File size: 170,513 Bytes
e137e27 9a127b5 f4bc6d2 b4a29fd f5c7100 b4a29fd aee89d3 9a127b5 aee89d3 d875a86 aee89d3 d875a86 aee89d3 d875a86 aee89d3 d875a86 9a127b5 d875a86 aee89d3 d875a86 5d321b6 aee89d3 5d321b6 d875a86 aee89d3 d875a86 aee89d3 14abefa aee89d3 14abefa 5d321b6 14abefa aee89d3 0cbd844 b4a29fd 0cbd844 b4a29fd 46eda72 f29b166 46eda72 8ca3438 46eda72 8ca3438 b3e8866 f29b166 8ca3438 b3e8866 f29b166 b3e8866 8ca3438 f29b166 46eda72 8ca3438 f29b166 8ca3438 b3e8866 b87e744 8ca3438 582aa80 f4bc6d2 0cd9e20 7dc3d5b 0cd9e20 7dc3d5b 0cd9e20 7dc3d5b 0cd9e20 7dc3d5b 0cd9e20 7dc3d5b 0cd9e20 7dc3d5b 0cd9e20 7dc3d5b 0cd9e20 7dc3d5b 0cd9e20 7dc3d5b 0cd9e20 7dc3d5b 0cd9e20 9ec628f 1c44cf6 8b6efaf 0fa6c74 8b6efaf 1c44cf6 582aa80 1c44cf6 b3c41a8 9b94300 b3c41a8 9b94300 b3c41a8 9b94300 b3c41a8 9b94300 b3c41a8 1064591 41451ff 9ec628f 2b149b6 01126c7 bf4921f 01126c7 a47c727 01126c7 2b149b6 01126c7 2b149b6 ce3069e 12aa2bb ce3069e 12aa2bb ce3069e 12aa2bb ce3069e 12aa2bb ce3069e 12aa2bb ce3069e 12aa2bb ce3069e 12aa2bb ce3069e 12aa2bb ce3069e 12aa2bb ce3069e 12aa2bb ce3069e 12aa2bb ce3069e 2b149b6 ce3069e 2b149b6 ce3069e a7ccf4f 5d4fe34 a7ccf4f 2b149b6 ce3069e 7533364 9a127b5 7533364 6b0b935 fe91749 6b0b935 0ec75d1 ce3069e feb6fe5 ab1848a 5d321b6 9a127b5 84ec919 9a127b5 a5f43cc 84ec919 feb6fe5 5d321b6 e4314a9 9a127b5 e4314a9 9a127b5 14abefa 9a127b5 e4314a9 5d321b6 d50754e 5d321b6 feb6fe5 5d321b6 f29b166 feb6fe5 d6210aa b3e8866 d6210aa feb6fe5 0cd9e20 67db2ef feb6fe5 5d321b6 1c44cf6 feb6fe5 5d321b6 582aa80 feb6fe5 5d321b6 b3c41a8 feb6fe5 d594e25 feb6fe5 5d321b6 d594e25 feb6fe5 5d321b6 41451ff feb6fe5 2b149b6 5d321b6 2b149b6 feb6fe5 5d321b6 2b149b6 feb6fe5 5d321b6 2b149b6 feb6fe5 e137e27 feb6fe5 09bef6a 3a079b8 7533364 09bef6a 3a079b8 5d321b6 09bef6a 3a079b8 feb6fe5 09bef6a 3a079b8 feb6fe5 3a079b8 feb6fe5 3a079b8 e137e27 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 |
from fasthtml.common import *
from fasthtml.components import *
from fasthtml.components import (
D_cite,
)
import os
import json
from fh_plotly import plotly2fasthtml
from plotly import graph_objects as go
import pandas as pd
import plotly.express as px
## Evaluation Graphs
# Load the data
all_eval_results = {}
for fname in os.listdir("data/txt360_eval"):
if fname.endswith(".csv"):
metric_name = fname.replace("CKPT Eval - ", "").replace(".csv", "")
all_eval_results[metric_name] = {}
# with open(os.path.join("data/txt360_eval", fname)) as f:
df = pd.read_csv(os.path.join("data/txt360_eval", fname))
# slimpajama_res = df.iloc[2:, 2].astype(float).fillna(0.0) # slimpajama
fineweb_res = df.iloc[2:, 4].astype(float).fillna(method="bfill") # fineweb
txt360_base = df.iloc[2:, 5].astype(float).fillna(method="bfill") # txt360-dedup-only
txt360_web_up = df.iloc[2:, 7].astype(float).fillna(method="bfill") # txt360-web-only-upsampled
txt360_all_up_stack = df.iloc[2:, 9].astype(float).fillna(method="bfill") # txt360-all-upsampled + stackv2
# each row is 20B tokens.
# all_eval_results[metric_name]["slimpajama"] = slimpajama_res
all_eval_results[metric_name]["fineweb"] = fineweb_res
all_eval_results[metric_name]["txt360-dedup-only"] = txt360_base
all_eval_results[metric_name]["txt360-web-only-upsampled"] = txt360_web_up
all_eval_results[metric_name]["txt360-all-upsampled + stackv2"] = txt360_all_up_stack
all_eval_results[metric_name]["token"] = [20 * i for i in range(len(fineweb_res))]
# Eval Result Plots
all_eval_res_figs = {}
for metric_name, res in all_eval_results.items():
fig_res = go.Figure()
# Add lines
fig_res.add_trace(go.Scatter(
x=all_eval_results[metric_name]["token"],
y=all_eval_results[metric_name]["fineweb"],
mode='lines', name='FineWeb'
))
fig_res.add_trace(go.Scatter(
x=all_eval_results[metric_name]["token"],
y=all_eval_results[metric_name]["txt360-web-only-upsampled"],
mode='lines', name='TxT360 - CC Data Upsampled'
))
fig_res.add_trace(go.Scatter(
x=all_eval_results[metric_name]["token"],
y=all_eval_results[metric_name]["txt360-dedup-only"],
mode='lines', name='TxT360 - CC Data Dedup'
))
fig_res.add_trace(go.Scatter(
x=all_eval_results[metric_name]["token"],
y=all_eval_results[metric_name]["txt360-all-upsampled + stackv2"],
mode='lines', name='TxT360 - Full Upsampled + Stack V2'
))
print(all_eval_results[metric_name]["token"])
print(all_eval_results[metric_name]["fineweb"].tolist())
print(all_eval_results[metric_name]["txt360-web-only-upsampled"].tolist())
# Update layout
fig_res.update_layout(
title=f"{metric_name} Performance",
title_x=0.5, # Centers the title
xaxis_title="Billion Tokens",
yaxis_title=metric_name,
legend_title="Dataset",
)
all_eval_res_figs[metric_name] = fig_res
##upsampling validation loss graph
# Data
steps = [5000, 10000, 15000, 20000, 25000, 30000, 35000, 40000, 45000, 50000,
55000, 60000, 65000, 70000, 75000, 80000, 85000, 90000, 95000, 100000,
105000, 110000, 115000, 120000, 125000, 130000, 135000, 140000, 145000,
150000, 155000, 160000, 165000, 170000, 175000, 180000, 185000, 190000,
195000, 200000, 205000, 210000, 215000, 220000, 225000, 230000, 235000,
240000, 245000, 250000, 255000, 260000, 265000, 270000, 275000, 280000,
285000]
fineweb = [2.911076784, 2.75819993, 2.647450924, 2.588769436, 2.565514088,
2.527409077, 2.506954193, 2.493706465, 2.478432178, 2.476668596,
2.467983723, 2.4843328, 2.439449787, 2.438807011, 2.426213741,
2.459792614, 2.426000357, 2.403300762, 2.399668455, 2.404176235,
2.39425993, 2.406329632, 2.381269455, 2.387765169, 2.373465776,
2.374938488, 2.379047394, 2.370839834, 2.351930141, 2.35353899,
2.356842279, 2.343327522, 2.335564375, 2.337301254, 2.322228193,
2.323165655, 2.309478998, 2.326301336, 2.314562321, 2.280953169,
2.291109324, 2.298957586, 2.282609463, 2.296112061, 2.286119938,
2.279724598, 2.268625498, 2.27303195, 2.254729986, 2.260175228,
2.248331785, 2.235989809, 2.241044521, 2.242579222, 2.216429472,
2.250077009, 2.224117756]
txt360 = [2.589649677, 2.438303471, 2.383416414, 2.337049007, 2.300292492,
2.29057312, 2.285922527, 2.265408278, 2.245058537, 2.24157238,
2.23307991, 2.232925415, 2.226780653, 2.222440243, 2.194804668,
2.210517406, 2.186522722, 2.185292006, 2.184529305, 2.185826778,
2.171881914, 2.182652235, 2.169103146, 2.162784815, 2.165525436,
2.159037828, 2.164080143, 2.143726826, 2.144924164, 2.138051987,
2.138092995, 2.120969057, None, None, None, None, None, None, None,
None, None, None, None, None, None, None, None, None, None, None,
None, None, None, None, None, None, None, None, None, None]
# Plot
fig_val = go.Figure()
# Add lines
fig_val.add_trace(go.Scatter(x=steps, y=fineweb, mode='lines', name='FineWeb'))
fig_val.add_trace(go.Scatter(x=steps, y=txt360, mode='lines', name='TxT360'))
# Update layout
fig_val.update_layout(
title='Validation Loss Over Steps: TxT360 vs FineWeb',
xaxis_title='Steps',
yaxis_title='Loss',
legend_title='Models'
)
# Show the plot
validation_loss_graph = fig_val
## lm loss graph
# Load the data from the cleaned dataset
data = pd.read_csv('data/lm_loss_txt360_fineweb.csv') # Replace with your actual file path
# Create the plot
fig_loss = go.Figure()
# Add TxT360 line
fig_loss.add_trace(go.Scatter(x=data['Step'], y=data['TxT360'], mode='lines', name='TxT360'))
# Add FineWeb line
fig_loss.add_trace(go.Scatter(x=data['Step'], y=data['FineWeb'], mode='lines', name='FineWeb'))
# Update layout
fig_loss.update_layout(
title="LM Loss Over Steps: TxT360 vs FineWeb",
xaxis_title="Steps",
yaxis_title="Loss",
legend_title="Models",
)
# Display the graph
lm_loss_graph = fig_loss
data = {
"1-1": [17.410227605477868, 17.446573602753478,17.307221780905284,17.338525603992114,17.08551151136689,16.818363305107052,16.98821894111693, 17.125795647512877,16.573462144306383, 15.4293630385597],
"2-5": [16.11176217183986,16.14852530113782,16.297702171159543,15.960924352297502,16.187802102106698,16.474269837858706,15.936494557783181, 15.780419457145868,15.283018703313582, 14.608379914730168],
"6-10": [15.632757662414805,15.627408549576069,15.948641884223639,15.912187993988933,14.935072408852303,14.944741674400241,14.79960386342691,14.631430892394002, 14.378277745163881,14.118271697056592],
"11-100": [15.446116676532212,15.0055028132117,14.799690714225637,14.822102470001267,14.832038213200583,14.568394784374943,14.435682562274105,14.276477514399625, 14.0611924390084,13.880215644749589],
"101-1000": [16.716943171826703,15.565430373421485,14.935989931859659,14.778913482337416,14.508674264491997,14.690158822673334,14.58651834886038,14.337146941773641,13.9886330091318,13.767106666731275 ],
"1001-30000000": [18.156821563322765,17.314701050452452,16.09585768919658,15.428145290012955, 14.800605964649103, 15.990949424635108,15.869365567783806,15.872474774329305, 15.769421394877273, 15.05749135510839],
}
# Years for the x-axis
years = ["2014", "2015", "2016", "2017", "2018", "2019", "2020", "2021", "2022", "2023"]
# Create a plotly figure
fig11 = go.Figure()
# Add a trace for each bucket
for bucket, values in data.items():
fig11.add_trace(go.Scatter(x=years, y=values, mode='lines', name=bucket))
# Update layout for better presentation
fig11.update_layout(
title='Perplexity Versus Buckets for Different Years',
xaxis_title='Year',
yaxis_title='Perplexity',
xaxis_tickangle=-45,
legend_title="Buckets",
)
Perplexity_Across_Different_Buckets_global_graph = fig11
##graph 2
# Data
data = {
"1-1": [17.410227605477868, 17.446573602753478,17.307221780905284,17.338525603992114,17.08551151136689,16.818363305107052,16.98821894111693, 17.125795647512877,16.573462144306383, 15.4293630385597],
"2-5": [16.11176217183986,16.14852530113782,16.297702171159543,15.960924352297502,16.187802102106698,16.474269837858706,15.936494557783181, 15.780419457145868,15.283018703313582, 14.608379914730168],
"6-10": [15.632757662414805,15.627408549576069,15.948641884223639,15.912187993988933,14.935072408852303,14.944741674400241,14.79960386342691,14.631430892394002, 14.378277745163881,14.118271697056592],
"11-100": [15.446116676532212,15.0055028132117,14.799690714225637,14.822102470001267,14.832038213200583,14.568394784374943,14.435682562274105,14.276477514399625, 14.0611924390084,13.880215644749589],
"101-1000": [16.716943171826703,15.565430373421485,14.935989931859659,14.778913482337416,14.508674264491997,14.690158822673334,14.58651834886038,14.337146941773641,13.9886330091318,13.767106666731275 ],
"1001-30000000": [18.156821563322765,17.314701050452452,16.09585768919658,15.428145290012955, 14.800605964649103, 15.990949424635108,15.869365567783806,15.872474774329305, 15.769421394877273, 15.05749135510839],
}
# Create a line plot for each bucket
# Years
years = ["2014", "2015", "2016", "2017", "2018", "2019", "2020", "2021", "2022", "2023"]
# Create the figure
fig22 = go.Figure()
# Add lines for each bucket
for bucket, perplexities in data.items():
fig22.add_trace(go.Scatter(x=years, y=perplexities, mode='lines+markers', name=bucket))
# Update layout
fig22.update_layout(
title="Perplexity Across Different Years (Global)",
xaxis_title="Year",
yaxis_title="Average Perplexity",
legend_title="Bucket (duplicate count range)"
)
# Show the figure
graph2222 = fig22
#graph 3 tbd
data = {
"2014": {
"x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300],
"y": [17.410227605477868, 16.28263447660928, 16.056605184079913, 15.822614148687798, 15.842634843649147, 15.720699070243016, 15.687223294726039, 15.607834732758393, 15.572091951204342, 15.475459290252376, 15.337665345612953, 15.33475421632639, 15.325861061422275, 15.476636737344972, 15.693804028233785, 15.689754199668954, 15.659926393713182, 15.59464057615171, 15.588725895678929, 15.552308157234252, 15.38315488135992, 15.3749391039699, 15.186437103290823, 15.179577016115116, 15.175359268463414, 15.326051392123386, 15.550365066676973, 15.46274973581214, 15.675382592723022, 15.6083647300616, 15.775496160899257, 15.619470488458068, 15.630267399750903, 15.687059334218864, 15.415897825337026, 15.499602281425519, 15.598025850718154, 15.628460503669615, 15.658570343618969, 15.787877514096849, 15.710944180881294, 15.552274945554545, 15.699932540053279, 15.727560356232173, 15.599824119717585, 15.683275006354283, 15.641738631258287, 15.80315709908002, 15.706620536337898, 15.700588878168745, 15.911432681730176, 15.550009275425229, 15.822384367996918, 16.105816904042662, 15.562383488563118, 15.963855835984134, 15.852621368738493, 15.941133570933058, 16.188290366801112, 15.70084365155994, 15.609990413956307, 15.673631920556218, 16.006611785209323, 15.786230274505419, 15.433452154301659, 15.617135397912477, 15.640107157600301, 15.675806627110681, 15.671948319822476, 16.068440880032057, 15.769336862872192, 16.40254172818583, 15.940476853009686, 16.09877983788286, 15.495609182160944, 15.712818514069026, 15.61898546436921, 15.692158946904128, 16.493172099511007, 15.783765491247193, 16.055784648916596, 16.334082795006267, 16.176010490897976, 15.630577127947536, 15.905029905131835, 16.610640775886303, 15.245514025399112, 16.28252696514428, 15.435644188406563, 15.888062835224325, 16.250276704907034, 16.054194778686796, 16.620639801236162, 16.102213595669074, 16.09682778567417, 15.881305605266526, 16.217666050845356, 15.886905671039385, 16.420120825444208, 16.575208311709837, 16.57735734574608, 16.186575145468233, 16.043253935667327, 16.63513328173465, 16.39894567786065, 16.41214937220052, 16.493426793298827, 15.9907685927303, 16.340040345074534, 16.951414035127105, 15.885674447160902, 16.410931308490415, 15.964154315977636, 16.810589683350447, 16.745778707293876, 16.468627893278832, 16.138744388702552, 16.407068111214684, 16.69176851966938, 16.324663512055274, 16.433577086199467, 16.434498347983276, 16.70257568394254, 18.747662848672356, 16.321669513149416, 16.69707440155245, 16.900596553383878, 16.68130890408306, 16.59473760593977, 16.54783975654349, 16.88654672752656, 16.078918331814624, 16.299820079993204, 16.373797255734377, 16.866705899661024, 16.397749521656102, 15.963898354324714, 16.82397059101694, 15.93018673258056, 16.98101514795396, 16.159948488588498, 16.726848882847232, 17.07683842070863, 16.113967724590644, 16.15130250991399, 16.80200457395006, 16.497186754611253, 16.666948876534608, 16.27533407301657, 16.308682326270063, 16.49999383144354, 16.359445800006256, 15.96150693135751, 16.60238027701047, 16.852103553279054, 16.521323558607705, 16.892194162833896, 15.693912585511482, 16.941903323105247, 16.480018831423866, 15.994720828335334, 19.96982983642109, 16.5613669780375, 16.410472896702814, 16.930635781928018, 17.307088122382734, 17.141450875814638, 16.793262685672637, 16.898963500457878, 16.034046523941534, 16.535173078962604, 15.623283937530607, 16.9146472987719, 16.710942224491752, 16.986982069138335, 16.094316754584177, 16.828775635709547, 16.087671276732564, 15.85332219694136, 16.48892512748128, 15.947276977857264, 17.071060205585102, 17.024065382461824, 15.924022369577948, 15.155645181021022, 19.43284882900329, 18.262079233670903, 16.72008178909451, 16.191840443840587, 17.202976578718893, 18.073639551374267, 16.211906986032727, 16.893893336751606, 16.459697938511802, 16.340211536130877, 17.323792190608398, 16.166587611972542, 17.10118411108414, 16.87592915776603, 16.22000303371821, 17.099521471855354, 16.65188809044026, 15.439452520219506, 17.1238180228351, 16.822849013604262, 16.573524603379, 17.943366953648695, 18.61078665129674, 16.781687468016873, 16.277476841130934, 15.656708089753856, 16.93898908638033, 17.165185636822365, 16.88121672323756, 16.662421334264874, 16.351884226195278, 16.409706698188405, 17.36934322952571, 16.42350307052468, 16.644262788006284, 18.645487431486863, 17.45592775934621, 16.58861831024693, 17.826687228059075, 17.717259497674252, 16.173776963074275, 17.81471375669573, 17.043108559597915, 17.447724642873848, 17.245380090633933, 17.159851613935718, 17.06408636418627, 17.636831200319357, 17.226401140951793, 16.89171092276326, 17.27705035910921, 16.42925715421899, 17.297253521528557, 17.152355698826447, 17.673683744959348, 18.04475478619425, 16.737975421424565, 16.86577082453459, 16.863767158267972, 16.384443285083982, 16.461263048130785, 17.02229949930192, 17.101654001031108, 17.356582073600375, 16.344481856681604, 17.17676991586537, 17.185069687958347, 17.56978076611228, 17.438405238494422, 16.801320242413205, 17.283593618974137, 15.979660333719643, 17.530455106750154, 16.192472201610578, 17.392028244723697, 17.502518627885713, 17.407844930629604, 16.696324269027805, 16.03847705843595, 16.23747483686068, 18.737873580931968, 17.86589992376309, 17.25159517234638, 15.618977309780984, 17.21762645376281, 16.869727185054728, 16.96866468612357, 17.412146418998862, 18.090503138314943, 15.752757796291071, 18.160108290669523, 16.495087053440795, 17.89917434478209, 16.704112151245884, 14.966161599960373, 18.271963637296526, 17.495885294624035, 16.876079860453665, 18.868793874875955, 17.23085150515865, 16.817181665750674, 17.24528354632844, 16.338842229657274, 14.433218936285867, 17.32290971310563, 17.641663765189666, 16.756405276984953, 18.144689315919752, 15.468462735891627, 14.740977777972642, 17.74261979627107, 17.1782285639448, 15.146783133278753, 17.987671541660372, 17.24769683193406],
},
"2015": {
"x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300],
"y": [17.446573602753478, 16.33448355873305, 16.00933847199168, 15.983039417794657, 15.85241889834333, 15.784779195636053, 15.703616129507466, 15.644552221919497, 15.514620657659218, 15.387526054739084, 15.334150663271437, 15.283029028158596, 15.16893769161261, 15.06255641892843, 14.993982766398053, 14.980830424168435, 14.894978523241926, 14.874134900735003, 14.918616109668594, 14.935196627981224, 14.982270030145886, 14.87532185377661, 14.923414109699833, 14.808884476234967, 14.853798330915781, 14.83634262877924, 14.884103172040687, 14.791729350119317, 14.841381880562261, 14.743489161054097, 14.749541904917374, 14.713088846373518, 14.736115099328263, 14.746879446029086, 14.713805840007282, 14.709588712899263, 14.577444316933803, 14.739053818392359, 14.762066899257567, 14.595290443430146, 14.691786246925215, 14.600135579482911, 14.647046245438082, 14.620775122740088, 14.617623649249394, 14.753907355407286, 14.76706893970498, 14.765124172688255, 14.712500515305928, 14.696874508068367, 14.81907059899775, 14.750912761553202, 14.625221044179284, 14.911875833497362, 14.725436890195013, 14.895866319885872, 14.659625760331911, 14.852191929623093, 14.819421246401733, 14.91638925652532, 14.88761718198507, 15.019561783059467, 14.926188679928243, 14.8976261202685, 14.814586514502857, 15.218634880057785, 14.987322499272901, 14.79324036398735, 14.987857051466115, 14.91859841901808, 15.125937006958523, 15.048624233676273, 15.006355658772083, 15.14372619927069, 14.81255875957223, 14.958579010235287, 15.174255696222813, 14.97779920274053, 14.886781555600182, 15.123245906261108, 15.262453421918734, 15.139709301302887, 15.34390238170429, 15.206255080716389, 15.134486108578406, 15.047922031259601, 14.803789104506233, 15.322960903420322, 15.192822749515004, 15.045035737995157, 15.214772119350238, 15.096963559125617, 15.068896811418327, 14.51649887948954, 14.982094339496212, 15.358409262348665, 15.19060977626869, 15.197210458056878, 14.903441009852047, 14.955607943792616, 14.99802494960245, 15.258130575745614, 15.5961206364953, 15.127040675697534, 15.460715059845283, 14.932271657615281, 15.332884367528639, 15.123204051950779, 15.24841813197201, 14.609549190518756, 15.496145584138791, 15.356557731249675, 14.94435638252105, 15.40016790545015, 15.755785011924306, 15.88238600117194, 15.670025630133424, 15.174842879119527, 15.112808149092393, 15.916588492185383, 15.175123852751197, 15.279512273042515, 15.847247739941714, 15.127126150755517, 15.591793878592481, 15.06298509221152, 16.003796703676716, 15.10754102021539, 15.962159399553459, 15.487914665938384, 17.122931139445832, 15.356883096594833, 16.106449129036644, 15.497583530145157, 14.81500158364873, 14.828355939887157, 15.236159256301672, 15.25841746072546, 15.345339692635477, 15.222124656846049, 14.878872707670828, 15.7900744642692, 14.958474140144684, 15.452926646855744, 15.809314812627504, 16.753943507801743, 16.50490961997181, 16.30289768513265, 15.582105870019463, 15.293213323151798, 16.173154239856846, 15.56344275477801, 15.003733846631661, 15.284441404625872, 15.310476987813113, 15.363259286181686, 15.378055808567508, 15.057319144633526, 15.196886386615455, 16.38508832789645, 15.533186110742182, 15.660575940541118, 14.999316634232597, 15.082654165851046, 15.140771984416322, 15.697283703599341, 16.502698997686203, 15.504693814089743, 15.547051916893142, 14.632280542436765, 16.129653356314194, 15.07420239746008, 14.978919677469474, 16.696916098163943, 14.885171910958753, 16.424189169593735, 16.63984522475825, 15.602313267179182, 15.380550660866582, 15.401771117577445, 15.231008081340729, 15.526480937690698, 15.253944535567081, 15.420602337399705, 15.088673361396923, 15.13791131493271, 17.170354799275547, 14.802302709465538, 15.391186800441876, 15.224508599986121, 15.356444086519367, 16.693016575301478, 17.090623668677193, 15.304231190267757, 15.148114513126695, 15.963496319760543, 15.44065314571742, 15.580535041960834, 16.842657665797365, 15.951080414141158, 15.529778723386256, 15.62919803763155, 15.313095703462354, 16.85564092895975, 16.326466103925515, 16.46689117444728, 15.577008697251697, 15.351489294062441, 16.14993653398667, 15.617966096026468, 15.877478213598732, 15.063997419778746, 15.779720026472049, 15.553359932608748, 15.416296077423834, 15.494589706245751, 15.788389820892599, 15.854571840070681, 15.411859733466283, 17.272376126374184, 14.978897070251108, 14.815726499166317, 15.05127178427838, 15.254732430093432, 15.48860976529979, 15.058258294814932, 15.33987120963303, 18.023076852959214, 18.225873662488258, 15.863931658322667, 16.427509106938373, 19.275509837094425, 15.81875941911799, 15.54111011827449, 16.677238943979567, 15.639847094789507, 15.220325425059306, 16.41161515359668, 15.488428081895368, 15.03498421775642, 15.487946653043347, 16.01984421565911, 14.57648295012637, 14.84545953400777, 17.609597747578352, 17.157577413896192, 18.679980348874565, 14.556018017450308, 16.196751121887516, 15.10185147463676, 17.686782120509207, 15.562463844274184, 15.888765556678129, 15.860827178562165, 15.848727089760024, 15.170566268590228, 14.808042574360089, 18.490268138761564, 15.45533884237719, 15.433460403959973, 17.254269870711596, 15.342865141549579, 15.601265739597746, 14.593595690549735, 14.997578247444377, 16.0050764933235, 15.787742433059544, 15.869933672425715, 18.193773757858533, 14.553107582993643, 19.98376615428642, 14.95451448606246, 15.072796337587288, 14.699652604291359, 14.655611734258843, 16.072567043889563, 16.210280944370062, 15.624767747252127, 15.324595170575053, 16.936626314427297, 15.656972252174022, 15.365396661405722, 16.056896958115832, 15.296691142785189, 14.525524866379902, 15.076000794224212, 14.40293229833154, 15.481724995978828, 15.007345860622067, 16.136110973861815, 15.732101759685424, 16.736637008621052, 16.026289361354852, 16.302622787180372, 14.341728063393646, 16.66822587109269, 15.760918873766236, 16.21117509050699, 15.824309655687308, 15.401576029240012],
},
"2016": {
"x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300],
"y": [17.307221780905284, 16.234776478792423, 16.30364088551167, 16.379029565763854, 16.52356312405983, 16.24530925560526, 16.006540792933116, 15.85403446105224, 15.723979893931466, 15.63501113221084, 15.581423241492276, 15.567203466817464, 15.467076541338761, 15.384256809950589, 15.217246561754829, 15.10033102057403, 14.983988497758792, 14.891815052698316, 14.778270674791566, 14.701723831957946, 14.62637352080993, 14.516481461285027, 14.50465541788953, 14.428207241225165, 14.37516921139166, 14.361626978901834, 14.490208181211544, 14.548160252144106, 14.598462844559366, 14.752690053910175, 14.828578155120072, 14.742911603952818, 14.773274548959739, 14.647794448552009, 14.56823005496042, 14.613763862920718, 14.426621123682969, 14.478844375622407, 14.422306783085949, 14.527778623598294, 14.325195633814634, 14.390594307260038, 14.364773158798116, 14.383213457600299, 14.35308212412287, 14.352372514800544, 14.201870671662768, 14.277748866799087, 14.312696383944079, 14.313891188907224, 14.329383264656686, 14.47149939181459, 14.491734262509468, 14.513431812957156, 14.588016261640757, 14.403651347510129, 14.51384158930121, 14.624577984096032, 14.822443028314837, 14.48737379308041, 14.425541898334243, 14.430122773766353, 14.388508890641424, 14.504527435519458, 14.464901503427619, 14.653700915470745, 14.595648024211519, 14.449564315780473, 14.612423755765175, 14.671255472629436, 14.523365635575571, 14.570864952164412, 14.675754875651336, 14.611781322204267, 14.50904332362948, 14.551067538526674, 14.396781112278433, 14.4996889940005, 14.75348433384515, 14.748574368311367, 14.682659515657313, 14.817868067283271, 14.66048427952218, 14.62898199025576, 14.667195610554206, 14.72678737366503, 14.792133972263503, 14.544303597718525, 14.693020091609378, 14.654447026029196, 14.703904432040945, 14.424298987064056, 14.938344051200023, 14.619739917906342, 14.565987744854835, 15.107383346624445, 14.511204728522042, 14.449450604819619, 14.60351580074054, 14.433500805057605, 14.743392142728267, 15.231768885000825, 14.761516121146009, 14.61165675226126, 14.90598336405985, 14.91175193989237, 14.564636821247571, 15.103038504218528, 14.478713406434574, 15.227275522759577, 15.022744873864598, 14.620219145961974, 14.785211033367963, 15.13012168013741, 14.966301178256803, 15.023857320232775, 14.932136164613826, 14.916861609698104, 14.89512418972303, 14.771309185194937, 14.629565522238666, 14.801613342132413, 15.031938958819314, 15.015627929689526, 15.169636442102666, 15.248843746873948, 14.5845960664532, 14.80060552408705, 14.686464454993288, 15.211243508451018, 14.843377415541585, 14.78139335553135, 14.709272565819346, 15.042772236679735, 14.901835278704146, 14.87732704967686, 15.110419431311994, 14.945782391612148, 14.77586496097264, 14.697465204514597, 15.018728840934191, 14.648390805578318, 14.503034231961104, 14.68954892015273, 14.82810870022996, 14.569718037154127, 14.572628356722591, 14.858948316160495, 14.556753268113512, 14.757877361048365, 14.611562311403345, 14.717578588265276, 14.733806351762832, 14.867930349202046, 14.708928870526954, 14.60690642587284, 15.14502452412242, 15.107548842832665, 14.415694833175626, 14.737446116732965, 15.01618490970902, 15.025735505545079, 15.015223374474092, 14.788751431936802, 14.86620257038334, 14.931136458043323, 15.740785615445478, 14.808267919803718, 14.972592668748439, 15.141946935844496, 15.18472280586112, 14.85580192562743, 14.590730129109179, 14.855881371809206, 15.078635844463975, 14.917158174494922, 14.950622357039615, 15.201539290162318, 14.82959828904692, 14.889714788370952, 14.988233657264535, 14.910959338958069, 14.682041728334324, 14.697007957600201, 14.841925030620626, 14.895353098337022, 14.902095228260611, 15.086857166255568, 15.215767403635036, 15.56933817584006, 15.024896525609627, 15.167838031837093, 14.94121712496779, 15.024931497552117, 14.492560629538843, 14.741020592228535, 14.507200801687778, 15.458663873044172, 14.316896863535968, 14.609290807064818, 15.027364270163478, 14.936512288174443, 15.253954037048475, 14.510609936444846, 15.916676128127982, 14.656533951948624, 15.345831998830816, 14.254683784179212, 15.10289649943302, 15.38091692240808, 15.141691037390665, 15.165877037351509, 15.199873038454554, 15.16527646186345, 14.76968338527267, 14.954832100582504, 14.836598589446387, 15.110291187450528, 14.641863100383437, 14.937350641186566, 14.841399293047491, 15.467068880425895, 14.665284963662575, 14.817881002793591, 14.598636006589858, 14.684164028049974, 15.14425828783176, 14.422497163470021, 14.796764157649553, 14.744954865597302, 15.404677012769369, 14.986457456438755, 14.81969445960239, 13.992963378364456, 15.195532009187653, 14.845520034088448, 14.004280102433553, 15.041711235754534, 15.02108593809691, 14.738176887035477, 14.69767387768106, 16.03853288392953, 15.08406239514085, 15.177005242060092, 14.983154630158717, 14.728424188043775, 14.71519779072297, 14.726374986516426, 15.094235154391239, 15.029036096533034, 14.854841251155284, 14.885824338461951, 15.048620593479637, 14.83695301506028, 15.690625629638612, 15.373086697008327, 14.653274585194445, 14.857267781088177, 15.085373410780127, 15.95265927867797, 14.252191466013802, 15.461625044517037, 15.424916495835996, 15.135633081682494, 14.924146425445693, 15.17655062132758, 14.146194759260652, 14.877595658709714, 14.826823556584703, 14.934354978925048, 14.860723131282562, 14.902811748406107, 14.269230470566441, 15.443474729284654, 15.51211361992304, 14.931369047553755, 15.251102680088037, 16.333014054316223, 15.348153571473588, 14.994998859814807, 15.02055006842947, 14.550322529281782, 16.747685377509097, 14.61405061842175, 15.271423606471101, 14.913829430481542, 14.942304143822593, 14.880191844218682, 15.205724737725303, 14.508432092262984, 14.94832514929929, 15.191642071801384, 15.104062600091243, 14.367253080997536, 14.820283025758636, 14.902115518264766, 14.976713453340755, 14.53661719522025, 14.57269990405486, 14.383623568744957],
},
"2017": {
"x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300],
"y": [17.338525603992114, 16.203745269249215, 15.743623454352441, 15.734634467146362, 15.589952534971571, 15.674756753821354, 15.809161959808193, 15.984202107160641, 16.4241410848677, 15.748360557975762, 15.503652893791108, 15.48276933725104, 15.359691775186452, 15.265874486753685, 15.27002791496366, 15.30935492406096, 15.176258134181692, 15.148949478936686, 15.028798289991284, 14.90744299336548, 14.820689888178931, 14.730663559534568, 14.698074187272612, 14.682410624091638, 14.583179371506233, 14.53150003082502, 14.53885706635866, 14.532888163095201, 14.459774520912301, 14.477194920807293, 14.451738865284145, 14.434821354142883, 14.41092827247155, 14.399897943713333, 14.369944479331494, 14.394540607240975, 14.421030541126406, 14.402463627156687, 14.402775919237724, 14.419437640759872, 14.367993463310803, 14.500451281790058, 14.412866100031703, 14.462751191430899, 14.406691066470577, 14.39351237812279, 14.42370247965012, 14.394195683486142, 14.367637888631284, 14.317040785476035, 14.384165211134619, 14.342293061646123, 14.256587327198664, 14.255209117053106, 14.161250551154946, 14.182886130471418, 14.337296431014249, 14.250283553686213, 14.315223610910822, 14.29277934588697, 14.259173667263372, 14.309373028552786, 14.26932675271818, 14.25296041254812, 14.297957286484179, 14.291230396774537, 14.3288422595368, 14.391208183310448, 14.508950496368158, 14.369923015151878, 14.578679879400276, 14.643292099792278, 14.503639422745408, 14.395277634894851, 14.617563409720901, 14.320809204278323, 14.326863770514343, 14.492267481694547, 14.53833400544276, 14.479261811733661, 14.390689624911246, 14.559188164442414, 14.347725987723816, 14.39174864710453, 14.532684077312041, 14.477688969937942, 14.499122225226834, 14.38917045391089, 14.393872052024337, 14.353218381093932, 14.470166967628375, 14.369508699574117, 14.419008254975036, 14.542500865279285, 14.560838318132463, 14.58058785889303, 14.607055203147862, 14.43193144016228, 14.829687836802265, 14.449026644037072, 14.48998003947198, 14.611917269679976, 14.599098659379221, 14.70752026139727, 14.702225056022963, 14.456101785047814, 14.653484092796994, 14.70689023296051, 14.435274179143056, 14.532231364945941, 14.521113153182691, 14.326819931888322, 14.635369987417324, 14.603509022887518, 14.682676839692993, 14.577873452861347, 14.457069909806911, 14.57983212015869, 14.439574851221634, 14.56952208401313, 14.481436757921992, 14.605696638301199, 14.663586360418082, 14.762704505619975, 14.696344599118095, 15.058978095342402, 14.679614275191193, 14.782876796374236, 14.4329249104854, 14.56553422568721, 14.83391429316557, 14.748817492666898, 14.703605394383715, 14.609897874420477, 14.616378288322748, 14.77832918471473, 14.479572959548198, 14.839584695885266, 15.073442936116525, 14.453779301176265, 14.823911857453854, 14.660256560107975, 14.665502643560991, 14.749573922593015, 14.71023539853617, 14.75193393865211, 14.62104590642465, 14.605726048725387, 15.23915168638822, 14.595007415190265, 15.036796604259008, 14.69937457019285, 14.606595698619232, 14.406195191711271, 14.844717776160179, 14.637451403580533, 14.73051115891568, 14.524288854877469, 14.917830094416082, 14.614947053211404, 14.481609856640228, 14.655834471577693, 14.227499362972685, 14.486019268378959, 14.601624977436405, 14.75459491314579, 14.595313529419624, 14.72509719938368, 14.716095939861956, 15.042036469594322, 14.822071159312484, 14.704056751960753, 14.814756972832775, 14.660566475923453, 15.32705108123779, 14.811430469464787, 14.753795298335223, 14.787537787393061, 14.726258599649885, 14.888144523578852, 14.578666188666858, 15.48832732403903, 14.893041433317489, 14.842996804540338, 14.719123031667849, 14.951437200499774, 14.413844979385376, 14.542864925725786, 14.809384952949387, 14.950312336308098, 15.033195874525896, 14.9942146762989, 14.72594276483278, 14.818267391408009, 14.833977053560968, 14.935809475323842, 15.264943149866932, 14.778009547157467, 14.870954635676403, 14.959498334141584, 15.08716336448507, 14.520830803617603, 14.952029182593325, 15.087540174436855, 15.23470807359972, 15.410612858318652, 15.053440134797949, 14.721241033320792, 14.965750225636034, 15.41726206267645, 14.981004593158513, 14.753634737522535, 14.864483127379483, 14.711506518090479, 14.744846795714427, 14.579622519532153, 15.33109505629075, 14.502654549125777, 15.075854816302078, 14.404490632309455, 14.583624500642594, 14.812122832723535, 15.083552248412369, 14.89488400720679, 14.80901764184227, 15.377589395843788, 14.607655632691126, 14.661681978639534, 14.94182918388782, 14.524723199136687, 16.378308656806624, 14.744146709196684, 14.568067658615197, 15.20825130391414, 15.43766325471979, 15.377202599450115, 14.788270335652301, 14.972957705527788, 15.569618923359307, 15.035417167620839, 15.716903651264683, 14.861895451311895, 15.273852366705366, 14.823991172300325, 14.586889078548603, 14.993219393776187, 14.705643220833624, 14.813598650853102, 14.579683191023557, 15.09572503306876, 15.249413549876413, 15.018545433789917, 15.001407309408743, 15.266611462536407, 15.295055951617993, 14.767761903822773, 15.206324462510874, 15.559532265914733, 14.785568626693545, 15.113806291221003, 14.790114427375459, 15.096261371426904, 14.53563755791196, 15.332730200170944, 14.73449338379727, 14.383623969590408, 15.191473711664047, 14.611626122188666, 15.499340732138753, 14.67712043132989, 15.282937735532999, 15.429914403297502, 15.373442513947067, 15.905383903260773, 15.234888147062103, 14.688116267490793, 14.465993946950508, 15.165784388673215, 14.841821728155802, 14.953859599973894, 15.469443331628613, 14.771122101766585, 15.047230872308521, 15.123684605453414, 15.176629987437977, 14.98265529965959, 14.678296918807122, 14.835686619841164, 15.2011887342145, 14.216768660472994, 15.544884200637565, 14.808085893691599, 16.411735465807038, 14.955775618549108, 15.476155856267278, 14.957565845543835, 16.02528738696533, 15.032999674760873, 14.633066583922867, 15.231517143471306],
},
"2018": {
"x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300],
"y": [17.08551151136689, 17.017409528265063, 16.473327146320948, 15.489607077583976, 14.99999142269165, 14.91941818722109, 14.934676916202214, 14.905168583562467, 14.889779862855368, 15.101460828368536, 15.277767914352683, 15.372562426056486, 15.237912427608558, 15.144916550505076, 15.097228076989598, 15.027981638522666, 15.041650504633653, 15.039315955294928, 15.079673813248638, 15.01559865162396, 14.86827687590184, 15.035103083818093, 14.979396295193135, 15.004577409363677, 14.868860388977389, 14.706868255708677, 14.682132861614424, 14.58608796051945, 14.583801121238027, 14.602760512229612, 14.635499944457107, 14.54985476009246, 14.517388362803912, 14.424612593267815, 14.356443505732349, 14.320246164742109, 14.32942869403736, 14.312540328006811, 14.285359354029762, 14.23664592294733, 14.2216004270453, 14.26761556180727, 14.272762101599167, 14.2435412514733, 14.179271594687851, 14.197076962309092, 14.156703101832047, 14.160208286167808, 14.175229746671393, 14.146635777103596, 14.119723989874416, 14.166581376841608, 14.11063165634931, 14.158191428075831, 14.123590757983367, 14.084318666837452, 14.037386481477629, 14.052929271479353, 13.999064575195867, 14.029998213491039, 14.085681596698128, 14.115590275368502, 14.057376003054532, 13.95691072215424, 14.04820478262793, 14.006810938903278, 14.16821288854753, 14.046307574280926, 14.157018440960517, 14.068759463432748, 14.009289321906962, 14.101583690268125, 14.084153022450309, 14.128629997577798, 14.054478824631365, 13.99789759007014, 14.029294022700793, 14.120556559672547, 14.06850831154868, 14.193091716662481, 14.111214488209695, 14.057745125547271, 14.163744339369122, 14.203482287973332, 14.084023869280376, 14.087059883933515, 14.159595333199121, 14.250950032773568, 14.044348353827543, 14.139417225867433, 14.388449841133475, 14.086184279954336, 14.13927865138474, 14.103454229226045, 14.17936753834711, 13.997130775289959, 14.175686386038445, 14.040504409332115, 14.276567944025343, 14.130128330365181, 14.157628882251041, 14.118883833248233, 14.21411018421439, 14.158315748739875, 14.374685589752955, 14.205982942155632, 14.07231131157327, 14.148826256775408, 14.0463063135345, 14.29559105022842, 14.699947308651737, 14.224844793204428, 14.270933778435285, 14.45803225547581, 14.982456953901945, 14.31781012375104, 14.274597726232665, 14.294033160896166, 14.223513900945731, 14.384520341367507, 14.463819877539144, 14.488171518604748, 13.979611784952175, 14.272705963111509, 14.410017825884983, 14.343266018381327, 14.323089655828728, 14.124110925918979, 14.344805655428692, 14.288532389553106, 14.146709166565785, 14.43993740768601, 14.484295925445798, 14.359979583505035, 14.390022354485474, 14.481346450985473, 14.497645969227946, 14.73482258133124, 14.421206373719997, 14.557374979130687, 14.389218845252664, 13.921585899547281, 14.524009855576425, 14.404591364406048, 14.445618911203617, 14.53246479076758, 14.695596471265455, 14.541356275372726, 14.720750266017621, 14.733047385457983, 14.399671256473548, 14.730309069788058, 14.573360150553853, 14.829219177535798, 14.616642710080793, 14.553439665610382, 14.585681016503, 14.696499921083584, 14.254707775168475, 14.532110701362317, 14.611323085768618, 14.543545533821455, 14.594876336705177, 14.569194658920264, 14.482698701837924, 14.694438504643307, 14.335206265450186, 14.548170393027661, 14.595343524718512, 14.313075747032116, 14.419399996099525, 14.622371217096244, 14.445095461274985, 14.417828340402506, 14.590657959466622, 14.290907126746568, 14.537614442655705, 14.343957392622876, 14.35706953914797, 14.398020676700606, 14.22368723103676, 14.437905951752546, 14.674447600091657, 14.75625998516921, 15.579670438788382, 15.065195933489692, 14.477353129283996, 14.340181955802624, 14.649093255070694, 14.22899776464687, 14.797860784901735, 14.175241156618343, 15.08660683229495, 14.54174486952973, 14.51034016113076, 14.711416365809932, 14.917069256432894, 14.413902903342057, 14.51579671870371, 14.363158781681612, 15.156257729551365, 14.351562381589106, 14.631626094733827, 14.54160309139232, 14.958644551508241, 14.328040536196967, 14.836468602447896, 14.618058058761168, 14.687128172180751, 14.585715117544657, 14.758648910227583, 14.619303844564032, 15.16452152995779, 14.966621742960358, 14.500593602710854, 14.860684515921202, 14.735198796861527, 14.7054797386434, 14.656783902436345, 14.756265260740637, 14.151289774685646, 14.589083808577307, 14.597878649264747, 14.617067130952734, 14.810381739372293, 14.723288507154296, 15.169244896607879, 15.222911100290771, 14.516473252534535, 14.654221879404016, 14.597901258041633, 14.776648468745911, 14.861584739898804, 15.23897106330057, 14.60966370623957, 14.873671194846414, 14.93612904100658, 15.015972197391466, 14.683478811048316, 14.826474923051949, 14.99467004706795, 14.801534903481752, 14.766829811699983, 15.0966363430717, 14.914861100323844, 15.183919855400513, 14.245321211762812, 14.190354276751055, 14.766879254304731, 14.142545990111227, 15.374573934831558, 14.859978645365866, 15.296454128235439, 15.005596202148249, 14.744984863401601, 14.34643807720319, 14.475034908089677, 14.709114468534864, 14.736943186983439, 14.42073814550631, 14.506059499704438, 14.473742463397024, 14.618391200324082, 14.589891533142023, 14.997001165633769, 14.795483671635305, 14.27848789177751, 15.138255578583978, 14.834263127695507, 14.771238943514723, 14.747213748240789, 14.798733124706626, 14.532918351260932, 14.950583102776458, 15.552259399468454, 15.12783446905641, 15.215579477179926, 14.471794830430369, 14.740651466871597, 15.144502305980348, 14.875364956591815, 14.443567163521013, 14.875743067972856, 15.129241877637964, 15.3090759550837, 14.768736872364462, 15.1841234624018, 14.51734231534217, 15.036041111737525, 14.731338820770624, 15.261412313678711, 14.295315456490005, 14.99224943887244, 15.098297215130652, 14.739582684146058, 15.40461423557035, 14.505097386511684, 15.038694095563027, 14.494821021436477, 15.21965220393292],
},
"2019": {
"x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300],
"y": [16.818363305107052, 16.9384196002684, 16.373544163301144, 15.915842635402715, 15.495413806206251, 15.21813749917199, 14.981956303655137, 14.838254291964295, 14.76689313041234, 14.717622741724327, 14.652035688314417, 14.675703419603789, 14.676956961485203, 14.68153300251823, 14.68379760210929, 14.657486268060575, 14.676872680734599, 14.660069429839945, 14.634235874675083, 14.594851416980822, 14.532981693881329, 14.518467506154115, 14.498061602754063, 14.50359008364371, 14.499692504768717, 14.497089885925234, 14.346527214520817, 14.375469479863991, 14.36217746815957, 14.369260433451691, 14.567961179021168, 14.592515669479713, 14.582806082614281, 14.427714905350035, 14.28349203614485, 14.244431746998693, 14.17335303845642, 14.13413706921266, 14.1704889894961, 14.210070752006516, 14.164155842322359, 14.241401877344122, 14.259333116642207, 14.26209597790733, 14.233323759820998, 14.27527708370166, 14.235957127875976, 14.260371069971875, 14.251584104018576, 14.246656629527484, 14.364605885916907, 14.292805105377587, 14.199796446635496, 14.411856208959865, 14.406722253424034, 14.251555504989668, 14.317774155701631, 14.272654395870804, 14.185324746396732, 14.085700290006402, 14.222972725734655, 14.00716838577262, 14.190132352105405, 14.233049849028568, 14.284342014396278, 14.137968659408836, 14.275066624183827, 14.392659025077748, 14.140964316097964, 14.259717421340069, 14.342471907094104, 14.17383011709637, 14.013535232449604, 14.327288484160523, 14.139968440566038, 14.395982360090636, 14.207331288389051, 14.140194363686335, 14.204859886070256, 14.432860215814515, 13.572486504393169, 14.252771725460635, 14.095564630892566, 14.363579419734007, 14.418378787697504, 14.26376709920845, 14.351803131539878, 14.38357383763439, 14.40615109787678, 14.281738198765106, 14.18807550562207, 13.869380756576668, 14.36346954737725, 14.276972917585828, 14.3604303608435, 15.188735964867677, 14.792139152181454, 15.098762493319898, 14.87784455761382, 13.884399310877278, 13.859563871251646, 13.836993020011077, 14.051264784446204, 14.323106670622142, 14.514366953736504, 14.516665443761871, 14.750357301218527, 14.199680753932574, 14.416337292709834, 14.857635888054926, 14.384030403976343, 14.902915738566662, 14.323945972002745, 14.466001050980731, 14.354049612607561, 14.229693987628325, 14.710493178618231, 14.548242314603701, 14.497546848597976, 14.356404424959749, 14.53530968254845, 14.27400897380326, 14.332690564745262, 14.472114483414982, 14.346963017872124, 14.735745182840818, 14.410660190079582, 14.661404983131112, 14.5679107208867, 14.78705195945152, 14.284570571196062, 14.450880101798376, 14.40282201981158, 14.421063475750937, 13.694975403417804, 14.134743853086364, 14.431594417898266, 14.452930007412851, 14.466336558468972, 14.192810846247854, 14.382971433599055, 14.60549520534943, 13.857005504326008, 14.44726389661245, 15.882433447671191, 14.931474931358919, 14.660164271592702, 14.593546234799078, 14.27183471486294, 15.066894098641765, 14.536617568488758, 15.117366296649658, 14.56638968512836, 14.750528595558201, 14.468849142258842, 14.896127642308747, 15.019204503159425, 14.706498731150011, 14.627792723676187, 14.742346111733225, 14.60481349294382, 14.97509955271017, 14.336567817167849, 14.677503440539182, 15.218089838817582, 15.402562958356604, 14.187143176248465, 14.78658600408109, 14.794912292258529, 14.609724199324852, 14.958991912036334, 14.209041084136771, 14.983361291635962, 14.341997698680517, 14.665256016769371, 14.761917546948164, 14.535832785640112, 14.22107360427565, 14.532382759740454, 14.80442504890915, 15.001451110568746, 14.666429595146187, 15.040283093745517, 14.830024662429224, 15.178689445578676, 14.74487535109334, 14.76226189171742, 14.216006491892387, 15.041870740922365, 14.735238928256866, 15.064160946520538, 14.187571631865708, 13.952757907461969, 14.671414201788117, 15.254778187750826, 15.00803314937916, 15.101744169852097, 14.597755929912422, 15.516273859063304, 14.859096733328412, 15.156726701434254, 14.83635437461029, 15.484892021360674, 14.853687890573905, 14.452850335271902, 14.902735468954816, 15.314779072773824, 14.201654493889864, 14.733634310314255, 14.603323437807163, 14.316334447980559, 15.651563635776926, 14.5428461114861, 15.634935103903274, 15.450083839772201, 14.81805887551945, 15.321542090540696, 14.953636433367153, 14.61533324387713, 14.856432629267461, 14.497654236558567, 15.19369187303432, 14.084670634034236, 14.559689946051137, 14.422837261653042, 15.326590541934966, 14.815694783570903, 16.11336335053699, 14.477894981937279, 14.658815929384009, 13.94824345787607, 15.091958715074714, 14.546801580697949, 14.499229190729503, 15.13412159656476, 14.168547246908107, 15.30210597311838, 14.828094825752267, 15.426011740409116, 15.158619144016168, 14.88084924072268, 15.060043720557001, 14.930340549832115, 14.868785091552331, 14.976821021905435, 14.858914068549007, 15.705812291184321, 15.290013367208434, 14.593670122497366, 14.312903147417623, 15.407973867347854, 14.846711542803762, 14.297227950036165, 15.019140596498042, 15.089245438803882, 14.914069858294754, 14.806508542112516, 15.334831231998987, 15.025878044500283, 14.919244367134333, 14.49300092717289, 14.737776979953303, 14.164272143865894, 14.822269643198338, 15.38840525416425, 14.894979478886672, 15.22223690619034, 14.327600485303089, 15.044064869948848, 13.84937939564519, 14.013057380266105, 14.972762100285964, 15.169941531740305, 15.024904641298892, 15.266379765285302, 15.12116347813683, 15.663150784684255, 15.289208121912026, 14.851834463840662, 14.098011319425714, 14.820968406564596, 14.432522049087067, 14.951442280106699, 15.347772241491882, 14.965616703639899, 14.737050989961581, 14.83879871083048, 14.180030416603776, 14.456052122204758, 14.706780316608707, 14.623600289797057, 14.122283891907626, 14.45783579937423, 13.954283695642895, 15.33804388915092, 15.326367452094553, 14.104709635258217, 14.572119980695652, 15.97127672565096, 14.502429220203572],
},
"2020": {
"x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300],
"y": [16.98821894111693, 16.370513604792954, 15.5962992453352, 15.34457724194128, 15.145027410230577, 14.961204778914126, 14.81681914711489, 14.72701624334705, 14.705103953556968, 14.659639224347323, 14.585941681915887, 14.616406148288082, 14.54489696103787, 14.500602728666788, 14.49438912322633, 14.476614809453949, 14.445764024706827, 14.451334081082246, 14.412458237106039, 14.453183197616022, 14.419415146317077, 14.375727605781263, 14.353189940035962, 14.386770485296116, 14.391023922379683, 14.369940063772127, 14.316986079363922, 14.28751116108904, 14.37695278550541, 14.376602719972492, 14.316083429115322, 14.412605409200454, 14.346012877362117, 14.194463592710365, 14.209962572796991, 14.30638291999527, 14.140715686001009, 14.11032354096776, 14.08932388255865, 14.163596362182776, 14.015274970719, 14.035500523445947, 14.081064777083556, 14.059262469872834, 14.098393089021668, 14.127387756897626, 14.177925151723068, 14.196369527393575, 14.110546228688507, 14.156041170771427, 14.292628768248916, 14.133254062565298, 14.076060255602068, 14.128683267299975, 14.100690560366042, 14.300641698843162, 14.189416892766634, 14.110541486570694, 14.042105925243993, 14.209573244412097, 14.09984824336511, 14.187626009998954, 13.9891768631806, 14.085976898385344, 14.110584718850642, 14.127695090137179, 14.047560139049365, 14.164531774421318, 14.243170489139297, 14.18711399265343, 14.252306645902003, 14.270660364725599, 14.018742179693277, 14.203152728170489, 14.11114000260732, 14.095189622320586, 14.175733016796135, 14.12640528525355, 14.1476195208239, 14.250949019383489, 14.28946911703642, 14.137797265291285, 14.124816493364671, 14.053800012469745, 14.257309666842751, 14.43422940581773, 14.202604513480152, 14.163614860908242, 14.285196582476628, 14.308994633625163, 14.673692934316794, 14.25088456318874, 14.19435275862046, 14.30723125536449, 14.042647691269732, 14.209698854879502, 14.573048625431696, 14.2512731159336, 14.119382008703974, 13.989892488209229, 14.42870954417215, 14.378769414148628, 14.498830747763531, 14.1687405789002, 14.352354928133906, 14.482755712427602, 14.540381004714042, 14.082061245171214, 14.308879059107138, 14.64413320939842, 14.55672975225543, 14.597762574178923, 14.653181628225957, 14.566651933285437, 14.396808171088576, 14.254814519309747, 14.652776690373177, 14.312076086663604, 14.297837324665121, 14.478635173676405, 14.766128492445645, 14.74281817130926, 14.050189687362222, 15.071164526876904, 14.089101804268344, 14.377873623198521, 14.428162387206788, 14.06090101738822, 14.73211046682085, 14.397391200359385, 14.969796825255916, 14.21181077427364, 13.953829520831896, 14.421216722135016, 14.244561500812402, 14.659544345732002, 14.30380214400257, 14.346494448420565, 14.643921909340355, 14.676353661427488, 14.582860513955845, 14.380169502805304, 14.445242737706893, 14.14426212786935, 14.487235987583478, 14.434474674750891, 14.935409896690082, 14.51557296420941, 14.533649625966051, 15.056389509181635, 14.369417913972073, 14.57519932507594, 14.529862959650039, 14.520311131600797, 14.751264602070773, 14.52303253663038, 14.034007982076067, 14.874614869845297, 14.893296491574656, 14.847032460077651, 14.048106705033495, 14.7857781889984, 14.394545504262544, 14.92682959969511, 14.421822402770585, 14.738597193898885, 14.81863405043246, 14.719529547006385, 14.49174656953006, 14.579206559493965, 14.496080113819792, 14.683939444539357, 15.178248516935348, 14.781161924065806, 14.690954262415783, 14.592626398646784, 14.620818563833607, 14.792313058316815, 15.04026046902646, 15.271165416222335, 13.633974549799833, 14.726471734141892, 15.12571733970632, 15.347289709822073, 15.20887032383406, 15.38889560356774, 14.47088499847924, 15.28835971083243, 15.683200945016656, 14.130414367622848, 14.958103273266774, 13.882635466123684, 14.261885168592414, 14.952622454125132, 15.121191440102477, 14.218448105992932, 14.04778667497245, 14.282879315894712, 14.388023835193884, 14.943734425279825, 14.573802965069763, 14.59533592628099, 14.137133673783744, 15.740756377040112, 14.738197920651777, 14.401407660047331, 14.678492445195307, 15.694388369476837, 14.970617129108886, 14.790890050526873, 14.081049702727105, 15.089240160980136, 14.973541692006656, 17.363773035244215, 14.30187824577634, 14.467930386802934, 14.516902572723097, 15.329479047198038, 14.624015710976884, 14.63473539904464, 14.373641210092153, 14.166605449430495, 13.783011574782721, 14.263544216558952, 14.862460470452541, 14.727532380698701, 14.531637756291413, 14.822949072623675, 13.786841833050836, 15.468646905878378, 13.687744658367365, 15.402759853996804, 14.554763109617756, 14.869860145474584, 14.696348658200264, 15.053898516516293, 15.585187607593465, 15.563313816410492, 14.67170366276461, 14.147429693845183, 15.075370337957708, 14.54650295647481, 15.179010783244516, 15.409213810776961, 15.515504225457606, 15.08444738015429, 14.28164868574861, 14.795723222168206, 14.494017381983374, 15.086575424633287, 14.5004735623822, 14.690241855908853, 15.16616264517412, 14.420163065055343, 14.645301486362538, 14.703220301962068, 14.849238046919403, 15.650596675034029, 14.632994392359596, 14.656751152341625, 13.42732972397951, 14.559955525204266, 13.86922509967631, 14.970856644090627, 14.777476492577463, 16.920064964091267, 13.862551797128589, 14.341017840554162, 15.05552539530507, 14.510146539196526, 14.82627197246354, 14.217575200807142, 14.558965165319933, 14.989795407670229, 14.864206988315356, 14.070177677455412, 14.591439215337656, 14.427307406625893, 14.658924923576608, 14.552212819309558, 14.496153901814848, 13.465088583786082, 15.279577878202042, 14.250419569473493, 16.682037909981887, 15.002301747811199, 14.982256666571692, 14.731409709159067, 15.049455411763278, 14.047122405829297, 16.130648201285517, 14.378254782238285, 13.578630316558009, 14.434082205270641, 14.021898725941734, 14.670519491759856, 14.453798843745222, 14.17311154064359, 14.402414278988672, 14.005273719141623],
},
"2021": {
"x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300],
"y": [17.125795647512877, 16.167745862518196, 15.628246706160752, 15.259120368931182, 14.926562361064429, 14.772507696160567, 14.648438494926047, 14.588138177135876, 14.54822196472763, 14.475861347759562, 14.460319047237233, 14.442843207466103, 14.4038296343842, 14.394511790461651, 14.348367943326428, 14.32853776014437, 14.327587327392449, 14.283804275698357, 14.259508539703859, 14.302287805393696, 14.282305711120337, 14.263298819721763, 14.285400767896524, 14.264218208695306, 14.202014100127334, 14.20328112967117, 14.216620715709263, 14.116703246320014, 14.113002574980353, 14.19797659791998, 14.184475437460227, 14.17140586394928, 14.153367169282923, 14.105488824436396, 13.974118638251884, 13.961962352804841, 13.941713929826346, 13.905724479598716, 14.00303964026138, 13.894208584015068, 13.888198442124644, 13.910217270859699, 13.958348976096786, 13.996486767640276, 13.952433116756215, 13.881485908164867, 13.841327704307004, 14.010233855893194, 13.901290765892576, 13.964782990834575, 13.947668807360214, 14.002108660702943, 14.100236293569111, 13.913514059265415, 14.008878934326711, 14.1215861114549, 14.166863866092848, 14.060411692695627, 14.091507958506499, 14.042020007415392, 13.933502120084123, 13.976718637677976, 14.110112398986368, 13.946827178207108, 13.92074063569153, 13.719143640395481, 13.899877269504755, 14.032231641092489, 13.90552849121535, 14.030796627867813, 14.04078405713417, 13.835538213150517, 13.887683094620403, 13.922253279554539, 14.033362121502554, 14.003644608750475, 13.973479075909129, 13.912907524482925, 14.112683977468198, 14.03643922189136, 13.96315674414098, 13.830193463808813, 14.114193305067333, 14.054674185637106, 13.85320381041386, 14.168994234583005, 13.976630129998245, 14.09168283178549, 14.1360857562945, 13.930594160736613, 13.951043088939633, 13.829115383583336, 13.885756631493077, 14.163375698423827, 13.91575038053925, 13.558089809232264, 13.73735035053235, 13.913573293359047, 14.044695829875689, 13.640779071271522, 14.018409931371455, 14.228975095827632, 13.996144832956702, 14.189387423270379, 14.226768069678103, 14.174632825996992, 14.164681909355574, 14.183902661242401, 14.218647655424025, 14.427719491219426, 14.120208529383286, 14.106984808719545, 13.908662457927276, 14.473311879038915, 14.238014829218347, 13.934301621528302, 14.102096730568954, 13.909338128391484, 13.942206839197462, 14.181340588754892, 13.948523943371205, 13.972790388999817, 14.242211417447482, 14.420550819515553, 14.252479889698895, 14.383110307644158, 13.773742200312293, 13.743677908920969, 14.123502462283474, 13.900535882002238, 14.227020639667176, 14.06790568544232, 14.145869780275154, 14.19630099932665, 14.526115896114717, 14.30476007895747, 14.278952790980613, 14.094104422770519, 14.282651002326427, 14.55645026567875, 14.425996465486946, 14.247489799175268, 14.577661449301463, 14.171615177964057, 14.138150559959351, 14.140453785817485, 14.217873578980667, 13.851490717186534, 14.603376885590109, 14.067628519597573, 14.569609396603749, 14.421892354101198, 14.18606447086843, 14.610286991797324, 14.222404290019295, 14.177463114690175, 14.772381708813604, 13.945813796751972, 13.536192336089108, 14.28796650731713, 14.080941656546544, 14.22686051830709, 14.227778001967485, 14.038976189344941, 14.145769402674473, 14.459255001471618, 14.264209109526853, 14.330397197895167, 14.650372916133163, 14.001328479806302, 14.02193605062181, 14.39571200321637, 14.86536373425616, 14.081058712797484, 14.835973143990838, 14.509614662034261, 13.785978033174597, 14.218416384987261, 15.059772537225614, 14.329773021409101, 13.455808563243972, 14.033106617897273, 14.01086117134799, 14.16314429879686, 14.647739883711514, 14.79299365361564, 14.171276750577201, 14.434363850302072, 14.395519008657804, 14.756313790148624, 14.53292989993164, 14.314182828990615, 14.464415960302087, 14.558541262859212, 14.449437954637844, 14.502407364769912, 14.656588592503017, 14.45088862052063, 14.09056308805812, 14.236811303181321, 14.231726122876996, 14.150265936486838, 14.122433833612545, 14.573169122678745, 14.150500898745522, 14.786006868459786, 14.275586977128432, 14.814900767960614, 14.298983081050714, 14.344781106248757, 14.940281956685912, 14.523325722275038, 14.361925854879782, 14.112913799187929, 14.643600688980426, 14.464776383164972, 14.703064310400354, 15.23140965300202, 14.24925415277032, 14.78178791245899, 14.158468551563553, 14.567587404768345, 14.045160228650248, 13.909743120619018, 14.904771788947079, 14.464864882426511, 14.701568280102949, 14.577561494468098, 14.549581586109612, 14.737440257652876, 15.049080570434281, 14.55662423106221, 14.011578440819184, 14.76264855634388, 15.163176883675128, 14.565235974601618, 14.091915332269688, 14.984113362787882, 14.676029094826172, 13.866299020013265, 14.689983680465387, 15.927299248097773, 14.917433254596972, 15.720855488048633, 15.418944787906206, 15.077852489181057, 14.312334973235492, 14.892481053218042, 14.076714562092736, 14.667594103784724, 15.048784123670847, 14.23970744963329, 14.39318449269954, 14.149865168637126, 13.972954122885588, 14.54854949471653, 14.940895335862596, 14.589664474442216, 14.11410654707021, 14.518360453034058, 15.096717055442163, 14.563630876592214, 15.269331276744076, 13.99825449560425, 14.199799941707067, 13.546127917522895, 14.363289466287146, 14.231699150792977, 14.144718620784232, 14.305210556262411, 14.240327214943347, 14.154756737284348, 14.236725999739331, 14.702599363479576, 14.931131307010636, 15.427790341157133, 14.931235045001246, 14.873751170955895, 14.255804970026686, 15.095188481903929, 14.153451168701471, 14.920787699775163, 14.028921996155889, 14.310174761231927, 15.57768454981096, 15.511896692870273, 15.10798687917088, 14.802647056206679, 15.454949178813044, 14.943240344711326, 14.32048149625778, 13.759952988479913, 14.644261901320323, 14.900051419685157, 14.678209426296206, 14.334390706426312, 14.153628773611098, 13.886696529108196, 14.000652872587368, 14.722629671267473],
},
"2022": {
"x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300],
"y": [16.573462144306383, 15.596174439863377, 15.234489173440425, 14.864627971004897, 14.647002560958002, 14.51062709463858, 14.40116555801216, 14.349422690109643, 14.281734213027672, 14.231951373725387, 14.197280476283337, 14.214511676417054, 14.202273839595447, 14.171133907480328, 14.1371714953457, 14.13608879907528, 14.124871224800538, 14.112949183925595, 14.053650535986394, 14.079177083693137, 14.036412783305957, 14.073229173001078, 14.047945299518602, 14.070015795369656, 14.025196613416494, 14.048131120574896, 14.027747521755508, 14.04693966880932, 13.989021728447161, 13.944881767368678, 13.886933089138001, 13.850051890871612, 13.856003976208148, 13.815068083718375, 13.837193877844612, 13.784655598298468, 13.842614301186936, 13.77557561009653, 13.77224160885926, 13.776600344846765, 13.826144019908194, 13.763706308109851, 13.717473009263493, 13.696012101124342, 13.794608115038537, 13.776246769386619, 13.734851495838463, 13.771958143359385, 13.726042906984397, 13.668899883848688, 13.757712183702036, 13.704560348339815, 13.783786123200786, 13.83641193388869, 13.868905832331333, 13.849645348448345, 13.95528051598666, 13.95505863029343, 13.839082246875563, 13.838436454468521, 13.915254552296155, 13.762764025908899, 13.688901609741823, 13.696755257291253, 13.778190465746299, 13.816006543875408, 13.82103497206815, 13.779428665282765, 13.754489087454546, 13.811443840881214, 13.770282324096618, 13.737755151636893, 13.718607326900317, 13.719391275894619, 13.689159138793773, 13.915030059440356, 13.640556357365238, 13.784109189921415, 13.898309014346827, 13.635058416855403, 13.682469750031643, 13.784077058586005, 13.614382036248045, 13.675298494725313, 13.668442871322661, 13.721886395110696, 13.789712241738473, 13.572600625198126, 13.673413438815405, 13.743332722827345, 13.722225182656953, 13.681662164837368, 13.626698965726872, 13.628119315894407, 13.442135002676414, 13.496458815371229, 13.89197866538334, 13.641461535501413, 13.879886838673235, 13.857813671327913, 13.904101718534095, 13.691589314679872, 13.688087764972993, 13.75019330569756, 13.775705815269305, 13.818048957104923, 13.838426569541493, 13.87378344390341, 13.95249789115123, 13.84161364290297, 13.793286673060717, 13.793855375859797, 13.612719779902854, 13.567372345820983, 13.727659226809301, 13.75814093748428, 14.016406773942144, 13.666026498207929, 13.76543524609798, 13.921578363669742, 13.62236868498279, 14.218743767416479, 13.894390824537616, 13.835036107967746, 13.821814354601791, 13.815352044657493, 13.63291347173543, 13.914142076335848, 13.902164591159094, 13.75340398879414, 13.757796232042619, 13.947361314339101, 13.812380150469728, 13.64842644927079, 13.680220428334186, 14.19128594688195, 13.90872163648549, 13.709915874495577, 14.305610405002627, 14.017476771896723, 13.913706939667822, 14.041925551417304, 13.792132210585926, 14.158571611438195, 13.719360968998185, 14.077474378392191, 13.872815383912409, 13.610435935627018, 14.21946622979818, 14.191843568768466, 14.07447374943782, 14.113187584666102, 13.853103994300728, 13.737467173849335, 13.85190476578892, 13.783777206918097, 13.877910972474517, 14.14083721762618, 14.097996519640605, 13.691792923044662, 13.901671052705835, 13.826731782170265, 13.76191264062571, 13.914158935505744, 14.075933365745223, 14.015337137986572, 14.020710391408425, 13.752585714099315, 13.916336207681834, 13.921541427751697, 14.538780447662331, 13.548031644597161, 13.877597908381185, 13.82785734202697, 13.835644605643694, 14.095853895847423, 13.628986120192666, 13.651555792433992, 13.684100113750324, 14.126303911640594, 14.12819638849766, 13.513658817667569, 14.04991026847487, 14.075349509287857, 13.599443864843355, 13.901653490393688, 14.116940866903528, 14.447795487232423, 14.175788401391147, 14.24549480637781, 14.082219655442112, 13.945900149380442, 15.41665075184427, 14.09092252237217, 13.962485170018734, 13.853324684117208, 14.300518130765969, 14.679034583112099, 13.890994648126625, 13.848914731733823, 14.074745430758165, 13.718497892807623, 13.813432378703823, 13.910230373201061, 15.891460291825394, 13.887027453230893, 14.240677540244254, 13.585805239111629, 14.219845664656985, 14.239986387939556, 14.256542956266319, 14.699671416202978, 13.034803839092152, 14.279526808318353, 14.203618557298823, 13.69942973957017, 14.852775292533702, 14.705781491940945, 14.880769009150814, 14.080929986418516, 13.98987102169266, 14.056776098579787, 14.200551441974767, 13.869018580766827, 14.172346721802862, 13.908701829131722, 14.05200499507018, 14.953861829658582, 14.478959291231744, 14.289266616246826, 14.263612965144183, 14.791179486376187, 14.66588280189917, 14.046588278734843, 14.270444904859211, 9.570273738497933, 13.393022696317052, 14.287273030446956, 14.586197406241359, 14.009519095765436, 13.913104133158772, 14.394982072391072, 13.845052383610941, 14.075398039003069, 13.720279996787793, 15.918307331487394, 13.950845891909333, 14.161031303839323, 14.414017113143304, 14.07798698493535, 14.028232685065156, 14.066164268512528, 14.122640702208512, 14.719223348813339, 14.089698444360401, 14.923133171863139, 14.027925447322207, 14.859904976591874, 13.828780032157383, 13.758394371554884, 14.212745217830802, 14.639594923560438, 13.313976437659116, 15.051782211486312, 13.466939926396423, 14.13584577145757, 13.997907138236089, 13.437786071216715, 14.143550112604196, 15.013518092830632, 14.310159900374993, 14.24309503024266, 14.882471681533945, 14.754081514779902, 13.952630289830978, 14.356518350098636, 13.841076292748065, 13.17557406572946, 13.843300304809517, 15.534713921188569, 13.489501667105461, 15.323003263489925, 14.405831914476117, 14.260543641985588, 14.23381356656912, 14.062976691107115, 14.71037740234297, 13.652258277537488, 14.414142143046723, 14.012733020591691, 13.738429608775572, 13.795105640310114, 16.905541410998413, 14.363532045313905, 14.340997597817381, 12.644035012321227, 14.210848531614518, 14.655835827595727, 14.359502747186784, 14.124354988618265],
},
"2023": {
"x": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300],
"y": [15.4293630385597, 14.827776633211421, 14.600432832118155, 14.43330043760322, 14.30586483681026, 14.203397641081045, 14.140361413924607, 14.101673126860582, 14.05840021694595, 14.033693337279875, 13.990003714671388, 14.001106927608756, 13.982387676044238, 13.960424890216352, 13.941694305252629, 13.928958405693843, 13.922871327026984, 13.90749356497257, 13.883187320364065, 13.870538613453949, 13.853682922141118, 13.839326154723096, 13.841949693311191, 13.851284862386178, 13.853606323578846, 13.851840301257587, 13.86166226046842, 13.872513892742713, 13.867295530090015, 13.870385212514083, 13.868578068850889, 13.848685425568009, 13.838736750620761, 13.825182992628129, 13.795340100698754, 13.809629502148145, 13.767911089744738, 13.75599639262174, 13.75925151191706, 13.751975433642748, 13.731931931502134, 13.714316407794309, 13.730848265421725, 13.681606796845, 13.670846152397202, 13.685040324991581, 13.687292733648798, 13.645627677729081, 13.635021438002346, 13.670103747374988, 13.62246956240464, 13.658574692934657, 13.65219324836813, 13.663836335892329, 13.666948307267594, 13.642643510414398, 13.672961601819406, 13.663525877548398, 13.667436573958156, 13.687522639036205, 13.647544546546508, 13.670704172336292, 13.643000490240736, 13.667107110344569, 13.660218070172265, 13.675550822990397, 13.59092599672469, 13.619850375757148, 13.651551988902462, 13.684288098100867, 13.599046453546292, 13.580905963181452, 13.620956017533885, 13.648408527460056, 13.60249514150298, 13.568078301644128, 13.6145797181229, 13.647719674647586, 13.531493703586886, 13.609260600121146, 13.687447710013837, 13.602215210547463, 13.563220813507392, 13.57176728376717, 13.664222431811334, 13.586259696651297, 13.571127927324502, 13.692682818016978, 13.599437831977406, 13.646024625160337, 13.645231022004468, 13.582760709524955, 13.597408008025921, 13.640791164279545, 13.58016693386471, 13.664139165839629, 13.553901320176095, 13.616471379535914, 13.574418885444663, 13.62049913139043, 13.595296717779055, 13.618520397945241, 13.619083853308746, 13.549404239296155, 13.515187660214737, 13.728226318739061, 13.618609127026419, 13.638021829042664, 13.684199453984574, 13.707676555543845, 13.541617144639595, 13.703834138276244, 13.519323579997998, 13.6031555746482, 13.56414632339735, 13.711610914557605, 13.529701508251849, 13.631734977501925, 13.657120297408555, 13.58489249685537, 13.64403630157245, 13.608235747585796, 13.512110498832085, 13.846959297419959, 13.488917791046676, 13.696834245583917, 13.61507766454769, 13.565377802829648, 13.790197786574588, 13.564346823139237, 13.5342157764538, 13.65148446769962, 13.570646849759997, 13.538878864721305, 13.608980817839505, 13.664477237928127, 13.532411719398455, 13.737437273256564, 13.519816331488395, 13.764368990604515, 13.653588472445573, 13.5302540795639, 13.57561188810073, 13.647608383912683, 13.728643890026184, 13.710097008284352, 13.75589344505474, 13.682502650080487, 13.684339202206958, 13.86749342599449, 13.645786331176726, 13.660817039716257, 13.638011389586667, 13.732387353692099, 13.687686391049773, 13.94728981311995, 13.614547412507926, 13.460552695752389, 13.857074456574574, 13.660326212827487, 13.718393121459215, 13.76973846040823, 13.778762864123724, 13.656959991670522, 14.214462072816556, 13.622739420457773, 13.645227120727897, 13.687497326712435, 13.649272554141808, 13.503550000252996, 14.052494437028535, 13.580311058963396, 14.14017314736784, 13.64182000911326, 13.886936632170794, 13.942674178813384, 13.801754161915504, 13.931144818346747, 13.584651322907064, 13.960391830857033, 14.178873989248789, 13.645923431288137, 13.97423140921055, 13.669569353257327, 13.915331700422486, 13.827145087821776, 13.736836827537942, 13.74766543270326, 13.770318536193258, 13.721033560006754, 13.710191655241298, 13.72744974500201, 13.845900599098753, 13.678446729208007, 13.902643304888189, 13.885717101405227, 13.800092557910519, 13.421930828385424, 14.22006344809192, 13.879986040380091, 14.134020605148754, 13.828712030750555, 13.713190050100788, 13.670401789346878, 13.948423234333882, 13.84481181587886, 13.818908981670926, 13.74582730003707, 13.94097096205736, 14.180988587482524, 13.792218775776533, 13.684855627228844, 13.881739174231223, 13.998746647008945, 14.576445279868192, 13.977974630190932, 13.537548783758675, 13.793279757360363, 13.712674433009878, 13.758696209000801, 13.912382937440464, 14.340144810498328, 14.03279240397904, 13.889996587251982, 13.862065986515601, 13.712302898403514, 13.797613183843772, 13.847295441275936, 14.422108283887903, 13.900169262027397, 14.247783256416513, 14.02056653491548, 13.99526374998638, 13.69358071050138, 13.828640744267325, 14.01321596237364, 13.824657271537166, 13.683602248925892, 13.933987455146445, 13.993921243916123, 13.720966315955001, 13.890770809341586, 13.426961283787957, 13.789886238259456, 13.904131224083592, 13.697354217113691, 13.710497864728065, 14.683006531539148, 14.315759264484964, 14.034699751802846, 13.890948305458895, 14.038907287423818, 13.298757873288494, 14.037824844116592, 14.162250808384407, 13.947058195824253, 13.806653590867487, 13.980386450979841, 13.667273172120268, 14.201737731565034, 14.447849496372461, 14.018697147254176, 14.002315381014313, 14.15231239942244, 13.73719042552595, 14.033594655653038, 14.03087108296539, 13.782578520604822, 13.660908086958573, 14.205910336717215, 13.930322566343703, 14.300591211697906, 13.808749910964323, 13.8076208806989, 14.169819824542373, 14.067537576689853, 14.306124453553517, 13.56827905088618, 13.592634469105525, 13.789396713937975, 13.853464456609156, 13.855768885291056, 13.710464058237172, 13.641314331273772, 14.295528532894258, 14.04977108393012, 14.153384726345907, 13.385524853965638, 13.484650040422745, 13.831061312642468, 14.15298734516191, 14.20289531849528, 14.116529526532855, 13.767652893233096, 13.715924776449405, 14.649027392365024, 13.603310028324861, 14.10228343978809, 13.704762155010586, 13.731715455443299],
},
}
for year, year_data in data.items():
fig.add_trace(go.Scatter(
x=year_data['x'],
y=year_data['y'],
mode='lines+markers',
name=f"Year {year}",
line_shape='linear'
))
# Update layout
fig.update_layout(
title="Perplexity vs. Number of Duplicate Documents Over Years",
xaxis_title="Number of Duplicate Documents",
yaxis_title="Average Perplexity",
legend_title="Year",
hovermode="x unified"
)
graph3 = fig
##graph 4
# Data
data = {
"2014": [[1, 2, 3, 4, 5, 6, 7], [16.82572561037536, 15.568688184472002, 15.81492345088457, 15.206355227978303, 14.957766124315622, 15.0626618458479, 14.868694970954875]],
"2015": [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14], [16.89591942700286, 16.065453332424525, 16.27127382267357, 15.98729389349345, 15.820859416672139, 15.607600911192797, 15.110138119917048, 14.775887397593593, 14.660655022362318, 14.588547400309, 14.55020529201701, 14.60127048285861, 14.629467286160864, 14.724440862889]],
"2016": [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23], [16.937063110995666, 16.159401045667217, 16.24178377816029, 16.073494730595225, 15.774737597940442, 15.621947075605162, 15.652955728810767, 15.490807185265608, 15.107547930881259, 14.976802818244652, 14.84517846815987, 14.839768640933237, 14.794471716989547, 14.63826024444852, 14.57725826735028, 14.446983381957654, 14.357863327746747, 14.370146480850329, 14.207796791759758, 14.067617540013867, 13.968037234662484, 14.015386030957798, 14.240341030736081]],
"2017": [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34], [16.731010662045737, 16.534529481773635, 16.624818021435388, 16.6027968727952, 16.309053610063657, 15.897351021398148, 15.28125612085656, 15.247650153402024, 15.254523671401472, 14.914419299947483, 14.734687782223004, 14.78413990847839, 14.632065773173599, 14.553246204352645, 14.566566717229817, 14.598997883895558, 14.630837564582592, 14.577208610859856, 14.519413074334954, 14.378498447103155, 14.230943065441672, 14.21486380216727, 14.267422050116286, 14.281606945252474, 14.285535565035358, 14.267266452303197, 14.183136371592417, 14.148268300539986, 14.21036055571916, 14.403658436211263, 14.07740471177247, 13.978242496152737, 14.002633023111342, 13.921442192327655]],
"2018": [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46], [16.36546565307699, 16.40198820766892, 16.223802437472045, 15.876190858008776, 15.67866795074444, 15.06202559354935, 14.90395971116697, 14.678203166785968, 14.584307457124408, 14.566603376547835, 14.716527825876883, 15.325114798824192, 15.153635738494962, 15.02749650458142, 15.001501640976104, 14.928437622685198, 14.82066263298361, 14.821925418558614, 14.766538823073754, 14.742836908980854, 14.56365471694568, 14.676889493065413, 14.554327268897188, 14.532997117657752, 14.424665661602356, 14.498427111442304, 14.503622356394782, 14.465294436509943, 14.238209588803269, 14.138531026657803, 14.11633073136879, 14.139167312709546, 14.018054330979824, 13.99555243574117, 13.944770385859002, 13.893353445566834, 14.062344563726617, 13.93602183204734, 14.021518977400955, 14.205273479299835, 14.476114932821364, 14.707612238290547, 14.403724822460271, 14.134464626849528, 14.444143421676507, 14.372513155481114]],
"2019": [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58], [16.430122616908218, 16.959894024725404, 17.530494343918114, 16.868158683774006, 15.881925908038214, 15.534071764082064, 15.131599277920825, 14.912091189771328, 14.670101527122705, 14.591504400695127, 14.405999306200146, 14.445437111619501, 14.460150974610382, 14.484377024024335, 14.454923933668082, 14.419367200283267, 14.413528998792588, 14.362242243379736, 14.326113076490996, 14.296366861932851, 14.241137636937816, 14.199018730937293, 14.229939247452181, 14.136900232594229, 14.118747592622253, 14.084639441555339, 14.215359965064522, 14.321335291582407, 14.324483466296755, 14.22250351319463, 14.086153725088337, 13.835546707594524, 13.861133395338289, 13.943395906095482, 13.924621051048792, 13.978711084778347, 13.905837106100599, 13.895058375110484, 13.965442215811176, 13.960110799963521, 13.99641930380663, 14.036529641608142, 14.138294825947872, 14.3360579115842, 14.381214824082278, 14.389155929858507, 14.645175007732961, 14.477402464547152, 14.51444505845359, 14.452153618691407, 14.369430039316658, 14.777857326947053, 14.919588044831785, 14.44053007434645, 15.18596756335163, 15.362545102466955, 14.19095014510728, 14.974116009038374]],
