Global Renewable Energy Production
Bharati
2024-07-08
Use dataset of Global renewable energy production with tidyverse
Load Datasts
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats 1.0.0 ✔ readr 2.1.5
## ✔ ggplot2 3.5.1 ✔ stringr 1.5.1
## ✔ lubridate 1.9.3 ✔ tibble 3.2.1
## ✔ purrr 1.0.2 ✔ tidyr 1.3.1## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(readr)File_path
data <- read.csv("C:/Users/Bharati Paranjape/Desktop/Datasets for R/global_renewable_energy_production.csv")Rename your data
Global_REP <- rename(data)Use tidyverse for Global_REP dataset
Global_REP %>%
filter(Year == 2006)## Year Country SolarEnergy WindEnergy HydroEnergy OtherRenewableEnergy
## 1 2006 USA 510.4630 1220.7287 639.4454 281.40550
## 2 2006 China 826.6961 1364.9187 840.6059 99.52337
## 3 2006 India 392.8597 1170.4388 1404.3759 432.15053
## 4 2006 Germany 122.8157 1451.4429 1721.1662 363.18839
## 5 2006 UK 914.8438 318.6727 842.8332 477.52789
## 6 2006 France 716.2581 411.4020 1848.5762 420.14176
## 7 2006 Brazil 252.0416 562.1674 600.9178 89.91614
## 8 2006 Canada 359.7675 955.6097 562.4166 266.51305
## 9 2006 Australia 555.2998 994.8905 330.7873 442.45576
## 10 2006 Japan 189.4973 516.1238 1527.8538 435.06341
## TotalRenewableEnergy
## 1 2652.043
## 2 3131.744
## 3 3399.825
## 4 3658.613
## 5 2553.878
## 6 3396.378
## 7 1505.043
## 8 2144.307
## 9 2323.433
## 10 2668.538Look at India’s Renewable Energy Production from 2000 to 2023
Global_REP %>%
filter(Country == "India")## Year Country SolarEnergy WindEnergy HydroEnergy OtherRenewableEnergy
## 1 2000 India 910.3763 1023.0319 876.3506 207.14431
## 2 2001 India 753.3601 1366.2433 1808.0469 400.94400
## 3 2002 India 677.8285 309.3820 574.7688 454.34938
## 4 2003 India 645.7862 211.9562 472.5016 348.57580
## 5 2004 India 104.5554 409.0505 1232.8474 361.35284
## 6 2005 India 686.7651 491.5501 1510.7047 156.76209
## 7 2006 India 392.8597 1170.4388 1404.3759 432.15053
## 8 2007 India 691.8516 938.8012 459.2471 215.47211
## 9 2008 India 338.6821 517.1865 1954.1179 226.89398
## 10 2009 India 902.8419 1020.4802 1651.1792 276.18669
## 11 2010 India 619.2135 840.2730 631.9131 375.10345
## 12 2011 India 352.6951 231.6108 1397.3029 129.69981
## 13 2012 India 946.4127 1440.1072 1855.2695 216.57142
## 14 2013 India 113.9110 1406.8141 1027.9131 484.99467
## 15 2014 India 967.2580 1308.9123 800.5631 223.29398
## 16 2015 India 866.0230 611.9986 588.1377 300.56057
## 17 2016 India 942.5393 1104.8387 1269.1040 93.72942
## 18 2017 India 653.5065 1487.0700 538.1428 283.24834
## 19 2018 India 889.6358 1162.9992 1484.9268 366.11784
## 20 2019 India 423.5420 581.6694 1675.9140 414.55103
## 21 2020 India 880.3651 1387.2127 1169.2821 275.68233
## 22 2021 India 818.4657 1044.9531 1493.3437 408.10670
## 23 2022 India 901.0048 639.3937 938.4910 92.29187
## 24 2023 India 620.4521 246.7250 1091.5166 294.19009
## TotalRenewableEnergy
## 1 3016.903
## 2 4328.594
## 3 2016.329
## 4 1678.820
## 5 2107.806
## 6 2845.782
## 7 3399.825
## 8 2305.372
## 9 3036.881
## 10 3850.688
## 11 2466.503
## 12 2111.309
## 13 4458.361
## 14 3033.633
## 15 3300.027
## 16 2366.720
## 17 3410.211
## 18 2961.968
## 19 3903.680
## 20 3095.676
## 21 3712.542
## 22 3764.869
## 23 2571.181
## 24 2252.884use arrange fuction to understand the trend in data
Global_REP %>%
arrange(SolarEnergy)## Year Country SolarEnergy WindEnergy HydroEnergy OtherRenewableEnergy
## 1 2004 India 104.5554 409.0505 1232.8474 361.35284
## 2 2018 USA 104.9699 1260.0999 1501.6575 378.05323
## 3 2008 China 106.2569 863.9715 1009.5987 149.94851
## 4 2018 UK 110.2183 809.2588 395.7156 103.46806
## 5 2018 Australia 111.7850 1062.5986 602.6611 482.48164
## 6 2011 Germany 112.9541 350.8944 378.2045 68.32796
## 7 2013 India 113.9110 1406.8141 1027.9131 484.99467
## 8 2018 Japan 116.5516 1388.5884 500.1768 309.43241
## 9 2016 Brazil 118.0641 618.7029 659.4616 197.37381
## 10 2006 Germany 122.8157 1451.4429 1721.1662 363.18839
## 11 2017 Germany 123.8602 961.5083 1898.3914 308.96338
## 12 2001 China 128.2863 1027.3335 834.4052 278.85681
## 13 2023 Canada 130.1792 940.8566 1596.1798 444.54454
## 14 2022 Australia 132.8947 813.6870 1260.2299 79.56889
## 15 2013 Brazil 133.0149 528.1680 1512.6943 452.84308
## 16 2018 China 136.6976 968.1608 1451.8594 57.46452
## 17 2022 UK 138.8439 1358.4860 1197.0919 496.83416
## 18 2013 China 146.3309 562.2404 1844.0520 157.80285
## 19 2003 Germany 146.5135 890.7610 1219.0797 336.84346
## 20 2012 France 150.7379 1324.1391 1681.9317 499.87295
## 21 2010 UK 151.8029 914.3875 1050.6019 449.46688
## 22 2010 Brazil 154.9702 559.9409 1670.5422 386.71686
## 23 2008 Canada 157.0375 1486.9483 848.0015 414.44350
## 24 2008 USA 158.5464 1433.5512 1941.5745 413.77881
## 25 2013 UK 165.4867 1268.4181 1500.6118 86.60695
## 26 2023 UK 166.4169 920.0106 1947.8143 285.39403
## 27 2017 USA 167.0956 1482.9530 1612.8161 139.42206
## 28 2000 Canada 172.2104 881.8648 997.6746 492.07038
## 29 2014 UK 176.3539 1482.6315 936.2604 216.78897
## 30 2014 USA 179.6433 454.7777 376.8864 