IB and CCEA Computer Science: Marking Criteria Analysis | IB CCEA 计算机:评分标准分析

📚 IB and CCEA Computer Science: Marking Criteria Analysis | IB CCEA 计算机:评分标准分析

Understanding the marking criteria is the first step toward achieving high grades in any rigorous qualification, yet many students overlook the weightings, assessment objectives, and structural nuances that differentiate one syllabus from another. Both the IB Diploma Programme Computer Science and the CCEA GCE A-Level Computer Science demand deep analytical thinking, practical programming competence, and a systematic approach to problem-solving, but they assess these skills in notably different ways. This article dissects the grade boundaries, internal and external assessment proportions, question styles, and marking rubrics of these two globally respected curricula, providing a side-by-side comparison that helps learners, teachers, and parents see exactly where marks are earned and lost.

理解评分标准是在任何严格资质考试中取得高分的第一步,然而许多学生往往忽略了权重、评估目标和结构上的细微差异,这些差异使不同课程体系彼此区别开来。IB 文凭课程计算机科学与 CCEA GCE A-Level 计算机科学都要求学生具备深入的分析思维、实际编程能力以及系统性的问题解决方法,但它们评估这些技能的方式却明显不同。本文剖析了这两种全球公认课程的等级分数线、内部和外部评估占比、题型风格以及评分量规,并通过并排比较,帮助学习者、教师和家长准确看到分数的得失之处。

1. Overview of IB Computer Science Assessment | IB 计算机科学评估概览

The IB Computer Science course, available at both Standard Level (SL) and Higher Level (HL), is built around a core syllabus that covers system fundamentals, computer organisation, networks, and computational thinking. External assessments consist of two examination papers for SL and three for HL: Paper 1 tests core topics through structured questions, Paper 2 examines option topics such as databases, web science, or object-oriented programming, and HL students face an additional Paper 3 based on a pre-released case study. Internal assessment, known as the IA, requires students to develop a computational solution for a real client, and it contributes 30% to the final grade at SL and 20% at HL, with the remaining marks coming from the external papers.

IB 计算机科学课程分为标准级别(SL)和高级别(HL),其核心教学大纲涵盖系统基础、计算机组成、网络和计算思维。外部评估由 SL 的两份试卷和 HL 的三份试卷组成:试卷 1 通过结构化题目测试核心主题,试卷 2 考查如数据库、网络科学或面向对象编程等选修主题,HL 学生还需要参加基于预先发布的案例研究的额外试卷 3。内部评估称为 IA,要求学生为真实客户开发一套计算解决方案,该评估在 SL 中占最终成绩的 30%,在 HL 中占 20%,其余分数来自外部试卷。

Grade boundaries for IB Computer Science are set after each exam session using statistical evidence and expert judgment, maintaining standards over time. The final diploma grade is a number from 1 to 7, with 7 being the highest. To achieve top marks, students must demonstrate consistent strength across both theory examinations and the practical IA, as weakness in one component will inevitably pull the overall grade down.

IB 计算机科学的等级分界线在每次考试后根据统计证据和专家判断确定,以保持标准的稳定。最终文凭成绩为 1 到 7 分,7 分为最高分。要获得最高分,学生必须在理论考试和实践 IA 中都表现出持续的优势,因为任何一部分的薄弱都必然拉低总成绩。


2. Overview of CCEA Computer Science Assessment | CCEA 计算机科学评估概览

The CCEA GCE A-Level in Computer Science is a linear qualification with both AS and A2 stages. The AS units contribute 40% to the full A-Level, and the A2 units contribute 60%. The assessment includes two external written exams at AS (Unit AS 1: Approaches to Software Development, and Unit AS 2: Computer Architecture and Data Representation) alongside an internally assessed programming project (Unit AS 3). At A2, students sit one external exam (Unit A2 1: Information Systems) and complete a significant internal assessment programming project focused on event-driven programming (Unit A2 2).

