Arnold Toynbee
Book
Cautionaries are simply edits to the original content for the purposes of improving the usability and clarity of the informatic design. Edits should focus on identifying the framework of the original content in its entirety, including redundant messages of cultural or legal significance. The following edits were made to the content to improve the framework:
- Words were stemmed.
- Stop Words were used.
- The Stop Word List: 'a', 'about', 'above', 'above', 'across', 'after', 'afterwards', 'again', 'against', 'all', 'almost', 'alone', 'along', 'already', 'also','although','always','am','among', 'amongst', 'amoungst', 'amount', 'an', 'and', 'another', 'any','anyhow','anyone','anything','anyway', 'anywhere', 'are', 'around', 'as', 'at', 'back','be','became', 'because','become','becomes', 'becoming', 'been', 'before', 'beforehand', 'behind', 'being', 'below', 'beside', 'besides', 'between', 'beyond', 'bill', 'both', 'bottom','but', 'by', 'call', 'can', 'cannot', 'cant', 'co', 'con', 'could', 'couldnt', 'cry', 'de', 'describe', 'detail', 'do', 'done', 'down', 'due', 'during', 'each', 'eg', 'eight', 'either', 'eleven','else', 'elsewhere', 'empty', 'enough', 'etc', 'even', 'ever', 'every', 'everyone', 'everything', 'everywhere', 'except', 'few', 'fifteen', 'fify', 'fill', 'find', 'fire', 'first', 'five', 'for', 'former', 'formerly', 'forty', 'found', 'four', 'from', 'front', 'full', 'further', 'get', 'give', 'go', 'had', 'has', 'hasnt', 'have', 'he', 'hence', 'her', 'here', 'hereafter', 'hereby', 'herein', 'hereupon', 'hers', 'herself', 'him', 'himself', 'his', 'how', 'however', 'hundred', 'ie', 'if', 'in', 'inc', 'indeed', 'interest', 'into', 'is', 'it', 'its', 'itself', 'keep', 'last', 'latter', 'latterly', 'least', 'less', 'ltd', 'made', 'many', 'may', 'me', 'meanwhile', 'might', 'mill', 'mine', 'more', 'moreover', 'most', 'mostly', 'move', 'much', 'must', 'my', 'myself', 'name', 'namely', 'neither', 'never', 'nevertheless', 'next', 'nine', 'no', 'nobody', 'none', 'noone', 'nor', 'not', 'nothing', 'now', 'nowhere', 'of', 'off', 'often', 'on', 'once', 'one', 'only', 'onto', 'or', 'other', 'others', 'otherwise', 'our', 'ours', 'ourselves', 'out', 'over', 'own','part', 'per', 'perhaps', 'please', 'put', 'rather', 're', 'same', 'see', 'seem', 'seemed', 'seeming', 'seems', 'serious', 'several', 'she', 'should', 'show', 'side', 'since', 'sincere', 'six', 'sixty', 'so', 'some', 'somehow', 'someone', 'something', 'sometime', 'sometimes', 'somewhere', 'still', 'such', 'system', 'take', 'ten', 'than', 'that', 'the', 'their', 'them', 'themselves', 'then', 'thence', 'there', 'thereafter', 'thereby', 'therefore', 'therein', 'thereupon', 'these', 'they', 'thick', 'thin', 'third', 'this', 'those', 'though', 'three', 'through', 'throughout', 'thru', 'thus', 'to', 'together', 'too', 'top', 'toward', 'towards', 'twelve', 'twenty', 'two', 'un', 'under', 'until', 'up', 'upon', 'us', 'very', 'via', 'was', 'we', 'well', 'were', 'what', 'whatever', 'when', 'whence', 'whenever', 'where', 'whereafter', 'whereas', 'whereby', 'wherein', 'whereupon', 'wherever', 'whether', 'which', 'while', 'whither', 'who', 'whoever', 'whole', 'whom', 'whose', 'why', 'will', 'with', 'within', 'without', 'would', 'yet', 'you', 'your', 'yours', 'yourself', 'yourselves', 'the'.
- The Reasoning Behind the Selection - These words are of high frequency, non-unique generality. They are simply removed to clarify the content, of a more unique terminology, during the analytic stage of modeling. There are other words that could be included or excluded, as the method of removal isn’t intended to be exact. However, the terms should be non-unique, of high frequency, and fully disclosed to users of the informatic model. That is, these terms after the analytic stage are returned to the informatic model in developing the networks, layering, directionality, and detailing of the model.
- Implications of Selection - The methodology generalizes the unstructured information, so regardless of the nuanced changes of a stop word list; which may or may not include some unique terms, or may or may not meet a particular standard asserted as ideal; the given methodology returns these words to the corpus for the informatic modelling, and the generalized form of significant associations are consistently accounted for, even if some words of significant association were treated as stop words initially. That is, there isn't a perfect stop word list, and lists will vary, but the informatic methodology manages these variations for a consistent outcome, so long as most non-unique terminology is removed.
Specific Cautionaries
The following cautionaries are more specific to the Toynbee - Book:
- There were a large variety of numbers and number-letter combinations that marked news sections. All numbers, letter-number combinations not constituting words or abbreviations were removed after the analytic modeling stage. Some low-frequency of numbers meshing with words were removed as well. All combinations were removed to improve the usability and clarity of the content being modeled informatically.
- No words were removed, other than what is listed on the Stop Word list. These words were removed only for the framing and analytic stages. Words are returned during the network, layering, and detailing stages of modeling.
- Errors involving the content, such as conversion errors of words are not edited and will remain transparent to viewers of the model. The focus is on developing trust through process and procedure, not through avenues easily manipulated, such as finely-threaded performances of perfection and cosmetic appeal. Exceptions will be listed in the "specific edits" section.
- Split words that are merged back together, if any, will be listed in specific edits.
- The userability standard is used moderately. That is, terms like "ebook", or proper nouns, such as publisher names, or any other term reflective of the overall publication, will likely be included into the modeling process. The models are designed to account for terms that work in different contexts, such as publication terms, that will be presented alongside the design of the actual written work, with the ideas of the given author intact.
- This methodology is designed to manage the unstructured informational environment, of a sound and consistent overall design, that manifests from categorical arrangements that are inconsistent and imperfect, like that of a hairstyle. Even though terms, these individual hairs, will change, the overall styling, the informatic model, will remain largely the same, of a consistent arrangement of major nodes. In this way, the unstructured informational environment differs from the structured informational environment.
- To improve the readability of models non-alphanumeric symbols are likely to be removed.
Specific Edits
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185
186
186
1863
1867
187
187
187
1875
1875
1876
188
1884
189
1892
1894
1894
1897
1898
1898
19
190
190
1900
1900
1905
1906
1906
1906
1906
1907
1908
191
191
1910
1911
1912
1913
1914
1914
1915
1917
1918
192
192
1920
1920
1921
1921
1921
1921
1922
1922
1922
1922
1923
1923
1923
1924
1924
1924
1925
1925
1925
1925
1926
1926
1926
1927
1927
1927
1927
1927
1927
1927
1927
1927
1928
1928
1928
1929
1929
1929
1929
193
193
1930
1930
1930
1930
1930
1931
1931
1931
1931
1932
1933
1933
1933
1933
1933
1935
194
194
1945
1947
1948
195
195
196
197
198
198
199
199
19th
1c
1st
1st
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2
2,000
20
20
20
200
200
201
201
202
203
204
205
206
2060
207
208
208
209
20th
21
21
21
210
211
212
213
214
215
216
217
218
2180
219
22
22
22
220
221
221
223
2242
225
226
227
229
2298
23
23
23
23
230
231
233
235
236
237
239
23rd
24
24
240
241
241
2424
2429â
243
245
245
246
247
249
25
25
251
2517
252
253
253
254
255
256
257
259
2592
26
26
26
26
260
261
262
263
265
265
266
267
268
269
26th
27
27
27
271
273
273
274
275
2750
2750
276
277
278
279
28
28
280
281
283
283
284
285
286
287
289
29
290
291
291
292
2927
293
295
297
299
2nd
2nd
2y1'1
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
30
30
300
300
3000
301
303
304
305
306
307
308
309
31
31
31
310
311
313
315
317
318
318
319
32
321
321
322
323
324
325
325
327
327â
328
328
329
33
33
33
330
330
331
331
332
332
333
333
333
335
335
335
337
337
338
339
33â
33zâ
34
341
341
342
343
345
347
348
349
35
35
351
352
353
354
355
356
357
358
359
36
36
360
360
361
361
362
363
364
365
366
367
368
369
37
37
370
370
371
372
372
372
375
375
376
379
37â
38
380
382
384
384
385
388
39
39
397
399
3â
3rd
3rd
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
4
40
40
40,000
404
405
408
40th
41
41
41
41
41
410
411
413
413
414
414
415
418
418
42
421
423
425
426
426
427
43
43
430
431
432
433
434
434
436
438
438
44
440
441
442
443
444
446
446
447
448
449
45
45
450
450
451
453
455
456
457
458
458
459
4596
46
46
460
460
462
463
464
465
466
466
467
468
469
470
472
473
473
474
475
476
477
478
479
48
480
481
482
483
484
488
489
49
490
491
492
493
494
495
497
499
4th
5
5
5
5
5
5
5
5
5
5
50
500
500
500,000
51â
52
53
54
546
55
56
57
57
57
58
59
59
5â
5kiir
6
6
6
6
6
6
60
60
60
61
61
61st
62
63
639
64
64
64
65
650
657
66
66
66
662
67
67
67
67
679
67â
68
69
6aâ
7
7
70
70
71
72
73
73
74
74
743
75
75
76
77
778
77â
78
79
79
7â
7th
8
8
8
8
8
8
80
81
82
83
83
83
84
84
84
843
85
85
86
87
88
89
8pv6s
8tate
9
9
90
91
92
92
93
932
94
94
95
95
96
97
98
98
99
84
84
84
84
84
84
843
843
843.2
85
85
85
85â
86
86
86
861â
87
87
88
88
88
88
88
88
88
88â
89
89
89â
8â
8â
8pv6s
8tate
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
9
90
90
90
90
900
907
908
91
91
91
91
92
92
92
92
93
93
93
930
94
94
94
95
95
95
95
96
96
969
96â
97
97
97
975
975â
98
98
99
99
990
990
996
9â
