Duplication · anthropics/prompt-eng-interactive-tutorial

Duplication Overall

98% duplication:

15,626 cleaned lines of cleaned code (without empty lines, comments, and frequently duplicated constructs such as imports)
15,380 duplicated lines

190,629 duplicates

dependency graphs: 2D graph | 2D graph (with duplicates)... | 3D graph | 3D graph (with duplicates)...

Duplication per Extension

Duplication per Component (primary)

Duplication Between Components (50+ lines)

flowchart TB
    n0["AmazonBedrock"]
    n1["Anthropic 1P"]
    n0 ---|"13985"| n1
    classDef default fill:#00b2ee,stroke:#ffffff,color:#000000;
    classDef highlighted fill:#00b2ee,stroke:#ffffff,color:#000000;
    linkStyle 0 stroke:#DC143CFF,stroke-width:10px

Download: Mermaid (.mmd) (open online Mermaid editor)

2D force graph | 3D force graph

Show more details on duplication between components...

From Component --> To Component	Duplicated Lines	File Pairs	Details
AmazonBedrock (65%) --> Anthropic 1P (143%)	13985	265 file pairs	details...

Longest Duplicates

The list of 50 longest duplicates.

See data for all 190,629 duplicates...

Size	#	Folders	Files	Lines	Code
726	x 2	AmazonBedrock/anthropic AmazonBedrock/boto3	10_2_Appendix_Tool_Use.ipynb 10_2_Appendix_Tool_Use.ipynb	54:779 (90%) 59:784 (91%)	view
666	x 2	AmazonBedrock/anthropic Anthropic 1P	10_1_Appendix_Chaining_Prompts.ipynb 10.1_Appendix_Chaining Prompts.ipynb	41:706 (94%) 43:708 (94%)	view
664	x 2	AmazonBedrock/anthropic AmazonBedrock/boto3	10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb	43:706 (94%) 49:712 (93%)	view
664	x 2	AmazonBedrock/boto3 Anthropic 1P	10_1_Appendix_Chaining_Prompts.ipynb 10.1_Appendix_Chaining Prompts.ipynb	49:712 (93%) 45:708 (93%)	view
506	x 2	AmazonBedrock/anthropic AmazonBedrock/boto3	04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i...	53:558 (90%) 57:562 (90%)	view
499	x 2	AmazonBedrock/anthropic Anthropic 1P	10_2_Appendix_Tool_Use.ipynb 10.2_Appendix_Tool Use.ipynb	51:549 (62%) 43:541 (64%)	view
496	x 2	AmazonBedrock/boto3 Anthropic 1P	10_2_Appendix_Tool_Use.ipynb 10.2_Appendix_Tool Use.ipynb	59:554 (62%) 46:541 (63%)	view
462	x 2	AmazonBedrock/anthropic AmazonBedrock/boto3	05_Formatting_Output_and_Speaking_for... 05_Formatting_Output_and_Speaking_for...	54:515 (87%) 60:521 (87%)	view
455	x 2	AmazonBedrock/anthropic AmazonBedrock/boto3	06_Precognition_Thinking_Step_by_Step... 06_Precognition_Thinking_Step_by_Step...	54:508 (89%) 60:514 (88%)	view
347	x 2	AmazonBedrock/anthropic AmazonBedrock/boto3	02_Being_Clear_and_Direct.ipynb 02_Being_Clear_and_Direct.ipynb	53:399 (86%) 57:403 (86%)	view
344	x 2	AmazonBedrock/anthropic AmazonBedrock/boto3	07_Using_Examples _Few-Shot_Prompting... 07_Using_Examples_Few-Shot_Prompting....	54:397 (86%) 60:403 (85%)	view
279	x 2	AmazonBedrock/anthropic AmazonBedrock/boto3	03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb	53:331 (84%) 57:335 (83%)	view
261	x 2	AmazonBedrock/anthropic Anthropic 1P	04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i...	51:311 (46%) 45:305 (47%)	view
259	x 2	AmazonBedrock/boto3 Anthropic 1P	04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i...	57:315 (46%) 47:305 (46%)	view
250	x 2	AmazonBedrock/anthropic AmazonBedrock/boto3	10_3_Appendix_Empirical_Performance_E... 10_3_Appendix_Empirical_Performance_E...	104:353 (70%) 93:342 (73%)	view
241	x 2	AmazonBedrock/anthropic Anthropic 1P	06_Precognition_Thinking_Step_by_Step... 06_Precognition_Thinking_Step_by_Step...	52:292 (47%) 46:286 (48%)	view
239	x 2	AmazonBedrock/boto3 Anthropic 1P	06_Precognition_Thinking_Step_by_Step... 06_Precognition_Thinking_Step_by_Step...	60:298 (46%) 48:286 (48%)	view
236	x 2	AmazonBedrock/boto3 Anthropic 1P	10_2_Appendix_Tool_Use.ipynb 10.2_Appendix_Tool Use.ipynb	556:791 (29%) 543:778 (30%)	view
229	x 2	AmazonBedrock/anthropic Anthropic 1P	10_2_Appendix_Tool_Use.ipynb 10.2_Appendix_Tool Use.ipynb	551:779 (28%) 543:771 (29%)	view
226	x 2	AmazonBedrock/anthropic AmazonBedrock/boto3	01_Basic_Prompt_Structure.ipynb 01_Basic_Prompt_Structure.ipynb	195:420 (45%) 209:434 (44%)	view
225	x 2	AmazonBedrock/anthropic Anthropic 1P	05_Formatting_Output_and_Speaking_for... 05_Formatting_Output_and_Speaking_for...	52:276 (42%) 47:271 (43%)	view
223	x 2	AmazonBedrock/boto3 Anthropic 1P	05_Formatting_Output_and_Speaking_for... 05_Formatting_Output_and_Speaking_for...	60:282 (42%) 49:271 (43%)	view
219	x 2	AmazonBedrock/anthropic Anthropic 1P	07_Using_Examples _Few-Shot_Prompting... 07_Using_Examples_Few-Shot_Prompting....	52:270 (55%) 46:264 (56%)	view
217	x 2	AmazonBedrock/boto3 Anthropic 1P	07_Using_Examples_Few-Shot_Prompting.... 07_Using_Examples_Few-Shot_Prompting....	60:276 (53%) 48:264 (55%)	view
191	x 2	AmazonBedrock/anthropic Anthropic 1P	03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb	51:241 (57%) 45:235 (58%)	view
189	x 2	AmazonBedrock/boto3 Anthropic 1P	03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb	57:245 (56%) 47:235 (58%)	view
169	x 2	AmazonBedrock/anthropic Anthropic 1P	02_Being_Clear_and_Direct.ipynb 02_Being_Clear_and_Direct.ipynb	51:219 (42%) 46:214 (42%)	view
167	x 2	AmazonBedrock/boto3 Anthropic 1P	02_Being_Clear_and_Direct.ipynb 02_Being_Clear_and_Direct.ipynb	57:223 (41%) 48:214 (42%)	view
138	x 2	AmazonBedrock/boto3 Anthropic 1P	04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i...	425:562 (24%) 415:552 (25%)	view
138	x 2	AmazonBedrock/anthropic Anthropic 1P	04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i...	421:558 (24%) 415:552 (25%)	view
128	x 2	AmazonBedrock/boto3 Anthropic 1P	05_Formatting_Output_and_Speaking_for... 05_Formatting_Output_and_Speaking_for...	401:528 (24%) 390:517 (24%)	view
125	x 2	AmazonBedrock/anthropic Anthropic 1P	01_Basic_Prompt_Structure.ipynb 01_Basic_Prompt_Structure.ipynb	177:301 (25%) 157:281 (27%)	view
121	x 2	AmazonBedrock/anthropic Anthropic 1P	05_Formatting_Output_and_Speaking_for... 05_Formatting_Output_and_Speaking_for...	395:515 (22%) 390:510 (23%)	view
120	x 2	AmazonBedrock/anthropic Anthropic 1P	01_Basic_Prompt_Structure.ipynb 01_Basic_Prompt_Structure.ipynb	353:472 (24%) 333:452 (26%)	view
110	x 2	AmazonBedrock/anthropic Anthropic 1P	07_Using_Examples _Few-Shot_Prompting... 07_Using_Examples_Few-Shot_Prompting....	288:397 (27%) 282:391 (28%)	view
110	x 2	AmazonBedrock/boto3 Anthropic 1P	07_Using_Examples_Few-Shot_Prompting.... 07_Using_Examples_Few-Shot_Prompting....	294:403 (27%) 282:391 (28%)	view
107	x 2	AmazonBedrock/boto3 Anthropic 1P	01_Basic_Prompt_Structure.ipynb 01_Basic_Prompt_Structure.ipynb	209:315 (21%) 175:281 (23%)	view
99	x 2	AmazonBedrock/anthropic AmazonBedrock/boto3	01_Basic_Prompt_Structure.ipynb 01_Basic_Prompt_Structure.ipynb	53:151 (20%) 57:155 (19%)	view
98	x 2	AmazonBedrock/boto3 Anthropic 1P	06_Precognition_Thinking_Step_by_Step... 06_Precognition_Thinking_Step_by_Step...	404:501 (19%) 392:489 (19%)	view
98	x 2	AmazonBedrock/anthropic Anthropic 1P	06_Precognition_Thinking_Step_by_Step... 06_Precognition_Thinking_Step_by_Step...	398:495 (19%) 392:489 (19%)	view
89	x 2	AmazonBedrock/anthropic Anthropic 1P	03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb	243:331 (26%) 237:325 (27%)	view
89	x 2	AmazonBedrock/boto3 Anthropic 1P	03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb	247:335 (26%) 237:325 (27%)	view
87	x 2	AmazonBedrock/boto3 Anthropic 1P	06_Precognition_Thinking_Step_by_Step... 06_Precognition_Thinking_Step_by_Step...	316:402 (16%) 304:390 (17%)	view
87	x 2	AmazonBedrock/anthropic Anthropic 1P	06_Precognition_Thinking_Step_by_Step... 06_Precognition_Thinking_Step_by_Step...	310:396 (17%) 304:390 (17%)	view
86	x 2	AmazonBedrock/utils Anthropic 1P	hints.py hints.py	1:245 (100%) 1:245 (100%)	view
83	x 2	AmazonBedrock/anthropic Anthropic 1P	02_Being_Clear_and_Direct.ipynb 02_Being_Clear_and_Direct.ipynb	317:399 (20%) 312:394 (21%)	view
83	x 2	AmazonBedrock/boto3 Anthropic 1P	02_Being_Clear_and_Direct.ipynb 02_Being_Clear_and_Direct.ipynb	321:403 (20%) 312:394 (21%)	view
68	x 2	AmazonBedrock/boto3 Anthropic 1P	01_Basic_Prompt_Structure.ipynb 01_Basic_Prompt_Structure.ipynb	367:434 (13%) 333:400 (14%)	view
62	x 2	AmazonBedrock/boto3 AmazonBedrock/boto3	05_Formatting_Output_and_Speaking_for... 07_Using_Examples_Few-Shot_Prompting....	8:69 (11%) 8:69 (15%)	view
62	x 2	AmazonBedrock/boto3 AmazonBedrock/boto3	06_Precognition_Thinking_Step_by_Step... 07_Using_Examples_Few-Shot_Prompting....	8:69 (12%) 8:69 (15%)	view

Most Frequent Duplicates

The list of 50 most frequently found duplicates.

Size	#	Folders	Files	Lines	Code
6	x 436	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	00_Tutorial_How-To.ipynb 00_Tutorial_How-To.ipynb 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 07_Using_Examples _Few-Shot_Prompting... ...	10:15 (3%) 10:15 (3%) 53:58 (1%) 57:62 (1%) 57:62 (1%) 47:52 (1%) 53:58 (1%) 57:62 (1%) 47:52 (1%) 54:59 (1%) ...	view
6	x 433	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 00_Tutorial_How-To.ipynb 00_Tutorial_How-To.ipynb 07_Using_Examples _Few-Shot_Prompting... 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 03_Assigning_Roles_Role_Prompting.ipynb ...	16:21 (1%) 16:21 (1%) 16:21 (1%) 16:21 (1%) 29:34 (3%) 22:27 (3%) 16:21 (1%) 16:21 (1%) 16:21 (1%) 16:21 (1%) ...	view
6	x 433	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 00_Tutorial_How-To.ipynb 00_Tutorial_How-To.ipynb 07_Using_Examples _Few-Shot_Prompting... 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... ...	18:23 (1%) 18:23 (1%) 18:23 (1%) 18:23 (1%) 31:36 (3%) 24:29 (3%) 18:23 (1%) 18:23 (1%) 18:23 (1%) 18:23 (1%) ...	view
6	x 433	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 00_Tutorial_How-To.ipynb 00_Tutorial_How-To.ipynb 07_Using_Examples _Few-Shot_Prompting... 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... ...	17:22 (1%) 17:22 (1%) 17:22 (1%) 17:22 (1%) 30:35 (3%) 23:28 (3%) 17:22 (1%) 17:22 (1%) 17:22 (1%) 17:22 (1%) ...	view
6	x 93	AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 Anthropic 1P ...	02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 00_Tutorial_How-To.ipynb 00_Tutorial_How-To.ipynb 07_Using_Examples _Few-Shot_Prompting... 02_Being_Clear_and_Direct.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 06_Precognition_Thinking_Step_by_Step... 07_Using_Examples_Few-Shot_Prompting.... ...	81:86 (1%) 95:100 (1%) 154:159 (3%) 113:118 (3%) 81:86 (1%) 76:81 (1%) 90:95 (1%) 80:85 (1%) 87:92 (1%) 75:80 (1%) ...	view
6	x 84	AmazonBedrock/anthropic AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 Anthropic 1P ...	02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 06_Precognition_Thinking_Step_by_Step... 07_Using_Examples_Few-Shot_Prompting.... 06_Precognition_Thinking_Step_by_Step... 07_Using_Examples_Few-Shot_Prompting.... 06_Precognition_Thinking_Step_by_Step... ...	88:93 (1%) 102:107 (1%) 83:88 (1%) 97:102 (1%) 87:92 (1%) 96:101 (1%) 82:87 (1%) 90:95 (1%) 94:99 (1%) 84:89 (1%) ...	view
6	x 81	AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 00_Tutorial_How-To.ipynb 00_Tutorial_How-To.ipynb 04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 07_Using_Examples _Few-Shot_Prompting... ...	55:60 (1%) 59:64 (1%) 59:64 (1%) 49:54 (1%) 66:71 (3%) 61:66 (3%) 55:60 (1%) 59:64 (1%) 49:54 (1%) 56:61 (1%) ...	view
6	x 81	AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 00_Tutorial_How-To.ipynb 00_Tutorial_How-To.ipynb 04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 07_Using_Examples _Few-Shot_Prompting... ...	54:59 (1%) 58:63 (1%) 58:63 (1%) 48:53 (1%) 65:70 (3%) 60:65 (3%) 54:59 (1%) 58:63 (1%) 48:53 (1%) 55:60 (1%) ...	view