196.39865
## 31 2017 China 181.2608 1285.8932 845.3261 133.93333
## 32 2021 Germany 184.9987 1087.9088 421.0207 193.53903
## 33 2006 Japan 189.4973 516.1238 1527.8538 435.06341
## 34 2022 Brazil 191.6042 398.7169 718.1281 122.30662
## 35 2004 UK 192.8115 1373.3188 1158.9290 421.90586
## 36 2001 Canada 200.8350 717.2123 1948.0997 439.47821
## 37 2019 UK 205.7736 1043.9734 1568.2763 312.51594
## 38 2023 Germany 206.3483 1105.7583 1369.2028 444.86241
## 39 2017 Brazil 207.7859 1357.6855 1309.1072 355.59604
## 40 2009 China 207.8788 638.8997 1902.9465 195.44132
## 41 2007 Brazil 208.5723 799.0124 650.7673 213.92144
## 42 2010 USA 209.8344 843.7300 358.4605 459.19418
## 43 2011 Australia 212.1964 1397.0944 1778.8238 283.47713
## 44 2001 Australia 214.7398 716.4735 1655.4021 117.46284
## 45 2003 Brazil 215.2413 397.4735 536.0062 338.39364
## 46 2019 France 220.6137 237.4175 1583.7333 329.13930
## 47 2016 Australia 226.7713 429.3031 1147.2252 238.51645
## 48 2014 China 230.4054 836.2886 1975.6058 158.92487
## 49 2000 Brazil 232.3661 1404.5639 1136.5977 166.20997
## 50 2019 Australia 233.7965 739.0114 445.0944 498.59341
## 51 2022 Canada 236.5074 605.2387 722.4315 384.77583
## 52 2001 USA 240.4168 402.7929 398.7421 439.77927
## 53 2006 Brazil 252.0416 562.1674 600.9178 89.91614
## 54 2022 Japan 257.8342 1388.7355 1011.9099 222.41234
## 55 2004 Australia 263.4379 1380.9857 1291.7661 230.38314
## 56 2004 Brazil 263.6921 649.3675 1824.5403 263.28274
## 57 2011 Brazil 266.0689 472.1541 929.8026 268.03534
## 58 2023 Brazil 267.9103 570.6237 594.7351 453.54444
## 59 2020 Germany 276.2120 290.1697 471.3226 58.19982
## 60 2014 Canada 281.4646 412.7527 579.2519 416.55862
## 61 2020 Japan 285.7791 214.2946 532.7056 455.00839
## 62 2009 Japan 287.0976 234.4919 608.4402 312.36870
## 63 2021 Australia 288.9150 1367.4706 648.7374 135.80947
## 64 2021 UK 301.2363 1452.1893 320.6626 486.44547
## 65 2007 China 305.1416 755.2401 1690.6251 437.32876
## 66 2003 China 305.9183 300.0739 792.5775 122.54958
## 67 2002 Australia 306.3263 1138.9283 1524.0621 338.51643
## 68 2004 Japan 307.9673 1073.4606 333.5079 96.84886
## 69 2018 Canada 308.9914 1369.4469 952.6151 294.59879
## 70 2009 Canada 329.1766 1085.9535 1592.3874 318.03743
## 71 2022 China 332.1475 1057.9793 1689.2777 299.84037
## 72 2011 USA 332.9020 1061.2790 829.9088 284.03061
## 73 2011 Japan 333.4811 693.6001 1303.5014 170.62864
## 74 2008 India 338.6821 517.1865 1954.1179 226.89398
## 75 2019 Japan 346.6497 920.4314 1407.4147 423.38381
## 76 2003 France 349.6431 444.5575 1088.2873 209.00850
## 77 2011 India 352.6951 231.6108 1397.3029 129.69981
## 78 2016 USA 352.8411 905.5049 539.5712 410.98864
## 79 2020 Brazil 355.3983 672.0070 1398.0593 306.85024
## 80 2012 China 356.3564 247.9530 1336.2594 276.20556
## 81 2000 Germany 357.8871 968.0832 351.8504 66.80668
## 82 2006 Canada 359.7675 955.6097 562.4166 266.51305
## 83 2008 Japan 363.8330 1365.2366 322.1033 88.47884
## 84 2008 UK 363.8897 627.2639 1443.2814 388.56854
## 85 2013 Japan 365.0192 1432.9893 1598.1299 113.05093
## 86 2004 USA 373.8180 882.1834 1034.3065 181.05311
## 87 2009 USA 374.1524 326.9737 1463.1961 248.06862
## 88 2021 USA 379.8841 622.7383 1540.3305 336.90086
## 89 2005 UK 388.0446 1364.1802 961.6429 54.87694
## 90 2006 India 392.8597 1170.4388 1404.3759 432.15053
## 91 2021 China 406.9597 347.5156 1871.9792 444.80271
## 92 2000 Australia 407.8736 1267.6345 488.0740 430.90353
## 93 2021 France 415.5288 966.8930 966.8149 246.86371
## 94 2011 UK 415.8235 352.1871 543.0859 392.67978
## 95 2021 Brazil 420.4871 1482.4698 1329.8172 156.75206
## 96 2019 India 423.5420 581.6694 1675.9140 414.55103
## 97 2016 China 431.0048 1021.9976 1377.0005 291.09861
## 98 2002 UK 434.8163 1209.3368 879.3660 468.84080
## 99 2000 USA 437.0861 1435.9286 1544.3897 319.39632
## 100 2015 Germany 437.1514 1013.6179 1155.3316 435.42043
## 101 2016 UK 438.6336 308.5509 1621.1498 301.28191
## 102 2009 France 438.8170 1253.7193 1978.3694 117.68760
## 103 2018 Germany 449.3529 1036.2747 1079.0299 295.52756
## 104 2015 USA 449.8096 552.7537 1708.8538 210.53900
## 105 2016 Canada 453.2006 1261.5793 1046.5293 219.62499
## 106 2023 France 456.8885 1008.7127 1766.0183 477.28428
## 107 2014 Germany 458.6543 1000.6051 1379.6592 70.38680
## 108 2000 Japan 460.6868 927.5324 563.9084 131.86766
## 109 2007 Germany 468.0576 425.2826 565.9430 162.60930
## 110 2010 Germany 477.6401 522.0503 905.1536 391.03075
## 111 2010 Japan 479.2821 1360.4732 1689.6541 203.81781
## 112 2009 Australia 481.7176 1157.3775 1888.4239 466.50583
## 113 2017 UK 481.7998 1378.2607 489.0357 271.68130
## 114 2015 Japan 482.6922 229.2101 756.7515 293.73540
## 115 2010 Australia 505.7554 347.2095 1974.2300 427.50414
## 116 2006 USA 510.4630 1220.7287 639.4454 281.40550
## 117 2001 Brazil 513.2222 1474.0423 1137.4508 197.93822
## 118 2005 Australia 515.8052 1431.4683 560.6974 313.80342
## 119 2017 Canada 516.4118 591.7912 1570.9359 276.22418
## 120 2010 Canada 524.4186 735.3932 893.0761 468.28811
## 121 