Payment Trend in Hong Kong for Three Different Band Job
Pay_trend<-read.csv("2020_Gross_Pay_Trend_Indicators_(EN).csv")
attributes(Pay_trend)
## $names
## [1] "Year"
## [2] "No..of.surveyed.companies"
## [3] "No..of.surveyed.employees"
## [4] "Lower.Salary.Band....Basic.Pay.Indicator......a."
## [5] "Lower.Salary.Band...Additional.Pay.Indicator.......b."
## [6] "Lower.Salary.Band....Gross.Pay.Trend.Indicator......a.....b."
## [7] "Middle.Salary.Band...Basic.Pay.Indicator.......c."
## [8] "Middle.Salary.Band...Additional.Pay.Indicator.......d."
## [9] "Middle.Salary.Band...Gross.Pay.Trend.Indicator......c.....d."
## [10] "Upper.Salary.Band....Basic.Pay.Indicator......e."
## [11] "Upper.Salary.Band...Additional.Pay.Indicator.......f."
## [12] "Upper.Salary.Band....Gross.Pay.Trend.Indicator.......e....f."
##
## $class
## [1] "data.frame"
##
## $row.names
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14
par(mfrow=c(1,1))
plot(Pay_trend[,c(1,4)], type="b", ylim=c(1,7), main="Payment Trend in Hong Kong", ylab="Basic Salary", col=2, pch=1)
lines(Pay_trend[,c(1,7)], type="b",col=4, pch=2)
lines(Pay_trend[,c(1,10)], type="b",col=7, pch=3)
legend(2016,7, c("salary of low band ", "salaryof middle band","salary of upper band"), cex=0.8, col=c(2,4,7), pch=1:3)
![](data:image/png;base64,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)
Coronvirus Confirmed Cases in Hong Kong
coronvirus_case <- read.csv("Coronvirus/latest_situation_of_reported_cases_covid_19_eng.csv")
attributes(coronvirus_case)
## $names
## [1] "As.of.date"
## [2] "As.of.time"
## [3] "Number.of.confirmed.cases"
## [4] "Number.of.ruled.out.cases"
## [5] "Number.of.cases.still.hospitalised.for.investigation"
## [6] "Number.of.cases.fulfilling.the.reporting.criteria"
## [7] "Number.of.death.cases"
## [8] "Number.of.discharge.cases"
## [9] "Number.of.probable.cases"
## [10] "Number.of.hospitalised.cases.in.critical.condition"
##
## $class
## [1] "data.frame"
##
## $row.names
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
## [19] 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
## [37] 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
## [55] 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72
## [73] 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90
## [91] 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108
## [109] 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126
## [127] 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144
## [145] 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162
## [163] 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180
## [181] 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198
## [199] 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216
## [217] 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234
## [235] 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252
## [253] 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270
## [271] 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288
## [289] 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306
## [307] 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324
## [325] 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342
## [343] 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360
## [361] 361 362 363 364 365
number_case<-coronvirus_case[2:365,3]-coronvirus_case[1:364,3]
par(mfrow=c(1,2),oma = c(0, 0, 4, 0))
plot(as.Date.character(coronvirus_case[,1],"%d/%m/%Y"), coronvirus_case[,3],type="b", xlab="Time: 8 Jan. 2020 to 6 Jan. 2021",ylab="Total number of confirmed cases", pch=1, col="blue")
plot(as.Date.character(coronvirus_case[2:365,1],"%d/%m/%Y"), number_case,type="b", xlab="Time: 9 Jan. 2020 to 6 Jan. 2021",ylab="Nnumber of confirmed cases every day", pch=1, col="blue")
mtext("Hong Kong Coronvirus Confirmed Cases", outer = TRUE, cex = 2)
![](data:image/png;base64,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)
Hang Seng Index from 2006 to 2020
X_HSI_day <- read.csv("Yahoo Finance/^HSI_day.csv")
X_HSI_day<-na.omit(X_HSI_day)
attributes(X_HSI_day)
## $names
## [1] "Date" "Open" "High" "Low" "Close" "Adj.Close"
## [7] "Volume"
##
## $row.names
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14
## [15] 15 16 17 18 19 20 21 22 23 24 25 26 27 28
## [29] 29 30 31 32 33 34 35 36 37 38 39 40 41 42
## [43] 43 44 45 46 47 48 49 50 51 52 53 54 55 56
## [57] 57 58 59 60 61 62 63 64 65 66 67 68 69 70
## [71] 71 72 73 74 75 76 77 78 79 80 81 82 83 84
## [85] 85 86 87 88 89 90 91 92 93 94 95 96 97 98
## [99] 99 100 101 102 103 104 105 106 107 108 109 110 111 112
## [113] 113 114 115 116 117 118 119 120 121 122 123 124 125 126
## [127] 127 128 129 130 131 132 133 134 135 136 137 138 139 140
## [141] 141 142 143 144 145 146 147 148 149 150 151 152 153 154
## [155] 155 156 157 158 159 160 161 162 163 164 165 166 167 168
## [169] 169 170 171 172 173 174 175 176 177 178 179 180 181 182
## [183] 183 184 185 186 187 188 189 190 191 192 193 194 195 196
## [197] 197 198 199 200 201 202 203 204 205 206 207 208 209 210
## [211] 211 212 213 214 215 216 217 218 219 220 221 222 223 224
## [225] 225 226 227 228 229 230 231 232 233 234 235 236 237 238
## [239] 239 240 241 242 243 244 245 246 247 248 249 250 251 252
## [253] 253 254 255 256 257 258 259 260 261 262 263 264 265 266
## [267] 267 268 269 270 271 272 273 274 275 276 277 278 279 280
## [281] 281 282 283 284 285 286 287 288 289 290 291 292 293 294
## [295] 295 296 297 298 299 300 301 302 303 304 305 306 307 308
## [309] 309 310 311 312 313 314 315 316 317 318 319 320 321 322
## [323] 323 324 325 326 327 328 329 330 331 332 333 334 335 336
## [337] 337 338 339 340 341 342 343 344 345 346 347 348 349 350
## [351] 351 352 353 354 355 356 357 358 359 360 361 362 363 364
## [365] 365 366 367 368 369 370 371 372 373 374 375 376 377 378
## [379] 379 380 381 382 383 384 385 386 387 388 389 390 391 392
## [393] 393 394 395 396 397 398 399 400 401 402 403 404 405 406
## [407] 407 408 409 410 411 412 413 414 415 416 417 418 419 420
## [421] 421 422 423 424 425 426 427 428 429 430 431 432 433 434
## [435] 435 436 437 438 439 440 441 442 443 444 445 446 447 448
## [449] 449 450 451 452 453 454 455 456 457 458 459 460 461 462
## [463] 463 464 465 466 467 468 469 470 471 472 473 474 475 476
## [477] 477 478 479 480 481 482 483 484 485 486 487 488 489 490
## [491] 491 492 493 494 495 496 497 498 499 500 501 502 503 504
## [505] 505 506 507 508 509 510 511 512 513 514 515 516 517 518
## [519] 519 520 521 522 523 524 525 526 527 528 529 530 531 532
## [533] 533 534 535 536 537 538 539 540 541 542 543 544 545 546
## [547] 547 548 549 550 551 552 553 554 555 556 557 558 559 560
## [561] 561 562 563 564 565 566 567 568 569 570 571 572 573 574
## [575] 575 576 577 578 579 580 581 582 583 584 585 586 587 588
## [589] 589 590 591 592 593 594 595 596 597 598 599 600 601 602
## [603] 603 604 605 606 607 608 609 610 611 612 613 614 615 616
## [617] 617 618 619 620 621 622 623 624 625 626 627 628 629 630
## [631] 631 632 633 634 635 636 637 638 639 640 641 642 643 644
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## [673] 673 674 675 676 677 678 679 680 681 682 683 684 685 686
## [687] 687 688 689 690 691 692 693 694 695 696 697 698 699 700
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## [897] 897 898 899 900 901 902 903 904 905 906 907 908 909 910
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## [925] 925 926 927 928 929 930 931 932 933 934 935 936 937 938
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## [967] 967 968 969 970 971 972 973 974 975 976 977 978 979 980
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## [1107] 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120
## [1121] 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134
## [1135] 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148
## [1149] 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162
## [1163] 1163 1164 1165 1166 1167 1168 1169 1170 1171 1172 1173 1174 1175 1176
## [1177] 1177 1178 1179 1180 1181 1182 1183 1184 1185 1186 1187 1188 1189 1190
## [1191] 1191 1192 1193 1194 1195 1196 1197 1198 1199 1200 1201 1202 1203 1204
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## [1233] 1233 1234 1235 1236 1237 1238 1239 1240 1241 1242 1243 1244 1245 1246
## [1247] 1247 1248 1249 1250 1251 1252 1253 1254 1255 1256 1257 1258 1259 1260
## [1261] 1261 1262 1263 1264 1265 1266 1267 1268 1269 1270 1271 1272 1273 1274
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## [1849] 1849 1850 1851 1852 1853 1854 1855 1856 1857 1858 1859 1860 1861 1862
## [1863] 1863 1864 1865 1866 1867 1868 1869 1870 1871 1872 1873 1874 1875 1876
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## [1961] 1961 1962 1963 1964 1965 1966 1967 1968 1969 1970 1971 1972 1973 1974
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## [1989] 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002
## [2003] 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016
## [2017] 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030
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## [2997] 2997 2998 2999 3000 3001 3002 3003 3004 3005 3006 3007 3008 3009 3010
## [3011] 3011 3012 3013 3014 3015 3016 3017 3018 3019 3020 3021 3022 3023 3024
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## [3277] 3277 3278 3279 3280 3281 3282 3283 3284 3285 3286 3287 3288 3289 3290
## [3291] 3291 3292 3293 3294 3295 3296 3297 3298 3299 3300 3301 3302 3303 3304
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## [3333] 3333 3334 3335 3336 3337 3338 3339 3340 3341 3342 3343 3344 3345 3346
## [3347] 3347 3348 3349 3350 3351 3352 3353 3354 3355 3356 3357 3358 3359 3360
## [3361] 3361 3362 3363 3364 3365 3366 3367 3368 3369 3370 3371 3372 3373 3374
## [3375] 3375 3376 3377 3378 3379 3380 3381 3382 3383 3384 3385 3386 3387 3388
## [3389] 3389 3390 3391 3392 3393 3394 3395 3396 3397 3398 3399 3400 3401 3402
## [3403] 3403 3404 3405 3406 3407 3408 3409 3410 3411 3412 3413 3414 3415 3416
## [3417] 3417 3418 3419 3420 3421 3422 3423 3424 3425 3426 3427 3428 3429 3430
## [3431] 3431 3432 3433 3434 3435 3436 3437 3438 3439 3440 3441 3442 3443 3444
## [3445] 3445 3446 3447 3448 3449 3450 3451 3452 3453 3454 3455 3456 3457 3458
## [3459] 3459 3460 3461 3462 3463 3464 3465 3466 3467 3468 3469 3470 3471 3472
## [3473] 3473 3474 3475 3476 3477 3478 3479 3480 3481 3482 3483 3484 3485 3486
## [3487] 3487 3488 3489 3490 3491 3492 3493 3494 3495 3496 3497 3498 3499 3500
## [3501] 3501 3502 3503 3504 3505 3506 3507 3508 3509 3510 3511 3512 3513 3514
## [3515] 3515 3516 3517 3518 3519 3520 3521 3522 3523 3524 3525 3526 3527 3528
## [3529] 3529 3530 3531 3532 3533 3534 3535 3536 3537 3538 3539 3540 3541 3542
## [3543] 3543 3544 3545 3546 3547 3548 3549 3550 3551 3552 3553 3554 3555 3556
## [3557] 3557 3558 3559 3560 3561 3562 3563 3564 3565 3566 3567 3568 3569 3570
## [3571] 3571 3572 3573 3574 3575 3576 3577 3578 3579 3580 3581 3582 3583 3584
## [3585] 3585 3586 3587 3588 3589 3590 3591 3592 3593 3594 3595 3596 3597 3598
## [3599] 3599 3600 3601 3602 3603 3604 3605 3606 3607 3608 3609 3610 3611 3612
## [3613] 3613 3614 3615 3616 3617 3618 3619 3620 3621 3622 3623 3624 3625 3626
## [3627] 3627 3628 3629 3630 3631 3632 3633 3634 3635 3636 3637 3638 3639 3640
## [3641] 3641 3642 3643 3644 3645 3646 3647 3648 3649 3650 3651 3652 3653 3654
## [3655] 3655 3656 3657 3658 3659 3660 3661 3662 3663 3664 3665 3666 3667 3668
## [3669] 3669 3670 3671 3672 3673 3674 3675 3676 3677 3678 3679 3680 3681 3682
## [3683] 3683 3684 3685 3686 3687 3688 3689 3690 3691 3692 3693 3694 3695 3696
## [3697] 3697 3698 3699 3700 3701 3702 3703 3704
##
## $class
## [1] "data.frame"
X_HSI_week <- read.csv("Yahoo Finance/^HSI_week.csv")
