task_id stringlengths 11 11 | task_name stringlengths 21 305 | global_usage_count float64 15 47k | global_usage_pct float64 0 4.87 | automation_pct float64 | augmentation_pct float64 | dominant_collaboration_pattern stringclasses 5
values | dominant_pattern_pct float64 15.5 91.4 ⌀ | directive_pct float64 0 89.6 | task_iteration_pct float64 0 88.2 | learning_pct float64 0 91.4 | feedback_loop_pct float64 0 75.9 | validation_pct float64 0 70.4 | india_usage_count float64 199 6.62k ⌀ | india_usage_pct float64 0.49 16.3 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
task_592350 | write programs in the language of a machine's controller and store programs on media such as punch tapes, magnetic tapes, or disks. | 1,460 | 0.151375 | null | null | directive | 49.726027 | 49.726027 | 21.917808 | 14.178082 | 11.780822 | 1.30137 | null | null |
task_608764 | provide individual support or counseling in general wellness or nutrition. | 1,423 | 0.147539 | null | null | learning | 64.792691 | 19.606465 | 6.465214 | 64.792691 | 2.810963 | 4.708363 | null | null |
task_916603 | modify and customize commercial programs for internal needs. | 1,401 | 0.145258 | null | null | directive | 34.975018 | 34.975018 | 33.690221 | 11.349036 | 17.344754 | 1.284797 | null | null |
task_939453 | discuss the treatment of problems with clients. | 1,399 | 0.14505 | null | null | learning | 59.68549 | 8.291637 | 5.575411 | 59.68549 | 3.573981 | 9.006433 | null | null |
task_924498 | provide customers with travel suggestions and information sources, such as guides, directories, brochures, and maps. | 1,394 | 0.144532 | null | null | directive | 51.506456 | 51.506456 | 30.846485 | 11.549498 | 3.156385 | 1.7934 | null | null |
task_651281 | use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems. | 1,388 | 0.14391 | null | null | directive | 38.400576 | 38.400576 | 20.172911 | 30.835735 | 6.556196 | 2.59366 | null | null |
task_904000 | create finished art work as decoration, or to elucidate or substitute for spoken or written messages. | 1,379 | 0.142977 | null | null | directive | 50.108774 | 50.108774 | 40.464104 | 2.102973 | 1.812908 | 1.087745 | null | null |
task_828989 | counsel individuals and groups on basic rules of good nutrition, healthy eating habits, and nutrition monitoring to improve their quality of life. | 1,378 | 0.142873 | null | null | learning | 64.005806 | 23.004354 | 6.240929 | 64.005806 | 2.249637 | 4.063861 | null | null |
task_698694 | greet customers and ascertain what each customer wants or needs. | 1,355 | 0.140488 | null | null | null | null | 0 | 0 | 0 | 0 | 0 | null | null |
task_109391 | answer customers' questions about products, prices, availability, product uses, and credit terms. | 1,347 | 0.139659 | null | null | directive | 39.569414 | 39.569414 | 12.620638 | 34.966592 | 4.231626 | 2.449889 | null | null |
task_833950 | read from sacred texts such as the bible, torah, or koran. | 1,346 | 0.139555 | null | null | directive | 42.719168 | 42.719168 | 15.750371 | 36.181278 | 0 | 2.377415 | null | null |
task_413886 | participate in the work of subordinates to facilitate productivity or to overcome difficult aspects of work. | 1,318 | 0.136652 | null | null | task iteration | 48.710167 | 36.039454 | 48.710167 | 5.235205 | 2.048558 | 6.828528 | null | null |
task_803804 | consult with and assist computer operators or system analysts to define and resolve problems in running computer programs. | 1,306 | 0.135408 | null | null | learning | 64.24196 | 12.710567 | 6.125574 | 64.24196 | 8.269525 | 6.431853 | null | null |
task_993465 | analyze characteristics of animals to identify and classify them. | 1,297 | 0.134475 | null | null | directive | 41.403238 | 41.403238 | 10.177332 | 27.139553 | 12.567463 | 6.707787 | null | null |
task_439018 | provide advice and consultation on economic relationships to businesses, public and private agencies, and other employers. | 1,297 | 0.134475 | null | null | learning | 36.777178 | 21.819584 | 28.527371 | 36.777178 | 2.081727 | 8.558211 | null | null |
task_005811 | develop teaching materials, such as syllabi, visual aids, answer keys, supplementary notes, or course web sites. | 1,293 | 0.13406 | null | null | directive | 55.297757 | 55.297757 | 38.437742 | 2.088167 | 2.474865 | 0 | null | null |
task_330302 | develop or maintain internal or external company web sites. | 1,273 | 0.131986 | null | null | directive | 47.446976 | 47.446976 | 21.131186 | 9.897879 | 17.203456 | 1.571092 | null | null |
task_326893 | analyze experimental data and interpret results to write reports and summaries of findings. | 1,269 | 0.131572 | null | null | learning | 29.472025 | 23.246651 | 19.227738 | 29.472025 | 8.037825 | 17.809299 | null | null |
task_666923 | design databases to support business applications, ensuring system scalability, security, performance and reliability. | 1,255 | 0.13012 | null | null | directive | 33.386454 | 33.386454 | 31.713147 | 20 | 9.880478 | 4.302789 | null | null |
task_727060 | provide technical advice on the use of current instructional technologies, including computer-based training, desktop videoconferencing, multimedia, and distance learning technologies. | 1,199 | 0.124314 | null | null | learning | 77.731443 | 12.510425 | 3.169308 | 77.731443 | 1.501251 | 2.168474 | null | null |
task_566076 | conduct research in a particular field of knowledge and present findings in professional journals, books, electronic media, or at professional conferences. | 1,197 | 0.124107 | null | null | learning | 64.327485 | 18.629908 | 11.779449 | 64.327485 | 0 | 3.42523 | null | null |
task_937897 | provide information and advice regarding drug interactions, side effects, dosage, and proper medication storage. | 1,176 | 0.121929 | null | null | learning | 65.221088 | 22.704082 | 4.846939 | 65.221088 | 1.70068 | 4.336735 | null | null |
task_276731 | edit instructional materials, such as books, simulation exercises, lesson plans, instructor guides, and tests. | 1,169 | 0.121203 | null | null | task iteration | 54.747648 | 42.001711 | 54.747648 | 0 | 0 | 1.625321 | null | null |
task_232113 | interpret laws, rulings and regulations for individuals and businesses. | 1,164 | 0.120685 | null | null | learning | 68.556701 | 13.659794 | 7.817869 | 68.556701 | 1.37457 | 7.90378 | null | null |
task_692353 | create, analyze, report, convert, or transfer data, using specialized applications program software. | 1,162 | 0.120478 | null | null | directive | 79.432014 | 79.432014 | 11.445783 | 2.409639 | 3.786575 | 1.462995 | null | null |
task_070300 | process and prepare documents, such as business or government forms and expense reports. | 1,160 | 0.12027 | null | null | directive | 75.344828 | 75.344828 | 19.827586 | 0 | 1.293103 | 1.810345 | null | null |
task_297611 | analyze system performance or operational requirements. | 1,150 | 0.119234 | null | null | learning | 47.043478 | 17.826087 | 10.086957 | 47.043478 | 14.434783 | 8.608696 | null | null |
task_628346 | prepare management reports defining and evaluating problems and recommending solutions. | 1,150 | 0.119234 | null | null | task iteration | 48.782609 | 41.130435 | 48.782609 | 3.130435 | 0 | 5.391304 | null | null |
task_019756 | analyze information to determine, recommend, and plan layout, including type of computers and peripheral equipment modifications. | 1,134 | 0.117575 | null | null | learning | 43.915344 | 28.659612 | 14.726631 | 43.915344 | 5.908289 | 5.379189 | null | null |
task_447107 | plan parties or other special events and services. | 1,081 | 0.112079 | null | null | directive | 45.235893 | 45.235893 | 44.40333 | 3.145236 | 3.977798 | 1.665125 | null | null |
task_487610 | evaluate and grade students' class work, assignments, and papers. | 1,073 | 0.11125 | null | null | directive | 36.626281 | 36.626281 | 25.349487 | 1.67754 | 1.584343 | 34.016775 | null | null |