CCEA GCE A-Level 计算机科学是一门线性资质考试,分为 AS 和 A2 两个阶段。AS 单元占完整 A-Level 的 40%,A2 单元占 60%。评估包括 AS 阶段的两个外部笔试(单元 AS 1:软件开发方法,以及单元 AS 2:计算机体系结构与数据表示)和一个内部评估的编程项目(单元 AS 3)。在 A2 阶段,学生参加一个外部考试(单元 A2 1:信息系统),并完成一个重要的内部评估编程项目,重点在于事件驱动编程(单元 A2 2)。

Together, the internal programming components account for 26% of the total A-Level (8% from AS and 18% from A2), while external written papers represent 74%. Grades are reported on an A* to E scale for the full A-Level, with an AS grade of A to E. The CCEA marking scheme emphasizes practical coding ability, systems analysis, and a deep understanding of how hardware and software interact, which makes the weighting of project work higher than in many other A-Level science subjects.

综合来看,内部编程部分占完整 A-Level 的 26%(其中 AS 占 8%,A2 占 18%),而外部笔试占 74%。完整 A-Level 的成绩等级为 A* 到 E,AS 成绩为 A 到 E。CCEA 的评分方案强调实际编码能力、系统分析,以及对软硬件交互方式的深入理解,这使得项目作业的权重高于许多其他 A-Level 科学类科目。


3. External Examination Weighting Comparison | 外部考试权重对比

External examinations form the backbone of both qualifications, yet the proportion of marks allocated to written papers differs. In IB Computer Science SL, external assessments account for 70% of the final grade; in HL, this rises to 80%. In contrast, CCEA A-Level Computer Science places 74% of its total marks on external written examinations, a figure that sits between the IB SL and HL weights. The table below summarises these weightings, highlighting how each syllabus balances theory and practical assessment.

外部考试是两种资质证书的支柱,但分配给笔试的分数比例不同。在 IB 计算机科学 SL 中,外部评估占最终成绩的 70%;在 HL 中,这一比例上升到 80%。相比之下,CCEA A-Level 计算机科学将 74% 的总分放在外部笔试上,这个数字介于 IB SL 和 HL 权重之间。下表总结了这些权重,突显了每个课程如何平衡理论与实践评估。

Qualification External Exam Weight Internal Assessment Weight
IB CS SL 70% 30%
IB CS HL 80% 20%
CCEA A-Level CS 74% 26%

This distribution reveals that IB SL offers a slightly heavier internal assessment component than CCEA, rewarding consistent project development, while IB HL tilts more toward exam performance. CCEA’s balance ensures that students who excel in practical coding can still achieve top grades even if their theoretical knowledge is not flawless, although strong exam results remain essential for an A*.

这种分配表明,IB SL 提供的内部评估比重略高于 CCEA,更加奖励持续的项目开发表现,而 IB HL 则更偏重于考试表现。CCEA 的平衡确保即使理论知识并非完美,擅长实际编码的学生仍能获得高分,尽管出色的考试成绩对获得 A* 仍至关重要。


4. Internal Assessment and Programming Project Comparison | 内部评估和编程项目对比

The internal assessment in IB Computer Science, the IA, is a single development project where students must engage with a real client, follow a systematic design process, produce a working product with a detailed record, and evaluate its effectiveness. It is marked internally by teachers and moderated externally, with a set of five criteria: planning, solution overview, development, functionality, and evaluation. Each criterion is allocated a maximum mark, and the total contributes 30% (SL) or 20% (HL). The emphasis lies on rigorous documentation, algorithmic thinking, and justification of design choices.

IB 计算机科学的内部评估(IA)是一个单一的开发项目,学生必须与真实客户接触,遵循系统化的设计过程,制作一个可运行的产品并附上详细记录,最后评估其有效性。该项目由教师内部评分并接受外部审核,共有五项标准:计划、方案概述、开发、功能和评估。每项标准设有最高分,总分贡献 30%(SL)或 20%(HL)。评估重点在于严谨的文档编写、算法思维以及对设计选择的论证。

CCEA’s internal project work is split into two stages: Unit AS 3 requires students to produce a programmed solution to a given problem, typically using a high-level language such as Python or C#, emphasising interface design and clear coding practices; Unit A2 2 extends this to an event-driven programming project where students must demonstrate advanced control of graphical user interfaces and database connectivity. Both are marked internally with moderation, and the assessment grid awards marks for analysis, design, implementation, testing, and evaluation. The project work demands strong evidence of planning and testing rather than just a final piece of code, which closely mirrors real-world software development cycles.

