{ "cells": [ { "cell_type": "markdown", "id": "66cdfd73", "metadata": {}, "source": [ "# Exploratory analysis of global CO2 emissions
\n", "## by Sheila Alwanga Olayo" ] }, { "cell_type": "markdown", "id": "81ccc032", "metadata": {}, "source": [ "
\n", "## Table of contents\n", "\n", "1. [Introduction](#1)\n", " 1. [Data description](#2)\n", " 2. [Questions for analysis](#3)\n", "2. [Wrangling](#4)\n", "3. [Analysis](#5)\n", " 1. [A look at global emissions](#6)\n", " 2. [A look at the top three polluting sectors by country](#7)\n", " 1.[Coal](#8)\n", " 2.[Oil](#9)\n", " 3 [Gas](#10)\n", " 3. [A look at total emissions by country](#11)\n", "4. [Conclusions and recommendations](#12)" ] }, { "cell_type": "markdown", "id": "e07f6abe", "metadata": {}, "source": [ " \n", "## Introduction" ] }, { "cell_type": "markdown", "id": "d8b322ef", "metadata": {}, "source": [ " \n", "### Data description
\n", ">This dataset used provides an in-depth look into the global CO2 emissions at the country-level, over 271 years, allowing for a better understanding of how much each country contributes to the global cumulative human impact on climate. It contains information on total emissions as well as from coal, oil, gas, cement production, flaring, and other sources. The data also provides a breakdown of per capita CO2 emissions per country - showing which countries are leading in pollution levels and identifying potential areas where reduction efforts should be concentrated." ] }, { "cell_type": "markdown", "id": "ae324261", "metadata": {}, "source": [ " \n", "### Questions for analysis" ] }, { "cell_type": "markdown", "id": "8f6e21e6", "metadata": {}, "source": [ ". What is the general trend in global C02 emissions?
\n", ". Which countries globally account for the highest C02 emissions?
\n", ". What is the trend in emissions of these high polluting countries?
\n", ". How do the various sectors contibute to CO2 emissions?
\n", ". What is the trend in emissions for the various sectors?
\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "23547d27", "metadata": {}, "outputs": [], "source": [ "#importing necessary packages\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "efabaaf7", "metadata": {}, "source": [ " \n", "## Wrangling" ] }, { "cell_type": "code", "execution_count": 2, "id": "440bb629", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CountryISO 3166-1 alpha-3YearTotalCoalOilGasCementFlaringOtherPer Capita
0AfghanistanAFG17500.0NaNNaNNaNNaNNaNNaNNaN
1AfghanistanAFG17510.0NaNNaNNaNNaNNaNNaNNaN
2AfghanistanAFG17520.0NaNNaNNaNNaNNaNNaNNaN
3AfghanistanAFG17530.0NaNNaNNaNNaNNaNNaNNaN
4AfghanistanAFG17540.0NaNNaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " Country ISO 3166-1 alpha-3 Year Total Coal Oil Gas Cement \\\n", "0 Afghanistan AFG 1750 0.0 NaN NaN NaN NaN \n", "1 Afghanistan AFG 1751 0.0 NaN NaN NaN NaN \n", "2 Afghanistan AFG 1752 0.0 NaN NaN NaN NaN \n", "3 Afghanistan AFG 1753 0.0 NaN NaN NaN NaN \n", "4 Afghanistan AFG 1754 0.0 NaN NaN NaN NaN \n", "\n", " Flaring Other Per Capita \n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "3 NaN NaN NaN \n", "4 NaN NaN NaN " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#reading file into data frame\n", "emissions = pd.read_csv('GCB2022v27_MtCO2_flat.csv')\n", "emissions.head()" ] }, { "cell_type": "code", "execution_count": 3, "id": "3b18c32c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CountryISO 3166-1 alpha-3YearTotalCoalOilGasCementFlaringOtherPer Capita
63099GlobalWLD201736096.73927614506.97380512242.6279357144.9281281507.923185391.992176302.2940474.749682
63100GlobalWLD201836826.50660014746.83068812266.0162857529.8467841569.218392412.115746302.4787064.792753
63101GlobalWLD201937082.55896914725.97802512345.6533747647.5282201617.506786439.253991306.6385734.775633
63102GlobalWLD202035264.08573414174.56401011191.8085517556.2902831637.537532407.583673296.3016854.497423
63103GlobalWLD202137123.85035214979.59808311837.1591167921.8294721672.592372416.525563296.1457464.693699
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" ], "text/plain": [ " Country ISO 3166-1 alpha-3 Year Total Coal \\\n", "63099 Global WLD 2017 36096.739276 14506.973805 \n", "63100 Global WLD 2018 36826.506600 14746.830688 \n", "63101 Global WLD 2019 37082.558969 14725.978025 \n", "63102 Global WLD 2020 35264.085734 14174.564010 \n", "63103 Global WLD 2021 37123.850352 14979.598083 \n", "\n", " Oil Gas Cement Flaring Other \\\n", "63099 12242.627935 7144.928128 1507.923185 391.992176 302.294047 \n", "63100 12266.016285 7529.846784 1569.218392 412.115746 302.478706 \n", "63101 12345.653374 7647.528220 1617.506786 439.253991 306.638573 \n", "63102 11191.808551 7556.290283 1637.537532 407.583673 296.301685 \n", "63103 11837.159116 7921.829472 1672.592372 416.525563 296.145746 \n", "\n", " Per Capita \n", "63099 4.749682 \n", "63100 4.792753 \n", "63101 4.775633 \n", "63102 4.497423 \n", "63103 4.693699 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "emissions.tail()" ] }, { "cell_type": "code", "execution_count": 4, "id": "b583b18d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CountryISO 3166-1 alpha-3YearTotalCoalOilGasCementFlaringOtherPer Capita
27477JapanJPN17550.000000NaNNaNNaNNaNNaNNaNNaN
1512AnguillaAIA19020.000000NaNNaNNaNNaNNaNNaNNaN
38342NamibiaNAM20123.3550550.2751022.8573930.0000000.2225600.000000NaN1.547913
22336GrenadaGRD17820.000000NaNNaNNaNNaNNaNNaNNaN
51911SomaliaSOM19810.2748000.0000000.2748000.0000000.0000000.000000NaN0.046302
11712CongoCOG17660.000000NaNNaNNaNNaNNaNNaNNaN
54333SwazilandSWZ19550.0036640.0036640.0000000.0000000.0000000.000000NaN0.011932
36575MongoliaMNG18770.000000NaNNaNNaNNaNNaNNaNNaN
35043Marshall IslandsMHL19770.000000NaNNaNNaNNaNNaNNaN0.000000
32611LuxembourgLUX199312.3547645.7357214.9606471.1605590.4323460.0000290.06546331.144083
14057Czech RepublicCZE193530.91922330.5649190.0420250.0000000.3122790.000000NaNNaN
42710Papua New GuineaPNG17560.000000NaNNaNNaN0.000000NaNNaNNaN
43278PeruPER17800.000000NaNNaNNaNNaNNaNNaNNaN
14943DenmarkDNK200551.53463814.60161323.88569910.6900071.3633770.5477370.4462059.479704
39659New ZealandNZL196914.2570495.0709768.7899360.0000000.3961370.000000NaN5.116744
27873JordanJOR18790.000000NaNNaNNaNNaNNaNNaNNaN
9434CanadaCAN193686.16310868.84289615.4437601.4875840.3888680.000000NaNNaN
49810SerbiaSRB17840.000000NaNNaNNaNNaNNaNNaNNaN
30394LatviaLVA19525.2523632.0555063.0926340.0767730.0274500.000000NaN2.670008
49070Sao Tome and PrincipeSTP18600.000000NaNNaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " Country ISO 3166-1 alpha-3 Year Total Coal \\\n", "27477 Japan JPN 1755 0.000000 NaN \n", "1512 Anguilla AIA 1902 0.000000 NaN \n", "38342 Namibia NAM 2012 3.355055 0.275102 \n", "22336 Grenada GRD 1782 0.000000 NaN \n", "51911 Somalia SOM 1981 0.274800 0.000000 \n", "11712 Congo COG 1766 0.000000 NaN \n", "54333 Swaziland SWZ 1955 0.003664 0.003664 \n", "36575 Mongolia MNG 1877 0.000000 NaN \n", "35043 Marshall Islands MHL 1977 0.000000 NaN \n", "32611 Luxembourg LUX 1993 12.354764 5.735721 \n", "14057 Czech Republic CZE 1935 30.919223 30.564919 \n", "42710 Papua New Guinea PNG 1756 0.000000 NaN \n", "43278 Peru PER 1780 0.000000 NaN \n", "14943 Denmark DNK 2005 51.534638 14.601613 \n", "39659 New Zealand NZL 1969 14.257049 5.070976 \n", "27873 Jordan JOR 1879 0.000000 NaN \n", "9434 Canada CAN 1936 86.163108 68.842896 \n", "49810 Serbia SRB 1784 0.000000 NaN \n", "30394 Latvia LVA 1952 5.252363 2.055506 \n", "49070 Sao Tome and Principe STP 1860 0.000000 NaN \n", "\n", " Oil Gas Cement Flaring Other Per Capita \n", "27477 NaN NaN NaN NaN NaN NaN \n", "1512 NaN NaN NaN NaN NaN NaN \n", "38342 2.857393 0.000000 0.222560 0.000000 NaN 1.547913 \n", "22336 NaN NaN NaN NaN NaN NaN \n", "51911 0.274800 0.000000 0.000000 0.000000 NaN 0.046302 \n", "11712 NaN NaN NaN NaN NaN NaN \n", "54333 0.000000 0.000000 0.000000 0.000000 NaN 0.011932 \n", "36575 NaN NaN NaN NaN NaN NaN \n", "35043 NaN NaN NaN NaN NaN 0.000000 \n", "32611 4.960647 1.160559 0.432346 0.000029 0.065463 31.144083 \n", "14057 0.042025 0.000000 0.312279 0.000000 NaN NaN \n", "42710 NaN NaN 0.000000 NaN NaN NaN \n", "43278 NaN NaN NaN NaN NaN NaN \n", "14943 23.885699 10.690007 1.363377 0.547737 0.446205 9.479704 \n", "39659 8.789936 0.000000 0.396137 0.000000 NaN 5.116744 \n", "27873 NaN NaN NaN NaN NaN NaN \n", "9434 15.443760 1.487584 0.388868 0.000000 NaN NaN \n", "49810 NaN NaN NaN NaN NaN NaN \n", "30394 3.092634 0.076773 0.027450 0.000000 NaN 2.670008 \n", "49070 NaN NaN NaN NaN NaN NaN " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "emissions.sample(20)" ] }, { "cell_type": "code", "execution_count": 5, "id": "c1a15766", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(63104, 11)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking number of rows and columns in the data frame\n", "emissions.shape" ] }, { "cell_type": "code", "execution_count": 6, "id": "16fdcdf0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 63104 entries, 0 to 63103\n", "Data columns (total 11 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Country 63104 non-null object \n", " 1 ISO 3166-1 alpha-3 61472 non-null object \n", " 2 Year 63104 non-null int64 \n", " 3 Total 62904 non-null float64\n", " 4 Coal 21744 non-null float64\n", " 5 Oil 21717 non-null float64\n", " 6 Gas 21618 non-null float64\n", " 7 Cement 20814 non-null float64\n", " 8 Flaring 21550 non-null float64\n", " 9 Other 1620 non-null float64\n", " 10 Per Capita 18974 non-null float64\n", "dtypes: float64(8), int64(1), object(2)\n", "memory usage: 5.3+ MB\n" ] } ], "source": [ "#checking for column data types and number of null values\n", "emissions.info()" ] }, { "cell_type": "code", "execution_count": 7, "id": "528e94b2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking for duplicate rows\n", "sum(emissions.duplicated())" ] }, { "cell_type": "code", "execution_count": 8, "id": "01966e80", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Afghanistan', 'Albania', 'Algeria', 'Andorra', 'Angola',\n", " 'Anguilla', 'Antarctica', 'Antigua and Barbuda', 'Argentina',\n", " 'Armenia', 'Aruba', 'Australia', 'Austria', 'Azerbaijan',\n", " 'Bahamas', 'Bahrain', 'Bangladesh', 'Barbados', 'Belarus',\n", " 'Belgium', 'Belize', 'Benin', 'Bermuda', 'Bhutan',\n", " 'Bonaire, Saint Eustatius and Saba', 'Bosnia and Herzegovina',\n", " 'Botswana', 'Brazil', 'British Virgin Islands',\n", " 'Brunei Darussalam', 'Bulgaria', 'Burkina Faso', 'Burundi',\n", " 'Cambodia', 'Canada', 'Cape Verde', 'Central African Republic',\n", " 'Chad', 'Chile', 'China', 'Christmas Island', 'Colombia',\n", " 'Comoros', 'Congo', 'Cook Islands', 'Costa Rica', \"Côte d'Ivoire\",\n", " 'Croatia', 'Cuba', 'Curaçao', 'Cyprus', 'Czech Republic',\n", " 'North Korea', 'Democratic Republic of the Congo', 'Denmark',\n", " 'Djibouti', 'Dominica', 'Dominican Republic', 'Ecuador', 'Egypt',\n", " 'El Salvador', 'Equatorial Guinea', 'Eritrea', 'Estonia',\n", " 'Ethiopia', 'Faeroe Islands', 'Micronesia (Federated States of)',\n", " 'Fiji', 'Finland', 'Panama Canal Zone', 'France',\n", " 'French Equatorial Africa', 'French Guiana', 'French Polynesia',\n", " 'French West Africa', 'Gabon', 'Gambia', 'Georgia', 'Germany',\n", " 'Ghana', 'Greece', 'Greenland', 'Grenada', 'Guadeloupe',\n", " 'Guatemala', 'Guinea', 'Guinea-Bissau', 'Guyana', 'Haiti',\n", " 'Honduras', 'Hong Kong', 'Hungary', 'Iceland', 'India',\n", " 'Indonesia', 'Iraq', 'Ireland', 'Iran', 'Israel', 'Italy',\n", " 'Jamaica', 'Japan', 'Jordan', 'Kazakhstan', 'Kenya', 'Kiribati',\n", " 'Kosovo', 'Kuwait', 'Kuwaiti Oil Fires', 'Kyrgyzstan', 'Laos',\n", " 'Latvia', 'Lebanon', 'Leeward Islands', 'Lesotho', 'Liberia',\n", " 'Libya', 'Liechtenstein', 'Lithuania', 'Luxembourg', 'Macao',\n", " 'North Macedonia', 'Madagascar', 'Malawi', 'Malaysia', 'Maldives',\n", " 'Mali', 'Malta', 'Marshall Islands', 'Martinique', 'Mauritania',\n", " 'Mauritius', 'Mayotte', 'Mexico', 'Mongolia', 'Montenegro',\n", " 'Montserrat', 'Morocco', 'Mozambique', 'Myanmar', 'Namibia',\n", " 'Nauru', 'Nepal', 'Netherlands', 'New Caledonia', 'New Zealand',\n", " 'Nicaragua', 'Niger', 'Nigeria', 'Niue', 'Norway',\n", " 'Occupied Palestinian Territory', 'Oman',\n", " 'Pacific Islands (Palau)', 'Pakistan', 'Palau', 'Panama',\n", " 'Papua New Guinea', 'Paraguay', 'Peru', 'Philippines', 'Bolivia',\n", " 'Poland', 'Portugal', 'Puerto Rico', 'Qatar', 'Cameroon',\n", " 'South Korea', 'Moldova', 'South Sudan', 'Sudan', 'Réunion',\n", " 'Romania', 'Russia', 'Rwanda', 'Ryukyu Islands', 'Saint Helena',\n", " 'Saint Lucia', 'Sint Maarten (Dutch part)', 'Samoa',\n", " 'Sao Tome and Principe', 'Saudi Arabia', 'Senegal', 'Serbia',\n", " 'Seychelles', 'Sierra Leone', 'Singapore', 'Slovakia', 'Slovenia',\n", " 'Solomon Islands', 'Somalia', 'South Africa', 'Spain', 'Sri Lanka',\n", " 'Saint Kitts and Nevis', 'St. Kitts-Nevis-Anguilla',\n", " 'Saint Pierre and Miquelon', 'Saint Vincent and the Grenadines',\n", " 'Suriname', 'Swaziland', 'Sweden', 'Switzerland', 'Syria',\n", " 'Taiwan', 'Tajikistan', 'Thailand', 'Timor-Leste', 'Togo', 'Tonga',\n", " 'Trinidad and Tobago', 'Tunisia', 'Turkey', 'Turkmenistan',\n", " 'Turks and Caicos Islands', 'Tuvalu', 'Uganda', 'Ukraine',\n", " 'United Arab Emirates', 'United Kingdom', 'Tanzania', 'USA',\n", " 'Uruguay', 'Uzbekistan', 'Vanuatu', 'Venezuela', 'Viet Nam',\n", " 'Wallis and Futuna Islands', 'Yemen', 'Zambia', 'Zimbabwe',\n", " 'International Transport', 'Global'], dtype=object)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#listing the countries included in the data\n", "emissions.Country.unique()" ] }, { "cell_type": "markdown", "id": "ad81a8c4", "metadata": {}, "source": [ "It is worth noting that 'International Transport' and 'Global' are listed as part of the 'Country' column values." ] }, { "cell_type": "code", "execution_count": 9, "id": "7485603c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1750, 1751, 1752, 1753, 1754, 1755, 1756, 1757, 1758, 1759, 1760,\n", " 1761, 1762, 1763, 1764, 1765, 1766, 1767, 1768, 1769, 1770, 1771,\n", " 1772, 1773, 1774, 1775, 1776, 1777, 1778, 1779, 1780, 1781, 1782,\n", " 1783, 1784, 1785, 1786, 1787, 1788, 1789, 1790, 1791, 1792, 1793,\n", " 1794, 1795, 1796, 1797, 1798, 1799, 1800, 1801, 1802, 1803, 1804,\n", " 1805, 1806, 1807, 1808, 1809, 1810, 1811, 1812, 1813, 1814, 1815,\n", " 1816, 1817, 1818, 1819, 1820, 1821, 1822, 1823, 1824, 1825, 1826,\n", " 1827, 1828, 1829, 1830, 1831, 1832, 1833, 1834, 1835, 1836, 1837,\n", " 1838, 1839, 1840, 1841, 1842, 1843, 1844, 1845, 1846, 1847, 1848,\n", " 1849, 1850, 1851, 1852, 1853, 1854, 1855, 1856, 1857, 1858, 1859,\n", " 1860, 1861, 1862, 1863, 1864, 1865, 1866, 1867, 1868, 1869, 1870,\n", " 1871, 1872, 1873, 1874, 1875, 1876, 1877, 1878, 1879, 1880, 1881,\n", " 1882, 1883, 1884, 1885, 1886, 1887, 1888, 1889, 1890, 1891, 1892,\n", " 1893, 1894, 1895, 1896, 1897, 1898, 1899, 1900, 1901, 1902, 1903,\n", " 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911, 1912, 1913, 1914,\n", " 1915, 1916, 1917, 1918, 1919, 1920, 1921, 1922, 1923, 1924, 1925,\n", " 1926, 1927, 1928, 1929, 1930, 1931, 1932, 1933, 1934, 1935, 1936,\n", " 1937, 1938, 1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946, 1947,\n", " 1948, 1949, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958,\n", " 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969,\n", " 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980,\n", " 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991,\n", " 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002,\n", " 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013,\n", " 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021], dtype=int64)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#listing the years included in the data\n", "emissions.Year.unique()" ] }, { "cell_type": "code", "execution_count": 10, "id": "213a4b6f", "metadata": {}, "outputs": [], "source": [ "#renaming the columns to remove white space and convert all characters to lower case\n", "emissions.rename(columns = lambda x: x.strip().lower(),inplace = True)" ] }, { "cell_type": "code", "execution_count": 11, "id": "4e3869fe", "metadata": {}, "outputs": [], "source": [ "#renaming 'iso 3166-1 alpha-3' and 'per capita' columns\n", "emissions.rename(columns = {'iso 3166-1 alpha-3':'country_code', 'per capita':'per_capita'},inplace=True)" ] }, { "cell_type": "code", "execution_count": 12, "id": "de2d0caa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['country', 'country_code', 'year', 'total', 'coal', 'oil', 'gas',\n", " 'cement', 'flaring', 'other', 'per_capita'],\n", " dtype='object')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "emissions.columns" ] }, { "cell_type": "markdown", "id": "94ef40e5", "metadata": {}, "source": [ " \n", "## Analysis" ] }, { "cell_type": "markdown", "id": "d33a06df", "metadata": {}, "source": [ " \n", "### A look at global emissions" ] }, { "cell_type": "code", "execution_count": 13, "id": "d1ee7337", "metadata": {}, "outputs": [], "source": [ "#creating a new data frame that only consists global emission records\n", "global_emissions = emissions.query('country ==\"Global\"')" ] }, { "cell_type": "code", "execution_count": 14, "id": "96b90aa2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countrycountry_codeyeartotalcoaloilgascementflaringotherper_capita
62832GlobalWLD17509.3505289.350528NaNNaNNaNNaNNaN0.011492
62833GlobalWLD17519.3505289.350528NaNNaNNaNNaNNaN0.011438
62834GlobalWLD17529.3541929.354192NaNNaNNaNNaNNaN0.011390
62835GlobalWLD17539.3541929.354192NaNNaNNaNNaNNaN0.011339
62836GlobalWLD17549.3578569.357856NaNNaNNaNNaNNaN0.011294
....................................
