library(twitteR)
library(stringr)
library(ggmap)
## Loading required package: ggplot2
## Google's Terms of Service: https://cloud.google.com/maps-platform/terms/.
## Please cite ggmap if you use it! See citation("ggmap") for details.
library(ggplot2)
library(wordcloud)
## Loading required package: RColorBrewer
library(tm)
## Loading required package: NLP
##
## Attaching package: 'NLP'
## The following object is masked from 'package:ggplot2':
##
## annotate
CONSUMER_SECRET <- "A6jY0TtdJOyMr5nLY2ANit2ZR4jDFs9RS0ne9XyIMGBeXcLyaP"
CONSUMER_KEY <- "FQ0dkU6x1qoS8JtVLzmFLvzVm"
ACCESS_SECRET <- "6fTc0JjSMd00trD8SRBr48UxYwzYnAT35rjkQ14C6XpU9"
ACCESS_TOKEN <- "1392870771601510404-J4pEYtExkissJaUOo0CFkVk8MtEnCW"
setup_twitter_oauth(consumer_key = CONSUMER_KEY,
consumer_secret = CONSUMER_SECRET,
access_token = ACCESS_TOKEN,
access_secret = ACCESS_SECRET)
## [1] "Using direct authentication"
tweets= searchTwitter ("Israel", n=5000, since = "2021-05-08", until = "2021-05-10", lang = "en")
tweetsDF <- twListToDF(tweets)
save(tweetsDF,file = "tweetsDF.Rda")
tweetsDF$favoriteCount
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## [4551] 0 1 0 0 0 0 0 0 0 0 0 0 0 0
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## [4579] 0 0 0 0 0 0 1 0 0 0 5 0 0 0
## [4593] 0 2 0 0 5 0 0 0 0 0 0 2 1 0
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## [4999] 0 0
tweetsDF$retweetCount
## [1] 43 107 4147 309 372 1 648 309 2 0
## [11] 1381 0 1117 611 169 21 1 20 0 24
## [21] 349 0 3 320 0 310 643 72 94 2
## [31] 6 47 308 8 491 0 723 795 72 179
## [41] 91 4557 77 672 120 5846 1236 492 1230 11
## [51] 5846 2 60 1312 563 41 571 2672 5992 213
## [61] 120 7921 18 4147 0 0 3 4946 4557 5564
## [71] 956 7 648 2 4147 7 308 10 0 1
## [81] 117 19 4147 373 0 0 1197 330 163 1827
## [91] 5564 1601 0 26 1200 47 1381 317 939 42
## [101] 0 6 1700 17 1651 45 0 5992 4147 150
## [111] 7921 5992 44 894 213 1796 5 4 0 309
## [121] 7921 120 0 23707 11849 5166 501 372 0 59
## [131] 308 7 7921 184 81 344 308 309 1 0
## [141] 6 0 20 1700 1093 471 1700 308 5 0
## [151] 643 15 4035 19 1700 5992 163 90 0 4
## [161] 1700 4147 0 303 340 260 37 187 1132 309
## [171] 23707 45 20 1230 6 5992 1113 7 587 1700
## [181] 1392 57 5992 411 5846 20 17 1 0 23
## [191] 1230 1434 2 1113 37 69 1700 187 945 495
## [201] 309 308 0 0 2 41 165 213 0 23707
## [211] 11 1 445 105 16 24 1113 26 12 67
## [221] 0 22 0 0 1138 44 585 1434 14 467
## [231] 157 1700 1700 3 9 5951 700 81 187 1023
## [241] 0 1434 64 72 1197 57 7921 0 23707 5564
## [251] 5846 2 303 672 0 309 308 0 474 0
## [261] 13 338 460 10 372 1 839 4147 1700 23
## [271] 0 621 4 4 1700 38 1236 357 0 308
## [281] 1 621 672 2 1113 1700 70 309 2 2638
## [291] 4147 41 989 0 104 807 0 833 230 1117
## [301] 136 5448 0 1601 0 12 280 13 1802 344
## [311] 0 5992 3 0 19 254 4147 81 343 47
## [321] 0 3 0 72 0 5951 1230 5992 8 0
## [331] 24 0 18 213 17 1572 5564 309 165 36
## [341] 0 945 1 0 1700 252 723 24 921 2
## [351] 1794 11 250 1700 10 2 309 0 4557 0
## [361] 11 1656 56 120 0 7921 7 1385 0 0
## [371] 987 309 643 0 60 0 643 0 11 1093
## [381] 4147 187 0 1197 5992 17 267 17 40 471
## [391] 0 2 68 945 676 405 0 46 255 17
## [401] 7921 1 1392 2 672 5564 81 528 1385 12
## [411] 2 4147 5846 1827 66 539 1093 104 0 308
## [421] 1700 5846 786 783 5 120 17 1700 4147 4147
## [431] 939 145 5 4220 192 165 5951 11 1700 1434
## [441] 72 72 5448 309 145 343 4147 36 46 309
## [451] 25 4287 13 74 0 105 19 71 643 1716
## [461] 0 1700 23707 18 1 174 1700 101 1434 1844
## [471] 19 60 0 528 3161 0 4147 11 163 12384
## [481] 1601 0 526 150 528 3 71 71 648 14
## [491] 83 11849 41 12717 0 1572 70 1802 1385 5448
## [501] 7921 0 7 5992 29 23707 0 1 1434 5846
## [511] 5846 1385 0 11414 10 3 309 363 5951 1113
## [521] 0 73 0 343 7 320 4 6 1 373
## [531] 1700 366 308 20 13 105 18 74 1023 84
## [541] 0 10 330 783 13 8 1 13 308 0
## [551] 22 17 4 611 1 51 2 4557 3 4147
## [561] 21 0 2492 5951 5846 1013 1802 0 309 0
## [571] 84 4 12 1 57 74 9 4147 1117 5992
## [581] 308 0 72 7 373 241 308 373 308 11
## [591] 1656 309 303 1700 324 120 1700 86 1132 3
## [601] 255 13 621 491 1 0 1802 66 14 786
## [611] 21 308 0 343 3 308 7921 833 12 5951
## [621] 4557 48 4 312 10 0 1 309 36 67
## [631] 1197 2672 1601 0 1236 20 807 0 0 21
## [641] 723 72 4 11 1740 4147 439 0 12384 0
## [651] 1381 20 643 0 833 161 120 18 