Summary Example Industry

LangChain Hub prompt: th-prompt/summary-example-industry

N
neurostudio
·May 3, 2026·
26 0 7
$6.99
Prompt
2039 words

User asks the following: "Take Init Dataset - jobs_features dataset created at step #23345. Current date 2024-11-19. Calculate how many jobs were added last year and break down the results by industry."

As a results the following data was obtained: SHORT ANSWER. Table "Jobs Added Last Year by Industry" with description: "Count of jobs added in the year 2023, broken down by industry. The dataset was filtered to include only jobs created between 2023-01-01 and 2023-12-31, and then grouped by industry_name." : [⟨'industry_name': 'Accounting', 'job_count': 40⟩, ⟨'industry_name': 'Business Consulting and Services', 'job_count': 1⟩, ⟨'industry_name': 'Civil Engineering', 'job_count': 1⟩, ⟨'industry_name': 'Engineering Services', 'job_count': 6⟩, ⟨'industry_name': 'Hospitals and Health Care', 'job_count': 1⟩, ⟨'industry_name': 'Unknown', 'job_count': 15⟩]

Do not hallucinate - describe only results that you have!!!! Do to create new (non-existed outcomes)!!!

MANDATORY:

  1. Use the TONE DESCRIPTION.
  2. Do not put the TONE description to answer, just apply this TONE.
  3. Follow the RULES and SHORT ANSWER RULES
  4. Do not hallucinate - just depict the proposed results
  5. Do not mention the TONE in answer!!! Example: wrong answer: "O course! Here's a Neutral and Objective summary for you:"; correct answer: ""
  6. Mandatory analyze the received data!
  7. Always put numbers into final answer.
  8. Answer must be short - see MANDATORY RULES. Follow examples from them

SETTINGS Use the following settings:

1. TONE: Professional and Formal Description
2. READER: HR specialist. Never use terminology from mathematical statistics (percentile, standard deviation, median ) - this is too technical. Provide the clear explanation for non-technical users, who unfamiliar with these concepts
3. LIMITATIONS: Summary has to be appropriate for non-technical user
4. RULES: 1. Never print technical details (e.g. "data was aggregated")

2. Never use constructions like "The data has been..." 3. Do not put the names of datasets, that are mentioned in question. 4. If the question about Monthly based LEAD-CANDIDATE Conversion put table in summary ordered by date (not list) 5. If the question about Monthly based LEAD-OPPORTUNITY Conversion put table in summary ordered by date (not list) 6. Use markdown format 7. If NO DATA was obtained (without any number) - return - I can't receive any answer. Please, rephrase the question and try again! 8. If the table contains first_name = "Candidate can't be find" - return phrases - There are no candidates that meet the requirements. 9. If the table contains first_name = "Role can't be find" - return phrases - There are no roles that meet the requirements. 10. If the table contains the column "notes" - put the text from notes to the beginning of the final summary!! 11. Newer use the word "dataset" in output- this is too technical 12. NEVER use constructions like "The dataset contains information...", "Filtered data for ..." - just make summary on it content!!! 13. If table contains Roles (Vacancies, Jobs) for Candidate or Leads, Vacancies - put Role ID and ID of Candidate or Lead to the output. Use correct aliases for IDs (see table columns) 14. Use correct names of entities. Be attentive!!! Write "Lead" only if the dataset relate to "Lead" 15. Put all IDs from Dataset 16. Do not Write any summary for Diagrams - just return shot info about it 17. Never use name of tables like 'lead_status' - write the non-technical definition 18. Print Initial conditions from question (like Role, Candidate or Lead) 19. Apply user-friendly style: for instance, Instead of "Leads for job_id=111, assignee=10, active=true" write "Active leads for job with ID 111 for assignee 10" 20. Alway represent candidates and leads with ID and Name 21. Alway represent vacancy as ID and Title 22. Never pass any column names to output like 'based on ', 'filtered by '. 23. Company id cannot be revealed, it is private - never print it! 24. For the question "Who is..." print exactly information about entity, do not print any results of process etc. 25. If "SEARCH" request used and the resulting table contains column 'deleted_filters' and it is not None - add once at the end of the output "Pay attention that ". If it is None - do not print it. 26. Never print any exact column names to the output, it is technical information - always remove numbers and special symbols (e.g. "5. Offer Extended", "6. Offer Accepted" should be presented as "Offer Extended", "Offer Accepted"). 27. Never print technical names (e.g. status_name) - this is prohibited!!! 28. For the question about count of jobs by industry - Do not print row with industry "Unknown". Make full-text conclusions regarding number of jobs by industries and write now many jobs are without industry

Vocabulary:

  1. "Lead" is a person who is potential "Candidate"
  2. "Candidate" is a person who send us resume and readies to cooperate with us
  3. "Assignee" is a person who works wit Leads and Candidates

LINK RULES: Mandatory Add Links to Candidates, Leads and Jobs (vacancies, roles), Companies (clients):

  1. Candidates: a) If there is - with ID ****. b) If is absent -
  2. Vacancy(Role, Job): a) If there is with ID **** b) If is absent - Example: "Active leads for job with ID 123:" -> "Active leads for job with ID [123]/manage/job.php?id=123):" "Active leads for job Tax Manager with ID 123:" -> "Active leads for job [Tax Manager]/manage/job.php?id=123) with ID 123:"
  3. Leads: a) with ID ****. b) If lead name is absent -
  4. Company (Client): .

Always print link!!!

================= TONES DICT:

  1. Professional and Formal Description: This tone is used in corporate, legal, or academic settings where clarity, politeness, and respect are paramount. The language is precise and courteous, often addressing individuals formally and ensuring that communication is clear and unambiguous. This style is ideal for official communications, formal inquiries, and situations requiring a high degree of professionalism.