2013 Germany 542.4543 815.5133 594.4432 245.23324
## 122 2020 Australia 551.9755 974.0005 414.0300 387.48221
## 123 2008 Brazil 553.0755 1097.5133 366.8306 409.73468
## 124 2006 Australia 555.2998 994.8905 330.7873 442.45576
## 125 2005 Canada 556.8493 515.1327 495.2226 324.77902
## 126 2014 Brazil 560.5097 891.7475 482.1924 251.33557
## 127 2019 China 560.8838 494.4445 1396.7937 128.46489
## 128 2010 China 566.9116 1113.9246 918.1703 487.30194
## 129 2023 Japan 567.0259 261.0558 582.6817 382.11513
## 130 2017 France 568.2769 1204.0139 1184.2780 433.48168
## 131 2000 China 570.4595 755.8033 343.2125 98.55114
## 132 2023 China 576.6855 514.4080 458.2747 453.74709
## 133 2007 Canada 579.3305 267.3706 872.2273 110.48660
## 134 2015 Brazil 579.3555 515.2117 757.7135 219.77787
## 135 2014 Australia 583.6560 1395.8123 888.7882 206.12894
## 136 2012 USA 592.0393 440.3108 1948.2939 398.80977
## 137 2008 Germany 594.3040 1128.9747 1422.3355 175.97025
## 138 2018 France 596.7162 929.2194 1790.3111 231.56729
## 139 2013 Canada 617.0258 1294.3774 537.6130 407.87029
## 140 2010 India 619.2135 840.2730 631.9131 375.10345
## 141 2023 India 620.4521 246.7250 1091.5166 294.19009
## 142 2004 France 625.2905 301.0550 1956.4712 493.79484
## 143 2001 France 625.8829 1371.5054 377.2588 176.43344
## 144 2019 Brazil 628.1570 1169.0713 1033.8212 107.41114
## 145 2012 Australia 632.1479 718.7035 393.0948 200.83876
## 146 2007 USA 633.1731 260.3855 1332.8262 126.73586
## 147 2010 France 634.7176 695.1581 1948.8545 428.95352
## 148 2002 USA 641.0035 1120.4944 334.9936 486.45943
## 149 2003 India 645.7862 211.9562 472.5016 348.57580
## 150 2005 USA 650.6676 381.3420 796.6459 214.86283
## 151 2017 India 653.5065 1487.0700 538.1428 283.24834
## 152 2016 France 656.3154 665.6115 493.0479 352.20794
## 153 2012 UK 656.3963 331.4595 442.9816 365.43611
## 154 2012 Brazil 656.4293 679.5877 1086.3090 386.36192
## 155 2021 Canada 658.0655 893.4994 1819.6174 404.86875
## 156 2012 Japan 661.7340 732.2351 1238.4802 246.25694
## 157 2020 Canada 664.9372 635.3773 536.7625 407.31134
## 158 2009 Brazil 665.1104 306.2867 1785.0837 464.39258
## 159 2000 France 666.4588 1104.4733 1072.7198 332.40114
## 160 2002 Brazil 670.0608 512.1893 428.9677 107.99587
## 161 2016 Japan 670.1304 535.2540 536.9053 425.71861
## 162 2002 India 677.8285 309.3820 574.7688 454.34938
## 163 2002 Japan 679.5996 731.3544 343.1568 120.26867
## 164 2005 India 686.7651 491.5501 1510.7047 156.76209
## 165 2007 India 691.8516 938.8012 459.2471 215.47211
## 166 2016 Germany 692.8243 411.8148 419.9669 339.08868
## 167 2015 Canada 698.6775 879.9851 910.0118 444.74024
## 168 2005 Brazil 700.8020 424.0158 626.8913 68.39088
## 169 2015 China 704.9220 1190.1055 703.9838 377.69736
## 170 2006 France 716.2581 411.4020 1848.5762 420.14176
## 171 2020 China 721.8440 702.7560 1892.4410 111.88442
## 172 2003 Australia 724.5536 905.5418 728.0584 205.56320
## 173 2005 France 728.3455 896.9253 826.1969 416.20776
## 174 2020 France 733.6718 476.8534 531.8315 56.54510
## 175 2008 Australia 736.5148 398.3008 1279.6902 323.02177
## 176 2003 Japan 744.3750 1056.6011 346.0632 149.88747
## 177 2001 India 753.3601 1366.2433 1808.0469 400.94400
## 178 2004 Germany 753.4822 1468.6077 1177.7106 195.33041
## 179 2000 UK 761.5639 1244.5252 779.4588 129.84779
## 180 2015 Australia 763.7511 787.8833 681.8282 253.59778
## 181 2001 UK 775.5533 1248.8852 1983.8587 235.67795
## 182 2023 USA 784.7065 929.6604 1610.6442 272.20802
## 183 2004 Canada 792.5436 443.1569 850.2547 241.44640
## 184 2002 Germany 792.9942 480.5673 1358.9138 88.40636
## 185 2019 USA 794.1433 296.2580 909.3917 102.14108
## 186 2023 Australia 797.9749 789.2755 1191.4635 248.34324
## 187 2018 Brazil 810.2541 847.9749 447.7645 291.69794
## 188 2009 UK 812.4211 1226.5036 455.0504 272.48914
## 189 2005 Germany 815.6676 552.0819 1046.2514 85.30537
## 190 2021 India 818.4657 1044.9531 1493.3437 408.10670
## 191 2005 Japan 819.9245 432.1081 1409.6684 157.18225
## 192 2013 Australia 822.5681 206.0216 866.9486 229.17591
## 193 2005 China 823.3049 442.5411 1817.3503 292.70401
## 194 2006 China 826.6961 1364.9187 840.6059 99.52337
## 195 2015 UK 831.5196 1431.4232 1976.2018 389.02018
## 196 2002 Canada 835.3649 535.2737 590.5089 350.88945
## 197 2001 Germany 840.3405 668.2478 516.0029 285.00947
## 198 2007 Japan 847.1979 716.3386 1435.7447 142.24293
## 199 2011 Canada 847.5575 1454.5350 511.3053 378.89036
## 200 2003 USA 849.1984 476.0408 609.1024 132.53203
## 201 2011 France 854.4958 809.3011 1005.1932 173.03318
## 202 2022 Germany 860.3878 230.2535 1684.5964 176.83465
## 203 2014 France 864.6827 521.5525 1065.9250 108.12174
## 204 2015 India 866.0230 611.9986 588.1377 300.56057
## 205 2012 Germany 869.9145 1114.7552 1106.0955 94.02537
## 206 2003 UK 872.5715 757.6922 1576.4808 389.54429
## 207 2001 Japan 875.6071 1429.9501 934.6258 171.83510
## 208 2020 USA 876.7931 1010.2876 862.5266 78.60126
## 209 2020 India 880.3651 1387.2127 1169.2821 275.68233
## 210 2014 Japan 881.6212 833.6606 1820.7388 409.93487
## 211 2021 Japan 886.5011 976.6370 1320.8787 349.26650
## 212 2018 India 889.6358 1162.9992 1484.9268 366.11784
## 213 2022 USA 898.4915 813.8794 503.3102 370.96015
## 214 2022 India 901.0048 639.3937 938.4910 92.29187
## 215 2009 India 902.8419 1020.4802 1651.1792 276.18669
## 216 2000 India 910.3763 1023.0319 876.3506 207.14431
## 217 2022 France 913.7428 652.7321 1173.7821 402.64386
## 218 2006 UK 914.8438 318.6727 842.8332 477.52789
## 219 2019 Canada 915.8249 1011.5094 498.7267 472.92446
## 220 2002 China 916.8098 524.0799 997.6510 389.99801
## 221 2017 Australia 923.3613 671.1121 1287.0002 334.51893
## 222 2003 Canada 936.4384 923.7918 1271.7416 175.99059
## 223 2004 China 936.7279 1250.5565 1376.7864 442.15727
## 224 2007 Australia 938.9065 934.6731 1484.3064 465.12472
## 225 2008 France 939.4556 1325.8831 376.8717 61.86514
## 226 2016 India 942.5393 1104.8387 1269.1040 93.72942
## 227 2012 Canada 944.5064 435.6030 413.0437 383.50429
## 228 2013 USA 945.5490 1363.2756 1316.4300 464.84341
## 229 2012 India 946.4127 1440.1072 1855.2695 216.57142
## 230 2019 Germany 947.3183 701.9334 1934.0240 457.40779
## 231 2007 France 954.8199 1143.4354 1342.8058 238.20937
## 232 2002 France 955.3703 1357.3429 1074.6165 329.05967
## 233 2007 UK 955.5464 945.4693 1374.1233 251.80048
## 234 2015 France 958.6459 988.0270 688.6928 352.26531
## 235 2009 Germany 959.3788 1159.2660 1242.4019 325.27434
## 236 2020 UK 965.9553 687.3318 785.7105 440.86961
## 237 2011 China 966.2026 527.3170 1145.3225 185.39524
## 238 2014 India 967.2580 1308.9123 800.5631 223.29398
## 239 2017 Japan 985.9620 883.3972 591.8548 172.53830
## 240 2013 France 996.9732 922.0612 1607.2786 475.14458
## TotalRenewableEnergy
## 1 2107.806
## 2 3244.780
## 3 2129.776
## 4 1418.661
## 5 2259.526
## 6 910.381
## 7 3033.633
## 8 2314.749
## 9 1593.602
## 10 3658.613
## 11 3292.723
## 12 2268.882
## 13 3111.760
## 14 2286.381
## 15 2626.720
## 16 2614.182
## 17 3191.256
## 18 2710.426
## 19 2593.198
## 20 3656.682
## 21 2566.259
## 22 2772.170
## 23 2906.431
## 24 3947.451
## 25 3021.124
## 26 3319.636
## 27 3402.287
## 28 2543.820
## 29 2812.035
## 30 1207.706
## 31 2446.413
## 32 1887.467
## 33 2668.538
## 34 1430.756
## 35 3146.965
## 36 3305.625
## 37 3130.539
## 38 3126.172
## 39 3230.175
## 40 2945.166
## 41 1872.273
## 42 1871.219
## 43 3671.592
## 44 2704.078
## 45 1487.115
## 46 2370.904
## 47 2041.816
## 48 3201.225
## 49 2939.738
## 50 1916.496
## 51 1948.953
## 52 1481.731
## 53 1505.043
## 54 2880.892
## 55 3166.573
## 56 3000.883
## 57 1936.061
## 58 1886.814
## 59 1095.904
## 60 1690.028
## 61 1487.788
## 62 1442.398
## 63 2440.932
## 64 2560.534
## 65 3188.336
## 66 1521.119
## 67 3307.833
## 68 1811.785
## 69 2925.652
## 70 3325.555
## 71 3379.245
## 72 2508.120
## 73 2501.211
## 74 3036.881
## 75 3097.880
## 76 2091.496
## 77 2111.309
## 78 2208.906
## 79 2732.315
## 80 2216.774
## 81 1744.627
## 82 2144.307
## 83 2139.652
## 84 2823.004
## 85 3509.189
## 86 2471.361
## 87 2412.391
## 88 2879.854
## 89 2768.745
## 90 3399.825
## 91 3071.257
## 92 2594.486
## 93 2596.100
## 94 1703.776
## 95 3389.526
## 96 3095.676
## 97 3121.102
## 98 2992.360
## 99 3736.801
## 100 3041.521
## 101 2669.616
## 102 3788.593
## 103 2860.185
## 104 2921.956
## 105 2980.934
## 106 3708.904
## 107 2909.305
## 108 2083.995
## 109 1621.893
## 110 2295.875
## 111 3733.227
## 112 3994.025
## 113 2620.778
## 114 1762.389
## 115 3254.699
## 116 2652.043
## 117 3322.654
## 118 2821.774
## 119 2955.363
## 120 2621.176
## 121 2197.644
## 122 2327.488
## 123 2427.154
## 124 2323.433
## 125 1891.984
## 126 2185.785
## 127 2580.587
## 128 3086.308
## 129 1792.879
## 130 3390.050
## 131 1768.027
## 132 2003.115
## 133 1829.415
## 134 2072.059
## 135 3074.385
## 136 3379.454
## 137 3321.584
## 138 3547.814
## 139 2856.887
## 140 2466.503
## 141 2252.884
## 142 3376.612
## 143 2551.081
## 144 2938.461
## 145 1944.785
## 146 2353.121
## 147 3707.684
## 148 2582.951
## 149 1678.820
## 150 2043.518
## 151 2961.968
## 152 2167.183
## 153 1796.273
## 154 2808.688
## 155 3776.051
## 156 2878.706
## 157 2244.388
## 158 3220.873
## 159 3176.053
## 160 1719.214
## 161 2168.008
## 162 2016.329
## 163 1874.379
## 164 2845.782
## 165 2305.372
## 166 1863.695
## 167 2933.415
## 168 1820.100
## 169 2976.709
## 170 3396.378
## 171 3428.925
## 172 2563.717
## 173 2867.676
## 174 1798.902
## 175 2737.528
## 176 2296.927
## 177 4328.594
## 178 3595.131
## 179 2915.396
## 180 2487.060
## 181 4243.975
## 182 3597.219
## 183 2327.402
## 184 2720.882
## 185 2101.934
## 186 3027.057
## 187 2397.691
## 188 2766.464
## 189 2499.306
## 190 3764.869
## 191 2818.883
## 192 2124.714
## 193 3375.900
## 194 3131.744
## 195 4628.165
## 196 2312.037
## 197 2309.601
## 198 3141.524
## 199 3192.288
## 200 2066.874
## 201 2842.023
## 202 2952.072
## 203 2560.282
## 204 2366.720
## 205 3184.791
## 206 3596.289
## 207 3412.018
## 208 2828.209
## 209 3712.542
## 210 3945.955
## 211 3533.283
## 212 3903.680
## 213 2586.641
## 214 2571.181
## 215 3850.688
## 216 3016.903
## 217 3142.901
## 218 2553.878
## 219 2898.985
## 220 2828.539
## 221 3215.993
## 222 3307.962
## 223 4006.228
## 224 3823.011
## 225 2704.076
## 226 3410.211
## 227 2176.657
## 228 4090.098
## 229 4458.361
## 230 4040.684
## 231 3679.270
## 232 3716.389
## 233 3526.939
## 234 2987.631
## 235 3686.321
## 236 2879.867
## 237 2824.237
## 238 3300.027
## 239 2633.752
## 240 4001.458use arrange with desc oder
Global_REP %>%
arrange(desc(SolarEnergy))## Year Country SolarEnergy WindEnergy HydroEnergy OtherRenewableEnergy
## 1 2013 France 996.9732 922.0612 1607.2786 475.14458
## 2 2017 Japan 985.9620 883.3972 591.8548 172.53830
## 3 2014 India 967.2580 1308.9123 800.5631 223.29398
## 4 2011 China 966.2026 527.3170 1145.3225 185.39524
## 5 2020 UK 965.9553 687.3318 785.7105 440.86961
## 6 2009 Germany 959.3788 1159.2660 1242.4019 325.27434
## 7 2015 France 958.6459 988.0270 688.6928 352.26531
## 8 2007 UK 955.5464 945.4693 1374.1233 251.80048
## 9 2002 France 955.3703 1357.3429 1074.6165 329.05967
## 10 2007 France 954.8199 1143.4354 1342.8058 238.20937
## 11 2019 Germany 947.3183 701.9334 1934.0240 457.40779
## 12 2012 India 946.4127 1440.1072 1855.2695 216.57142
## 13 2013 USA 945.5490 1363.2756 1316.4300 464.84341
## 14 2012 Canada 944.5064 435.6030 413.0437 383.50429
## 15 2016 India 942.5393 1104.8387 1269.1040 93.72942
## 16 2008 France 939.4556 1325.8831 376.8717 61.86514
## 17 2007 Australia 938.9065 934.6731 1484.3064 465.12472
## 18 2004 China 936.7279 1250.5565 1376.7864 442.15727
## 19 2003 Canada 936.4384 923.7918 1271.7416 175.99059
## 20 2017 Australia 923.3613 671.1121 1287.0002 334.51893
## 21 2002 China 916.8098 524.0799 997.6510 389.99801
## 22 2019 Canada 915.8249 1011.5094 498.7267 472.92446
## 23 2006 UK 914.8438 318.6727 842.8332 477.52789
## 24 2022 France 913.7428 652.7321 1173.7821 402.64386
## 25 2000 India 910.3763 1023.0319 876.3506 207.14431
## 26 2009 India 902.8419 1020.4802 1651.1792 276.18669
## 27 2022 India 901.0048 639.3937 938.4910 92.29187
## 28 2022 USA 898.4915 813.8794 503.3102 370.96015
## 29 2018 India 889.6358 1162.9992 1484.9268 366.11784
## 30 2021 Japan 886.5011 976.6370 1320.8787 349.26650
## 31 2014 Japan 881.6212 833.6606 1820.7388 409.93487
## 32 2020 India 880.3651 1387.2127 1169.2821 275.68233
## 33 2020 USA 876.7931 1010.2876 862.5266 78.60126
## 34 2001 Japan 875.6071 1429.9501 934.6258 171.83510
## 35 2003 UK 872.5715 757.6922 1576.4808 389.54429
## 36 2012 Germany 869.9145 1114.7552 1106.0955 94.02537
## 37 2015 India 866.0230 611.9986 588.1377 300.56057
## 38 2014 France 864.6827 521.5525 1065.9250 108.12174
## 39 2022 Germany 860.3878 230.2535 1684.5964 176.83465
## 40 2011 France 854.4958 809.3011 1005.1932 173.03318
## 41 2003 USA 849.1984 476.0408 609.1024 132.53203
## 42 2011 Canada 847.5575 1454.5350 511.3053 378.89036
## 43 2007 Japan 847.1979 716.3386 1435.7447 142.24293
## 44 2001 Germany 840.3405 668.2478 516.0029 285.00947
## 45 2002 Canada 835.3649 535.2737 590.5089 350.88945
## 46 2015 UK 831.5196 1431.4232 1976.2018 389.02018
## 47 2006 China 826.6961 1364.9187 840.6059 99.52337
## 48 2005 China 823.3049 442.5411 1817.3503 292.70401
## 49 2013 Australia 822.5681 206.0216 866.9486 229.17591
## 50 2005 Japan 819.9245 432.1081 1409.6684 157.18225
## 51 2021 India 818.4657 1044.9531 1493.3437 408.10670
## 52 2005 Germany 815.6676 552.0819 1046.2514 85.30537
## 53 2009 UK 812.4211 1226.5036 455.0504 272.48914
## 54 2018 Brazil 810.2541 847.9749 447.7645 291.69794
## 55 2023 Australia 797.9749 789.2755 1191.4635 248.34324
## 56 2019 USA 794.1433 296.2580 909.3917 102.14108
## 57 2002 Germany 792.9942 480.5673 1358.9138 88.40636
## 58 2004 Canada 792.5436 443.1569 850.2547 241.44640
## 59 2023 USA 784.7065 929.6604 1610.6442 272.20802
## 60 2001 UK 775.5533 1248.8852 1983.8587 235.67795
## 61 2015 Australia 763.7511 787.8833 681.8282 253.59778
## 62 2000 UK 761.5639 1244.5252 779.4588 129.84779
## 63 2004 Germany 753.4822 1468.6077 1177.7106 195.33041
## 64 2001 India 753.3601 1366.2433 1808.0469 400.94400
## 65 2003 Japan 744.3750 1056.6011 346.0632 149.88747
## 66 2008 Australia 736.5148 398.3008 1279.6902 323.02177
## 67 2020 France 733.6718 476.8534 531.8315 56.54510
## 68 2005 France 728.3455 896.9253 826.1969 416.20776
## 69 2003 Australia 724.5536 905.5418 728.0584 205.56320
## 70 2020 China 721.8440 702.7560 1892.4410 111.88442
## 71 2006 France 716.2581 411.4020 1848.5762 420.14176
## 72 2015 China 704.9220 1190.1055 703.9838 377.69736
## 73 2005 Brazil 700.8020 424.0158 626.8913 68.39088
## 74 2015 Canada 698.6775 879.9851 910.0118 444.74024
## 75 2016 Germany 692.8243 411.8148 419.9669 339.08868
## 76 2007 India 691.8516 938.8012 459.2471 215.47211
## 77 2005 India 686.7651 491.5501 1510.7047 156.76209
## 78 2002 Japan 679.5996 731.3544 343.1568 120.26867
## 79 2002 India 677.8285 309.3820 574.7688 454.34938
## 80 2016 Japan 670.1304 535.2540 536.9053 425.71861
## 81 2002 Brazil 670.0608 512.1893 428.9677 107.99587
## 82 2000 France 666.4588 1104.4733 1072.7198 332.40114
## 83 2009 Brazil 665.1104 306.2867 1785.0837 464.39258
## 84 2020 Canada 664.9372 635.3773 536.7625 407.31134
## 85 2012 Japan 661.7340 732.2351 1238.4802 246.25694
## 86 2021 Canada 658.0655 893.4994 1819.6174 404.86875
## 87 2012 Brazil 656.4293 679.5877 1086.3090 386.36192
## 88 2012 UK 656.3963 331.4595 442.9816 365.43611
## 89 2016 France 656.3154 665.6115 493.0479 352.20794
## 90 2017 India 653.5065 1487.0700 538.1428 283.24834
## 91 2005 USA 650.6676 381.3420 796.6459 214.86283
## 92 2003 India 645.7862 211.9562 472.5016 348.57580
## 93 2002 USA 641.0035 1120.4944 334.9936 486.45943
## 94 2010 France 634.7176 695.1581 1948.8545 428.95352
## 95 2007 USA 633.1731 260.3855 1332.8262 126.73586
## 96 2012 Australia 632.1479 718.7035 393.0948 200.83876
## 97 2019 Brazil 628.1570 1169.0713 1033.8212 107.41114
## 98 2001 France 625.8829 1371.5054 377.2588 176.43344
## 99 2004 France 625.2905 301.0550 1956.4712 493.79484
## 100 2023 India 620.4521 246.7250 1091.5166 294.19009
## 101 2010 India 619.2135 840.2730 631.9131 375.10345
## 102 2013 Canada 617.0258 1294.3774 537.6130 407.87029
## 103 2018 France 596.7162 929.2194 1790.3111 231.56729
## 104 2008 Germany 594.3040 1128.9747 1422.3355 175.97025
## 105 2012 USA 592.0393 440.3108 1948.2939 398.80977
## 106 2014 Australia 583.6560 1395.8123 888.7882 206.12894
## 107 2015 Brazil 579.3555 515.2117 757.7135 219.77787
## 108 2007 Canada 579.3305 267.3706 872.2273 110.48660
## 109 2023 China 576.6855 514.4080 458.2747 453.74709
## 110 2000 China 570.4595 755.8033 343.2125 98.55114
## 111 2017 France 568.2769 1204.0139 1184.2780 433.48168
## 112 2023 Japan 567.0259 261.0558 582.6817 382.11513
## 113 2010 China 566.9116 1113.9246 918.1703 487.30194
## 114 2019 China 560.8838 494.4445 1396.7937 128.46489
## 115 2014 Brazil 560.5097 891.7475 482.1924 251.33557
## 116 2005 Canada 556.8493 515.1327 495.2226 324.77902
## 117 2006 Australia 555.2998 994.8905 330.7873 442.45576
## 118 2008 Brazil 553.0755 1097.5133 366.8306 409.73468
## 119 2020 Australia 551.9755 974.0005 414.0300 387.48221
## 120 2013 Germany 542.4543 815.5133 594.4432 245.23324
## 121 2010 Canada 524.4186 735.3932 893.0761 468.28811
## 122 2017 Canada 516.4118 591.7912 1570.9359 276.22418
## 123 2005 Australia 515.8052 1431.4683 560.6974 313.80342
## 124 2001 Brazil 513.2222 1474.0423 1137.4508 197.93822
## 125 2006 USA 510.4630 1220.7287 639.4454 281.40550
## 126 2010 Australia 505.7554 347.2095 1974.2300 427.50414
## 127 2015 Japan 482.6922 229.2101 756.7515 293.73540
## 128 2017 UK 481.7998 1378.2607 489.0357 271.68130
## 129 2009 Australia 481.7176 1157.3775 1888.4239 466.50583
## 130 2010 Japan 479.2821 1360.4732 1689.6541 203.81781
## 131 2010 Germany 477.6401 522.0503 905.1536 391.03075
## 132 2007 Germany 468.0576 425.2826 565.9430 162.60930
## 133 2000 Japan 460.6868 927.5324 563.9084 131.86766
## 134 2014 Germany 458.6543 1000.6051 1379.6592 70.38680
## 135 2023 France 456.8885 1008.7127 1766.0183 477.28428
## 136 2016 Canada 453.2006 1261.5793 1046.5293 219.62499
## 137 2015 USA 449.8096 552.7537 1708.8538 210.53900
## 138 2018 Germany 449.3529 1036.2747 1079.0299 295.52756
## 139 2009 France 438.8170 1253.7193 1978.3694 117.68760
## 140 2016 UK 438.6336 308.5509 1621.1498 301.28191
## 141 2015 Germany 437.1514 1013.6179 1155.3316 435.42043
## 142 2000 USA 437.0861 1435.9286 1544.3897 319.39632
## 143 2002 UK 434.8163 1209.3368 879.3660 468.84080
## 144 2016 China 431.0048 1021.9976 1377.0005 291.09861
## 145 2019 India 423.5420 581.6694 1675.9140 414.55103
## 146 2021 Brazil 420.4871 1482.4698 1329.8172 156.75206
## 147 2011 UK 415.8235 352.1871 543.0859 392.67978
## 148 2021 France 415.5288 966.8930 966.8149 246.86371
## 149 2000 Australia 407.8736 1267.6345 488.0740 430.90353
## 150 2021 China 406.9597 347.5156 1871.9792 444.80271
## 151 2006 India 392.8597 1170.4388 1404.3759 432.15053
## 152 2005 UK 388.0446 1364.1802 961.6429 54.87694
## 153 2021 USA 379.8841 622.7383 1540.3305 336.90086
## 154 2009 USA 374.1524 326.9737 1463.1961 248.06862
## 155 2004 USA 373.8180 882.1834 1034.3065 181.05311
## 156 2013 Japan 365.0192 1432.9893 1598.1299 113.05093
## 157 2008 UK 363.8897 627.2639 1443.2814 388.56854
## 158 2008 Japan 363.8330 1365.2366 322.1033 88.47884
## 159 2006 Canada 359.7675 955.6097 562.4166 266.51305
## 160 2000 Germany 357.8871 968.0832 351.8504 66.80668
## 161 2012 China 356.3564 247.9530 1336.2594 276.20556
## 162 2020 Brazil 355.3983 672.0070 1398.0593 306.85024
## 163 2016 USA 352.8411 905.5049 539.5712 410.98864
## 164 2011 India 352.6951 231.6108 1397.3029 129.69981
## 165 2003 France 349.6431 444.5575 1088.2873 209.00850
## 166 2019 Japan 346.6497 920.4314 1407.4147 423.38381
## 167 2008 India 338.6821 517.1865 1954.1179 226.89398
## 168 2011 Japan 333.4811 693.6001 1303.5014 170.62864
## 169 2011 USA 332.9020 1061.2790 829.9088 284.03061
## 170 2022 China 332.1475 1057.9793 1689.2777 299.84037
## 171 2009 Canada 329.1766 