11849 125
## [661] 23 0 621 1093 0 0 0 0 4147 1278
## [671] 4582 23 1 1 309 22 72 621 10 309
## [681] 263 894 48 1132 1656 1006 373 0 1 5
## [691] 26 65 1230 12717 4147 0 925 1700 26 0
## [701] 309 4848 23707 309 492 11 0 10 1 7
## [711] 308 1 42 43 18 6 5846 373 309 1278
## [721] 1 1392 1 1 4147 4 675 26 8 5992
## [731] 683 1 1200 3 5992 169 0 23707 587 5992
## [741] 7 5992 0 0 4287 8 117 0 0 1113
## [751] 1138 5846 190 5846 320 17 1 5564 373 5992
## [761] 309 309 66 1 1700 0 25 317 1 2672
## [771] 4147 1 1 1 70 1572 917 0 308 373
## [781] 4147 21 1197 222 4147 1700 0 1 1230 26
## [791] 317 4147 11849 330 17 453 90 1572 0 956
## [801] 7921 1572 1230 61 5748 1 1278 4557 289 373
## [811] 1200 191 5846 60 1138 4147 1 308 621 833
## [821] 4147 643 5992 0 145 987 723 184 0 827
## [831] 3 13 1 17 477 2 0 16 5951 393
## [841] 5951 0 4147 174 15 83 0 2 241 0
## [851] 192 3 81 29 1601 783 317 1214 309 73
## [861] 1434 284 2 1093 0 11849 18 0 1 621
## [871] 42 783 1700 26 1312 18 925 0 324 1802
## [881] 0 0 373 945 104 2 501 11 1700 1230
## [891] 118 0 1 17 5846 0 319 2 11 230
## [901] 172 1385 0 5992 1 101 84 309 11849 1700
## [911] 0 5951 0 1802 1 83 0 4147 50 1230
## [921] 66 135 2 783 648 925 0 0 18 8
## [931] 1 51 0 169 135 672 4147 262 120 1230
## [941] 317 15 5448 7921 176 1700 0 672 0 0
## [951] 3 0 162 241 0 1 90 1392 917 173
## [961] 0 1802 0 989 137 1 0 768 1 105
## [971] 118001 94 672 1392 1 74 5564 120 1802 0
## [981] 4147 1434 29 81 43 1700 120 1093 260 41
## [991] 0 2 43 149 91 0 45 839 33 1572
## [1001] 154 1700 2 1135 1656 0 585 7 1601 1093
## [1011] 0 4147 2638 779 983 6 1802 289 5951 7
## [1021] 621 1236 1 7921 0 131 643 25 324 314
## [1031] 5951 12384 0 787 1180 1656 55 117 4147 1
## [1041] 1700 2 0 0 4147 415 0 752 0 1434
## [1051] 14 42 1093 2 784 57 33 5 14 895
## [1061] 456 266 29 4220 411 204 1700 611 318 0
## [1071] 585 199 20 4035 5 74 0 5448 0 359
## [1081] 2 5951 1 4147 3 1 917 372 165 141
## [1091] 1700 4 267 492 1 154 1827 1572 187 7
## [1101] 1093 0 5564 2 136 1 5992 1 917 1
## [1111] 262 4147 11 5 7 43 4557 5448 29 37
## [1121] 320 308 306 1 0 0 11 4147 48 255
## [1131] 2887 239 5951 372 0 257 0 92 204 1028
## [1141] 1385 0 2 827 1700 33 0 25 1 2
## [1151] 12384 1572 1740 874 2 135 81 5992 4147 1
## [1161] 11849 1230 308 0 0 4147 1700 7921 1138 120
## [1171] 11849 783 303 18 0 648 0 1802 40 782
## [1181] 29 1656 477 11849 552 1032 20 648 187 1
## [1191] 241 5846 0 1700 38 90 4220 0 7 260
## [1201] 1572 169 37 29 6 4147 1827 4147 0 119
## [1211] 4147 29 1700 2492 5951 366 0 13 5992 3
## [1221] 29 128 11849 1 7921 0 435 0 84 4557
## [1231] 1132 20 1 2492 375 2 1260 30 1 833
## [1241] 1700 456 6 71 1 1 807 5951 0 149
## [1251] 11 16 1656 1200 72 5166 1 455 700 0
## [1261] 51 1700 30 258 1 11 1138 18 0 5992
## [1271] 1700 621 5846 158 158 5846 0 66 81 528
## [1281] 2 12384 1656 0 23707 491 29 18 11849 13
## [1291] 1 260 7 308 481 5992 4147 6 7 1700
## [1301] 477 11849 18 238 39 945 37 1827 1434 1260
## [1311] 120 2 90 0 25 456 5846 0 0 5
## [1321] 5846 621 152 1434 648 7 1740 2 18 0
## [1331] 6 120 491 0 0 18 17 148 180 1700
## [1341] 0 15 65 1 22 280 373 648 4147 357
## [1351] 135 1 373 5 0 280 5992 241 1093 0
## [1361] 1140 41 60 1700 41 1700 23707 446 1177 1802
## [1371] 5564 11849 3 8 2 1 1 0 723 90
## [1381] 956 1700 1197 73 0 0 19 1093 1 782
## [1391] 308 378 501 146 0 3 105 1093 192 29
## [1401] 1700 84 951 51 0 1023 566 372 289 37
## [1411] 125 1 0 782 1434 10 0 0 1700 1656
## [1421] 2025 1230 0 4848 5951 0 2 5846 81 373
## [1431] 491 925 1132 308 1434 1113 839 1028 1434 105
## [1441] 306 5992 7213 7921 81 528 772 2 32 700
## [1451] 11849 827 1 17 0 2 1434 783 119 2
## [1461] 1656 120 1656 4 214 5992 255 7921 14 2
## [1471] 19 7921 89 42 5 72 0 1700 1434 3
## [1481] 1230 1700 1700 5748 16 0 308 1827 1425 265
## [1491] 1700 2 81 2492 370 90 4147 1260 5 1
## [1501] 4147 1392 23707 1700 80 39 1700 3 180 206
## [1511] 29 7921 2 363 5564 5564 373 2 1794 11849
## [1521] 1731 491 4 72 19 1140 0 319 4147 5846
## [1531] 1 84 60 29 8 320 5992 373 250 783
## [1541] 3 1700 648 1093 74 257 40 1700 1230 1656
## [1551] 105 1260 143 373 1434 1200 12384 5846 1 10
## [1561] 0 1572 0 188 1 151 0 874 1278 446
## [1571] 8 33 1796 1 1138 4147 23707 874 80 4
## [1581] 2672 1700 260 17 18 0 951 12 324 11849
## [1591] 308 1794 1700 839 117 11 60 11849 375 0
## [1601] 29 411 23707 5846 23 2 1700 0 1976 1385
## [1611] 0 5992 29 4147 12384 1740 150 0 60 343
## [1621] 4147 430 473 2887 5448 621 22 945 1 400
## [1631] 314 1 1 621 373 5992 20 1 1700 481
## [1641] 5564 366 2 4147 0 308 21 5992 833 686
## [1651] 1700 5564 621 6 5 1700 5951 74 1 19
## [1661] 0 251 6 0 4287 20 1 5846 373 11415
## [1671] 1794 11 0 317 3 373 2 672 8 7921
## [1681] 1028 11 60 0 20 2 3 250 13 526
## [1691] 23 266 33 28 4147 308 74 3 330 1434
## [1701] 1023 7921 5846 1700 0 1 23707 75 64 308
## [1711] 72 1700 0 951 65 1230 4147 0 1392 308
## [1721] 4035 241 0 0 129 16 1230 5166 7921 72
## [1731] 5 12384 5846 471 782 5846 585 925 331 2
## [1741] 50 102 587 29 4147 0 10222 217 1132 77
## [1751] 1700 202 260 26 84 501 1700 700 0 0
## [1761] 373 1434 81 29 5748 320 20 0 5951 105
## [1771] 318 2 1 4147 7921 34 2 13 23 3
## [1781] 13 7 1028 1656 0 74 7921 23707 672 0
## [1791] 1 4147 1392 1 1656 585 13 5951 0 66
## [1801] 672 5992 7921 38 36 1230 188 187 491 7921
## [1811] 2 105 22 1434 241 250 1 1700 120 0
## [1821] 27 53 5563 9 60 47 989 1 39 81
## [1831] 373 134 11849 324 7921 4147 19 1740 4557 4147
## [1841] 330 0 16 375 0 1700 917 0 956 1177
## [1851] 74 188 84 20 188 481 0 4 0 280
## [1861] 4147 807 1 35 1700 280 1 5846 15 1385
## [1871] 621 1700 60 241 472 0 67 373 4147 4147
## [1881] 0 1716 375 0 27 827 238 373 154 1700
## [1891] 70 319 528 308 1434 0 1134 1093 1601 72
## [1901] 5992 13 2 502 585 250 188 1700 151 9
## [1911] 0 0 7921 5992 4147 4147 11 163 0 1113
## [1921] 81 0 1356 2 2 45 621 17 4147 827
## [1931] 546 0 1138 0 2 13 4 1700 1434 0
## [1941] 384 359 546 782 211 4287 0 1230 12384 220
## [1951] 783 1381 0 1132 4147 5846 0 375 1700 5992
## [1961] 4287 5 1093 900 11 317 0 180 501 4557
## [1971] 80 1700 262 7921 1230 373 20 566 241 1482
## [1981] 373 4147 2 5563 4147 373 0 120 46 289
## [1991] 648 15 284 1230 0 621 12717 1700 48 373
## [2001] 1434 4035 20 1138 267 5992 27 3 49 1093
## [2011] 41 1356 5563 308 74 5448 370 1 0 45
## [2021] 1 0 7 4147 1278 280 12384 37 1731 1023
## [2031] 0 129 21 0 0 460 1093 350 18 23707
## [2041] 4147 306 330 1700 317 0 32 4035 27 51
## [2051] 29 435 1135 13 117 1132 48 1700 136 22
## [2061] 161 571 4147 308 373 5448 105 7921 0 3
## [2071] 10 5951 13 60 39 526 0 217 149 621
## [2081] 1 1700 566 0 0 0 0 1601 48 280
## [2091] 0 246 373 1802 1095 5992 12717 643 82 72
## [2101] 1132 53 47 956 67 60 171 330 20 1132
## [2111] 0 1656 105 0 786 566 7921 1434 400 833
## [2121] 1093 188 566 100 1656 7921 1434 1 106 4147
## [2131] 2 2672 2 4147 0 188 1700 0 2 13
## [2141] 3 11849 2031 5951 23707 621 4147 57 1700 5
## [2151] 271 1700 1700 2 0 75 2638 317 134 41
## [2161] 4147 373 4147 5992 643 989 1434 501 5563 0
## [2171] 546 18 12717 1740 41 782 0 0 11849 47
## [2181] 40 3 1 262 1 7 12384 350 107 308
## [2191] 151 1656 21 4287 4147 2 101 1434 308 0
## [2201] 0 317 72 492 0 188 0 81 2738 308
## [2211] 0 1 308 201 1230 0 29 81 1025 683
## [2221] 120 187 5992 13 188 2 672 42 0 5951
## [2231] 772 827 12717 373 0 0 90 84 0 956
## [2241] 1700 5992 317 1700 11849 0 501 7921 1700 74
## [2251] 143 833 201 300 60 4557 4582 24 0 120
## [2261] 1731 180 11849 91 0 1230 411 1572 833 3
## [2271] 381 56 373 108 1197 0 74 1434 1802 7
## [2281] 4147 492 1 4557 66 1132 0 5 320 1656
## [2291] 1700 5563 0 187 187 4147 4147 5846 1132 0
## [2301] 11 4147 163 29 199 5166 0 44 0 456
## [2311] 1731 375 318 2 833 501 2 1132 2 19
## [2321] 1093 4848 14 1230 29 1656 1434 1132 90 782
## [2331] 5846 9 5951 25 0 70 22 0 4147 5951
## [2341] 375 1200 25 0 216 330 0 187 72 482
## [2351] 2638 72 1 1 41 17 672 60 157 0
## [2361] 5992 26 48 0 267 768 4035 0 4557 1434
## [2371] 23 0 308 42 1700 621 227 13 373 4
## [2381] 94 1 149 5448 2 839 4147 105 4147 4557
## [2391] 412 0 266 230 1113 92 176 15 0 88
## [2401] 9 0 0 2 0 320 2 149 324 1009
## [2411] 0 4147 2 172 5563 768 0 84 80 1700
## [2421] 0 0 0 4147 0 0 1700 7921 74 4035
## [2431] 1700 17 4147 2 1132 807 0 1093 51 1381
## [2441] 782 72 20 4 1180 989 15 1312 4147 393
## [2451] 925 23 1025 48 948 30 1434 4182 1844 1
## [2461] 5846 14 925 1260 1656 12384 81 190 0 251
## [2471] 408 0 8 1385 37 8 0 1 324 1197
## [2481] 921 149 22 18 694 921 80 0 10 20
## [2491] 6 36 11 447 546 143 29 23707 2 165
## [2501] 114 0 676 833 120 97 29 3 308 84
## [2511] 264 0 833 1197 0 546 46 0 1700 392
## [2521] 306 270 0 1132 45 1138 1700 48 16 88
## [2531] 1700 0 501 0 0 6 349 854 13 4147
## [2541] 1381 7 10 318 3 0 0 10 10 2
## [2551] 723 0 0 5992 0 12717 0 84 4147 0
## [2561] 1656 11849 1177 0 3 528 0 621 0 239
## [2571] 1572 187 4147 13 546 4035 0 225 9 1700
## [2581] 827 643 1700 683 308 1572 180 1117 2887 251
## [2591] 1132 24 80 72 378 59 5563 1023 7921 308
## [2601] 4 74 105 117 11849 1700 13 4147 571 4147
## [2611] 5563 117 16 1700 0 1236 783 1 7921 0
## [2621] 617 1 23 1731 694 5846 833 1434 0 412
## [2631] 2 4147 5992 3 1572 4 1 481 0 289
## [2641] 0 1 7 5563 308 293 951 4220 0 17
## [2651] 0 81 1 0 945 3 5 405 29 5992
## [2661] 0 1572 1132 3 20 1 539 164 1197 1197
## [2671] 3 23707 1197 1260 455 21 314 6 0 308
## [2681] 1601 1601 446 67 1113 1700 5448 104 57 46
## [2691] 1802 587 688 502 0 74 874 35 306 308
## [2701] 13 348 7 5951 1230 4035 0 6 528 187
## [2711] 29 185 1434 5448 454 12384 188 0 23707 1700
## [2721] 1230 349 473 839 42 1230 7921 5448 445 0
## [2731] 5992 84 11 1656 320 0 0 8 19 0
## [2741] 5992 68 1 7921 70 782 1230 13 3 72
## [2751] 155 0 267 145 0 1700 118 46 1700 1
## [2761] 204 1 1700 783 40 13 35 59 1700 36
## [2771] 1 894 131 1700 5 59 274 7921 0 5951
## [2781] 989 454 5166 23707 1138 0 15 375 9 989
## [2791] 188 921 492 0 23707 1138 0 22 4147 105
## [2801] 1844 2 0 0 807 12717 0 120 257 1656
## [2811] 1700 0 0 8 446 945 0 3 1230 1700
## [2821] 13 260 4 1572 528 1 23707 1794 149 1138
## [2831] 1278 40 8 5846 2638 1 32 50 72 11
## [2841] 4848 3 59 5992 1700 23 1700 29 7921 1700
## [2851] 105 1138 187 80 2 227 258 621 422 1177
## [2861] 0 874 4147 1023 0 0 257 1418 5448 783
## [2871] 80 29 2492 1656 5992 783 11 4 5846 1260
## [2881] 1113 0 69 57 455 317 0 118 807 5846
## [2891] 63 4220 3 45 225 1260 0 12717 782 648
## [2901] 491 330 4147 0 180 45 833 308 2 262
## [2911] 1113 363 4582 0 643 308 921 0 17 0
## [2921] 59 5448 782 68 33 42 1794 23707 308 25
## [2931] 3 1 13 1700 1700 11849 105 2638 1200 11
## [2941] 15 0 694 1041 4147 4557 786 12 57 359
## [2951] 12 5563 1 0 1572 3 306 40 1700 5
## [2961] 0 1700 7 349 308 308 21 462 23707 0
## [2971] 180 1656 278 1700 18 5166 0 1700 363 1132
## [2981] 2 1700 1079 72 2 1138 1 0 5992 0
## [2991] 0 1794 274 96 262 807 59 1117 0 59
## [3001] 1434 4147 833 1093 4147 4147 1796 1700 782 6
## [3011] 32 3 1700 372 1700 1434 27 364 474 105
## [3021] 1700 5951 50 472 0 1 405 84 0 192
## [3031] 1700 6 2993 8 72 1827 0 621 2 92
## [3041] 0 0 1656 0 827 4147 1 4147 61 925
## [3051] 318 84 0 5992 4 4 1032 4147 2 5992
## [3061] 308 7921 23707 786 1 57 2 1392 14 4147
## [3071] 1844 0 3 1700 492 0 0 0 7921 5992
## [3081] 1434 29 7921 2 11849 190 874 26 0 318
## [3091] 5992 5563 72 491 375 375 12717 0 5 11
## [3101] 1132 0 921 190 2 1700 1700 70 1385 72
## [3111] 5992 1434 768 621 11849 1 1 1117 154 157
## [3121] 1572 120 2 11 192 28 501 7921 3 5846
## [3131] 270 174 4557 163 0 1601 18 1050 621 11
## [3141] 546 187 188 1700 13 324 257 1197 120 0
## [3151] 1132 358 0 1434 4220 4147 989 1700 365 2
## [3161] 192 1252 14 502 833 1230 350 1230 350 11849
## [3171] 10 0 5846 11 3 0 738 5992 1 0
## [3181] 37 23707 0 2 190 839 4147 783 1700 159
## [3191] 782 175 1794 1572 4147 501 5951 20 12 4
## [3201] 643 1132 324 15 163 20 118 1028 4147 1
## [3211] 2638 0 1 59 1230 4147 1601 0 0 330
## [3221] 1260 4147 0 5951 168 454 308 4557 161 0
## [3231] 441 1700 2 1700 5 1028 5 0 117 5951
## [3241] 7921 157 149 0 29 101 2 101 672 5846
## [3251] 0 1 5992 6 0 12 126 0 0 149
## [3261] 1700 41 30 25 2 1700 1700 308 0 0
## [3271] 0 0 20 0 33 1 17 12384 0 202
## [3281] 1700 90 23707 0 1434 357 4 5951 262 286
## [3291] 501 80 12 23 1 20 187 270 5846 192
## [3301] 190 25 2993 5992 4 643 4147 925 375 5448
## [3311] 5992 0 117 0 0 151 23707 1700 585 5951
## [3321] 1434 0 92 0 2 105 1 700 2 3
## [3331] 783 5992 4147 1656 83 26 32 1 492 3
## [3341] 1434 3 1434 6 1656 1 491 5846 17 201
## [3351] 3 25 80 5992 59 84 0 17 0 5992
## [3361] 7921 4147 5992 70 0 14 90 3 151 1700
## [3371] 827 0 1 1278 1700 190 4147 14 0 17
## [3381] 59 11 2738 4 11 1434 0 0 45 0
## [3391] 0 0 768 72 372 375 6 11 317 72
## [3401] 11849 168 0 0 0 48 5846 17 5951 224
## [3411] 4 22 105 1700 308 1 7921 38 372 807
## [3421] 7 1 1434 3 320 1230 4 330 4147 2
## [3431] 24 0 7921 1434 15 0 10 4147 1656 0
## [3441] 14 1 1700 375 308 5003 2 1 149 5846
## [3451] 192 5992 2585 3 0 117 188 0 5846 8
## [3461] 3 6 0 120 0 56 3 1260 41 1656
## [3471] 11849 7921 11 1 303 1656 91 45 6154 1
## [3481] 0 308 11849 0 0 4035 1 7921 2 921
## [3491] 1700 4147 33 61 375 1312 308 768 5992 0
## [3501] 180 4557 171 1700 67 566 1700 48 7921 0
## [3511] 1731 0 0 38 667 179 1 6 308 0
## [3521] 1796 4147 1700 23707 3 0 5951 4557 5563 12
## [3531] 5748 188 45 17 1794 1 324 471 14 0
## [3541] 330 280 1700 4147 1260 1 6 4147 4147 0
## [3551] 0 1 5448 0 0 0 4147 0 2 7921
## [3561] 44 4147 90 5563 2492 105 1 1 1093 1230
## [3571] 683 1700 1 0 2650 6 1230 1 1656 0
## [3581] 24 2638 956 3 1 0 13 5563 0 4
## [3591] 163 3071 4 445 308 7921 29 405 1827 1
## [3601] 1 384 1 308 0 346 11 5 0 1
## [3611] 1656 507 1700 1700 0 1 1 1700 7921 1700
## [3621] 308 4147 0 1385 4 951 37 1230 4147 1
## [3631] 1 4 700 0 33 4147 362 6 1434 64
## [3641] 222 1656 1 455 1093 0 1117 16 0 23
## [3651] 0 1197 1093 482 1 0 1230 354 854 120
## [3661] 0 1700 1 497 4557 1700 53 52 1 1132
## [3671] 1656 1 1 621 0 0 683 783 117 93
## [3681] 320 6 1656 25 0 3 0 7921 165 116
## [3691] 308 0 241 291 190 1093 4147 0 467 1236
## [3701] 0 1700 768 308 0 320 225 1381 0 1260
## [3711] 917 0 0 1023 1434 4147 0 381 13 874
## [3721] 1700 0 0 0 135 2492 104 3 0 474
## [3731] 1025 3 0 783 1 0 783 0 375 1700
## [3741] 284 104 5509 11849 1 1 6 1 29 1
## [3751] 943 921 1700 1700 0 11849 4 4582 0 320
## [3761] 344 45 5448 23 0 3071 491 0 0 1
## [3771] 627 1 10 0 29 11849 20 989 1200 88
## [3781] 312 4147 1700 308 4 84 1 3 0 1700
## [3791] 1700 423 0 19 0 368 80 4557 1700 32
## [3801] 0 3 807 0 2120 894 1700 7 174 5846
## [3811] 0 12 1392 3 1385 67 0 25 161 621
## [3821] 308 0 28 36 5846 109 4557 67 74 7921
## [3831] 1132 1 1700 1132 0 1050 4147 320 9 3
## [3841] 471 0 1434 27 1 1093 90 1 6 1260
## [3851] 11415 11 1434 648 363 456 1434 1 723 2
## [3861] 1656 7 4 90 672 217 1006 566 32 1093
## [3871] 43 320 0 47 1700 33 1601 1093 180 308
## [3881] 23707 0 1802 5448 308 3 40 0 1 5846
## [3891] 4147 217 7921 29 4147 317 0 5846 3 0
## [3901] 491 9 1794 5 11849 426 98 32 700 3
## [3911] 415 48 7921 6 621 51 1197 4035 308 359
## [3921] 989 795 230 21 7 19 1656 136 1700 1700
## [3931] 4147 3 700 324 41 1700 1 0 330 103
## [3941] 5846 7921 1786 1028 1656 9 1434 1093 0 4147
## [3951] 0 1700 104 0 1700 676 84 5 23707 0
## [3961] 29 1132 1 672 29 362 24 375 23707 1113
## [3971] 3 989 375 7921 308 5992 1700 257 5992 1132
## [3981] 3 5225 300 2 854 7921 0 5563 0 1700
## [3991] 1700 73 1 306 1025 341 5 528 6 239
## [4001] 1132 280 1700 1138 956 105 0 0 0 412
## [4011] 566 4287 150 917 284 783 1 2492 782 688
## [4021] 1802 917 1434 3 1700 900 14 2 0 84
## [4031] 7 27 0 11849 1093 0 72 7 24 20
## [4041] 43 5 330 117 173 0 1 1700 0 14
## [4051] 1700 0 989 4557 3071 18 501 7921 0 1700
## [4061] 0 700 5563 0 5 0 1794 26 925 23707
## [4071] 10 989 6 1700 20 135 3 372 1475 67
## [4081] 2 80 0 0 1 1 79 0 1230 80
## [4091] 0 0 5951 5 4 14 0 4147 238 1434
## [4101] 648 105 1113 3 1700 1656 3 752 1132 14
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class(tweets)
## [1] "list"
head(tweets)
## [[1]]
## [1] "arifmasood_: RT @RebelGeek1111: Those who couldn't find beds to lay their covid positive a$$ in yesterday are also ready to stand with Israel today lmao…"
##
## [[2]]
## [1] "DESHDEEPAKSRIV9: RT @nishant8573: We are proud of India -Israel Friendship . #IndiaStandsWithIsrael https://t.co/Q1qYpEHirP"
##
## [[3]]
## [1] "kategodart: RT @isgoodrum: I wonder why Chinese rocket debris landing harmlessly in the ocean got a million times more media coverage than an actual po…"
##
## [[4]]
## [1] "SalmaraAnsar: RT @Athavulla_cfi: Masjidul aqsa is the integrity, dignity, pride & purpose of life for all Muslims.The attack on Al Aqsa by colonialist Is…"
##
## [[5]]
## [1] "Shehwar58914236: RT @pukhtoon7070: Israel is not a country, but a terrorist camp. #BoycottIsrael https://t.co/YdwQ9f3r76"
##
## [[6]]
## [1] "SUPERCOVFEFE72: BREAKING Israel's opposition leader tapped to form coalition that could end Netanyahu's rule… https://t.co/qMp4zlSPpI"
str(tweets[[1]])