63099GlobalWLD201736096.73927614506.97380512242.6279357144.9281281507.923185391.992176302.2940474.749682
63100GlobalWLD201836826.50660014746.83068812266.0162857529.8467841569.218392412.115746302.4787064.792753
63101GlobalWLD201937082.55896914725.97802512345.6533747647.5282201617.506786439.253991306.6385734.775633
63102GlobalWLD202035264.08573414174.56401011191.8085517556.2902831637.537532407.583673296.3016854.497423
63103GlobalWLD202137123.85035214979.59808311837.1591167921.8294721672.592372416.525563296.1457464.693699
\n", "

272 rows × 11 columns

\n", "
" ], "text/plain": [ " country country_code year total coal oil \\\n", "62832 Global WLD 1750 9.350528 9.350528 NaN \n", "62833 Global WLD 1751 9.350528 9.350528 NaN \n", "62834 Global WLD 1752 9.354192 9.354192 NaN \n", "62835 Global WLD 1753 9.354192 9.354192 NaN \n", "62836 Global WLD 1754 9.357856 9.357856 NaN \n", "... ... ... ... ... ... ... \n", "63099 Global WLD 2017 36096.739276 14506.973805 12242.627935 \n", "63100 Global WLD 2018 36826.506600 14746.830688 12266.016285 \n", "63101 Global WLD 2019 37082.558969 14725.978025 12345.653374 \n", "63102 Global WLD 2020 35264.085734 14174.564010 11191.808551 \n", "63103 Global WLD 2021 37123.850352 14979.598083 11837.159116 \n", "\n", " gas cement flaring other per_capita \n", "62832 NaN NaN NaN NaN 0.011492 \n", "62833 NaN NaN NaN NaN 0.011438 \n", "62834 NaN NaN NaN NaN 0.011390 \n", "62835 NaN NaN NaN NaN 0.011339 \n", "62836 NaN NaN NaN NaN 0.011294 \n", "... ... ... ... ... ... \n", "63099 7144.928128 1507.923185 391.992176 302.294047 4.749682 \n", "63100 7529.846784 1569.218392 412.115746 302.478706 4.792753 \n", "63101 7647.528220 1617.506786 439.253991 306.638573 4.775633 \n", "63102 7556.290283 1637.537532 407.583673 296.301685 4.497423 \n", "63103 7921.829472 1672.592372 416.525563 296.145746 4.693699 \n", "\n", "[272 rows x 11 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "global_emissions" ] }, { "cell_type": "code", "execution_count": 15, "id": "f5e12d89", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yeartotalcoaloilgascementflaringotherper_capita
count272.000000272.000000272.000000167.000000140.000000142.00000072.00000032.000000272.000000
mean1885.5000006385.7721672956.5810793625.6092011814.698722317.372713256.309522251.7825691.494845
std78.66384210124.9171643944.6315844430.7040842326.854738453.690038114.01764635.3267361.671295
min1750.0000009.3505289.3505280.0366400.1648800.00017273.624416213.0780230.011249
25%1817.75000049.59040849.59040854.05107536.1373950.148120159.925039220.0896990.046184
50%1885.5000001017.573406991.485678821.515974431.63569071.409084250.638025242.6854080.669270
75%1953.2500006683.3145704047.7887518443.3345783167.370656435.955032371.228432294.6272952.518943
max2021.00000037123.85035215051.51277012345.6533747921.8294721672.592372439.253991306.6385734.887984
\n", "
" ], "text/plain": [ " year total coal oil gas \\\n", "count 272.000000 272.000000 272.000000 167.000000 140.000000 \n", "mean 1885.500000 6385.772167 2956.581079 3625.609201 1814.698722 \n", "std 78.663842 10124.917164 3944.631584 4430.704084 2326.854738 \n", "min 1750.000000 9.350528 9.350528 0.036640 0.164880 \n", "25% 1817.750000 49.590408 49.590408 54.051075 36.137395 \n", "50% 1885.500000 1017.573406 991.485678 821.515974 431.635690 \n", "75% 1953.250000 6683.314570 4047.788751 8443.334578 3167.370656 \n", "max 2021.000000 37123.850352 15051.512770 12345.653374 7921.829472 \n", "\n", " cement flaring other per_capita \n", "count 142.000000 72.000000 32.000000 272.000000 \n", "mean 317.372713 256.309522 251.782569 1.494845 \n", "std 453.690038 114.017646 35.326736 1.671295 \n", "min 0.000172 73.624416 213.078023 0.011249 \n", "25% 0.148120 159.925039 220.089699 0.046184 \n", "50% 71.409084 250.638025 242.685408 0.669270 \n", "75% 435.955032 371.228432 294.627295 2.518943 \n", "max 1672.592372 439.253991 306.638573 4.887984 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#summary statistics for global emissions\n", "global_emissions.describe()" ] }, { "cell_type": "markdown", "id": "98204917", "metadata": {}, "source": [ ">From the summary statistics, the highest ever recorded volume of global CO2 emissions was in **2021** at **37,123.850 Mt** aprroximately **4000 times** more than the lowest which was in **1750**, presumably before the boom of the industrial age, at **9.35 Mt**. Between 1750 and 2021, the **global average** CO2 emissions were **6,385.772 Mt**." ] }, { "cell_type": "code", "execution_count": 16, "id": "9be82839", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "global_emissions.hist(figsize = (10,10));" ] }, { "cell_type": "markdown", "id": "08678f94", "metadata": {}, "source": [ "Majority of the distributions appear to be right skewed, with the exception of **flaring** and **other**." ] }, { "cell_type": "code", "execution_count": 17, "id": "9b48058e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting the distribution of global Co2 emissions\n", "plt.figure(figsize=[14,6])\n", "bins=np.arange(0,global_emissions['total'].max()+2000, 2000)\n", "plt.hist(data=global_emissions, x='total',bins=bins, edgecolor='black')\n", "plt.title('Distribution of global CO2 emissions'.title(), fontsize=14,weight='bold')\n", "plt.xlabel('Emissions in Mt',fontsize=10, weight='bold')\n", "plt.ylabel('Count',fontsize=10, weight='bold')\n", "plt.plot();" ] }, { "cell_type": "markdown", "id": "d07cb534", "metadata": {}, "source": [ ">Plotting a histogram of global emissions shows a right skewed distribution with majority of emissions lying in the 0-2000 Mt range.There is a steep drop then gradual tapering off of the graph from there on out with slight peaks in the middle and towards the end." ] }, { "cell_type": "code", "execution_count": 18, "id": "dacfe83a", "metadata": {}, "outputs": [ { "data": { "image/png": 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edFnfzJkzL7jP7voM/vXXX2blypXmnXfeMdOnTzevvfaaufXWW632DRo0cGnPFUQAyjsecw8A5ZQx5qLaN2vWTMHBwZL+/hf3Ro0aacCAAfrHP/6hjz76SCdOnFC9evUuqaZWrVrle9VMUXl5eblcpVS/fn116tTJer9p06ZLqu9SrV+/3uX9kCFDrJ+rVaumW2+9tcC2OTw8PHTfffdZ75s0aeIyP+eKnsKc3/cOh+OCy5Sk0tr+X3/9pV9++cV6P3DgQPn4+Fjvhw0b5tK+oGM8aNAgeXt7W+9z95Mkbd68WZKUnZ2tCRMmqGbNmrr55pv10EMP6YknntD48eO1du1aq33OFWPFdbGf1RwldTwk6cUXX3S5CurNN99U9+7di1VXcXh6euqOO+6w3tevX9/l55wrQKpUqeIy0HVRPg8X+92W+yrE4cOHq1u3bho5cqSmT5+uH3/8UaGhofLz87vgdnMf75o1a1pX+0hSgwYNXL67Cuqb2rVrq3fv3tb73N8Huff92muvtT5n77zzjtq2bauhQ4fqpZde0jfffCNPT0+FhoZesOZLFRQUpAcffDDP9JI4FvXq1dO1114r6e/vlNx9du2111pPkAsMDFTNmjWtecX5ziyqS/kMTp8+XaGhoerRo4cefPBBjRs3TuPHj7eukJOkQ4cOFasuAHAXbjEDgHIq960iPj4+1h9IBfHx8dHHH3+se++9VwkJCdq3b5/L48m9vb31yiuvaOzYscWu6fLLLy/2spIUHBwsDw8Pl2m5/+gp6A+B83/5z8jIuKQ6CpJ7+5dddlmePyJz13rmzBllZma6BBU5bXL/geF0Ol3mZ2dnX7CO82+N2L9/v1q2bJlv2wMHDlg/16pV64LrLoo6deq4vI+Li1OrVq2s95MmTVJKSoqWLFlyUaFezu0pOXL/ESgpzx/ABZ0PRV1u5syZBT6NK7dLPZ/OP16//fZbkZYrieNx9uxZjRw5Uv/+978l/f2H98yZM/Xoo48WqYaCXOwf3DVr1pSXl5f1Pvd5X7t2bZe2np7/9+tnUT4PF/vdNmbMGP36669avHixMjIy9N1337nchhYVFaWYmBiFhYUVut3cx/v8vpGK9t11fiif+7jkPsbt27fX9OnT9eyzz+r06dPasmWLy61wISEhWrp0qbp27VpozfmJj493CewK07Bhwzzf0VLJHIvzz4OSPEfK+jP4+eef64knnrjg+kvr/1UAUFq4gggAyqFNmza5/Ktmly5dCh1/KMf111+v+Ph4/fzzz5o3b54mTpxo/Wt6ZmamnnzySf3+++/Frqso/+pemOPHj1tjg+Q4evSo9XO1atWsn3Pvb+5HrUt/j5NRGnKP03H69Glr7KAcuWv18/PLEw5JcvkjWSre1Tfnj8P0ySef5NsuJibG5Q+c4o7fdL7zrzxZsGCBy/sHHnhATz75pJo3b35R683dv5KUlJTk8j738ZWU77gpRVkuZztLliyxpkVFRenXX39VZmamjDEaP378xZReqPDwcJcrQ5YvX64jR45ccLlLPR6nTp1S7969rXDI19dXS5cuveRwqDjOP+9zy/3HfnFdzHebp6en3nvvPR05ckSff/65Xn31VY0YMcI6fjt27NBTTz11wW3mPt7n943k2j8FnasX830wZswYHT16VN9++61mzpyp0aNHq3HjxpKk5ORkDR8+/II1X6qCvuNL41jkdqnnSFl/BnN/t4SHh2vDhg1KT0+XMUZvvfXWxZYPAOUGAREAlDNxcXF5Bm0dN27cBZdLT09XbGysqlSponbt2un+++/XK6+8ojVr1igwMFDS3/8SmzPwteT6C/v5YUhpyMrKcvnFev/+/Vq3bp31vl27dtbPuX9x37p1qzIzMyX9fYvJf//73wK3cSn71LFjR5f3ixYtsn4+efKky60D57ctSZ07d1bTpk2t9x9++GGeQWpTU1M1ceJEl2kjR44ske3369fP5cqHWbNmuRyL4vL393e5EumTTz5Renq69X7hwoUu7Qs6xkuWLHEZGP382nLOo+PHj1vTunXrphYtWsjLy0tpaWn64osvir8j+Xjsscesn9PT0zVw4ED9+eefedolJydbf0BeyvE4dOiQOnXqpBUrVkj6+8qHVatW6fbbby+ZHSpHLva7LS4uTmfOnFGNGjV06623asKECXr33Xf17LPPWuvMuQ2xMLmPd1JSknWspb8Hn8793XWp3weHDx/W0aNH5efnp+uvv16jR4/WzJkzXb4vDxw44HJOl6WyPBbFVZafwdz90LZtW1199dVyOp3Kzs7W0qVLS2aHAMANuMUMANzsm2++UXJyslJTU7V161Z98803Onv2rDX/kUcecRnvoSAnT57UFVdcoebNm6t9+/YKDw+Xr6+v1q1bp5SUFKtd7uAl92X9X331lZ566imFhIQoJCSk1P61esSIEfr++++tp5jl/kM/9xOS2rVrp2XLlkmS9u7dq6uuukpNmzbV8uXLrbAoP7n36dixY7r33nt1xRVXyOFwaNSoUfL19S1w2T59+qhx48bWFUqjRo3STz/9pLCwMH388ccuf2xcyq16F1KlShX961//Uo8ePZSVlaWzZ8/q+uuv14ABA9SiRQslJyfr448/dhnfYtSoURd80k9ROZ1OLViwQL169VJmZqbOnTunoUOH6p///Keuv/56Va9eXceOHdO333570eseO3asdW7t27dPHTp00K233qr4+Hh98MEHVrv27dtb45Wcb+fOnbrmmmvUu3dv7dixw3qKmfR3EJQzxk2TJk2svpw3b54cDoeqVq2qpUuXujzxqCQ8+OCD+uKLL7R8+XJJ0g8//KBGjRqpf//+atiwoc6cOaNffvlFK1asUNOmTTVq1KhiH4+TJ0/q6quvdhk7acCAAVq3bp3LH+o5dVWtWvWi9ye/p5hJf1/Jc+WVV170+i7FxX63vfnmm3r//ffVvXt3RUZGKjQ0VH/++afee++9PG0LM2zYML344ovW575///4uT+7K+e7y9PTU6NGjL2kf165dq8GDB6tTp05q1qyZwsPDde7cOZdz29vbu9Dvr9JUlseiuMryM9ikSRPraZlfffWVHnjgAdWuXVtfffWV28fSA4BL4q7RsQHArs5/Uk9BL09PT/Piiy+ac+fOFbp8zpN+jhw5csF1tm/f3mRlZVnr+s9//pNvu+bNm1ttivKks6I+xSwkJMQ0b948322OHj3aZZ1Hjhwx1atXz9PO6XS6PIHq/CcrHTlyxPj5+eW7jWPHjuWp6fzlt2/fbsLDwws9jpMnT3ZZprD1FdRfRfH111+7PDmtoNfjjz/u0q85LvWJOatWrTK1a9cu0vl6+eWXuyybe975TwJ77LHHCl1XgwYN8hyn3PPPf7Jezis4ONjExcVZy3z//ffG09MzT7vLLrvM9O/fv8A+K6z2wpw+fdoMHz78gseqVatWl3Q8zv+8FfYq6vlWlKeYSTJvvvmmtUxh531BTwYzpuDvlJL6bhs5cmShbatUqWKWLVtWpFpXrVplAgMDC1yXp6eneffdd4u87/Pnz3dZPseHH354wX3M/cS3wpz/FLMLnQOF1Vuax6Kw/7cU97urrD6De/bsMQEBAfkeg8GDB+fbx5eyXwBQVrjFDADKAQ8PDwUEBCgyMlLdu3fX5MmTtX//fj3zzDNFGntI+ntshNmzZ+uuu+7SFVdcoaCgIHl4eKhq1apq166dXnzxRX377bcuYz307dtXs2fPVrNmzQodH6Kk+Pv7a926dRo9erRq164tb29vNW3aVLNmzdI///lPl7ZhYWH67rvvdMMNN8jPz08BAQG6+eabtWHDBnXr1q3AbYSFhem///2vrr32Wvn7+190jTlj1Tz77LNq3bq1/P395eXlpdq1a2vgwIFau3atnnvuuYteb3HcdNNN+v333zVt2jR16dJFNWrUkKenpwICAtS8eXM9/PDD2rZtm2bMmFEi47ycr1u3btqzZ4/+9a9/qU+fPqpTp458fHzk5eWlGjVq6JprrtFjjz2mr776Sjt37izyev/5z3/qm2++Ub9+/VSrVi15enrqsssuU7t27fTSSy9p69athQ6qO3z4cH311Vfq2LGj/Pz8FBgYqNtvv10bN250GUi9U6dOWr58uTp27Cin06nAwEDdfPPNWr9+vVq0aHEphyZf/v7+mj9/vjZv3qxRo0apZcuWCgwMlJeXl+rUqaNrr71WL774oj799NMSPR6V3cV+t913332aOHGiOnfurIiICPn4+Mjb21sREREaOHCg1qxZo379+hVp2926ddP27ds1ZswYNWvWTL6+vnI6napfv76GDx+uTZs2acSIEZe8j506ddLLL7+s3r17q2HDhgoICJCnp6dq1Kih7t27a8GCBQVe1VVWyupYXIqy+gw2atRIa9euVc+ePeXn56fLLrtMXbp00bfffqsePXqU8V4DQMlxGFPM50ICAAAAAACgUuAKIgAAAAAAAJsjIAIAAAAAALA5AiIAAAAAAACbIyACAAAAAACwOQIiAAAAAAAAmyMgAgAAAAAAsDlPdxdQHmRnZ+vw4cMKCAiQw+FwdzkAAAAAAAAlwhijU6dOKTw8XFWqFHydEAGRpMOHDysiIsLdZQAAAAAAAJSKgwcPqk6dOgXOJyCSFBAQIOnvg1W1alU3VwMAAAAAAFAyUlNTFRERYWUfBSEgkqzbyqpWrUpABAAAAAAAKp0LDanDINUAAAAAAAA2R0AEAAAAAABgcwREAAAAAAAANkdABAAAAAAAYHMERAAAAAAAADZHQAQAAAAAAGBzBEQAAAAAAAA2R0AEAAAAAABgcwREAAAAAAAANkdABAAAAAAAYHMERAAAAAAAADbn1oBo7dq1uuWWWxQeHi6Hw6HPP//cmpeVlaWJEyeqRYsW8vf3V3h4uO655x4dPnzYZR0ZGRkaPXq0QkJC5O/vr759++qPP/4o4z0BAAAAAACouNwaEP31119q1aqVZs+enWfemTN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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting the distribution of global Co2 emissions from coal\n", "plt.figure(figsize=[14,6])\n", "bins=np.arange(0,global_emissions['coal'].max()+1000, 500)\n", "plt.hist(data=global_emissions, x='coal',bins=bins, edgecolor='black')\n", "plt.title('Distribution of global CO2 emissions from coal'.title(), fontsize=14,weight='bold')\n", "plt.xlabel('Emissions in Mt',fontsize=10, weight='bold')\n", "plt.ylabel('Count',fontsize=10, weight='bold')\n", "plt.plot();" ] }, { "cell_type": "code", "execution_count": 19, "id": "48a01c1d", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting the distribution of global Co2 emissions from oil\n", "plt.figure(figsize=[14,6])\n", "bins=np.arange(0,global_emissions['oil'].max()+1000, 500)\n", "plt.hist(data=global_emissions, x='oil',bins=bins, edgecolor='black')\n", "plt.title('Distribution of global CO2 emissions from oil'.title(), fontsize=14,weight='bold')\n", "plt.xlabel('Emissions in Mt',fontsize=10, weight='bold')\n", "plt.ylabel('Count',fontsize=10, weight='bold')\n", "plt.plot();" ] }, { "cell_type": "markdown", "id": "1e7ff906", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 20, "id": "19852ca6", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting the distribution of global Co2 emissions from gas\n", "plt.figure(figsize=[14,6])\n", "bins=np.arange(0,global_emissions['gas'].max()+1000, 500)\n", "plt.hist(data=global_emissions, x='gas',bins=bins, edgecolor='black')\n", "plt.title('Distribution of global CO2 emissions from gas'.title(), fontsize=14,weight='bold')\n", "plt.xlabel('Emissions in Mt',fontsize=10, weight='bold')\n", "plt.ylabel('Count',fontsize=10, weight='bold')\n", "plt.plot();" ] }, { "cell_type": "code", "execution_count": 21, "id": "3d5b5e68", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting the distribution of global Co2 emissions from cement\n", "plt.figure(figsize=[14,6])\n", "bins=np.arange(0,global_emissions['cement'].max()+500, 125)\n", "plt.hist(data=global_emissions, x='cement',bins=bins, edgecolor='black')\n", "plt.title('Distribution of global CO2 emissions from cement'.title(), fontsize=14,weight='bold')\n", "plt.xlabel('Emissions in Mt',fontsize=10, weight='bold')\n", "plt.ylabel('Count',fontsize=10, weight='bold')\n", "plt.plot();" ] }, { "cell_type": "code", "execution_count": 22, "id": "faca57d0", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting the distribution of global Co2 emissions from flaring\n", "plt.figure(figsize=[14,6])\n", "bins=np.arange(0,global_emissions['flaring'].max()+100, 25)\n", "plt.hist(data=global_emissions, x='flaring',bins=bins, edgecolor='black')\n", "plt.title('Distribution of global CO2 emissions from flaring'.title(), fontsize=14,weight='bold')\n", "plt.xlabel('Emissions in Mt',fontsize=10, weight='bold')\n", "plt.ylabel('Count',fontsize=10, weight='bold')\n", "plt.plot();" ] }, { "cell_type": "markdown", "id": "6a8a6765", "metadata": {}, "source": [ ">Histograms plotted for total global Co2 emissions and Co2 emissions from coal, oil, gas and cement sectors all show right skewed distributions. Overall, majority of total emissions lie in the 0-2000 Mt range. For coal, oil and gas sectors, majority of the emissions are in the 0-500 Mt range while for the cement sector, the majority of emissions lie in the 0-250 Mt range, which is relatively less.
\n", ">The distribution of Co2 emissions from flaring is unlike the others, multimodal with peaks on both ends and the middle. A large number of emissions lie in the 75-100 Mt range and the 375-400 Mt range." ] }, { "cell_type": "code", "execution_count": 23, "id": "5a4c0795", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting a line graph to show the trend in global emissions\n", "global_emissions\n", "x=global_emissions.year\n", "y=global_emissions.total\n", "plt.figure(figsize = [14,6])\n", "plt.xlim(1700, 2050)\n", "plt.title('Global Co2 emissions over time (1750-2021)',fontsize=14,weight='bold')\n", "plt.xlabel('Year',fontsize=10, weight='bold')\n", "plt.ylabel('Total emissions in Mt', fontsize=10, weight='bold')\n", "plt.plot(x,y);" ] }, { "cell_type": "markdown", "id": "55521df0", "metadata": {}, "source": [ ">As expected, the line graph depicts a steady rise in global Co2 emissions in the 271 year period. The rise begins in the late 1800's which could be attributed to the peak of the industrial revolution that prompted largescale use of coal. There's a steep incline around the 1960's probably due to increased industrialization, urbanization and populations, which sets the tone for the following years as Co2 emissions are observed to be rising steadily with only minor dips as interruptions." ] }, { "cell_type": "code", "execution_count": 24, "id": "17be58c9", "metadata": {}, "outputs": [], "source": [ "#filtering out global emission data to include the only the last decade \n", "decade_global_emissions = global_emissions.query('year > 2010')" ] }, { "cell_type": "code", "execution_count": 25, "id": "769e2514", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting a line graph to show the trend in global emissions over the last decade\n", "x=decade_global_emissions.year\n", "y=decade_global_emissions.total\n", "plt.figure(figsize = [14,6])\n", "plt.xlim(2010,2022)\n", "plt.title('Global Co2 emissions over the past decade (2011-2021)',fontsize=14,weight='bold')\n", "plt.xlabel('Year',fontsize=10, weight='bold')\n", "plt.ylabel('Total emissions in Mt', fontsize=10, weight='bold')\n", "plt.plot(x,y);" ] }, { "cell_type": "markdown", "id": "3bc68644", "metadata": {}, "source": [ ">Plotting global Co2 emissions for the past decade shows a rising trend between the 2011 and 2014 marks at which point there's a very slight reduction in Co2 emissions. This however gives way to a sharp increase between 2016 and 2019. There's a notable drop at the 2020 mark which brought emissions close to 2013 levels, this of course being due to the COVID-19 pandemic that slowed things down including travel and industry. Homever, the reduced emissions do not last long as the graph depicts an equally steep rise of emissions in 2021, reaching the highest levels yet." ] }, { "cell_type": "code", "execution_count": 26, "id": "295f7207", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['country', 'country_code', 'year', 'total', 'coal', 'oil', 'gas',\n", " 'cement', 'flaring', 'other', 'per_capita'],\n", " dtype='object')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "global_emissions.columns" ] }, { "cell_type": "code", "execution_count": 27, "id": "e4828f73", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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coaloilgascementflaringother
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\n", "
" ], "text/plain": [ " coal oil gas cement flaring other\n", "62832 9.350528 NaN NaN NaN NaN NaN\n", "62833 9.350528 NaN NaN NaN NaN NaN\n", "62834 9.354192 NaN NaN NaN NaN NaN\n", "62835 9.354192 NaN NaN NaN NaN NaN\n", "62836 9.357856 NaN NaN NaN NaN NaN" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#creating a data frame that only consists industry emission records\n", "industry_emissions = global_emissions.drop(['country', 'country_code', 'year','total','per_capita'], axis = 1)\n", "industry_emissions.head()" ] }, { "cell_type": "code", "execution_count": 28, "id": "b964db8c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting bargraph to show each sector's contribution to Co2 emissions\n", "plt.figure(figsize = [14,6])\n", "industry_emissions.sum().plot(kind='bar',edgecolor='black')\n", "plt.title('Global Industry contribution to Co2 emissions',fontsize=14,weight='bold')\n", "plt.xlabel('Industry',fontsize=10,weight='bold')\n", "plt.xticks(rotation=45)\n", "plt.ylabel('Total emissions in Mt',fontsize=10,weight='bold');" ] }, { "cell_type": "markdown", "id": "a570f603", "metadata": {}, "source": [ ">The bar graph shows fossil fuel sectors as the biggest contributors to Co2 emissions with coal being at the top, followed closely by oil then a little further down natural gas. 800,000 Mt of Co2 emissions can be attributed to coal over the past 271 years while Oil has contributed 600,000 Mt and gas approximately 250,000 Mt which is notabley less compared to the first two. Other industries including cement and flaring are relatively low polluters." ] }, { "cell_type": "code", "execution_count": 29, "id": "40d560e6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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coaloilgascementflaringother
year
17509.350528NaNNaNNaNNaNNaN
17519.350528NaNNaNNaNNaNNaN
17529.354192NaNNaNNaNNaNNaN
17539.354192NaNNaNNaNNaNNaN
17549.357856NaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " coal oil gas cement flaring other\n", "year \n", "1750 9.350528 NaN NaN NaN NaN NaN\n", "1751 9.350528 NaN NaN NaN NaN NaN\n", "1752 9.354192 NaN NaN NaN NaN NaN\n", "1753 9.354192 NaN NaN NaN NaN NaN\n", "1754 9.357856 NaN NaN NaN NaN NaN" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#creating a dataframe that only consists industry emission records with the year as the index column for time-series plot\n", "annual_industry_emissions = global_emissions.drop(['country', 'country_code','total','per_capita'], axis = 1)\n", "annual_industry_emissions.set_index('year',inplace=True)\n", "annual_industry_emissions.head()" ] }, { "cell_type": "code", "execution_count": 30, "id": "fd0e36f6", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting a line graph to show industry emissions over time\n", "plt.figure(figsize=[10,6])\n", "plt.plot(annual_industry_emissions.coal,label = 'coal')\n", "plt.plot(annual_industry_emissions.oil,label = 'oil')\n", "plt.plot(annual_industry_emissions.gas,label = 'gas')\n", "plt.plot(annual_industry_emissions.cement,label = 'cement')\n", "plt.plot(annual_industry_emissions.flaring,label = 'flaring')\n", "plt.plot(annual_industry_emissions.other,label = 'other')\n", "plt.ylabel('Emissions in Mt',fontsize=10, weight='bold')\n", "plt.xlabel('Year', fontsize=10, weight='bold')\n", "plt.xlim(1700, 2050)\n", "plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))\n", "plt.title('Global Industry Co2 emissions over time (1750-2021)', fontsize=14,weight='bold');" ] }, { "cell_type": "markdown", "id": "9de3f378", "metadata": {}, "source": [ "> Next, I will plot a line graph of industry emissions over time from 1901 when all the sectors had gotten active to 2021 to compare the trends in their emission levels over time." ] }, { "cell_type": "code", "execution_count": 31, "id": "1f5e7443", "metadata": {}, "outputs": [], "source": [ "#plotting a line graph to show industry emissions over the last 121 years\n", "centuary_annual_industry_emissions = annual_industry_emissions.query('year > 1900')" ] }, { "cell_type": "code", "execution_count": 32, "id": "b46c1267", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting a line graph to show industry emissions over the last 121 years\n", "plt.figure(figsize=[10,6])\n", "plt.plot(centuary_annual_industry_emissions.coal,label = 'coal')\n", "plt.plot(centuary_annual_industry_emissions.oil,label = 'oil')\n", "plt.plot(centuary_annual_industry_emissions.gas,label = 'gas')\n", "plt.plot(centuary_annual_industry_emissions.cement,label = 'cement')\n", "plt.plot(centuary_annual_industry_emissions.flaring,label = 'flaring')\n", "plt.plot(centuary_annual_industry_emissions.other,label = 'other')\n", "plt.ylabel('Emissions in Mt',fontsize=10, weight='bold')\n", "plt.xlabel('Year', fontsize=10, weight='bold')\n", "#plt.xlim(1700, 2050)\n", "plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))\n", "plt.title('Global Industry Co2 emissions over time (1901-2021)', fontsize=14,weight='bold');\n" ] }, { "cell_type": "markdown", "id": "b1505833", "metadata": {}, "source": [ "> Coal is noted to have been an early contributer to Co2 emissions, possibly due to being more readily available early on as compared to oil or gas. The other industries however show a steady increase with oil even overtaking coal in Co2 emissions in the 1970's and 1980's. This could be attributed to the rise of the automobile industry that relied on petroleum based fuel and the increased availability of natural gas for use in industry." ] }, { "cell_type": "markdown", "id": "25e52962", "metadata": {}, "source": [ " \n", "### A look at the top three polluting sectors by country" ] }, { "cell_type": "markdown", "id": "22f2c147", "metadata": {}, "source": [ " \n", "### Coal" ] }, { "cell_type": "code", "execution_count": 33, "id": "8b11fca3", "metadata": {}, "outputs": [], "source": [ "#creating a dataframe to include emission records by countries for each sector.\n", "country_emissions = emissions.query('country != \"Global\" and country != \"International Transport\"') " ] }, { "cell_type": "code", "execution_count": 34, "id": "c1fc962c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countrycountry_codeyeartotalcoaloilgascementflaringotherper_capita
0AfghanistanAFG17500.000000NaNNaNNaNNaNNaNNaNNaN
1AfghanistanAFG17510.000000NaNNaNNaNNaNNaNNaNNaN
2AfghanistanAFG17520.000000NaNNaNNaNNaNNaNNaNNaN
3AfghanistanAFG17530.000000NaNNaNNaNNaNNaNNaNNaN
4AfghanistanAFG17540.000000NaNNaNNaNNaNNaNNaNNaN
....................................
62555ZimbabweZWE20179.5960715.9004523.2267520.00.4688670.0NaN0.650533
62556ZimbabweZWE201811.7954787.1777764.0597120.00.5579900.0NaN0.783639
62557ZimbabweZWE201911.1146076.8883203.6566720.00.5696150.0NaN0.723861
62558ZimbabweZWE202010.6078976.7215713.3167120.00.5696150.0NaN0.676970
62559ZimbabweZWE202111.2961147.2256203.5008790.00.5696150.0NaN0.706293
\n", "

62560 rows × 11 columns

\n", "
" ], "text/plain": [ " country country_code year total coal oil gas \\\n", "0 Afghanistan AFG 1750 0.000000 NaN NaN NaN \n", "1 Afghanistan AFG 1751 0.000000 NaN NaN NaN \n", "2 Afghanistan AFG 1752 0.000000 NaN NaN NaN \n", "3 Afghanistan AFG 1753 0.000000 NaN NaN NaN \n", "4 Afghanistan AFG 1754 0.000000 NaN NaN NaN \n", "... ... ... ... ... ... ... ... \n", "62555 Zimbabwe ZWE 2017 9.596071 5.900452 3.226752 0.0 \n", "62556 Zimbabwe ZWE 2018 11.795478 7.177776 4.059712 0.0 \n", "62557 Zimbabwe ZWE 2019 11.114607 6.888320 3.656672 0.0 \n", "62558 Zimbabwe ZWE 2020 10.607897 6.721571 3.316712 0.0 \n", "62559 Zimbabwe ZWE 2021 11.296114 7.225620 3.500879 0.0 \n", "\n", " cement flaring other per_capita \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", "62555 0.468867 0.0 NaN 0.650533 \n", "62556 0.557990 0.0 NaN 0.783639 \n", "62557 0.569615 0.0 NaN 0.723861 \n", "62558 0.569615 0.0 NaN 0.676970 \n", "62559 0.569615 0.0 NaN 0.706293 \n", "\n", "[62560 rows x 11 columns]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "country_emissions" ] }, { "cell_type": "code", "execution_count": 35, "id": "6e94172c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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coal
country
South Africa18534.971906
France19078.952503
Poland23198.407184
Japan24175.925122
India37018.082763
Russia45571.473160
United Kingdom56850.597464
Germany64665.842957
USA175444.989793
China187073.411887
\n", "
" ], "text/plain": [ " coal\n", "country \n", "South Africa 18534.971906\n", "France 19078.952503\n", "Poland 23198.407184\n", "Japan 24175.925122\n", "India 37018.082763\n", "Russia 45571.473160\n", "United Kingdom 56850.597464\n", "Germany 64665.842957\n", "USA 175444.989793\n", "China 187073.411887" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coal_emissions = country_emissions.groupby('country')['coal'].sum().sort_values().tail(10).to_frame()\n", "coal_emissions" ] }, { "cell_type": "code", "execution_count": 36, "id": "114ef582", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#barplot of coal emissions\n", "coal_emissions.plot(kind = 'barh',edgecolor='black');\n", "plt.title('Countries with the highest Co2 emissions by coal', fontsize=12, weight='bold');\n", "plt.xlabel('Total emissions in Mt', fontsize=10,weight='bold');\n", "plt.ylabel('Country', fontsize=10, weight='bold');" ] }, { "cell_type": "markdown", "id": "63186312", "metadata": {}, "source": [ ">This plot has China at the top with 187,000 Mt worth of Co2 emissions from coal. The United Staes comes a close second with 175,000 Mt. South Africa is the 10th and only African country on the list having 18,000 Mt worth of Co2 emissions from coal." ] }, { "cell_type": "markdown", "id": "057b577d", "metadata": {}, "source": [ " \n", "### Oil" ] }, { "cell_type": "code", "execution_count": 37, "id": "770c171a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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oil
country
United Kingdom13545.630168
Italy13635.770741
India14798.262507
Canada15031.196429
France15350.881978
Germany19852.714039
Japan33153.129977
Russia33219.817986
China34491.543227
USA161275.027109
\n", "
" ], "text/plain": [ " oil\n", "country \n", "United Kingdom 13545.630168\n", "Italy 13635.770741\n", "India 14798.262507\n", "Canada 15031.196429\n", "France 15350.881978\n", "Germany 19852.714039\n", "Japan 33153.129977\n", "Russia 33219.817986\n", "China 34491.543227\n", "USA 161275.027109" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "oil_emissions = country_emissions.groupby('country')['oil'].sum().sort_values().tail(10).to_frame()\n", "oil_emissions" ] }, { "cell_type": "code", "execution_count": 38, "id": "cab0eaa0", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "oil_emissions.plot(kind='barh',edgecolor='black')\n", "plt.title('Countries with the highest Co2 emissions by oil', fontsize=12,weight='bold');\n", "plt.xlabel('Total emissions in Mt',fontsize=10,weight='bold');\n", "plt.ylabel('Country',fontsize=10, weight='bold');" ] }, { "cell_type": "markdown", "id": "4a9b227b", "metadata": {}, "source": [ ">The United States appears to be the single largest contributor of Co2 emissions from oil at 160,000 Mt. China, Russia and Japan which are the coulntries that follow have significantly less volumes starting from 34,000 Mt and below." ] }, { "cell_type": "markdown", "id": "fcf79245", "metadata": {}, "source": [ " \n", "### Gas" ] }, { "cell_type": "code", "execution_count": 39, "id": "36a98497", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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gas
country
Italy5507.858792
Ukraine6293.957671
Japan7061.825160
China7162.011417
Germany7177.257730
United Kingdom7183.232055
Iran7512.388398
Canada8278.287605
Russia35054.214393
USA78542.543572
\n", "
" ], "text/plain": [ " gas\n", "country \n", "Italy 5507.858792\n", "Ukraine 6293.957671\n", "Japan 7061.825160\n", "China 7162.011417\n", "Germany 7177.257730\n", "United Kingdom 7183.232055\n", "Iran 7512.388398\n", "Canada 8278.287605\n", "Russia 35054.214393\n", "USA 78542.543572" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gas_emissions = country_emissions.groupby('country')['gas'].sum().sort_values().tail(10).to_frame()\n", "gas_emissions" ] }, { "cell_type": "code", "execution_count": 40, "id": "2c0e4bf4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gas_emissions.plot(kind='barh',edgecolor='black');\n", "plt.title('Countries with the highest Co2 emissions by gas',fontsize=12,weight='bold');\n", "plt.xlabel('Total emissions in Mt',fontsize=10,weight='bold')\n", "plt.ylabel('Country',fontsize=10,weight='bold');" ] }, { "cell_type": "markdown", "id": "82148cc1", "metadata": {}, "source": [ ">The United States comes first in Co2 emissions from gas as well, having close to 80,000 Mt of emissions. Russia comes second in this list at approximately half that amount. The following 8 countries in the top 10 list have significantly less volumes of emissions. Iran comes fourth with 7,500 Mt and Ukraine comes eighth with aproximately 6,000 Mt, this being the only time being listed as top Co2 contributors." ] }, { "cell_type": "markdown", "id": "78832af3", "metadata": {}, "source": [ " \n", "### A look at total emissions by country" ] }, { "cell_type": "code", "execution_count": 41, "id": "c8bf12a6", "metadata": {}, "outputs": [], "source": [ "country_emissions = emissions.query('country != \"Global\" and country != \"International Transport\"') " ] }, { "cell_type": "code", "execution_count": 42, "id": "9091152d", "metadata": {}, "outputs": [], "source": [ "#saving to csv file for further visualization on Tableau\n", "country_emissions.to_csv('Country_emissions.csv',index=False, header=True)" ] }, { "cell_type": "code", "execution_count": 43, "id": "2e5e4c04", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plotting a bar grapg of countries with the highest average emissions\n", "ave_emissions = country_emissions.groupby('country', as_index = False)['total'].mean().sort_values(by=['total'], ascending = False).head(10)\n", "x = ave_emissions.country\n", "y = ave_emissions.total\n", "plt.figure(figsize = [10,6])\n", "plt.title('High Co2 emitting countries', fontsize =14, weight='bold')\n", "plt.xlabel('Country',fontsize = 10, weight='bold')\n", "plt.ylabel('Average emissions in Mt',fontsize = 10, weight='bold')\n", "plt.xticks(rotation = 45)\n", "plt.bar(x,y, edgecolor = 'black');" ] }, { "cell_type": "markdown", "id": "a4f362aa", "metadata": {}, "source": [ ">The United States and China have notabely high average Co2 emissions and are the top two countries with the highest emissions respectively. They are then followed by Russia, Germany, United Kingdom, Japan, India, France Canada and lastly Ukraine in that order. " ] }, { "cell_type": "code", "execution_count": 44, "id": "be537988", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countrycountry_codeyeartotalcoaloilgascementflaringotherper_capita
10759ChinaCHN19010.000000NaNNaNNaNNaNNaNNaNNaN
10760ChinaCHN19020.000000NaN0.0000000.000000NaN0.000000NaNNaN
10761ChinaCHN19030.000000NaN0.0000000.000000NaN0.000000NaNNaN
10762ChinaCHN19040.000000NaN0.0000000.000000NaN0.000000NaNNaN
10763ChinaCHN19050.000000NaN0.0000000.000000NaN0.000000NaNNaN
....................................
60107USAUSA20175210.9575841308.4795332314.6753861460.39179640.32353559.24548927.84184515.800777
60108USAUSA20185376.6572331256.2014942365.2834801618.72033738.97074572.78692524.69425116.187923
60109USAUSA20195259.1438361070.7239312358.8311371673.99910040.89586988.38314726.31065215.730884
60110USAUSA20204715.691109878.9728852049.3365001653.67785240.68774767.68437125.33175414.037218
60111USAUSA20215007.3358891002.2999872233.7781801637.03846241.20313567.68437125.33175414.858668
\n", "

605 rows × 11 columns

\n", "
" ], "text/plain": [ " country country_code year total coal oil \\\n", "10759 China CHN 1901 0.000000 NaN NaN \n", "10760 China CHN 1902 0.000000 NaN 0.000000 \n", "10761 China CHN 1903 0.000000 NaN 0.000000 \n", "10762 China CHN 1904 0.000000 NaN 0.000000 \n", "10763 China CHN 1905 0.000000 NaN 0.000000 \n", "... ... ... ... ... ... ... \n", "60107 USA USA 2017 5210.957584 1308.479533 2314.675386 \n", "60108 USA USA 2018 5376.657233 1256.201494 2365.283480 \n", "60109 USA USA 2019 5259.143836 1070.723931 2358.831137 \n", "60110 USA USA 2020 4715.691109 878.972885 2049.336500 \n", "60111 USA USA 2021 5007.335889 1002.299987 2233.778180 \n", "\n", " gas cement flaring other per_capita \n", "10759 NaN NaN NaN NaN NaN \n", "10760 0.000000 NaN 0.000000 NaN NaN \n", "10761 0.000000 NaN 0.000000 NaN NaN \n", "10762 0.000000 NaN 0.000000 NaN NaN \n", "10763 0.000000 NaN 0.000000 NaN NaN \n", "... ... ... ... ... ... \n", "60107 1460.391796 40.323535 59.245489 27.841845 15.800777 \n", "60108 1618.720337 38.970745 72.786925 24.694251 16.187923 \n", "60109 1673.999100 40.895869 88.383147 26.310652 15.730884 \n", "60110 1653.677852 40.687747 67.684371 25.331754 14.037218 \n", "60111 1637.038462 41.203135 67.684371 25.331754 14.858668 \n", "\n", "[605 rows x 11 columns]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#plottig a graph to show the trends in country emissions for countries with the highest average emissions\n", "countries =['USA','China','Russia','Germany','United Kingdom']\n", "\n", "top_countries = country_emissions[country_emissions.country.isin(countries) == True]\n", "annual_country_emissions = top_countries.query('year > 1900')\n", "annual_country_emissions" ] }, { "cell_type": "code", "execution_count": 45, "id": "3586e925", "metadata": {}, "outputs": [ { "data": { "image/png": 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vL/r376//+rq0sb322mu89dZb1K1bFwsLCwIDA1m7di3t2rUrk+dq/vz59O/f/57nVxwLCwsmTZqk/3nUqFFYWVmVaFs/Pz/CwsJ4/fXX9c+HtbU19erVo3///nz77be0bt36vmMrqZ49ezJy5EgCAwNRq9WYmJjg5OREUFAQq1evJjg4GNB98zF06FDq16+Pvb09pqamuLq68sgjj7Bt2zZatmxZ7HGeeOIJDh48yJNPPomnpydmZmao1WqCgoJYtWoVc+fOve9zmDRpEn379qV27dpYWVlhbm6Oj48Po0aNYs+ePfd8TaZMmcLWrVt57LHHcHV1xdTUFBcXFx599FG2bNnCK6+8UmCbMWPGGJSEvPjii/ra/XwV9RqPHz+eCRMmUKtWrQIxlCeVSsUvv/zC8uXL6dGjB05OTpiZmeHp6Un79u15++239d8aCSHEg5CZNUW1dOcMnfIrfn+mTJnC119/jampKefPnze48E0IIYQQD+7+roISQlRbPXv25Ny5c/qa9eeee06ScCGEEKIcSCIuhDBw5coVoqOjcXNzY/DgwXz11VfGDkkIIYSolqQ0RQghhBBCCCOQizWFEEIIIYQwglIn4nv27KF///54e3ujUqlYu3at/rGcnBzeeOMNmjVrhq2tLd7e3jz77LMFJp3Iyspi0qRJuLq6Ymtry4ABAwqMh5uYmMjIkSNRq9Wo1WpGjhxJUlKSQZvr16/Tv39/bG1tcXV1ZfLkyWRnZ5f2lIQQQgghhKhwpU7E09LSaNGihX5Wujulp6dz/Phx3n33XY4fP87q1au5ePFigYlWpkyZwpo1a1i1ahX79u0jNTWV4OBgg6mkhw8fTlhYGCEhIYSEhBAWFsbIkSP1j+fl5fHYY4+RlpbGvn37WLVqFX/++SfTpk0r7SkJIYQQQghR4R6oRlylUrFmzRoGDhxYZJujR4/y0EMPce3aNerUqYNGo8HNzY3ly5fz1FNPARAVFYWPjw+bNm2ib9++nDt3jsaNG3Po0CHat28PwKFDh+jYsSPnz58nICCAv//+m+DgYCIjI/H29gZg1apVjB49mri4OBwcHO4Zv1arJSoqCnt7+weeSlkIIYQQFUNRFFJSUvD29q7QMeaFKGvlPmqKRqNBpVLh6OgIQGhoKDk5OQbTi3t7e9O0aVMOHDhA3759OXjwIGq1Wp+EA3To0AG1Ws2BAwcICAjg4MGDNG3aVJ+EA/Tt25esrCxCQ0Pp0aNHgViysrLIysrS/3zz5k0aN25cDmcthBBCiPIWGRlJ7dq1jR2GEPetXBPxzMxM3nzzTYYPH67voY6JicHCwgInJyeDth4eHsTExOjbuLu7F9ifu7u7QZv8mQ3zOTk5YWFhoW9zt08++YQPPvigwPrIyMgS9aALIYQQwviSk5Px8fHB3t7e2KEI8UDKLRHPyclh2LBhaLVaFi5ceM/2iqIYlIcUVipyP23uNGPGDKZOnar/Of8P2cHBQRJxIYQQooqRslJR1ZVLYVVOTg5Dhw4lPDycrVu3GiS5np6eZGdnk5iYaLBNXFycvofb09OT2NjYAvuNj483aHN3z3diYiI5OTkFesrzWVpa6pNuSb6FEEIIIYQxlXkinp+EX7p0iW3btuHi4mLweJs2bTA3N2fr1q36ddHR0Zw+fZpOnToB0LFjRzQaDUeOHNG3OXz4MBqNxqDN6dOn9dNwA2zZsgVLS0vatGlT1qclhBBCCCFEmSp1aUpqaiqXL1/W/xweHk5YWBjOzs54e3szZMgQjh8/zoYNG8jLy9P3Wjs7O2NhYYFareaFF15g2rRpuLi44OzszPTp02nWrBm9evUCoFGjRvTr148xY8awaNEiAMaOHUtwcDABAQEA9OnTh8aNGzNy5Eg+//xzEhISmD59OmPGjJGebiGEEEIIUemVevjCXbt2FToiyahRo5g5cyZ+fn6Fbrdz506CgoIA3UWcr732GitXriQjI4OePXuycOFCfHx89O0TEhKYPHky69atA2DAgAEsWLBAP/oK6Cb0GT9+PDt27MDa2prhw4fzxRdfYGlpWaJzSU5ORq1Wo9FoJHkXQgghqgh5/xbVxQONI17VyR+yEEIIUfXI+7eoLmQUfCGEEEIIIYxAEnEhhBBCCCGMQBJxIYQQQgghjEAScSGEEEIIIYxAEnEhhBBCCCGMQBJxIYQQQgghjEAScSGEEEIIIYxAEnEhhBBClL1rB+GviXB+k7EjEaLSkkRcCCGEEGXv0mY4sRzObzR2JEJUWpKICyGEEKLsRezT3ft2MW4cQlRikogLIYQQomxlpcLN47pl387GjUWISkwScSGEEEKUrcjDoOSBYx3dTQhRKEnEhRBCCFG28stS6kpZihDFkURcCCGEEGVL6sOFKBFJxIUQQghRdrLTICq/PlwScSGKI4m4EEIIIcpO5GHQ5oLaB5zqGjsaISo1ScSFEEIIUXakLEWIEpNEXAghhBBlJ2K/7l4ScSHuSRJxIYQQQpSN7DS4GapbrivjhwtxL5KICyGEEKJsRB4BbQ441AYnX2NHI0SlJ4m4EEIIIcrGtfyylM6gUhk3FiGqAEnEhRBCCFE25EJNIUpFEnEhhBBCPLjs9P/qwyURF6JEJBEXQgghxIM7uxbyssHeG5z8jB2NEFWCJOJCCCGEeDCZGtj6vm65/VipDxeihCQRF0IIIcSD2fUppMWBSwPoMMHY0QhRZUgiLoQQQoj7F3sGDi/SLT8yG8wsjBuPEFWIJOJCCCGEuD+KApteByUPGvWHBj2NHZEQVYok4kIIIYS4P6f/hGv7wMwa+s4ydjRCVDmSiAshhBCi9PJyYcu7uuWu08CxjnHjEaIKkkRcCCGEEKUXsRdSosDGBTpNMnY0QlRJkogLIYQQovTOrtXdBwaDuZVRQxGiqpJEXAghhBClk5cL5zbolpsMNGooQlRlkogLIYQQonSu7Yf0W2DtDL7djB2NEFWWJOJCCCGEKJ38spRGwWBqZtRQhKjKJBEXQgghRMlp8+Dcet1y48eNG4sQVZwk4kIIIYQouWv7IS0erJ3Ar7uxoxGiSpNEXAghhBAld/Yv3X3gY2BqbtxYhKjiJBEXQgghRMlo8+DsOt1y40HGjUWIakAScSGEEEKUzPWDkBYHVo5QT8pShHhQkogLIYQQomTOrNXdS1mKEGVCEnEhhBBC3FtuNpxZrVtuImUpQpQFScSFEEIIcW+Xt0L6bbDzgHo9jB2NENWCJOJCCCGEuLewlbr75kNlEh8hyogk4kIIIYQoXtotuBiiW24x3LixCFGNSCIuhBBCiOL98wdoc8G7FXg0NnY0QlQbkogLIYQQonhhK3T3LUcYNw4hqhlJxIUQQghRtJh/IOYUmFpA0yeMHY0Q1UqpE/E9e/bQv39/vL29UalUrF271uBxRVGYOXMm3t7eWFtbExQUxJkzZwzaZGVlMWnSJFxdXbG1tWXAgAHcuHHDoE1iYiIjR45ErVajVqsZOXIkSUlJBm2uX79O//79sbW1xdXVlcmTJ5OdnV3aUxJCCCFEUcJ+1d037Ac2zsaNRYhqptSJeFpaGi1atGDBggWFPj579mzmzJnDggULOHr0KJ6envTu3ZuUlBR9mylTprBmzRpWrVrFvn37SE1NJTg4mLy8PH2b4cOHExYWRkhICCEhIYSFhTFy5Ej943l5eTz22GOkpaWxb98+Vq1axZ9//sm0adNKe0pCCCGEKExeDpz6TbcsZSlClD3lAQDKmjVr9D9rtVrF09NT+fTTT/XrMjMzFbVarXz33XeKoihKUlKSYm5urqxatUrf5ubNm4qJiYkSEhKiKIqinD17VgGUQ4cO6dscPHhQAZTz588riqIomzZtUkxMTJSbN2/q2/z666+KpaWlotFoShS/RqNRgBK3F0IIIao0rVZRIo8pyvm/dcv3cm6jorzvoCizGyhKbnb5x1dC8v4tqosyrREPDw8nJiaGPn366NdZWlrSvXt3Dhw4AEBoaCg5OTkGbby9vWnatKm+zcGDB1Gr1bRv317fpkOHDqjVaoM2TZs2xdvbW9+mb9++ZGVlERoaWmh8WVlZJCcnG9yEEEKIai/yKIS8BV81gx8ehl+fgpA3QVGK3kZRYN9c3XKLp2RKeyHKQZkm4jExMQB4eHgYrPfw8NA/FhMTg4WFBU5OTsW2cXd3L7B/d3d3gzZ3H8fJyQkLCwt9m7t98skn+ppztVqNj4/PfZylEEIIUYXs/ASW9IJD34AmEsxtdesPfwdb3y06Gb+4GW4cATNr6Dix4uIVogYpl1FTVCqVwc+KohRYd7e72xTW/n7a3GnGjBloNBr9LTIystiYhBBCiCrt6m7Y/ZluuekT8NQKeP0KBH+lW3dgPuz4X8HttNr/1rcfC/aeFRKuEDVNmSbinp66P9S7e6Tj4uL0vdeenp5kZ2eTmJhYbJvY2NgC+4+Pjzdoc/dxEhMTycnJKdBTns/S0hIHBweDmxBCCFEtpd2G1WMBBVqPgiE/QqNgMLeGts/BI5/r2u39QtdrfmfP+Nk1EPsPWDpA5ynGiF6IGqFME3E/Pz88PT3ZunWrfl12dja7d++mU6dOALRp0wZzc3ODNtHR0Zw+fVrfpmPHjmg0Go4cOaJvc/jwYTQajUGb06dPEx0drW+zZcsWLC0tadOmTVmelhBCCFG1KAr8NQFSY8A1APp9WrBN+7HQ599e792fwp8vQnY65OXCzlm69R0nypCFQpQjs9JukJqayuXLl/U/h4eHExYWhrOzM3Xq1GHKlCnMmjULf39//P39mTVrFjY2NgwfPhwAtVrNCy+8wLRp03BxccHZ2Znp06fTrFkzevXqBUCjRo3o168fY8aMYdGiRQCMHTuW4OBgAgICAOjTpw+NGzdm5MiRfP755yQkJDB9+nTGjBkjPd1CCCFqtiOL4eLfukl4hiwBC5vC23WaBGZWugs3T/8B8Rcg8DG4fRmsnaHDyxUbtxA1TKkT8WPHjtGjRw/9z1OnTgVg1KhRLFu2jNdff52MjAzGjx9PYmIi7du3Z8uWLdjb2+u3mTt3LmZmZgwdOpSMjAx69uzJsmXLMDU11bdZsWIFkydP1o+uMmDAAIOxy01NTdm4cSPjx4+nc+fOWFtbM3z4cL744ovSPwtCCCFEdRF/Eba8o1vu/RF4Niu+/UNjwL0x/D5KV44S+49ufdepYCUdW0KUJ5WiFDd2UfWWnJyMWq1Go9FIL7oQQojq4f9Gwdm1UL8nPPMn3GOwBD3NTfi/kXAzFOy9YPIJXT15JSTv36K6KHWPuBBCCCEqqZh/dEk4KujzUcmTcAB1LXjubzi5Cup0qLRJuBDViSTiQgghRHWx8xPdfZNB4NGk9NubWUKbUWUbkxCiSOUyjrgQQgghKtjN43BhI6hMIGiGsaMRQpSAJOJCCCFEdZA/5GCzoeDW0LixCCFKRBJxIYQQoqqLPAKXt4LKFLq/buxohBAlJIm4EEIIUdXlT0ff8mlwqW/cWIQQJSaJuBBCCFGVpcZD+G5ABd2kN1yIqkQScSGEEKIqS7iiu1f7gFNd48YihCgVScSFEEKIqizhqu7e2c+4cQghSk0ScSGEEKIq0yfi9YwbhxCi1CQRF0IIIaoyScSFqLIkERdCCCGqsvxEXEZLEaLKkURcCCGEqKoUBW5Lj7gQVZUk4kIIIURVlZEIWRrdspOvUUMRQpSeJOJCCCFEVZVfluJQC8ytjRuLEKLUJBEXQgghqiq5UFOIKk0ScSGEEKKquv3vZD4yhrgQVZIk4kIIIURVJT3iQlRpkogLIYQQVZUk4kJUaZKICyGEEFWVJOJCVGmSiAshhBBVUUYiZCTolp2kRlyIqkgScSGEEKIqSgjX3dt5gKWdcWMRQtwXScSFEEKIqkjKUoSo8iQRF0IIIaqi/B5xScSFqLIkERdCCCGqIn2PuNSHC1FVSSIuhBBCVEVSmiJElSeJuBBCCFEVSSIuRJUnibgQQghR1WSlQFqcblmGLhSiypJEXAghhKhq8i/UtHEBa0ejhiKEuH+SiAshhBBVjZSlCFEtSCIuhBBCVDWSiAtRLUgiLoQQQlQ1kogLUS1IIi6EEEJUNTKZjxDVgiTiQgghRFUTf15371LfuHEIIR6IJOJCCCFEVZIaD+m3ABW4NTJ2NEKIByCJuBBCCFGVxJ3R3Tv7gYWNcWMRQjwQScSFEEKIqiT2rO7evbFx4xBCPDBJxIUQQoiqJL9H3KOJceMQQjwwScSFEEKIqkR6xIWoNiQRF0IIIaoKrfa/EVOkR1yIKk8ScSGEEKKqSAyHnHQws5IxxIWoBiQRF0IIIaqKuH/LUtwCwMTUuLEIIR6YJOJCCCFEVaGvD5eyFCGqA0nEhRBCiKpCP2KKXKgpRHUgibgQQghRVeh7xGVGTSGqA0nEhRBCiKogJwMSruiWpTRFiGpBEnEhhBCiKoi/AIoWrJ3A3tPY0QghykCZJ+K5ubm88847+Pn5YW1tTb169fjwww/RarX6NoqiMHPmTLy9vbG2tiYoKIgzZ84Y7CcrK4tJkybh6uqKra0tAwYM4MaNGwZtEhMTGTlyJGq1GrVazciRI0lKSirrUxJCCCGML+6OCzVVKuPGIoQoE2WeiH/22Wd89913LFiwgHPnzjF79mw+//xz5s+fr28ze/Zs5syZw4IFCzh69Cienp707t2blJQUfZspU6awZs0aVq1axb59+0hNTSU4OJi8vDx9m+HDhxMWFkZISAghISGEhYUxcuTIsj4lIYQQwvhi5UJNIaoblaIoSlnuMDg4GA8PD5YsWaJf98QTT2BjY8Py5ctRFAVvb2+mTJnCG2+8Aeh6vz08PPjss88YN24cGo0GNzc3li9fzlNPPQVAVFQUPj4+bNq0ib59+3Lu3DkaN27MoUOHaN++PQCHDh2iY8eOnD9/noCAgHvGmpycjFqtRqPR4ODgUJZPgxBCCFG2lg+CKzsg+Cto+5yxozEqef8W1UWZ94h36dKF7du3c/HiRQBOnjzJvn37ePTRRwEIDw8nJiaGPn366LextLSke/fuHDhwAIDQ0FBycnIM2nh7e9O0aVN9m4MHD6JWq/VJOECHDh1Qq9X6NnfLysoiOTnZ4CaEEEJUCfkjpsjU9kJUG2ZlvcM33ngDjUZDYGAgpqam5OXl8fHHH/P0008DEBMTA4CHh4fBdh4eHly7dk3fxsLCAicnpwJt8rePiYnB3d29wPHd3d31be72ySef8MEHHzzYCQohhBAVLT0BUv99b5OhC4WoNsq8R/y3337jl19+YeXKlRw/fpyffvqJL774gp9++smgnequC00URSmw7m53tymsfXH7mTFjBhqNRn+LjIws6WkJIYQQxpN/oaZjHbC0N24sQogyU+Y94q+99hpvvvkmw4YNA6BZs2Zcu3aNTz75hFGjRuHpqRtyKSYmBi8vL/12cXFx+l5yT09PsrOzSUxMNOgVj4uLo1OnTvo2sbGxBY4fHx9foLc9n6WlJZaWlmVzokIIIURFkanthaiWyrxHPD09HRMTw92amprqhy/08/PD09OTrVu36h/Pzs5m9+7d+iS7TZs2mJubG7SJjo7m9OnT+jYdO3ZEo9Fw5MgRfZvDhw+j0Wj0bYQQQohq4cZR3b3UhwtRrZR5j3j//v35+OOPqVOnDk2aNOHEiRPMmTOH559/HtCVk0yZMoVZs2bh7++Pv78/s2bNwsbGhuHDhwOgVqt54YUXmDZtGi4uLjg7OzN9+nSaNWtGr169AGjUqBH9+vVjzJgxLFq0CICxY8cSHBxcohFThBBCiCohNwsuhuiW/fsU31YIUaWUeSI+f/583n33XcaPH09cXBze3t6MGzeO9957T9/m9ddfJyMjg/Hjx5OYmEj79u3ZsmUL9vb/1b3NnTsXMzMzhg4dSkZGBj179mTZsmWYmprq26xYsYLJkyfrR1cZMGAACxYsKOtTEkIIIYznyk7ISgZ7b6jdztjRCCHKUJmPI16VyDikQgghKr01L8PJldD+JXjkM2NHUynI+7eoLsq8RlwIIYQQZSQ3Gy5s1C03fty4sQghypwk4kIIIURlFb4HMjVg5wk+HYwdjRCijEkiLoQQQlRWZ9fo7hv1BxN5yxaiupG/aiGEEKIyysuB81KWIkR1VuajpgghhBCiDETshYxEsHWDujI/xv3Iy8sjJyfH2GGIGsbc3NxglL/iSCIuhBBCVEZn1uruG/UHk5K9qQsdRVGIiYkhKSnJ2KGIGsrR0RFPT09UKlWx7SQRF0IIISqbvFw4v0G3LGUppZafhLu7u2NjY3PPZEiIsqIoCunp6cTFxQHg5eVVbHtJxIUQQojK5voBSL8NNi5Qt4uxo6lS8vLy9Em4i4uLscMRNZC1tTUAcXFxuLu7F1umIhdrCiGEEJXN1d26+wa9wVT6zEojvybcxsbGyJGImiz/9+9e1yhIIi6EEEJUNhH7dPd+XY0bRxUm5SjCmEr6+yeJuBBCCFGZZKfDzVDdct3Oxo1FCFGuJBEXQgghKpMbR0GbAw61wMnX2NEIIcqRJOJCCCFEZZJfllK3M0h5RY0SFBTElClTCqxfu3atvtQhLy+PTz75hMDAQKytrXF2dqZDhw4sXbq0wHYZGRk4OTnh7OxMRkZGeYcv7oNcASKEEEJUJtf26+59ZbQUUdDMmTP5/vvvWbBgAW3btiU5OZljx46RmJhYoO2ff/5J06ZNURSF1atXM2LECCNELIojibgQQghRWeRk6EpTQBJxUaj169czfvx4nnzySf26Fi1aFNp2yZIlPPPMMyiKwpIlSyQRr4QkERdCCCEqixvHIC8b7DzBuZ6xo6k2FEUhIyevwo9rbW5a5qO3eHp6smPHDsaPH4+bm1uR7a5cucLBgwdZvXo1iqIwZcoUrl69Sr168ntVmUgiLoQQQlQWd5alSH14mcnIyaPxe5sr/LhnP+yLjUXZplpz5sxhyJAheHp60qRJEzp16sTjjz/OI488YtDuxx9/5JFHHsHJyQmAfv368eOPP/K///2vTOMRD0Yu1hRCCCEqi/wLNX1l2EJRuMaNG3P69GkOHTrEc889R2xsLP379+fFF1/Ut8nLy+Onn37imWee0a975pln+Omnn8jLq/hvBkTRpEdcCCGEqAxyMv+rD5dp7cuUtbkpZz/sa5TjloaDgwMajabA+qSkJBwcHPQ/m5iY0K5dO9q1a8err77KL7/8wsiRI3n77bfx8/Nj8+bN3Lx5k6eeespgP3l5eWzZsqVA77kwHknEhRBCiMrgZijkZoKtO7j6GzuaakWlUpV5iUh5CAwM5O+//y6w/ujRowQEBBS5XePGjQFIS0sDdBdpDhs2jLffftug3aeffsqSJUskEa9EKv9vpRBCCFET6OvDZfzwmmr8+PEsWLCACRMmMHbsWKytrdm6dStLlixh+fLlAAwZMoTOnTvTqVMnPD09CQ8PZ8aMGTRs2JDAwEDi4+NZv34969ato2nTpgb7HzVqFI899hjx8fHFXugpKo7UiAshhBCVwZ0T+YgaydfXl71793LlyhX69OlDu3btWLZsGcuWLdMPV9i3b1/Wr19P//79adiwIaNGjSIwMJAtW7ZgZmbGzz//jK2tLT179iyw/x49emBvb69P6oXxqRRFUYwdhLEkJyejVqvRaDQGtVdCCCFEhcrNhk/rQG4GjD8E7o2MHVGlVtz7d2ZmJuHh4fj5+WFlZWWkCEVNV9LfQ+kRF0IIIYztxlFdEm7jCm6Bxo5GCFFBJBEXQgghjC18t+7er5vUhwtRg0giLoQQQhjb1X8T8XrdjRuHEKJCSSIuhBBCGFNWKtw8plv2k0RciJpEEnEhhBDCmK4dAG0uONYFZz9jRyOEqECSiAshhBDGFC5lKULUVJKICyGEEMaUXx8uZSlC1DiSiAshhBDGknYLYv/RLUsiLkSNI4m4EEIIYSzhe3T37k3ATqYcF6KmkURcCCGEMBapDxelpFKpWLt2bZGP79q1C5VKRVJSUoXFJO6fJOJCCCGEsUh9uLhLTEwMkyZNol69elhaWuLj40P//v3Zvn17ibbv1KkT0dHRqNXqco5UlAUzYwcghBBC1EhJ1yExHFSmULeTsaMRlUBERASdO3fG0dGR2bNn07x5c3Jycti8eTMTJkzg/Pnz99yHhYUFnp6eFRCtKAvSIy6EEEIYQ35veK02YOVg3FhEpTB+/HhUKhVHjhxhyJAhNGzYkCZNmjB16lQOHTqkb3fr1i0GDRqEjY0N/v7+rFu3Tv/Y3aUpy5Ytw9HRkc2bN9OoUSPs7Ozo168f0dHR+m2OHj1K7969cXV1Ra1W0717d44fP15h512TSSIuhBBCGIPUh1ccRYHstIq/KUqJQ0xISCAkJIQJEyZga2tb4HFHR0f98gcffMDQoUM5deoUjz76KCNGjCAhIaHIfaenp/PFF1+wfPly9uzZw/Xr15k+fbr+8ZSUFEaNGsXevXs5dOgQ/v7+PProo6SkpJQ4fnF/pDRFCCGEMIaI/bp7v27GjaMmyEmHWd4Vf9y3osCiYFJdmMuXL6MoCoGBgfdsO3r0aJ5++mkAZs2axfz58zly5Aj9+vUrtH1OTg7fffcd9evXB2DixIl8+OGH+scffvhhg/aLFi3CycmJ3bt3ExwcXKL4xf2RHnEhhBCioiVHQ0oUqEx0pSmixlP+7T1XqVT3bNu8eXP9sq2tLfb29sTFxRXZ3sbGRp+EA3h5eRm0j4uL46WXXqJhw4ao1WrUajWpqalcv379fk5FlIL0iAshhBAVLerf+lu3RiXuMRUPwNxG1zttjOOWkL+/PyqVinPnzjFw4MDid2tubvCzSqVCq9WWqr1yR9nM6NGjiY+P56uvvqJu3bpYWlrSsWNHsrOzSxy/uD+SiAshhBAV7Wao7r5Wa+PGUVOoVJX+A4+zszN9+/blm2++YfLkyQXqxJOSkgzqxMvS3r17WbhwIY8++igAkZGR3Lp1q1yOJQxJaYoQQghR0SQRF4VYuHAheXl5PPTQQ/z5559cunSJc+fOMW/ePDp27Fhux23QoAHLly/n3LlzHD58mBEjRmBtbV1uxxP/kURcCCGEqEhaLUSd0C1Lfbi4g5+fH8ePH6dHjx5MmzaNpk2b0rt3b7Zv3863335bbsf98ccfSUxMpFWrVowcOZLJkyfj7u5ebscT/1EpSinG1qlmkpOTUavVaDQaHBxkDFchhBAV4NZlWNAGzKxgxg0wNb/3NsJAce/fmZmZhIeH4+fnh5WVlZEiFDVdSX8PpUdcCCGEqEj5ZSmezSUJF6KGk0RcCCGEqEj5I6ZIWYoQNZ6MmiKEEEKUs7SsXMJvpZGSmUv7G6G6XrC7EvG45EzMTE1wtrUwSoxCiIonibgQQghRDi7HpfDp3+c5E5VMtCYTAHNyOWMVhgXoR0xJyczhq22XWHYgAlc7C7ZM6Y7aRkpWhKgJyqU05ebNmzzzzDO4uLhgY2NDy5YtCQ0N1T+uKAozZ87E29sba2trgoKCOHPmjME+srKymDRpEq6urtja2jJgwABu3Lhh0CYxMZGRI0fqZ4EaOXIkSUlJ5XFKQgghRImFnI7h8QX72XYuTp+EO9ta0MoqCgty0Cg2vLMnjTUnbtBrzm6W7AsnT6sQm5zFnK0XjBy9EKKilHkinpiYSOfOnTE3N+fvv//m7NmzfPnllwaD0M+ePZs5c+awYMECjh49iqenJ7179yYlJUXfZsqUKaxZs4ZVq1axb98+UlNTCQ4OJi8vT99m+PDhhIWFERISQkhICGFhYYwcObKsT0kIIYQokTytwpdbLvDSL6GkZefR3s+ZP17qSNh7vTn+bm+W9jYF4KS2Pr8cjuTV304Sm5xFXRcbXusbAMDyQ9c4G5VszNMQQlSQMi9N+eyzz/Dx8WHp0qX6db6+vvplRVH46quvePvttxk8eDAAP/30Ex4eHqxcuZJx48ah0WhYsmQJy5cvp1evXgD88ssv+Pj4sG3bNvr27cu5c+cICQnh0KFDtG/fHoDFixfTsWNHLly4QEBAQFmfmhBCiBomKimDz0LO83CgO4+3rFVs27NRyXzy9zn2XtLNSPh8Zz9mPBqIuel/fV628ScBqNeiG/UibLmRlMGEoAaM614PK3NTzkYns/FUNDPXneG3cR1QqVTld3JCCKMr8x7xdevW0bZtW5588knc3d1p1aoVixcv1j8eHh5OTEwMffr00a+ztLSke/fuHDhwAIDQ0FBycnIM2nh7e9O0aVN9m4MHD6JWq/VJOECHDh1Qq9X6NnfLysoiOTnZ4CaEEEIURlEUXv/jFH+FRfHKqjA+WH+G3DxtgXb/3NAw5udjPDpvL3sv3cLK3ISvnmrJe/0bGyThgH7ElNpNu7BtanfC3uvNK738sTLX9ZS//WgjrM1NORKRwLqTUeV+jkII4yrzRPzq1at8++23+Pv7s3nzZl566SUmT57Mzz//DEBMTAwAHh4eBtt5eHjoH4uJicHCwgInJ6di2xQ265O7u7u+zd0++eQTfT25Wq3Gx8fnwU5WCCFEtbXuZBT7Lt/CzETXK710fwSjlh4hMS2bG4np/LgvnKGLDtJ/wT62no1FpYL+LbzZMKkrA1sV0nuelQJx53TLtVpjYqLCxsLwi2lvR2smPtwAgI83niM1K7dcz1EIYVxlXpqi1Wpp27Yts2bNAqBVq1acOXOGb7/9lmeffVbf7u6v2xRFuedXcHe3Kax9cfuZMWMGU6dO1f+cnJwsybgQQogCNOk5fLThLACv9PTH38OOqf93kv2Xb9N19k6DBNlEBQNb1mJ8jwY0cLcreqfRJwEFHGqBvWeRzV7s6sfvxyKJuJ3ONzsv80a/wLI6LSGKNHr0aJKSkli7dq2xQ6lRyrxH3MvLi8aNGxusa9SoEdevXwfA01P3n8/dvdZxcXH6XnJPT0+ys7NJTEwstk1sbGyB48fHxxfobc9naWmJg4ODwU0IIYS426ch57mVmk0DdzvGdq9Hv6ZerB7fCR9na1KzcjFRwUN+zrwb3Ji9bzzMnKdaFp+EA9zMn8indbHNLM1MefMRXfL9Z+gNFEUpi1MSVcDo0aNRqVSoVCrMzMyoU6cOL7/8coF8qDx8/fXXLFu2rNyPIwyVeSLeuXNnLlwwHHrp4sWL1K1bFwA/Pz88PT3ZunWr/vHs7Gx2795Np06dAGjTpg3m5uYGbaKjozl9+rS+TceOHdFoNBw5ckTf5vDhw2g0Gn0bIYQQorRCryXw6xFd59HHA5tiaaar3w70dGDDpK4sGtmGo2/34v/GdeSFLn7UcrQu2Y7zZ9T0Lj4RB+gR6I6NhSlxKVmckRFUapR+/foRHR1NREQEP/zwA+vXr2f8+PHlfly1Wm0wwp2oGGWeiL/66qscOnSIWbNmcfnyZVauXMn333/PhAkTAF05yZQpU5g1axZr1qzh9OnTjB49GhsbG4YPHw7ofhleeOEFpk2bxvbt2zlx4gTPPPMMzZo104+i0qhRI/r168eYMWM4dOgQhw4dYsyYMQQHB8uIKUIIIe7LtdtpvPHnPwAMbVub9vVcDB5XW5vTt4knLnaWpd95tG7EFLxb3rOppZkpnRu4ArDjfFzpjyWqLEtLSzw9PalduzZ9+vThqaeeYsuWLQAEBQUxZcoUg/YDBw5k9OjR+p8XLlyIv78/VlZWeHh4MGTIEP1jf/zxB82aNcPa2hoXFxd69epFWloaoOuNHzhwoL5tSEgIXbp0wdHRERcXF4KDg7ly5Uq5nXdNVeY14u3atWPNmjXMmDGDDz/8ED8/P7766itGjBihb/P666+TkZHB+PHjSUxMpH379mzZsgV7e3t9m7lz52JmZsbQoUPJyMigZ8+eLFu2DFNTU32bFStWMHnyZP3oKgMGDGDBggVlfUpCCCGquZTMHBbsvMzSfRFk52lxsbVgxiONyu4AmRpIuKpb9mpZok16Brqz9WwsO87HMbmnf9nFUgMpikJGbkaFH9fazPqBhqC8evUqISEhmJuXbKbVY8eOMXnyZJYvX06nTp1ISEhg7969gK6y4Omnn2b27NkMGjSIlJQU9u7dW2TpU1paGlOnTqVZs2akpaXx3nvvMWjQIMLCwjAxKZf5IGukcpniPjg4mODg4CIfV6lUzJw5k5kzZxbZxsrKivnz5zN//vwi2zg7O/PLL788SKhCCCFqsLjkTNadjOK73Ve4lZoNQFd/V97v3wQnW4uyO1D0Kd29ug7YOJdokx6BupHBTt5I4lZqFq730wsvAMjIzaD9yvb3bljGDg8/jI25Tam22bBhA3Z2duTl5ZGZqZuVdc6cOSXa9vr169ja2hIcHIy9vT1169alVatWgC4Rz83NZfDgwfpy4WbNmhW5ryeeeMLg5yVLluDu7s7Zs2dp2rRpqc5JFK1cEnEhhBCissrIzmP9qSjWhUVx4MottP92CNZzteWd4Eb0CHAv+4l08stSvJqXeBMPByuaeDtwJiqZXRfiGdKmdtnGJCqlHj168O2335Kens4PP/zAxYsXmTRpUom27d27N3Xr1qVevXr069ePfv36MWjQIGxsbGjRogU9e/akWbNm9O3blz59+jBkyJACQ0Xnu3LlCu+++y6HDh3i1q1baLW6MfSvX78uiXgZkkRcCCFEjaAoChv/iWbWxnNEaTL161vVcWRIm9o82cYHC7Ny+spdn4i3LNVmPQPdOROVzM7zcQaJ+Gch59l9IZ4vh7agkZeMAHYv1mbWHB5+2CjHLS1bW1saNNCNJT9v3jx69OjBBx98wEcffYSJiUmBUpKcnBz9sr29PcePH2fXrl1s2bKF9957j5kzZ3L06FEcHR3ZunUrBw4cYMuWLcyfP5+3336bw4cP4+fnVyCO/v374+Pjw+LFi/H29kar1dK0aVOys7NLfU6iaJKICyGEqPbOxyQzc90ZDl1NAKCWozXD2vnweMta1HEpXenAfYkO092X4ELNO/UIdGfejsvsuRhPTp4Wc1MTtp+L5dtduovmRi45zP+N60g9t3sMnVjDqVSqUpeIVBbvv/8+jzzyCC+//DJubm5ER0frH8vLy+P06dP06NFDv87MzIxevXrRq1cv3n//fRwdHdmxYweDBw9GpVLRuXNnOnfuzHvvvUfdunVZs2aNwRwrALdv3+bcuXMsWrSIrl27ArBv376KOeEaRhJxIYQQ1drWs7G89EsoeVoFSzMTXg6qz0vd6+unlS93Walw65Ju2atFqTZtUdsRF1sLbqdlczQigWa11Lyz9jQANham3ErNZsQPumTcx7lqJpqieEFBQTRp0oRZs2bx8MMPM3XqVDZu3Ej9+vWZO3cuSUlJ+rYbNmzg6tWrdOvWDScnJzZt2oRWqyUgIIDDhw+zfft2+vTpg7u7O4cPHyY+Pp5GjQpelOzk5ISLiwvff/89Xl5eXL9+nTfffLMCz7rmkERcCCFEtXUrNYs3/jxFnlbh4UB3PhjQpOIT1tjTgAL2XmDnXqpNTUxUdA9wY/Xxm+w8H8emf6KJ1mRS18WGFS+2Z9SPR7gSn8YzSw7z+7iOuDtYlc85CKOaOnUqzz33HJcvX+bkyZM8++yzmJmZ8eqrrxr0hjs6OrJ69WpmzpxJZmYm/v7+/PrrrzRp0oRz586xZ88evvrqK5KTk6lbty5ffvkljzzySIHjmZiYsGrVKiZPnkzTpk0JCAhg3rx5BAUFVeBZ1wwqpQZP2ZWcnIxarUaj0cgsm0IIUc0oisK45aFsORtLoKc9f03srJ+cp0Id+g5C3oCGj8DwVaXefOOpaCasPI6jjTlJ6bp64JVj2tOpvisxmkyeXHSAyIQMAj3tWTuhc7E9/bl5WvZevkV8ShaDW9XCzLRqDkNX3Pt3ZmYm4eHh+Pn5YWUlH0yEcZT091B6xIUQQlRLa8NusuVsLOamKuYMbWmcJBzuuFCzdGUp+bo2dMXMRKVPwp9+yIdO9XWT/XiqrVj5YgcGLTzA+ZgUvtl5mWl9Ck5qdzE2hT9Db7D6xE3iU7IAOBuVzMwBTe4rJiFE2aiaH4WFEEKIYkRrMnjvrzMAvNLTn8beRvzW8wETcQcrc9r66oaYc7e35M27Jhrycbbho8d1CfW3u65wISbF4PE5Wy/SZ+4eFu25SnxKFo42uslhlh2IYPnBiPuKSQhRNiQRF0IIUa0kZ+bw2u+nSMnMpYWPIy91r2+8YHIyIP68brmUI6bcaVy3+tR3s2XO0JaorQvOstivqSe9G3uQq1X0NfGgS8znbdddKNqrkQeLRrbhyFu9eK2vrtd85vqz7L0Uf99xCSEejJSmCCGEqBYS07JZuj+cpQciSMnMxdLMhC+fbGHcOujYM6Dkga2b7mLN+9Qj0F0/02ZhVCoVHz3elINXbhMWmcTygxGYmqj4LET3IeDNRwINPpCMD6rPlfhUVh+/yfgVx1kzvhMN3O1LFIuiKGU/4ZEQNZT0iAshhKjSsnO1zNl6kc6f7WDejsukZObi727H4mfb0sDdyONr548f7tUCyjl59VRb8cYjgQB88vd53v23NGfSww0KfCugUqn4ZHAz2vk6kZKZy3PLjnIzKaPY/SuKwnt/nabdx9vYeja2fE5CiBpGEnEhhBBV1tX4VIZ8d4B52y+Rnp1HE28HvnumNZundKNbQzdjh3ffM2rerxEP1aFtXSeycnXTkT/X2ZepvRsW2tbSzJRFI9tS18WGyIQMhn53kOu304vc9/JD1/j54DVupWbz0i+h/H4sslzOQYiaRBJxIYQQVY6iKKw6cp3H5u3j1A0Namtz5j/dig2TutCvqRcmJpWkdCIqTHd/nxdqlpaJiYrPhjSnsZcDY7vV493HGhdbRuJsa8GqsR3wc7XlZlIGT31/kPBbaQXaHb+eyEcbzgLQxNuBPK3Ca3+cYtHuK+V2LkLUBJKICyGEqFJSMnOYuPIEb67+h4ycPDrVdyFkSlf6t/CuXLXLuVkQd063XEGJOEB9Nzs2vdKVtx5tVKIPJF5qa34b24EG7nZEazIZuuggodcSyJ9m5HZqFuN/OU5OnsJjzbxYP7EL47rVA3QlMJ9vPl+u5yNEdSYXawohhKgyLsam8NIvoVyNT8PcVMVrfQN4sUu9ytMDfqe4c6DNAWsncKxj7GiK5e5gxaqxHXjmh8Ocj0nhiW8PUsvRmr5NPDkTpSEmOZN6brZ8NqQ5JiYqZjzaCGdbCz75+zzf7LzC8PZ1qeVobezTEKLKkR5xIYQQVcLaEzd5fMF+rsan4aW24rdxHRnbrX7lTMIBrh/U3Xu1LPcLNcuCq50lv47pwIAW3libm3IzKYMf94dzODwBGwtTFj3TBjvL//rvxnWvTwsfRwCOhicYKWohqjZJxIUQQlRqWq3CrE3nmPJbGBk5eXRp4MqGSV1oXcfJ2KEV79x63b1/H+PGUQpOthbMe7oVx9/tzfcj2zC4dS3qu9ky96mW+HsUHN6wXV3da3A0QhLxshITE8Mrr7xCgwYNsLKywsPDgy5duvDdd9+Rnl70xbSiapLSFCGEEBUuLSuXr7dfYvu5WOwszXC0scDZ1oIG7nY81c4HVztLADKy83j1tzBCzsQAMKFHfab2DsC0svaC50uNg2sHdMuNgo0by32wtjClTxNP+jTxLLZdW19nftgXLol4Gbl69SqdO3fG0dGRWbNm0axZM3Jzc7l48SI//vgj3t7eDBgwoNT7zcnJwdy84ERQwvikR1wIIUSF2nUhjj5z9/D9nqtciU/j5A0Nuy/Gs+bETT7ffIFOn+5gxupTHAlPYNjiQ4ScicHC1ISvnmrJa30DK38SDnB+I6CAd6tKXx/+INr56nrEL8amkpSebeRoqr7x48djZmbGsWPHGDp0KI0aNaJZs2Y88cQTbNy4kf79+wOg0WgYO3Ys7u7uODg48PDDD3Py5En9fmbOnEnLli358ccfqVevHpaWlvqJmBYtWkRwcDA2NjY0atSIgwcPcvnyZYKCgrC1taVjx45cufLfaDhXrlzh8ccfx8PDAzs7O9q1a8e2bdsM4vb19WXWrFk8//zz2NvbU6dOHb7//nv94w8//DATJ0402Ob27dtYWlqyY8eO8ngqqwxJxIUQQlSI1KxcXll1gtFLdZPH1HK05uthLVn8bFtmD2nOm48E0qK2muxcLb8eiWToooOcjEzC0cacX15sz8BWtYx9CiV3bp3uvlHpey+rEhc7S+q52QIQei3RyNEUTVEUtOnpFX7LH3mmJG7fvs2WLVuYMGECtra2hbZRqVQoisJjjz1GTEwMmzZtIjQ0lNatW9OzZ08SEv77ZuLy5cv83//9H3/++SdhYWH69R999BHPPvssYWFhBAYGMnz4cMaNG8eMGTM4duwYgEHSnJqayqOPPsq2bds4ceIEffv2pX///ly/ft0gti+//JK2bdty4sQJxo8fz8svv8z587oRdV588UVWrlxJVlaWvv2KFSvw9vamR48eJX6OqiMpTRFCiGpOURSu3kqjlqM1VuamRovjw/Vn+CssChMVPNfZj6m9G2Jrafg2NK5bPY5dS2TxnqtsPReLr4stP45uh59r4YlJpZSRCOF7dMuNHzduLBXgIV9nrsancSQigZ6NPPTrkzNz2HMxnn5NPDEzNW6/n5KRwYXWbSr8uAHHQ1HZ2JSo7eXLl1EUhYCAAIP1rq6uZGZmAjBhwgT69u3LP//8Q1xcHJaWuhKuL774grVr1/LHH38wduxYALKzs1m+fDluboYTWz333HMMHToUgDfeeIOOHTvy7rvv0rdvXwBeeeUVnnvuOX37Fi1a0KLFf8Nv/u9//2PNmjWsW7fOIGF/9NFHGT9+vH6/c+fOZdeuXQQGBvLEE08wadIk/vrrL/2xly5dyujRoyvXkKNGIIm4EEJUY6HXEvh88wUOXU2gna8Tq8Z2NEppx+mbGn4PvQHAz8+3p4u/a6HtVCoV7XydaefrzK3ULOytzLA0M96Hh/ty4W/Q5oJ7E3Cpf+/2VVxbX2dWHY3kWIRhj/j/HY3kfxvP0a2hGz8//5CRoqt67k5Mjxw5glarZcSIEWRlZREaGkpqaiouLi4G7TIyMgxKSurWrVsgCQdo3ry5ftnDQ/fBqVmzZgbrMjMzSU5OxsHBgbS0ND744AM2bNhAVFQUubm5ZGRkFOgRv3O/KpUKT09P4uLiALC0tOSZZ57hxx9/ZOjQoYSFhXHy5EnWrl1bymen+pFEXAghqqHTNzXM3XqR7efj9OuORiSy/GAEozv7VWgsiqLw4YazKAoMbOldZBJ+t/wLNqucs/+WpTSu3mUp+fLrxE/dSCIzJw8rc1Ny87Qs3R8BwKNNi7/gsyKorK0JOB5qlOOWVIMGDVCpVPpyjnz16ukmT7L+d19arRYvLy927dpVYB+Ojo765aLKW+68aDM/6S9snVarBeC1115j8+bNfPHFFzRo0ABra2uGDBlCdrbhNQF3XwyqUqn0+wBdeUrLli25ceMGP/74Iz179qRu3bqFxliTSCIuhBDVREZ2HhtORbHyyHVOXE8CwNRExZNtauOltmbutovM3nyB3k08K3TylZDTMRwJT8DK3ITX+wVW2HGNIisFrvx78Vmj/saNpYLUcbbB3d6SuJQsTkYm0b6eC1vPxnIzKQNnW4tKUduvUqlKXCJiLC4uLvTu3ZsFCxYwadKkIhPp1q1bExMTg5mZGb6+vuUe1969exk9ejSDBg0CdDXjERERpd5Ps2bNaNu2LYsXL2blypXMnz+/jCOtmuRiTSGEqAaW7Q+n/axtvPbHKU5cT8LMRMWAFt5sebUbnz7RnEkPN6CdrxPp2Xm8s+afUl1E9iAyc/KY9bdumvdx3erjXd1nX7y4GfKywLk+uDc2djQVIr+cCP4bT3zJvnAARrSvY9TrEqqahQsXkpubS9u2bfntt984d+4cFy5c4JdffuH8+fOYmprSq1cvOnbsyMCBA9m8eTMREREcOHCAd955R3+xZVlq0KABq1ev1peTDB8+3KCnuzRefPFFPv30U/Ly8vSJfU0nibgQQlRxKw9fZ+b6syRn5lLbyZrX+gZwYMbDzHu6FfXd7AAwMVHxyeDmWJiasPNCPOtORlVIbEv3RxCZkIGngxXjuterkGMaVf4kPo0HVInZNMtKfnnK0YhETkYmcexaIuamKkZ2kNKD0qhfvz4nTpygV69ezJgxgxYtWtC2bVvmz5/P9OnT+eijj1CpVGzatIlu3brx/PPP07BhQ4YNG0ZERIS+5rsszZ07FycnJzp16kT//v3p27cvrVu3vq99Pf3005iZmTF8+HCsrKzKONKqSaVUVLdIJZScnIxarUaj0eDg4GDscIQQotQ2n4nh5V9C0SowPqg+0/sEFDvl+/ztl/hy60WcbS3YNrU7zrYW5RZbVFIGfebuITUrl7lPtWBQq9rldqxKIScDZteHnDQYsxNq3V+yUhWdvqkheP4+7C3N6B7gxoZT0QxuVYs5T7Usl+MV9/6dmZlJeHg4fn5+kuxVMpGRkfj6+nL06NH7TuaripL+HkqPuBBCVBJ/hd1k5rozpGfnlqj94au3mfTrCbQKDGvnw2t9i0/CAcZ1r0+Ahz0Jadk8v+womvScsgi9gMycPF7+JZTUrFxa+jjyeAvj1wmXu5jTuiTc1k03kU8N0sjLATtLM1KyctlwKhqA57tU7EXBovLKycnh+vXrvPHGG3To0KHaJ+GlIYm4EEJUApfjUpn++0mWHYjgrdX3ruG+GJvCiz8fIztXS69GHvxvYNMSjcdrYWbCV8Na4mhjTlhkEsMWH+JWatY9tyutmevOcPKGBkcbc+Y/3eqeHxCqhdjTunvPZjWqLAV0FwW3ruuk/7m9nzNNa6mNGJGoTPbv30/dunUJDQ3lu+++M3Y4lYok4kIIYWSKovDeX6fJydMl32vDovj54LVit/lw/VlSMnNp5+vEguGtSjVhSiMvB34b2xFXO0vORSczdNFBojUZD3QOd1p5+DqrjkaiUsG8Ya3wca7co1WUmdgzunuPJsaNw0ja3ZGIS2+4uFNQUBCKonDhwgWDMcuFJOJCCGF0609Fc+DKbSzNTHjh3wTmow1nCb2WUGj7sMgk9l2+hZmJijlDW97XqBQBnvb8/lJHvNVWXI1P48nvDpa4Z1yTkUN6dm6BXvvsXC0Hrtzi/XW6nuHpfQLo1rDghCLVlj4Rb2rcOIyk67+vdT1XW3o1KvuLBoWojmQccSGEMKKUzBz+t+EsABN6NGDSww2ISc5k46loXv7lOBsmd8Hd3vBCn4U7LwPweMtaD9Tb7Odqy/+91JERPxzm2u10vt52iY8GFp9ErjpynTdX/wPoylycbMyxMjclIS2blMz/atv7NfFkfFD1n1VST1Egrmb3iLf0ceTXMR2o62JjlNlbhaiKpEdcCCGM6Kttl4hLycLXxYax3eqhUqmY/URz/N3tiEvJYsKK42Tm5OnbX4xNYcvZWFQqeDnowYcDrO1kw6eDdVNT/3rkOhG30opsq8nI4dOQ/2b9y87VEpucxbXb6fok3NRERVd/V74Y2qJENevVRvJNyNSAiRm4NjR2NEbTsb5L9R8rXogyJD3iQghhJOdjkll2IAKAmQOa6EtMbC3N+G5kGwYu2M/RiESm/l8Y859ujamJiu92XQGgb2NPGrjbl0kcHeu70L2hG7svxvPl1ovMf7rwET8W7rpMUnoODdzt+PPlTiRn5JCYnk1mjhZnWwtcbC1QW5vXjAsz75ZfluLaEMwsjRuLEKLKkB5xIYQwAq1W4Z01p8nTKvRr4klQgLvB4/Xd7Fg0sg3mpio2/RPDh+vPEJmQzl//TsQzvkfZln280S8QlQrWn4zinxuaAo/fSExn6f4IAGY8Eoja2hwfZxua13bkIT9nGrjb4WRrUTOTcPhvxJQaWpYihLg/kogLIYQR/B4aybFridhYmPJe/8KnQu/UwJU5Q1sC8NPBa4xccpg8rUJXf1ea13Ys03gaezvweAtvAGZvPl/g8S+3XCQ7V0uHes48HOhe4PEar4aPmCKEuD+SiAshRAW7nZrFJ3/rkt2pvRsWW1Pbv4U37wXrEvWI2+mA7qLO8jCtTwDmpir2XrrF/su39OtP39Sw5sRNAN5+tHHNqv0uqRo+YoqoXIKCgpgyZUq57NvX15evvvrqgfYxc+ZMWrZsWSbx3ItKpWLt2rUVcqz7IYm4EEJUsFmbzpOUnkMjLwdGd/K9Z/vnu/gxrrvuwsx2vk6093Mul7h8nG0Y0b4uANN/P8lrv59kwY5LvPuXruxiYEtvmtWWSVoKyMmEW5d0y9IjLu5TUcnz2rVrS/3hd/Xq1Xz00Uf6n8sieS6pwpLsvXv34ujoyKRJk1AUhenTp7N9+/YKiaeyk4s1hRCiAh28cps/j99ApYKPBzUt8UQ8b/YLpHtDNwI9Hcq1R3rSww1YffwG0ZpMfg+9oV9vYWbC9L4B5XbcKu3WBVDywNoJ7L2MHY0QODuXz4f1+7Fx40aefPJJXnvtNT744AMA7OzssLOzM3JklYP0iAshRAXIzMnjZGQS76zVjcE9/KE6tK7jdI+t/qNSqehU3xVnW4vyChEAFztL/p7SjXlPt2Ja74Y80bo2Heu58OGAJtR2qiEzZJbWnWUpUrYjyll+j/Py5cvx9fVFrVYzbNgwUlJS9G3u7F0PCgri2rVrvPrqq6hUKoMP8gcOHKBbt25YW1vj4+PD5MmTSUv7bwjTuLg4+vfvj7W1NX5+fqxYsaJUsa5cuZLBgwfz6aef6pPwO88h3+jRoxk4cCBffPEFXl5euLi4MGHCBHJycvRtoqOjeeyxx/SxrFy5skBP/6VLl+jWrRtWVlY0btyYrVu3Fojpn3/+4eGHH8ba2hoXFxfGjh1LampqgVhmzZqFh4cHjo6OfPDBB+Tm5vLaa6/h7OxM7dq1+fHHH0v1XBRFesSFEKKcKIrC3K0X2X4+jgsxKeRqdTNRutpZ8HrfQCNHV7RajtbUkrGgS04u1Kz0FEUhN1tb4cc1szApl2+wrly5wtq1a9mwYQOJiYkMHTqUTz/9lI8//rhA29WrV9OiRQvGjh3LmDFj9Ov/+ecf+vbty0cffcSSJUuIj49n4sSJTJw4kaVLlwK6pDQyMpIdO3ZgYWHB5MmTiYuLK1GM33zzDVOnTmXJkiU888wz92y/c+dOvLy82LlzJ5cvX+app56iZcuW+pifffZZbt26xa5duzA3N2fq1KkGsWi1WgYPHoyrqyuHDh0iOTm5QKlPeno6/fr1o0OHDhw9epS4uDhefPFFJk6cyLJly/TtduzYQe3atdmzZw/79+/nhRde4ODBg3Tr1o3Dhw/z22+/8dJLL9G7d298fHxK9HwURRJxIYQoJ/sv32bejsv6n51szGlW25FXe/mjtjE3YmSiTMnQhZVebraW71/ZXeHHHft1d8wtTct8v1qtlmXLlmFvr5tLYOTIkWzfvr3QRNzZ2RlTU1Ps7e3x9PTUr//8888ZPny4Pln19/dn3rx5dO/enW+//Zbr16/z999/c+jQIdq3bw/AkiVLaNSo0T3jO3fuHBMnTixxEg7g5OTEggULMDU1JTAwkMcee4zt27czZswYzp8/z7Zt2zh69Cht27YF4IcffsDf31+//bZt2zh37hwRERHUrl0bgFmzZvHII4/o26xYsYKMjAx+/vlnbG1tAViwYAH9+/fns88+w8PDQ/+czZs3DxMTEwICApg9ezbp6em89dZbAMyYMYNPP/2U/fv3M2zYsBKdX1EkERdCiHLy08EIQHeR4/S+AdRytJYRR6oj6REXFczX11efhAN4eXmVuKc6