1085.9535 1592.3874 318.03743
## 172 2018 Canada 308.9914 1369.4469 952.6151 294.59879
## 173 2004 Japan 307.9673 1073.4606 333.5079 96.84886
## 174 2002 Australia 306.3263 1138.9283 1524.0621 338.51643
## 175 2003 China 305.9183 300.0739 792.5775 122.54958
## 176 2007 China 305.1416 755.2401 1690.6251 437.32876
## 177 2021 UK 301.2363 1452.1893 320.6626 486.44547
## 178 2021 Australia 288.9150 1367.4706 648.7374 135.80947
## 179 2009 Japan 287.0976 234.4919 608.4402 312.36870
## 180 2020 Japan 285.7791 214.2946 532.7056 455.00839
## 181 2014 Canada 281.4646 412.7527 579.2519 416.55862
## 182 2020 Germany 276.2120 290.1697 471.3226 58.19982
## 183 2023 Brazil 267.9103 570.6237 594.7351 453.54444
## 184 2011 Brazil 266.0689 472.1541 929.8026 268.03534
## 185 2004 Brazil 263.6921 649.3675 1824.5403 263.28274
## 186 2004 Australia 263.4379 1380.9857 1291.7661 230.38314
## 187 2022 Japan 257.8342 1388.7355 1011.9099 222.41234
## 188 2006 Brazil 252.0416 562.1674 600.9178 89.91614
## 189 2001 USA 240.4168 402.7929 398.7421 439.77927
## 190 2022 Canada 236.5074 605.2387 722.4315 384.77583
## 191 2019 Australia 233.7965 739.0114 445.0944 498.59341
## 192 2000 Brazil 232.3661 1404.5639 1136.5977 166.20997
## 193 2014 China 230.4054 836.2886 1975.6058 158.92487
## 194 2016 Australia 226.7713 429.3031 1147.2252 238.51645
## 195 2019 France 220.6137 237.4175 1583.7333 329.13930
## 196 2003 Brazil 215.2413 397.4735 536.0062 338.39364
## 197 2001 Australia 214.7398 716.4735 1655.4021 117.46284
## 198 2011 Australia 212.1964 1397.0944 1778.8238 283.47713
## 199 2010 USA 209.8344 843.7300 358.4605 459.19418
## 200 2007 Brazil 208.5723 799.0124 650.7673 213.92144
## 201 2009 China 207.8788 638.8997 1902.9465 195.44132
## 202 2017 Brazil 207.7859 1357.6855 1309.1072 355.59604
## 203 2023 Germany 206.3483 1105.7583 1369.2028 444.86241
## 204 2019 UK 205.7736 1043.9734 1568.2763 312.51594
## 205 2001 Canada 200.8350 717.2123 1948.0997 439.47821
## 206 2004 UK 192.8115 1373.3188 1158.9290 421.90586
## 207 2022 Brazil 191.6042 398.7169 718.1281 122.30662
## 208 2006 Japan 189.4973 516.1238 1527.8538 435.06341
## 209 2021 Germany 184.9987 1087.9088 421.0207 193.53903
## 210 2017 China 181.2608 1285.8932 845.3261 133.93333
## 211 2014 USA 179.6433 454.7777 376.8864 196.39865
## 212 2014 UK 176.3539 1482.6315 936.2604 216.78897
## 213 2000 Canada 172.2104 881.8648 997.6746 492.07038
## 214 2017 USA 167.0956 1482.9530 1612.8161 139.42206
## 215 2023 UK 166.4169 920.0106 1947.8143 285.39403
## 216 2013 UK 165.4867 1268.4181 1500.6118 86.60695
## 217 2008 USA 158.5464 1433.5512 1941.5745 413.77881
## 218 2008 Canada 157.0375 1486.9483 848.0015 414.44350
## 219 2010 Brazil 154.9702 559.9409 1670.5422 386.71686
## 220 2010 UK 151.8029 914.3875 1050.6019 449.46688
## 221 2012 France 150.7379 1324.1391 1681.9317 499.87295
## 222 2003 Germany 146.5135 890.7610 1219.0797 336.84346
## 223 2013 China 146.3309 562.2404 1844.0520 157.80285
## 224 2022 UK 138.8439 1358.4860 1197.0919 496.83416
## 225 2018 China 136.6976 968.1608 1451.8594 57.46452
## 226 2013 Brazil 133.0149 528.1680 1512.6943 452.84308
## 227 2022 Australia 132.8947 813.6870 1260.2299 79.56889
## 228 2023 Canada 130.1792 940.8566 1596.1798 444.54454
## 229 2001 China 128.2863 1027.3335 834.4052 278.85681
## 230 2017 Germany 123.8602 961.5083 1898.3914 308.96338
## 231 2006 Germany 122.8157 1451.4429 1721.1662 363.18839
## 232 2016 Brazil 118.0641 618.7029 659.4616 197.37381
## 233 2018 Japan 116.5516 1388.5884 500.1768 309.43241
## 234 2013 India 113.9110 1406.8141 1027.9131 484.99467
## 235 2011 Germany 112.9541 350.8944 378.2045 68.32796
## 236 2018 Australia 111.7850 1062.5986 602.6611 482.48164
## 237 2018 UK 110.2183 809.2588 395.7156 103.46806
## 238 2008 China 106.2569 863.9715 1009.5987 149.94851
## 239 2018 USA 104.9699 1260.0999 1501.6575 378.05323
## 240 2004 India 104.5554 409.0505 1232.8474 361.35284
## TotalRenewableEnergy
## 1 4001.458
## 2 2633.752
## 3 3300.027
## 4 2824.237
## 5 2879.867
## 6 3686.321
## 7 2987.631
## 8 3526.939
## 9 3716.389
## 10 3679.270
## 11 4040.684
## 12 4458.361
## 13 4090.098
## 14 2176.657
## 15 3410.211
## 16 2704.076
## 17 3823.011
## 18 4006.228
## 19 3307.962
## 20 3215.993
## 21 2828.539
## 22 2898.985
## 23 2553.878
## 24 3142.901
## 25 3016.903
## 26 3850.688
## 27 2571.181
## 28 2586.641
## 29 3903.680
## 30 3533.283
## 31 3945.955
## 32 3712.542
## 33 2828.209
## 34 3412.018
## 35 3596.289
## 36 3184.791
## 37 2366.720
## 38 2560.282
## 39 2952.072
## 40 2842.023
## 41 2066.874
## 42 3192.288
## 43 3141.524
## 44 2309.601
## 45 2312.037
## 46 4628.165
## 47 3131.744
## 48 3375.900
## 49 2124.714
## 50 2818.883
## 51 3764.869
## 52 2499.306
## 53 2766.464
## 54 2397.691
## 55 3027.057
## 56 2101.934
## 57 2720.882
## 58 2327.402
## 59 3597.219
## 60 4243.975
## 61 2487.060
## 62 2915.396
## 63 3595.131
## 64 4328.594
## 65 2296.927
## 66 2737.528
## 67 1798.902
## 68 2867.676
## 69 2563.717
## 70 3428.925
## 71 3396.378
## 72 2976.709
## 73 1820.100
## 