## Reference class 'status' [package "twitteR"] with 17 fields
## $ text : chr "RT @RebelGeek1111: Those who couldn't find beds to lay their covid positive a$$ in yesterday are also ready to "| __truncated__
## $ favorited : logi FALSE
## $ favoriteCount: num 0
## $ replyToSN : chr(0)
## $ created : POSIXct[1:1], format: "2021-05-09 23:59:59"
## $ truncated : logi FALSE
## $ replyToSID : chr(0)
## $ id : chr "1391543504497627142"
## $ replyToUID : chr(0)
## $ statusSource : chr "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>"
## $ screenName : chr "arifmasood_"
## $ retweetCount : num 43
## $ isRetweet : logi TRUE
## $ retweeted : logi FALSE
## $ longitude : chr(0)
## $ latitude : chr(0)
## $ urls :'data.frame': 0 obs. of 4 variables:
## ..$ url : chr(0)
## ..$ expanded_url: chr(0)
## ..$ dispaly_url : chr(0)
## ..$ indices : num(0)
## and 53 methods, of which 39 are possibly relevant:
## getCreated, getFavoriteCount, getFavorited, getId, getIsRetweet,
## getLatitude, getLongitude, getReplyToSID, getReplyToSN, getReplyToUID,
## getRetweetCount, getRetweeted, getRetweeters, getRetweets, getScreenName,
## getStatusSource, getText, getTruncated, getUrls, initialize, setCreated,
## setFavoriteCount, setFavorited, setId, setIsRetweet, setLatitude,
## setLongitude, setReplyToSID, setReplyToSN, setReplyToUID, setRetweetCount,
## setRetweeted, setScreenName, setStatusSource, setText, setTruncated,
## setUrls, toDataFrame, toDataFrame#twitterObj
class(tweetsDF)
## [1] "data.frame"
names(tweetsDF)
## [1] "text" "favorited" "favoriteCount" "replyToSN"
## [5] "created" "truncated" "replyToSID" "id"
## [9] "replyToUID" "statusSource" "screenName" "retweetCount"
## [13] "isRetweet" "retweeted" "longitude" "latitude"
head(tweetsDF)
## text
## 1 RT @RebelGeek1111: Those who couldn't find beds to lay their covid positive a$$ in yesterday are also ready to stand with Israel today lmao…
## 2 RT @nishant8573: We are proud of India -Israel Friendship . #IndiaStandsWithIsrael https://t.co/Q1qYpEHirP
## 3 RT @isgoodrum: I wonder why Chinese rocket debris landing harmlessly in the ocean got a million times more media coverage than an actual po…
## 4 RT @Athavulla_cfi: Masjidul aqsa is the integrity, dignity, pride & purpose of life for all Muslims.The attack on Al Aqsa by colonialist Is…
## 5 RT @pukhtoon7070: Israel is not a country, but a terrorist camp. #BoycottIsrael https://t.co/YdwQ9f3r76
## 6 BREAKING Israel's opposition leader tapped to form coalition that could end Netanyahu's rule… https://t.co/qMp4zlSPpI
## favorited favoriteCount replyToSN created truncated replyToSID
## 1 FALSE 0 <NA> 2021-05-09 23:59:59 FALSE <NA>
## 2 FALSE 0 <NA> 2021-05-09 23:59:59 FALSE <NA>
## 3 FALSE 0 <NA> 2021-05-09 23:59:59 FALSE <NA>
## 4 FALSE 0 <NA> 2021-05-09 23:59:59 FALSE <NA>
## 5 FALSE 0 <NA> 2021-05-09 23:59:58 FALSE <NA>
## 6 FALSE 1 <NA> 2021-05-09 23:59:57 TRUE <NA>
## id replyToUID
## 1 1391543504497627142 <NA>
## 2 1391543504376012801 <NA>
## 3 1391543504052973570 <NA>
## 4 1391543502140448771 <NA>
## 5 1391543500672471044 <NA>
## 6 1391543495903612929 <NA>
## statusSource
## 1 <a href="http://twitter.com/download/android" rel="nofollow">Twitter for Android</a>
## 2 <a href="http://twitter.com/download/android" rel="nofollow">Twitter for Android</a>
## 3 <a href="https://mobile.twitter.com" rel="nofollow">Twitter Web App</a>
## 4 <a href="http://twitter.com/download/android" rel="nofollow">Twitter for Android</a>
## 5 <a href="http://twitter.com/download/android" rel="nofollow">Twitter for Android</a>
## 6 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>
## screenName retweetCount isRetweet retweeted longitude latitude
## 1 arifmasood_ 43 TRUE FALSE NA NA
## 2 DESHDEEPAKSRIV9 107 TRUE FALSE NA NA
## 3 kategodart 4147 TRUE FALSE NA NA
## 4 SalmaraAnsar 309 TRUE FALSE NA NA
## 5 Shehwar58914236 372 TRUE FALSE NA NA
## 6 SUPERCOVFEFE72 1 FALSE FALSE NA NA
head(tweetsDF$text)
## [1] "RT @RebelGeek1111: Those who couldn't find beds to lay their covid positive a$$ in yesterday are also ready to stand with Israel today lmao…"
## [2] "RT @nishant8573: We are proud of India -Israel Friendship . #IndiaStandsWithIsrael https://t.co/Q1qYpEHirP"
## [3] "RT @isgoodrum: I wonder why Chinese rocket debris landing harmlessly in the ocean got a million times more media coverage than an actual po…"
## [4] "RT @Athavulla_cfi: Masjidul aqsa is the integrity, dignity, pride & purpose of life for all Muslims.The attack on Al Aqsa by colonialist Is…"
## [5] "RT @pukhtoon7070: Israel is not a country, but a terrorist camp. #BoycottIsrael https://t.co/YdwQ9f3r76"
## [6] "BREAKING Israel's opposition leader tapped to form coalition that could end Netanyahu's rule… https://t.co/qMp4zlSPpI"
tweetsDF$text <- sapply(tweetsDF$text,function(x) iconv(enc2utf8(x), sub="byte"))
nohandles <- str_replace_all(tweetsDF$text, "\\/w+", " ")
nohandles$cleanedText <- gsub("http.*", " ", nohandles)
## Warning in nohandles$cleanedText <- gsub("http.*", " ", nohandles): Coercing LHS
## to a list
nohandles$cleanedText <- gsub("https.*", " ", nohandles$cleanedText)
head(nohandles$cleanedText)
## [1] "RT @RebelGeek1111: Those who couldn't find beds to lay their covid positive a$$ in yesterday are also ready to stand with Israel today lmao…"
## [2] "RT @nishant8573: We are proud of India -Israel Friendship . #IndiaStandsWithIsrael "
## [3] "RT @isgoodrum: I wonder why Chinese rocket debris landing harmlessly in the ocean got a million times more media coverage than an actual po…"
## [4] "RT @Athavulla_cfi: Masjidul aqsa is the integrity, dignity, pride & purpose of life for all Muslims.The attack on Al Aqsa by colonialist Is…"
## [5] "RT @pukhtoon7070: Israel is not a country, but a terrorist camp. #BoycottIsrael "
## [6] "BREAKING Israel's opposition leader tapped to form coalition that could end Netanyahu's rule… "
nohandles$cleanedText <- str_replace_all(nohandles$cleanedText, "[^[:alnum:]]", " ")
nohandles$cleanedText <- str_replace_all(nohandles$cleanedText,"[[^a-zA-Z0-9]]", " ")
head(nohandles$cleanedText)
## [1] "RT RebelGeek1111 Those who couldn t find beds to lay their covid positive a in yesterday are also ready to stand with Israel today lmao "
## [2] "RT nishant8573 We are proud of India Israel Friendship IndiaStandsWithIsrael "
## [3] "RT isgoodrum I wonder why Chinese rocket debris landing harmlessly in the ocean got a million times more media coverage than an actual po "
## [4] "RT Athavulla cfi Masjidul aqsa is the integrity dignity pride amp purpose of life for all Muslims The attack on Al Aqsa by colonialist Is "
## [5] "RT pukhtoon7070 Israel is not a country but a terrorist camp BoycottIsrael "
## [6] "BREAKING Israel s opposition leader tapped to form coalition that could end Netanyahu s rule "
namesCorpus <- Corpus(VectorSource(nohandles$cleanedText))
namesCorpus[[1]]$content
## [1] "RT RebelGeek1111 Those who couldn t find beds to lay their covid positive a in yesterday are also ready to stand with Israel today lmao "
namesCorpus<- tm_map(namesCorpus, removePunctuation)
## Warning in tm_map.SimpleCorpus(namesCorpus, removePunctuation): transformation
## drops documents
namesCorpus[[1]]$content
## [1] "RT RebelGeek1111 Those who couldn t find beds to lay their covid positive a in yesterday are also ready to stand with Israel today lmao "
namesCorpus <- tm_map(namesCorpus, removeNumbers)
## Warning in tm_map.SimpleCorpus(namesCorpus, removeNumbers): transformation drops
## documents
namesCorpus <- tm_map(namesCorpus, content_transformer(tolower))
## Warning in tm_map.SimpleCorpus(namesCorpus, content_transformer(tolower)):
## transformation drops documents
namesCorpus[[1]]$content
## [1] "rt rebelgeek those who couldn t find beds to lay their covid positive a in yesterday are also ready to stand with israel today lmao "
namesCorpus <- tm_map(namesCorpus, removeWords, stopwords("english"))
## Warning in tm_map.SimpleCorpus(namesCorpus, removeWords, stopwords("english")):
## transformation drops documents
namesCorpus[[1]]$content
## [1] "rt rebelgeek couldn t find beds lay covid positive yesterday also ready stand israel today lmao "
namesCorpus <- tm_map(namesCorpus, removeWords, c("amp"))
## Warning in tm_map.SimpleCorpus(namesCorpus, removeWords, c("amp")):
## transformation drops documents
namesCorpus <- tm_map(namesCorpus, removeWords, c("ste"))
## Warning in tm_map.SimpleCorpus(namesCorpus, removeWords, c("ste")):
## transformation drops documents
namesCorpus[[5]]$content
## [1] "rt pukhtoon israel country terrorist camp boycottisrael "
namesCorpus <- tm_map(namesCorpus, stripWhitespace)
## Warning in tm_map.SimpleCorpus(namesCorpus, stripWhitespace): transformation
## drops documents
namesCorpus[[1]]$content
## [1] "rt rebelgeek couldn t find beds lay covid positive yesterday also ready stand israel today lmao "
str(namesCorpus)
## List of 5000
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## ..$ meta :List of 7
## .. ..$ author : chr(0)
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## .. ..$ heading : chr(0)
## .. ..$ id : chr "1"
## .. ..$ language : chr "en"
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## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 2 :List of 2
## ..$ content: chr "rt nishant proud india israel friendship indiastandswithisrael "
## ..$ meta :List of 7
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## .. ..$ datetimestamp: POSIXlt[1:1], format: "2021-05-13 17:03:58"
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## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 3 :List of 2
## ..$ content: chr "rt isgoodrum wonder chinese rocket debris landing harmlessly ocean got million times media coverage actual po "
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## $ 4 :List of 2
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## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 95 :List of 2
## ..$ content: chr "rt anispfi gov t india follow tradition supporting palestinian cause founders country openly supported pale "
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2021-05-13 17:03:58"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "95"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 96 :List of 2
## ..$ content: chr "rt astrojordy elonmusk mooon "
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2021-05-13 17:03:58"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "96"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 97 :List of 2
## ..$ content: chr "rt segal eran israel presents vaccines beat covid now since mid jan peak fewer cases now daily cases per million "
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2021-05-13 17:03:58"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "97"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 98 :List of 2
## ..$ content: chr "rt trtworld world tuned happening sheikh jarrah s first time israel making headlines viol "
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2021-05-13 17:03:58"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "98"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 99 :List of 2
## ..$ content: chr "rt middleeasteye israeli forces stormed alaqsa mosque friday night firing tear gas sound grenades rubber coated steel bullets "
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2021-05-13 17:03:58"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "99"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## [list output truncated]
## - attr(*, "class")= chr [1:2] "SimpleCorpus" "Corpus"
head(tweetsDF$text)
## [1] "RT @RebelGeek1111: Those who couldn't find beds to lay their covid positive a$$ in yesterday are also ready to stand with Israel today lmao…"
## [2] "RT @nishant8573: We are proud of India -Israel Friendship . #IndiaStandsWithIsrael https://t.co/Q1qYpEHirP"
## [3] "RT @isgoodrum: I wonder why Chinese rocket debris landing harmlessly in the ocean got a million times more media coverage than an actual po…"
## [4] "RT @Athavulla_cfi: Masjidul aqsa is the integrity, dignity, pride & purpose of life for all Muslims.The attack on Al Aqsa by colonialist Is…"
## [5] "RT @pukhtoon7070: Israel is not a country, but a terrorist camp. #BoycottIsrael https://t.co/YdwQ9f3r76"
## [6] "BREAKING Israel's opposition leader tapped to form coalition that could end Netanyahu's rule… https://t.co/qMp4zlSPpI"
head(tweetsDF$created)
## [1] "2021-05-09 23:59:59 UTC" "2021-05-09 23:59:59 UTC"
## [3] "2021-05-09 23:59:59 UTC" "2021-05-09 23:59:59 UTC"
## [5] "2021-05-09 23:59:58 UTC" "2021-05-09 23:59:57 UTC"
class(tweetsDF$created)
## [1] "POSIXct" "POSIXt"
sapply(tweetsDF, function(x) sum(is.na(x)))
## text favorited favoriteCount replyToSN created
## 0 0 0 4595 0
## truncated replyToSID id replyToUID statusSource
## 0 4605 0 4595 0
## screenName retweetCount isRetweet retweeted longitude
## 0 0 0 0 5000
## latitude
## 5000
class(tweetsDF$text)
## [1] "character"
class(VectorSource(tweetsDF$text))
## [1] "VectorSource" "SimpleSource" "Source"
pal <- brewer.pal(9,"YlGnBu")
pal <- pal[-(1:4)]
set.seed(42)
wordcloud(words = namesCorpus, scale=c(1,0.5), max.words=500, random.order=FALSE,
rot.per=0.3, use.r.layout=TRUE, colors=pal)
