw+jOHxYRzHxzguH8ZxfIzh+BjDE2eNVuHZZ59FJpPBk08+GZR9/OMfx5NPPonPfvazyGQyWLlyJdauXQsAePrpp/HYY4/h0qVLuO6667B582YAwBNPPIGvf/3rGBwcxNVXX41vfOMbZTqkyovbZqUcPXoUr7zyCq666ircd999ANzPCHzve98r+/5XwmS0mWma2LFjB5544gmk02ksXrw4+Ar7WsYYjo8xHB9juHwYw+PDOI6PcVw+jOP4GMPxMYYnTomIVHoniIiIiIiIiCppZs7DICIiIiIiIoqByTERERERERHVPCbHREREREREVPOYHBMREREREVHNY3JMRERERERENY/JMREREREREdU8JsdERERERERU86xK7wCN32OPPYbW1lZ8/vOfBwDs2bMHv/zlL7Fp0ybs2rULuVwOdXV1+NKXvoT3vve96Ovrw+OPP463334bvb29WLBgAXbs2IHW1lbceeeduOGGG/Daa6/h4YcfxurVqyt8dEQzH2OYqPoxjomqG2OYIoSq1tGjR2XFihWSy+VEROT++++XH/3oR/KhD31I3nnnHREROX78uKxYsUL6+/vl+eefl2eeeUZERLTWsnXrVnn22WdFRGTVqlWyc+fOyhwIUY1iDBNVP8YxUXVjDFMYR46r2LXXXosrrrgC+/fvx5IlS9DT0wPHcdDT04MHHnggqKeUQldXF7Zs2YLf//73eO6553D69GmcOHECy5YtC+otX768AkdBVLsYw0TVj3FMVN0YwxTG5LjKfeITn8Du3buxePFifPSjH4XWGrfddht27NgR1Onu7kZ7ezu++c1v4siRI9i0aRNuueUW5PN5iEhQr6GhoRKHQFTTGMNE1Y9xTFTdGMPk4xdyVbk1a9bg2LFj+MUvfoFNmzbhtttuw6FDh3Dy5EkAwK9//Wvcc889SKfTOHjwILZs2YJ7770Xra2tOHz4MBzHqfARENU2xjBR9WMcE1U3xjD5OHJc5RKJBNasWYO+vj60tLSgpaUF27dvx8MPPwwRgWVZ2LVrFxobG/HQQw/hqaeewre//W3Yto2bbroJXV1dlT4EoprGGCaqfoxjourGGCafkvA8AKo6AwMD+OQnP4nHH38cN954Y6V3h4hiYgwTVT/GMVF1YwyTj9Oqq9iBAwdwxx134P3vfz8DmagKMYaJqh/jmKi6MYYpjCPHREREREREVPM4ckxEREREREQ1j8kxERERERER1Twmx0RERERERFTzmBwTERERERFRzWNyTERERERERDWPyTERERERERHVvP8HmiGxdysSu+cAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg, col='country', col_wrap=4, height=1.8,\n", " aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'leave_order', color='slateblue')\n", "g.map(plt.fill_between, 'year', 'leave_order', color='slateblue', alpha=0.5)\n", "\n", "g.map(plt.plot, 'year', 'illegally_pres', color='lightseagreen')\n", "g.map(plt.fill_between, 'year', 'illegally_pres', color='lightseagreen', alpha=0.5)\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Illegally present third country nationals (TCNs)' : 'lightseagreen',\n", " 'Illegally present TCNs given leave order': 'slateblue'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.69, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Illegally Present Third Country Nationals & Those Given Leave Orders', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array(['Switzerland'], dtype=object)" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Find countries with NaNs\n", "dfg[dfg[['illegal_returned']].isna().any(axis=1)]['country'].unique()" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Hillary\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " after removing the cwd from sys.path.\n" ] }, { "data": { "text/plain": [ "country 0\n", "year 0\n", "leave_order 0\n", "illegal_returned 0\n", "illegal_returned_thirdcountry 0\n", "dtype: int64" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create new dataframe and drop NaN rows\n", "dfg2 = dfg[['country', 'year', 'leave_order', 'illegal_returned', 'illegal_returned_thirdcountry']]\n", "\n", "dfg2.dropna(inplace=True)\n", "\n", "dfg2.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg2, col='country', col_wrap=4, height=1.8,\n", " aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'leave_order', color='slateblue')\n", "g.map(plt.fill_between, 'year', 'leave_order', color='slateblue', alpha=0.6)\n", "\n", "g.map(plt.plot, 'year', 'illegal_returned', color='crimson')\n", "g.map(plt.fill_between, 'year', 'illegal_returned', color='crimson', alpha=0.6)\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\")\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Illegally present third country nationals given leave order': 'slateblue',\n", " 'Leave order recipients that left' : 'crimson'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.69, 0.93], ncol=2).get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Illegally Present Third Country Nationals: Leave Orders and Response', size=16, weight='demi');" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 31 entries, 0 to 30\n", "Data columns (total 4 columns):\n", "country 31 non-null object\n", "leave_order 31 non-null float64\n", "illegal_returned 31 non-null float64\n", "illegal_returned_thirdcountry 31 non-null float64\n", "dtypes: float64(3), object(1)\n", "memory usage: 1.1+ KB\n" ] } ], "source": [ "dfg3 = dfg2.groupby(['country']).sum().reset_index()\n", "\n", "dfg3.info()" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Relationship between leave orders and compliance?\n", "# relationship is heteroskedastic\n", "g = sns.jointplot(data=dfg3, x='leave_order', y='illegal_returned',\n", " kind='reg', color='crimson');" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Hillary\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " \n", "C:\\Users\\Hillary\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] } ], "source": [ "# Resizing data for graph visual (no y-axis, only visual relative comparison)\n", "dfg2['illegal_returned'] = dfg2['illegal_returned']/100\n", "dfg2['illegal_returned_thirdcountry'] = dfg2['illegal_returned_thirdcountry']/100" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize FacetGrid object\n", "g = sns.FacetGrid(dfg2, col='country', col_wrap=4, height=2.8,\n", " aspect=2).set(xticks=np.arange(0,10,3))\n", "\n", "# Create immigration plot - set for immigrants\n", "g.map(plt.plot, 'year', 'illegal_returned', color='crimson')\n", "g.map(plt.fill_between, 'year', 'illegal_returned', color='crimson', alpha=0.6)\n", "\n", "g.map(plt.plot, 'year', 'illegal_returned_thirdcountry', color='darkcyan')\n", "g.map(plt.fill_between, 'year', 'illegal_returned_thirdcountry', color='darkcyan', alpha=0.6)\n", "\n", "# Facet titles\n", "for ax in g.axes:\n", " g.set_titles(\"{col_name}\", size=18)\n", " g.set_axis_labels(y_var= '')\n", "\n", "# Formatting axes\n", "g.set(yticks=[])\n", "g.despine(left=True)\n", "\n", "# Legend\n", "color_key = {'Left country that gave leave order': 'crimson',\n", " 'Left Europe altogether' : 'darkcyan'}\n", "\n", "patches = [pat.Patch(color=v, label=k) for k,v in color_key.items()]\n", "\n", "g.fig.legend(handles=patches, bbox_to_anchor =\n", " [0.67, 0.93], ncol=2, fontsize='xx-large').get_frame().set_edgecolor('1.0')\n", "\n", "# Title\n", "plt.subplots_adjust(top=0.85)\n", "g.fig.suptitle('Illegally Present Third Country Nationals That Left After Given Leave Order', size=26, weight='demi');" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }