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ECON 216 Problem Set 5

创建日期：2024-05-02 14:10:20

所属分类：经济Economics

标签： ECON 216

Problem Set 5

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ECON 216 Problem Set 5

Instructions
In this problem set you will investigate the change in annual average air temperatures over time at both the
global and country level using a time-series line plot and a choropleth. There are 40 total points in the
assignment.
You will need the files GlobalTemp.RData and WorldShape.RData and the packages tidyverse, sf, and
ggthemes.
The data in GlobalTemp.RData come from Berkeley Earth. There are two datasets in the file, glbl_av_temp
and cntry_av_temp. The first contains monthly average temperatures over the Earth’s surface since the
18th century while the second breaks this average down by country.
The shapefile for the project is contained in the file WorldShape.RData and is called world_shp.
When you turn in your problem set, please submit both an Rmd file and an html file labelled as before using
your CWRU ID: abc123_PS5.Rmd and abc123_PS5.html.
Part 1. (16 points) Global average temperatures began to rise following the massive increase in fossil
fuel consumption sparked by industrialization. In this part you will try to estimate the year in which global
average temperature began to rise.
You will use the dataset global_avg_temp to guess an inflection year for global average temperatures between
1750 and 2015.
We will call that inflection year INFLECT.
INFLECT is the latest year where you judge there has been no overall upward trend temperature in the
preceding years. Before INFLECT, temperatures will have trended neither up nor down, though there are
significant annual fluctuations.
A. Create a properly labeled time series line graph for annual average temperatures between 1750 and 2015.
(Remember a time series graph has time on the x-axis.) Note that the data is at the monthly level so you
will need to summarize first. Note that the data is spiky before the late 19th century because the underlying
measurements are sparse.
B. Guess the year for INFLECT using the following iterative method.
First, make an initial guess of a year, like 1880. Then add two smoothing lines to the plot from part
A by using geom_smooth, setting method=“lm”andse=FALSE. The first line will be limited to
years before your guess and the second line to the years after. Remember you can change
the data a geom uses like this:geom_any(filter(data, year<=1900))‘
For the first smoothed line, filter the data within the geom to include only the years between 1750 and your
guess of INFLECT. (See the final example in section 3.6 for a hint.) For the first
1
If the first smoothed line is flat and the second inclined up, your guess is pretty good. If both lines are
inclined up, you are probably too late in your guess. Adjust the year until the first smoothed line is flat and
the second inclined up. That year will be your guess of INFLECT.
Include a version of this plot with your final guess.
C. Redraw the plot from part A and place a red vertical line using geom_vline at your guess for INFLECT.
Part 2. (12 points) A. Create a country-level dataframe called cntry_av_temp_diff that has the
following four variables:
country, the name of the country. mean_temp_baseline, mean temperature between 1850 and your inflec-
tion point INFLECT, mean_temp_recent, mean temperature between 2000 and 2015. temp_change, the
difference between recent temperature and the baseline.
This new dataframe can be created in several ways. One way is via a pipeline starting with cntry_av_temp
and doing some mutating, grouping, summarizing, and pivoting, in that order.
B. Write a short paragraph that describes in words the steps that you took in part A to get from the raw
data to the finished data frame.
Part 3. (8 points) Create a world choropleth showing the change for each country in annual average
temperature between the baseline and recent periods. Exclude Antarctica from the choropleth.
A. Remove Antarctica from world_shp. Join cntry_av_temp_diff to world_shp.
B. Using the augmented world_shp, create a world choropleth of the change in temperatures between the
baseline and recent period. Use scale_fill_distiller using the palette Oranges for the fill colors.
Part 4. (4 points) Write a short paragraph that describes the patterns that you see on the finished
choropleth.