X_HSI_week<-na.omit(X_HSI_week)
attributes(X_HSI_week)
## $names
## [1] "Date" "Open" "High" "Low" "Close" "Adj.Close"
## [7] "Volume"
##
## $row.names
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
## [19] 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
## [37] 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
## [55] 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72
## [73] 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90
## [91] 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108
## [109] 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126
## [127] 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144
## [145] 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162
## [163] 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180
## [181] 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198
## [199] 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216
## [217] 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234
## [235] 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252
## [253] 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270
## [271] 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288
## [289] 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306
## [307] 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324
## [325] 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342
## [343] 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360
## [361] 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378
## [379] 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396
## [397] 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414
## [415] 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432
## [433] 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450
## [451] 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468
## [469] 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486
## [487] 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504
## [505] 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522
## [523] 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540
## [541] 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558
## [559] 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576
## [577] 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594
## [595] 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612
## [613] 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630
## [631] 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648
## [649] 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666
## [667] 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684
## [685] 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702
## [703] 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720
## [721] 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738
## [739] 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756
## [757] 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774
## [775] 775 776 777 778 779 780 781 782 783
##
## $class
## [1] "data.frame"
X_HSI_month <- read.csv("Yahoo Finance/^HSI_month.csv")
X_HSI_month<-na.omit(X_HSI_month)
attributes(X_HSI_month)
## $names
## [1] "Date" "Open" "High" "Low" "Close" "Adj.Close"
## [7] "Volume"
##
## $row.names
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
## [19] 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
## [37] 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
## [55] 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72
## [73] 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90
## [91] 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108
## [109] 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126
## [127] 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144
## [145] 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162
## [163] 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180
##
## $class
## [1] "data.frame"
Days <- length(X_HSI_day$Close)
ratio_days<-log(as.numeric(X_HSI_day$Close[2:Days])/as.numeric(X_HSI_day$Close[1:(Days-1)]))
## Warning: NAs introduced by coercion
## Warning: NAs introduced by coercion
weeks <- length(X_HSI_week$Close)
ratio_weeks<-log(as.numeric(X_HSI_week$Close[2:weeks])/as.numeric(X_HSI_week$Close[1:(weeks-1)]))
months <- length(X_HSI_month$Close)
ratio_months<-log(as.numeric(X_HSI_month$Close[2:months])/as.numeric(X_HSI_month$Close[1:(months-1)]))
par(mfrow=c(3,2),oma = c(0, 0, 4, 0))
plot(as.Date(X_HSI_day$Date[1:Days],"%m/%d/%Y"), as.numeric(X_HSI_day$Close) ,type="l", xlab="Days: 3 Jan. 2006 to 30 Dec. 2020",ylab="Hang Seng Index", pch=1, col="blue")
## Warning in xy.coords(x, y, xlabel, ylabel, log): NAs introduced by coercion
plot(as.Date(X_HSI_day$Date[2:Days],"%m/%d/%Y"), ratio_days,type="l", xlab="Days: 4 Jan. 2006 to 30 Dec. 2020",ylab="Hang Seng Index return ratio", pch=1, col="blue")
plot(as.Date(X_HSI_week$Date[1:weeks],"%m/%d/%Y"), as.numeric(X_HSI_week$Close) ,type="l", xlab="Weeks: 3 Jan. 2006 to 30 Dec. 2020",ylab="Hang Seng Index", pch=1, col="blue")
plot(as.Date(X_HSI_week$Date[2:weeks],"%m/%d/%Y"), ratio_weeks,type="l", xlab="Weeks: 4 Jan. 2006 to 30 Dec. 2020",ylab="Hang Seng Index return ratio", pch=1, col="blue")
plot(as.Date(X_HSI_month$Date[1:months],"%m/%d/%Y"), as.numeric(X_HSI_month$Close) ,type="l", xlab="Months: 3 Jan. 2006 to 30 Dec. 2020",ylab="Hang Seng Index", pch=1, col="blue")
plot(as.Date(X_HSI_month$Date[2:months],"%m/%d/%Y"), ratio_months,type="l", xlab="Months: 4 Jan. 2006 to 30 Dec. 2020",ylab="Hang Seng Index return ratio", pch=1, col="blue")
mtext("Hang Seng Index 3/1/2006 to 30/12/2020", outer = TRUE, cex = 2)
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)
HSBC 0005 Stock Price 2006 to 2020
X0005_HK_HSBC_day <- read.csv("Yahoo Finance/0005.HK_HSBC_day.csv")
X0005_HK_HSBC_day<-na.omit(X0005_HK_HSBC_day)
attributes(X0005_HK_HSBC_day)
## $names
## [1] "Date" "Open" "High" "Low" "Close" "Adj.Close"
## [7] "Volume"
##
## $row.names
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14
## [15] 15 16 17 18 19 20 21 22 23 24 25 26 27 28
## [29] 29 30 31 32 33 34 35 36 37 38 39 40 41 42
## [43] 43 44 45 46 47 48 49 50 51 52 53 54 55 56
## [57] 57 58 59 60 61 62 63 64 65 66 67 68 69 70
## [71] 71 72 73 74 75 76 77 78 79 80 81 82 83 84
## [85] 85 86 87 88 89 90 91 92 93 94 95 96 97 98
## [99] 99 100 101 102 103 104 105 106 107 108 109 110 111 112
## [113] 113 114 115 116 117 118 119 120 121 122 123 124 125 126
## [127] 127 128 129 130 131 132 133 134 135 136 137 138 139 140
## [141] 141 142 143 144 145 146 147 148 149 150 151 152 153 154
## [155] 155 156 157 158 159 160 161 162 163 164 165 166 167 168
## [169] 169 170 171 172 173 174 175 176 177 178 179 180 181 182
## [183] 183 184 185 186 187 188 189 190 191 192 193 194 195 196
## [197] 197 198 199 200 201 202 203 204 205 206 207 208 209 210
## [211] 211 212 213 214 215 216 217 218 219 220 221 222 223 224
## [225] 225 226 227 228 229 230 231 232 233 234 235 236 237 238
## [239] 239 240 241 242 243 244 245 246 247 248 249 250 251 252
## [253] 253 254 255 256 257 258 259 260 261 262 263 264 265 266
## [267] 267 268 269 270 271 272 273 274 275 276 277 278 279 280
## [281] 281 282 283 284 285 286 287 288 289 290 291 292 293 294
## [295] 295 296 297 298 299 300 301 302 303 304 305 306 307 308
## [309] 309 310 311 312 313 314 315 316 317 318 319 320 321 322
## [323] 323 324 325 326 327 328 329 330 331 332 333 334 335 336
## [337] 337 338 339 340 341 342 343 344 345 346 347 348 349 350
## [351] 351 352 353 354 355 356 357 358 359 360 361 362 363 364
## [365] 365 366 367 368 369 370 371 372 373 374 375 376 377 378
## [379] 379 380 381 382 383 384 385 386 387 388 389 390 391 392
## [393] 393 394 395 396 397 398 399 400 401 402 403 404 405 406
## [407] 407 408 409 410 411 412 413 414 415 416 417 418 419 420
## [421] 421 422 423 424 425 426 427 428 429 430 431 432 433 434
## [435] 435 436 437 438 439 440 441 442 443 444 445 446 447 448
## [449] 449 450 451 452 453 454 455 456 457 458 459 460 461 462
## [463] 463 464 465 466 467 468 469 470 471 472 473 474 475 476
## [477] 477 478 479 480 481 482 483 484 485 486 487 488 489 490
## [491] 491 492 493 494 495 496 497 498 499 500 501 502 503 504
## [505] 505 506 507 508 509 510 511 512 513 514 515 516 517 518
## [519] 519 520 521 522 523 524 525 526 527 528 529 530 531 532
## [533] 533 534 535 536 537 538 539 540 541 542 543 544 545 546
## [547] 547 548 549 550 551 552 553 554 555 556 557 558 559 560
## [561] 561 562 563 564 565 566 567 568 569 570 571 572 573 574
## [575] 575 576 577 578 579 580 581 582 583 584 585 586 587 588
## [589] 589 590 591 592 593 594 595 596 597 598 599 600 601 602
## [603] 603 604 605 606 607 608 609 610 611 612 613 614 615 616
## [617] 617 618 619 620 621 622 623 624 625 626 627 628 629 630
## [631] 631 632 633 634 635 636 637 638 639 640 641 642 643 644
## [645] 645 646 647 648 649 650 651 652 653 654 655 656 657 658
## [659] 659 660 661 662 663 664 665 666 667 668 669 670 671 672
## [673] 673 674 675 676 677 678 679 680 681 682 683 684 685 686
## [687] 687 688 689 690 691 692 693 694 695 696 697 698 699 700
## [701] 701 702 703 704 705 706 707 708 709 710 711 712 713 714
## [715] 715 716 717 718 719 720 721 722 723 724 725 726 727 728
## [729] 729 730 731 732 733 734 735 736 737 738 739 740 741 742
## [743] 743 744 745 746 747 748 749 750 751 752 753 754 755 756
## [757] 757 758 759 760 761 762 763 764 765 766 767 768 769 770
## [771] 771 772 773 774 775 776 777 778 779 780 781 782 783 784
## [785] 785 786 787 788 789 790 791 792 793 794 795 796 797 798
## [799] 799 800 801 802 803 804 805 806 807 808 809 810 811 812
## [813] 813 814 815 816 817 818 819 820 821 822 823 824 825 826
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## [883] 883 884 885 886 887 888 889 890 891 892 893 894 895 896
## [897] 897 898 899 900 901 902 903 904 905 906 907 908 909 910
## [911] 911 912 913 914 915 916 917 918 919 920 921 922 923 924
## [925] 925 926 927 928 929 930 931 932 933 934 935 936 937 938
## [939] 939 940 941 942 943 944 945 946 947 948 949 950 951 952
## [953] 953 954 955 956 957 958 959 960 961 962 963 964 965 966
## [967] 967 968 969 970 971 972 973 974 975 976 977 978 979 980
## [981] 981 982 983 984 985 986 987 988 989 990 991 992 993 994
## [995] 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008
## [1009] 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022
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## [1107] 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120
## [1121] 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134
## [1135] 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148
## [1149] 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162
## [1163] 1163 1164 1165 1166 1167 1168 1169 1170 1171 1172 1173 1174 1175 1176
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## [1205] 1205 1206 1207 1208 1209 1210 1211 1212 1213 1214 1215 1216 1217 1218
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## [1247] 1247 1248 1249 1250 1251 1252 1253 1254 1255 1256 1257 1258 1259 1260
## [1261] 1261 1262 1263 1264 1265 1266 1267 1268 1269 1270 1271 1272 1273 1274
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## [1989] 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002
## [2003] 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016
## [2017] 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030
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## [2283] 2283 2284 2285 2286 2287 2288 2289 2290 2291 2292 2293 2294 2295 2296