task_298882 | evaluate or recommend software for testing or bug tracking. | 1,049 | 0.108762 | null | null | learning | 52.716873 | 29.742612 | 11.344137 | 52.716873 | 2.097235 | 3.336511 | null | null |
task_094744 | prepare appropriate formatting to data sets as requested. | 1,047 | 0.108554 | null | null | directive | 72.588348 | 72.588348 | 21.298949 | 0 | 3.247373 | 0 | null | null |
task_357539 | recommend strategies for clients to meet their financial goals, such as borrowing money through loans or loan programs, declaring bankruptcy, making budget adjustments, or enrolling in debt management plans. | 1,040 | 0.107829 | null | null | learning | 36.634615 | 27.115385 | 25.769231 | 36.634615 | 3.75 | 5.961538 | null | null |
task_846214 | design and create special programs for tasks such as statistical analysis and data entry and cleaning. | 1,036 | 0.107414 | null | null | directive | 54.440154 | 54.440154 | 27.027027 | 7.239382 | 9.362934 | 0 | null | null |
task_196751 | address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols. | 1,035 | 0.10731 | null | null | directive | 53.52657 | 53.52657 | 9.661836 | 26.376812 | 4.444444 | 5.603865 | null | null |
task_011603 | recommend financial products, such as stocks, bonds, mutual funds, or insurance. | 1,026 | 0.106377 | null | null | directive | 42.202729 | 42.202729 | 27.680312 | 21.832359 | 2.631579 | 4.873294 | null | null |
task_019858 | counsel workers about job and career-related issues. | 1,024 | 0.10617 | null | null | learning | 41.113281 | 17.480469 | 24.316406 | 41.113281 | 3.417969 | 11.035156 | null | null |
task_077729 | provide clients with communication assistance, typing their correspondence or obtaining information for them. | 1,023 | 0.106066 | null | null | task iteration | 51.4174 | 43.40176 | 51.4174 | 0 | 0 | 4.105572 | null | null |
task_160918 | recommend and provide advice on a wide variety of products and services. | 1,003 | 0.103992 | null | null | directive | 41.674975 | 41.674975 | 37.387836 | 9.571286 | 5.084746 | 5.284148 | null | null |
task_798145 | prepare and deliver lectures to undergraduate or graduate students and the community on topics such as ethics, logic, and contemporary religious thought. | 992 | 0.102852 | null | null | learning | 70.362903 | 18.75 | 7.96371 | 70.362903 | 0 | 2.116935 | null | null |
task_266534 | explain general financial topics to clients, such as credit report ratings, bankruptcy laws, consumer protection laws, wage attachments, or collection actions. | 982 | 0.101815 | null | null | learning | 68.839104 | 22.09776 | 3.869654 | 68.839104 | 0 | 2.749491 | null | null |
task_102007 | analyze organizational, occupational, and industrial data to facilitate organizational functions and provide technical information to business, industry, and government. | 978 | 0.1014 | null | null | learning | 43.251534 | 31.90184 | 9.304703 | 43.251534 | 3.578732 | 8.282209 | null | null |
task_965967 | evaluate sources of information to determine any limitations in terms of reliability or usability. | 968 | 0.100364 | null | null | validation | 44.628099 | 21.797521 | 10.433884 | 18.698347 | 0 | 44.628099 | null | null |
task_430494 | design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure. | 963 | 0.099845 | null | null | directive | 36.448598 | 36.448598 | 32.294912 | 14.537902 | 12.253375 | 3.634476 | null | null |
task_872511 | prepare reports or recommendations, based upon research outcomes. | 955 | 0.099016 | null | null | directive | 32.041885 | 32.041885 | 25.445026 | 22.513089 | 3.874346 | 13.298429 | null | null |
task_704176 | analyze information to determine, recommend, and plan computer specifications and layouts, and peripheral equipment modifications. | 951 | 0.098601 | null | null | learning | 46.898002 | 30.178759 | 11.882229 | 46.898002 | 3.680336 | 5.888538 | null | null |
task_812026 | conduct materials test and analysis using tools and equipment and applying engineering knowledge. | 946 | 0.098083 | null | null | learning | 38.477801 | 26.744186 | 16.807611 | 38.477801 | 5.813953 | 9.936575 | null | null |
task_570242 | analyze financial information obtained from clients to determine strategies for meeting clients' financial objectives. | 939 | 0.097357 | null | null | directive | 34.398296 | 34.398296 | 24.707135 | 26.837061 | 3.833866 | 9.584665 | null | null |
task_838200 | present investment information, such as product risks, fees, or fund performance statistics. | 936 | 0.097046 | null | null | learning | 44.337607 | 38.354701 | 11.538462 | 44.337607 | 0 | 2.457265 | null | null |
task_465928 | develop methods for integrating different products so they work properly together such as customizing commercial databases to fit specific needs. | 927 | 0.096113 | null | null | directive | 37.540453 | 37.540453 | 13.160734 | 30.204962 | 15.857605 | 1.725998 | null | null |
task_551732 | advise clients on financial and legal matters such as investments and taxes. | 925 | 0.095905 | null | null | learning | 51.027027 | 26.27027 | 15.459459 | 51.027027 | 1.72973 | 4.648649 | null | null |
task_941944 | instruct others in program methods, procedures, or functions. | 901 | 0.093417 | null | null | learning | 53.385128 | 28.412875 | 11.431743 | 53.385128 | 0 | 1.99778 | null | null |
task_468589 | prepare reports, manuscripts, proposals, and technical manuals for use by other scientists and requestors, such as sponsors and customers. | 887 | 0.091965 | null | null | directive | 49.830891 | 49.830891 | 31.792559 | 11.837655 | 2.254791 | 2.818489 | null | null |
task_256605 | review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination. | 886 | 0.091862 | null | null | task iteration | 35.327314 | 24.040632 | 35.327314 | 1.805869 | 0 | 35.10158 | null | null |
task_132586 | compile reports, charts, or graphs that describe and interpret findings of analyses. | 884 | 0.091654 | null | null | directive | 50.565611 | 50.565611 | 21.493213 | 16.515837 | 3.733032 | 5.769231 | null | null |
task_347461 | develop concepts or creative ideas for craft objects. | 882 | 0.091447 | null | null | task iteration | 44.444444 | 41.609977 | 44.444444 | 4.648526 | 0 | 2.494331 | null | null |
task_827127 | tutor and assist children individually or in small groups to help them master assignments and to reinforce learning concepts presented by teachers. | 877 | 0.090929 | null | null | directive | 43.443558 | 43.443558 | 15.051311 | 30.558723 | 2.850627 | 6.841505 | null | null |
task_256453 | advise clients on market conditions, prices, mortgages, legal requirements and related matters. | 858 | 0.088959 | null | null | learning | 34.965035 | 32.750583 | 24.708625 | 34.965035 | 3.030303 | 3.729604 | null | null |
task_203670 | observe and evaluate students' work to determine progress and make suggestions for improvement. | 852 | 0.088336 | null | null | validation | 42.253521 | 28.638498 | 25.704225 | 0 | 0 | 42.253521 | null | null |
task_518772 | write interesting and effective press releases, prepare information for media kits, and develop and maintain company internet or intranet web pages. | 844 | 0.087507 | null | null | task iteration | 61.492891 | 35.42654 | 61.492891 | 0 | 0 | 0 | null | null |
task_357729 | collect business intelligence data from available industry reports, public information, field reports, or purchased sources. | 844 | 0.087507 | null | null | directive | 61.137441 | 61.137441 | 19.075829 | 13.625592 | 2.606635 | 1.777251 | null | null |
task_456993 | prepare data for processing by organizing information, checking for any inaccuracies, and adjusting and weighting the raw data. | 843 | 0.087403 | null | null | directive | 65.124555 | 65.124555 | 23.843416 | 2.135231 | 5.10083 | 2.016607 | null | null |
task_508146 | recommend, select, and help locate or obtain merchandise based on customer needs and desires. | 841 | 0.087196 | null | null | directive | 51.36742 | 51.36742 | 33.650416 | 6.896552 | 6.064209 | 0 | null | null |
task_842027 | evaluate the organization's technology use and needs and recommend improvements, such as hardware and software upgrades. | 836 | 0.086678 | null | null | learning | 44.138756 | 25.837321 | 14.114833 | 44.138756 | 9.92823 | 4.425837 | null | null |
task_845563 | explain federal and state tax laws to individuals and companies. | 831 | 0.086159 | null | null | learning | 63.417569 | 19.975933 | 9.145608 | 63.417569 | 1.805054 | 5.054152 | null | null |
task_383431 | develop curricula and plan course content and methods of instruction. | 831 | 0.086159 | null | null | directive | 58.122744 | 58.122744 | 31.528279 | 7.821901 | 0 | 0 | null | null |
task_182712 | confer with clients to develop strategies for their careers, and to explain actions taken on their behalf. | 826 | 0.085641 | null | null | task iteration | 39.709443 | 24.455206 | 39.709443 | 23.486683 | 2.663438 | 7.627119 | null | null |
task_676134 | use nondisciplinary tools and equipment such as a computer. | 826 | 0.085641 | null | null | learning | 49.878935 | 38.135593 | 2.300242 | 49.878935 | 0 | 0 | null | null |
task_679023 | install and configure new equipment, including operating software or peripheral equipment. | 823 | 0.08533 | null | null | directive | 38.274605 | 38.274605 | 5.832321 | 29.890644 | 23.936817 | 0 | null | null |
task_054473 | evaluate or recommend server hardware or software. | 822 | 0.085226 | null | null | learning | 54.744526 | 25.6691 | 13.017032 | 54.744526 | 0 | 4.014599 | null | null |
task_070943 | plan and prepare advertising and promotional material to increase sales of products or services, working with customers, company officials, sales departments, and advertising agencies. | 817 | 0.084708 | null | null | task iteration | 52.50918 | 41.126071 | 52.50918 | 1.958384 | 2.570379 | 0 | null | null |
task_585645 | proofread, edit, and revise translated materials. | 816 | 0.084604 | null | null | directive | 46.691176 | 46.691176 | 41.29902 | 0 | 0 | 10.784314 | null | null |
task_793724 | analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling and information engineering. | 811 | 0.084086 | null | null | directive | 49.815043 | 49.815043 | 30.702836 | 13.810111 | 2.342787 | 2.342787 | null | null |
task_314839 | set up and operate specialized or standard test equipment to diagnose, test, or analyze the performance of electronic components, assemblies, or systems. | 810 | 0.083982 | null | null | learning | 38.518519 | 26.790123 | 8.518519 | 38.518519 | 17.407407 | 7.654321 | null | null |
task_052062 | develop instructional materials and conduct in-service and community-based educational programs. | 809 | 0.083878 | null | null | directive | 55.871446 | 55.871446 | 37.453646 | 2.843016 | 1.97775 | 0 | null | null |
task_570021 | provide technical support or assistance to chemists or engineers. | 802 | 0.083152 | null | null | learning | 33.541147 | 19.451372 | 16.458853 | 33.541147 | 21.072319 | 6.733167 | null | null |
task_281194 | conduct research in a particular field of knowledge and publish findings in books, professional journals, or electronic media. | 795 | 0.082427 | null | null | learning | 56.72956 | 25.408805 | 10.566038 | 56.72956 | 0 | 5.534591 | null | null |
task_562872 | respond to customer inquiries or complaints. | 795 | 0.082427 | null | null | directive | 36.352201 | 36.352201 | 6.540881 | 8.050314 | 2.012579 | 3.647799 | null | null |
task_745794 | write computer or microprocessor software programs. | 795 | 0.082427 | null | null | directive | 52.955975 | 52.955975 | 16.855346 | 13.962264 | 12.201258 | 0 | null | null |
task_325535 | extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve. | 787 | 0.081597 | null | null | directive | 57.687421 | 57.687421 | 19.822109 | 6.861499 | 11.689962 | 0 | null | null |
task_630317 | study, examine, and test acquisitions to authenticate their origin, composition, history, and to assess their current value. | 784 | 0.081286 | null | null | learning | 35.459184 | 30.484694 | 11.479592 | 35.459184 | 5.102041 | 15.306122 | null | null |
task_053679 | develop web site maps, application models, image templates, or page templates that meet project goals, user needs, or industry standards. | 783 | 0.081182 | null | null | directive | 52.618135 | 52.618135 | 37.675607 | 2.681992 | 3.959132 | 0 | null | null |
task_373097 | document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes. | 772 | 0.080042 | null | null | task iteration | 56.476684 | 35.880829 | 56.476684 | 1.943005 | 0 | 4.404145 | null | null |
task_014682 | analyze test data, making computations as necessary, to determine test results. | 767 | 0.079524 | null | null | directive | 37.157757 | 37.157757 | 17.340287 | 17.079531 | 11.734029 | 14.602347 | null | null |
task_027302 | analyze records, reports, test results, or examination information to diagnose medical condition of patient. | 763 | 0.079109 | null | null | learning | 59.108781 | 23.591088 | 5.635649 | 59.108781 | 4.325033 | 6.55308 | null | null |
task_809832 | consult with users, management, vendors, and technicians to assess computing needs and system requirements. | 756 | 0.078383 | null | null | learning | 44.312169 | 24.074074 | 22.222222 | 44.312169 | 3.439153 | 4.62963 | null | null |
task_515749 | develop or implement procedures for ongoing web site revision. | 752 | 0.077968 | null | null | directive | 42.420213 | 42.420213 | 21.675532 | 20.744681 | 11.037234 | 2.260638 | null | null |
task_331498 | demonstrate database technical functionality, such as performance, security and reliability. | 752 | 0.077968 | null | null | learning | 61.170213 | 19.81383 | 5.585106 | 61.170213 | 8.37766 | 4.12234 | null | null |
task_329827 | develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules. | 720 | 0.074651 | null | null | task iteration | 46.527778 | 44.583333 | 46.527778 | 5.555556 | 0 | 0 | null | null |
task_495341 | advise students on academic and vocational curricula and on career issues. | 716 | 0.074236 | null | null | task iteration | 34.497207 | 21.648045 | 34.497207 | 31.98324 | 0 | 8.659218 | null | null |
task_208173 | analyze information obtained from management to conceptualize and define operational problems. | 713 | 0.073925 | null | null | directive | 38.429173 | 38.429173 | 32.258065 | 19.354839 | 0 | 5.610098 | null | null |
task_713234 | research production topics using the internet, video archives, and other informational sources. | 709 | 0.07351 | null | null | directive | 40.056417 | 40.056417 | 15.373766 | 36.107193 | 2.397743 | 4.231312 | null | null |
task_004817 | provide system design and integration recommendations. | 708 | 0.073406 | null | null | learning | 37.146893 | 27.966102 | 24.717514 | 37.146893 | 3.813559 | 5.367232 | null | null |
task_462083 | develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements. | 705 | 0.073095 | null | null | learning | 38.865248 | 22.269504 | 26.808511 | 38.865248 | 3.971631 | 7.092199 | null | null |
task_568169 | determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction. | 705 | 0.073095 | null | null | directive | 42.269504 | 42.269504 | 32.624113 | 12.056738 | 8.368794 | 0 | null | null |
task_226042 | write press releases or other media communications to promote clients. | 701 | 0.072681 | null | null | task iteration | 52.639087 | 43.937233 | 52.639087 | 0 | 0 | 0 | null | null |
task_425230 | direct or provide home health services. | 697 | 0.072266 | null | null | learning | 57.245337 | 24.1033 | 3.873745 | 57.245337 | 9.756098 | 3.012912 | null | null |
task_272340 | develop and direct software system testing and validation procedures, programming, and documentation. | 694 | 0.071955 | null | null | directive | 42.795389 | 42.795389 | 21.613833 | 21.757925 | 10.086455 | 2.737752 | null | null |
task_811009 | process and prepare memos, correspondence, travel vouchers, or other documents. | 689 | 0.071436 | null | null | task iteration | 51.959361 | 45.718433 | 51.959361 | 0 | 0 | 0 | null | null |
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