"2020": [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67], [16.370879996210345, 15.8912555858172, 15.30157381561316, 15.461362783916728, 15.499602726814674, 15.329200065422526, 15.15238010628145, 14.763158730707703, 14.554444724050978, 14.391542531017906, 14.36062417910266, 14.38408773153761, 14.326398992080678, 14.30559398460406, 14.296620966953196, 14.257641523080219, 14.239785079623704, 14.257963344315925, 14.242187947481078, 14.227247960684823, 14.246528806504662, 14.218691858857001, 14.119027315863725, 14.16049126937658, 14.1393355330565, 14.045446781499932, 14.157717833319223, 14.118844952908322, 14.196031529646438, 14.213151244097208, 13.961708881578405, 13.933434907040512, 13.851967361230258, 13.837032186918211, 13.83609308408103, 13.74084041793037, 13.725470779946555, 13.828238575588477, 13.821753201986834, 13.81152543072784, 13.848104780631868, 13.867032605563987, 13.91567734841802, 13.951714207206178, 14.049401288158215, 14.000020142532282, 14.097054408814992, 13.973915015915077, 14.001305792897133, 14.144447551433583, 14.259794771973013, 14.451580305620148, 14.51523695971965, 14.491781843544896, 14.282130970472108, 15.107471010795585, 14.507809743534436, 14.521069179252333, 14.434674191986367, 14.608533166251355, 14.638444470251414, 14.533496524040576, 14.798278071146985, 14.426231926251468, 14.697215649677831, 16.000970311873413, 15.962112261396376]],
"2021": [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76], [16.40998076014569, 16.214064988829055, 16.102423371338, 15.61960664445389, 15.365806380257993, 15.258505702187641, 14.987691202287733, 14.702934989974425, 14.47618699872759, 14.27294780183996, 14.149902488372312, 14.205153888507418, 14.180406523176302, 14.179162306409303, 14.148172641684653, 14.146789562089962, 14.13207546325995, 14.095045629570848, 14.11059784727951, 14.099774964675055, 14.123404475264994, 14.04205645064162, 14.071957340879374, 14.076002230293538, 13.997579723886533, 14.055982816834012, 13.969566421026498, 14.044197137615983, 13.970800321234117, 13.991254850488748, 13.882773884993162, 13.878676595695538, 13.738534890032913, 13.731264526843741, 13.743931319054433, 13.744385448034985, 13.654269807446708, 13.649793785589242, 13.659669286701138, 13.70981039304929, 13.706017327034093, 13.793638036031938, 13.820253019972634, 13.895844222751752, 13.805532005211788, 13.879969410141696, 13.918667434527839, 13.905080860878972, 13.928649229766597, 13.92971106121914, 14.027211058825408, 13.869387194129342, 14.002439547556614, 14.197189244986761, 14.171599593405029, 14.189026952927275, 14.317088413682809, 14.266884102594418, 14.419819049388389, 14.394102801112203, 14.28486572885178, 14.463889605992794, 14.33813105749612, 14.49991185507524, 14.143521529230846, 14.020378845184027, 13.929518285869944, 14.785566241242854, 14.273112202537183, 14.214773231874327, 15.148250280334482, 14.563912283938823, 14.552655401047055, 15.103655560583926, 15.10169368308145, 15.51226670578053]],
"2022": [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82], [15.816438075969113, 16.09580666529207, 15.996333190110686, 15.943848815283268, 15.656093894572393, 15.117394092950262, 14.78287160043243, 14.543141634926663, 14.305058018637094, 14.125611753367533, 14.020067247129745, 14.009478965058692, 14.001669618595649, 13.985248005578073, 13.973728782674742, 13.977117237954532, 13.937202607945661, 13.935625722728988, 13.910945770197134, 13.893835251097759, 13.89679037463924, 13.881064193374637, 13.904299030382344, 13.904090626213797, 13.888526913768459, 13.838568567514612, 13.829178463025315, 13.835043064902585, 13.81757570730985, 13.776370281729609, 13.762638676519028, 13.755074572847866, 13.70045870380896, 13.636805800875507, 13.621671132216942, 13.633589926779942, 13.602080944483301, 13.555848610415586, 13.558904660155596, 13.515784046498322, 13.609062507319349, 13.583137427458137, 13.483909540769114, 13.552547586090368, 13.598431457952788, 13.553603210491028, 13.57678073518515, 13.638974685844074, 13.536340332636364, 13.665029112653803, 13.792584632059397, 13.694618901117751, 13.76826442085512, 13.712141215124436, 13.606927085734855, 13.715251358141709, 13.832372298562165, 13.833057817510603, 14.158282794215733, 13.720855464980609, 13.803417413649743, 13.969854384335488, 13.892171370159991, 13.778269401162506, 14.338216122354686, 13.954993084366778, 14.124621205791534, 14.23737489353975, 13.735373769168353, 14.680642990647039, 14.955805632680471, 14.657580957949671, 14.515390831490835, 14.664661248141265, 14.497750142907295, 14.662641057721332, 14.889760996859867, 14.044358215057608, 14.201835355776206, 15.739648390380614, 16.209835613545337, 16.152241961523004]],
"2023": [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87], [14.789164834058647, 14.816940361326127, 14.859128791010018, 14.874353138456074, 14.799558338831533, 14.521955875294703, 14.344439116861626, 14.188768591243738, 14.068214649484007, 13.975247139727212, 13.892361806680233, 13.873812682757855, 13.855623423924795, 13.834034581531931, 13.820704041290954, 13.809345726828388, 13.799809305012891, 13.783733425983497, 13.777650159371621, 13.769295261894937, 13.759922637457876, 13.763157283741176, 13.746892077566258, 13.76043892787152, 13.780799936451544, 13.769219249583701, 13.776107653632701, 13.791395904208231, 13.796017873163873, 13.793511195440795, 13.752832872061946, 13.744140909741626, 13.708291014183953, 13.71791539682566, 13.687888739966342, 13.639779981608498, 13.60820604942688, 13.647619221630219, 13.586732110007599, 13.578824230397977, 13.56286775189147, 13.54887132723798, 13.528005768240323, 13.562278263274335, 13.50423334091739, 13.534814940452101, 13.500524731734556, 13.50415611423685, 13.539792624454682, 13.524280636462276, 13.508635254011224, 13.559898859515048, 13.52340866000508, 13.580987242413414, 13.55406078682323, 13.51949982056399, 13.554946096777044, 13.582384634669271, 13.596405485832927, 13.56397157046417, 13.50076890156882, 13.5996552161972, 13.640177272640555, 13.488306430506505, 13.561144538501607, 13.538229936728902, 13.523274401746107, 13.549803559768709, 13.473822808409837, 13.604196078834873, 13.495970010370977, 13.511897788189435, 13.480753572940852, 13.790758773339501, 13.507154643917646, 13.451282820788672, 13.690887252346345, 13.752272760476266, 13.844969190718858, 13.547043033265561, 14.011397551896307, 13.686917203544905, 13.87527368747695, 13.86828531076653, 14.200910595590095, 14.228639023300655, 14.830844952562549]],
}
# Create figure
fig = go.Figure()
# Add a line for each year
for year, values in data.items():
x_values = values[0] # Dumps duplication count
y_values = values[1] # Average perplexity
fig.add_trace(go.Scatter(
x=x_values,
y=y_values,
mode='lines+markers',
name=year
))
# Update layout
fig.update_layout(
title="Perplexity Across Different Dump Duplication Counts (global)",
xaxis_title="Number of Dumps Duplication",
yaxis_title="Average Perplexity",
legend_title="Year"
)
# Show figure
graph4 = fig
#graph 5
# Data
data = {
"2014": [["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"], [14.993513389984585, 14.011578085529056, 13.85873136108517, 14.36377987125267, 15.699475274542996, 17.613998844460845]],
"2015": [["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"], [14.471687658163091, 13.778144432139904, 14.021706888859466, 14.434268636964038, 15.738483406741972, 17.840661656870072]],
"2016": [["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"], [14.438546004899326, 13.785269267918505, 14.181493168285378, 14.616607805125264, 16.2678738383595, 18.109357061988614]],
"2017": [["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"], [14.567324655164636, 13.93914285288248, 14.443292405833132, 14.749691886458645, 17.212768319133406, 18.09921482533539]],
"2018": [["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"], [14.79413309579284, 14.047920703385312, 14.732393204862687, 15.245556746489475, 17.523092460922793, 17.979494192145445]],
"2019": [["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"], [14.755894620552562, 14.061328527771183, 14.921709511248036, 15.746644701243795, 17.6501867538675, 18.65346532837317]],
"2020": [["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"], [14.808975955128705, 14.075864850752456, 14.857958945409392, 15.491042607097183, 17.423084409503307, 17.519155049505677]],
"2021": [["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"], [14.97373049489925, 14.044277002343486, 14.943719820749207, 15.730257843247038, 17.289265921502192, 17.00252056705296]],
"2022": [["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"], [14.865869368871065, 14.028544413850119, 14.920117888974543, 15.693608290158098, 17.33525765189499, 17.724085896005107]],
"2023": [["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"], [14.499660832882716, 13.98118612654411, 14.86417535071986, 15.440738449977292, 16.94447963146979, 16.40768745134217]]
}
# Create figure
fig = go.Figure()
# Add a line for each year
for year, values in data.items():
x_values = values[0] # Buckets (duplicate count range)
y_values = values[1] # Average perplexity
fig.add_trace(go.Scatter(
x=x_values,
y=y_values,
mode='lines+markers',
name=year
))
# Update layout
fig.update_layout(
title="Perplexity Across Different Buckets (local)",
xaxis_title="Bucket (Duplicate Count Range)",
yaxis_title="Average Perplexity",
legend_title="Year"
)
# Show figure
graph5 = fig
#graph 6
import plotly.graph_objects as go
# Data
data = {
"2014": {
"x": list(range(1, 88)),
"y": [16.82572561037536, 15.5729544573954, 15.76916326514348, 15.186302038671778, 14.936809838870326,
15.001743417469209, 14.864349796797914, 14.66090559477578, 14.50521188055062, 14.429989457983405,
14.44107090883399, 14.523867649934015, 14.515728033558386, 14.52893012438083, 14.3872701582485,
14.225935934612775, 14.161270385625249, 14.193552536884559, 14.107559093534066, 14.045872060793387,
13.98606116940174, 13.996535021107574, 14.068451357323962, 14.095424742580935, 14.104930415857556,
14.164512298046297, 14.205441475464172, 14.190478352923273, 14.080583365838212, 14.017757335246573,
13.914391577020234, 13.860680803527211, 13.709718483172745, 13.671102868173037, 13.641967377585344,
13.610477152664181, 13.589404166531697, 13.574364349432603, 13.588675304139612, 13.608431855502594,
13.602022539289871, 13.577550630742646, 13.5388901112764, 13.586266218232485, 13.543364159175262,
13.530598188250648, 13.5415846166861, 13.518331785106323, 13.533012163841759, 13.505063315507076,
13.546433152010087, 13.571041150558058, 13.538517630502037, 13.589716598763259, 13.542375131110317,
13.551229472032986, 13.577615792486487, 13.580265758570304, 13.611791663131656, 13.563252675321158,
13.496554744217198, 13.573611486889268, 13.619417346323402, 13.500110681053787, 13.606494277444822,
13.51758492586705, 13.509290876196683, 13.637653184648098, 13.453927168439604, 13.677712744726351,
13.586150504785195, 13.508649309624724, 13.427111951862848, 13.800940000499685, 13.540635679680195,
13.506572883300588, 13.723957125925423, 13.69941910754067, 13.830916622405972, 13.61477646698581,
14.050670659742897, 13.707871486489617, 13.879222794014064, 13.838270894748867, 14.189041030733511,
14.221410654489386, 14.830844952562549]
},
"2015": {
"x": list(range(1, 88)),
"y": [16.89591942700286, 15.993069023056673, 16.243349252734195, 16.110419584106467, 15.982982023217136,
15.780412452462956, 15.311492684065183, 14.985452841100962, 14.736003632647204, 14.643740634573437,
14.581818722981641, 14.61206887509358, 14.60310477647637, 14.58283877743656, 14.456739625003323,
14.371166857791525, 14.31983561927552, 14.324744175103753, 14.230377570291408, 14.172400195643684,
14.074979303784101, 14.06637978929149, 14.129765267158923, 14.144182701579643, 14.127393749297303,
14.170954937339665, 14.198905272060887, 14.177619224859075, 14.073073703918407, 14.014468948454157,
13.91281662387792, 13.866047771993978, 13.718029097387152, 13.680243640703553, 13.648583428855366,
13.620824659009545, 13.599252706541842, 13.582576892167687, 13.59570512552313, 13.620006512175056,
13.61371460828329, 13.58747315850088, 13.553159834309662, 13.595855683037627, 13.555194351409998,
13.545131292437988, 13.55533031134806, 13.53176578053929, 13.545627399503374, 13.52324264159441,
13.56019390924936, 13.584765148382376, 13.567436274268637, 13.613633832001781, 13.56834903785532,
13.564886395063189, 13.585588042180726, 13.59211972866627, 13.636661940057897, 13.583630103422175,
13.517621040928827, 13.621723155241801, 13.644527863238189, 13.52150990576411, 13.63020958334669,
13.54428783928786, 13.53725206048877, 13.647484409192606, 13.490519893023992, 13.683557383784123,
13.623112173204985, 13.558759376238477, 13.498783050518579, 13.848023903419993, 13.565373956282203,
13.524041036650617, 13.747948319462374, 13.741843984167335, 13.851135619804712, 13.592769333513887,
14.059753132138649, 13.714031759165366, 13.87123035917049, 13.863386012094978, 14.205561271109257,
14.22054632648026, 14.830844952562549]
},
"2016": {
"x": list(range(1, 88)),
"y": [16.937063110995666, 16.13008897039131, 16.461262248281052, 16.22524701869722, 16.07512945589454, 15.81169518738005, 15.401255747943388, 15.290536877276061, 15.189318784104037, 14.892680148096144, 14.874941231589043, 15.197590171491255, 14.874108876718813, 14.772934695761471, 14.717224961147101, 14.579633089306332, 14.50655782645537, 14.435927961362305, 14.348044387963261, 14.266921166623963, 14.175146176030633, 14.155440421923364, 14.193605317227636, 14.198019720781069, 14.163648287310021, 14.204946332399512, 14.22475496545738, 14.204790263028082, 14.093780256147781, 14.034401436018054, 13.932675009733511, 13.882052276281941, 13.74135284070189, 13.70495830877455, 13.67945861250605, 13.646286996486673, 13.62871684949669, 13.617194154766194, 13.625737566495989, 13.647397208854517, 13.644435990272989, 13.61908161116556, 13.579719730143186, 13.62432154955091, 13.586802920088218, 13.575059311720242, 13.583160915709527, 13.560181345211744, 13.568315314106055, 13.572213203030019, 13.592269857254504, 13.615523084934742, 13.59675061839986, 13.652762841246345, 13.605972800137922, 13.599797687151108, 13.61588443406148, 13.635017100727426, 13.67797680326676, 13.61550407767841, 13.549525029810649, 13.646426348264216, 13.685855644417883, 13.557730732623456, 13.654494917893674, 13.598966492740331, 13.596850824269557, 13.67606211623268, 13.531829321066132, 13.736041595486006, 13.66155540112554, 13.622341728732476, 13.576672515819212, 13.865689693447742, 13.593823653503895, 13.549026603238106, 13.757031791888123, 13.764537976595522, 13.887154797262793, 13.612757682949674, 14.062295065487943, 13.702773103249053, 13.887824206090368, 13.868971352456365, 14.206954791830077, 14.23126212995893, 14.830844952562549],
},
"2017": {
"x": list(range(1, 88)),
"y": [16.731010662045737, 16.66489684871436, 16.568296606954515, 16.437855314705402, 15.977926296110395, 15.325063337637374, 14.928282696800443, 14.738959466164316, 14.615199372327732, 14.491701731769748, 14.38837234689295, 14.579509085357541, 14.486096782010588, 14.386514742964506, 14.328783257345318, 14.247944995447972, 14.19065895107961, 14.17354382678591, 14.151039883117742, 14.102188877847754, 14.076004337973803, 14.044354444990084, 14.021645356806046, 14.030621721602873, 14.020477810045843, 14.031701258052667, 14.04171400712978, 14.043074023094446, 13.995387210524175, 13.989640260692584, 13.926046401793304, 13.898066232753337, 13.796470656270547, 13.780012350603617, 13.751151287426516, 13.721059118625764, 13.704432047525122, 13.69302750426319, 13.691196863860615, 13.720022791468368, 13.713297481354758, 13.673499420782665, 13.640347860637759, 13.689388371843485, 13.642074890212623, 13.641953443289871, 13.639384501232673, 13.60468612819505, 13.615030447011026, 13.622517997479935, 13.636776517056651, 13.646713543499644, 13.642553869063399, 13.670086160771016, 13.629072087229995, 13.644023633211804, 13.662921343294622, 13.663979848619121, 13.72041962705924, 13.653883587863746, 13.598487708047587, 13.679216506372514, 13.729500926935524, 13.59184630155257, 13.670119193506638, 13.606578039356629, 13.58912160797548, 13.662329284657567, 13.534494438724048, 13.673846450840824, 13.63996498360781, 13.62694917771645, 13.569375400530905, 13.86109411358942, 13.573009950696505, 13.521398904176095, 13.737765136250907, 13.73947064730135, 13.851957566097216, 13.591944403455463, 14.047275913134344, 13.706497861963147, 13.8752419700006, 13.852410962776265, 14.207173465915606, 14.225732066062445, 14.830844952562549],
},
"2018": {
"x": list(range(1, 88)),
"y": [16.36546565307699, 16.45401827941957, 16.3552192563823, 16.073789764186234, 15.71971918795885, 15.261114192297178, 14.951234486665056, 14.689367076535861, 14.518128318670973, 14.390099476525092, 14.259121880707934, 14.322341013577667, 14.269149775349785, 14.22657504335791, 14.17831063712821, 14.129362751026134, 14.091233660298563, 14.065699851355896, 14.045897986269743, 14.009922933506038, 14.008946008943926, 13.986948087868985, 13.96676299568112, 13.974589147811011, 13.981182540647008, 13.988178680995725, 14.022037638217835, 14.067236496270958, 14.02773875655739, 14.008012013219155, 13.96047327707988, 13.941545910212922, 13.874283503971592, 13.872319571354534, 13.848819496944696, 13.818989807687052, 13.795278583261243, 13.805582941066566, 13.77608884517368, 13.808300541084458, 13.801215406173135, 13.77460925841957, 13.749962347541663, 13.788585819175475, 13.738353323889454, 13.748267848539136, 13.743909070082335, 13.70094253905992, 13.695566142077064, 13.715120021384273, 13.717879111446795, 13.729262136679193, 13.722322759559463, 13.741817617080867, 13.695797507509411, 13.7303223115229, 13.721142524694981, 13.731183807899438, 13.774251666658795, 13.703270226348065, 13.650013779539329, 13.737063911330598, 13.771299601507252, 13.61035413656345, 13.692911759706188, 13.645478213049078, 13.632427440948039, 13.685353855181187, 13.536951397436473, 13.722996576069109, 13.684668668827719, 13.654991978676541, 13.571293959475197, 13.901327051067131, 13.590409846183357, 13.555280671785631, 13.801358266402337, 13.759891436212222, 13.877447278904341, 13.601070277589484, 14.053793686670241, 13.74239252938787, 13.856380061979658, 13.86653563573893, 14.207967017152274, 14.2295264543635, 14.830844952562549],
},
"2019": {
"x": list(range(1, 88)),
"y": [16.430122616908218, 16.875051086326838, 17.248145032061572, 16.40581365808372, 15.774430714575988, 15.432767149001718, 15.145763219926579, 14.799558762994192, 14.497109888060386, 14.314004689580893, 14.165230875628717, 14.132599998200735, 14.112646717547443, 14.08981745552461, 14.071275351524006, 14.055953745980803, 14.036895611705631, 14.010822458772108, 13.994688510028434, 13.981568297524671, 13.973131490690857, 13.960851307613188, 13.950407299676206, 13.957766631077842, 13.963923860192619, 13.94968503524683, 13.95489134897448, 13.977622152992309, 13.976393846039631, 13.993956516762394, 13.953670292574621, 13.955101324894523, 13.921696126960061, 13.922513268517232, 13.904228567859588, 13.878944392338122, 13.836936389689685, 13.858488953034747, 13.826255387319108, 13.821733497321453, 13.810924551284534, 13.788436757401502, 13.768651883781944, 13.803381095808694, 13.749861429185598, 13.766023951467982, 13.755033569040371, 13.733275547786105, 13.72346431637034, 13.742887974648536, 13.737327971523658, 13.755247742270127, 13.742754785888708, 13.774345891745789, 13.728724104358966, 13.745302135799491, 13.734638471314582, 13.7609514564792, 13.779567132297817, 13.70364460650017, 13.66329614928825, 13.77103900712268, 13.794109949823657, 13.621080526861675, 13.685285026135551, 13.645675824035878, 13.640254544445797, 13.696632265084162, 13.557089062423215, 13.72744068935533, 13.685312250371716, 13.691487365024885, 13.609612243178898, 13.871590990738959, 13.602896495117179, 13.545298074232608, 13.754105324744064, 13.784568829720575, 13.848250131622855, 13.601751414645124, 13.999031818997702, 13.692806805453536, 13.82245603247244, 13.856124808569652, 14.187925457414872, 14.223944149123374, 14.830844952562549],
},
"2020": {
"x": list(range(1, 88)),
"y": [16.370879996210345, 15.889055037950405, 15.432190412594073, 15.505691782112706, 15.423788890368417, 15.240064903157505, 15.043391085766707, 14.761714938396674, 14.47962007552951, 14.234133021817758, 14.123336425923434, 14.080419066871459, 14.063393745363433, 14.051331002053393, 14.037897577554489, 14.041538161067855, 14.0145622985008, 13.995935362579743, 13.991791105247946, 13.983842732394558, 13.977020615720546, 13.966291155429351, 13.953143025987027, 13.969577694685832, 13.972274556692618, 13.967416689282992, 13.962867288546066, 13.983570820646507, 13.983105305183239, 14.007290834079699, 13.960017748248399, 13.97014807600787, 13.939131974855112, 13.931242142373641, 13.923784747364268, 13.884450633737517, 13.857702881178751, 13.86969533995838, 13.829427121984313, 13.834994065394055, 13.821808671828476, 13.790151002027123, 13.76907986225701, 13.797444154897008, 13.749256987787135, 13.766070221096518, 13.759434645334379, 13.731706353193822, 13.733304557490518, 13.740468199068971, 13.721036580994003, 13.756529386584269, 13.732150648873972, 13.763427764616013, 13.73375582951499, 13.719098308155836, 13.749579407257558, 13.79960240262951, 13.827660100575278, 13.713867309731741, 13.67110069190749, 13.813210464397173, 13.820210906230622, 13.646742569819427, 13.707821135028649, 13.694993324955234, 13.667868455414132, 13.744045961641467, 13.60673607296966, 13.735891876117867, 13.708771958501817, 13.68966975607113, 13.632689223663043, 13.935886970943438, 13.636130655693483, 13.612174548563797, 13.772534936472159, 13.807161877232101, 13.85457230058511, 13.663896751660037, 14.090271528268559, 13.73950346577504, 13.889399028025398, 13.875344815512134, 14.21697484183684, 14.23511142666353, 14.830844952562549],
},
"2021": {
"x": list(range(1, 88)),
"y": [16.40998076014569, 16.131563389687667, 15.926483480935136, 15.698720075567504, 15.493215409831992, 15.18004517433272, 14.889295559356292, 14.61434191320944, 14.373082577547928, 14.186230894539502, 14.090058332837668, 14.023657754832897, 14.007435410828263, 13.98510741208859, 13.970141824822582, 13.969314479688267, 13.946015227855732, 13.928771902280433, 13.918094740825536, 13.904271041635251, 13.898094980435907, 13.884683163944276, 13.877957828236978, 13.901423741421022, 13.906131144086045, 13.902626593900637, 13.894640462593705, 13.918502460807465, 13.918292173412722, 13.936267540996683, 13.893769797887094, 13.89937529564544, 13.863770002450618, 13.867997609697417, 13.848933342732614, 13.815022252718682, 13.791564536076104, 13.785299092567266, 13.757852960538305, 13.756401654592215, 13.759718968653816, 13.733437497507486, 13.700263326582155, 13.741373305941403, 13.675414218993899, 13.706510616734628, 13.679167854117077, 13.691416726739856, 13.672658642514545, 13.70674777789251, 13.677889859468195, 13.696385833947582, 13.676118387776745, 13.712359839755743, 13.678461938862087, 13.655240869170136, 13.686341276950634, 13.718978062873198, 13.727316226517866, 13.656066612805246, 13.613789363715679, 13.743623408755314, 13.736977834220136, 13.602716719881093, 13.663563667635234, 13.62881219522605, 13.642571996285401, 13.684891127715069, 13.552729633336378, 13.722320681269425, 13.688784634409584, 13.681265629893907, 13.655688148500278, 13.889373816531247, 13.612825342345905, 13.606765349789637, 13.795350032043327, 13.82650292060858, 13.841286651582926, 13.657986925155127, 14.058341453040232, 13.751822923564026, 13.936886101042488, 13.90058603143137, 14.193189631919063, 14.225976069809075, 14.830844952562549],
},
"2022": {
"x": list(range(1, 88)),
"y": [15.816438075969113, 16.120385966332037, 15.882429676047822, 15.754141510831133, 15.3879948181939, 14.847440397508679, 14.559122186153141, 14.392608974240208, 14.271479310233566, 14.151814366776497, 14.033446724531911, 13.971139835079242, 13.946657171368635, 13.923168976370057, 13.908213326289514, 13.903962921781009, 13.883435189687164, 13.868214256361957, 13.853316203275403, 13.850156274630233, 13.83800413007661, 13.828456929678238, 13.823667080256051, 13.837379627152984, 13.85468762648662, 13.842118819095077, 13.846068401970452, 13.866145193860882, 13.87683103331106, 13.883902318309158, 13.843314542816382, 13.848955212935406, 13.825679672773983, 13.825203585467685, 13.800650657685432, 13.771987156235094, 13.745277332204294, 13.74899618896188, 13.710350289788519, 13.699009636752562, 13.72574984380712, 13.69379612714152, 13.657631333739795, 13.687110795197487, 13.641654848107489, 13.68555427745178, 13.626523037803157, 13.656569173850187, 13.64357081552712, 13.655564923630237, 13.650126005189923, 13.66108116025011, 13.636544222792033, 13.663746867549065, 13.626176670833402, 13.59824157968966, 13.674717201935882, 13.694557928731372, 13.727707429817114, 13.657670720998764, 13.54889394004633, 13.69650375543492, 13.692110648403906, 13.55263976838036, 13.630076360505104, 13.593884835135345, 13.596113596592723, 13.602738980430088, 13.490250965065599, 13.698940481247519, 13.583385809300575, 13.60991931296976, 13.581332737838016, 13.824623548139833, 13.533893973585819, 13.533775394793583, 13.755699578934374, 13.759936297399996, 13.87244513763899, 13.616014488643092, 14.09812993251356, 13.710074602518604, 13.91784066420223, 13.912311265620039, 14.203969619716446, 14.255022778711806, 14.830844952562549],
},
"2023": {
"x": list(range(1, 88)),
"y": [14.789164834058647, 14.780127256037884, 14.819678850556608, 14.733221736292204, 14.715123895744814, 14.569614305023329, 14.396346309952783, 14.267962672112828, 14.173985658599138, 14.070884007245896, 13.974284099164725, 13.918302031044524, 13.898843341205037, 13.879919458330534, 13.865098670719211, 13.851559827592494, 13.844906626448243, 13.827295800961403, 13.820810936762644, 13.809543815857673, 13.804536613446562, 13.804859924468062, 13.785889612091664, 13.802986923401033, 13.830453100698728, 13.816370948078971, 13.830157632336801, 13.839051100924063, 13.84746613758983, 13.860297269342437, 13.815378459306658, 13.812782079759149, 13.793416550465908, 13.815821643865219, 13.78691014152164, 13.740292216550131, 13.709841553660574, 13.745287154982947, 13.691633688757076, 13.67702798250515, 13.665734867137164, 13.660225685620617, 13.636580976940015, 13.658398179452709, 13.607051808944078, 13.641436611855841, 13.593798625450953, 13.61361178624699, 13.638190686281677, 13.646499055714083, 13.591038080776018, 13.622992917555028, 13.587839722276074, 13.630829824495837, 13.629461225299615, 13.592200956351647, 13.615680520490306, 13.630341745716859, 13.677426157763774, 13.626805264232148, 13.564525550141198, 13.67038341024563, 13.672981832082215, 13.525896811417093, 13.563993050553714, 13.611941675078645, 13.553760533281189, 13.59021111451196, 13.470082500603052, 13.59912543494902, 13.509683974597134, 13.521390742472398, 13.520602741034393, 13.725732516220367, 13.402650383856045, 13.482679094860476, 13.645693009561771, 13.775875527667997, 13.832068021284835, 13.498004659433413, 14.094763215759677, 13.660926796721734, 13.834609766490832, 13.863488794330497, 14.180579199558213, 14.222775721949759, 14.830844952562549],
},
}
fig = go.Figure()
# Add a line for each year
for year, values in data.items():
x_values = values["x"]
y_values = values["y"]
fig.add_trace(go.Scatter(
x=x_values,
y=y_values,
mode='lines+markers',
name=year
))
# Update layout
fig.update_layout(
title="Perplexity Across Different Dump Duplication Counts (local)",
xaxis_title="Number of Dumps Duplication",
yaxis_title="Average Perplexity",
legend_title="Year"
)
# Show figure
graph6 = fig
#llama graph 1
import plotly.graph_objects as go
# Data for different years
data = {
"2014": [10.036774097041135, 9.306693996275795, 9.442327622499175, 9.015408185880002, 9.94583162297666, 9.141712571508352],
"2015": [9.46310273785878, 8.763464863196129, 9.075851726027564, 8.868392446242012, 9.113560631617027, 8.037411460181893],
"2016": [9.41413706166537, 8.645126825996691, 9.527148465147846, 9.120345162203675, 8.9228845723255, 9.14052983061081],
"2017": [9.50318602661455, 9.473904977192573, 9.755998086072951, 8.968012141869462, 8.895860780054043, 8.757970647106037],
"2018": [9.007669062339426, 10.95829859145081, 10.128151243953157, 9.451949410987668, 8.863879736723902, 8.440366034517687],
"2019": [8.388255660116407, 10.676105294328789, 9.728353939624842, 9.381837094065533, 8.401723232809463, 7.5705604983353325],
"2020": [10.112246017864624, 10.255251179892559, 9.233548505479437, 9.25131862646364, 8.458532176757009, 7.4808205167223525],
"2021": [10.239269162661959, 9.54987953569235, 9.067380903629866, 9.014261939731549, 8.14345667720481, 7.312019290288715],
"2022": [9.931951075969451, 9.12737570591033, 8.995868137602248, 9.00805668763514, 7.882044010499616, 7.538858258386088],
"2023": [8.646614152066428, 8.806922449908505, 8.816629232137835, 8.995152677487027, 7.737747701620713, 6.77703951001925]
}
# Buckets
buckets = ["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"]
# Create the figure
fig = go.Figure()
# Add lines for each year
for year, perplexities in data.items():
fig.add_trace(go.Scatter(x=buckets, y=perplexities, mode='lines+markers', name=year))
# Update layout
fig.update_layout(
title="Perplexity Across Different Buckets (Global)",
xaxis_title="Bucket (duplicate count range)",
yaxis_title="Average Perplexity",
legend_title="Year"
)
# Show the figure
llama_graph1 = fig
##llama graph 2
import plotly.graph_objects as go
# Data for different years and buckets
data = {
"1-1": [10.036774097041135, 9.46310273785878, 9.41413706166537, 9.50318602661455, 9.007669062339426, 8.388255660116407, 10.112246017864624, 10.239269162661959, 9.931951075969451, 8.646614152066428],
"2-5": [9.306693996275795, 8.763464863196129, 8.645126825996691, 9.473904977192573, 10.95829859145081, 10.676105294328789, 10.255251179892559, 9.54987953569235, 9.12737570591033, 8.806922449908505],
"6-10": [9.442327622499175, 9.075851726027564, 9.527148465147846, 9.755998086072951, 10.128151243953157, 9.728353939624842, 9.233548505479437, 9.067380903629866, 8.995868137602248, 8.816629232137835],
"11-100": [9.015408185880002, 8.868392446242012, 9.120345162203675, 8.968012141869462, 9.451949410987668, 9.381837094065533, 9.25131862646364, 9.014261939731549, 9.00805668763514, 8.995152677487027],
"101-1000": [9.94583162297666, 9.113560631617027, 8.9228845723255, 8.895860780054043, 8.863879736723902, 8.401723232809463, 8.458532176757009, 8.14345667720481, 7.882044010499616, 7.737747701620713],
"1001-30000000": [9.141712571508352, 8.037411460181893, 9.14052983061081, 8.757970647106037, 8.440366034517687, 7.5705604983353325, 7.4808205167223525, 7.312019290288715, 7.538858258386088, 6.77703951001925]
}
# Years
years = ["2014", "2015", "2016", "2017", "2018", "2019", "2020", "2021", "2022", "2023"]
# Create the figure
fig = go.Figure()
# Add lines for each bucket
for bucket, perplexities in data.items():
fig.add_trace(go.Scatter(x=years, y=perplexities, mode='lines+markers', name=bucket))
# Update layout
fig.update_layout(
title="Perplexity Across Different Years (Global)",
xaxis_title="Year",
yaxis_title="Average Perplexity",
legend_title="Bucket (duplicate count range)"
)
# Show the figure
llama_graph2 = fig
#llama graph 4
import plotly.graph_objects as go
# Data for different years and dump duplications
data = {
"2014": {
"dumps": [1, 2, 3, 4, 5, 6, 7],
"perplexities": [9.73915022954687, 8.917501442736835, 10.870824235415164, 8.839485979263355, 9.114611185408386, 9.00595271327483, 9.069847072965578]
},
"2015": {
"dumps": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14],
"perplexities": [9.219127989173247, 8.610711104284512, 8.505043568675715, 7.990039784261444, 8.107957918641446, 8.796945238229792, 8.013223752027935, 8.890635712836795, 8.83059261426682, 10.04094169141142, 8.570752850736193, 9.003542320883396, 8.587190578806105, 7.983045509484727]
},
"2016": {
"dumps": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23],
"perplexities": [9.224890447512712, 8.982140506828461, 7.624091188629551, 8.97063321078077, 8.261724045845817, 7.793111396647548, 7.829316622145423, 8.597365842164928, 9.301981760525631, 9.66361415155858, 9.258511719598742, 9.441774097297651, 9.429412341325685, 9.325699904738741, 8.836147021549138, 8.607104273128627, 8.722839588316196, 8.920039351586981, 8.914454312645233, 8.899123060759182, 9.793833500279591, 10.134616145581552, 8.353063455545444]
},
"2017": {
"dumps": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34],
"perplexities": [9.488743166894329, 9.683975569858143, 8.654505727247006, 8.066421362212841, 8.395709115228499, 8.500311197527102, 9.10900254771213, 7.794618707693523, 8.059130491102199, 7.840987528913394, 8.94443662009675, 8.811736884161157, 9.395950762255111, 8.88696403862443, 9.064476456994532, 9.474527237081157, 8.91858984698398, 9.008242064314263, 8.840440114974651, 7.978242830053041, 8.653702083122754, 9.395390940155544, 8.644847872201382, 9.017641716864084, 8.731668787167907, 7.294766100138992, 9.116288498873331, 8.812157001137116, 8.229244256822179, 10.705494840702238, 8.4287361645181, 9.127134117671186, 8.418280990577143, 8.223315656547781]
},
"2018": {
"dumps": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46],
"perplexities": [9.896529727642656, 9.375668627700882, 9.53229676611742, 9.709666311696747, 9.371857870215996, 9.756320954898577, 9.3489352873219, 9.41874088848098, 9.220103832539115, 9.493717136086154, 9.894783254332049, 10.271325431375882, 9.444295310961042, 9.259722713114918, 9.121852071096205, 10.266770364074752, 9.322189177071575, 9.200133535506806, 9.391739906453976, 9.166754675924274, 9.386922783373333, 9.269174320074539, 8.921691129048623, 8.500872698966008, 8.427801104408742, 8.957096089538366, 8.843138224464884, 8.839757712227849, 8.730159045861498, 8.761283943113895, 8.955585790830773, 9.480108588809301, 8.975279317370992, 8.647350666497408, 8.040519395112794, 8.154306078995903, 9.047836211768528, 8.388013770335506, 9.27023552172876, 8.392778372966038, 9.698769530780428, 8.48774562040954, 9.832837942793894, 8.801856106666897, 9.090280166741453, 8.066384841477534]
},
"2019": {
"dumps": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58],
"perplexities": [9.32068228893817, 11.36279410700072, 9.729296413744873, 10.951540717951199, 9.571599362297537, 8.746033912439227, 8.911359607667526, 8.652716464937903, 8.90908579802875, 9.526405246155608, 8.84494033246573, 9.45556467668226, 9.61666194147301, 9.471820461436957, 9.385272422926384, 9.300484355205835, 9.374562863672638, 8.921445075261644, 8.457279643164815, 8.911117277418406, 8.076917631172464, 8.58392948648068, 9.138574660565174, 9.03583800697058, 8.706482138788626, 8.581302039813796, 8.567006611519137, 5.454819541045107, 8.380493341695487, 8.129823277176698, 7.346580306828866, 8.182982036096053, 8.03219664626822, 8.434163783307083, 8.148075720769123, 8.20825575224898, 7.7034049100948945, 8.319494286475098, 8.449794025203127, 8.40448676995273, 8.394065958286836, 8.431905407945235, 8.684778696918817, 10.170628597487527, 7.685742913353763, 8.317540224765809, 7.100457493121143, 5.389889122637774, 6.52302432138372, 8.895820543553361, 8.540964121500908, 5.823656104193133, 8.946389481295038, 8.03972593805594, 7.406476375508138, 7.434287132433397, 8.592981328562821, 9.803727252301018],
},
"2020": {
"dumps": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67],
"perplexities": [10.012609650486192, 7.943056443498068, 8.44096110442561, 9.029669769296477, 8.409724985539306, 8.731282990251563, 8.434833756562051, 8.497304934371442, 8.467244156051745, 8.606236488210545, 8.805728093624284, 9.375705002747582, 9.21767027458378, 9.048307919892986, 9.77562185114431, 8.730686261181575, 9.434356327584526, 9.119611839878791, 9.17722037907838, 8.569631235903184, 8.899794145233415, 9.315415673275877, 8.170599811786479, 8.538223762760031, 8.19667246899941, 8.740262061758479, 8.335448351341697, 8.321473204597588, 8.505543388481339, 8.552966240767482, 8.350236112276809, 8.109081033072668, 8.539929546398097, 8.535623890267809, 8.152345891530405, 8.399872141360548, 7.737922667873269, 8.15695720088359, 8.175043636189214, 7.595645045643389, 7.911222051300795, 8.645606075472527, 8.114112476153545, 8.054768997187903, 7.800103557084926, 8.096027154350947, 8.10653262234877, 8.029447458295808, 7.192697926255588, 9.370330492895473, 8.523467886567657, 7.313215625083473, 8.839958839301076, 8.656716147817143, 8.137974531785895, 8.523363904379156, 6.108894835851177, 7.818953624010673, 8.49431208395812, 8.342596121020756, 7.742470144320784, 6.682052985671971, 6.759804959168626, 9.093551460193316, 7.062030527371495, 8.434506543833649, 6.781692983120098],
},
"2021": {
"dumps": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76],
"perplexities": [9.841089195168713, 8.366233239891208, 8.059521351436208, 8.318918468325863, 8.324706089968892, 8.32605366049384, 8.435930736985704, 8.66800508008913, 8.406990633173743, 8.962431358959584, 8.850717354466074, 9.1716199955458, 9.302688993535714, 8.939046098190769, 9.051679849424985, 8.682789687366284, 8.994991585405426, 8.561380912367396, 8.787500555168679, 8.843251281455629, 8.7217706466806, 8.381660448144187, 9.395216774912862, 8.591359926732526, 8.453429031525232, 8.456509570151965, 8.628116911794814, 8.53819222436614, 8.730438299562152, 9.376235492300244, 8.15154442462199, 8.54875158466325, 8.163866477674533, 8.304409143008455, 8.856929571720633, 8.167913697870857, 7.84492260274128, 8.162407286516313, 8.321838697740313, 8.253127215455834, 8.248563253933684, 8.499374467029739, 8.680742460396948, 7.967559876484448, 8.095069183089077, 7.912424470771882, 7.7624804836167565, 7.807769541801359, 8.016590141394108, 7.6555859978103316, 8.416070459989983, 7.512191560306614, 7.994576039964321, 7.185188422240499, 7.660311594811295, 7.23106290817905, 6.982644852723388, 7.843742555580493, 7.005057894403877, 8.430250121211994, 5.657881355879867, 6.726292542438366, 7.486937111190708, 7.712303495834796, 6.246962399681747, 6.92875404699629, 5.329766234792039, 5.709327997807491, 7.971206942045293, 5.686373279239376, 6.1781744792525615, 8.241084719551052, 8.439160967397711, 7.65310078654845, 6.327069191350794, 3.91910919080523],
},
"2022": {
"dumps": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82],
"perplexities": [9.483592568856565, 7.189994228954454, 8.316909239194644, 7.86424678656687, 9.220674611582542, 8.321976529350732, 9.10888002884781, 8.225969911900018, 8.384237608546773, 8.780327271679809, 9.364145618644377, 9.495859713757827, 9.106949174218812, 9.23421176581141, 9.163921762844911, 8.794794461344875, 8.828930317074237, 8.910619607048394, 8.875861267417038, 8.806690212582172, 9.061056708418198, 8.866883414667015, 8.67286618308663, 8.682273027254936, 8.305102405030174, 8.189733511502775, 8.924337748216326, 8.659728319566609, 8.444422835653581, 8.755250021389994, 8.000000289145156, 8.081525926632303, 8.061721834769063, 7.895475427973516, 8.287032632326136, 8.472773038016852, 7.663326197885218, 7.847535650315383, 7.732755997953167, 7.960257016089297, 7.608447426559309, 7.598389147784626, 7.946761405541756, 7.773873549407202, 8.126908611820289, 7.916664649722816, 7.894622086606636, 7.680503580812927, 7.727898320658088, 7.432772901777352, 8.202398282489195, 8.042184753937285, 7.73548358717129, 7.682704039184239, 8.158164009607694, 7.345186708566949, 7.828163052277644, 7.611824744941703, 7.241808787698759, 7.582892852952833, 7.879397809151155, 7.134581497547041, 7.78667356422719, 6.656397614763345, 7.023352560594163, 7.362930730205023, 7.3699197483652386, 6.7454140379422265, 5.903262622771099, 6.434879224359672, 7.306608742238141, 7.9100884219615555, 7.924947631037447, 8.120669403708789, 7.8919156097528464, 7.295660656533646, 5.599201327007343, 5.260468504600074, 6.889443342018529, 5.396932289937023, 6.7357812331788285, 7.079240389198726],
},
"2023": {
"dumps": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87],
"perplexities": [8.70489099557147, 7.743567081947979, 5.707700759513075, 7.42267071929539, 7.528257194741652, 6.766266255314377, 8.140487690026744, 7.968460364579144, 8.378534732391445, 8.462864835761868, 8.750163467122363, 9.030159982511133, 8.947498611252533, 9.26185161266797, 9.148155404351185, 9.160868347246595, 9.132536983584458, 9.12916497406581, 9.027825944368539, 9.127169658958355, 9.087762413460762, 9.288851446582335, 9.21606664952798, 9.10292838042461, 9.142519978568224, 8.822355646917647, 8.900446619619732, 8.79981304565808, 8.918708459617246, 9.13267243596762, 8.759214105765599, 8.961577284078654, 8.12181490449537, 8.43888231714366, 8.724831350613316, 8.258762532936931, 8.337583232620341, 8.223678511207945, 8.19914152935067, 8.250449659843008, 8.488274186714182, 8.063794656047826, 8.267469501822353, 8.109403400519883, 7.897519766033864, 8.029859903259943, 8.01415790723292, 7.852726835204203, 7.524006414246027, 8.016485804552786, 8.181980185953115, 7.7865858384362445, 7.630488133713028, 7.744179998387641, 7.9618609986528766, 7.818104340203628, 7.873732400580378, 7.643522973769515, 7.743819932052891, 7.603304862075835, 7.499516191588959, 7.919857492185231, 7.294200517555408, 7.835098137549298, 7.562994060655124, 7.426074658906729, 7.4503303575596185, 7.6402144041645315, 6.889172499203354, 7.869082402525025, 7.476479798274207, 7.46012411648056, 7.016878527752248, 7.233305845472016, 6.657949958745544, 6.2352925881040875, 6.558931554888652, 6.094819134587699, 6.444696396841287, 5.338755088514068, 5.367611973164904, 5.425863412036782, 4.20042362030674, 5.111941016244413, 5.149295160813693, 3.9082208202377435, 2.6866750639387136],
},
}
# Create figure
fig = go.Figure()
# Add traces for each year
for year, year_data in data.items():
fig.add_trace(go.Scatter(x=year_data["dumps"], y=year_data["perplexities"], mode='lines+markers', name=year))
# Update layout
fig.update_layout(
title="Perplexity Across Different Dump Duplication Counts (Global)",
xaxis_title="Number of Dumps Duplication",
yaxis_title="Average Perplexity",
legend_title="Year"
)
# Show the figure
llama_graph4 = fig
#llama graph 5
# Data for different buckets and years
import plotly.graph_objects as go
# Data for different years and buckets
data = {
"2014": {
"buckets": ["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"],
"perplexities": [9.276942939297756, 8.69938211424056, 8.158271167692497, 8.367670702299348, 6.583755343348351, 7.497674909399879]
},
"2015": {
"buckets": ["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"],
"perplexities": [9.103981560121444, 8.198551019737206, 8.17752561770772, 8.233928498586414, 6.517481691960036, 7.3736492145399355]
},
"2016": {
"buckets": ["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"],
"perplexities": [9.023271012270133, 8.067050538323626, 8.150103850870096, 8.232721560484496, 6.3749350052179015, 7.350697996200808]
},
"2017": {
"buckets": ["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"],
"perplexities": [9.129487810210167, 8.290815319993621, 7.878257519772607, 7.98292071692709, 6.524893452272168, 6.918924770013169]
},
"2018": {
"buckets": ["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"],
"perplexities": [9.213411471804902, 7.89026459259236, 7.403516159589743, 7.556076611087452, 6.6509342133282745, 6.493818412135467]
},
"2019": {
"buckets": ["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"],
"perplexities": [8.96407327327958, 7.628975687395983, 7.036189728869401, 6.6349379440939895, 6.446837262269017, 6.086615106309735]
},
"2020": {
"buckets": ["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"],
"perplexities": [9.137673180826452, 7.794611238323424, 7.059198583303955, 6.82070782491814, 6.64418110544852, 6.271177318179787]
},
"2021": {
"buckets": ["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"],
"perplexities": [9.178752781806578, 7.70543845537127, 6.698443323550492, 6.472409310902069, 7.307749809853384, 6.782598533191676]
},
"2022": {
"buckets": ["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"],
"perplexities": [9.096031774523855, 7.652072280274248, 6.615135590934534, 6.239500427643811, 6.787412545253696, 6.99638904682498]
},
"2023": {
"buckets": ["1-1", "2-5", "6-10", "11-100", "101-1000", "1001-30000000"],
"perplexities": [8.728460642325789, 7.561677894180029, 6.194391269071906, 5.775947387872692, 6.054439209079063, 5.3384410032299]
}
}
# Create figure
fig = go.Figure()
# Add traces for each year
for year, year_data in data.items():
fig.add_trace(go.Scatter(x=year_data["buckets"], y=year_data["perplexities"], mode='lines+markers', name=year))
# Update layout
fig.update_layout(
title="Perplexity Across Different Buckets (Local)",
xaxis_title="Bucket (Duplicate Count Range)",
yaxis_title="Average Perplexity",
legend_title="Year"
)
# Show the figure
llama_graph5 = fig
##llama graph 6
# Data for different years and duplication counts
data = {
"2014": {
"duplicates": list(range(1, 88)),
"perplexities": [9.73915022954687, 8.920626670584653, 10.794318768046299, 8.843588010546013, 9.050843813116494, 8.930966597941875, 9.037282952268393, 8.861595199889763, 8.753115155540607, 9.750853693230052, 8.684437196297443, 9.220661575409212, 8.779997997083122, 8.395973456433415, 8.73217254093509, 8.881588084417483, 8.631494252144279, 8.819106667105284, 8.896815931063438, 8.659420224734506, 9.093486198999384, 9.696607960142106, 8.508805626033137, 8.770987058526325, 8.618185592039293, 7.915860238031309, 8.83767692043796, 8.727961757725632, 8.485070840013236, 9.764445257512499, 8.600757313466264, 9.081950235300344, 8.644217818204663, 8.55864241676558, 8.233431060928043, 8.184825012856324, 8.457157826105203, 8.306222356999731, 8.804352979539, 8.313005637251672, 9.026721732161297, 8.449083429742776, 8.733235778798473, 9.006749183049818, 8.200737283467852, 8.251897579249375, 7.787355375938481, 7.268723383407269, 7.571889349513068, 8.351626749016013, 8.400107029097354, 7.723260069861529, 8.064236740258659, 7.888157433279341, 8.148191006636575, 7.906415374915906, 7.676551458219022, 7.967158452060384, 7.932665786459153, 7.9763750026305305, 7.667885913458702, 7.839381126838969, 7.92098160290061, 8.028601269205508, 7.563111341601447, 7.6678178481341215, 7.111641341466761, 7.42738813332767, 6.926910421359465, 7.363397686520664, 7.4639497513997775, 7.970748152252673, 7.356418997104175, 7.343504223513313, 6.8766667549967355, 6.358501202955649, 6.424115736059589, 6.008071046749611, 6.639372134895001, 5.6177395770356835, 5.443864799344331, 5.6647930543792, 4.172380654474099, 5.128083927608737, 5.146055825516793, 3.8998212782432287, 2.6866750639386963],
},
"2015": {
"duplicates": list(range(1, 88)),
"perplexities": [9.219127989173247, 8.662048439524266, 8.38989056455147, 7.962841520680627, 7.9129221891669, 8.601740522408205, 7.072072698161579, 8.547935092167322, 9.032202360967963, 9.644330594119374, 8.8352494084492, 9.04389212105191, 8.887379409385023, 8.467909602302054, 8.822876185378563, 8.655601459122618, 8.73446662907839, 8.858527575243034, 8.884133792160123, 8.489950876265588, 9.093447553065644, 9.577116330804195, 8.564448599529959, 8.758142067509203, 8.56227523869569, 7.897451823056177, 8.780353272984362, 8.69589044489135, 8.469444871399634, 9.707586741035607, 8.549040139041137, 9.062827976790162, 8.645009864743498, 8.544819434495203, 8.218203612587951, 8.191690418776773, 8.42249826138689, 8.296810827637307, 8.760096580513409, 8.3252124274653, 8.992877987118824, 8.454953276821902, 8.699916032688582, 8.953715077645272, 8.181603571788644, 8.193005628373307, 7.792425191978106, 7.2744004758877745, 7.554966996453596, 8.35034561406835, 8.41512904956328, 7.684576106312188, 8.064672849239695, 7.937226299628162, 8.236727165389356, 7.824011302908751, 7.622715782362401, 7.960707630747855, 7.932794820691164, 7.929912243495168, 7.655015402069077, 7.962802955194318, 7.851307904639461, 7.964993709642837, 7.551712280758451, 7.708432510205161, 7.1666588182507835, 7.3873387045347325, 6.911323642701545, 7.47032697252429, 7.5402879073116535, 7.826497044764086, 7.269655663988105, 7.343193140755126, 6.732955100033813, 6.447813049685099, 6.444597512230532, 6.007330197959276, 6.503017736395001, 5.297028390356502, 5.425460792319903, 5.536870445249572, 4.171727106880239, 5.112414745674864, 5.144884382794889, 3.914611382312465, 2.6866750639386963],
},
"2016": {
"duplicates": list(range(1, 88)),
"perplexities": [9.224890447512712, 8.865209727234555, 7.716537450318067, 8.505567000250219, 8.231186376526843, 8.439303045267778, 7.877163015312243, 7.994466878194956, 8.658354490436203, 8.525931733072895, 9.410755179427637, 9.700628031783868, 8.99451144975165, 9.002303200677753, 9.126870672453386, 9.422070510449645, 8.936682491853515, 8.911484811267863, 8.891667216351042, 8.666177883702614, 9.155910144590026, 9.594754908402185, 8.621298759427466, 8.787852330773674, 8.7227109238452, 7.982914897395895, 8.878126149070932, 8.717610707273684, 8.500066718763687, 9.77299952938655, 8.484499188420418, 9.006429013502562, 8.589528938847574, 8.48246092046138, 8.167057989146516, 8.171040607118929, 8.37171605234296, 8.266790595091017, 8.734798864250555, 8.29240112699872, 8.963302188522936, 8.41185193834277, 8.658957651571432, 8.923242538915662, 8.078070177365753, 8.153012171180952, 7.737730977556822, 7.323638159806731, 7.59168066096202, 8.37506434888842, 8.423868629202383, 7.671655504568603, 8.065075392658766, 7.976138380650688, 8.205116203468345, 7.81671515229199, 7.552886431000103, 7.904920126191346, 7.86434557317493, 7.888281162416497, 7.619817540814656, 7.956601658437982, 7.850774863461917, 8.024547071152215, 7.517340246604877, 7.638602768798686, 7.109799072356206, 7.351570828393637, 6.931128546796388, 7.506046773490761, 7.4664617315330455, 7.669725603465176, 7.254794269540855, 7.3180585905711455, 6.736605721220725, 6.380176442621056, 6.484391243201081, 6.037335383847396, 6.5047803196868665, 5.393419865823429, 5.382493790662867, 5.530611638476127, 4.195599613009973, 5.12749648121783, 5.162191190570913, 3.916322213479375, 2.6866750639387456],
},
"2017": {
"duplicates": list(range(1, 88)),
"perplexities":[9.488743166894329, 9.898479048180542, 8.696778620360424, 8.366687823872034, 8.630884650266044, 8.676086291852428, 9.334997107239593, 9.185879201546161, 8.84595356333466, 9.393437387426701, 9.45406621593655, 9.624060249862962, 9.532091483098174, 9.28384082428477, 9.469552273926178, 9.409055052262094, 9.358522040360171, 9.297106280140776, 9.073575169188139, 9.100944640377902, 9.23197269860482, 9.245904776150217, 9.170311706541447, 8.910824090510237, 8.795205662257203, 8.552457741951807, 8.930826813105282, 8.265717221808657, 8.603004747276188, 9.612646939458466, 8.552662222672813, 8.998548290935052, 8.560421893590284, 8.474723014427948, 8.206627804901014, 8.223373542290199, 8.398403355144557, 8.287572376736062, 8.754052702949243, 8.299825024291893, 8.941167619680243, 8.415160982913156, 8.638716545065352, 8.848352711284978, 8.027616325562285, 8.215417483840307, 7.796294849683444, 7.352280888696609, 7.632599613586875, 8.212116380094994, 8.36906213664436, 7.611956268590032, 7.998619733141829, 7.856761646868557, 8.045287904958364, 7.748316066259832, 7.501006529761084, 7.741538102662183, 7.751563576545041, 7.770809347580409, 7.433360335360308, 7.521045712972479, 7.342706611396849, 7.668010856653189, 7.324083777740233, 7.408132498092624, 7.120381253454176, 7.197819855700191, 6.845740773242076, 7.434903892374942, 7.30172469589484, 7.572324587463354, 7.2429522069242855, 7.407759480504424, 6.731089619105264, 6.270051935102005, 6.3655986521155326, 6.030460569178489, 6.450442179508357, 5.330140935634091, 5.408213974705514, 5.4956074785168365, 4.202359666343794, 5.132012988189369, 5.155812750486333, 3.917511891854019, 2.686675063938749],
},
"2018": {
"duplicates": list(range(1, 88)),
"perplexities": [9.896529727642656, 9.291082874617985, 9.691247942464267, 9.726042361988922, 9.023219233278645, 9.828083681879585, 9.061982292637602, 9.222594755383295, 9.221127620511943, 9.147737783035632, 9.217942333429908, 9.539190089929702, 9.468073594196243, 9.437273531098606, 9.435014041935224, 9.273790337174349, 9.396223055633108, 9.287408522624531, 9.106775224145558, 9.116191168902963, 9.237111779685268, 9.209051051549245, 9.222483610869865, 9.135002988610983, 8.788784301843895, 8.934854040474761, 9.017725654773155, 7.556551156032443, 8.798309646970585, 9.013026921998197, 8.454361664597716, 8.74055667139578, 8.44422407689182, 8.32983201978779, 8.359235182862202, 8.353476542703998, 8.197721584268855, 8.26450576475226, 8.595793902257883, 8.225557269937037, 8.826470933221817, 8.293081795411524, 8.570012186388858, 8.770785639469723, 7.88712952313622, 8.04581707470935, 7.626361664897192, 7.1029187216659935, 7.320944236203329, 8.070993423549334, 8.27396015964389, 7.3820727875281875, 7.903671423277116, 7.7618204686483825, 7.827655269209816, 7.675624293658499, 7.264953900477738, 7.583393879771943, 7.602901960669463, 7.671533291630901, 7.276738084631234, 7.3453361167238915, 7.135545835325713, 7.485342152740761, 7.167623169217046, 7.381420434659487, 7.025242147597371, 7.069891649575291, 6.69865442435757, 7.328644984573098, 7.258232298527563, 7.535910329008589, 7.255533113180425, 7.560918656956746, 6.666615954230938, 6.221938216559355, 6.336678407141162, 6.054298848202251, 6.548775617064581, 5.321650356255492, 5.4358231429446455, 5.421178189821786, 4.244486836711896, 5.109567298910753, 5.17074725626889, 3.9038325478573555, 2.6866750639387633],
},
"2019": {
"duplicates": list(range(1, 88)),
"perplexities": [9.32068228893817, 11.395142057563769, 9.418956531524783, 10.900691920426821, 9.438262555370176, 8.884239866713687, 9.062124035437813, 8.50267614928243, 8.638876645072413, 8.686925644350039, 8.714235065140539, 9.113035752580663, 9.125236586170647, 9.163963570975344, 9.25494911293901, 8.935379208998043, 9.225725827052665, 9.033303873966254, 8.950682642906997, 8.903920653639469, 8.911229320689435, 9.015000200687188, 9.096624316542014, 9.016863768067717, 8.737328799715891, 8.788723623351723, 8.932436150017006, 7.699853163934218, 8.707767111902166, 8.95646015823901, 8.35912690813594, 8.398373212501705, 7.932236470700611, 8.161242760113705, 8.609004455587062, 8.226779586405538, 7.842118333008395, 7.9881363454553, 8.036089351408874, 7.920609938080794, 7.95212600254153, 7.579485372600602, 7.88538668960003, 7.9594135744662236, 7.514800487806593, 7.689464139444159, 7.7544565651227, 7.41897302703282, 7.214254081876507, 7.895563781767841, 8.100226164186843, 7.272920541743749, 7.915118433849716, 7.658091861348199, 7.791626057064827, 7.627133141656945, 7.251831253315811, 7.569422424576574, 7.4906231710283935, 7.624606161129255, 7.152179142613762, 7.400538018976905, 6.9780334804483495, 7.455001719017696, 7.07739603554367, 7.201520909070617, 6.8033512129548726, 6.932923527827607, 6.796367425560507, 7.349719615399371, 7.290546797526088, 7.5224745941917055, 7.234885644016566, 7.373214375228053, 6.746192846100825, 6.23400120737243, 6.33988992018498, 6.030827322485673, 6.526425922427022, 5.371781592457229, 5.52171375482226, 5.521789795055974, 4.281913900699859, 5.135628510388279, 5.198507257987441, 3.9021738986547896, 2.6866750639387633],
},
"2020": {
"duplicates": list(range(1, 88)),
"perplexities": [10.012609650486192, 7.996780616269575, 8.486989186126861, 8.589723559690643, 8.39765295502809, 8.493985763693104, 8.444565685004276, 8.521057974766807, 8.262640776205831, 8.635134709906502, 8.811211245843253, 9.235066189908858, 9.022297426838923, 9.050058439072979, 9.021682564717057, 8.873493708246608, 9.015417293624877, 8.740954222830077, 9.0380883860745, 8.889091357432216, 8.912750014641842, 8.882441443817264, 8.998337842644444, 8.921169948677084, 8.691071558938896, 8.49208784075201, 8.776939087082413, 8.594979421555715, 8.72886934455455, 8.995731720491424, 8.421636184069852, 8.47617010726572, 7.749949346989389, 8.161269940208024, 8.744952692782391, 8.32025892064496, 7.869262480191432, 8.000847753164901, 8.076273972096198, 8.032342430082904, 7.983041009058366, 7.653597631636462, 7.975156835319908, 7.737411017432282, 7.605514142199969, 7.787824887059794, 7.857457978446249, 7.633203676037199, 7.047268036460168, 7.690311434532034, 8.040577048529848, 7.389586464023044, 7.740869008676299, 7.609659150626595, 7.837672584415724, 7.612754624743091, 7.287910254959312, 7.626199197144874, 7.319186118558612, 7.7127748347332385, 6.954623517457656, 7.486793070503545, 7.0394625786365, 7.450374675494852, 7.127267484316468, 7.250906351593999, 6.786363739265897, 6.980573512727148, 6.941463773809052, 7.423486191350063, 7.318743327632096, 7.629349084770016, 7.28811046001031, 7.435335626891362, 6.787682578185395, 6.222443482377916, 6.382107628208513, 5.9634307406816855, 6.574337724456447, 5.299637438768189, 5.445760462611284, 5.536805681860065, 4.174658965854665, 5.1170397769906595, 5.103551563888967, 3.9064523489117278, 2.6866750639387456],
},
"2021": {
"duplicates": list(range(1, 88)),
"perplexities": [9.841089195168713, 8.376002975517325, 8.380380483628153, 8.188986954093957, 8.498635277059357, 8.023999615729231, 8.382569297820478, 8.547323342280805, 8.188133428925276, 8.92217442481792, 9.176245490194058, 9.243284040091787, 9.034153905594078, 9.202098403867247, 9.134743272368441, 8.987006737157861, 8.92449319257734, 8.825574314893755, 8.847995893024844, 8.941295135829169, 8.987413373621635, 8.946047635293768, 8.910627453693433, 8.788838301728244, 8.76786062380576, 8.382956738298825, 8.699642493063092, 8.653055171884096, 8.740110731986059, 8.962375284828505, 8.333692265451546, 8.538371629422324, 7.61125418543177, 8.043172182416328, 8.716508021173402, 8.108788324737684, 7.9519597656706695, 8.013683771558808, 8.146173728648037, 8.096827091707578, 8.084160146852566, 7.625363299166386, 8.20296870216023, 7.82588401311041, 7.70124082508177, 7.78873594093791, 8.037661887779432, 7.5026482593453085, 7.087004259771732, 7.513718369391617, 8.138555082388203, 7.544675643417071, 7.6985222025131135, 7.620353449057761, 7.677585788165064, 7.607561443995849, 7.675688681631018, 7.426483327070772, 7.298729035123734, 7.597011886621879, 7.054853268704371, 7.2720630088080185, 6.999536763473811, 7.4649197409435155, 7.188519614053191, 7.05059392608445, 6.8880258512600125, 7.233553654860446, 6.863558927804786, 7.576343786143615, 7.169748797692396, 7.360833458217927, 7.151198016478686, 7.209746838078912, 6.785065344185751, 6.1445251557486005, 6.316811670053038, 5.861969568678405, 6.340724036900801, 5.198467430353175, 5.459134505462628, 5.462830131530051, 4.189086813428227, 5.114653776848574, 5.111679826185254, 3.920071733342082, 2.6866750639387456],
},
"2022": {
"duplicates": list(range(1, 88)),
"perplexities": [9.483592568856565, 7.19946566373024, 6.689435696789969, 7.735695023912755, 8.891994985807424, 7.974675072464074, 8.38103445140788, 7.767845780936468, 8.394625582114237, 8.433832557729854, 8.774679671114042, 8.974690045840946, 8.970427821588581, 9.259164010333704, 9.106573684091558, 9.082142024590542, 9.00694910652822, 8.951939452627803, 8.834410968583011, 8.976270078171723, 8.9788747911979, 9.147340358822175, 8.94766754786145, 8.863791307783835, 8.876434772786448, 8.537925507030351, 8.824632718943558, 8.670890722043863, 8.713248499915446, 8.991496303395792, 8.497388391287544, 8.694429166461068, 7.660306866593211, 8.063103914688337, 8.463798472858477, 8.147225054222934, 7.98918792448372, 8.129552622440363, 8.156552658413169, 7.993772322199681, 8.077300760319622, 7.687003596840271, 8.216734207325837, 7.818779874173861, 7.784873713139422, 7.841502120166083, 8.009056410739252, 7.643507378655463, 7.027652318922246, 7.578018517117392, 8.21806831598481, 7.738109238050354, 7.657938120144026, 7.670918897910402, 7.789453032753468, 7.6784988295976015, 7.758997892938832, 7.354548111787801, 7.324563987410127, 7.542453103467507, 7.082203068171782, 7.41432116627747, 6.902549671764324, 7.489234680249967, 7.354679134462809, 6.977235447939879, 7.297608588934183, 7.439224077591953, 7.01074155919995, 7.77157588876759, 7.452660719169145, 7.206525557457038, 6.837175958650314, 6.816276605521482, 6.841636273605858, 6.4126962333247475, 6.544729510231483, 5.84044063139556, 6.384392701668377, 5.342064638285962, 5.449806194943077, 5.550638967579051, 4.188085941944831, 5.167854549955437, 5.137630179031516, 3.901881866936028, 2.686675063938701],
},
"2023": {
"duplicates": list(range(1, 88)),
"perplexities": [8.70489099557147, 7.580704259900713, 5.836272117595713, 7.267518477506005, 7.283085974734155, 5.803062744865375, 8.134525344019872, 7.557124524037357, 8.285446726695811, 8.351123312334009, 8.590647921692078, 9.005573576795152, 8.871116907846343, 9.192666716497001, 9.005592946042935, 9.143088639505718, 9.091899749285021, 8.968510745275767, 8.975056578670769, 9.091779598794488, 8.980027479169559, 9.159988763765217, 8.883393229479356, 8.874910963718058, 8.931427901889217, 8.625523963019026, 8.735000607943736, 8.63742312596692, 8.70111762921543, 9.206595504882097, 8.763642440521853, 8.911783192379705, 7.634828216241755, 8.259433628637158, 8.82001651315211, 8.107726825798297, 8.206921799311043, 8.355228813696131, 8.298238657805719, 8.033613885206083, 8.225747435920205, 7.934196000879481, 8.286077333650876, 7.980486854114626, 7.721311081423362, 7.689565789535576, 7.790611228082437, 7.624460645122273, 7.0093123271820055, 7.791169711054489, 8.14175443228974, 7.776459425768002, 7.526576191153727, 7.756713091828537, 7.801566191856336, 7.843167604084829, 7.7089466527367705, 7.409181212687685, 7.442037119594963, 7.337342474375209, 7.190330728288846, 7.254100247522111, 6.79586626781295, 7.483337535174346, 7.294262214559599, 7.030373799134058, 7.149000704995256, 7.324234704301861, 6.822226914595191, 7.792044674564248, 7.149607692275065, 7.078295043693808, 6.946740616609221, 6.700263270499871, 6.4699642011179925, 6.359739677958311, 6.494171402228005, 5.966063278273302, 6.15136761591695, 5.309723356734837, 5.00827796373236, 4.976659481606136, 4.042120043465434, 4.842002060938444, 5.114027203055052, 3.8900363946754233, 2.6866750639387074],
},
}
# Create figure
fig = go.Figure()
# Add traces for each year
for year, year_data in data.items():
fig.add_trace(go.Scatter(x=year_data["duplicates"], y=year_data["perplexities"], mode='lines+markers', name=year))
# Update layout
fig.update_layout(
title="Perplexity Across Different Dump Duplication Counts (Local)",
xaxis_title="Number of Dumps Duplication",
yaxis_title="Average Perplexity",
legend_title="Year"
)
# Show the figure
llama_graph6 = fig
##txt360 vs fineweb comparison table
dataset_comparison = pd.DataFrame(
{
"Metric": [
"BoolQ",
"PIQA",
"HellaSwag",
"Winogrande",
"MMLU",
"Natural Questions",
"TriviaQA",
"GSM8K",
"MATH",
"MedQA",
],
"TxT360 - Upsampling": [
"70.31",
"80.36",
"73.54",
"68.43",
"30.26",
"22.22",
"58.52",
"3.41",
"28.04",
"25.61",
],
"FineWeb": [
"71.5",
"82.1",
"79.46",
"70.96",
"28.5",
"19.03",
"36.65",
"5.31",
"29.65",
"27.26",
],
"TxT360 Difference": [
"(1.19)",
"(1.74)",
"(5.92)",
"(2.53)",
"1.76",
"3.19",
"21.87",
"(1.9)",
"(1.61)",
"(1.65)",
],
}
)
styled_table = (
dataset_comparison.style.applymap(
lambda _: "background-color: #E1EEDB", # Green background for "TxT360" and "AnotherColumn"
subset=pd.IndexSlice[:, ["TxT360 - Upsampling", "TxT360 Difference"]] # Apply to both columns
)
.applymap(
lambda _: "background-color: white", # White background for all other columns
subset=pd.IndexSlice[:, dataset_comparison.columns.difference(["TxT360 - Upsampling", "TxT360 Difference"])] # Apply to all columns except "TxT360" and "AnotherColumn"
)
.hide(axis="index") # Hide the row index
)
table_html = styled_table._repr_html_()
table_div_1 = Div(NotStr(table_html),
style="display: flex; justify-content: center; align-items: center; width: 100%; max-width: 100%; height: auto; overflow-x: auto;"
)
intro_div = Div(
H2("TxT360 Studies"),
H3("What This Section Contains"),
P("This section shows the learning curve when pre-training on TxT360, with a proper upsampling approach. We compare several simple strategies and demonstrate that one particular upsampling method, inspired by the natural data distribution, performs exceptionally well. In our preliminary experiments, the model learns significantly faster on TxT360 compared to a similarly scaled dataset, FineWeb. We believe that a more carefully designed upsampling strategy could further enhance the use of our data."),
P("In addition to the training results, we also provide an analysis of the dataset, including perplexity trends over time across the CommonCrawl snapshots. This section is organized into the following topic areas:"),
Ul(
Li("The Learning Curve of TxT360 with an Upsampling Recipe", style = "margin-bottom: 5px"),
Li("Perplexity Analysis across time", style = "margin-bottom: 5px"),
Li(B("Estimated Reading Time: 15 minutes"), style = "margin-bottom: 5px"),
),
)
upsampling_exp = Div(
H2("A Simple Data Mix Creates a Good Learning Curve"),
P(
"As discussed in prior sections, duplicated documents can significantly reduce training efficiency (i.e., the ratio of model performance to the number of pre-trained tokens). Previous work, such as RefinedWeb",
D_cite(bibtex_key="refinedweb"),
", emphasizes the importance of deduplication. Recently, the FineWeb study conducted an interesting analysis, comparing LLM performance when pre-trained on globally deduplicated versus locally deduplicated datasets. They found that training efficiency with a globally deduplicated dataset can be worse",
D_cite(bibtex_key="fineweb"),
". Fineweb hypothesize that global deduplication may remove a higher proportion of high-quality documents."
),
P(
"This finding led us to consider that a pre-training corpus based on crawled websites is naturally upsampled for a variety of reasons. For example, commonly used templates or boilerplates may appear millions of times; a well-regarded article reposted by different users may surface across multiple sites; and the same web pages, crawled by CommonCrawl at different times, will duplicate each other. The reasons behind these duplications vary: some may serve as indirect indicators of high-quality content, while others may not. Therefore, curating a pre-training dataset should involve leveraging these signals and considering data weighting schemes — or at the very least, provide users with the necessary information to control it effectively."
),
P(
"To this end, we store rich metadata for each document source, including features like user votes from StackExchange. One crucial piece of metadata is the number of duplicates detected for a document. This information allows users to reconstruct the natural web distribution, but more importantly, we will demonstrate that a simple upsampling recipe based on this metadata can create a high-quality data mix."
),
H3("Experiment Setup"),
P(
"Motivated by the FineWeb study, we opted to upsample documents based on their natural distribution. However, since duplication is only an indirect indicator of quality, we upsample documents to a few predefined levels rather than using their exact count. Specifically, we set the upsampling weight to 3 for documents with 2 to 5 duplicates, 5 for those with 5 to 100 duplicates, 8 for 101 to 1000 duplicates, and 10 for documents with over 1000 duplicates. These values were selected heuristically and informed by preliminary small-scale experiments. For non-CommonCrawl data sources, we assign a weight of 2 if the document appears more than once. This straightforward approach results in a corpus exceeding 15 trillion tokens, making it one of the largest open-access pre-training datasets available."
),
P(
"To evaluate the training efficiency of our dataset, we sampled 1.5T tokens from both FineWeb and TxT360 (using the aforementioned weighting) and conducted a training ablation on an 8x8B Mixture-of-Experts architecture, similar to Mixtral. We compared the learning curves by tracking training loss, validation scores, and performance across a wide array of diverse evaluation benchmarks. The validation set was sampled independently from SlimPajama",
D_cite(bibtex_key="cerebras2023slimpajama"),
". Note that this experiment is done on a slightly earlier version of the dataset."
),
H3("Learning Curves on the Evaluation Metrics"),
P(
"Evaluation results are the most direct indicator of model quality. We assess the intermediate results of the models across multiple metrics and plot the learning curves. Our findings indicate that the model learns significantly faster with TxT360. For a fair comparison, we evaluate TxT360 against FineWeb using only the CommonCrawl data sources, and we also show the curves after incorporating the 14 curated sources and coding data (Stack V2), demonstrating the full potential of the dataset. Due to computation resource constraints, we stop running experiments when we can observe clear trends."
),
P(
"Based on the metrics, we find that TxT360’s CommonCrawl portion consistently outperforms FineWeb after upsampling, particularly on challenging tasks like MMLU and generation tasks such as NQ. Similar to the findings in DCLM, adding non-CommonCrawl data sources produces mixed results, especially when testing with that specific version of the data. We have since updated the non-CC data to further reduce noise."
),
plotly2fasthtml(all_eval_res_figs["MMLU"]),
plotly2fasthtml(all_eval_res_figs["NQ"]),
# plotly2fasthtml(all_eval_res_figs["GSM8K"]),
plotly2fasthtml(all_eval_res_figs["HellaSwag"]),
plotly2fasthtml(all_eval_res_figs["MedQA"]),
plotly2fasthtml(all_eval_res_figs["PIQA"]),
plotly2fasthtml(all_eval_res_figs["TriviaQA"]),
plotly2fasthtml(all_eval_res_figs["WinoGrande"]),
H3("Comparing the Loss Curves"),
P(
"We also plot the training and validation loss curves for each dataset, showing that TxT360 achieves both lower training and validation losses compared to FineWeb. Although training loss may not correlate directly with final model performance, we observe that the loss curve for TxT360 exhibits fewer spikes compared to FineWeb, indicating more stable training dynamics."
),
plotly2fasthtml(lm_loss_graph),
plotly2fasthtml(validation_loss_graph),
)
preplexity_intro_div = Div(
H2("Perplexity Evaluation on Duplicate Data"),
H3("Model based Quality Estimation"),
P("We took one of the model-based data quality evaluation strategies adopted by", A("DataComp-LM",href="https://arxiv.org/abs/2406.11794"), "which used perplexity filtering as a candidate for quality filtering. DataComp-LM followed", A("CCNet’s",href="https://arxiv.org/abs/1911.00359"), "practice to use a 5-gram Kneser-Ney model as implemented in the",A("KenLM",href="https://github.com/kpu/kenlm"), "library for efficient perplexity calculation. Following this practice, we estimated data quality by taking a", A("KenLM model",href="https://huggingface.co/edugp/kenlm"), "trained on English Wikipedia data to compute perplexity on data with different duplication patterns. Lower perplexity is regarded as a signal of higher quality."),
H3("Sampling Strategy"),
P("We started from a processed Common Crawl (CC) ablation dataset divided by the number of duplicates of each document. For each CC dump, we have different buckets each holding chunks of document with different duplicate count ranges (1-1, 2-5, 6-10, 11-100, 101-1000, 1001-30000000). We sampled the first 10k documents from each chunk with their meta data."),
)
perp1_div = Div(
Section(
H3("Perplexity vs Buckets"),
P("For each bucket, we aggregated all the chunks that belong to a single year and calculated the average perplexity for each (bucket, year) data point."),
#Img(src="images/prep-diff-buckets-global.png", height = "300", width = "600" ),
plotly2fasthtml(Perplexity_Across_Different_Buckets_global_graph),
),
Section(
H3("Perplexity vs Years"),
P("Taking the same data, we can convert it into a graph indicating the yearly trend. For most buckets, the average perplexity of dumps from more recent years seem to be lower than that of former years."),
#Img(src="images/prep-across-diff-year-global-dup-buckets.png", height = "300", width = "600" ),
plotly2fasthtml(graph2222),
),
Section(
H3("Perplexity vs Document Duplication"),
P("We can also break each bucket into distinct document counts. The graph becomes a bit noisy at the end because of insufficient samples with larger duplication counts."),
Img(src="images/prep-across-diff-docs-dup-count-global.png", height = "300", width = "600" ),
plotly2fasthtml(graph3),
P("NEED TO UPDATE - THIS GRAPH SHOULD MATCH THE IMAGE ABOVE AND BUCKET SHOULD NOT BE a LINE OPTION"),
),
Section(
H3("Perplexity vs Dump Duplication"),
P("We are also interested in how the number of dumps a document is in affect data quality. From the graph below we can see that documents that are duplicated across around 40 - 60 dumps usually have lower perplexity."),
#Img(src="images/prep-across-diff-dump-dup-counts-global.png", height = "300", width = "600" ),
plotly2fasthtml(graph4),
),
Section(
H3("Perplexity vs Local Buckets"),
P("Previously we have seen that documents in recent dumps tend to have lower perplexity. This might be related to the way how global deduplication was implemented. During global deduplication, we only keep copy in the latest dump. Hence documents that are duplicated across multiple dumps only appear in the latest one. To avoid bias brought by this strategy, we tried to recover the states before the global deduplication by reading the metadata attached with each document."),
#Img(src="images/prep-across-diff-buckets-local.png", height = "300", width = "600" ),
plotly2fasthtml(graph5),
),
Section(
H3("Perplexity vs Local Dump Duplication"),
P("Following the same practice, we can plot the local version of the graph of average perplexity with respect to dump duplication."),
#Img(src="images/prep-diff-dump-dump-counts-local.png", height = "300", width = "600" ),
plotly2fasthtml(graph6),
),
)
llama_div = Div(
Section(
H2("Llama 3.1 8B"),
P("For comparison purpose, we run the same perplexity evaluation with llama 3.1 8B model."),
),
Section(
H3("Perplexity vs Buckets"),
#Img(src="images/perp-across-diff-buckets-global.png", height = "300", width = "600" ),
plotly2fasthtml(llama_graph1),
),
Section(
H3("Perplexity vs Years"),
#Img(src="images/prep-across-diff-years-global.png", height = "300", width = "600" ),
plotly2fasthtml(llama_graph2),
),
Section(
H3("Perplexity vs Dump Duplication"),
#Img(src="images/prep-vs-dump-dup-global.png", height = "300", width = "600" ),
plotly2fasthtml(llama_graph4),
),
Section(
H3("Perplexity vs Local Buckets"),
#Img(src="images/prep-diff-buckets-local.png", height = "300", width = "600" ),
plotly2fasthtml(llama_graph5),
),
Section(
H3("Perplexity vs Local Dump Duplication"),
#Img(src="images/prep-vs-dump-dup-global.png", height = "300", width = "600" ),
plotly2fasthtml(llama_graph6),
),
)
def results():
return Div(
Section(
intro_div,
id="section51"
),
Section(
upsampling_exp,
id="section52"
),
Section(
preplexity_intro_div,
id="section53"
),
Section(
perp1_div,
id="section54"
),
Section(
llama_div,
),
id="inner-text"
)
|