74 2933.415
## 75 1863.695
## 76 2305.372
## 77 2845.782
## 78 1874.379
## 79 2016.329
## 80 2168.008
## 81 1719.214
## 82 3176.053
## 83 3220.873
## 84 2244.388
## 85 2878.706
## 86 3776.051
## 87 2808.688
## 88 1796.273
## 89 2167.183
## 90 2961.968
## 91 2043.518
## 92 1678.820
## 93 2582.951
## 94 3707.684
## 95 2353.121
## 96 1944.785
## 97 2938.461
## 98 2551.081
## 99 3376.612
## 100 2252.884
## 101 2466.503
## 102 2856.887
## 103 3547.814
## 104 3321.584
## 105 3379.454
## 106 3074.385
## 107 2072.059
## 108 1829.415
## 109 2003.115
## 110 1768.027
## 111 3390.050
## 112 1792.879
## 113 3086.308
## 114 2580.587
## 115 2185.785
## 116 1891.984
## 117 2323.433
## 118 2427.154
## 119 2327.488
## 120 2197.644
## 121 2621.176
## 122 2955.363
## 123 2821.774
## 124 3322.654
## 125 2652.043
## 126 3254.699
## 127 1762.389
## 128 2620.778
## 129 3994.025
## 130 3733.227
## 131 2295.875
## 132 1621.893
## 133 2083.995
## 134 2909.305
## 135 3708.904
## 136 2980.934
## 137 2921.956
## 138 2860.185
## 139 3788.593
## 140 2669.616
## 141 3041.521
## 142 3736.801
## 143 2992.360
## 144 3121.102
## 145 3095.676
## 146 3389.526
## 147 1703.776
## 148 2596.100
## 149 2594.486
## 150 3071.257
## 151 3399.825
## 152 2768.745
## 153 2879.854
## 154 2412.391
## 155 2471.361
## 156 3509.189
## 157 2823.004
## 158 2139.652
## 159 2144.307
## 160 1744.627
## 161 2216.774
## 162 2732.315
## 163 2208.906
## 164 2111.309
## 165 2091.496
## 166 3097.880
## 167 3036.881
## 168 2501.211
## 169 2508.120
## 170 3379.245
## 171 3325.555
## 172 2925.652
## 173 1811.785
## 174 3307.833
## 175 1521.119
## 176 3188.336
## 177 2560.534
## 178 2440.932
## 179 1442.398
## 180 1487.788
## 181 1690.028
## 182 1095.904
## 183 1886.814
## 184 1936.061
## 185 3000.883
## 186 3166.573
## 187 2880.892
## 188 1505.043
## 189 1481.731
## 190 1948.953
## 191 1916.496
## 192 2939.738
## 193 3201.225
## 194 2041.816
## 195 2370.904
## 196 1487.115
## 197 2704.078
## 198 3671.592
## 199 1871.219
## 200 1872.273
## 201 2945.166
## 202 3230.175
## 203 3126.172
## 204 3130.539
## 205 3305.625
## 206 3146.965
## 207 1430.756
## 208 2668.538
## 209 1887.467
## 210 2446.413
## 211 1207.706
## 212 2812.035
## 213 2543.820
## 214 3402.287
## 215 3319.636
## 216 3021.124
## 217 3947.451
## 218 2906.431
## 219 2772.170
## 220 2566.259
## 221 3656.682
## 222 2593.198
## 223 2710.426
## 224 3191.256
## 225 2614.182
## 226 2626.720
## 227 2286.381
## 228 3111.760
## 229 2268.882
## 230 3292.723
## 231 3658.613
## 232 1593.602
## 233 2314.749
## 234 3033.633
## 235 910.381
## 236 2259.526
## 237 1418.661
## 238 2129.776
## 239 3244.780
## 240 2107.806Combine arrange and filter function
Global_REP %>%
filter(Year == 2023, Country == "India") %>%
arrange(TotalRenewableEnergy)## Year Country SolarEnergy WindEnergy HydroEnergy OtherRenewableEnergy
## 1 2023 India 620.4521 246.725 1091.517 294.1901
## TotalRenewableEnergy
## 1 2252.884Summarize
Global_REP %>%
summarise(medianSE = median(SolarEnergy))## medianSE
## 1 533.4364Global_REP %>%
filter(Country == "India") %>%
summarise(medianSE = median(SolarEnergy))## medianSE
## 1 689.3084use group_by()
Global_REP %>%
group_by(Country) %>%
summarise(medianWE = median(WindEnergy),
maxWE = max(WindEnergy))## # A tibble: 10 × 3
## Country medianWE maxWE
## <chr> <dbl> <dbl>
## 1 Australia 920. 1431.
## 2 Brazil 634. 1482.
## 3 Canada 881. 1487.
## 4 China 756. 1365.
## 5 France 926. 1372.
## 6 Germany 926. 1469.
## 7 India 980. 1487.
## 8 Japan 859. 1433.
## 9 UK 1127. 1483.
## 10 USA 863. 1483.Global_REP %>%
filter(Year > 2010) %>%
summarise(medianTRE = median(TotalRenewableEnergy),
maxTRE = max(TotalRenewableEnergy))## medianTRE maxTRE
## 1 2849.455 4628.165use ggplot2
#color
ggplot(Global_REP, aes(x = TotalRenewableEnergy,
y = SolarEnergy, color = Country)) +
geom_point()
ggplot(Global_REP, aes(x = TotalRenewableEnergy,
y = SolarEnergy,
color = Country,
size = WindEnergy)) +
geom_point()
use facet_wrap
ggplot(Global_REP, aes(x = TotalRenewableEnergy,
y = SolarEnergy)) +
geom_point() +
facet_wrap(~ Country) +
labs(title = "Production of Solar Energy of Total Renewable Energy by Top Some of the Countries in the World")
create line plots
by_year <- Global_REP %>%
group_by(Year) %>%
summarise(medianSE = median(SolarEnergy))create a plot
ggplot(by_year, aes(x = Year, y = medianSE)) +
geom_line() +
expand_limits(y = 0) +
labs( title = "Median Solar Energy by Year",
x = "Year",
y = "Median Solar Energy")
create Bar Plots
by_country <- Global_REP %>%
group_by(Country) %>%
summarise(medianHE = median(HydroEnergy))
ggplot(by_country, aes(x = Country,
y = medianHE)) +
geom_col() +
labs(title = "Meidan of Hydro Energy by Country From 2000 to 2023",
x = "Country",
y = "Median of Hydro Energy")
create Histograms
ggplot(Global_REP, aes(x = WindEnergy)) +
geom_histogram()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
create Box plot
ggplot(Global_REP, aes(Country, WindEnergy)) +
geom_boxplot() +
labs(title = "Production of Wind Energy by Country in Box Plot")