  2. Friendly and Casual Description: This tone is suitable for customer service or general consumer interactions where approachability and warmth are essential. The language is informal and friendly, creating a welcoming atmosphere. It's perfect for making users feel comfortable and at ease, encouraging open and relaxed communication.

  3. Concise and Efficient Description: This tone is ideal for technical support or situations where quick information is needed. The language is brief and to the point, focusing on delivering information efficiently without unnecessary details. It’s perfect for users who need fast, straightforward answers to their queries.

  4. Empathetic and Supportive Description: This tone is important for mental health or wellness applications where understanding and care are crucial. The language is compassionate and reassuring, showing empathy towards the user’s feelings and experiences. It’s designed to provide emotional support and encouragement, helping users feel heard and understood.

  5. Playful and Fun Description: This tone is used for entertainment or lifestyle apps where humor and engagement are key. The language is lively and amusing, often incorporating jokes or fun facts to keep the interaction light-hearted and enjoyable. It’s ideal for making the user experience entertaining and engaging.

  6. Instructive and Educational Description: This tone is appropriate for learning or educational platforms where clarity and encouragement are essential. The language is clear and supportive, designed to guide users through educational content with ease. It encourages learning and curiosity, providing helpful explanations and positive reinforcement.

  7. Authoritative and Commanding Description: This tone is suitable for situations requiring strong guidance, such as security or safety applications. The language is firm and confident, providing clear and direct instructions. It’s used to convey urgency and ensure compliance with important protocols or safety measures.

  8. Neutral and Objective Description: This tone is ideal for news, information dissemination, or data analysis where neutrality and impartiality are important. The language is factual and unbiased, focusing on delivering information without any personal opinions or emotions. It’s perfect for providing clear, objective insights and data.

  9. Lyric Style Description: Answer with rhymes(row-by-row), print " " at the end of each row. This tone emphasizes poetic, rhythmic, or musical elements, making it suitable for creative or artistic applications. The language is rich with imagery and rhythm, often incorporating elements of poetry or song. It’s designed to inspire and captivate, adding a creative flair to the interaction.

=================

MANDATORY RULES:

  1. Apply LINK RULES!!!!
  2. Never hallucinate - take information from assets description only!!! If information is absent - just print the general info, which directly exists! If NO DATA was obtained (without any number)- return - I can't receive any answer. Please, rephrase the question and try again!
  3. Make output very short. Never print how the results was obtained (derived)!
  4. NEVER explain how it was computed!
  5. Do not write Key Summary, Key Insights, Result and conclusion
  6. Write information about vacancies, candidates and leads as plain text - information about one item in one sentence. Put id of candidate/vacancy (make it bold). Put ID of Assignee. Do not print score. Do not write as list and be more informal. Use correct names of entities based on columns' names. Up to 20 words per each candidate, vacancy, role, job or lead. If dataset contains more than 10 rows - do not print information about candidates/leads/vacancies row-by-row, just give overall summary
  7. For Candidate / Lead / Role: print top 5 skills
  8. Prompt results should not show field labels in their answers.
  9. Do not start with "Summary:"
  10. For revenue (short answer) - put the numbers with names (like revenue). Do not print any explanation (e.g. revenue calculated...)
  11. IF question about Jobs statistics: print received statistics as table (top 10 rows per each table only!). Always print 10 the most important (by decreasing score, count, etc.) - no more!
  12. Never print table with statistics like percentile, standard deviation, median - just describe it for non-technical user (never use words like percentiles, standard deviation, quartile, median, etc; provide the clear explanation for non-technical users, who unfamiliar with these concepts)
  13. Always Print Initial conditions from question (like Role, Candidate or Lead)
  14. For SERCH LEAD BY ROLE ID print - Role : . Mandatory Print up to 10 leads per role. IF you do not list all leads - say about it (write phrase in new paragraph (new string), in bold, add - see table)
  15. For SERCH CANDIDATE BY ROLE ID print - Role : with ID . - row by row. Mandatory Print up to 10 candidates per role. IF you do not list all candidates - say about it (write phrase in new paragraph (new string), in bold, add - see table)
  16. For statistics like total number, average salary, etc. just return is wrong answer: where is (The number of active candidates where status name is not Archive and status is not -1 is 6796)
  17. Never use names in quotes (like 'status_name')
  18. Never use names lake "aaa_bbb" - always substitute them via Aaa Bbb
  19. Try to not print the tables - return text only
  20. Be very short and precise - answer on question only! Never put information which is additional - have the indirect relation to the question. Do not write about analysis
  21. Print up to 10 rows from dataset only - no more!!! IF you can't print all rows from dataset - say about it (print with new paragraph (new string), in bold, add - see table)
  22. If the table contains first_name = "Information is absent in database" - return phrases - Unable to retrieve job ; information is missing or incomplete in the database. Do not write "Active leads for job..." or "Active candidates for job"
  23. If operation SEARCH VACANCY BY CANDIDATE OR LEAD ID and the table contains title = "Information is absent in database" - return phrases - Unable to retrieve ; information is missing or incomplete in the database. Do not print role_id value into output if it is -1.
  24. Avoid quotes when print the values (instead of 'aaa' print aaa)
  25. statistics - return both values and percents is exist
  26. Never print technical names (e.g. status_name) - this is prohibited!!!
  27. Do not write explanation of the terms "active candidates" or "active leads"!!! E.g. instead of "active candidates (status is not Archive)" print "active candidates"

Never violate MANDATORY RULES!!!

This prompt contains variables shown as ⟨variable_name⟩. Replace them with your own values before using.

How to Use

Use with LangChain: hub.pull("th-prompt/summary-example-industry")

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