X2hoKJcvXzYoN1EUBa1WS3h4OBcvXsTMzEyf+AIEBgbi6Oh4z33Xrl0bR0dHZs+ezSOPPIKX172vnWjSpAmmpv99aPHy8uKff3SlfBcuXMDMzIzWrVvrH2/QoAFOTv+V9507d446derok3CAjh07Ghzj3LlztGjRQp+EA3Tu3BmtVsuFCxf0iXiTJk0wMfmvetvDw4OmTf8bEcnU1BQXF5dSP+eFkURcCCHKQWRCOtvPxQIw8WF/qa+urlLjIC0eUIHbvXsKhXGYWZgw9uvuRjluSTk4OKDRFJxMKykpCQcHB4N15uaG36ipVCq02tKV3mi1WsaNG8fkyZMLPFanTh0uXLig33dp2dvbs23bNvr06UNQUBA7d+7E29u72G2KOydFUQrd5s71hbW5O3ZFUYo8nzvXFxZLWTznhZGLNYUQohysOHwdrQJd/V1p4C6jA1Rb+WUpLvXBQj5sVVYqlQpzS9MKv5UmiQ0MDOTYsWMF1h89epSAgAcbscjCwoK8vDyDda1bt+bMmTM0aNCgwM3CwoJGjRqRm5trENOFCxdISkoq0TGdnJzYtm0bTk5OBAUFcfPmzfuOPzAwkNzcXE6cOKFfd/nyZYNYGjduzPXr14mKitKvO3jwoMF+GjduTFhYmMEFqfv378fExISGDRved3wPQhJxIYQoY5k5efx29DoAz3b0NW4wonxJWYooI+PHj+fKlStMmDCBkydPcvHiRb755huWLFnCa6+99kD79vX1Zc+ePdy8eZNbt3STdb3xxhscPHiQCRMmEBYWxqVLl1i3bh2TJk0CICAggH79+jFmzBgOHz5MaGgoL774ItbWJb+QW61Ws2XLFlxdXQkKCuLGjRv33qgQgYGB9OrVi7Fjx3LkyBFOnDjB2LFjsbb+r9yvV69eBAQE8Oyzz3Ly5En27t3L22+/bbCfESNGYGVlxahRozh9+jQ7d+5k0qRJjBw5Ul+WUtEkERdCiDK2/mQUiek51HK0lungq7v8RNxdEnHxYHx9fdm7dy9XrlyhT58+tGvXjmXLlrFs2TKefPLJB9r3hx9+SEREBPXr18fNzQ2A5s2bs3v3bi5dukTXrl1p1aoV7777rkE999KlS/Hx8aF79+4MHjyYsWPH4u5euv/THBwc2Lx5Mx4eHgQFBREZGXlf5/Dzzz/j4eFBt27dGDRoEGPGjMHe3h4rKysATExMWLNmDVlZWTz00EO8+OKLBS5etbGxYfPmzSQkJNCuXTuGDBlCz549WbBgwX3FVCaUcjZr1iwFUF555RX9Oq1Wq7z//vuKl5eXYmVlpXTv3l05ffq0wXaZmZnKxIkTFRcXF8XGxkbp37+/EhkZadAmISFBeeaZZxQHBwfFwcFBeeaZZ5TExMQSx6bRaBRA0Wg0D3KKQgihp9Vqlcfm7VHqvrFBWbjzsrHDEeVtYWdFed9BUc6uN3YkNUpx798ZGRnK2bNnlYyMDCNEJipKZGSkAijbtm0zdiiFKunvYbn2iB89epTvv/+e5s2bG6yfPXs2c+bMYcGCBRw9ehRPT0969+5tMBj9lClTWLNmDatWrWLfvn2kpqYSHBxsUOM0fPhwwsLCCAkJISQkhLCwMEaOHFmepySEEMU6EZnE6ZvJWJiZ8FS7BxtfVlRyyVEQqxvVgVptjBuLENXcjh07WLduHeHh4Rw4cIBhw4bh6+tLt27djB3aAym3RDw1NZURI0awePFig+FlFEXhq6++4u2332bw4ME0bdqUn376ifT0dFauXAmARqNhyZIlfPnll/Tq1YtWrVrxyy+/8M8//7Bt2zZANwRNSEgIP/zwAx07dqRjx44sXryYDRs26K/0FUKIivbTgQgABrTwLvdZMIWRnVuvu/dpDw4ytb0Q5SknJ4e33nqLJk2aMGjQINzc3PST+1Rl5ZaIT5gwgccee4xevXoZrA8PDycmJoY+ffro11laWtK9e3cOHDgA6Ma2zMnJMWjj7e1N06ZN9W0OHjyIWq3WDzIP0KFDB9Rqtb7N3bKyskhOTja4CSFEWTkSnsBfYbor9kfJRZrV35m1uvvGjxs1DCFqgr59+3L69GnS09OJjY1lzZo11K1b19hhPbByGUd81apVhIaGFjoMT0xMDECBq1M9PDy4du2avo2FhYVBT3p+m/ztY2JiCr1gwN3dXd/mbp988gkffPBB6U9ICCHuISM7j9f/OAnA0La1aVZbbeSIRLlKiYHr/w6N1miAcWMRQlRZZd4jHhkZySuvvMKKFSv0V7IWpjSDrBfVprD2xe1nxowZaDQa/e1+r9wVQoi7fbnlAhG30/F0sOLtxxobOxxR3s6tBxSo1RYc5VqAykgpYhIYISpCSX//yjwRDw0NJS4ujjZt2mBmZoaZmRm7d+9m3rx5mJmZ6XvC7+61jouL0z/m6elJdnY2iYmJxbaJjY0tcPz4+Pgix4K0tLTEwcHB4CaEEA8q9FoiS/aHA/DJ4Gaorat2zaIogbN/6e6bDDRqGKKg/Jrh9PR0I0ciarL837971bCXeWlKz549+eeffwzWPffccwQGBvLGG29Qr149PD092bp1K61atQIgOzub3bt389lnnwHQpk0bzM3N2bp1K0OHDgUgOjqa06dPM3v2bAA6duyIRqPhyJEjPPTQQwAcPnwYjUZDp06dyvq0hBCiUJk5upIURYHBrWvRQ8YNr/5S4+Daft2ylKVUOqampjg6OhIXFwfoxo6+n2nahbgfiqKQnp5OXFwcjo6OmJqaFtu+zBNxe3t7mjZtarDO1tYWFxcX/fopU6Ywa9Ys/P398ff3Z9asWdjY2DB8+HBANxPTCy+8wLRp03BxccHZ2Znp06fTrFkz/cWfjRo10s/4tGjRIgDGjh1LcHDwA08FK4QQJaEoCh9uOMuV+DTc7C15L1hKUmqEc+tB0YJ3a3Cq+heLVUeenp4A+mRciIrm6Oio/z0sTrlcrHkvr7/+OhkZGYwfP57ExETat2/Pli1bsLe317eZO3cuZmZmDB06lIyMDHr27MmyZcsMPlmsWLGCyZMn60dXGTBggHFnRxJC1Cifb77AysPXUang08HNcLSR4QprhPyyFBktpdJSqVR4eXnh7u5OTk6OscMRNYy5ufk9e8LzqZQafDVDcnIyarUajUYj9eJCiFL5ZudlPt+sm7Pg40FNGdFeekZrhLRb8IW/rkd8chg4+xk7ohpJ3r9FdVGuM2sKIUR1tGx/uD4Jf+vRQEnCa5JTv+mScK8WkoQLIR6YUUpThBCiqvr9WCQz158FYPLDDRjbrb6RIxIVIjUOtryjS8QBmj5h3HiEENWCJOJCCFFC609G8cafpwB4vrMfr/ZuaOSIRLnTauH4Mtg2EzI1gAravQDtXzZyYEKI6kAScSGEKIGtZ2N59bcwtAo8/ZAP7wY3kiHRqruUGFj7MlzZofvZszn0/wpqtTFqWEKI6kMScSGEuIe9l+KZsOI4uVqFgS29+d/AZpKEV3fnN8G6iZB+G8ysoed78NBYMJW3TSFE2ZH/UYQQohjnY5IZ+3Mo2Xla+jXx5IsnW2BqIkl4taXVQsibcEQ3PwUezWDIEnCT+SmEEGVPEnEhhChCWlYuE1YcJyMnj84NXJj3dCvMTGWwqSpJcxOSoyA7BbJSwNIB/LqDyV2v59Ef/kvCO07U9YSbWVZ8vEKIGkEScSGEKMK7f53mSnwaHg6WzBvWCgszScKrpIMLYfNbwF3TZrR5DoLnQn6ZUcJV2Pa+brnfZ9DhpQoNUwhR88i7ihBCFOL3Y5GsPn4TExXMG9YKFzvpFa2STv8Jm2cACqjrgEdT8GkPqCB0KRz8dzZmrRb+mgQ56eDbVVcPLoQQ5Ux6xIUQ4i6XYlN4768zAEzt3ZD29VyMHJG4LxH7YM2/vdrtX4J+n/7X+31woS5B3/IuOPlCcjRc2wfmtjBgfsGSFSGEKAeSiAshxB1up2Yx7pdQMnLy6OrvyvigBsYOSdyPuHOwajjkZUOj/tB31n9JOECHlyHhiq4m/M8x/z3W+wOZMVMIUWHkI78QQvxLk5HDyCVHuBqfhrfaijlDW2IiI6RUPZkaWPGk7t6nPQxeDCamhm1UKl0deIPekJvxX0lK2xeME7MQokaSRFwIIdCNkDJ66RHORifjamfBLy+2x81e6sKrpEPfgiZSV3Ly9Cowty68nakZDPkRfDqAQy0pSRFCVDgpTRFC1HiZOXmM+fkYJ64nobY2Z/kL7annZmfssMT9yNTAoYW65Z7vg41z8e2tHOD5ENDmgql5+ccnhBB3kI/+QogaLSdPy8SVxzlw5Ta2Fqb89PxDNPJyMHZY4n4dXqRLxt0CofHAkm2jUkkSLoQwCknEhRA1llar8Pofp9h2Lg5LMxN+GNWOlj6Oxg5L3K9MzX/DEXZ7TcpMhBCVnvwvJYSokRRF4cMNZ1lz4iamJioWjmhNx/oyTGGVdvh7XTLuGgBNBhk7GiGEuCdJxIUQNdLcbZdYdiAClQq+fLIFPRt5GDsk8SAyk//rDe/+esFRUoQQohKSRFwIUeMs3nOVedsvAfDBgCYMbFXLyBGJB3ZkEWQmgWtD6Q0XQlQZkogLIWqUnw9G8PGmcwBM692QZzv6Gjcg8eCSrsP++brlbtIbLoSoOiQRF0LUGL8dva6fun5Cj/pMfFhmzazy8nJ1M2NmaaB2O2g62NgRCSFEiUkiLoSoEdacuMGbq/8B4MUufkzvE4BKJbNmVnl7v4DIQ2BhD0/8IL3hQogqRSb0EUJUa4qi8OP+CD7eeBZFgZEd6vL2Y40kCa8Orh+C3Z/ploPn6mbSFEKIKkQScSFEtZWdq+X9daf59UgkACPa1+GDAU0kCa8OMpJ0JSmKFpoPg+ZPGjsiIYQoNUnEhRDVwrXbaRy6ehs7S3OcbS2wtzLjfxvPcuhqAioVvP1oI17o4idJeHWx6TXQXNf1gj/6ubGjEUKI+yKJuBCi0tCk53AiMpEG7nbUcrQuUdIcmZDO/B2X+PP4TfK0SoHH7SzNmPd0Sx4OlHHCq42z6+Cf/wOVCQz+AawcjB2REELcF0nEhRCVQlxKJsMWHeLqrTQAHKzMaOztQFd/N17o4oeVueFFeLdTs/hy60X+72gkuf8m4G3qOmGigoS0bBLSsqntZMOXQ1vQ0MO+ws9HlJO0W7DhVd1y5yng086o4QghxIOQRFwIYXS3UrMYsfgwV2+lYWthSlauluTMXA5dTeDQ1QTWhUUx56kWNPFWoygKG05F8/66MySkZQPQ1d+VKb0a0qauk5HPRJS7TdMh/Ra4NYKgN40djRBCPBBJxIUQRpWYls0zPxzmUlwqng5W/N+4jnioLbkcl8qJ60l8te0iF2JTGPjNfiY97M/ZqGRCzsQAEOhpzwcDmtC+nouRz0JUiNOr4cwaUJnCoG/BzNLYEQkhxANRKYpSsKiyhkhOTkatVqPRaHBwkBpDISqaJiOH4YsPcSYqGXd7S34b1xE/V1uDNrdTs5ix+h+2nI3VrzMzUTGhRwMm9GiAhZlMh1AjpMTCwg6QkaCbPfPht40dkTAief8W1YX0iAshjObTv89zJioZVzsLVo5pXyAJB3Cxs2TRyDb8EXqDjzacxdfVlk8HN6ext7z51hgpsfDz47ok3KMpdHvN2BEJIUSZkERcCGEUV+JT+b9juvG9vxnemgbuRV9QqVKpeLKtD4Na1cLURCVDENYkyVHw0wC4fQnsveDJn8DMwthRCSFEmZDvdIUQDyQ3T8vpmxqyc7WFPp6nVcjJK/jYF5svkKdV6NXIo8Q13mamJpKE1yRJkbD0UV0S7lAbRm8E1wbGjkoIIcqM9IgLIQrIztWSkJaNp9qq2Hah1xJ4d+0ZzkYnU8fZhld7+zOgha7XOiUzh+WHrrFkbzgWZiYse+4hAjx1vd4nrify9+kYTFTwer+AijglUdUkXIWfHtdN2uNYF0atB6e6xo5KCCHKlCTiQggDZ6I0TFx5gmu301g3sQtNa6kLtLmVmsVnf5/n99Ab+nXXE9J59beTfLfrKl39Xfm/Y5EkZ+bqHx/2/UGWv9CeJt4OfBZyHoDBrWvLGN+ioLhz8PNASI0B5/q6JFxdy9hRCSFEmZNEXAgBgKIo/Hokkpnrz+jLTNadjCqQiEclZRA8f59+DO+n2vow8eEGrDsZxaLdV7gQm8KF2BQAGrjbMbZrPVYcvsbJGxqeXnyIcd3qcehqAhZmJrzau2HFnqSotHK1ucw7Po+kxCu8eWIjNumJ4N4ERq4Be5kVVQhRPUkiLoQgPTuXGav/4a+wKADqudpy9VYa287G8tajjQza/t+xSBLSsvFzteXLoS1oXUc3ic6EHg14pn1dFu+9ypX4VAa08KZvE09MTFT0a+bJ80uPcuxaIl9suQjAqI51qeVoXbEnKiql3Lwc3to1lb9v7AIg0sGcb5xaYzPiT7BxNm5wQghRjiQRF6Kays3Tkpadh9ra/J5tP1x/lr/CojA1UfFa3wCGt69Dm4+2cvVWGpfjUmngbgegn9USYGKPBvokPJ/axpzpfQvWfDtYmfPT8w8x5udjHLhyG3tLM8YHyUV3NVZeLtw4Cpc2k3ftAO/kXONvawvMFAVLReGYtRUT3evwjYU18lFNCFGdSSIuRDWUnavlmR8Oc+xaAmO71WdKL3+szE0LbXs2Kpnf/h1GcMmotgQFuAPQoZ4Ley/dYuvZWH0ifiE2hctxqViYmtC7SenKBWwtzfhxdDt+PhhBm7pOONnKEHQ1SU5eDj8dn8/ac7/imZlKu/RU2mVk8ae9LRvt7TBVFL5IN8PNuw1j085wNO44k7ZPYn7P+VibSTouhKieZPhCIaqhzzef50hEAloFvtt9heD5+zhxPbFAO0VR+HjTWRQFHmvupU/CAfo01iXa2879N6Pl+pO60pXuAW44WN27p/1uVuamjO1WnzZ1pdygJjkac5Qh657g67NLuaZkctjSjAVOjozy9mCdvR2mKhNmd/2MnuPDaD5wCd/1/g5bc1sOxxzm3f3vGjt8IYQoN9IjLkQ1s/1cLIv3hgPwUvf6/BF6g8txqTzx7QFe6l6fqb0bYmaq+wy+80Ic+y/fxsLUhDf7BRrsp1djD9796wzHrycSn5KFq52FviwluLlXxZ6UqLTSc9LZd3MfOdocFBQAsnKz0GRr0GRpiNBEsCNyBwDOeXlMSs0ht80ojmYncCwulNTsVD7u8jF9/Prp99nSvSXf9PyG0SGj2XZtG5osDWrLgqP3CCFEVSeJuBDVSLQmg2m/nwTguc6+vPlIIOO61eOD9WdYGxbFwl1XOHkjiflPt8beyoyPN57Tte3ii4+zjcG+vNTWNK3lwOmbyew8H0cjLweu3U7HytyEXo1kFAuhS8KHbxzOFc2VYtupgCeTU5icmIT66d/BvzfD0H0jk5WXhZVZwfHq23i0ob66Plc0VzgYdZB+dyTqQghRXUgiLkQ1kZunZfKvJ0hKz6FZLTVvPqLr4XayteCrYa3o1diD1/84xf7Lt+k/fx+9G3twJT4NZ1sLJvQo/MLJ3o08OX0zmS1nY7kSnwpAz0APbC3lv46aTlEUPj78MVc0V3C0dCTAOQDVv/8sTC1QW6p1t9xcuuz9libpydB1Gvj31u9DpVIVmoTn61q7K1c0V9h7c68k4kKIakneTYWoBi7FpvDhhrMcjUjEztKMBcNbYWlmeHFmcHNv/N3tGbf8GBG301l2IAKAV3s3LLLeu3djD+Zuu8i+y/GcidL8ux8pSxGw9vJa1l1Zh4nKhLlBc2nr2bZgo6xU+KEXpCeDb1cIeqtUx+hWuxvLzixj3819aBUtJiq5rEkIUb3I/2pCVGFJ6dnMXHeGfl/vZe+lW5ibqvjiyebUdbEttH2Apz1/TexCjwA3ABp62PF0O58i99/Iy55ajtZk5miJ1mRia2FKj0D3ItuLmuFS4iVmHZ4FwMSWEwtPwrVaWDMO4s+BnQc8sQRMS9f309K9JXbmdiRkJnD61umyCF0IISoV6REXoor654aGZ388TGJ6DqDrvX770Ub4uhaehOdTW5uzZFQ79l2+RdNaav2Fm4VRqVT0buyh7z3v1dijyGEQRfWXmp3KteRrzNg3g8y8TDp5d+KFZi8U3njHR3B+A5hawFO/3NfsmOYm5nT07sjWa1vZe3Mvzd2aP+AZCCFE5SKJuBBVUGxyJi/+fJTE9Bz83e14v38Tuvi7lnh7ExMV3Rq6lajtnYl4/+be9xOuqIJSs1M5GX+S43HHORl3kiuaK9zKuKV/3N3anVldZhVeLnJyFeybo1sesAB8HrrvOLrV7sbWa1vZc2MPE1pOuO/9CCFEZSSJuBBVTGZOHmN/PkZschYN3O34c3yn+xrTu6Qe8nOmoYcdWgW6Nix5si8qp+y8bJacXkJIeAgNHBvQs05Putbuip25HZeSLrHz+k52Re7ibMJZtIq2wPYuVi40cGzA1LZTcbF2KXiA64dh3STdcpep0OKpB4q3S60uAJy9fZb49HjcbEr2AVIIIaqCMk/EP/nkE1avXs358+extramU6dOfPbZZwQE/DfttaIofPDBB3z//fckJibSvn17vvnmG5o0aaJvk5WVxfTp0/n111/JyMigZ8+eLFy4kNq1a+vbJCYmMnnyZNatWwfAgAEDmD9/Po6OjmV9WkJUCoqi8Pofpzh5Q4OjjTk/PNu2XJNwAHNTE/5+pRuKohRbxiIqv6MxR/nw4IdEJEcAcFVzlS3XtmBmYoaLlQux6bEG7WvZ1aK1e2taebSikXMj6jjUwcHCoegDhO+B30ZCXjYEBsPDDz4Zj6u1K01cmnDm9hn23dzHIP9BD7xPIYSoLMo8Ed+9ezcTJkygXbt25Obm8vbbb9OnTx/Onj2Lra2udnX27NnMmTOHZcuW0bBhQ/73v//Ru3dvLly4gL29PQBTpkxh/fr1rFq1ChcXF6ZNm0ZwcDChoaGYmupqVIcPH86NGzcICQkBYOzYsYwcOZL169eX9WkJUSks3HWFdSejMDNRsXBE63vWg5cVUxMVutGgRVWRo83hRsoNbqTc4GbqTU7EnWBT+CZA16s9vuV4olKj2H59OxHJEcSmx2JpakkHrw4E+QTRpVYXPG09S37Aoz/A32+ANhdqt4NBi8CkbD64davdjTO3z7D35l5JxIUQ1YpKURSlPA8QHx+Pu7s7u3fvpls3Xa+at7c3U6ZM4Y033gB0vd8eHh589tlnjBs3Do1Gg5ubG8uXL+epp3Rfa0ZFReHj48OmTZvo27cv586do3Hjxhw6dIj27dsDcOjQITp27Mj58+cNeuCLkpycjFqtRqPR4OBQTC+PEJXArgtxjF56FICPBzVlRPu6Ro5IVEZZeVn8fuF3Fv+zmITMhAKPP9nwSaa0mWLQs3016Sox6TG0dGuJjblNgW2KlZcDIW/qEnGAZkNhwDwwt36Q0zBw+tZpnt74NLbmtux9ai/mpuX7LZCo/OT9W1QX5V4jrtHoxh52dnYGIDw8nJiYGPr06aNvY2lpSffu3Tlw4ADjxo0jNDSUnJwcgzbe3t40bdqUAwcO0LdvXw4ePIhardYn4QAdOnRArVZz4MCBQhPxrKwssrKy9D8nJyeX+fmKqkOrVVCpdCODVHZRSRm8+lsYAMPb15EkXBSQq81l/ZX1LDy5kJi0GACszazxsfehll0tatvXpq9vX1q4tSiwbT3HetRzrFf6g2rz4PfRutFRUEHP96DLq1DGf1ONXRrjbOVMQmYCx+OO096r/b03EkKIKqBcE3FFUZg6dSpdunShadOmAMTE6N4gPDwMh7Ly8PDg2rVr+jYWFhY4OTkVaJO/fUxMDO7uBcczdnd317e52yeffMIHH3zwYCclqoVTN5IYtzyUJt5qvh/ZBhOTypuM5+RpmbjyOInpOTSt5cB7wY2NHZKoRPK0eWwK38T3p77X136727jzcouXebzB45iblGPv8fYP/h2i0BKeXAqBj5XLYUxUJnSp1YV1V9ax+NRiGrk0Kr5WXQghqohyvfJq4sSJnDp1il9//bXAY3f3QiqKcs+eybvbFNa+uP3MmDEDjUajv0VGRpbkNIQRKYpCZk5eidrm5GkJOR1DxK20YtudjUpm5JIjRGsy2XYultUnbpZFqOXm07/Pc/x6EvZWZiwc3kbG8RaALgHfeHUjA/8ayFv73iIiOQJHS0emt53OpsGbGNJwSPkm4SdWwP6vdcsDF5ZbEp5vaMBQLEwsOBxzmGEbhnEh4UK5Hk8IISpCuSXikyZNYt26dezcudNgpBNPT93FP3f3WsfFxel7yT09PcnOziYxMbHYNrGxhlf4g64m/e7e9nyWlpY4ODgY3ETl9vHGc7T4YAv7Lt0qtp1WqzDltzBe+iWUoC92ETx/L9/uusK124ZJ+aXYFJ5ZchhNRg5ONrok5dO/z5OSmVNu5/AgQk7HsGRfOABfPtmCOi6lrN8V1dL+m/t5csOTvLn3TSKSI1Bbqnml9SuEPBHCqCajsDS1LN8Arh2A9a/olru9Ds2GlO/xgBZuLfj50Z+pZVeLyJRIRmwawbor68r9uEIIUZ7KPBFXFIWJEyeyevVqduzYgZ+fn8Hjfn5+eHp6snXrVv267Oxsdu/eTadOnQBo06YN5ubmBm2io6M5ffq0vk3Hjh3RaDQcOXJE3+bw4cNoNBp9G1G15WkVfg+9QVauljf+PEVaVm6RbWdvvsDGU9GYmqgwNVFx+mYyn4Wcp/vnu+g6ewev/X6SXw5dY/gPh0lIy6Z5bTXbpnannqstt1KzmLf9UgWeWcncTs3izdWnABjT1Y8+TUoxgoWols4nnGfslrG8tO0lLiVewt7CnsmtJrP5ic282OxFbM0rYBSdhHD47RnQ5kDjgRA0o/yP+a8mLk34Lfg3utTqQlZeFm/ve5u/w/+usOMLIURZK/NRU8aPH8/KlSv566+/DC6YVKvVWFvrrqL/7LPP+OSTT1i6dCn+/v7MmjWLXbt2GQxf+PLLL7NhwwaWLVuGs7Mz06dP5/bt2wbDFz7yyCNERUWxaNEiQDd8Yd26dUs8fKFcdV25nbieyKCFB/Q/j+7ky8wBTQq0W3H4Gm+vOQ3A3Kda0M3fjc1nYtn4TxSHriaQpzX8FQ/0tGfV2A442liw80Iczy09ipmJipAp3Wjgble+J/WvkpRivfpbGGtO3CTQ0571k7pgLmN411jZedksCFvAstPLUFAwNzHn6cCnGdt8LGpLdcUFkpEES/rArQvg1RKe+xssKv5bGq2iZfbR2aw4twJ3a3fWD1pf+tFeRJUm79+iuijzRLyo5GLp0qWMHj0a+G9Cn0WLFhlM6JN/QSdAZmYmr732GitXrjSY0MfHx0ffJiEhocCEPgsWLCjxhD7yh1y5fb3tEnO3XcTXxYaI2+moVPDHS51oU/e/i3h3no/jhZ+OolVgau+GTO7pb7CP1KxcjkUkcDg8gUNXb2Ntbsq8p1vhavffV/cvLDvK9vNxdPV35efnHyq3UVQURdfD/8XmC/h72LH8+fZFXiS691I8I5ccQaWCNeM709LHsVxiEpXfhYQLvLXvLS4mXgSgr29fprSeQm372vfYsozl5cCKIXB1F9h7w5gd4OBVsTHcISsvi4FrB3Ij9QYvNnuRV1q/YrRYRNEuJV7