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COMP532 MAS275 COMP5318 COMP4002 FIT5086 MAST20004 FIT3152 FIT5129 CIS2380 CS521 COMP 1005 EECMS CITS5501 ECE 462 ECON 6002 ENG 4051 CSC 648 CMT654 MECHENG 713 PHYS1002 AMME 2000 FP0060 DDES3200 MECHENG 743 BINF90002 FIT2081 ISYS90081 ELECTENG 722 BUS 360 ECOS3010 BUS2810 ETF2100 ENG2048 STAT5002 COMP2017 CEME 2003 MATS3004 COMP9319 PHYS1001 COMP5349 AMME2261 COMP-381 FIT3173 COSC2757 ENG4025 QBUS2820 COMP9414 MATH2021 EOSC118 MFIN6690 PMATH 321 CSE-141L MATH575A COMPSCI5002 COMP1511 management comp2123 FINS3616 COMP 3331 COMS30034 DTSC 71 AcF 702 AcF702 DTSC71 MAT021 ELE8083 ACFI213 EG-127J 127J FIT5163 FIT2001 ELE00113M CMT310 CS 245 ENGL 1101 MTH6115 EE497 CS 325 Math 124A MTH5130 MBA502 MGT 5380 ARCH 1261 F033800 20LLP109 ELE4009 FINANCIAL COMP3331 Computer ECE4179 20T3 COMP9311 COMP9311 UNSW MFIN6210 ACCT 5930 EE590 ENG2029 ECO100 SIT315 ACCT3610 COMP3600 STK2100 FIT2004 COMP30020 ACTL1101 Stat 101B BANA 200 COSC2473 ENGG1400 AI COMP90043 MMF 1914H PHYS 127 CS584 CIVL2010 ECMT2150 CS 333 CP1406 KIT308 Economics 701 ECON3740 ECE 5759 BFC3340 FINC2012 COMP4500 MATH3871 FIT3080 18-819C Economic ECO202Y5Y PHY100 FINC-780 Econ 100B EC602 IE582 EE450 COMP9517 WRDS 150B ECON 570 LECTURE 2 ECA5101 ECE 4420 ADAD9311 FIT3031 CS 544 MF 703 CS 6140 KIT501 ENGSCI 344 CSC171 IE 332 FINM8007 21S2 COSC 1114 FE545 E471 SIT102 CSC108 MAT301 IAE 101 COP3503 STAT2004 EC 303 CS1026 STAT1203 MATH3171 ISOM5160 IFN657 FIT2014 ACCT2102 DSCI550 STATS 330 ELEC421 COMP3670 QBUS6840 MEES:698B MAST30027 MIET1077 Economics IFT 6758 FIT5122 BUSN5101 CptS 111 HRMT5502 Math2018 PP 312 INFS3200 CZ3005 CSSE1001 SENG 2011 MKTG 553Q BUFN 640 COMP507 ETF5952 DATA 311 ECE4043 BANK3011 finance M3H623544 HW1 INFS 7410 AI6103 STAT3888 INFS3208 ACCT7103 ECOS3013 PSYCH 20B F79MA STAT3006 ENGG952 2X MGSC 7000 ECE4132 MSF 526 MATH 3033 CDS 511 EEEE4120 EEET2465 ECA5103 MATH2070 ELEC3104 BU51019 EEE8147 ENGR20003 COSC 1107 ETF3200 FNCE 435 MSFI 435 ISyE6420 GENG4405 HW ETC5523 IE 7315 MOEC0021 STA 106 ENGG 1300A ENGG 1300 OLET1139 STAT 3503 STAT 206 FEM11149 ELEN 4720 COMP20003 SOLA1070 CS574 C11CS LINB29H3 MAST90083 ECON7200 STAT 610 LINB29 DSM-5 COMP3161 EEEN40010 MATH 4431 K353 STA 3386 IERG4300 COMS W4167 ENG5298 AMME 2302 CS3910 COMPSCI 320 STATS 369 GR5242 COSC 328 CSCI435 MGTS1301 INFS2200 COMP3900 CIS 375 Module AE03 COMP3121 CS260 HAM503 MGMT5050 INT3075 COSC 285 GEOL0029 GEGE2X01 STAT1201 MATH1061 MMF1941H STAT 5060 CS 520 COMP 4320 MSIN0104 000T FINS3648 ECMT2160 ECON4003 Phys 129L CSE 142 CS 3130 MGEB01 EECS 340 Finance (20443/20444) ECMM149 COMP5310 EEEN60180 CSC 111 AT2 CSCI 4430 STAB57 MA/CSC 427 MATH322 D100 CSCI544 CITS3004 CI6227 CSE 565 APCO 1P01 852L1 ELEC S411F COMP3207 STATS330 ECON7530 FIT5149 CSI4104 CMPT 371 COMP201 SEHS4696 FI4003 MATH6182 CG1 WS MATH401 MGT 205 QTM 110 COMP 0137 MACE12201 FIT5210 ECE 544 BISM7206 HUDM 6055 ECON3203 STATS 210 MSCI 570 MATH6173 COMPSCI4039 Accounting COM3503 AOE2024 ECON213 PSYC10004 Control Data 100/200A PHIL2617 PHYS3116 MIE250 BCPM0008 ECN 620 QBUS6830 ECSE-415 ECON5102 MGMT20005 MAT 653 ECO 480 COMP 5/600 CSSE 5600 ME 571 7CCMMS61 CS 550 COMP2865 MATH3075 STATS 506 QTM 220 ISYS2120 FIT5106 STAT 153 MKTG3112 ECON2102 ELE2018 COMP3031 MSIN0010 SCC461 MATH237 CS246 CSC3065 CSE 101 ICTWEB411 COMP9313 ECOS 2025 FN620 MATH11111 MATH 3018 KE1068 FINA 6112 C++ MISM 6202 MSIN0105 CSC8631 MECO6935 COMP4121 ACCT2011 DPBS1150 EEL 3701C F19PL OPM 661 CSE 310 CS918 BIOL30001 ACCT3563 BANK3600 MET CS622 MATH367 ACCT5907 Continuing COMP5048 COMP61021 CS3334 GSOE9210 CSCI-570 COMP 5322 HW 2 ALY-6020 IEOR 4706 DATA 200 EBUS504 CGE12412 COMP4108 7SSMM800 ECMM171P MATE50002 CS225 RS 6003 BH2274 ELEC3111 MAT6669 ECON-UA 227 PHIL 1012 7SSMM603 TB028A P6 ECS708 CSC 427 CS6476 CSE 250A A1A2 ITS61504 EECS 376 model HW6 UV0010 ECON 6074 MG4F7 CMP-7030Y INFO3008 BFIP013 ECON 5068 MATH6002 CS3483 PSTAT 131 C31FM CSOR W4246 AAEC 5307 DATA ELEC362 COMSM0047 ECN6006 MA20224 BST351 MATH 323 MATH323 AA2021 COMP3811 COMP2013 IB9X60 INVP001 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