{ "cells": [ { "cell_type": "code", "execution_count": 3, "id": "5b1b7b3c", "metadata": { "tags": [ "remove_cell" ] }, "outputs": [], "source": [ "# Importing packages\n", "\n", "from datascience import *\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from matplotlib import patches\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "39a04df2", "metadata": {}, "source": [ "# Environmental Kuznets Curve Hypothesis\n", "\n", "The Environmental Kuznets curve hypothesis that the economic development of a nation is associated with a downward-facing U-shape. The Y-axis is in terms of the level of environmental degradation (e.g pollution, water quality, deforestation. The X-axis would be the GDP/capita. The idea is that the environmental degradation worsens, until a certain level of income, and after which it gets better. In the US this could be seen in terms of air or water quality, where the skies or rivers were very polluted in the 1960s, until the Clean Air Act and Clean Water Act were passed and Air Quality and Water Quality improved. Another motivation for the downward slope would be the idea that at some point a wealthier society demands environmental improvements. \n", "However - could this hold for the potentially most important Pollutant C02, the main driver of anthropogenic climate change. Controversially the impacts of global CO2 pollution are not experienced locally, but are experienced as global effects. So it is not clear whether the Environmental Kuznets hypothesis will hold. \n", "\n", "Today, we'll look to build an C02 Kuznets Curve (as below) for an *association* between the amount of CO2 emitted per capita (t/CO2) and the growing GDP per capita (USD). This dataset is collected from Our World in Data, a great source of all sorts of data types!\n", "\n" ] }, { "cell_type": "markdown", "id": "2c6d3432", "metadata": {}, "source": [ "![kuznets.png](kuznets.png)" ] }, { "cell_type": "markdown", "id": "7252476e", "metadata": {}, "source": [ "## Building our own Environmental Kuznets Curve" ] }, { "cell_type": "markdown", "id": "fd3a8747", "metadata": {}, "source": [ "\n", "We start by importing data on GDP per capita and Per Capita CO2 emissions for every country in the world for as long as it has been recorded." ] }, { "cell_type": "code", "execution_count": 4, "id": "c721e753", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Country Year Per capita CO2 emissions GDP per capita Continent
Abkhazia 2015 nan nan Asia
Afghanistan 1949 0.00191237 nan nan
Afghanistan 1950 0.010871 1156 nan
Afghanistan 1951 0.0116837 1170 nan
Afghanistan 1952 0.0115423 1189 nan
Afghanistan 1953 0.0132159 1240 nan
Afghanistan 1954 0.0130359 1245 nan
Afghanistan 1955 0.0186057 1246 nan
Afghanistan 1956 0.0218121 1278 nan
Afghanistan 1957 0.0343433 1253 nan
\n", "

... (53427 rows omitted)

" ], "text/plain": [ "Country | Year | Per capita CO2 emissions | GDP per capita | Continent\n", "Abkhazia | 2015 | nan | nan | Asia\n", "Afghanistan | 1949 | 0.00191237 | nan | nan\n", "Afghanistan | 1950 | 0.010871 | 1156 | nan\n", "Afghanistan | 1951 | 0.0116837 | 1170 | nan\n", "Afghanistan | 1952 | 0.0115423 | 1189 | nan\n", "Afghanistan | 1953 | 0.0132159 | 1240 | nan\n", "Afghanistan | 1954 | 0.0130359 | 1245 | nan\n", "Afghanistan | 1955 | 0.0186057 | 1246 | nan\n", "Afghanistan | 1956 | 0.0218121 | 1278 | nan\n", "Afghanistan | 1957 | 0.0343433 | 1253 | nan\n", "... (53427 rows omitted)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "co2_table = Table.read_table('co2-emissions-vs-gdp.csv').drop('145446-annotations','Total population (Gapminder, HYDE & UN)','Code')\n", "co2_table = co2_table.relabeled('Entity', 'Country')\n", "co2_table" ] }, { "cell_type": "markdown", "id": "9599f38a", "metadata": {}, "source": [ "### Low Income Countries \n", "Let's start by selecting a set of Low Income Countries to graph a scatter plot on the movement of CO2 intensity per capita based on GDP per capita." ] }, { "cell_type": "code", "execution_count": 5, "id": "03dd93b1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Low-Income Nations\n", "LIH_array = make_array('Haiti', 'Afghanistan','Rwanda','Pakistan', 'Nicaragua')\n", "LIH_table = co2_table.where('Country', are.contained_in(LIH_array))\n", "LIH_table = LIH_table.where('GDP per capita', are.above_or_equal_to(0)).where('Per capita CO2 emissions', are.above_or_equal_to(0))\n", "plt.figure(figsize = (18,12), dpi=250)\n", "LIH_table.scatter('GDP per capita', 'Per capita CO2 emissions',group='Country') " ] }, { "cell_type": "markdown", "id": "0decce9a", "metadata": {}, "source": [ "Note that each dot represents a nation at a given level of emissions and GDP per capita\n", "\n", "With these three countries we see a few different stories:\n", " - In Afghanistan, Haiti and Rwanda we see little income growth and little CO2 intensity growth with a slight upward trend\n", " - In Nicaragua we see some jumping around, in fact Nicaragua GDP per capita has gone up and down, as has CO2 per capita\n", " - In Pakistan, a larger and more populous country we see strong linear upward growth in both GDP per capita and CO2 per capita, with no signs of turning down\n", "\n", "In these countries it is hard to tell the complete story without the exact time trend.\n" ] }, { "cell_type": "markdown", "id": "a9984c35", "metadata": {}, "source": [ "### BRICS \n", "Let's plot a similar scatter plot to examine some of the BRICS countries (rapidly growing upper middle income countries)." ] }, { "cell_type": "code", "execution_count": 6, "id": "f622ab66", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "BRICS_array = make_array('Brazil','Russia','India','China','South Africa')\n", "BRICS_table = co2_table.where('Country', are.contained_in(BRICS_array))\n", "BRICS_table = BRICS_table.where('GDP per capita', are.above_or_equal_to(0)).where('Per capita CO2 emissions', are.above_or_equal_to(0))\n", "plt.figure(figsize = (18,12), dpi=250)\n", "BRICS_table.scatter('GDP per capita', 'Per capita CO2 emissions',group='Country')" ] }, { "cell_type": "markdown", "id": "d4e8694a", "metadata": {}, "source": [ "The BRICS nations seem to have a variety of development pathways but all show the linear trend of increasing emissions as wealth grows. \n", "- Russia has an interesting dip while GDP per capita decrease and then increase again\n", "- South Africa has a recent period where growth in both GDP per capita and CO2 per capita have stagnated\n", "- China and India show linearly increasing trends, with China both wealthier and more CO2 intensive" ] }, { "cell_type": "markdown", "id": "a5d0d2b9", "metadata": {}, "source": [ "## Individual country graphs\n", "Let's look at some individual countries, starting with the United States. \n", "We can plot both total and logged quantities on a scatter plot:" ] }, { "cell_type": "markdown", "id": "afb2ab23-5098-4cdc-9ddf-c6980ab63332", "metadata": {}, "source": [ "### United States" ] }, { "cell_type": "code", "execution_count": 7, "id": "d7a97fde", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#US Example + LOG\n", "US_table = co2_table.where('Country', 'United States').where('Year', are.between(1800,2018))\n", "US_table = US_table.with_column('LogGDP', np.log(US_table.column('GDP per capita'))).with_column('LogCO2',np.log(US_table.column('Per capita CO2 emissions')))\n", "US_table.scatter('GDP per capita', 'Per capita CO2 emissions')\n", "US_table.scatter('LogGDP', 'LogCO2')\n", "plt.figure(figsize = (18,12), dpi=250)" ] }, { "cell_type": "markdown", "id": "1de62333", "metadata": {}, "source": [ "**Looks like we have a curve!**\n", "\n", "In the case of the US it does indeed look like the C02 per capita does indeed start to deline after about $40,000\n", "Somewhere around 2000-2004 the CO2 emissions leveled off and then began to decline.\n" ] }, { "cell_type": "markdown", "id": "ccaaba39", "metadata": {}, "source": [ "### China\n", "\n", "In COP26, China has been a large part of the discussion (and emissions). Let's have a look at their scatter plot!" ] }, { "cell_type": "code", "execution_count": 9, "id": "9831c11d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#China Example + LOG\n", "NO_table = co2_table.where('Country', 'China').where('Year', are.between(1800,2018))\n", "NO_table = NO_table.with_column('LogGDP', np.log(NO_table.column('GDP per capita'))).with_column('LogCO2',np.log(NO_table.column('Per capita CO2 emissions')))\n", "NO_table.scatter('GDP per capita', 'Per capita CO2 emissions')\n", "NO_table.scatter('LogGDP', 'LogCO2')\n", "plt.figure(figsize = (18,12), dpi=250)" ] }, { "cell_type": "markdown", "id": "be7747d2", "metadata": {}, "source": [ "Indeed it appears that China has an inflection point and is starting to level off in the Carbon intensity per capita\n" ] }, { "cell_type": "markdown", "id": "09be07bd", "metadata": {}, "source": [ "### India\n", "\n", "What about India's scatter plot?" ] }, { "cell_type": "code", "execution_count": 10, "id": "cc929b16", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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hJ78YsdGRHH4l6qSYPIlaqPaezDC9Hj/lFgEAFAoVikxlSO2RiIS4aERGhmHxU49g4JXp7EkSdVJMnkRNqF3woPaZmnqdBnExUci7NMfpcrlQUFQKm8OBSRMyMS5zWKBDJyI/YvIkakDtlbQVVRaUm6vgcrlQXmFBfpEJyQmxSOuRCADIKyyB2+2GSqXEnWOu5zAtURfA5EnUgNr1Zm1WO0xlZgCATquB1WbHxbxCuFwuJMRFw+1246YRg/CnJ6dxmJaoi2DypC6pqfqzdec2TeUXoNNqAEgQwo2khFgUlpQhr8gEY2Q47r3z5iZL8BFR58PkSV1KRaUFz/7lPfz324NwulwwRoTVqz9bu96sxWqDy+WGVqsGIMFmc6FHt3ikJMUjp6AELz71MOc3ibogJk/qMioqLbh12nxkf3cCkiRBrVKhsrIaaz/9GgCwaO50AL71ZsP0eiiVCjidLgASlEoFtFo1KquqERsdiYFXpgfwExFRoLC2LXVKOflF2H/kpE9N2WeWrkD2dyegVCoRZtBDoVCgrKISlmqbT/3Z2vVmqyzViDFGwGqzw2qzIcYYgcqqataeJeri2POkTqWxY8Gm3jMa23YcgCRJ0Os0UCgkaDQ1f/0rqiwwV1T51J+tXW9Wq9MiJioSAKDTaeEWgsUPiLo4Jk8KSY0t+Km9SjY5IRbmKgvWbcpCXmEJnE4n1CoVnE4XNJqaQReVSokqix1KpdKn/mxD9WYBsPYsEQFg8qQQ09SB0+UVldi6PRvhBj3UShXcQiAu2ggIYP+Rk1CpVNBqNKiqrgZQkzirrXYIITD6hiENJsS69WaZNIkIYPKkENNYzxIAbhk5FGcv5MFmd0AIAaVSgfiYKCQlxuL0hTwIIVBurgQAuJxuKJQShBDIGHg5/jz3oQB+KiIKNUyeFDJy8ovw2Ve7oFWrEW7Q1xw4ranpWW7dno28ghJUVFmgVCqh12nhdLqQW1iCvCITnE4nLk9PQWSYHgUlZbDbHYgwhOO+O2/Gn//wEPdoEpEsTJ4UEioqLVjw11U4cbrmGLDzOQUwRoahT2p3RIYbcCG3ELsP/YDY6EiUmavgdDqhUilhtwtYbDYkxkUhJTkBAJBusyO/yASVSomnZk5m4iQi2UJ+q8oLL7yA6667DgaDAVFRUYEOh/zk5eVr8dWuQ1BICjgdLlRZrPgprxg79x/DsZPnIUkSnK6a3mVSQiwAwGZzQFJIUEgSUroleF9Lp9UgOSEWTqcbeYWmQH0kIgphIZ887XY7Jk6ciJkzZwY6FPITT7m8xLgoaDRq2J1OCAAKSYLD4URBSSnCw/QwRoTDYrXhit4pyBh4Oa7u1xu9enSDTqeBS7h9XtNcaYFBr/VZYUtE1FIhP2y7cOFCAMDKlSsDGwi1mWf7CSAASN4tIZ5yeTFRkXC7XdCoVXC53RBuAUhAdGQ43G6BG67pj81ZewEBRIYb4HS6YHc6Mbh/HxSWlKHYVI7IcAPMlRaYyiswaUImV88SUauEfPJsDZvNBpvN5v3ZbDYHMBo6cfoCXnl7HfYdPoG8ghJYrDYYdFr07J6I8ZnDMPWe0TDodSgtq4DbLRARboAQAja7HQpJwpV9esJUXolfjh+JiDBDTbWgQhMMei0mTcjE4w/ciTff31jvOoscEFFrdcnkuXjxYm+PlQLHs2fzvXWbUWwqhxACQqCmdqzFigs5hfhg4zYAwJiRGfhg4za4hYDd7oRCAQgBJMTHwO5wwqDXondqMhbNHehT2MDTs6xb8IA9TiJqi6Cc83z66achSVKTj+PHj7f69efPn4/y8nLv4+LFi+0YPbXUy8vX4t8bt6G8ogpajRput4Db7Ybd7oDN7kBJWTnyCk14b91m/HL8SNx7580wRoTBarPB4XQhMTYK0ZHh9erMJifGYeiAy+olyMauExHJFZQ9zyeffBLTpk1rsk16eutPs9BqtdBqta2+n1rv53nNmr2ZYQYtFJIEhUIBSDW9SYfTBYVCggQJgISikjIsWb4Gq994Bg/88hYsWbYG+4+ehNPphqSQOARLRB0uKJNnfHw84uPjAx0GtaO6ZfWEAAqLS3FZr+5QKhVwuwTcbgEhBADA7RYABKyX5qY3bt2JJ55/E3/+w0P458tzkVtQzCFYIgqYoEyecly4cAEmkwkXLlyAy+XCoUOHAAB9+vRBeHh4YIMjr7pl9YpLy1FRZcG5nwoRFxOF8z/lexOnDyGg1WoAABu2fouIcAMWzZ1er+YsEVFHCvnk+dxzz2HVqlXenwcPHgwA+Prrr5GZmRmgqLqexraZeJ7buj0bMVERNYXaUTP/WFBUipKycqRHJnvnsuslUEmCWqWEUqlAXHQktm7PxsyptzNxElFAhXzyXLlyJfd4BpBnOHZz1l5cyCmot81k3swp3n2ayQmxsNrssNkc0GrVuLx3Co4cPwebzQ5JkhCm10JSKGC7tCBIIUkQAJwuFxLjYxAXbURuocnn3E0iokAI+eRJgeUZjq2qsqKq2gpJkuptM3ns/tug1Whw7OR5VFVXw+VyQ6lUIEyvR2r3BCyaOx1zX/gHtBoVEmKjcfz0RVzMLYRbCCgkCd3iY9AnNRll5kpWBSKioBCUW1UoNHiGY8MNelRVV0OtVgEC9baZWKpt0Os0KCwpg8PpglqtgsPpQmFJGXQ6DcZlDsPdY29ApcWKMnMlLuvVHfExRigVCsTHGNE3rTvKzJX1tqQQEQUKe57Uap7h2HC9Hi6XGy6XGza7A5IEQNQUZC82leO5v6xEtdWOhDgjqixWOBxOqFVKRITpUVxqxoGjJ71bTTxVgLonxaNPr+6wWu2sCkREQYfJk1qtW3w0DHodKqur4RYCVrsDCsWlzZoKCUqlBEgqHDj2IyRJQv++aXALgSqLFfmFJpSUmVFaXokHfr8Ed4+9AfNmTqlXBYhbUogoGDF5UqtFhodBo1bhux9y4HC44Ha7IdyApJCgVirhcgskxkZBggSVUglzlQVx0Uac/6kAhaYyAIBWo4ZWo8K6TVkA4N2G4sEtKUQUjDjnSa328vK1yC8yITY6EnpdzV5Mz0YTnVaNpIRYxEYbYYwMw+gbhsBUVoHcghIUFJd6XyMhLhrJiXGIMUbUDNkWFAfgkxARycOeJ7WKZ7FQXIwRcdFGWG12HD99EYXFJiiUSlzRJxUS4D36a97MKYgIM2DDF9/CZndAq1EjIS4afVKTAdQcIcZtKEQUKtjzpFbxLBaKDDN49272SUtGj27xkAAUm8rhFsKbOMPD9Fg0dzpW/fUp9Enrjj5pybiidwpUKiUAHk5NRKGFPU9qlW7x0Y3u3eyb1gNL5s/AwCvT6/Uihw64HHePvQHrNmXxcGoiCllMntQq3bvFe/duajQqaDVq2OwOFJaUoVfPbhiXOazRe+tuS+E2FCIKNUye1Co5+UWottoRGx2BSosVNrsDapUSURFhqLbakVtQ3Ggv0jOEy8OpiShUMXlSq5w+n4cLOQWw2R0QbgFJAURHRqBXz24oLClv0cIfbkMholDF5Emt8uHm7aioskCpVEKv18LpdKHQVAa7w4nuSXFc+ENEnRpX25JsOflF2H3we8RGRwIAnE4nVKqav0olZeUYMaQfe5RE1KkxeVKjcvKLsP/IyXqFCzzbVC5PT0FSQiwAwGZzQKlQICIsDL8cPzIQ4RIRdRgO21I9njM6t27PhqXaCoNehzEjM7z7NT01bS1WG67onQJrj0RYbXZYqq1QqVTofanwARFRZ8WeJ9XjOaPT6XQhXK+H0+nCuk1ZWLJsDYCabSpjRmbAVFaBYlM5FJIEp9OFSouVR4YRUZfA5NlFNTYkm5NfhM1Ze1FVZcWZC7k49uM5nLmQi6oqK7Zk7fW2nzdzCiZNyIRbCOQWmnyqCRERdXYctu1imhuSzS8qxYWcAlRVW6FRq6HVauB0ulBqroDd6fRuQeFeTSLqypg8uxjPkGxMVASSE2JhrrL4HAcmhIDFaoMkSdBoav56aDQqOJxOWKqtNQdd18K9mkTUFXHYtgvxnIQSExWBuGgjNBo14qKNPseBSZIEg04LIQTsdgfcbjfsdgeEEDDodBCi+fchIursmDy7kNonodQWGW6ApdqGvEITusVHo2f3REQbwwHUbEEBgOjIcPTsnsDiB0REYPLsUjxbTMxVFp/rnuPAAIH8olLccM1VCDPokd4zCf37piK9ZxLCwvQYnzmMQ7REROCcZ5fi2WLywcZtqKqyIjoqAna7A8WlZnSLj8Zvn/kbLNVWaDUaJMRGwWq1o7LaxlNPiIjqYPLsQioqLbDbHbDa7MgrLAHOA9HGCKR2T0R+kQlxMUbvIqLCkjKMv3EYpv7yFq6kJSKqg8O2XcjLy9fi4y93oGf3BFwz8HL0TkuGUqnE+ZwCxMUY6y0i2nXweyZOIqIGMHl2EXVX2kZGhCGtezcYIwwoLa+ARq32aV97EREREfli8uwiPCttNWo1ys1VsNrsAIAYYwQAoLSswqe9ZxERV9cSEdXHOc8uItygh6msAmcv5kMhSVAqFYiPiUKUMRzRxghUVVtRbCpHZLgB5koLTOUVmDQhk0O2REQNYPIMcTn5RcgvKm10btLz/P/76EtYbXa4XC4oNRq43cDFvEKUlFXgkcnjodGoawolFJq4upaIqBlMniGquRq1tZ8vN1fip/xiRIaFIdoYjpJSM1xuN5RKJXRaNR759a3o26sH69QSEbUQk2eIenn5WnywcRvC9DrEREXC7nD41KitXcM2OjIcF3ILUV5ZifCwOGQMvBxWmx0KSYKpvBLmypqiCaxTS0TUMlwwFIJOnL6Id1ZvQm5hCc5czMN3P5xGickMY0QYtm7Pxv4jJ31W1oaFGaDVqCFJEopMZQCAqMhwVFqssDsc2Jl91Oe4MSIiahp7niGmotKCKf+zCIUlpQAApUIBl1OJ3IISuFwuGAx6/HDqPCzVViQnxAIA9DoN4mKikJNfjGqrHUUl5cgvMqHIVA7hdmP2wregVCgQH2PE1F+OwbOz7kd4mD6QH5OIKKix5xlinlm6Aj+cOg9JkqBQKABJgsPpgsvlQkFJGdQqJa7sk+pTw9bpdEG43XA6nbA7nPju+BkUFJfC7XZDABBCwOlyobCkDP9c8zmWLFsT2A9JRBTkmDxDSE5+EbbtOACFQgGtRg0hAOGuOSPMfikxDhnQF0MHXIYxIzNgKqtAsakcJ89cxMW8muPGdFoNRAPnikmXDuq0Wm3Y9NVuDuESETWBw7YhJL+oFE6nE0qFAlabHcLthrvW89FGA+Y9VrO9xLPN5JMvd+JCbhHc7pqWdofT5zUlCTVJWAgIAG7hRpGpDN/9cIaLh4iIGsGeZ4jIyS/CuZ/yUVpeiUqLFU5XzZBrbek9k9C3Vw8AQHiYHovmTke/y1MBCVAplRD17oDP4dZuIWCzO1BsKsf8l/+JZ5euQGVVNXLyi7D56z1cVEREdAl7nkGu9n7N0+dzUVJqbrCdRq2C2y2QW1Ds7THm5Bfh+KkL0KhUsNkdNYuL3G40MGrrJQSg02oAAaz6zxZsztqDvEITSstryvdFGyNw/12j8ezsqVxURERdFnueQc6zX9PpdKKi0tJoO7VahSpLtU8h95phXheijOFwXxqWbaDzWU+ZuQrf/3geeYUm7D/yI/KLSqFSqaBWq2EqM+Ofa7moiIi6NibPIFb7JBSlUgmn09VoW4fDCaVS6VPIvVt8NAx6HRJioy71TOsP9TbG7nDC5aqZJxVCwO1yQ6dVQ6fVwGZ34LOvdnEIl4i6LCbPIOY5CSUyzABAAqTG2woBjL5hiM8in+7d4jFmZAYsVhuiIsObHK5t8DUv/b9CIcHmcMDtckOlUkICUFFZzePKiKjLCunkee7cOTz88MPo1asX9Ho9evfujQULFsButwc6tHbh6TmaqyyIDDdArWp8inpQ/97489yH6l2fN3MKJk3IhMvVeK+1JYQQcLtFzZ5RABHheh5XRkRdVkgnz+PHj8PtduMf//gHjh07hldffRXLly/H//7v/wY6tHbh6TmayipQZalGUkIMlErff2QKhYShV/XFV6v/0uACnvAwPR67/zYkxkVDp1XXe74lXC433C43HE4nrDY7tBo1bvvFCG5lIaIuK6RX244bNw7jxo3z/pyeno4TJ05g2bJlWLp0aQAjaz+e/Zpbt2dDr9chMS4aLpcbWo0aep0G4zKH4c9zH0J5RSVOnLnY4Iko+UWlkBQSoiLCkW8rbV0gkgSny4WYqEjcf9doHldGRF1aSCfPhpSXlyMmpunhRJvNBpvN5v3ZbG54+0cw8OzXrH1cGADvnyPCDFiybE2jR5MBPw//RkY4kF8sL3mq1SrERkUgIsyABU88gJuuG8QeJxF1ea0atj1z5gxefPFFzJw5E3/6059w9OjRJtu/++67eOih+vNx7e3UqVN444038OijjzbZbvHixTAajd5HSkqK32Nrq+TEOAwdcJn32DDPnz1bWRQKCckJsVAoJKzblOWzlcQz/OtwuZucN21IYmwU+vVNhVarwRV9ejJxEhGhFcnz/fffR//+/fHss8/i7bffxsKFCzFo0CD89re/bXShzrfffotVq1a1+D2efvppSJLU5OP48eM+9+Tk5GDcuHGYOHEiZsyY0eTrz58/H+Xl5d7HxYsXWxxbMKm9lSUu2giNRo24aCNijBHYuj3bZyvJvJlTcN+dNyPaGA6piVW7tSkUEkrNlThx+icY9FouECIiukRWN+To0aOYMWMGHA4HLrvsMgwcOBA//vgjDh8+jH/84x84dOgQNm/eDKPR2KagnnzySUybNq3JNunp6d4/5+bm4qabbsJ1112Ht99+u9nX12q10Gq1bYoxGHi2sniOHvOIDDcgt9CEvEKTt6foKQafGB8Nh9OJ6mobrHZHk6/vdgtUV9vgcDjxqwmj2OskIrpEVvJ89dVX4XA4MGfOHLzyyivekzi2bNmCRx55BLt378bo0aOxdetWREdHtzqo+Ph4xMfHt6htTk4ObrrpJgwdOhQrVqyoOaari6i9lSVO8/N/sJgrLfV6ip7h3ZioCFwz8HKczy3A6fN5cLvdcLsb3wDqFgJuIfDL8SP9+lmIiEKJrEyTlZWFlJQULFmyxJs4gZpVr3v37sWgQYOwf/9+3HzzzTCZ/L+BPicnB5mZmejZsyeWLl2KoqIi5OfnIz8/3+/vHQxqb2UpNpXDfqmou6m8AmNGZvjUuK07vNujWwK0GjU0ahWUjfwHh+LSELnb7Yal2tqRH42IKKjJSp65ubkYOnQolEplveeSk5PxzTffYMSIETh06BBGjx6N0tJWbotooS+//BKnTp3Ctm3b0KNHDyQlJXkfXYWnCIJbCOQWmuAWApMmZPpsJfGtVFRDr9MgMTYKLpcbGo0KGnX9f6ZuISCEgAQJRabyDvk8REShQNawrUKhaDBxekRERGDr1q249dZbsX37dtx8883473//2+YgGzNt2rRm50Y7u4a2stSdm2xseDc22oiyiipUVlVfGu6uqUIk4efSfCqlAhqNBv36pnbMByIiCgGyep5paWnNbksJCwvD5s2bMWrUKBw6dAg333wzSkpK2hQkNa/29pW6GhreLSgqxekLeVCrlFAoJECSoNWoIUmApFBAoZCgkCQAEoZc1QdDrrqs4z8UEVGQkpU8r732Wpw8eRJnzpxpsp3BYMDmzZuRmZmJw4cPY9OmTW0Kktqu7vBuTkExAIGe3RNrVusKAQhAo1YDQkC4BZRKBa4dciXWv7Ug0OETEQUVWclz/PjxEEJg2bJlzbbV6/X4/PPPcfPNN3u3SVDgeIZ3N7y9EC/Pn4GEuChclt4DiXHRuCw9BT2SEqBS1/RC+/bqjjvGXIev1izF9v+8jm7c30lE5EPWnOeYMWPwxz/+EWFhYS1qr9Pp8Nlnn2H+/Pl+XzxELZOcGIe8QhOcThciY2oWEKlUSlzROwXJCTHIKSjBawsex7jMYQGOlIgoeMlKnpGRkVi0aJGsN9BqtfjrX/8q6x7yr8YWENkdTsRGR2LglelN3E1ERF2nokAnk5NfhP1HTvqU4Guplu4PJSKihrX5VJVjx44hOzsbRUVFAGqqAw0dOhRXXXVVm4Oj+ioqLXh5+domT1FpidpHnV3ILYRSqcT4zGE8aoyIqAVanTxXrFiBF198sdGVt2lpafjf//1fPPzww60OjuqrXWYvOSEW5ioL1m3KAgAsmju9xa8THqbHU49NRkWlBf/dcQBOlxPf7DmMJ/70JuY9NgV9e/Xw0ycgIgp9sodtHQ4HJk6ciEceeQSnT5+GEAJqtRqJiYlISEiASqWCEAJnz57Fb37zG9xzzz1wOJouQE4tI+cUlZZ4eflabP5mLwx6LRx2J348m4P/9+GXyJw8B88uXYHKqmo/fRIiotAmO3k+9thj+PDDD6FSqTBr1ixkZ2ejqqoKubm5yMvLg8Viwb59+/A///M/UKlU2LhxI37zm9/4I/Yup6Eye0DNKSqWahvyClteT7h2Ii4rr0ReUSkUlwollFdU4YON23zOBCUiop/JSp67du3CihUrkJCQgD179uC1117DkCFDfEr2KZVKDB06FH/729+we/duxMbG4v3338euXbvaPfiupvYq2doaOkWlOZ5ErJAUuJBbCLvdAYvVBou15ggynUbTqt4sEVFXICt5vvvuu5AkCatWrcKgQYOabT948GC8//77EELg3XffbW2MdEl7rpL1JOIfz/0Eu8MJSZKgUCggBOB0uVBpscjuzRIRdRWykuc333yDvn37YuzYsS2+Z9y4cejbty+++eYb2cFRfVPvGY2RwwbAZnc0eopKS3TvFo8RQ66EucJyqRC8gHC7IQFQq1QoKauASqWQ1ZslIuoqZK22zcvLw6233ir7Ta6++mp8/vnnsu+jn9XdoqJSKTF80BWYN7P1K2N/OX4UPvj4K5grLLA7nVBIEjQaNVRKJWx2O4Ze1XCheSKirk5Wz1OSpFbVqRVC+ByeTfJ5tqgoFBKSE2Kh02qwfd8RvP/hl61+zfSeSejVMwlX9O2JHt3iEGbQQqVUwC3ciIsxcs8nEVEjZCXPpKQkHD58WPabHD58uEsdUN3e2nuLiodnDrXaakP3bnEY1L8v0np0Q2JcNB6aNJ57PYmIGiEreY4aNQqnT5/G5s2bW3zPpk2bcOrUKYwaNUp2cFSjPbeo1FX7qDJTWQX0ei3uvfNm9jqJiJogCRnjsHv27MGIESMQHx+PLVu2YPDgwU22P3DgAMaOHQuTyYQdO3bg2muvbXPA/mA2m2E0GlFeXo7IyMhAh1NPTn4R7nn0eSgUEuKify7kXmwqh1sIbHh7YZvnJnMLipFXaEJSQgznOYmoS5KTC2T1PIcPH47p06ejqKgII0aMwO9//3scOHAAbrfb28btdmP//v2YPXs2rrvuOphMJjz44INBmzhDQVu2qLS0gHxyYhyGDuACISKilpDV8wRqyvNNnjwZH3/8sXcRkEajQUxMzZYGk8kEu90OoGah0B133IH169dDrVa3c+jtJ9h7ngBQWVWNJcvWXFpta4NBr22yIHx7FZAnIuoq5OQC2cnT45133sFLL72Es2fPNvh8Wloann766ZAozRcKydOjpcOrzy5d4S0gHxlmgLnKAlNZBSZNyJRVQJ6IqKvokOTp8d1332H//v3eI8ni4uIwdOhQXH311W152Q4VSsmzJTpijpSIqLORkwvafJ7nwIEDMXDgwLa+DLUjz+rc5IRYn+uR4QbkFpqQV2hi8iQiagPZp6pYrVaYzWbYbLZm29pstha3pfbTngXkiYioPlnJ0+Fw4Morr0RiYiKOHj3abPtjx44hMTERAwYMgMvlanWQJE97FpAnIqL6ZCXP9evX4/z583jyyScxdOjQZtsPGTIEc+fOxenTp/HRRx+1OkhqOc/WlAd+eYu3+EFbCsgTEVF9shYMTZw4ERs3bkReXh5iY2ObvwFAaWkpEhIScM8992Dt2rWtDtSfOsOCoca2powZNRTncwrQr28qhlx1WaDDJCIKWn5bbdu7d2/Ex8dj9+7dsgIaMWIEioqKcOrUKVn3dZTOkDzrbk0pNVfi9Pk86LRqxERFcJ8nEVEz/FZhKD8/H2lpabIDSk1NRV5enuz7qGUaKhxfVl4JS3U1yiuqEGOMgEIhYd2mLCxZtibQ4RIRhTxZyVMI4VOKr6XcbnerjjKjlqlbON5qs6PIVAaNWgOFJMEtRLucwkJERDVkJc/4+HicPn1a9pucOXMGcXFc4ekvdbem2GwOuFxuQAKUSgV0Wg2A9jmFhYiIZCbPwYMH4/Dhw7hw4UKL7zl37hwOHjyIIUOGyA6OWqbu1hRJUdPbtNvtiIuJ8iZP7vMkImofspLnnXfeCbfbjVmzZrX4ntmzZ3vvJf+pey6nMSIMOq0WGrUKxSXlOP9TAQpLyrjPk4ioHchabet0OnHZZZfh/PnzuPvuu/HWW28hISGhwbZFRUWYOXMmPvroI6SlpeHkyZNQqdpcDdAvOsNqW4/cgmKcOpeLNZ98jQ1fbEexqRwut4BSISE+JgpT77kFz86eyhW3RER1+K22rUqlwn/+8x+MGjUKGzZswKZNmzB27Fhcc8013iRaWFiIffv24YsvvoDdbodOp8P69euDNnF2NsmJcVj2/z7Ftp0HoFQqoFKrvP+QFQoFPv5yBzQaNU9WISJqg1adqnLgwAFMnDjRexyZ51xPD89LpqWlYd26dcjIyGiHUP2nM/U8PSeqOJ1OnLlQsz1Io1HDbncCEEjvmQyVSsmTVYiI6vDbPk+PIUOG4MSJE1i5ciXuvvtu9OjRA1qtFlqtFj169MBdd92FFStW4OTJk0GfODsbz7YVjUoFl8sNlUoJAFCplHC53NCoVFxxS0TURq0eS1WpVHjggQfwwAMPtGc81ISc/CLkF5U2eRC2Z9uK3emEUqmA0+mCRlPz/0qlAnankytuiYjaiBORIaCxurUNldrzbFtZtykLYXodSs2VcDhdEEIgOjIClZZqTJqQySFbIqI2YPIMAS8vX+utW5ucEAtzlQXrNmUBQIMLfzwnp2zO2gu7wwWL1Yowgx5JCTEYlzmMJ6sQEbVRqxYMefziF79oUTuNRoO4uDhkZGTg17/+NRITE1v7ln4RzAuGPAuAFAoJcdFG7/ViUzncQjS58Ce3oBh5hSZIEiAEmhzuJSLq6vy2VaWurKwsAD+vtm0oD0uS5L2+evVq/PGPf8SyZcvaba70jjvuwKFDh1BYWIjo6GiMHj0aS5YsQXJycru8fqB5FgAlJ/geARcZbkBuoQl5haZGE2JyYhyTJRGRH7Rqta3H119/jSeffBJCCGRkZODVV1/Fhg0b8PHHH+O1117DsGHDIITAnDlz8P777+PBBx+E1WrFI488gr1797bLB7jpppuwbt06nDhxAh9++CFOnz6NX/3qV+3y2sFACAEhgOJSs891ltojIgqcNg3b7tq1CzfeeCNefvllPPHEEw22ef311/GHP/wBWVlZuO666/DOO+/g0Ucfxa9//Wv8+9//bu1bN+qTTz7BXXfdBZvNBrVa3aJ7gnHYtvYiobMX8lBRZUFslBGX9+4BS7UNpvIKTJqQyWIHRETtxG+HYdd166234qeffsJ3333XZLuBAweiR48e+PzzzyGEQO/eveFyuXD+/PnWvnWDTCYTZs6ciZycHHz77bctvi8Yk2ftw60NOi1OnLmIklIzIsLD0CulGw+2JiJqZ34vkuCxd+9eDBgwoNl2AwYMwJ49ewDUzIH269cPhYWFbXlrH/PmzUNYWBhiY2Nx4cIFbNy4scn2NpsNZrPZ5xFM6h5ubdDrMLh/X/Trm4qE2Cgse2E2Fs2dzsRJRBQgbUqe1dXVyMvLa7ZdXl4erFar9+ewsLAma90+/fTTkCSpycfx48e97f/whz/g4MGD2Lp1K5RKJR544IEmD99evHgxjEaj95GSktLCT9wx6h5u7REXbby0ACtAgREREYA2DttmZGTg8OHD+PbbbzF8+PAG2+zZswc33HADBg0ahH379gEAbrjhBuTk5Hhr49ZVVFSEkpKSJt87PT0dGo2m3vWffvoJKSkp2LlzJ0aMGNHgvTabDTabzfuz2WxGSkpK0AzbtmV7ChERtU6HbVX57W9/i0ceeQRjxozBrFmzcO+99yItLQ0AcP78eXzwwQf429/+BrfbjZkzZwIALBYLDh48iPHjxzf6uvHx8YiPj29VTG63GwB8kmNdnjq8wap2lSCImm0p5kqLd5EQEycRUWC1qecJ1CTQ5cuX1ztZxUMIgUcffRTLli0DAHz//fd45ZVXMGXKFIwdO7Ytb409e/Zg3759uOGGGxAdHY3Tp0/j2WefRUFBAY4dO9biBBmMC4Yqq6qxZNmaSyX5bDDotVwkRETkRx222tbjk08+weuvv45du3Z55za1Wi1GjBiBWbNm4a677mrrWzToyJEjmD17Ng4fPoyqqiokJSVh3LhxeOaZZ9C9e/cWv04wJk8PT5UgVgciIvKvDk+eHi6XC8XFxQCA2NjYkDkAOxiSZ0tOTCEiIv/psDnPupRKZdDVrQ12ck5MISKi4NBuydNut2P//v3IyckBAHTv3h1Dhw5tcEUs/UzuiSlERBR4bU6eTqcTCxcuxBtvvIGKigqf5yIiIjBr1iw899xzITOE25HqFkMAgDiNERDA1u3ZmDn1dg7hEhEFoTZlNLfbjTvuuANffPFFzWHL0dHo1asXAODs2bMoLS3FCy+8gP379+PTTz+FQtGmmgydTltOTCEiosBpUzb75z//iS1btiA1NRX/+c9/UFJSguzsbGRnZ6OkpAQffvghUlNTsWXLFrz77rvtFXOn0S0+Gga9DuYqi891uSem5OQXYf+Rk8gtKPZHmEREVEebep7vv/8+9Ho9vvrqK29xhNruvvtuDBo0CP3798eqVaswY8aMtrxdp9PWYghcbEREFBht6nkePXoUmZmZDSZOj169euEXv/gFjh492pa36rTmzZyCSRMy4RYCuYUmuIXApAmZmDdzSrP3ehYbKRQSkhNioVBIWLcpC0uWremAyImIuq429TxtNhuMRmOz7SIiIposl9eVhYfpsWjudMycerusYghcbEREFDht6nmmpKRg165dcLlcjbZxuVzYvXs3evTo0Za36vSSE+MwdMBlLU54jZ28EhlugKXahrxCkz/CJCIitDF5jh07FhcuXMDs2bPhcDjqPW+32zFr1ixcuHChyULwJF/txUZWmx3l5ipYbXbZi42IiEi+NpXny8nJwcCBA1FWVobk5GRMmTLFu1XlzJkzWLt2LXJzcxETE4NDhw7JqjfbkYKhPF9rzFv8Nv65ZjNsdrv3mlajwSNTbsWS+VycRUQkR4eV5+vevTu2bNmCiRMn4sKFC/jrX//q87wQAj179sSHH34YtIkzpAnv/0Dy/kmAp2UTEflXm8v+XHPNNTh58iTWr1+PrKwsn/J8mZmZmDhxIr7//nv83//9H0aNGtXmgKlGTn4RsvYcxmXpPRBu0MNqs0On1aCyqhpZew4jt6CYC4aIiPykXWrmaTQa3HfffbjvvvsafH7mzJnYt28fnE5ne7xdUOuo01FqVyfSaNTQaWtqCCskidWJiIj8rMMKzrbjyWdBqaMLFtReMBSn+Xm7EBcMERH5H4vNtpOOLljgqU5kKqtAsakcdrsDxaZymMorMGZkBnudRER+xOTZDuoWLNBo1IiLNiLGGIGt27P9VnO2LdWJiIio9XhOWDtoj9NRWjNX2trqRERE1DZMnu2gLfOP7TFXmpwYx6RJRNSBOGzbDtoy/8ji7kREoUdWz/P9999v1ZsUFRW16r5Q4pln3Lo9G7mFJhj02mbnH1ncnYgoNMlKntOmTYMkSbLfRAjRqvtCSWvmH9tjrpSIiDqerOTZs2fPTp8E20rO/CP3ahIRhSZZyfPcuXN+CqNr8syVrtuUBYiaHqe50gJTeQUmTchkr5OIKEhxtW2AtWaulIiIAqtNR5J1FsFwJFluQTH3ahIRBVCHHUlG7Yd7NYmIQgf3eRIREcnE5ElERCQTh22DjKfGrQfnQImIgg+TZ5Dw1LjdnLUHF3IKYbHaYNBpkdo9EeMyh/ntXFAiIpKPyTNIeGrcVlmqUVVthSRJqKq2Iq/QVLMPFMCiudMDGyQREQHgnGfA5eQXYfPXe7Hpq90IN+hQZbFCo1YhzKCDRq1GVXU1wg16v54LSkRE8rDnGSC1jyIrKS1HbkEJYowRcLrc0GnVAACVSgmbzQ6NSoXKS71Qzn8SEQUee54BUvsosu6JcVAoFCguLYfD4YTT6QIAOJ0uKJUK2J1O1rolIgoiTJ4BUPcossiIMCQlxEKSJLjdbtjsTlRZrLA7HAjT61FpqW72XFAiIuo4TJ4B4DmKLDLM4L3WJzUZyQmxUCoV3mHbMIMeSQkxrHVLRBRkOOfZTjz7M1uyL7Oho8hUKiUS4qIRGRmGxU89goS4KAjBfZ5ERMGIybONai/8sVRbYdDrMGZkRpP7Mps7imxc5rCO/RBERCQLh23bqPbCn+SEWCgUEtZtysKSZWuavG/ezCmYNCETbiGQW2iCWwgOzxIRhQgeSYbWH0mWk1+Eex59HgqFhLhoo/d6sakcbiGw4e2FzQ651j2KTM7wLxERtR8eSdZBPAt/khNifa5HhhuQW2hq0b5Mz1FkFZUWPLt0hazhXyIiCoxOM2xrs9kwaNAgSJKEQ4cOdch71l74U5u50iJ7X2Zrh3+JiKjjdZrk+dRTTyE5OblD39Oz8MdUVoFiUznsdgeKTeUwlVfI2pdZd9+nRqNGXLQRMcYIluUjIgpCnSJ5bt68GVu3bsXSpUs7/L3bY+FPQ/s+gZrhX0u1DXmFpvYOm4iI2iDk5zwLCgowY8YMfPzxxzAYDM3fgJohXpvN5v3ZbDa3+v3Dw/RYNHc6Zk693WfhT2MaWhDU0L5PoHXDv0RE5H8hnTyFEJg2bRoee+wxZGRk4Ny5cy26b/HixVi4cGG7xuJZ+NOYpvaDNrfvk6tuiYiCS1AO2z799NOQJKnJx/Hjx/HGG2+goqIC8+fPl/X68+fPR3l5ufdx8eJFP32SnzW3IIj7PomIQkdQ7vMsKipCSUlJk23S09MxadIkfPrpp5AkyXvd5XJBqVTivvvuw6pVq1r0fq3d59lScvaD1t33SUREHSPk93nGx8cjPj6+2XZ/+9vf8Oc//9n7c25uLsaOHYu1a9di+PDh/gxRFjn7QZsb/iUiosALyuTZUj179vT5OTw8HADQu3dv9OjRIxAhNYgLgoiIOpegnPPsbNprPygREQWHkO551pWWloYgnMIFAO/Cn63bs5FbaIJBr+WCICKiEBWUC4Y6mr8XDNXGBUFERMEp5BcMdWYNLQjiSSpERKGFyTOAWnOQNhERBR4XDAUQT1IhIgpNTJ4BwpNUiIhCF5NngPAkFSKi0MXkGSCewgnFpWaUm6tgtdkBsHACEVEo4IKhAIkMD4NGrcJ3P5yGJElQq1SICDPAoNdi8u03cdUtEVEQY88zQF5evhb5RSbERkdCrVLB4XShpKwcifHRLJxARBTk2PMMAM9iobgYI+KijbDa7LDa7LBUW2F3OGGurOJWFSKiIMaeZwDUXSyk02oQFRmOuGgjFwsREYUAJs8OkP3dCfxrw5c4cPQkAN9TVmrjYiEiotDAYVs/yi0oxuTHF+HgsVNwOl1QqZQY3L8P1r+1AGNGZmDdpixA1GxPMVdaYCqvwKQJmVwsREQU5Jg8/Wjy44uw5+BxaDQqhBl0sNkd2HPwOCb+diE2r3oJAE9ZISIKRUyefpL93QkcPHbKmzgBQKVSArDi4LFTOHn2IhbNnY6ZU2/nKStERCGGc55+cvz0BTidLmg1ap/rWo0aTqcL3/94HkDNKStDB1zGxElEFEKYPP3kit49oVIpYbM7fK7b7A6oVEr065saoMiIiKitmDz9JGPg5Rjcvw/sdieqLFY4nS5UWayw250Y3L8PEuOisf/ISRaAJyIKQZIQQgQ6iECTc3q4HPmFJkz87UKf1bYDrkjHtYOvxM79x3iGJxFREJGTC7hgyI+6JcRg+39ex4GjJ/H9j+fRr28qNmzZgXWbshATFYHkhFiYqyw1W1YALJo7PbABExFRi3DYtgMMueoy3H/3LUiMi+YZnkREnQCTZwfiGZ5ERJ0Dk2cHYlk+IqLOgcmzA3XvFo8xIzNgKqtAsakcdrsDxaZymMorMGZkBvd6EhGFCC4Y6mCe8nssy0dEFLq4VQX+26rSlNyCYpblIyIKItyqEgKSE+OYNImIQhTnPImIiGRi8iQiIpKJyZOIiEgmJk8iIiKZmDyJiIhkYvIkIiKSicmTiIhIJiZPIiIimZg8iYiIZGLyJCIikonJk4iISCYmTyIiIpmYPImIiGRi8iQiIpKJyZOIiEimkE+eaWlpkCTJ5/HSSy8FOiwiIurEOsVh2H/6058wY8YM788REREBjIaIiDq7TpE8IyIi0K1bt0CHQUREXUTID9sCwEsvvYTY2FgMHjwYr7zyCpxOZ5PtbTYbzGazz4OIiKilQr7nOWvWLAwZMgQxMTHYuXMn5s+fj7y8PPz1r39t9J7Fixdj4cKFHRglERF1JpIQQgQ6iLqefvppLFmypMk2P/zwA6644op619977z08+uijqKyshFarbfBem80Gm83m/dlsNiMlJQXl5eWIjIxsW/BERBSSzGYzjEZji3JBUCbPoqIilJSUNNkmPT0dGo2m3vVjx47hqquuwvHjx3H55Ze36P3kfGFERNQ5yckFQTlsGx8fj/j4+Fbde+jQISgUCiQkJLRzVERERDWCMnm21K5du7Bnzx7cdNNNiIiIwK5du/D73/8e999/P6KjowMdHhERdVIhnTy1Wi3WrFmD559/HjabDb169cLvf/97zJkzJ9ChERFRJxbSyXPIkCHYvXt3oMMgIqIuplPs8yQiIupITJ5EREQyMXkSERHJxORJREQkE5MnERGRTEyeREREMjF5EhERycTkSUREJBOTJxERkUxMnkRERDIxeRIREcnE5ElERCQTkycREZFMTJ5EREQyMXkSERHJxORJREQkE5MnERGRTEyeREREMjF5EhERycTkSUREJBOTJxERkUxMnkRERDIxeRIREcnE5ElERCQTkycREZFMTJ5EREQyMXkSERHJxORJREQkE5MnERGRTEyeREREMjF5EhERycTkSUREJBOTJxERkUxMnkRERDIxeRIREcnE5ElERCQTkycREZFMTJ5EREQyMXkSERHJxORJREQkE5MnERGRTEyeREREMnWK5Llp0yYMHz4cer0e0dHRuOuuuwIdEhERdWKqQAfQVh9++CFmzJiBF198Eb/4xS/gdDpx9OjRQIfVpJz8IuQXlSIpIQbJiXGBDoeIiGQK6eTpdDoxe/ZsvPLKK3j44Ye91/v16xfAqBpXUWnBy8vXYuv2bFiqrTDodRgzMgPzZk5BeJg+0OEREVELhfSw7YEDB5CTkwOFQoHBgwcjKSkJ48ePb7bnabPZYDabfR4d4eXla7FuUxYUCgnJCbFQKCSs25SFJcvWdMj7ExFR+wjp5HnmzBkAwPPPP49nnnkGn332GaKjo5GZmQmTydTofYsXL4bRaPQ+UlJS/B5rTn4Rtm7PRkxUBOKijdBo1IiLNiLGGIGt27ORW1Ds9xiIiKh9BGXyfPrppyFJUpOP48ePw+12AwD++Mc/4pe//CWGDh2KFStWQJIkrF+/vtHXnz9/PsrLy72Pixcv+v0z5ReVwlJtRWSYwed6ZLgBlmob8gobT/ZERBRcgnLO88knn8S0adOabJOeno68vDwAvnOcWq0W6enpuHDhQqP3arVaaLXadom1pbrFR8Og18FcZUGcxui9bq60wKDXIikhpkPjISKi1gvK5BkfH4/4+Phm2w0dOhRarRYnTpzADTfcAABwOBw4d+4cUlNT/R2mLN27xWPMyAys25QFiJoep7nSAlN5BSZNyOSqWyKiEBKUybOlIiMj8dhjj2HBggVISUlBamoqXnnlFQDAxIkTAxxdffNmTgGAmjnOQhMMei0mTcj0XiciotAQ0skTAF555RWoVCpMnToV1dXVGD58OL766itER0cHOrR6wsP0WDR3OmZOvR15hSbu8yQiClGSEEIEOohAM5vNMBqNKC8vR2RkZKDDISKiAJCTC4JytS0REVEwY/IkIiKSicmTiIhIJiZPIiIimZg8iYiIZGLyJCIikonJk4iISCYmTyIiIpmYPImIiGRi8iQiIpKJyZOIiEimkC8M3x485X3NZnOAIyEiokDx5ICWlHxn8gRQUVEBAEhJSQlwJEREFGgVFRUwGo1NtuGpKgDcbjdyc3MREREBSZLa/HpmsxkpKSm4ePFi0J/Swlj9I5RiBUIrXsbqP6EUrz9iFUKgoqICycnJUCiantVkzxOAQqFAjx492v11IyMjg/4voAdj9Y9QihUIrXgZq/+EUrztHWtzPU4PLhgiIiKSicmTiIhIJiZPP9BqtViwYAG0Wm2gQ2kWY/WPUIoVCK14Gav/hFK8gY6VC4aIiIhkYs+TiIhIJiZPIiIimZg8iYiIZGLyJCIikonJsxk5OTm4//77ERsbC71ejwEDBiA7O7vR9tOmTYMkSfUe/fv397Z5/vnn6z1/xRVXtDnWtLS0Bt/78ccfb/Se9evX44orroBOp8OAAQPw+eef+zwvhMBzzz2HpKQk6PV6jB49Gj/++GOHx/rOO+9g5MiRiI6ORnR0NEaPHo29e/f6tGnoux83blyHx7py5cp6bXU6nU8bf32vrYk3MzOzwfYTJkzwtvHXd+tyufDss8+iV69e0Ov16N27NxYtWtRsbdGsrCwMGTIEWq0Wffr0wcqVK+u1efPNN5GWlgadTofhw4fX+/vSEbF+9NFHuOWWWxAfH4/IyEiMGDECX3zxhU8bf/w+aE2sWVlZDf49yM/P92nX3t9ra+MN5O9aAICgRplMJpGamiqmTZsm9uzZI86cOSO++OILcerUqUbvKSsrE3l5ed7HxYsXRUxMjFiwYIG3zYIFC0T//v192hUVFbU53sLCQp/X/PLLLwUA8fXXXzfYfseOHUKpVIqXX35ZfP/99+KZZ54RarVaHDlyxNvmpZdeEkajUXz88cfi8OHD4o477hC9evUS1dXVHRrrvffeK958801x8OBB8cMPP4hp06YJo9EofvrpJ2+bBx98UIwbN87ndU0mU5vibE2sK1asEJGRkT735Ofn+7Tx1/famnhLSkp82h89elQolUqxYsUKbxt/fbcvvPCCiI2NFZ999pk4e/asWL9+vQgPDxevv/56o/ecOXNGGAwGMWfOHPH999+LN954QyiVSrFlyxZvmzVr1giNRiPee+89cezYMTFjxgwRFRUlCgoKOjTW2bNniyVLloi9e/eKkydPivnz5wu1Wi0OHDjgbeOP3wetifXrr78WAMSJEyd8YnG5XN42/vheWxtvIH/XCiEEk2cT5s2bJ2644YY2vcaGDRuEJEni3Llz3msLFiwQV199dRuja97s2bNF7969hdvtbvD5SZMmiQkTJvhcGz58uHj00UeFEEK43W7RrVs38corr3ifLysrE1qtVqxevbpDY63L6XSKiIgIsWrVKu+1Bx98UNx5553tGldDmot1xYoVwmg0Nnp/R36vQsj/bl999VUREREhKisrvdf89d1OmDBBPPTQQz7X7rnnHnHfffc1es9TTz0l+vfv73Nt8uTJYuzYsd6fhw0bJh5//HHvzy6XSyQnJ4vFixd3aKwN6devn1i4cKH3Z3/8PmhNrJ7kWVpa2mgbf3yvrY23ro7+Xcth2yZ88sknyMjIwMSJE5GQkIDBgwfjnXfekfUa7777LkaPHo3U1FSf6z/++COSk5ORnp6O++67DxcuXGjP0GG32/Gvf/0LDz30UKPF7nft2oXRo0f7XBs7dix27doFADh79izy8/N92hiNRgwfPtzbpqNirctiscDhcCAmJsbnelZWFhISEnD55Zdj5syZKCkpabc45cRaWVmJ1NRUpKSk4M4778SxY8e8z3XU9yon3treffddTJkyBWFhYT7X/fHdXnfdddi2bRtOnjwJADh8+DC+/fZbjB8/vtF7mvt7a7fbsX//fp82CoUCo0ePbtP325pY63K73aioqKj397a9fx+0JdZBgwYhKSkJt9xyC3bs2OG97q/vta3xenT471q/pOROQqvVCq1WK+bPny8OHDgg/vGPfwidTidWrlzZovtzcnKEUqkUa9eu9bn++eefi3Xr1onDhw+LLVu2iBEjRoiePXsKs9ncbrGvXbtWKJVKkZOT02gbtVotPvjgA59rb775pkhISBBC1AzrAhC5ubk+bSZOnCgmTZrUobHWNXPmTJGenu4zzLl69WqxceNG8d1334kNGzaIK6+8UlxzzTXC6XR2aKw7d+4Uq1atEgcPHhRZWVnitttuE5GRkeLixYtCiI77Xlsab2179uwRAMSePXt8rvvru3W5XGLevHlCkiShUqmEJEnixRdfbPKevn371muzadMmAUBYLBaRk5MjAIidO3f6tPnDH/4ghg0b1qGx1rVkyRIRHR3tM8zpj98HrYn1+PHjYvny5SI7O1vs2LFDTJ8+XahUKrF//34hhPDb99raeGsLxO9aJs8mqNVqMWLECJ9rv/vd78S1117bovtffPFFERsbK2w2W5PtSktLRWRkpPjnP//Z6ljrGjNmjLjtttuabBMsybMlsda2ePFiER0dLQ4fPtxku9OnTwsA4r///W9bQ/SSG6sQQtjtdtG7d2/xzDPPCCE6NnnKjfc3v/mNGDBgQLPt2uu7Xb16tejRo4dYvXq1+O6778T7778vYmJimvwP1EAlz9bEWtu///1vYTAYxJdfftlku/b4fdDWWD1GjRol7r//fiGEf5NnW+MNxO9aJs8m9OzZUzz88MM+19566y2RnJzc7L1ut1v06dNHPPHEEy16r4yMDPH000+3Ks66zp07JxQKhfj444+bbJeSkiJeffVVn2vPPfecGDhwoBDi51+QBw8e9GkzatQoMWvWrA6N1eOVV14RRqNR7Nu3r0Xt4+LixPLly9sSopfcWGv71a9+JaZMmSKE6JjvVQj58VZWVorIyEjx2muvtah9e3y3PXr0EH//+999ri1atEhcfvnljd4zcuRIMXv2bJ9r7733noiMjBRCCGGz2YRSqRQbNmzwafPAAw+IO+64o0Nj9Vi9erXQ6/Xis88+a9F7tfX3QVtirW3u3LnezoK/vte2xhuo37Wc82zC9ddfjxMnTvhcO3nyZL0x9YZ88803OHXqFB5++OFm21ZWVuL06dNISkpqday1rVixAgkJCT5bDRoyYsQIbNu2zefal19+iREjRgAAevXqhW7duvm0MZvN2LNnj7dNR8UKAC+//DIWLVqELVu2ICMjo9n2P/30E0pKSjr8e63L5XLhyJEj3jg64nttTbzr16+HzWbD/fff32zb9vpuLRZLvUOHlUol3G53o/c09/dWo9Fg6NChPm3cbje2bdvWpu+3NbECwOrVqzF9+nSsXr26Rf8s2uP3QWtjrevQoUPeOPz1vbY13oD9rm1z+u3E9u7dK1QqlXjhhRfEjz/+6B12+de//uVt8/TTT4upU6fWu/f+++8Xw4cPb/B1n3zySZGVlSXOnj0rduzYIUaPHi3i4uJEYWFhm2N2uVyiZ8+eYt68efWemzp1qs9/ce3YsUOoVCqxdOlS8cMPP4gFCxY0uFUlKirKO9915513ttuWCjmxvvTSS0Kj0Yj//Oc/PsvOKyoqhBBCVFRUiLlz54pdu3aJs2fPiv/+979iyJAhom/fvsJqtXZorAsXLhRffPGFOH36tNi/f7+YMmWK0Ol04tixYz6fx1/fq9x4PW644QYxefLketf9+d0++OCDonv37t4tCh999JGIi4sTTz31lLdN3X/HPFtV/vCHP4gffvhBvPnmmw1uVdFqtWLlypXi+++/F7/5zW9EVFRUvS1D/o713//+t1CpVOLNN9/0+XtbVlbmbeOP3wetifXVV18VH3/8sfjxxx/FkSNHxOzZs4VCofAZmvfH99raeD0C9buWybMZn376qbjqqquEVqsVV1xxhXj77bd9nn/wwQfFjTfe6HOtrKxM6PX6em09Jk+eLJKSkoRGoxHdu3cXkydPbnLvqBxffPGFd69WXTfeeKN48MEHfa6tW7dOXHbZZUKj0Yj+/fuLTZs2+TzvdrvFs88+KxITE4VWqxU333xzg6/t71hTU1MFgHoPz54ui8UixowZI+Lj44VarRapqalixowZbf6XujWxPvHEE6Jnz55Co9GIxMREceutt/rs6xPCv9+r3HiFqFksAkBs3bq1Xnt/frdms1nMnj1b9OzZU+h0OpGeni7++Mc/+sxdNfTv2Ndffy0GDRokNBqNSE9P99mT6vHGG294/zkMGzZM7N69u8NjvfHGGxv8e1v7+/fH74PWxLpkyRLRu3dvodPpRExMjMjMzBRfffVVvddu7++1tfEKEdjftTySjIiISCbOeRIREcnE5ElERCQTkycREZFMTJ5EREQyMXkSERHJxORJREQkE5MnERGRTEyeRB0gLS0NkiRh5cqVgQ6lUU6nE//6178wceJEpKWlITw8HFqtFt26dcMvfvELPPfcczh69GiD93o+n+ehUCgQERGBHj164KabbsLcuXOxd+/eJt8/MzPT5zUkSYJGo0FSUhJuv/12fPrpp/742EStwiIJRB0gLS0N58+fx4oVKzBt2rRAh1PPwYMHMXHiRJw+fRqSJKFfv37o27cv9Ho9iouLkZ2djdLSUgDAE088gVdffdXnfs/nu/7669GnTx8AQHV1NYqLi3Hw4EHvvTfeeCPee+89pKen14shMzMT33zzDa6++moMGjQIQE0t0oMHD+LMmTMAgFmzZuH111/319dA1HLtUqeIiJrkKS/YUBm5QMvOzhYGg0EAELfddps4efJkvTYul0ts3bpV3HTTTWLs2LH1nm/q87ndbrFp0ybRt29fAUAkJiaKM2fO1GvnKWXnKblY+73nz5/vLW23bdu2Vn9WovbCYVuiLszhcGDixImwWCz41a9+hY0bN6Jv37712ikUCtxyyy346quvsGjRIlnvIUkSbr31Vuzduxd9+/ZFQUEBHnnkkRbfr1AosGjRIm9vdd26dbLen8gfmDyJgtBPP/2E3/3ud+jbty90Oh2MRiOuv/56/OMf/4DL5WrwHiEE3nvvPWRkZMBgMCA2Nhbjx4/Hzp07kZWVBUmSkJmZ6XPPv//9b5w9exZarRZvvfVWvWOhGnLNNde06jNFRUXhtddeAwB89dVX2L9/f4vvVSqV3qHcc+fOter9idoTkydRkNm3bx+uvvpq/P3vf4fdbsddd92F6667DgcOHMBjjz2GCRMmwG6317vv8ccfx8MPP4yDBw9i2LBhGDNmDC5evIhRo0bhs88+a/C9Nm7cCAAYO3Ys4uPj/fq5AGD8+PGIiYkBUHMGpxxmsxkAoNVq2z0uIrmYPImCiM1mw8SJE2EymfDYY4/h1KlTWLNmDTZv3oxjx44hLS0NX3zxBRYuXOhz3yeffIJly5YhPDwc27dvR1ZWFlavXo2jR4/i5Zdfxl/+8pcG38/T+2ttb1IuSZIwZMgQAMCxY8dafF9eXh727NkDAN4eKFEgMXkSBZH169fj/PnzSE5OxmuvvQa1Wu19Lj09HUuXLgUAvPHGG7Bard7nPCtQf/e73+G6667zec05c+Y0mhyLi4sBoNFe59q1azFt2rR6D899rREXFwcAKCkpabZtVVUV/u///g+33XYbKioqEBYWJmu+lMhfVIEOgIh+lpWVBQCYMmVKg8OT99xzD6Kjo1FaWor9+/fj+uuvh9PpxM6dOwEA9913X4Ove++992Lfvn2y49m3bx9WrVpV7/rzzz/vTYJyud1uADW90IYsXLiwXs8aABISEvDBBx8gJSWlVe9L1J6YPImCSE5ODgCgV69eDT4vSRJ69eqF0tJSb9vi4mJvLzQtLa3B+xq7HhcXh4sXL6KoqKjB55cuXert7QKASqVqdMFSS3l6rZ65z7pq7/NUq9WIiYnB0KFDcfvtt0Ov17fpvYnaC5MnURfQWC9vyJAhuHjxIrKzszskDiEEDh48CAAYMGBAg23uuusuPP/88x0SD1Frcc6TKIh0794dALwVdRpy9uxZn7axsbHeId7z5883eE9j2zvuuOMOAMAXX3zRpnnMlvr888+91YbGjBnj9/cj8hcmT6Ig4tmHuXbtWp8FQR4bNmxAaWkpIiIiMHToUAA1Q5sjRowAAHzwwQcNvu7q1asbvH7//fcjNTUVVqsVjz/+OIQfq3WWl5fj97//PQDglltu4apZCmlMnkRBZOLEiejZsydyc3MxZ84cOJ1O73Nnz57Fk08+CaBmVa1Op/M+N2vWLADA3/72N+zevdvnNV9//XXvNo+6NBoN1q9fD51Oh3Xr1uHuu+/GqVOnGmy7c+fOViVXIQQ2b96MYcOG4ccff0RSUhLeeecd2a9DFExYGJ6oA3gKp6enpzdZjOCtt96Cy+XCuHHjYDKZkJqaimuvvRYVFRX46quvYLVaMXbsWHzyySfQaDQ+9z766KN4++23oVQqMXLkSCQlJeHIkSP44YcfMGvWLLz66qu45ZZbsHXr1nrvm52djUmTJuHs2bOQJAn9+/dH3759ERYWhvLycnz33XfeIeHbb78dH3zwAcLDw+t9vtqF4W02G4qLi3HgwAGYTCYANT3r9957r8EFUZ7C8AsWLOCcJwU9Lhgi6kBnzpxpcj7TbDYjMzMThw4dwpIlS7B582Zs2LABWq0WgwcPxgMPPIBHHnkEKlX9f3WXL1+Oa665BsuWLcPu3buh0+kwbNgwvPXWW945z8a2l2RkZODEiRNYvXo1Nm7ciOzsbGzZsgUulwtRUVG44oorcO+99+Lee+/FVVdd1Wj8O3bswI4dOwAAYWFhMBqNGDBgADIyMjB58uQOK8ZA5G/seRJ1AQ899BBWrFiBv/zlL5gzZ06gwyEKeZzzJOokjh07hqqqKp9rbrcb77zzDlauXAmdTodf//rXAYqOqHPhsC1RJ/HKK69g3bp1GDx4MLp3746qqip8//33OHfuHJRKJd566y0kJSUFOkyiToHJk6iTmDx5MsxmM/bv349Dhw7B6XQiISEBkydPxhNPPIFrr7020CESdRqc8yQiIpKJc55EREQyMXkSERHJxORJREQkE5MnERGRTEyeREREMjF5EhERycTkSUREJBOTJxERkUxMnkRERDL9f5Cj7z087YBnAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#India Example + LOG\n", "NO_table = co2_table.where('Country', 'India').where('Year', are.between(1800,2018))\n", "NO_table = NO_table.with_column('LogGDP', np.log(NO_table.column('GDP per capita'))).with_column('LogCO2',np.log(NO_table.column('Per capita CO2 emissions')))\n", "NO_table.scatter('GDP per capita', 'Per capita CO2 emissions')\n", "NO_table.scatter('LogGDP', 'LogCO2')\n", "plt.figure(figsize = (18,12), dpi=250)" ] }, { "cell_type": "markdown", "id": "bc0c17c0", "metadata": {}, "source": [ "Let's look at a set of other High Income Nations:" ] }, { "cell_type": "code", "execution_count": 12, "id": "d4be61ee", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "HIN_array = make_array('United States', 'Netherlands', 'United Kingdom','Germany','Canada')\n", "HIN_table = co2_table.where('Country', are.contained_in(HIN_array))\n", "HIN_table = HIN_table.where('GDP per capita', are.above_or_equal_to(0)).where('Per capita CO2 emissions', are.above_or_equal_to(0))\n", "HIN_table.scatter('GDP per capita', 'Per capita CO2 emissions',group='Country')\n", "plt.figure(figsize = (18,12), dpi=250)" ] }, { "cell_type": "markdown", "id": "73bfc9e6", "metadata": {}, "source": [ "As in the US and Norway, these nations have experienced a boom, stagnation, and now to some extent a downward trend. Let's finally plot all the previously observed nations together in one singular scatter plot:" ] }, { "cell_type": "code", "execution_count": 13, "id": "4ebd397e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ALL_array = np.append((np.append(LIH_array,BRICS_array)), HIN_array)\n", "ALL_table = co2_table.where('Country', are.contained_in(ALL_array))\n", "ALL_table = ALL_table.where('GDP per capita', are.above_or_equal_to(0)).where('Per capita CO2 emissions', are.above_or_equal_to(0))\n", "ALL_table.scatter('GDP per capita', 'Per capita CO2 emissions',group='Country')\n", "plt.figure(figsize = (18,12), dpi=250)" ] }, { "cell_type": "markdown", "id": "aa06914d", "metadata": {}, "source": [ "Here we see evidence for an Environmental Kuznets Curve.\n", "\n", "It seems, at least to some extent, that as nations develop economically, the level of environmental degradation reaches a peak and then declines, mapping a downward-facing U-curve. " ] }, { "cell_type": "markdown", "id": "384e9004", "metadata": {}, "source": [ "## Criticism of the Environmental Kuznets Curve Hypothesis" ] }, { "cell_type": "markdown", "id": "cd0b1ec8", "metadata": {}, "source": [ "Some questions we ought to ask ourselves in the end are:\n", "* Do all types of environmental degradation follow the curve? What if we plot Energy, Land, & Resource usage?\n", "* What we plotted today shows the ratio between GDP and CO2 per capita, but what about the *absolute* numbers of emissions?\n", "* What is the true long-term shape of the curve? Could it reshape itself to an \"N\" as an economy passes a certain threshold?\n", "* What about its applicability on a global scale? Knowing that the HINs have a habit of exporting pollution to LINs, what will happen as LIN grow economically?\n", "\n", "These are just some questions environmental economists have asked themselves throughout the years since the curve was hypothesized in 1955. Some, including Perman and Stern (2003) conclude that the level of environmental degradation has much more to do with a constant \"battle\" between scale and time than income alone. As nations scale up (BRICS, for instance) the growth results in higher emissions, while countries with lower growth (LIN & HIN) seem more influenced by the \"time-effect\", which results in lower emissions. Others, among Krueger & Grossman, argue that there is \"no evidence that environmental quality deteriorates steadily with economic growth.\"\n", "\n", "More on these theories can be found in the recommended readings below.\n", "\n", "As data scientists motivated to help heal the plant with the tools of environmental economics, we can help to find these answers!\n" ] }, { "cell_type": "markdown", "id": "604bbb2c", "metadata": {}, "source": [ "## What's next?" ] }, { "cell_type": "markdown", "id": "34eaa364", "metadata": {}, "source": [ "If you are interested in this area, there are even more fascinating applications of Data Science to environmental topics such as: finding the social cost of carbon, the valuation of our environment, and the economics of emissions trading. Besides purely economical modeling, the field of environmental data science is rapidly growing as we collect more and more data on our planet and its resources. Applying the power of Satellite Imagery, Machine Learning, and Geographic Information Systems (GIS), one can follow both technology and policy-based paths, both ensured to have a positive impact in shaping a data-driven, sustainable future." ] }, { "cell_type": "markdown", "id": "56d4a566", "metadata": {}, "source": [ "## Further recommended readings" ] }, { "cell_type": "markdown", "id": "e9b8e7a3", "metadata": {}, "source": [ "Levelized Cost of Carbon Abatement: An Improved Cost-Assessment Methodology for a Net-Zero Emissions World (also the main source of this Jupyter Notebook)\n", "\n", "https://www.energypolicy.columbia.edu/sites/default/files/file-uploads/LCCA_CGEP-Report_101620.pdf\n", "\n", "Dynamic vs. Static costs are described further in K.Gillingham & J.H Stock's The Cost of Reducing Greenhouse Gas Emissions (italic) from 2018. - A highly recommended reading out of scope for this class.\n", "\n", "https://scholar.harvard.edu/files/stock/files/gillingham_stock_cost_080218_posted.pdf\n", "\n", "Goldman Sachs Research: Carbonomics: The Future of Energy in the Age of Climate Change\n", " \n", "https://www.goldmansachs.com/insights/pages/carbonomics.html\n", "\n", "EPA article on the Economics of Climate Change:\n", "https://www.epa.gov/environmental-economics/economics-climate-change\n", "\n", "Draw your own curve program:\n", "https://tamc.github.io/macc/\n", "\n", "Abatement curve for crops:\n", "https://github.com/aj-sykes92/ggmacc/blob/main/README_files/figure-gfm/full-macc-1.png\n", "\n", "\n", "Aalborg University's software:\n", "https://github.com/matpri/EPLANoptMAC\n" ] } ], "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }