diff --git a/doc/Programs/ResamplingAnalysisScripts/README.md b/doc/Programs/ResamplingAnalysisScripts/README.md
index 16a5f15ee..5af6a5234 100644
--- a/doc/Programs/ResamplingAnalysisScripts/README.md
+++ b/doc/Programs/ResamplingAnalysisScripts/README.md
@@ -14,6 +14,3 @@ If more than 10⁵ lines are specified the autocorrelation function won't be com
 
 The `gaussian.dat` dataset has been generated with numpy, as a proof of concept. It represents a normally distributed set of 5x10⁵ elements with `std = 0.05`. One will notice that the estimate on the error of the central value is greatly improved by all resampling methods.
 
-`energy.dat` is an autocorrelated data set, with autocorrelation time of roughly 200. It is useful to see the use of blocking on this dataset as a convenient method to estimate the autocorrelation time (compare the elapsed time on the different methods).
-
-In the `plaquette.dat` file there is a small data set (just 1000 samples) and it shows the strenght of using resampling methods to better estimate the error on the central value as opposed to the standard deviation.
diff --git a/doc/Programs/ResamplingAnalysisScripts/energy.dat b/doc/Programs/ResamplingAnalysisScripts/energy.dat
deleted file mode 100644
index 50a239115..000000000
--- a/doc/Programs/ResamplingAnalysisScripts/energy.dat
+++ /dev/null
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deleted file mode 100644
index 8e6c4866e..000000000
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+++ /dev/null
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-/m { moveto } bind def
-/l { lineto } bind def
-/r { rlineto } bind def
-/c { curveto } bind def
-/cl { closepath } bind def
-/box {
-m
-1 index 0 r
-0 exch r
-neg 0 r
-cl
-} bind def
-/clipbox {
-box
-clip
-newpath
-} bind def
-%!PS-Adobe-3.0 Resource-Font
-%%Title: DejaVu Serif
-%%Copyright: Copyright (c) 2003 by Bitstream, Inc. All Rights Reserved. DejaVu changes are in public domain 
-%%Creator: Converted from TrueType to type 3 by PPR
-25 dict begin
-/_d{bind def}bind def
-/_m{moveto}_d
-/_l{lineto}_d
-/_cl{closepath eofill}_d
-/_c{curveto}_d
-/_sc{7 -1 roll{setcachedevice}{pop pop pop pop pop pop}ifelse}_d
-/_e{exec}_d
-/FontName /DejaVuSerif def
-/PaintType 0 def
-/FontMatrix[.001 0 0 .001 0 0]def
-/FontBBox[-770 -347 2105 1109]def
-/FontType 3 def
-/Encoding [ /space /C /E /H /M /P /a /e /i /l /n /o /q /r /s /t /u /v /y ] def
-/FontInfo 10 dict dup begin
-/FamilyName (DejaVu Serif) def
-/FullName (DejaVu Serif) def
-/Notice (Copyright (c) 2003 by Bitstream, Inc. All Rights Reserved. DejaVu changes are in public domain ) def
-/Weight (Book) def
-/Version (Version 2.35) def
-/ItalicAngle 0.0 def
-/isFixedPitch false def
-/UnderlinePosition -130 def
-/UnderlineThickness 90 def
-end readonly def
-/CharStrings 19 dict dup begin
-/space{318 0 0 0 0 0 _sc
-}_d
-/C{{765 0 56 -13 705 742 _sc
-705 193 _m
-683 125 647 73 597 39 _c
-546 4 482 -13 405 -13 _c
-357 -13 312 -5 272 11 _c
-231 27 195 50 164 82 _c
-127 118 100 160 82 206 _c
-64 252 56 305 56 364 _c
-56 477 88 568 154 638 _c
-219 707 305 742 413 742 _c
-453 742 495 736 540 726 _c
-584 716 633 700 685 679 _c
-685 511 _l
-630 511 _l
-618 572 593 617 557 646 _c
-}_e{521 675 470 690 405 690 _c
-327 690 268 662 228 607 _c
-188 551 168 470 168 364 _c
-168 257 188 176 228 121 _c
-268 65 327 38 405 38 _c
-459 38 503 51 539 77 _c
-574 103 599 141 615 193 _c
-705 193 _l
-_cl}_e}_d
-/E{730 0 55 0 650 729 _sc
-55 0 _m
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-_cl}_d
-/H{{872 0 55 0 817 729 _sc
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-_cl}_e}_d
-/M{1024 0 50 0 973 729 _sc
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-50 729 _l
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-527 107 _l
-458 107 _l
-208 615 _l
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-55 0 _l
-_cl}_d
-/P{{673 0 55 0 637 729 _sc
-247 371 _m
-376 371 _l
-424 371 461 384 487 410 _c
-512 436 525 474 525 524 _c
-525 574 512 612 487 638 _c
-461 664 424 677 376 677 _c
-247 677 _l
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-55 0 _m
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-472 729 530 710 573 673 _c
-615 636 637 586 637 524 _c
-637 461 615 411 573 374 _c
-530 337 472 319 400 319 _c
-247 319 _l
-}_e{247 52 _l
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-_cl}_e}_d
-/a{{596 0 50 -13 568 533 _sc
-398 163 _m
-398 273 _l
-282 273 _l
-237 273 204 263 182 244 _c
-160 224 150 195 150 156 _c
-150 120 161 91 183 70 _c
-205 48 235 38 273 38 _c
-310 38 340 49 363 72 _c
-386 95 398 125 398 163 _c
-488 324 _m
-488 52 _l
-568 52 _l
-568 0 _l
-398 0 _l
-398 56 _l
-378 32 355 14 329 3 _c
-303 -7 272 -13 238 -13 _c
-180 -13 134 2 100 32 _c
-}_e{66 62 50 104 50 156 _c
-50 209 69 250 108 280 _c
-146 310 201 325 272 325 _c
-398 325 _l
-398 361 _l
-398 400 386 430 362 452 _c
-338 474 304 485 261 485 _c
-225 485 197 476 176 460 _c
-154 444 141 420 136 388 _c
-90 388 _l
-90 493 _l
-121 506 151 516 181 523 _c
-210 529 239 533 267 533 _c
-339 533 393 515 431 479 _c
-469 443 488 392 488 324 _c
-_cl}_e}_d
-/e{{592 0 50 -13 542 533 _sc
-542 250 _m
-155 250 _l
-155 246 _l
-155 176 168 123 194 87 _c
-220 51 259 34 311 34 _c
-350 34 382 44 408 65 _c
-433 85 451 116 461 157 _c
-533 157 _l
-519 100 492 57 454 29 _c
-415 1 364 -13 302 -13 _c
-226 -13 165 11 119 61 _c
-73 111 50 177 50 260 _c
-50 342 72 408 118 458 _c
-163 508 222 533 296 533 _c
-374 533 435 508 477 460 _c
-}_e{519 412 540 342 542 250 _c
-436 302 _m
-434 362 421 408 397 439 _c
-373 469 340 485 296 485 _c
-254 485 222 469 198 438 _c
-174 407 160 362 155 302 _c
-436 302 _l
-_cl}_e}_d
-/i{320 0 36 0 297 736 _sc
-97 680 _m
-97 695 102 708 113 719 _c
-124 730 137 736 153 736 _c
-167 736 180 730 191 719 _c
-202 708 208 695 208 680 _c
-208 664 202 651 192 641 _c
-181 630 168 625 153 625 _c
-137 625 124 630 113 641 _c
-102 651 97 664 97 680 _c
-212 52 _m
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-_cl}_d
-/l{320 0 29 0 290 760 _sc
-205 52 _m
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-_cl}_d
-/n{{644 0 36 0 616 533 _sc
-41 0 _m
-41 52 _l
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-36 519 _l
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-212 427 _l
-228 461 250 488 276 506 _c
-302 524 333 533 369 533 _c
-426 533 468 516 495 484 _c
-522 451 536 400 536 330 _c
-536 52 _l
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-446 365 438 408 422 432 _c
-406 456 379 468 340 468 _c
-}_e{298 468 266 452 244 422 _c
-222 391 212 347 212 289 _c
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-_cl}_e}_d
-/o{602 0 50 -13 552 533 _sc
-301 34 _m
-349 34 385 53 410 91 _c
-434 129 447 185 447 260 _c
-447 334 434 390 410 428 _c
-385 466 349 485 301 485 _c
-253 485 216 466 192 428 _c
-167 390 155 334 155 260 _c
-155 185 167 129 192 91 _c
-216 53 253 34 301 34 _c
-301 -13 _m
-225 -13 165 11 119 61 _c
-73 111 50 177 50 260 _c
-50 342 72 408 118 458 _c
-164 508 225 533 301 533 _c
-377 533 437 508 483 458 _c
-529 408 552 342 552 260 _c
-552 177 529 111 483 61 _c
-437 11 377 -13 301 -13 _c
-_cl}_d
-/q{{640 0 50 -207 611 533 _sc
-525 467 _m
-525 -155 _l
-611 -155 _l
-611 -207 _l
-350 -207 _l
-350 -155 _l
-435 -155 _l
-435 81 _l
-417 48 395 24 368 9 _c
-340 -5 307 -13 267 -13 _c
-203 -13 150 12 110 62 _c
-70 112 50 178 50 260 _c
-50 341 70 407 110 457 _c
-150 507 203 533 267 533 _c
-307 533 340 525 368 510 _c
-395 494 417 470 435 438 _c
-435 519 _l
-611 519 _l
-611 467 _l
-525 467 _l
-}_e{435 285 _m
-435 347 423 394 399 427 _c
-375 460 340 477 295 477 _c
-249 477 214 458 190 422 _c
-166 386 155 332 155 260 _c
-155 188 166 133 190 97 _c
-214 60 249 42 295 42 _c
-340 42 375 58 399 91 _c
-423 123 435 171 435 234 _c
-435 285 _l
-_cl}_e}_d
-/r{478 0 36 0 478 533 _sc
-478 520 _m
-478 390 _l
-426 390 _l
-424 416 417 435 405 448 _c
-392 460 373 467 349 467 _c
-305 467 271 451 247 421 _c
-223 390 212 346 212 289 _c
-212 52 _l
-316 52 _l
-316 0 _l
-41 0 _l
-41 52 _l
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-212 427 _l
-229 463 251 489 279 507 _c
-307 524 341 533 381 533 _c
-395 533 411 531 427 529 _c
-443 527 460 524 478 520 _c
-_cl}_d
-/s{{513 0 56 -13 462 533 _sc
-56 29 _m
-56 150 _l
-108 150 _l
-109 111 121 82 144 63 _c
-167 43 201 34 246 34 _c
-286 34 317 41 338 57 _c
-359 72 370 94 370 123 _c
-370 145 362 164 347 178 _c
-331 192 299 207 249 223 _c
-184 245 _l
-139 259 107 277 87 299 _c
-67 320 57 347 57 381 _c
-57 428 74 465 109 492 _c
-144 519 192 533 254 533 _c
-281 533 310 529 340 522 _c
-}_e{370 515 402 505 434 491 _c
-434 378 _l
-382 378 _l
-380 411 369 437 347 456 _c
-325 475 295 485 257 485 _c
-219 485 190 478 171 465 _c
-151 451 142 431 142 405 _c
-142 383 149 365 164 352 _c
-178 339 208 326 252 312 _c
-323 290 _l
-372 274 407 255 429 232 _c
-451 209 462 180 462 144 _c
-462 94 443 56 405 28 _c
-367 0 316 -13 250 -13 _c
-216 -13 184 -9 152 -3 _c
-}_e{120 3 88 14 56 29 _c
-_cl}_e}_d
-/t{402 0 29 -13 394 680 _sc
-108 467 _m
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-29 519 _l
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-108 680 _l
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-198 519 _l
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-198 93 202 64 211 52 _c
-219 40 235 34 258 34 _c
-281 34 298 41 309 55 _c
-319 69 325 91 326 122 _c
-394 122 _l
-391 74 378 40 355 19 _c
-332 -2 297 -13 250 -13 _c
-198 -13 161 -1 140 21 _c
-118 43 108 82 108 137 _c
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-_cl}_d
-/u{{644 0 27 -13 607 519 _sc
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-522 519 _l
-522 52 _l
-607 52 _l
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-432 0 _l
-432 92 _l
-415 57 393 31 367 13 _c
-341 -4 310 -13 276 -13 _c
-218 -13 175 3 148 35 _c
-121 67 108 119 108 189 _c
-108 467 _l
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-198 217 _l
-198 153 205 110 221 87 _c
-237 63 264 52 304 52 _c
-346 52 377 67 399 98 _c
-421 128 432 173 432 231 _c
-}_e{432 467 _l
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-_cl}_e}_d
-/v{565 0 -2 0 562 519 _sc
-247 0 _m
-56 467 _l
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-313 0 _l
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-_cl}_d
-/y{{565 0 -2 -221 562 519 _sc
-216 -94 _m
-250 -8 _l
-56 467 _l
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-266 -116 _l
-250 -156 232 -184 212 -199 _c
-192 -213 164 -221 128 -221 _c
-112 -221 97 -219 81 -217 _c
-65 -214 48 -210 32 -206 _c
-32 -107 _l
-78 -107 _l
-80 -129 85 -144 95 -154 _c
-}_e{104 -164 118 -169 138 -169 _c
-156 -169 170 -164 181 -154 _c
-192 -144 204 -124 216 -94 _c
-_cl}_e}_d
-end readonly def
-
-/BuildGlyph
- {exch begin
- CharStrings exch
- 2 copy known not{pop /.notdef}if
- true 3 1 roll get exec
- end}_d
-
-/BuildChar {
- 1 index /Encoding get exch get
- 1 index /BuildGlyph get exec
-}_d
-
-FontName currentdict end definefont pop
-%!PS-Adobe-3.0 Resource-Font
-%%Title: DejaVu Sans
-%%Copyright: Copyright (c) 2003 by Bitstream, Inc. All Rights Reserved. Copyright (c) 2006 by Tavmjong Bah. All Rights Reserved. DejaVu changes are in public domain 
-%%Creator: Converted from TrueType to type 3 by PPR
-25 dict begin
-/_d{bind def}bind def
-/_m{moveto}_d
-/_l{lineto}_d
-/_cl{closepath eofill}_d
-/_c{curveto}_d
-/_sc{7 -1 roll{setcachedevice}{pop pop pop pop pop pop}ifelse}_d
-/_e{exec}_d
-/FontName /DejaVuSans def
-/PaintType 0 def
-/FontMatrix[.001 0 0 .001 0 0]def
-/FontBBox[-1021 -463 1793 1232]def
-/FontType 3 def
-/Encoding [ /period /zero /one /two /three /four /five /six /eight /nine ] def
-/FontInfo 10 dict dup begin
-/FamilyName (DejaVu Sans) def
-/FullName (DejaVu Sans) def
-/Notice (Copyright (c) 2003 by Bitstream, Inc. All Rights Reserved. Copyright (c) 2006 by Tavmjong Bah. All Rights Reserved. DejaVu changes are in public domain ) def
-/Weight (Book) def
-/Version (Version 2.35) def
-/ItalicAngle 0.0 def
-/isFixedPitch false def
-/UnderlinePosition -130 def
-/UnderlineThickness 90 def
-end readonly def
-/CharStrings 10 dict dup begin
-/period{318 0 107 0 210 124 _sc
-107 124 _m
-210 124 _l
-210 0 _l
-107 0 _l
-107 124 _l
-_cl}_d
-/zero{636 0 66 -13 570 742 _sc
-318 664 _m
-267 664 229 639 203 589 _c
-177 539 165 464 165 364 _c
-165 264 177 189 203 139 _c
-229 89 267 64 318 64 _c
-369 64 407 89 433 139 _c
-458 189 471 264 471 364 _c
-471 464 458 539 433 589 _c
-407 639 369 664 318 664 _c
-318 742 _m
-399 742 461 709 505 645 _c
-548 580 570 486 570 364 _c
-570 241 548 147 505 83 _c
-461 19 399 -13 318 -13 _c
-236 -13 173 19 130 83 _c
-87 147 66 241 66 364 _c
-66 486 87 580 130 645 _c
-173 709 236 742 318 742 _c
-_cl}_d
-/one{636 0 110 0 544 729 _sc
-124 83 _m
-285 83 _l
-285 639 _l
-110 604 _l
-110 694 _l
-284 729 _l
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-544 83 _l
-544 0 _l
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-_cl}_d
-/two{{636 0 73 0 536 742 _sc
-192 83 _m
-536 83 _l
-536 0 _l
-73 0 _l
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-110 121 161 173 226 239 _c
-290 304 331 346 348 365 _c
-380 400 402 430 414 455 _c
-426 479 433 504 433 528 _c
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-78 694 _l
-118 710 155 722 189 730 _c
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-}_e{359 742 419 723 464 685 _c
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-_cl}_e}_d
-/three{{636 0 76 -13 556 742 _sc
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-453 383 490 362 516 330 _c
-542 298 556 258 556 212 _c
-556 140 531 84 482 45 _c
-432 6 362 -13 271 -13 _c
-240 -13 208 -10 176 -4 _c
-144 1 110 10 76 22 _c
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-103 101 133 89 166 81 _c
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-441 129 458 165 458 212 _c
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-}_e{202 349 _l
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-_cl}_e}_d
-/four{636 0 49 0 580 729 _sc
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-_cl}_d
-/five{{636 0 77 -13 549 729 _sc
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-365 482 429 459 477 415 _c
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-549 155 524 94 475 51 _c
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-143 -1 111 6 77 17 _c
-77 116 _l
-106 100 136 88 168 80 _c
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-}_e{323 69 368 83 401 113 _c
-433 143 450 183 450 234 _c
-450 284 433 324 401 354 _c
-368 384 323 399 267 399 _c
-241 399 214 396 188 390 _c
-162 384 135 375 108 363 _c
-108 729 _l
-_cl}_e}_d
-/six{{636 0 70 -13 573 742 _sc
-330 404 _m
-286 404 251 388 225 358 _c
-199 328 186 286 186 234 _c
-186 181 199 139 225 109 _c
-251 79 286 64 330 64 _c
-374 64 409 79 435 109 _c
-461 139 474 181 474 234 _c
-474 286 461 328 435 358 _c
-409 388 374 404 330 404 _c
-526 713 _m
-526 623 _l
-501 635 476 644 451 650 _c
-425 656 400 659 376 659 _c
-310 659 260 637 226 593 _c
-}_e{192 549 172 482 168 394 _c
-187 422 211 444 240 459 _c
-269 474 301 482 336 482 _c
-409 482 467 459 509 415 _c
-551 371 573 310 573 234 _c
-573 159 550 99 506 54 _c
-462 9 403 -13 330 -13 _c
-246 -13 181 19 137 83 _c
-92 147 70 241 70 364 _c
-70 479 97 571 152 639 _c
-206 707 280 742 372 742 _c
-396 742 421 739 447 735 _c
-472 730 498 723 526 713 _c
-_cl}_e}_d
-/eight{{636 0 68 -13 568 742 _sc
-318 346 _m
-271 346 234 333 207 308 _c
-180 283 167 249 167 205 _c
-167 161 180 126 207 101 _c
-234 76 271 64 318 64 _c
-364 64 401 76 428 102 _c
-455 127 469 161 469 205 _c
-469 249 455 283 429 308 _c
-402 333 365 346 318 346 _c
-219 388 _m
-177 398 144 418 120 447 _c
-96 476 85 511 85 553 _c
-85 611 105 657 147 691 _c
-188 725 245 742 318 742 _c
-}_e{390 742 447 725 489 691 _c
-530 657 551 611 551 553 _c
-551 511 539 476 515 447 _c
-491 418 459 398 417 388 _c
-464 377 501 355 528 323 _c
-554 291 568 251 568 205 _c
-568 134 546 80 503 43 _c
-459 5 398 -13 318 -13 _c
-237 -13 175 5 132 43 _c
-89 80 68 134 68 205 _c
-68 251 81 291 108 323 _c
-134 355 171 377 219 388 _c
-183 544 _m
-183 506 194 476 218 455 _c
-}_e{242 434 275 424 318 424 _c
-360 424 393 434 417 455 _c
-441 476 453 506 453 544 _c
-453 582 441 611 417 632 _c
-393 653 360 664 318 664 _c
-275 664 242 653 218 632 _c
-194 611 183 582 183 544 _c
-_cl}_e}_d
-/nine{{636 0 63 -13 566 742 _sc
-110 15 _m
-110 105 _l
-134 93 159 84 185 78 _c
-210 72 235 69 260 69 _c
-324 69 374 90 408 134 _c
-442 178 462 244 468 334 _c
-448 306 424 284 396 269 _c
-367 254 335 247 300 247 _c
-226 247 168 269 126 313 _c
-84 357 63 417 63 494 _c
-63 568 85 628 129 674 _c
-173 719 232 742 306 742 _c
-390 742 455 709 499 645 _c
-543 580 566 486 566 364 _c
-}_e{566 248 538 157 484 89 _c
-429 21 356 -13 264 -13 _c
-239 -13 214 -10 189 -6 _c
-163 -2 137 5 110 15 _c
-306 324 _m
-350 324 385 339 411 369 _c
-437 399 450 441 450 494 _c
-450 546 437 588 411 618 _c
-385 648 350 664 306 664 _c
-262 664 227 648 201 618 _c
-175 588 162 546 162 494 _c
-162 441 175 399 201 369 _c
-227 339 262 324 306 324 _c
-_cl}_e}_d
-end readonly def
-
-/BuildGlyph
- {exch begin
- CharStrings exch
- 2 copy known not{pop /.notdef}if
- true 3 1 roll get exec
- end}_d
-
-/BuildChar {
- 1 index /Encoding get exch get
- 1 index /BuildGlyph get exec
-}_d
-
-FontName currentdict end definefont pop
-end
-%%EndProlog
-mpldict begin
-75.6 223.2 translate
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-0 345.6 l
-cl
-1.000 setgray
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-57.6 38.016 m
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-cl
-1.000 setgray
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diff --git a/doc/Programs/ResamplingAnalysisScripts/plaquette/hist.png b/doc/Programs/ResamplingAnalysisScripts/plaquette/hist.png
deleted file mode 100644
index 415099959..000000000
Binary files a/doc/Programs/ResamplingAnalysisScripts/plaquette/hist.png and /dev/null differ
diff --git a/doc/pub/Regression/html/._Regression-bs078.html b/doc/pub/Regression/html/._Regression-bs078.html
index 5d53254ad..558264248 100644
--- a/doc/pub/Regression/html/._Regression-bs078.html
+++ b/doc/pub/Regression/html/._Regression-bs078.html
@@ -369,7 +369,7 @@ MathJax.Hub.Config({
 
 <p>
 Two famous
-resampling methods are \textit{the independent bootstrap} and \textit{the jackknife}.
+resampling methods are the <b>independent bootstrap</b> and <b>the jackknife</b>.
 
 <p>
 The jackknife is a special case of the independent bootstrap. Still, the jackknife was made
diff --git a/doc/pub/Regression/html/._Regression-bs081.html b/doc/pub/Regression/html/._Regression-bs081.html
index b2887bf3f..95dcbc7f5 100644
--- a/doc/pub/Regression/html/._Regression-bs081.html
+++ b/doc/pub/Regression/html/._Regression-bs081.html
@@ -387,15 +387,15 @@ Sample code for the Jackknife method
 t <span style="color: #666666">=</span> jack(X, stat)
 </pre></div>
 <p>
-Consider first the function \texttt{jack()}. This function repeatedly
-estimates the function called \texttt{statistic()} under the resampled
+Consider first the function <b>jack()</b>. This function repeatedly
+estimates the function called <b>statistic()</b> under the resampled
 data by systematically leaving out one observation from the data. The
-function \texttt{stat()} is passed as an argument to
-\texttt{jack()}. The array \texttt{t} is eventually returned, which
+function <b>stat()</b> is passed as an argument to
+<b>jack()</b>. The array <b>t</b> is eventually returned, which
 contains all the estimates \( \widehat{\vec{\theta}} \), and can be
-plotted or analysed in other ways, such as by calling \texttt{std(t)}
-from \texttt{numpy} to estimate the standard error of
-\( \widehat{\vec{\theta}} \). The function \texttt{std(t)} is just the
+plotted or analysed in other ways, such as by calling <b>std(t)</b>
+from <b>numpy</b> to estimate the standard error of
+\( \widehat{\vec{\theta}} \). The function <b>std(t)</b> is just the
 estimator \( \widehat{\sigma}^2 \).
 
 <p>
diff --git a/doc/pub/Regression/html/._Regression-bs086.html b/doc/pub/Regression/html/._Regression-bs086.html
index 256ba17aa..9036f5cb6 100644
--- a/doc/pub/Regression/html/._Regression-bs086.html
+++ b/doc/pub/Regression/html/._Regression-bs086.html
@@ -384,7 +384,7 @@ MathJax.Hub.Config({
 t <span style="color: #666666">=</span> boot(X, stat, <span style="color: #666666">2**9</span>)
 </pre></div>
 <p>
-Consider first the function \texttt{boot()}. In the \texttt{for}-loop, this function repeatedly estimates the function called \texttt{statistic()} under the resampled data \texttt{data[randint(0,n,n)]}. The function \texttt{statistic()} is passed as an argument to \texttt{boot()}. The array \texttt{t} is eventually returned, which contains all the estimates \( \widehat{\vec{\theta}} \), and can be plotted or analysed in other ways, such as by calling \texttt{std(t)} from \texttt{numpy} to estimate the standard error of \( \widehat{\vec{\theta}} \). The function \texttt{std(t)} is just the estimator \( \widehat{\sigma}^2 \).
+Consider first the function <b>boot()</b>. In the <b>for</b> loop, this function repeatedly estimates the function called <b>statistic()</b> under the resampled data in  <b>data(randint(0,n,n))</b>. The function <b>statistic()</b> is passed as an argument to <b>boot()</b>. The array <b>t</b> is eventually returned, which contains all the estimates \( \widehat{\vec{\theta}} \), and can be plotted or analysed in other ways, such as by calling <b>std(t)</b> from <b>numpy</b> to estimate the standard error of \( \widehat{\vec{\theta}} \). The function <b>std(t)</b> is just the estimator \( \widehat{\sigma}^2 \).
 
 <p>
 <p>
diff --git a/doc/pub/Regression/html/._Regression-bs087.html b/doc/pub/Regression/html/._Regression-bs087.html
index 9c4ba9df8..c5e259f99 100644
--- a/doc/pub/Regression/html/._Regression-bs087.html
+++ b/doc/pub/Regression/html/._Regression-bs087.html
@@ -377,7 +377,7 @@ The independent bootstrap works like this:
 <li> Repeat this process \( k \) times.</li> 
 </ol>
 
-When you are done, you can draw a histogram of the relative frequency of \( \widehat \theta^* \). This is your estimate of the probability distribution \( p(t) \). Using this probability distribution you can estimate any statistic thereof. In principle you never draw the histogram of the relative frequency of \( \widehat{\theta}^* \). Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of \( \widehat \theta \), apply the esimator \( \widehat \sigma^2 \) to the values \( \widehat \theta ^* \).
+When you are done, you can draw a histogram of the relative frequency of \( \widehat \theta^* \). This is your estimate of the probability distribution \( p(t) \). Using this probability distribution you can estimate any statistics thereof. In principle you never draw the histogram of the relative frequency of \( \widehat{\theta}^* \). Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of \( \widehat \theta \), apply the esimator \( \widehat \sigma^2 \) to the values \( \widehat \theta ^* \).
 
 <p>
 <p>
diff --git a/doc/pub/Regression/html/._Regression-bs092.html b/doc/pub/Regression/html/._Regression-bs092.html
index ef07040bc..aef976568 100644
--- a/doc/pub/Regression/html/._Regression-bs092.html
+++ b/doc/pub/Regression/html/._Regression-bs092.html
@@ -371,7 +371,7 @@ MathJax.Hub.Config({
 We can then wrap up
 $$
 \begin{align}
-n_{j+1} \overline{X}_{j+1}  &= \sum_{i=1}^{n_{j+1}} (\vec{X}_{j+1})_i \stackrel{ \eqref{eq:blocking} }{=}  \frac{1}{2}\sum_{i=1}^{n_{j}/2} (\vec{X}_{j})_{2i-1} + (\vec{X}_{j})_{2i} \nonumber \\
+n_{j+1} \overline{X}_{j+1}  &= \sum_{i=1}^{n_{j+1}} (\vec{X}_{j+1})_i =  \frac{1}{2}\sum_{i=1}^{n_{j}/2} (\vec{X}_{j})_{2i-1} + (\vec{X}_{j})_{2i} \nonumber \\
 &= \frac{1}{2}\left[ (\vec{X}_j)_1 + (\vec{X}_j)_2 + \cdots + (\vec{X}_j)_{n_j} \right] = \underbrace{\frac{n_j}{2}}_{=n_{j+1}} \overline{X}_j = n_{j+1}\overline{X}_j. 
 \tag{26}
 \end{align}
diff --git a/doc/pub/Regression/html/Regression-reveal.html b/doc/pub/Regression/html/Regression-reveal.html
index d995fbd8e..087ccc173 100644
--- a/doc/pub/Regression/html/Regression-reveal.html
+++ b/doc/pub/Regression/html/Regression-reveal.html
@@ -2723,7 +2723,7 @@ the design matrix and the parameters \( \beta \).
 
 <p>
 Two famous
-resampling methods are \textit{the independent bootstrap} and \textit{the jackknife}.
+resampling methods are the <b>independent bootstrap</b> and <b>the jackknife</b>.
 
 <p>
 The jackknife is a special case of the independent bootstrap. Still, the jackknife was made
@@ -2801,15 +2801,15 @@ Sample code for the Jackknife method
 t = jack(X, stat)
 </pre></div>
 <p>
-Consider first the function \texttt{jack()}. This function repeatedly
-estimates the function called \texttt{statistic()} under the resampled
+Consider first the function <b>jack()</b>. This function repeatedly
+estimates the function called <b>statistic()</b> under the resampled
 data by systematically leaving out one observation from the data. The
-function \texttt{stat()} is passed as an argument to
-\texttt{jack()}. The array \texttt{t} is eventually returned, which
+function <b>stat()</b> is passed as an argument to
+<b>jack()</b>. The array <b>t</b> is eventually returned, which
 contains all the estimates \( \widehat{\vec{\theta}} \), and can be
-plotted or analysed in other ways, such as by calling \texttt{std(t)}
-from \texttt{numpy} to estimate the standard error of
-\( \widehat{\vec{\theta}} \). The function \texttt{std(t)} is just the
+plotted or analysed in other ways, such as by calling <b>std(t)</b>
+from <b>numpy</b> to estimate the standard error of
+\( \widehat{\vec{\theta}} \). The function <b>std(t)</b> is just the
 estimator \( \widehat{\sigma}^2 \).
 </section>
 
@@ -2916,7 +2916,7 @@ frequency of the observation \( X_i \), just draw the values
 t = boot(X, stat, <span style="color: #B452CD">2</span>**<span style="color: #B452CD">9</span>)
 </pre></div>
 <p>
-Consider first the function \texttt{boot()}. In the \texttt{for}-loop, this function repeatedly estimates the function called \texttt{statistic()} under the resampled data \texttt{data[randint(0,n,n)]}. The function \texttt{statistic()} is passed as an argument to \texttt{boot()}. The array \texttt{t} is eventually returned, which contains all the estimates \( \widehat{\vec{\theta}} \), and can be plotted or analysed in other ways, such as by calling \texttt{std(t)} from \texttt{numpy} to estimate the standard error of \( \widehat{\vec{\theta}} \). The function \texttt{std(t)} is just the estimator \( \widehat{\sigma}^2 \).
+Consider first the function <b>boot()</b>. In the <b>for</b> loop, this function repeatedly estimates the function called <b>statistic()</b> under the resampled data in  <b>data(randint(0,n,n))</b>. The function <b>statistic()</b> is passed as an argument to <b>boot()</b>. The array <b>t</b> is eventually returned, which contains all the estimates \( \widehat{\vec{\theta}} \), and can be plotted or analysed in other ways, such as by calling <b>std(t)</b> from <b>numpy</b> to estimate the standard error of \( \widehat{\vec{\theta}} \). The function <b>std(t)</b> is just the estimator \( \widehat{\sigma}^2 \).
 </section>
 
 
@@ -2934,7 +2934,7 @@ The independent bootstrap works like this:
 </ol>
 <p>
 
-When you are done, you can draw a histogram of the relative frequency of \( \widehat \theta^* \). This is your estimate of the probability distribution \( p(t) \). Using this probability distribution you can estimate any statistic thereof. In principle you never draw the histogram of the relative frequency of \( \widehat{\theta}^* \). Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of \( \widehat \theta \), apply the esimator \( \widehat \sigma^2 \) to the values \( \widehat \theta ^* \).
+When you are done, you can draw a histogram of the relative frequency of \( \widehat \theta^* \). This is your estimate of the probability distribution \( p(t) \). Using this probability distribution you can estimate any statistics thereof. In principle you never draw the histogram of the relative frequency of \( \widehat{\theta}^* \). Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of \( \widehat \theta \), apply the esimator \( \widehat \sigma^2 \) to the values \( \widehat \theta ^* \).
 </section>
 
 
@@ -3064,7 +3064,7 @@ We can then wrap up
 <p>&nbsp;<br>
 $$
 \begin{align}
-n_{j+1} \overline{X}_{j+1}  &= \sum_{i=1}^{n_{j+1}} (\vec{X}_{j+1})_i \stackrel{ \eqref{eq:blocking} }{=}  \frac{1}{2}\sum_{i=1}^{n_{j}/2} (\vec{X}_{j})_{2i-1} + (\vec{X}_{j})_{2i} \nonumber \\
+n_{j+1} \overline{X}_{j+1}  &= \sum_{i=1}^{n_{j+1}} (\vec{X}_{j+1})_i =  \frac{1}{2}\sum_{i=1}^{n_{j}/2} (\vec{X}_{j})_{2i-1} + (\vec{X}_{j})_{2i} \nonumber \\
 &= \frac{1}{2}\left[ (\vec{X}_j)_1 + (\vec{X}_j)_2 + \cdots + (\vec{X}_j)_{n_j} \right] = \underbrace{\frac{n_j}{2}}_{=n_{j+1}} \overline{X}_j = n_{j+1}\overline{X}_j. 
 \tag{26}
 \end{align}
diff --git a/doc/pub/Regression/html/Regression-solarized.html b/doc/pub/Regression/html/Regression-solarized.html
index 01ca1db30..f1b10c5e7 100644
--- a/doc/pub/Regression/html/Regression-solarized.html
+++ b/doc/pub/Regression/html/Regression-solarized.html
@@ -2688,7 +2688,7 @@ the design matrix and the parameters \( \beta \).
 
 <p>
 Two famous
-resampling methods are \textit{the independent bootstrap} and \textit{the jackknife}.
+resampling methods are the <b>independent bootstrap</b> and <b>the jackknife</b>.
 
 <p>
 The jackknife is a special case of the independent bootstrap. Still, the jackknife was made
@@ -2762,15 +2762,15 @@ Sample code for the Jackknife method
 t = jack(X, stat)
 </pre></div>
 <p>
-Consider first the function \texttt{jack()}. This function repeatedly
-estimates the function called \texttt{statistic()} under the resampled
+Consider first the function <b>jack()</b>. This function repeatedly
+estimates the function called <b>statistic()</b> under the resampled
 data by systematically leaving out one observation from the data. The
-function \texttt{stat()} is passed as an argument to
-\texttt{jack()}. The array \texttt{t} is eventually returned, which
+function <b>stat()</b> is passed as an argument to
+<b>jack()</b>. The array <b>t</b> is eventually returned, which
 contains all the estimates \( \widehat{\vec{\theta}} \), and can be
-plotted or analysed in other ways, such as by calling \texttt{std(t)}
-from \texttt{numpy} to estimate the standard error of
-\( \widehat{\vec{\theta}} \). The function \texttt{std(t)} is just the
+plotted or analysed in other ways, such as by calling <b>std(t)</b>
+from <b>numpy</b> to estimate the standard error of
+\( \widehat{\vec{\theta}} \). The function <b>std(t)</b> is just the
 estimator \( \widehat{\sigma}^2 \).
 
 <p>
@@ -2875,7 +2875,7 @@ frequency of the observation \( X_i \), just draw the values
 t = boot(X, stat, <span style="color: #B452CD">2</span>**<span style="color: #B452CD">9</span>)
 </pre></div>
 <p>
-Consider first the function \texttt{boot()}. In the \texttt{for}-loop, this function repeatedly estimates the function called \texttt{statistic()} under the resampled data \texttt{data[randint(0,n,n)]}. The function \texttt{statistic()} is passed as an argument to \texttt{boot()}. The array \texttt{t} is eventually returned, which contains all the estimates \( \widehat{\vec{\theta}} \), and can be plotted or analysed in other ways, such as by calling \texttt{std(t)} from \texttt{numpy} to estimate the standard error of \( \widehat{\vec{\theta}} \). The function \texttt{std(t)} is just the estimator \( \widehat{\sigma}^2 \).
+Consider first the function <b>boot()</b>. In the <b>for</b> loop, this function repeatedly estimates the function called <b>statistic()</b> under the resampled data in  <b>data(randint(0,n,n))</b>. The function <b>statistic()</b> is passed as an argument to <b>boot()</b>. The array <b>t</b> is eventually returned, which contains all the estimates \( \widehat{\vec{\theta}} \), and can be plotted or analysed in other ways, such as by calling <b>std(t)</b> from <b>numpy</b> to estimate the standard error of \( \widehat{\vec{\theta}} \). The function <b>std(t)</b> is just the estimator \( \widehat{\sigma}^2 \).
 
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -2892,7 +2892,7 @@ The independent bootstrap works like this:
 <li> Repeat this process \( k \) times.</li> 
 </ol>
 
-When you are done, you can draw a histogram of the relative frequency of \( \widehat \theta^* \). This is your estimate of the probability distribution \( p(t) \). Using this probability distribution you can estimate any statistic thereof. In principle you never draw the histogram of the relative frequency of \( \widehat{\theta}^* \). Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of \( \widehat \theta \), apply the esimator \( \widehat \sigma^2 \) to the values \( \widehat \theta ^* \).
+When you are done, you can draw a histogram of the relative frequency of \( \widehat \theta^* \). This is your estimate of the probability distribution \( p(t) \). Using this probability distribution you can estimate any statistics thereof. In principle you never draw the histogram of the relative frequency of \( \widehat{\theta}^* \). Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of \( \widehat \theta \), apply the esimator \( \widehat \sigma^2 \) to the values \( \widehat \theta ^* \).
 
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -3013,7 +3013,7 @@ We can show that \( V(\overline{X}_i) = V(\overline{X}_j) \) for all \( 0 \leq i
 We can then wrap up
 $$
 \begin{align}
-n_{j+1} \overline{X}_{j+1}  &= \sum_{i=1}^{n_{j+1}} (\vec{X}_{j+1})_i \stackrel{ \eqref{eq:blocking} }{=}  \frac{1}{2}\sum_{i=1}^{n_{j}/2} (\vec{X}_{j})_{2i-1} + (\vec{X}_{j})_{2i} \nonumber \\
+n_{j+1} \overline{X}_{j+1}  &= \sum_{i=1}^{n_{j+1}} (\vec{X}_{j+1})_i =  \frac{1}{2}\sum_{i=1}^{n_{j}/2} (\vec{X}_{j})_{2i-1} + (\vec{X}_{j})_{2i} \nonumber \\
 &= \frac{1}{2}\left[ (\vec{X}_j)_1 + (\vec{X}_j)_2 + \cdots + (\vec{X}_j)_{n_j} \right] = \underbrace{\frac{n_j}{2}}_{=n_{j+1}} \overline{X}_j = n_{j+1}\overline{X}_j. 
 \label{_auto16}
 \end{align}
diff --git a/doc/pub/Regression/html/Regression.html b/doc/pub/Regression/html/Regression.html
index 4f351412b..6e5b47866 100644
--- a/doc/pub/Regression/html/Regression.html
+++ b/doc/pub/Regression/html/Regression.html
@@ -2693,7 +2693,7 @@ the design matrix and the parameters \( \beta \).
 
 <p>
 Two famous
-resampling methods are \textit{the independent bootstrap} and \textit{the jackknife}.
+resampling methods are the <b>independent bootstrap</b> and <b>the jackknife</b>.
 
 <p>
 The jackknife is a special case of the independent bootstrap. Still, the jackknife was made
@@ -2767,15 +2767,15 @@ Sample code for the Jackknife method
 t <span style="color: #666666">=</span> jack(X, stat)
 </pre></div>
 <p>
-Consider first the function \texttt{jack()}. This function repeatedly
-estimates the function called \texttt{statistic()} under the resampled
+Consider first the function <b>jack()</b>. This function repeatedly
+estimates the function called <b>statistic()</b> under the resampled
 data by systematically leaving out one observation from the data. The
-function \texttt{stat()} is passed as an argument to
-\texttt{jack()}. The array \texttt{t} is eventually returned, which
+function <b>stat()</b> is passed as an argument to
+<b>jack()</b>. The array <b>t</b> is eventually returned, which
 contains all the estimates \( \widehat{\vec{\theta}} \), and can be
-plotted or analysed in other ways, such as by calling \texttt{std(t)}
-from \texttt{numpy} to estimate the standard error of
-\( \widehat{\vec{\theta}} \). The function \texttt{std(t)} is just the
+plotted or analysed in other ways, such as by calling <b>std(t)</b>
+from <b>numpy</b> to estimate the standard error of
+\( \widehat{\vec{\theta}} \). The function <b>std(t)</b> is just the
 estimator \( \widehat{\sigma}^2 \).
 
 <p>
@@ -2880,7 +2880,7 @@ frequency of the observation \( X_i \), just draw the values
 t <span style="color: #666666">=</span> boot(X, stat, <span style="color: #666666">2**9</span>)
 </pre></div>
 <p>
-Consider first the function \texttt{boot()}. In the \texttt{for}-loop, this function repeatedly estimates the function called \texttt{statistic()} under the resampled data \texttt{data[randint(0,n,n)]}. The function \texttt{statistic()} is passed as an argument to \texttt{boot()}. The array \texttt{t} is eventually returned, which contains all the estimates \( \widehat{\vec{\theta}} \), and can be plotted or analysed in other ways, such as by calling \texttt{std(t)} from \texttt{numpy} to estimate the standard error of \( \widehat{\vec{\theta}} \). The function \texttt{std(t)} is just the estimator \( \widehat{\sigma}^2 \).
+Consider first the function <b>boot()</b>. In the <b>for</b> loop, this function repeatedly estimates the function called <b>statistic()</b> under the resampled data in  <b>data(randint(0,n,n))</b>. The function <b>statistic()</b> is passed as an argument to <b>boot()</b>. The array <b>t</b> is eventually returned, which contains all the estimates \( \widehat{\vec{\theta}} \), and can be plotted or analysed in other ways, such as by calling <b>std(t)</b> from <b>numpy</b> to estimate the standard error of \( \widehat{\vec{\theta}} \). The function <b>std(t)</b> is just the estimator \( \widehat{\sigma}^2 \).
 
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -2897,7 +2897,7 @@ The independent bootstrap works like this:
 <li> Repeat this process \( k \) times.</li> 
 </ol>
 
-When you are done, you can draw a histogram of the relative frequency of \( \widehat \theta^* \). This is your estimate of the probability distribution \( p(t) \). Using this probability distribution you can estimate any statistic thereof. In principle you never draw the histogram of the relative frequency of \( \widehat{\theta}^* \). Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of \( \widehat \theta \), apply the esimator \( \widehat \sigma^2 \) to the values \( \widehat \theta ^* \).
+When you are done, you can draw a histogram of the relative frequency of \( \widehat \theta^* \). This is your estimate of the probability distribution \( p(t) \). Using this probability distribution you can estimate any statistics thereof. In principle you never draw the histogram of the relative frequency of \( \widehat{\theta}^* \). Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of \( \widehat \theta \), apply the esimator \( \widehat \sigma^2 \) to the values \( \widehat \theta ^* \).
 
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -3018,7 +3018,7 @@ We can show that \( V(\overline{X}_i) = V(\overline{X}_j) \) for all \( 0 \leq i
 We can then wrap up
 $$
 \begin{align}
-n_{j+1} \overline{X}_{j+1}  &= \sum_{i=1}^{n_{j+1}} (\vec{X}_{j+1})_i \stackrel{ \eqref{eq:blocking} }{=}  \frac{1}{2}\sum_{i=1}^{n_{j}/2} (\vec{X}_{j})_{2i-1} + (\vec{X}_{j})_{2i} \nonumber \\
+n_{j+1} \overline{X}_{j+1}  &= \sum_{i=1}^{n_{j+1}} (\vec{X}_{j+1})_i =  \frac{1}{2}\sum_{i=1}^{n_{j}/2} (\vec{X}_{j})_{2i-1} + (\vec{X}_{j})_{2i} \nonumber \\
 &= \frac{1}{2}\left[ (\vec{X}_j)_1 + (\vec{X}_j)_2 + \cdots + (\vec{X}_j)_{n_j} \right] = \underbrace{\frac{n_j}{2}}_{=n_{j+1}} \overline{X}_j = n_{j+1}\overline{X}_j. 
 \label{_auto16}
 \end{align}
diff --git a/doc/pub/Regression/ipynb/Regression.ipynb b/doc/pub/Regression/ipynb/Regression.ipynb
index e64208ccf..d0374d81e 100644
--- a/doc/pub/Regression/ipynb/Regression.ipynb
+++ b/doc/pub/Regression/ipynb/Regression.ipynb
@@ -3504,7 +3504,7 @@
     "## Resampling methods: Jackknife and Bootstrap\n",
     "\n",
     "Two famous\n",
-    "resampling methods are \\textit{the independent bootstrap} and \\textit{the jackknife}. \n",
+    "resampling methods are the **independent bootstrap** and **the jackknife**. \n",
     "\n",
     "The jackknife is a special case of the independent bootstrap. Still, the jackknife was made\n",
     "popular prior to the independent bootstrap. And as the popularity of\n",
@@ -3594,15 +3594,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Consider first the function \\texttt{jack()}. This function repeatedly\n",
-    "estimates the function called \\texttt{statistic()} under the resampled\n",
+    "Consider first the function **jack()**. This function repeatedly\n",
+    "estimates the function called **statistic()** under the resampled\n",
     "data by systematically leaving out one observation from the data. The\n",
-    "function \\texttt{stat()} is passed as an argument to\n",
-    "\\texttt{jack()}. The array \\texttt{t} is eventually returned, which\n",
+    "function **stat()** is passed as an argument to\n",
+    "**jack()**. The array **t** is eventually returned, which\n",
     "contains all the estimates $\\widehat{\\vec{\\theta}}$, and can be\n",
-    "plotted or analysed in other ways, such as by calling \\texttt{std(t)}\n",
-    "from \\texttt{numpy} to estimate the standard error of\n",
-    "$\\widehat{\\vec{\\theta}}$. The function \\texttt{std(t)} is just the\n",
+    "plotted or analysed in other ways, such as by calling **std(t)**\n",
+    "from **numpy** to estimate the standard error of\n",
+    "$\\widehat{\\vec{\\theta}}$. The function **std(t)** is just the\n",
     "estimator $\\widehat{\\sigma}^2$.\n",
     "\n",
     "\n",
@@ -3699,7 +3699,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Consider first the function \\texttt{boot()}. In the \\texttt{for}-loop, this function repeatedly estimates the function called \\texttt{statistic()} under the resampled data \\texttt{data[randint(0,n,n)]}. The function \\texttt{statistic()} is passed as an argument to \\texttt{boot()}. The array \\texttt{t} is eventually returned, which contains all the estimates $\\widehat{\\vec{\\theta}}$, and can be plotted or analysed in other ways, such as by calling \\texttt{std(t)} from \\texttt{numpy} to estimate the standard error of $\\widehat{\\vec{\\theta}}$. The function \\texttt{std(t)} is just the estimator $\\widehat{\\sigma}^2$.\n",
+    "Consider first the function **boot()**. In the **for** loop, this function repeatedly estimates the function called **statistic()** under the resampled data in  **data(randint(0,n,n))**. The function **statistic()** is passed as an argument to **boot()**. The array **t** is eventually returned, which contains all the estimates $\\widehat{\\vec{\\theta}}$, and can be plotted or analysed in other ways, such as by calling **std(t)** from **numpy** to estimate the standard error of $\\widehat{\\vec{\\theta}}$. The function **std(t)** is just the estimator $\\widehat{\\sigma}^2$.\n",
     "\n",
     "\n",
     "\n",
@@ -3715,7 +3715,7 @@
     "\n",
     "4. Repeat this process $k$ times. \n",
     "\n",
-    "When you are done, you can draw a histogram of the relative frequency of $\\widehat \\theta^*$. This is your estimate of the probability distribution $p(t)$. Using this probability distribution you can estimate any statistic thereof. In principle you never draw the histogram of the relative frequency of $\\widehat{\\theta}^*$. Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of $\\widehat \\theta$, apply the esimator $\\widehat \\sigma^2$ to the values $\\widehat \\theta ^*$.\n",
+    "When you are done, you can draw a histogram of the relative frequency of $\\widehat \\theta^*$. This is your estimate of the probability distribution $p(t)$. Using this probability distribution you can estimate any statistics thereof. In principle you never draw the histogram of the relative frequency of $\\widehat{\\theta}^*$. Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of $\\widehat \\theta$, apply the esimator $\\widehat \\sigma^2$ to the values $\\widehat \\theta ^*$.\n",
     "\n",
     "\n",
     "\n",
@@ -3924,7 +3924,7 @@
    "metadata": {},
    "source": [
     "$$\n",
-    "n_{j+1} \\overline{X}_{j+1}  = \\sum_{i=1}^{n_{j+1}} (\\vec{X}_{j+1})_i \\stackrel{ \\eqref{eq:blocking} }{=}  \\frac{1}{2}\\sum_{i=1}^{n_{j}/2} (\\vec{X}_{j})_{2i-1} + (\\vec{X}_{j})_{2i} \\nonumber\n",
+    "n_{j+1} \\overline{X}_{j+1}  = \\sum_{i=1}^{n_{j+1}} (\\vec{X}_{j+1})_i =  \\frac{1}{2}\\sum_{i=1}^{n_{j}/2} (\\vec{X}_{j})_{2i-1} + (\\vec{X}_{j})_{2i} \\nonumber\n",
     "$$"
    ]
   },
diff --git a/doc/pub/Regression/ipynb/ipynb-Regression-src.tar.gz b/doc/pub/Regression/ipynb/ipynb-Regression-src.tar.gz
index 2c0f7d3c9..0e46aa69b 100644
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diff --git a/doc/pub/Regression/pdf/Regression-beamer-handouts2x3.pdf b/doc/pub/Regression/pdf/Regression-beamer-handouts2x3.pdf
index 7619c3046..7357f3649 100644
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index b9387afef..fd2fb960f 100644
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diff --git a/doc/pub/Regression/pdf/Regression-minted.pdf b/doc/pub/Regression/pdf/Regression-minted.pdf
index 4ce6197f6..98169661f 100644
Binary files a/doc/pub/Regression/pdf/Regression-minted.pdf and b/doc/pub/Regression/pdf/Regression-minted.pdf differ
diff --git a/doc/src/Regression/Regression.do.txt b/doc/src/Regression/Regression.do.txt
index 600165003..77836162d 100644
--- a/doc/src/Regression/Regression.do.txt
+++ b/doc/src/Regression/Regression.do.txt
@@ -2179,7 +2179,7 @@ the design matrix and the parameters $\beta$.
 ===== Resampling methods: Jackknife and Bootstrap =====
 
 Two famous
-resampling methods are \textit{the independent bootstrap} and \textit{the jackknife}. 
+resampling methods are the _independent bootstrap_ and _the jackknife_. 
 
 The jackknife is a special case of the independent bootstrap. Still, the jackknife was made
 popular prior to the independent bootstrap. And as the popularity of
@@ -2245,15 +2245,15 @@ def stat(data):
 t = jack(X, stat)
 !ec
 
-Consider first the function \texttt{jack()}. This function repeatedly
-estimates the function called \texttt{statistic()} under the resampled
+Consider first the function _jack()_. This function repeatedly
+estimates the function called _statistic()_ under the resampled
 data by systematically leaving out one observation from the data. The
-function \texttt{stat()} is passed as an argument to
-\texttt{jack()}. The array \texttt{t} is eventually returned, which
+function _stat()_ is passed as an argument to
+_jack()_. The array _t_ is eventually returned, which
 contains all the estimates $\widehat{\vec{\theta}}$, and can be
-plotted or analysed in other ways, such as by calling \texttt{std(t)}
-from \texttt{numpy} to estimate the standard error of
-$\widehat{\vec{\theta}}$. The function \texttt{std(t)} is just the
+plotted or analysed in other ways, such as by calling _std(t)_
+from _numpy_ to estimate the standard error of
+$\widehat{\vec{\theta}}$. The function _std(t)_ is just the
 estimator $\widehat{\sigma}^2$.
 
 
@@ -2339,7 +2339,7 @@ def stat(data):
 t = boot(X, stat, 2**9)
 !ec
 
-Consider first the function \texttt{boot()}. In the \texttt{for}-loop, this function repeatedly estimates the function called \texttt{statistic()} under the resampled data \texttt{data[randint(0,n,n)]}. The function \texttt{statistic()} is passed as an argument to \texttt{boot()}. The array \texttt{t} is eventually returned, which contains all the estimates $\widehat{\vec{\theta}}$, and can be plotted or analysed in other ways, such as by calling \texttt{std(t)} from \texttt{numpy} to estimate the standard error of $\widehat{\vec{\theta}}$. The function \texttt{std(t)} is just the estimator $\widehat{\sigma}^2$.
+Consider first the function _boot()_. In the _for_ loop, this function repeatedly estimates the function called _statistic()_ under the resampled data in  _data(randint(0,n,n))_. The function _statistic()_ is passed as an argument to _boot()_. The array _t_ is eventually returned, which contains all the estimates $\widehat{\vec{\theta}}$, and can be plotted or analysed in other ways, such as by calling _std(t)_ from _numpy_ to estimate the standard error of $\widehat{\vec{\theta}}$. The function _std(t)_ is just the estimator $\widehat{\sigma}^2$.
 
 
 
@@ -2353,7 +2353,7 @@ o Define a vector $\vec{x}^*$ containing the values which were drawn from $\vec{
 o Using the vector $\vec{x}^*$ compute $\widehat{\theta}^*$ by evaluating $\widehat \theta$ under the observations $\vec{x}^*$. 
 o Repeat this process $k$ times. 
 
-When you are done, you can draw a histogram of the relative frequency of $\widehat \theta^*$. This is your estimate of the probability distribution $p(t)$. Using this probability distribution you can estimate any statistic thereof. In principle you never draw the histogram of the relative frequency of $\widehat{\theta}^*$. Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of $\widehat \theta$, apply the esimator $\widehat \sigma^2$ to the values $\widehat \theta ^*$.
+When you are done, you can draw a histogram of the relative frequency of $\widehat \theta^*$. This is your estimate of the probability distribution $p(t)$. Using this probability distribution you can estimate any statistics thereof. In principle you never draw the histogram of the relative frequency of $\widehat{\theta}^*$. Instead you use the estimators corresponding to the statistic of interest. For example, if you are interested in estimating the variance of $\widehat \theta$, apply the esimator $\widehat \sigma^2$ to the values $\widehat \theta ^*$.
 
 
 
@@ -2452,7 +2452,7 @@ We can show that $V(\overline{X}_i) = V(\overline{X}_j)$ for all $0 \leq i \leq
 We can then wrap up
 !bt
 \begin{align}
-n_{j+1} \overline{X}_{j+1}  &= \sum_{i=1}^{n_{j+1}} (\vec{X}_{j+1})_i \stackrel{ \eqref{eq:blocking} }{=}  \frac{1}{2}\sum_{i=1}^{n_{j}/2} (\vec{X}_{j})_{2i-1} + (\vec{X}_{j})_{2i} \nonumber \\
+n_{j+1} \overline{X}_{j+1}  &= \sum_{i=1}^{n_{j+1}} (\vec{X}_{j+1})_i =  \frac{1}{2}\sum_{i=1}^{n_{j}/2} (\vec{X}_{j})_{2i-1} + (\vec{X}_{j})_{2i} \nonumber \\
 &= \frac{1}{2}\left[ (\vec{X}_j)_1 + (\vec{X}_j)_2 + \cdots + (\vec{X}_j)_{n_j} \right] = \underbrace{\frac{n_j}{2}}_{=n_{j+1}} \overline{X}_j = n_{j+1}\overline{X}_j. 
 \end{align}
 !et