6	x 60	AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 AmazonBedrock/anthropic Anthropic 1P Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic ...	04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i... 05_Formatting_Output_and_Speaking_for... 05_Formatting_Output_and_Speaking_for... 05_Formatting_Output_and_Speaking_for... 04_Separating_Data_and_Instructions.i... 05_Formatting_Output_and_Speaking_for... 05_Formatting_Output_and_Speaking_for... 05_Formatting_Output_and_Speaking_for... 05_Formatting_Output_and_Speaking_for... ...	82:87 (1%) 86:91 (1%) 85:90 (1%) 79:84 (1%) 74:79 (1%) 76:81 (1%) 109:114 (1%) 141:146 (1%) 289:294 (1%) 418:423 (1%) ...	view
6	x 60	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 Anthropic 1P Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 02_Being_Clear_and_Direct.ipynb 03_Assigning_Roles_Role_Prompting.ipynb ...	353:358 (1%) 453:458 (1%) 349:354 (1%) 104:109 (1%) 463:468 (1%) 94:99 (1%) 279:284 (1%) 269:274 (1%) 344:349 (1%) 275:280 (1%) ...	view
6	x 57	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb ...	94:99 (1%) 91:96 (1%) 90:95 (1%) 130:135 (1%) 101:106 (1%) 120:125 (1%) 85:90 (1%) 99:104 (1%) 89:94 (1%) 95:100 (1%) ...	view
6	x 48	AmazonBedrock/anthropic Anthropic 1P AmazonBedrock/boto3 AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic ...	10_1_Appendix_Chaining_Prompts.ipynb 10.1_Appendix_Chaining Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb ...	75:80 (<1%) 77:82 (<1%) 81:86 (<1%) 105:110 (<1%) 161:166 (<1%) 217:222 (<1%) 263:268 (<1%) 291:296 (<1%) 338:343 (<1%) 375:380 (<1%) ...	view
6	x 45	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb ...	215:220 (1%) 297:302 (1%) 211:216 (1%) 307:312 (1%) 307:312 (1%) 273:278 (1%) 206:211 (1%) 237:242 (1%) 227:232 (1%) 233:238 (1%) ...	view
6	x 45	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb ...	213:218 (1%) 295:300 (1%) 209:214 (1%) 305:310 (1%) 305:310 (1%) 271:276 (1%) 204:209 (1%) 235:240 (1%) 225:230 (1%) 231:236 (1%) ...	view
6	x 45	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb ...	212:217 (1%) 294:299 (1%) 208:213 (1%) 304:309 (1%) 304:309 (1%) 270:275 (1%) 203:208 (1%) 234:239 (1%) 224:229 (1%) 230:235 (1%) ...	view
6	x 45	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb ...	211:216 (1%) 293:298 (1%) 207:212 (1%) 303:308 (1%) 303:308 (1%) 269:274 (1%) 202:207 (1%) 233:238 (1%) 223:228 (1%) 229:234 (1%) ...	view
6	x 45	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 03_Assigning_Roles_Role_Prompting.ipynb ...	210:215 (1%) 292:297 (1%) 206:211 (1%) 302:307 (1%) 302:307 (1%) 268:273 (1%) 201:206 (1%) 232:237 (1%) 222:227 (1%) 228:233 (1%) ...	view
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6	x 27	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 03_Assigning_Roles_Role_Prompting.ipynb 10.2_Appendix_Tool Use.ipynb 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 10_2_Appendix_Tool_Use.ipynb 10_2_Appendix_Tool_Use.ipynb ...	336:341 (1%) 430:435 (1%) 258:263 (1%) 558:563 (<1%) 332:337 (1%) 382:387 (1%) 440:445 (1%) 348:353 (1%) 571:576 (<1%) 566:571 (<1%) ...	view
6	x 27	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 03_Assigning_Roles_Role_Prompting.ipynb 10.2_Appendix_Tool Use.ipynb 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 10_2_Appendix_Tool_Use.ipynb 10_2_Appendix_Tool_Use.ipynb ...	340:345 (1%) 434:439 (1%) 262:267 (1%) 562:567 (<1%) 336:341 (1%) 386:391 (1%) 444:449 (1%) 352:357 (1%) 575:580 (<1%) 570:575 (<1%) ...	view
6	x 27	AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic Anthropic 1P AmazonBedrock/boto3 AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 10.2_Appendix_Tool Use.ipynb 10_2_Appendix_Tool_Use.ipynb 10_2_Appendix_Tool_Use.ipynb ...	57:62 (1%) 61:66 (1%) 61:66 (1%) 51:56 (1%) 61:66 (1%) 51:56 (1%) 57:62 (1%) 50:55 (<1%) 63:68 (<1%) 58:63 (<1%) ...	view
6	x 27	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic Anthropic 1P AmazonBedrock/boto3 AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 10.2_Appendix_Tool Use.ipynb 10_2_Appendix_Tool_Use.ipynb 10_2_Appendix_Tool_Use.ipynb ...	11:16 (1%) 11:16 (1%) 11:16 (1%) 11:16 (1%) 11:16 (1%) 11:16 (1%) 11:16 (1%) 11:16 (<1%) 11:16 (<1%) 11:16 (<1%) ...	view
6	x 27	AmazonBedrock/anthropic Anthropic 1P AmazonBedrock/boto3 AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic AmazonBedrock/anthropic ...	10_1_Appendix_Chaining_Prompts.ipynb 10.1_Appendix_Chaining Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb 10_1_Appendix_Chaining_Prompts.ipynb ...	126:131 (<1%) 128:133 (<1%) 132:137 (<1%) 182:187 (<1%) 238:243 (<1%) 312:317 (<1%) 396:401 (<1%) 470:475 (<1%) 519:524 (<1%) 568:573 (<1%) ...	view
6	x 27	AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic Anthropic 1P AmazonBedrock/boto3 AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 10.2_Appendix_Tool Use.ipynb 10_2_Appendix_Tool_Use.ipynb 10_2_Appendix_Tool_Use.ipynb ...	71:76 (1%) 85:90 (1%) 75:80 (1%) 64:69 (1%) 74:79 (1%) 75:80 (1%) 70:75 (1%) 99:104 (<1%) 112:117 (<1%) 107:112 (<1%) ...	view
6	x 27	AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic Anthropic 1P AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 03_Assigning_Roles_Role_Prompting.ipynb 10.2_Appendix_Tool Use.ipynb 02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 10_2_Appendix_Tool_Use.ipynb 10_2_Appendix_Tool_Use.ipynb ...	339:344 (1%) 433:438 (1%) 261:266 (1%) 561:566 (<1%) 335:340 (1%) 385:390 (1%) 443:448 (1%) 351:356 (1%) 574:579 (<1%) 569:574 (<1%) ...	view
6	x 27	AmazonBedrock/anthropic AmazonBedrock/boto3 AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/boto3 Anthropic 1P AmazonBedrock/anthropic Anthropic 1P AmazonBedrock/boto3 AmazonBedrock/anthropic ...	02_Being_Clear_and_Direct.ipynb 01_Basic_Prompt_Structure.ipynb 02_Being_Clear_and_Direct.ipynb 04_Separating_Data_and_Instructions.i... 04_Separating_Data_and_Instructions.i... 01_Basic_Prompt_Structure.ipynb 03_Assigning_Roles_Role_Prompting.ipynb 10.2_Appendix_Tool Use.ipynb 10_2_Appendix_Tool_Use.ipynb 10_2_Appendix_Tool_Use.ipynb ...	70:75 (1%) 84:89 (1%) 74:79 (1%) 63:68 (1%) 73:78 (1%) 74:79 (1%) 69:74 (1%) 98:103 (<1%) 111:116 (<1%) 106:111 (<1%) ...	view

About This Analysis

For duplication, we look at places in code where there are 6 or more lines of code that are exactly the same.
Before duplication is calculated, the code is cleaned to remove empty lines, comments, and frequently duplicated constructs such as imports.
You should aim at having as little as possible (<5%) of duplicated code as high-level of duplication can lead to maintenance difficulties, poor factoring, and logical contradictions.

Learn more...

To learn more about duplications and techniques for eliminating duplication, Sokrates recommends the following resources:

Avoid Repetition, MartinFlower.com (IEEE Software article)
Refactoring duplicated code, sourcemaking.com
Beck Design Rules, MartinFowler.com
DRY (Don't Repeat Yourself) Principle, Wikipedia
The Cut-and-Paste Programming Software Development Anti-Pattern, sourcemaking.com
Code Smells / Duplicated Code, Jeff Atwood, codinghorror.com:

"Duplicated code is the bane of software development. Stamp out duplication whenever possible. You should always be on the lookout for more subtle cases of near-duplication, too. Don't Repeat Yourself!"

Reducing Coupling, MartinFlower.com (IEEE Software article):

"There are several ways to describe coupling, but it boils down to this: If changing one module in a program requires changing another module, then coupling exists. ... Duplication always implies coupling, because changing one piece of duplicate code implies changing the other."