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## [2367] 2367 2368 2369 2370 2371 2372 2373 2374 2375 2376 2377 2378 2379 2380
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## [2689] 2689 2690 2691 2692 2693 2694 2695 2696 2697 2698 2699 2700 2701 2702
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## [2997] 2997 2998 2999 3000 3001 3002 3003 3004 3005 3006 3007 3008 3009 3010
## [3011] 3011 3012 3013 3014 3015 3016 3017 3018 3019 3020 3021 3022 3023 3024
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## [3109] 3109 3110 3111 3112 3113 3114 3115 3116 3117 3118 3119 3120 3121 3122
## [3123] 3123 3124 3125 3126 3127 3128 3129 3130 3131 3132 3133 3134 3135 3136
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## [3319] 3319 3320 3321 3322 3323 3324 3325 3326 3327 3328 3329 3330 3331 3332
## [3333] 3333 3334 3335 3336 3337 3338 3339 3340 3341 3342 3343 3344 3345 3346
## [3347] 3347 3348 3349 3350 3351 3352 3353 3354 3355 3356 3357 3358 3359 3360
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## [3375] 3375 3376 3377 3378 3379 3380 3381 3382 3383 3384 3385 3386 3387 3388
## [3389] 3389 3390 3391 3392 3393 3394 3395 3396 3397 3398 3399 3400 3401 3402
## [3403] 3403 3404 3405 3406 3407 3408 3409 3410 3411 3412 3413 3414 3415 3416
## [3417] 3417 3418 3419 3420 3421 3422 3423 3424 3425 3426 3427 3428 3429 3430
## [3431] 3431 3432 3433 3434 3435 3436 3437 3438 3439 3440 3441 3442 3443 3444
## [3445] 3445 3446 3447 3448 3449 3450 3451 3452 3453 3454 3455 3456 3457 3458
## [3459] 3459 3460 3461 3462 3463 3464 3465 3466 3467 3468 3469 3470 3471 3472
## [3473] 3473 3474 3475 3476 3477 3478 3479 3480 3481 3482 3483 3484 3485 3486
## [3487] 3487 3488 3489 3490 3491 3492 3493 3494 3495 3496 3497 3498 3499 3500
## [3501] 3501 3502 3503 3504 3505 3506 3507 3508 3509 3510 3511 3512 3513 3514
## [3515] 3515 3516 3517 3518 3519 3520 3521 3522 3523 3524 3525 3526 3527 3528
## [3529] 3529 3530 3531 3532 3533 3534 3535 3536 3537 3538 3539 3540 3541 3542
## [3543] 3543 3544 3545 3546 3547 3548 3549 3550 3551 3552 3553 3554 3555 3556
## [3557] 3557 3558 3559 3560 3561 3562 3563 3564 3565 3566 3567 3568 3569 3570
## [3571] 3571 3572 3573 3574 3575 3576 3577 3578 3579 3580 3581 3582 3583 3584
## [3585] 3585 3586 3587 3588 3589 3590 3591 3592 3593 3594 3595 3596 3597 3598
## [3599] 3599 3600 3601 3602 3603 3604 3605 3606 3607 3608 3609 3610 3611 3612
## [3613] 3613 3614 3615 3616 3617 3618 3619 3620 3621 3622 3623 3624 3625 3626
## [3627] 3627 3628 3629 3630 3631 3632 3633 3634 3635 3636 3637 3638 3639 3640
## [3641] 3641 3642 3643 3644 3645 3646 3647 3648 3649 3650 3651 3652 3653 3654
## [3655] 3655 3656 3657 3658 3659 3660 3661 3662 3663 3664 3665 3666 3667 3668
## [3669] 3669 3670 3671 3672 3673 3674 3675 3676 3677 3678 3679 3680 3681 3682
## [3683] 3683 3684 3685 3686 3687 3688 3689 3690 3691 3692 3693 3694 3695 3696
## [3697] 3697 3698 3699 3700 3701 3702 3703 3704 3705 3706 3707 3708
##
## $class
## [1] "data.frame"
X0005_HK_HSBC_week <- read.csv("Yahoo Finance/0005.HK_HSBC_week.csv")
X0005_HK_HSBC_week<-na.omit(X0005_HK_HSBC_week)
attributes(X0005_HK_HSBC_week)
## $names
## [1] "Date" "Open" "High" "Low" "Close" "Adj.Close"
## [7] "Volume"
##
## $row.names
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
## [19] 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
## [37] 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
## [55] 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72
## [73] 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90
## [91] 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108
## [109] 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126
## [127] 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144
## [145] 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162
## [163] 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180
## [181] 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198
## [199] 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216
## [217] 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234
## [235] 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252
## [253] 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270
## [271] 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288
## [289] 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306
## [307] 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324
## [325] 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342
## [343] 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360
## [361] 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378
## [379] 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396
## [397] 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414
## [415] 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432
## [433] 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450
## [451] 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468
## [469] 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486
## [487] 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504
## [505] 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522
## [523] 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540
## [541] 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558
## [559] 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576
## [577] 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594
## [595] 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612
## [613] 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630
## [631] 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648
## [649] 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666
## [667] 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684
## [685] 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702
## [703] 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720
## [721] 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738
## [739] 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756
## [757] 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774
## [775] 775 776 777 778 779 780 781 782 783 784
##
## $class
## [1] "data.frame"
Days_HSBC <- length(X0005_HK_HSBC_day$Close)
HSBC_ratio_days<-log(as.numeric(X0005_HK_HSBC_day$Close[2:Days_HSBC])/as.numeric(X0005_HK_HSBC_day$Close[1:(Days_HSBC-1)]))
## Warning: NAs introduced by coercion
## Warning: NAs introduced by coercion
weeks_HSBC <- length(X0005_HK_HSBC_week$Close)
HSBC_ratio_weeks<-log(as.numeric(X0005_HK_HSBC_week$Close[2:weeks_HSBC])/as.numeric(X0005_HK_HSBC_week$Close[1:(weeks_HSBC-1)]))
par(mfrow=c(2,2),oma = c(0, 0, 4, 0))
plot(as.Date(X0005_HK_HSBC_day$Date[1:Days_HSBC],"%m/%d/%Y"), as.numeric(X0005_HK_HSBC_day$Close) ,type="l", xlab="Days: 3 Jan. 2006 to 30 Dec. 2020",ylab="HSBC 0005 Stock daily close price", pch=1, col="blue")
## Warning in xy.coords(x, y, xlabel, ylabel, log): NAs introduced by coercion
plot(as.Date(X0005_HK_HSBC_day$Date[2:Days_HSBC],"%m/%d/%Y"), HSBC_ratio_days,type="l", xlab="Days: 4 Jan. 2006 to 30 Dec. 2020",ylab="Stock HK0005 HSBC daily return ratio", pch=1, col="blue")
plot(as.Date(X0005_HK_HSBC_week$Date[1:weeks_HSBC],"%m/%d/%Y"), as.numeric(X0005_HK_HSBC_week$Close) ,type="l", xlab="Days: 3 Jan. 2006 to 30 Dec. 2020",ylab="HSBC 0005 Stock weekily close price", pch=1, col="blue")
plot(as.Date(X0005_HK_HSBC_week$Date[2:weeks_HSBC],"%m/%d/%Y"), HSBC_ratio_weeks,type="l", xlab="Days: 4 Jan. 2006 to 30 Dec. 2020",ylab="Stock HK0005 HSBC weekily return ratio", pch=1, col="blue")
mtext("Close price of Stock HK0005 HSBC 3/1/2006 to 30/12/2020", outer = TRUE, cex = 2)
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)