CCEA 的内部项目工作分为两个阶段:单元 AS 3 要求学生针对给定问题编写程序解决方案,通常使用 Python 或 C# 等高级语言,强调界面设计和清晰的编码实践;单元 A2 2 则扩展为一个事件驱动编程项目,学生必须展示对图形用户界面和数据库连接的高级掌控。两者均经内部评分并审核,评分网格从分析、设计、实现、测试和评估等方面给予分数。项目工作要求提供充分的计划和测试证据,而不仅仅是最终的代码,这非常接近于真实的软件开发周期。


5. Assessment Objectives in IB Computer Science | IB 计算机科学的评估目标

IB Computer Science defines three overarching assessment objectives. Assessment Objective 1 (Knowledge and understanding) requires students to recall, select, and use factual knowledge and terminology correctly; this is dominant in Paper 1 with short-answer and structured responses. Assessment Objective 2 (Application and analysis) asks learners to apply concepts, design algorithms, analyse problems, and interpret data, featuring heavily in Papers 2 and the IA. Assessment Objective 3 (Synthesis and evaluation) targets the ability to justify solutions, evaluate approaches, and construct reasoned arguments, particularly in the case study for HL Paper 3 and the IA evaluation section. The approximate weightings are 40% for AO1, 30% for AO2, and 30% for AO3, though these can vary slightly by level.

IB 计算机科学定义了三个总括性的评估目标。评估目标 1(知识与理解)要求学生回忆、选择并正确使用事实性知识和术语;这在试卷 1 的简答题和结构化答题中占主导地位。评估目标 2(应用与分析)要求学习者应用概念、设计算法、分析问题并解释数据,主要体现在试卷 2 和 IA 中。评估目标 3(综合与评价)针对的是论证解决方案、评价方法和构建推理的能力,特别体现在 HL 试卷 3 的案例研究以及 IA 评价部分。大致权重为 AO1 占 40%,AO2 占 30%,AO3 占 30%,尽管这些比例在级别间可能略有不同。

Understanding this breakdown is crucial: a student who can only memorise definitions will not score beyond the mid-range, because the majority of marks require higher-order skills. The IA, in particular, rewards the synthesis and evaluation criteria heavily, compelling students to reflect on the success of their solution against client requirements, which often distinguishes a grade 6 from a grade 7.

理解这种细分至关重要:只能记忆定义的学生无法获得中等以上的分数,因为大多数分值需要高阶技能。尤其是 IA,在综合和评价标准上给予重奖,迫使学生根据客户需求反思解决方案的成功度,这往往能区分出 6 分和 7 分。


6. Assessment Objectives in CCEA Computer Science | CCEA 计算机科学的评估目标

CCEA’s GCE Computer Science specification also operates with three assessment objectives, but the distribution is slightly different. AO1 (Demonstrate knowledge and understanding) counts for 30% of the A-Level and covers principles of hardware, software, data representation, and legal issues—tested mainly through short and long questions in the written papers. AO2 (Apply knowledge and understanding) comprises 40% and includes designing programs, writing and debugging code, applying algorithms, and solving problems in practical contexts. AO3 (Analyse, evaluate, and make reasoned judgements) makes up the remaining 30%, requiring students to evaluate systems, consider ethical implications, and justify design decisions, especially within the project work.

CCEA 的 GCE 计算机科学规范同样有三个评估目标,但分布略有不同。AO1(展示知识与理解)占 A-Level 的 30%,涵盖硬件、软件、数据表示和法律问题的原理——主要通过笔试题中的短答和长答题测试。AO2(应用知识与理解)占 40%,包括设计程序、编写和调试代码、应用算法以及在实际情境中解决问题。AO3(分析、评价并做出理性判断)占剩下的 30%,要求学生评估系统、考虑道德影响并论证设计决策,尤其是在项目工作中。

Notably, CCEA allocates a larger proportion to applied skills (AO2) than IB does to its equivalent objective, which reflects the CCEA specification’s commitment to employability and tangible programming proficiency. This means that a CCEA student must be particularly strong at programming under timed conditions and in producing a well-documented project, because AO2 and AO3 together account for 70% of the entire qualification.

值得注意的是,CCEA 分配给应用技能(AO2)的比例比 IB 的同等目标更高,这反映了 CCEA 规范对就业能力和实际编程熟练度的重视。这意味着 CCEA 学生必须特别擅长在限时条件下编程以及制作文档齐全的项目,因为 AO2 和 AO3 合计占整个资质的 70%。


7. Grade Boundaries and Scaling | 等级分界线与标度

IB Computer Science uses a scaled mark approach: raw marks from each component are converted into a weighted score, then combined into an overall percentage used to determine the grade out of 7. The grade boundaries are adjusted after each session to maintain a consistent standard, with typical thresholds for a grade 7 falling around 75–85% overall, depending on difficulty. For SL, the IA boundary for top marks is stringent, as a perfect IA score can significantly lift a borderline candidate; for HL, Paper 3 often acts as the differentiator for the highest grades.

IB 计算机科学采用标度分数方法:每个部分的原始分数经加权转换为一个综合百分比,然后判定 1 至 7 的等级。每次考试后,等级分界线会根据难度进行调整以保持标准的一致性,通常总分达到约 75–85% 可获得 7 分。对于 SL,IA 的最高分界线非常严格,因为一个完美的 IA 分数可以显著提升边缘考生;对于 HL,试卷 3 往往是区分最高等级的利器。

CCEA A-Level grade boundaries for Computer Science are set by the awarding body after each examination series using statistical and expert review. To achieve an A*, students must typically accumulate around 80% of the total uniform marks across all units, with a high barrier in the A2 units. The project work, though only 26% of the total, includes subjective marking that can be moderated heavily; a strong portfolio can add the extra 10–15 raw marks that push a student from a B to an A. Because CCEA uses A* to E grading, the incremental steps are widely understood by UK universities, making consistency across units vital.

CCEA A-Level 计算机科学的等级分界线由考试机构在每次考试后通过统计和专家审查设定。要获得 A*,学生通常需要在所有单元中积累约 80% 的统一标度分数,并且在 A2 单元中取得高分。项目工作虽然只占 26%,但包含主观评分且可能被大幅调整;一个强大的作品集可以增加 10–15 个原始分,将考生从 B 提升到 A。由于 CCEA 使用 A* 到 E 的等级,英国大学对这些递增等级非常熟悉,因此各单元的一致性至关重要。


8. Question Styles and Skills Tested | 考题风格与技能测试

IB papers are designed to probe depth of understanding and lateral thinking. Paper 1 questions mix multiple-choice with structured short-answer and extended response items, often requiring students to explain the operation of a CPU, trace an algorithm, or discuss ethical impacts. Paper 2, based on the chosen option, demands that learners apply concepts from database design, web technologies, or OOP in scenario-based questions. HL Paper 3 is unique: a pre-released case study is examined through a series of integrated questions that assess high-level analytical skills; memorization without comprehension yields little reward.

IB 的试卷旨在考察理解的深度与横向思维能力。试卷 1 的题目混合了多项选择题、结构化简答题和扩展应答,通常要求学生解释 CPU 的操作、追踪算法或讨论道德影响。试卷 2 基于所选选项,要求学习者在基于场景的问题中应用数据库设计、网页技术或 OOP 的概念。HL 试卷 3 独具特色:通过一系列综合性问题来考查预先发布的案例研究,评估高水平的分析技能;不理解而仅靠记忆无法得分。

CCEA written papers are more modular in approach. Unit AS 1 and AS 2 include a mix of multiple-choice, short-answer, and structured questions, with a focus on software development methodologies, data structures, and computer architecture. Unit A2 1 shifts to longer essay-style responses and case-study analysis on information systems, data security, and system life cycles. Across the papers, programming questions require students to write, trace, and debug pseudocode or actual code snippets, blending theory with practical application. The variety of question types rewards a well-rounded revision strategy that includes both factual recall and hands-on debugging practice.

CCEA 的笔试更模块化。单元 AS 1 和 AS 2 包括多选题、简答题和结构化题的组合,重点在于软件开发方法、数据结构和计算机体系结构。单元 A2 1 则转向更长篇幅的论述式回答和针对信息系统、数据安全以及系统生命周期的案例研究分析。在整个试卷中,编程题目要求学生编写、追踪和调试伪代码或实际代码片段,将理论与实践应用相融合。题型的多样化奖励那些既包含事实性记忆又包含动手调试实践的全面复习策略。


9. Marking of Theory and Practical Components | 理论与实操部分的评分

One of the most significant differences between the two systems lies in how theory and practical components are blended and marked. In IB Computer Science, the theoretical component (Papers 1, 2, and 3) contributes 70–80% of the total, but the papers themselves include algorithmic thinking and code comprehension tasks, making them inherently practical. The IA, a pure practical exercise, is assessed separately with its own rubric, and students receive detailed feedback only after final marking, with teachers playing a formative role during development under strict guidelines. The separation of theory and practice in the markbook can sometimes lead students to neglect one side, which is risky since a poor IA score in SL is difficult to compensate.

两个系统之间最显著的差异之一在于理论与实操部分如何结合与评分。在 IB 计算机科学中,理论部分(试卷 1、2 和 3)占总成绩的 70–80%,但这些试卷本身包含算法思维和代码理解任务,因而本质上是实践性的。IA 作为一个纯实践练习,使用单独的量规进行评估,学生仅在最终评分后收到详细反馈,教师在严格的指导方针下于开发过程中扮演形成性角色。成绩单中理论与实践的这种分离有时会导致学生忽视某一侧,而这是危险的,因为在 SL 中低分的 IA 很难通过理论弥补。

CCEA, by contrast, integrates practical skills into both the written exams and the project components. The AS and A2 exam papers contain explicit code-writing and tracing exercises, and the marking schemes award marks for correct syntax, logical accuracy, and efficiency. The project components, marked using detailed criteria, are subject to internal standardisation and external moderation; the feedback loop is tighter, as teachers can review drafts more openly than in IB. This integration means that a student who struggles with theory can still accrue substantial marks through coding excellence, provided they meet the minimum thresholds on written papers.

相比之下,CCEA 将实践技能同时整合在笔试和项目部分中。AS 和 A2 试卷明确包含代码编写和追踪练习,评分方案为正确的语法、逻辑准确性和效率打分。项目部分使用详细标准进行评分,并经过内部标化和外部审核;反馈回路更紧密,因为教师可以比 IB 更公开地审阅草稿。这种整合意味着,只要学生在笔试卷中达到最低门槛,理论薄弱的学生仍能通过出色的编码能力积累大量分数。


10. Marking Rubric for IA and Programming Projects | 内部评估和编程项目的评分细则

The IB IA rubric is divided into five criteria, each with a maximum mark. Criterion A (Planning) assesses the identification of the client, the rationale for the solution, and a clear success criteria; it requires constructive flowchart or pseudocode diagrams. Criterion B (Solution overview) evaluates the record of tasks and the design of the prototype. Criterion C (Development) is a technical narrative of the coding process with screenshots and code snippets, and Criterion D (Functionality) measures the extent to which the final product functions for the client. Criterion E (Evaluation) requires a critical evaluation against success criteria and suggestions for further improvement. Each criterion is marked on a scale (typically 0–4, 0–6, or 0–8), and the total raw mark is scaled to the 30% or 20% weighting.

IB IA 量规分为五个标准,每项设有最高分。标准 A(计划)评估客户确定、解决方案的合理性以及清晰的成功标准;它要求提供建设性的流程图或伪代码图。标准 B(方案概述)评估任务记录和原型设计。标准 C(开发)是编码过程的技术叙述,包含截图和代码片段,而标准 D(功能性)衡量最终产品为客户工作的程度。标准 E(评价)要求对照成功标准进行批判性评价并提出进一步改进建议。每项标准按等级评分(通常为 0–4、0–6 或 0–8),原始总分被加权为 30% 或 20%。

CCEA’s project rubrics are more granular and span multiple units. In Unit AS 3, the marking grid looks at analysis and specification, design, development and implementation, testing, and evaluation. Each section demands explicit evidence: for design, a student must provide data flow diagrams, UI mock-ups, and algorithm designs; for testing, a detailed test plan with test data, expected outcomes, and actual outcomes is expected. Unit A2 2 increases the expectation, requiring evidence of advanced event-driven programming elements like dynamic object creation, database queries, and user login systems. The same broad categories of analysis-design-implement-test-evaluate apply, but with higher mark ceilings that reward depth.

CCEA 的项目量规更为细致,且跨越多个单元。在单元 AS 3 中,评分网格涵盖分析说明、设计、开发与实施、测试和评价。每部分要求明示的证据:设计方面,学生必须提供数据流图、UI 模拟图和算法设计;测试方面,应提供详细的测试计划,包含测试数据、预期结果和实际结果。单元 A2 2 提高了期望,要求提供高级事件驱动编程元素的证据,如动态对象创建、数据库查询和用户登录系统。同样采用分析-设计-实施-测试-评价的大分类,但分数上限更高,奖励深度。


11. Tips for Maximizing Marks in Both Syllabi | 在两个课程中争取高分的技巧

To perform strongly in IB Computer Science, students should treat the IA as a continuous narrative rather than a one-off task, regularly logging design decisions and reflecting on them. Practice with timed past papers is essential because Paper 2 scoring depends on the ability to think quickly within a chosen option topic, and HL candidates must develop strategies to interlink the case study with theory. Consistent use of the command terms (describe, explain, evaluate, to what extent) in answer construction directly influences the depth of marks; a common pitfall is providing an explanation when a summary is asked, or vice versa, leading to zero marks under the strict rubric.

要在 IB 计算机科学中取得优异表现,学生应将 IA 视为持续的叙事而非一次性任务,定期记录设计决策并加以反思。定时练习历年真题至关重要,因为试卷 2 的得分取决于在所选题主题中的快速思考能力,而 HL 考生必须制定策略将案例研究与理论关联起来。在构建答案时,对指令词(描述、解释、评价、多大程度上)的持续运用直接影响得分的深度;一个常见的陷阱是在要求总结时提供了冗长解释,或反之,这会在严格的量规下导致零分。

For CCEA, time management in the project is critical; students should allocate at least 40% of their project time to thorough testing and evaluation, as these sections often carry disproportionate weight in the mark scheme. In theory papers, explicitly linking hardware concepts to software outcomes—for example, explaining how caching improves the performance of an operating system’s scheduler—earns higher-level method marks. Since program writing appears in the examination, daily coding practice with pencil and paper as well as on a computer is vital to build both speed and accuracy.

对于 CCEA,项目中的时间管理至关重要;学生应将项目时间的至少 40% 分配给详尽的测试和评价,因为这些部分在评分方案中通常占比过高。在理论试卷中,将硬件概念明确地与软件结果联系起来——例如,解释缓存如何提高操作系统调度程序的性能——可获得更高阶的方法分。由于考试中会涉及程序编写,每日在纸笔和计算机上练习编码,对提升速度和准确性都至关重要。


12. Conclusion and Final Thoughts | 结论与最终思考

Both IB and CCEA Computer Science courses aim to produce technically literate and analytically sharp graduates, yet their marking criteria steer students toward different learning habits. IB rewards holistic reasoning, rigorous documentation, and the ability to connect a single large project to theoretical constructs, while CCEA emphasizes applied coding proficiency across multiple smaller projects and demands a consistent performance in modular written papers. Navigating these demands requires not only knowledge of the syllabus but a sharp awareness of the assessment objectives and grade-border chokepoints.

IB 和 CCEA 计算机科学课程都旨在培养技术素养高、分析能力强的毕业生,但它们的评分标准将学生引向不同的学习习惯。IB 奖励整体推理、严谨的文档编制,以及将单个大型项目与理论构架联系起来的能力;而 CCEA 则强调在多个小项目中的应用编码熟练度,并要求在模块化笔试中表现稳定。驾驭这些要求不仅需要掌握教学大纲,更需要敏锐地意识到评估目标和等级分界点的卡口所在。

By comparing the weightings, rubrics, and question styles, this analysis provides a blueprint for strategic revision and project planning. Students who align their effort precisely with the mark scheme—whether aiming for a 7 in IB or an A* in CCEA—will find that the difference between a good grade and an outstanding one often rests in the clarity of evidence, the depth of evaluation, and the discipline of practising under assessment conditions. Ultimately, understanding the marking criteria transforms the abstract challenge of an exam into a manageable set of targets.

通过比较权重、量规和题型风格,本分析为策略性复习和项目规划提供了蓝图。那些将努力精准对齐评分方案的学生——无论是追求 IB 的 7 分还是 CCEA 的 A*——都会发现,良好成绩与卓越成绩之间的差别往往在于证据的清晰度、评价的深度以及按评估条件进行练习的自律。归根结底,理解评分标准能够将抽象的考试挑战转化为一组可管理的目标。

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