C38n/3g1LSd6/RXVR7uOIV2byh1z2FEVhy9lYNpyKZmKPBgR42hdoE3otgaxcLZ3qFz9d+hPfHiD0WiKfDG7GsYhE/jx+gwbudmyc3IWEtGyW7A3nl8PXyMzRMqRNbT4f0vy+kuiIW2n0mbuH7Dwt349sUy4lIBdjU3hnzWmORPw3rvPiZ9vSu3HB6xkyc/Lo+9Uert1OZ1THunzweNMCbUT1l5mbyS/nfmFh2EJytDk4WTrxfqf36VmnZ8UHoyi6mvDjP4G5LTwfAl7NKz6Ou+y8vpPJOydjbmLO2sfXUsehjrFDEndYd2Ud7+x7h8mtJ/NisxfLdN/y/i2qi3IfR1zUHOG30pi57gy7L8YDcCMxndUvdzJIjm8kpjPs+0PkaRV2TAsqcmZITXoOJ67rLtbt1tCNR5p6svtiHJfjUnnyu4Oci04mJ0/3GTIowI1Zg5rdd0+2r6stL3b1Y+GuK3y++QK9GnmU6XCGS/aF88mmc+RqFazNTWni7cCxa4ks2n2l0ER8/o5LXLudjqeDFdP73ntiKlG9ZORm8H8X/o+lp5dyO/M2AEG1g3i/0/u4Whf/4bXcHFygS8JRwZAllSIJBwjyCaKzd2f2R+3n86OfM7/nfGOHVCmkZKcQnxFPLbtaZX7hbrgmnPMJ57E1t8Xewh57c3u87bwLlAZtvLqRd/e/i4JCXHpcicrxhKiJJBEXDyw3T8vX2y+xaPdVsvO0WJiaoKBw4noSB6/eNuj5/nbXFX0C/euR68x4tFGh+9x/5RZaBeq72VLLUXdtwQcDmjJh5XFO3dBNEtXez5mXguoT1NDtgf+DH9e9PssPXeNSXCp/n47hseZl85X72ahkPt54Fq0CvRt7MHNAE8xNVHT5bCfHriVyLCKBtr7O+vYXYlJYtPsqADMHNMHeSmYQrCmy8rL47fxvLDm9RD8jpretN+NbjmdA/QHGSWJyMmHn/+DAAt3PfWdBwCMVH0cRVCoVrz/0Ok/89QS7buxi7429dK3d1dhhVShFUTgZf5I/Lv7B2YSzxKTGkJKTAoCLlQujmoxiaMDQB7qQ93bGbUIiQlh/ZT1nbp8p8LituS2jmozi2cbPYmtuy+aIzby97220ipYnGz7JjIdmSBIuRBEkERcP7H8bz7HsQAQA3Ru6MXNAE37cF87yQ9dYuPOKPhGPSsrg/479N3b7/x2LZGqfhliaFRwXe8+/verdG/43adOjzTx5pac/1xPSeaZDXYNa8Qeltjbn+c5+fL39EvN3XOKRpp4P3CuuKAofbjiDVoHHmnvxzfDW+seeaFOLX49E8t3uK/zwbyKekpnDhJXHydUq9G7sQb+mMkpKTVDYjJi17GoxptkYBtQfYLzp3KNOwJqXIP687ueOE6HDy8aJpRj11PUY0WgEP539iZkHZzKg/gCauzanuVtzXKxdjB1eqSiKQnRaNKfiT3Ey/iThmnB6+PRgaMDQAolsek46G8M38tv537iQWHBMdQsTC25n3mZO6Bx++OcHhgUOw8feBxOVCSpUmKhMMDUxxUxlhqnKFAtTC6zMrLAys8LcxJzLiZc5EXeCk/EnuZB4Aa2iBcBUZUpT16bkaHNIyU4hKSuJlOwUFoYtZNX5VTzq9yirzq8iT8ljYIOBvNPhHUnChSiGJOLigSw/GKFPwj8f0pwhbWqjUqkY170evx65zr7LtwiLTKKlj6O+N/whP2duJKQTpcnk739iGNiqlsE+FUXRJ+LdGv7Xm65SqXi1d8NyO5fnO/uxZF8452NS2HI29oET4b9Px3DoagKWZia8dVfP/5iu9Vh1NJJt5+K4FJtCPTc7Jv96gstxqXg6WPHxQKkLrwn23tjL58c+J1yjGyvew8aDl1q8VP4zYhZHUWDvl7DrE9Dmgq07DJhXqXrC7/ZSi5cIiQghNj2WH/75Qb++rkNd2nm2o71ne9p6tjVeac9dFEVh7829/HTmJ/659Q9aRYuiKCgo5GgN5zTYH7Wfswlneaf9O/oPZUeij/Du/neJSosCwNLUkkf8HqF33d7UtquNp60n5qbmbLy6kSX/LCEiOYLvT33/QDE3c23GY/Ueo59vP4MPOFpFy5ZrW5h/fD7XU67zy7lfAHis3mPM7DgTE5WM9iREceRiTbnY477tvhjP88uOkqdVeK1vABN6NDB4fNr/neTP4zfo3diDDx9vQvfZu8jO0/LrmA4cjUhgztaLtPN14veXDMd9vxyXQq85e7AwM+Hke32wtqi4mSS/2HyBBTsv09jLgY2Tu9x3T05mTh49v9zNzaQMXunpX+gHiJeWhxJyJoYhbWrjbGvB93uuYmVuwu/jOtGsdgUOSScqXFx6HJ8d+Ywt17YA4GjpyIvNXuSpgKewMrMyXmCKAtve/2/GzMYD4bE5YFv5e5YTMhPYcX0Hp+JPcSr+FFc1V1EwfHsb2nAobz70plG+ZdAqWuLS4zgcfZhlZ5ZxOelyoe3MVGY0dG5IC7cWWJtZs+zMMrSKlrYebZnVZRZLzyzl1/O62ao9bT15ptEzDGwwsMhhLPO0eWy9tpXNEZvJystCiy7pz9PmkafobrnaXHK0OWTmZpKZl0lmbia17WrT0r2l7ubWEg/bwifKy5ejzWHt5bX8fOZn2ni04Z0O72BmUn59ffL+LaoLScTlD/m+XIpNYfDCA6Rk5fJE69p88WTBEUsux6XSe+5uFEV3weWei/E85OvMb+M6EJ+SRcdPd5CnVQiZ0pVAz/+e/yX7wvlow1m6+ruy/IX2FXpeiWnZdPlsB2nZeUWOalIS87ZfYs7Wi3irrdg+LajQDxP546SbqCB/qPP5T7eifwvvBzkFUYnlafP47cJvzDsxj7ScNExVpoxoNIKXWryEvUXBEYbK7sA5EHcO7NzBvohvehQFtn8I++bofn7kc3hoDFTRsoLk7GSOxx7ncPRhjsYc1ZdvtHZvzZdBX5Z573hWXhZnb58lLC6MuPQ40nLSSMtJIzUnlajUKG6m3jTo7bYxs+HJhk8yyH8Q1mbWqFChUqlwtHQ0+DC298ZeXtvzGmk5aahQ6T9cPNnwSaa1nVYxkzhVQvL+LaoLKU0RpXY7NYvnfzpKSlYuD/k6M2tw00J7jhu42/FIU082/ROjLzV5pZc/KpUKdwcr+jT24O/TMaw8fJ0P7xiib7e+PtytYk7oDk62FjzbyZdvd11h3vZL9GrkXupe8aikDBbu0vV2zXi0UZE9+q3qONHez5nD4boL8yY/3ECS8GrsRsoN3tn/DqGxoYDuq/73Or5HoHNg+RwwIRzOrYfwPXD9IGSn6tY714e6nXQ3t0Bw9gNrJ9g5yzAJbz+2fOKqIA4WDgT5BBHkEwTAnht7eGPPGxyPO87TG5/m6x5f09ilcYHtMnMzOZ9wHq2ixcvWCzcbN0xVplxLvsb+qP3svbmXCwkXsDW3RW2hRm2pJjUnldO3ThcoK7mbmcqM2va1ebzB4wwNGIqDxb0TyK61u/LLI78wccdEbqbexN3GnQ87fUjnWp3v63kRQlQu0iMun6hLJTMnjxE/HCb0WiJ1nG1YO6EzzrYWRbY/fVND8Px9ALSt68TvL3XUJ7b7Lt3imSWHsbM04/BbPbG1NCMzJ48WH2whK1fLlle70dCjHHsJi3A7NYsun+0kIyePH55tS68S9orfTMrg54MR/Hr4OsmZufre/+IS+UNXbzPih8M82syLr59qWabDJorKQVEU1lxew2dHPiM9Nx1rM2tebfMqQxsOxdSknMquboTCsscgN+O/dZYOkJUCFPJfvqUasnSjEdH3E+g4vnziMrJwTTiTd0wmIjkCMxMz/NR+1LarjY+9D7naXN2FiQkXyFVy9duYqExwsHAgKSvpnvt3sXKhlXsr6jrUxdbcFhtzG2zNbfG09dTXbt9vuYYmS8O+m/voWrtriRL46k7ev0V1IYm4/CEDcC46mdkh5+ne0I3Rnf0KbaMoClN+C+OvsCjsrcxYM75ziaaEH78ilC1nYvnlxfZ0qHfHRT5ahZ5zdhN+K43nOvtSx9mG89Ep/HYsEk8HKw7OeNhoV9t/+vd5vtt9hfputoRM6Vbs9PKRCel8GnKekNMx5P1bY+LnasviZ9uW6PlJzcrF1sJURhaohiI0Ecw+Opu9N/cCurKI/3X5Hz72PvfY8gEkRcLihyEtDrxbQbMnwa8buDeBrGSIPAzX9kPkUUi4Cqkx/23b53/QaVL5xVYJJGcnM2PvDPbc2FNkG1drV6xMrYhJjyFXq0vKzUzMaOPehi61utDaozU52hw0WRo0WRrMTMxo4dYCH3sf+TuuIPL+LaoLScTlD5k/Q2/w9tp/yMzRDU816eEGTO3dsMAbyv+3d99xVtT34v9fM+fM6WV7Y3epytIRQbpYCdg1xaghmphiEjVeb+69yTd+f6Z879WUG01iSTQ3mmgSO2rUS6ICCoooCNKkl+29nF5m5vP7Y5aDy66wwMKyu5/n4zEP2HPmzHzmvTsz7/mcTzk45bxdVfjTV89h7pjetbFM6Sbt8RQF/u6d0B59ey//+drH3V6/7pxy7rlm0nEcTd8IJdKc94uVtEZT/PiKCdw4Z0S3dYQQPPVBFf/vlW1EUwYAc8fk8tW5Izl/bIGs3R7CWhOtPLzxYZ7b+Ry60NFUjdvPup0l45ecvFpwsGq8/7gIGrZYiffN/wDnUb5VSkagbT84vFYzlSFACEFluJLKUCXVkWqqwlUIIZicP5kp+VMo9hajKAqmMGmJt9AUb8rUckunB3n/lgYLmYgP4RM5kTb4ySvb+OvaSgDGFvrZ0WBNBPHNc0fx/cUVKIpCRzzNX9dW8rNl1njC91wzievO6ZuppMOJNHc8tZFQIk2+30mB30VR0MUXppcdscnLqfDEewf4vy9uIdujsfJ75xP0HBppoSGU4D+e38TKHVZ79hkjsvnJlRMZVzz0/o6kQ5piTTyz8xme2PYE0XQUgAWlC7jz7DsZlTXq5O7cNOCp62HnMmvIwa+/CVlyyndpcBrq929p8JCdNYeoHfVh/vXZjWypCaEo8N0Lz+C2C87gz2v28+O/b+P3b++lLZZCNwSvbq4jqVu15V+fP7LPknAAv0vjf26a0Wfb60vXzSjjz+/uZ1djhN8u38Vdl1kdu17bXMcPXthMRzyNw67ybwvH8tV5I7HJGvAh6eDMhn/d/ldeP/B6pinDuJxxfG/69zin+JyTXwjThP/9dysJtznhur/JJFySJGkAkIn4EJM2TB5euYffLt9F2hBkeTR+/cWzMiOUfGXuSBx2lR8u3cIz66oznxtb6OeGWeXcMHN4fxX9lLPbVH546ThueuwD/rRmP1dPG8bj7+zn2fVWXCYOC/CrL0ztlw6lUv8Kp8K8X/c+q2tX807NO9RF6zLvTc2fyg3jb2Dh8IWnZjITPWnNgLn1Bevnqx6C0uknf7+SJEnSCZOJ+CC2bEs9j7+7D5dmo9DvoiDg5M2PG9lWFwLgonGF/NfVEykIdG27fcPM4bg1G79dvptZo3L4wvQyppZlDclOSOeNLWDBmfm8tbOJy3+7GlNYwyp/+7zR3HHRmUfsxCkNPltbtvKXbX9h2f5lXYaqc9qcLBqxiOvHXd/jkHgnTaIDnroB9q8CVbOS8EmfO3X7lyRJkk6IbCM+CNuYmabg12/u4tdv7urx/SyPxo+vmMAVU0qGZHJ9rHY2hFl0/9uYAkqCLn517dQuo79Ig5spTN6sfJMntj3BhsYNmddHBEYwd9hc5pbMZXrRdNx296krlBBQ/QH8/Q5o3AoOP1z7BIw+/9SVQZL60WC9f0tDj6wRH2D+uHofH1a28eMrJpDrc3Z7P5bS+ddnPuJ/t1hDkt04ezjjSwI0hJI0hBJ4HDa+fu6oHkcwkXp2ZqGf+66dyq6GCF8/dxRB96mfHls69UxhsrxyOQ9ufDAzHbldtfOZEZ/hS+O+xMS8iUfZwklQ9xFsega2vQQdVdZrvkK44TkonnzqyyNJkiSdEJmIDyB//6iWn7yyDYD6jgR/+fpMnPZDQ6HVdcS5+fF1bKsLodkU/vPqSXxh+kkcr3gIuXLqsP4ugnSKCCFYWbWSBzc+mJkW3af5uK7iOr5Y8UUKPAX9U7ANT8JL3zn0s8MHYy+BC/+v7JgpSZI0QMlEfIDY0xTh+89vAkBVYN2BNv7juU3cd+1UFEVhe32Im/74AfWhBHk+B7/70tlMH5HTz6WWpIFDCMGaujU8sOEBNjdvBsCrefnSuC+xZPwSgs5g/xXuwBqrGQrAmYvhrBtgzEWg9a45jJlMEv/oI1SXC0d5ObasrJNWVEmSJKn3ZCI+AMRTBt9+8kOiKYNZo3L41nlj+OrjH/DixlpG5vmYPiKbW55YTzipM6bAx2M3zaAsx9PfxZakAePDhg/5zYbfsL5hPQBuu5vrK67npgk3keXKOiVlEEKQ3LGDdE0NztGj0crKUGw2aDsAT38JzDSMvwo+/zgoCqnqGiJvrcQ55gw8085C0bo2mUo3NhJd/Q6RFcuJvPMuIhbLvKcGAjhGjCCw8GKCV1+NPVf2eZAkSeoPsrPmad7ZQwjB957dxPMfVpPvd/Lq7fMo8Lv42/uV/OAFq9bOriropuCckTk8umR6l4lnJEn6dBsbN/LQxodYU7cGAIfq4Atjv8DNk24mz927mWMPl9y7l9S+fTjHVqAN+/QO0cI0Eckk6ZoaQv+7jNBrr5Haty/zvuJ24xw9Cq9zD9ml+9FGTYKvLENobjqef56G/7oHszO5Vv1+fPPn4Rg1msT2j0ls3oLe0NBlf7b8PBRFRW9s7FoQTSNw8UUEP/tZPDNmoDp6P5GWMAyM9naMjhAinUKkUoh0GsXpRCspwZbV+9GWhGEQ37gRM57AM/1sVJfsxyJ9uoFw/5ak3pCJ+Gl6IgshWH+gjb+ureSFDTWoCvzla7OYPfpQzdV/vfYxj7y9F4DLJhfz31+Y0qXNuCRJPfu45WN+s+E3rK5ZDVidMK8eczXfmPwNirxFx7XN1IEDND3wIKFXXrFGNQFsWVm4Jk5E9XjQW1swmlvQ29oQsRgine62DcXhwFFWQqqqGpHSD72uCoJXXEbWF79E8+8fIbJiBQDOM85Ab27GaGvrXiBVxVVRge/88/Gdfz6uCeOtadvjcVJVVcQ/+oj2Z58jsWnTof04nbinnYV35iycZ56B4nSiulwodjvp2lqSu3aT3L2b1L596C0t1n6PcAtRXC60oiJUvx/F4UBxaKhOF1pZGc5RI3GMHAWqQvifrxP+xz/Qm5oyn/POmoXvvPPwX3gB9vz84/qdSIPX6Xz/lqRjIRPx0+xETqQN/vTufp7+oIq9zdHM699fXMEtC0Z3WdcwBQ+v3I3HYeemOSNQ5cyOknRE1eFqHtj4AK/ufRUAm2LjyjFX8o3J32CY7/g65Kb276flscdpf/550K3k2TF6NKnKSugh2e7GbsM75QyCo8Dn2IjNaEWYkIrYSLQ6aNvtI97c9VsuRdPIv+MOcm66EYD4pk1EVqxEb6jHWTEO96SJuMaNQ/V6j7r7xMcf0/b004TfeBOjufnYA4BVI684nSiahuLQMGMxjKZj35bq96N6vej19YdetNnwzZ9P8Oqr8Z9/Hsox1NhLg9fpeP+WpOMhE/HT6ERuDCX4xhPr2VjVDoDHYeOSScVcO6OMGbLjpSQdFyEEH7d+zNJdS3lu13Popo4iBDcas7hKn4h7fyOJHdvRa+tQfT5sgQC2rCBqIGj9PxjEFgxgy8tDKy5BG1aCzecj/MYbtL+wlPiHH2b25V1wLgXf/S6u8eMxUymSO3aS2LoVoevY83Kx5eRgz8lB9XpRwtWoG/8HZftSFDNxqMCaF/LOsJbcM6DiEmI1KVoeeZTIW2/hrKig5Gc/wzX2zD6PU2rPHqJr1xJb+z7p+npEMolIJjFTSez5+TjHjME55gycY0ZjLyjEnptjNT+xd+9uZKZS6PX1pOvqMaPRTLMVMxYjdeAAqb17Se7dixmJ4Js/H//iRfjmzAFNI7lzJ5EVKwm/+SaJzZsz21SDQZwjRmDLysKWnY0tJwdtWAnasGE4Skux5eSgqKo165aioDc0kNy7j9S+vaSqq3GUluGeOgXXxEnYfEd/SJFOX6fb/VuSjpdMxE+TE3ljVTvffGIdDaEkQbfG9xdXcPmUEnxO2Z9Wko6Vbursad/D8qrlvLb3NfaH9gOgmoIv141m8dsxlP3VfbMzVcU7by553/gGnum9mFq+6gNYfR/sePXQa1nDoeJSazjC8tlg6/m815ubsWVnW504h4jk3r10LF1Kx4svZZqunDBFwTFiBLacHGx+P2rAj1ZYiGviJNxTJqMVdW+eZCYSpGtqSFdXo7e2oRUWoJWVoRUVdesoK518p9P9W5JOhEzET/GJLITgT+/uZ/mOJnK9DvL9Tuyqwh9W7yOlm5xR4OPRL09nRJ6srZGk3oqlY6xvWM8HDR+wuWkzW1u2EtfjmfcDhoMba0czZ0UDthqrs6Lq8+GZNRPX2AqcFWNxlJdjxmKYoRBGRwdGewdGKIQR6sDs6CDd2IheW0e6rg6RSuEYMYLgNdcQvPIKtMLCoxfSSMPrd8N7Dx56reIymHM7lJ1j1eJKn0roOoktW6w28e3t6G1tGM0tpGtrSFVbCbIZDnf5jOrz4Rg9CufIUWglJaT27yO+8SPStbVH3Je9oABbbu6hbwTicYzW1p5XttmwBYNgmgghwDBQfT60wkLsRUVoRYVo5eU4R4/GMXIU9oJ8RDyO3tKC3tkUyDV2LKpHjnR1LGQiLg0WMhE/hSeyEIJf/GMHD63c0+P7F40r5L5rp+B3ydoVSTqavR17WVG5gjW1a/iw8UPSZtf22F67h0vDo7h4q52s1VsRcSsxt2VlkXPTjWRffz224zjvhWliRiJWu+jeJs+RRnj2K3DA6hzK1Btg7h2Q37fNS4Y6YZpW59HOpFjRtB5/R3pTE8lduzBCYYxwCDMUIlVZRXzTJpI7d4Jh9Lh91etFKyvDnpNNuqGRdHU1Ipk8tkJqWve+A6qKc8wYXJMmYi8ogHQaM5UCw8Q7exa+Cy6wmtxIGTIRlwYLmYifohNZCMGvXt/Jb5dbU2XfsmA02R6NxnCS5kiSqWVZ3DhbdriUpCPZ2baTf+7/J28ceIM9HV0faCcm8rm8toCRrRrZ9VGUAzWYoVDmfW14OdnXfpHsa7/Qq06MfaZ6HTy9BMK14PDD1Q/DuMtP3f6lY2LGYiS2b8eMxlCcDlSnE8XpxF5Y2G04RmGamRp6RVWhs326GQ6Trq9Hr28gXVdHav9+Unv3kqqqAtMErBFq7Lm5iHT6qE1unOPGkX/rd/BdcAF6QwPhf/yD0D/+Sbq6GueY0TjHVuCqGIstJxeRTGDGE5jxGOm6OtKVVaSqqjBaWnBPnWqNonPu/CM+hAohev+Q2U9kIi4NFjIRP0Un8n2v7+TXb+4C4P+7bDxfnTfypO5PkgYqM5nEaG7OfHWfEjrvOCr5W9sbbGnbmlnPrtqZWTyTxdHRVLy6BXPV+3DY1Uz1ePAvXkTWNdfgnjbt1CcXzbvgd/NBj0PemXDtX2Qt+BBmplLojU1WZ2CvN/P3mG5oJLFlM/HNmzHDkc7RZxyY0SgdS5dmxou3FxZ2Gx/+uNjtuM60/g5FOoWZSiGSKUQigZlIIBIJ1GAQragIrbgYraQE1+RJeKbPwFF6fKML9TWZiEuDhUzET+KJ3BFL849t9fz9o1pW7bLaAt516Ti+Nn9Un+9LkgayVHU14WXLCC37B4ktW3pcJ6FBTZ6Clp1DriePHHcuSmsHia2HknNvYRL3qHycn7sbx5jROEaOPKYJavqUacLjl0LluzB8Hlz/FDj9/VMWacDS29pofexxWp980podVVFwT5tG4DOfwTVxAsk9e0hu30Fix3bMSBTV7UZxOVGdLuyFhTjKy9DKyrD5/UTfXUNk5QqSu3Yfd3nsJcV4z5lJ4NJL8M6e3eOIOaeCTMSlwUIm4ifhRH57ZxOPvbOP1bubSRuHwvt/LqngG+eOPsInJWnoEIZB6LXXaP3Tn7sl34Zdpc0jaPcIHAaUtIK952a7KKogMDxG7rwSnByAdAw+/yeYcNXJP4gjWfdHeOVfrOEIv/MeZJX3b3mkAU1vayO+YQOuCRN61zn4CFKVlSR370ax2zsnWnKgaA5UtwvF5UZxaFaH2M7hJ1MHDhBfv5741q2ZsfIB7Pn5BC6/nKzPXoNz9Km9t8lEXBosZCJ+Ek7kJ987wF0vWolFRZGfSycVc+nkYkbl+/psH9LQJgwDMxrFDIfRW9vQW5oxWloQ6TT+hQux55y+484LXSf06qs0P/w7Uvv3Wy+qKvazp7B+gos/BD+iwZ0ERWFawTRumXILM/POJl1VRXLPHsxoDIQJ7/wapXkHnjIN7bIfwoyvwdu/gLfutYYDvPUDsDv75yBDtfDgTEiGYNHPYNYt/VMOSepDZixGbMMGIstXEHr1VYz2dusNRSFw2WXk334bjrKyzPp6SwvRd9/FOXo0rvHj+7QsMhGXBguZiJ+EE7k5kuSvayu5ZFIxYwpk8i31jtB1ou+8Q/TdNRiRMCIex4zFrSH1otGuS2eb0Z7YgkEK/u17BK+55rQZacFMJIh98AGRVauIvLmcdE0NYJVVvf5qnhnbyrNN/0Q3rdq2yfmTuXXqrcwqntVzu+71j8Pfvwt2N9yyGvLGWK+novCbaRCph4t/CnNvP0VH+AlCkHzyJlo+3kmTZwHNZV8m1pEiGddJxXVSCQOH24436MATcOD0aCSiaWKhFPFwCtWmMGJyHmOmFZBT4u2Tdu3h1gS1u9rJK/WRO0xek6QTJ1IpIqtW0f78C0SWL7detNvJ+vznsPn8RN5ZTXLbxwBkf+lLFN31wz7dv0zEpcFCJuLyRJb6kRCC5PbtdLz0Mh2vvHLMU4wrmmbN1pibiy0vl3RtLand1mgi7mnTKLr77j6fgfFIzGiU2Lp1JLZts8bdbmpCb2wiuWNHl2HebFlZuL/8Rf40tpFna17BFNZIEtMLp/O1SV9jTsmcT09AO6rhwVmQCsNn7oHZ3+76/oa/wEvfBmcAbt8A3rzMW8IUJOM68XCKRFRHTxroaQM9bZKK60Tbk0TakkTak6TiOnZNxabZsGsqvhwnBcMDFAz3k1XgwRQis364OU5rXZSW2iit+5sIh/vmASir0MOwsdn4spz4sp14s5w43HbsDhW7ZsNmV9BTJumkQTplYKSsOAoEQkDj/hD7PmqmqfLQ+Nqjz8pnxuUjyS05vRJyYQoi7Umi7clDDy1xHYfLjj/XhT/XhcfvQJEjS5124lu30nT/r4muWtXtPee4cWRddSU5N97Yp/uU929psJCJuDyRpVPMTCSIrV1L5K23iKx8q8vkIrbsbPyfWYhWVIzqcaN6PChuN6rXi83rRfV6UX0+VL/f+v9hHRGFrtP6xJM0/fa3iFgMxeVi1Msv4Sg/ee2T0w2NtD//HNF33yW+8aMubUg/yV5UhG/+fFzzZvNKTg2PbXkGV0cW2fFCRmeNZtawWZRnlaHaFGx2FZtdxa6pONz2TBJqsynw1y/Arn9C6Tnw1WUIRaWlJsqBLc00HQiTThroB9ajp9IYriJ0VyGGbqKnTJJxHWGe+CXPpqkYutltlJZP8nmS5I0ZRl6Zj0CuG6fHjtNtR3PZSMZ1Yh0pq6Y8lsbp1fAEHHj8DmKhJLs/bKJqW6u1j76gQG6Jl5baqFVmBcacXUBZRQ7BAjdZBR48Qcdx174LIUgnDZIxnWQsTTphYBgCQzcxO49BUZVMEp2IpImHrW8Awq1J2htitNVH0VNHPl7VrnQ+lLisv4mgE81lw+6woTmtxem24/DYcbjsxMMp2uqjtNXFCLXE8WW7yCv1kVfmJ7vQg2GYpBMG6aSBEAKHy/r9ONx2hCFIJfTOhwKDZCxNMpq2HuDSBv4cF4F8N8F8Nw63nUQ4TazzmPSkiWkKhCkwTYGqWn/Tql1BtSmoNrXzXwW7ZrP+Njx2NKfttB828Eii779P2xNPorhc+ObNxTtnDvb8/JOyL3n/lgYLmYjLExmw2hyn9u7Fnp+PLSurv4tz0hmRCIlNm9DKy3GUlp6afYbDtD7xBK1/+jNmR0fmdcXpxLdgAcGrrsI3f16fTJedrquj6tvfIfnxxxT82/fIvfnmE97m4fSWFpof+QP7XnufNs9wtHQUV6IFf8BGcNJYjPwS0r48Uq4sdG8OrcLGnroDNDa14g5n40kf4wgiCnjcBu5UJS5bFNeYGdh8AWp3thNpO7ZJVRwuGy6fhua0ZWq8NZcNb5YTf7YTb5YLp8eOkTYwmvajH1hPW7qYpmQ5TVWRTMJ4MDH057jItleTW/1XcuwHyBk1DNeNT4LmOrZj/IRUXOfAlhZa66JWTXFbgkh7inRCR0+b6CkDUxfYHGomCbVrqhUoxZqo05ftYuSUPEZMysMTcNBSE+GDV/axZ0P3cattmpppLuMJOnG67VayaFex2RTcAQeBXDeBPBcur0ZTZZja3e3U7e6gpTaCqZ/4rURVFbzZTpydibTDbScZSxNuSRBtTzLY71aKquD2a/iyXfiznfhyXJRWZFM+IVfOMXEYef+WBguZiA/hE1lvaiKy+h2iq1YRfecdYnGBgiAwYQz+BefiO/dcnBUVmXbGQgji4TSh5jgtO2pI7K9C1Ndg1lZi1lYStMcIjC7BMXo0rrFj8Z17Lkp/DR13GL21leT27cTWf0h0zRriH31kzZ5nt5Pz5S+T9+1vY/OdnElejI4OWp980krAOyeYsRcV4TtvAb4FC/DOmoXqdvf5flv/9Cca7rkX77x5lP/h0T7ZphCCaEMHlY89y573qmnImUzSmX18G1ME2YVeckp82OwKhi4wDROzsybV0E2MtEkiphNtSx6xdtiuqQyryKZ0bDZOj2Y13dj4GPY9r2FTUtinXoNtzrdweh24fRo27ShNRyJNsPlZ2PAkNB4aHpHhczEvf4iQUYDDbcft06yZ6Vf8p9VRFGDytXDFA2A/Pf72e9JUFWb7mjraG2K0N8YJtyT65JsC1abg9HY+4NhVbHar9hcAYdUOAzg91jcAbr+GN+gkq9BDdpGHQL4bm63n341hmEQ7mw1F2hJE2pLEQinrG5CkVaudShiZJi3JuI7Lq5Fd5CG7yEsgz0W4JUFzTYTmqgjR9iSKAvbOhxgFSHVu5+A3HapNweG243DZcHo0XF47Tq+GzaYSbk3Q0RQn2m49BCoKuPwOPH4NzWk9xCgqKIqCMEXm7/uTf+emIdDT1jcJpvHp8fdlOxk3t4QzZxSSThp0NMXpaIohTMHwiXnklfkGdE368Rjq929p8JCJ+AA5kfWUQXtjjLb6GMmYjtuv4fE7cAcc2OwqRtpET1uJi6EbGGkrmUmnDOJh62vgWEcSPRLB17Yf57Z30TasIOUI0ph/Fo35ZxHxW73dVSOFK9mKI9mBcLgR/ixMp4+krnabmflwvkg12W07yG7bQdboIkb+/Md4C3NAgWRUJ9yWINqWxJfjJK/Uj9HRQWTVahRVQSsfjqO8rNuMb0IIYh0pWuuitNZZX63nD/eTX+ZHc9p6LIcwTdpefo3a/30bbfs6zIa6buuo+YUYTY0oCOwFBRR+/z/wL17cJze0gx0vO156ifAbbyJSKUzFhnnmZFyfW0Jg3myyi3w43D2PwaunDKvNcU2EWCh16Kt3hw3VrmTKqKoKLr+GL8uFJ+joUmuW2LmTfVdcieJyceb7a486nnY8kiLSmiTcatU+RjuSJKI6iUiaRDRNtCNJuCmKYXSNj6bB8CkFpFJpmhraibXqKGkbSXuMmBYiroWJaWGijg6ys/1MLK9g/oRzGDY8H83R8++vWzyFIP7avUTefYZ4YAqJc/+TRNwkndDJLw8w7Mws7IdvSwh462ew8h7r5/FXwVUPg8PTfT09CR1VsOM12P4aVK0lk43ZnHDGxbBnBaSj1uyYi/4LXFmw503YsxzaK611z/03OP+HVlY2gBi62fk7TxELJYl1pEgl9EMPRWmTaEeKcEucUHOCeDhFTomX4jFZlIzJomBEALdfG1BNKwzdtJLlw8orTEE6ZVjNSTT1qMeTTlkPAk6vdty11kII9LRJMqoTCyWt87AtQVt9jN3rGkjGem7udVAgz8XoaQUEcl2dSXqcUEsCm03B5XPg8tnx+B0MOzOb0ors7ufKADSQ7t+SdCQyET8FJ7IQglTC6EySrZuaaYhDbQg7a0XSyUNLtD1JqCVBuCVBqDlOuDVxxPaox1cwE5RDtU+KwtG/+hUmzmQ77kQLDo+G8AUxnT7SqpNQR881looCaufDwqHXBLPE27jfWcrh2X26cCRcewuRovE07g/RXB3p+UYkTLzxBkbrWxh/4RgCl1yCvaiIyFtv0XTf/ayzzaOpYBqKmSYQriSbFtx5AWI5I+kw/HS0plEVgTvWiLujGm+sgbxiF2d+9wayp1b0OowHmbpBeP1HtP3jTVreeo8O3UfEV0bYX0rcP4ykzQN0vVF7Ag6CBW5Um4rZWQucjOmEmuPH/DW8oip4Ag68QQfeLCeegIPks3/G07iTiv/8HvnnzwKsJL+jKU57Q4zm6ghNlWGaKsPEQqne7UiYOI0IhcO9uOf72eHbwNqmNWxu3myNeiJAQUUoJl7Ny8S8icwonMEloy6hzF929O33JNEB9020hgO89sljmyJ+49/g5dvAPPh3poDNATYNjJS19KRkGpx1A0z8LLizoXUvLL2lM0k/jN0Ni38GZ/dth7TT1UCYAn2w0NMGezc0sW11LTU723H7NYL5bgL5bvSkSeXWFvR07/sS2DWV0nE5lI/PIavQY3WEzXFhs58eIyz1lkzEpcFCJuIn4USu2dnG7nWNViLdmiDcEj9qJ6Te0Ejh6ahCS0dIaz6SjgBpRwChqKhmGtXUO/+1/q+YOjYzjZaO4EiFcKRCCJudeOkkQq5i4ikbqqpQOi6b0dMKGDUlH81pI9KeINyaJNISxayqxNi5lfSWjait9eRMPYPgefPxzZuHLRjsUr54OEX19jaqtrdSu62JaHMY3da1yYWDBGoiRsKVg12PcfaHvyRnWADV7ydZWcXOwFwqyy/uduyKAh4zhLt5LygqIX85KWeW9aYwmbH+5/gjVWjDhpGuqaElu4KPptx23LH22hMUTyohqyRgtYvNtWqcbZqa6UjYVhelZlc71RuqaKyOkzaPPsOcza7izXKQTpnEj5L4urwauaVefNku9JRpje6RNDB0AZ2jYghTEAuniLWnMl/7fxp3wIHNphyxPbUn4MCXbXWG8wQd2NobMTevw9i6AUcyhEtvJ3bJRF6cA++0riOajnb5fKGnkBlFMzi78Gym5k9lZHAkNrUPat9W/Te8+RPIr4BvrYFjHZZx3yp47qsQbfz0dVQNRsyDikth7GII9tB3wDTgnfvhnV+DtwDGXAijL4QRc8Fxcpo2SdJBpmEeaurTKZXQqdzayt6NTaQTOsF8q4lPIM+FEJCIpIhH0oSa4hzY0tLz+a9AINdF7jBfZgnkufAEnLgD2qc2F+pPMhGXBguZiJ+EE3nL2zW89dcdPb73yXaTB3vNK4qCioHNSKImo6ixMG6Hjj/XTXBYNi6jg/QTD2NrrUNRVYKXX4a9sCgzjTE2FUwBwkQYnQn/wV+rqmDPy8dekI9WWIhWXIzqtRKGWCiFTVNxfkrziBOVqq7hwNe+QbS2GVPVcKQ6sJk6hmrno3P+nXbXMPxBO5//v7Ow2VVe/+M29m+yhu/zhSsJhA8wbNZYhn/uAqI/+XeS69aiOJ0U3X03ztGjiJtO1qxoZ//OGEGjmbNW/xhVmAiXm3Xzf0o47WbKBWVMOn8Y9Xs6qNsbIp3QMzeanBIvhm5a7WQbYjTvbqR2YxVh4e/yTcGxEzg0hdzyAPnlAfLK/OQOsxJqt1/L1CQm4zrtDTFCTXEEAputc6QQp43sIg+eQO9HsTBNQTycstrNdlhNDKIdSZrX76RxTwsxT2GXY3J67ATz3eQO85Ff7ie/3E/uMB+a04aZStHx0ku0/fnPXabCrhyfy2/mR6jMOTTFZdAZZFbxLGYXz+ac4nMo9ZX2fU1pKgb3T4JYM1z9CEy59vi2Y+hWjbqRtmrBzbRVM253Wf9qHrD18lwQYsA1P5EkIQTN1RH2b2qmYV/I+ra1JXHUGnWXV7M60LqtxeW1Wx1Kc6wlp8RLsMB9Sr8lkYm4NFjIRPwknMgNOxvZ80E9gUIfgSI/gXwv3qCGWVdNcvt2Eh9vJ3XggDXGcuciEomjbtc1fjxFP/kJ7okT+qysJ5ve2krVt75F4qNNOM8Yg3/hZ/AvXIhZPJznf76eUHOColEB9LRJc1UEm13lgi9XkL32OZoffBAAe0EBemMjqs9H2e8exjN9emb70Y4kf/vxWpIxndmfKWSMu5rdiTLWLKvH7de44cezcHqObRSS1jdXsfO3f6UtppFw5RF35ZLw5JF2BDBRMVVre1oqRFb7brJjByipyCX/orlkLZiL5ju1N6QjSdfWsvuCCzHsTnKeeg3VY90wXV6tWxmNSJT2p5+m9fHH0ZusUTXSThtvT1R49SxBdb61/sjgSBYOX8j5ZedTkVPRNzXeR7L29/C//25NEX/bht4ny5IkHZUQglgoRXt9jOaaCC01EVpqokTbEsTC6V534g3muxkxKY/hk3NRFYW2+iit9THa6qKMPiufiQv6dnQqmYhLg4VMxE/Cidz+/PPU/fCuzM+KyxrC7EjJtqJpOMeNwz1xAs6xFRihDlJ79pLcuxczFCL7ui+SfcMNKPaBl4QIXUdvaUErLOzyemtdlOd/vp5U3Gr/7fZrXPKtyRSNspq8ND/6KE3//SsAbDk5lD36CO4J3R9Ctq6qYeVfdmB32rj6zrN46f6NpOI6590wlgnzhx1fmVMpIqvfIbJyJZGVK9EbDzVpEICtsBjPpIkEL12Mb8ECVI/n0zd2AprjzTTHmzkj64zjTnj3LFpMav9+Sh98AP+FF3Z5TwhBbMMGdj3zPyj/XIUjZrWjbvHDK+eorJisEHMpDA8MZ9GIRXxmxGcYkzXm1D1o6Cn4zVkQqoZLfwUz+n4YRkmSeiZMkZn19ZOTLMXDaSJtVhPGcGuC5qrwEUd9GTuziIu+Iqe4l6SeDLysbgAQ6TTY7ZmJTQ4m4IrTifPMM3GNG4dzzBjsBQXYC/Kx5+WhFRWdNkP99TXFbu+WhAPkFHtZ9I2JvPbwJoL5Hi751iQCeYfalOd9/evYc3IJr1hOwZ3/inPUyB63P35uCTvW1lO3u4Olv/wQPW2SV+Zj3NyS4y+zw4H/gvPxX3A+QggS27ahNzXhKC1FKy1FdR3/+NBHkzbTvF39Ni/uepFVNaswhEHAEWB2yWzmlszl/LLzyXJl9Xp73jmzSe3fT/TdNZlEXKRSVP/+IZqfexpXQzvOznVrcuCl2SqrJigUBobxueEXccmoSxifM75/avk3P2Ml4b5CmHrDqd+/JA1h1rjmDtz+I9+bUgmdqm2t7N/cTNW2VmyaSnaxl+wiL9lFHgqGH+OcAZI0hMga8ZP0RC2EQKTTmNEoZjQGho42bNiArNE+2VIJHc1hO6Gpq1vrojz9/97P1Mpc/b1plIzJ6qMSnpjmeDNV4SriepyEniChJ2hLttEUa6Ip3kRzvJmEnkA3ddJmmvpoPW3Jtszn3XY3cT2e+TnLmcXDFz3MxLyJvdp/xz//Se3t34Xhw9j10O181LCREb9fxvS11j4SGnxYoWFcPJfi8xcxMns0IwIj8Dn6aQr0VAz2rrCGEfz4Zatd98U/hbm39095JEk67cgacWmwkFnhSaIoCorDYY3dnH2cE54MEQ7Xif8Z5hR7mX7JCN7/+z7GzizqtyQ8lo6xq30XH7d8zEdNH7GxcSPVkepj3k6uK5crxlzBVWOuotxfzpbmLbxT+w7L9i1jf2g/N//jZn57wW85p/icHj9fE6nhkU2PsLpmNYnWZh5RQD1Qw3+/9n84Z6dg+loTE3jt6hJGXXcz1427Co92cprXHJFpQstuqNsIdR9B7UaoWQ+fePCgYAJM/8qpL5skSZIknWSyRlw+UQ8aQgga9oXIL/efkjFx02aa7S3b+bDxQzY2bmRH2w6qwlXd1lNQKPGV4NW8uOwuXDYXQWeQAk8Bee488t35eDQPmqqhqRpezcuEvAloavdOptF0lO8u/y5r69fiUB38YsEvuKD8gsz7TbEmHtn0CM/tes4a07vTfz1uMKZOsGlGLhPXt6KaAvd3b2HEt757coLzaVJRK9muWntoibd1Xy9Ybg0jWHEplM+WHTQlSepC3r+lwUIm4vJElj6FEIJQKkRDrIH6aD310XrqonXUReuojdSyvXV7lyYjB+W58zgz+0ym5E9hav5UJuVPwu/ouzaSST3Bv6/4F5bXrsaGyqTgaOKKIGYkaYg2kDKt8clnFc/i5kk3MzIwEvG7J2h79H8y2wheeSXF997T9+2+DR2atkPrHivpPri07oGaD6FxmzWR1CfZXVA0GUqmQvEUayKdgnFyeEBJkj6VvH9Lg4VMxOWJPOQZpsG+jn1sb9vOvo59HAgd4EDoAJWhSmJ67IifDTgCTCuYxtSCqUzIm8AZWWeQ687tm4LpSeiohuZd0LClc9kKbQfQjSQ/ysvhJX/3dtxTcXG7o4wZ7mLwF8GEq4nuj1B5k9W8wz1lCuV//hOq09nts8ckFYOmj60y1W+G2g3Wv/pRhuL0l0DpdCifBWWzoHiyNculJElSL8n7tzRYDPhE/KGHHuIXv/gFdXV1TJgwgfvvv5/58+f36rOny4lsChMFpcfaSVOYxPU4sXSMmB4jmo6S6pySWyAQQmAIg7SRJm1aC4CqqKiKioKCIQwMYaCbOkkjSTgVJpQKEU6FiaajmW3H9TgO1YHP4cOn+fBqXjyaB7fdjdvuRlM10maapJEkaVizs3nsHlw2Fx7NwxnZZzA2e2y/j6Gd0BO0JFpoibfQnmwnkooQ1Q8d58EOkzE9xr6Ofexs29ljzfZBWY4gRZ4CijyFFLvzKXblUOzMZrQzh9E2H2oyDIl2iLVAtBlirVZzi4PTp5u6NQGM5rKmQtdc4PSDJxfcOeDOgng7hOshXAehWmivtP7Pp5+epiePdYFcQqkOPPF2PKZJwDQZmdY5/Ddg5k5k77M6OLyM+MvfsPcwik2PhLDKUr/ZasvdfgDaDkDbfmjb1712G8Dhh4IKcAWtSXIcPuuBYNjZMGwaBI5/NBtJkiQ4fe7fknSiBnTDy6effpo77riDhx56iLlz5/L73/+exYsXs23bNsrLy/utXEt3LeWe9+/BptiwqTZsis1KjFGtWTQVFVOYJAwrITyY1B5MeJ02JykjlUmOB5J81ck8Rz5z7NnkCAWHMNFMHYdhYhMGNkNHFQaKMDEUG4aiYqoqKQRJUychDFJCJ60n0PUEaT1B2kgSRxDHJI5AVwDFhqLYQFFpt9mot6nU2RQaVIgex3OA2zSpSKUYnUozIq0zIp2mTNcp1g3corLP49RrmgdyRkHhhENL7hjwF6PanWS6aiZCVvOP9kpIRiAdg1TEag6ycxlqyxZ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kSVI/kIm4JEmSJEmSJPWD/x/JCa7UvoU/5wAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plottig a graph to show the trends in country emissions for countries with the highest average emissions\n", "x = annual_country_emissions.year.unique()\n", "y1 = annual_country_emissions.query('country == \"USA\"').total\n", "y2 = annual_country_emissions.query('country == \"China\"').total\n", "y3 = annual_country_emissions.query('country == \"Russia\"').total\n", "y4 = annual_country_emissions.query('country == \"Germany\"').total\n", "y5 = annual_country_emissions.query('country == \"United Kingdom\"').total\n", "\n", "plt.plot(x,y1,label='USA')\n", "plt.plot(x,y2,label='China')\n", "plt.plot(x,y3,label='Russia')\n", "plt.plot(x,y4,label='Germany')\n", "plt.plot(x,y5,label='United Kingdom')\n", "plt.title('Top country emissions over time', fontsize = 12, weight='bold')\n", "plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5));" ] }, { "cell_type": "markdown", "id": "665e03d9", "metadata": {}, "source": [ ">Looking at the trend of emissions by the top 5 countries, the immediate observation is China's significant increase in Co2 emissions from the 1900's to 2021. Even though the USA has the highest records overall, as of 2021, China's Co2 emissions were close to three times that of the USA. The graph indicates a steady rise in Co2 emissions from China from the 1940's. This accelarates through out the 1990's and a steep rise is seen from around 2003. Between 2004 and 2021, China's Co2 emissions grew from just under 4000 Mt to close to 12000 Mt.
\n", ">The USA being the country with the highest total Co2 emissions, shows a steady increase in emissions over time, reaching the peak at just under 6000 Mt around 2007/2008 after which the levels of emissions are seen to be on an overall downward trend with a few slight peaks and dips in between.
\n", ">Russia shows a notable rise in Co2 emissions between 1940 and 1990 at which point the emissions were at 2400 Mt.Which is the all time high. After this, there was a significant reduction in the amount of Co2 emissions and Russia has maintained almost steady levels showing only very slight increments.
\n", "> Germany and the United Kingdom show almost similar graphs with a notable variation in the mid 1940's at which point there was a sharp drop and equally sharp rise in the levels of Co2 emissions from Germany. Although Germany has slightly higher levels of Co2 emissions than the United Kingdom, both countries show very similar trends and in the 121 year period show almost the same levels of Co2 emissions in 2021 as they did in 1900." ] }, { "cell_type": "code", "execution_count": 92, "id": "37fce37b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ] }, { "cell_type": "markdown", "id": "f247062b", "metadata": {}, "source": [ "> The map gives a visual depiction of the distribution of Co2 emissions globally." ] }, { "cell_type": "markdown", "id": "f3e3d447", "metadata": {}, "source": [ " \n", "## Conclusion and Recommendations" ] }, { "cell_type": "markdown", "id": "4664a56c", "metadata": {}, "source": [ ">The levels of Co2 emissions globally are increasing rapidly each year. Burning of coal is the major contributor to the numbers that are being seen. Developed nations are responsible for majority of the recorded emissions. China as a nation is recording very high levels of Co2 emissions that are increasing at a steep rate. Developed and developing nations need to check their levels of pollution and implement use of alternative energy sources." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }