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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
prompt: string
response: string
messages: list<item: struct<role: string, content: string>>
  child 0, item: struct<role: string, content: string>
      child 0, role: string
      child 1, content: string
contents: list<item: struct<role: string, parts: list<item: struct<text: string>>>>
  child 0, item: struct<role: string, parts: list<item: struct<text: string>>>
      child 0, role: string
      child 1, parts: list<item: struct<text: string>>
          child 0, item: struct<text: string>
              child 0, text: string
to
{'contents': List({'role': Value('string'), 'parts': List({'text': Value('string')})})}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              prompt: string
              response: string
              messages: list<item: struct<role: string, content: string>>
                child 0, item: struct<role: string, content: string>
                    child 0, role: string
                    child 1, content: string
              contents: list<item: struct<role: string, parts: list<item: struct<text: string>>>>
                child 0, item: struct<role: string, parts: list<item: struct<text: string>>>
                    child 0, role: string
                    child 1, parts: list<item: struct<text: string>>
                        child 0, item: struct<text: string>
                            child 0, text: string
              to
              {'contents': List({'role': Value('string'), 'parts': List({'text': Value('string')})})}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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contents
list
[ { "role": "user", "parts": [ { "text": "how does support systems?" } ] }, { "role": "model", "parts": [ { "text": "Answer: Support systems can be beneficial in various ways, including:\n\n1. Emotional Support: A support system can provide emotional support b...
[ { "role": "user", "parts": [ { "text": "What is the difference between a DSLR and a mirrorless camera?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "Who is responsible for addressing chronic stress in the workplace?" } ] }, { "role": "model", "parts": [ { "text": "This is a detailed and informative response to the question: 'Who is responsible for addressing chroni...
[ { "role": "user", "parts": [ { "text": "I feel ptsd?" } ] }, { "role": "model", "parts": [ { "text": "I'm not a doctor, but I can try to help you identify some common symptoms of PTSD. PTSD, or Post-Traumatic Stress Disorder, is a mental health condition tha...
[ { "role": "user", "parts": [ { "text": "I can't leave my dog alone at home because I'm so scared something will happen to him. I feel silly, but I can't help it." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're experiencing significant ...
[ { "role": "user", "parts": [ { "text": "What are the best features of the new iPhone?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "I worry all the time about everything. Work, money, my family... I can't seem to switch it off." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're carrying a heavy load of worries about many differe...
[ { "role": "user", "parts": [ { "text": "how can I cope with self-care?" } ] }, { "role": "model", "parts": [ { "text": "How can I cope with self-care? Self-care is essential for maintaining a healthy and balanced lifestyle. However, it can be challenging to ...
[ { "role": "user", "parts": [ { "text": "Why is checking OCD often confused with cautious behavior?" } ] }, { "role": "model", "parts": [ { "text": "This is a detailed and comprehensive response to the question: 'Why is checking OCD often confused with cautio...
[ { "role": "user", "parts": [ { "text": "My partner left me a few weeks ago, and I can't stop thinking about it. I feel like I'm constantly reliving the breakup, and I don't know how to move on." } ] }, { "role": "model", "parts": [ { "text": "It sounds like ...
[ { "role": "user", "parts": [ { "text": "I don't think my parents loved me enough when I was a child, I always felt abandoned and I still do." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you are still processing significant feelings of not ...
[ { "role": "user", "parts": [ { "text": "describe support systems?" } ] }, { "role": "model", "parts": [ { "text": "A support system refers to the network of individuals or resources that provide emotional, informational, and practical assistance to individua...
[ { "role": "user", "parts": [ { "text": "What are the latest developments in artificial intelligence?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "My boss yells at me constantly. I'm always bracing for the next outburst, even on my days off. I feel like I am walking on eggshells." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're in a very dif...
[ { "role": "user", "parts": [ { "text": "what should I do about schizophrenia?" } ] }, { "role": "model", "parts": [ { "text": "My friend has been diagnosed with schizophrenia and I want to help.\n\nI am not sure what I can do, but I want to support my friend...
[ { "role": "user", "parts": [ { "text": "Where are specialized clinics for mood disorders like atypical depression?" } ] }, { "role": "model", "parts": [ { "text": "This is a detailed response to the question: 'Where are specialized clinics for mood disorders...
[ { "role": "user", "parts": [ { "text": "What is depression and how does it manifest in individuals?" } ] }, { "role": "model", "parts": [ { "text": "This is a comprehensive and informative response to the question: 'What is depression and how does it manifes...
[ { "role": "user", "parts": [ { "text": "When does seasonal affective disorder typically occur?" } ] }, { "role": "model", "parts": [ { "text": "This is a comprehensive and informative response to the question: 'When does seasonal affective disorder typically...
[ { "role": "user", "parts": [ { "text": "What's the difference between anxiety and stress?" } ] }, { "role": "model", "parts": [ { "text": "Anxiety and stress are often used interchangeably, but they have distinct differences. Anxiety is a psychological state...
[ { "role": "user", "parts": [ { "text": "I lost my job unexpectedly, and I feel like my world is crashing down around me. I can't seem to cope." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're experiencing a significant amount of distres...
[ { "role": "user", "parts": [ { "text": "Can medication help with support systems?" } ] }, { "role": "model", "parts": [ { "text": "Medication can be a helpful tool in managing symptoms of depression and anxiety, but it is important to note that medication al...
[ { "role": "user", "parts": [ { "text": "Find flights from New York to London for next week." } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "How do I solve a Rubik's Cube?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "I had a panic attack on the train the other day and now I'm terrified of leaving the house. I feel trapped." } ] }, { "role": "model", "parts": [ { "text": "That sounds like a really frightening experience, having a pa...
[ { "role": "user", "parts": [ { "text": "What are the top 10 best-selling books of 2024?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "My partner and I had a huge fight, and I can't stop replaying it in my head. I feel so anxious." } ] }, { "role": "model", "parts": [ { "text": "It sounds like that argument with your partner has really shaken you up, ...
[ { "role": "user", "parts": [ { "text": "My sister always needs my help with everything, but when I need something, she disappears. I'm so angry and resentful." } ] }, { "role": "model", "parts": [ { "text": "It sounds like there's a lot of imbalance and rese...
[ { "role": "user", "parts": [ { "text": "What does someone with schizophrenia usually experience?" } ] }, { "role": "model", "parts": [ { "text": "Schizophrenia is a mental disorder characterized by symptoms such as delusions, hallucinations, and disorganized...
[ { "role": "user", "parts": [ { "text": "I had a really bad argument with my partner, and I can't stop replaying it in my head. I feel so anxious and on edge." } ] }, { "role": "model", "parts": [ { "text": "It sounds like that argument with your partner is r...
[ { "role": "user", "parts": [ { "text": "what causes ptsd?" } ] }, { "role": "model", "parts": [ { "text": "Post-Traumatic Stress Disorder (PTSD) is a mental disorder that can develop after a person experiences a traumatic event. PTSD can be caused by a wide ...
[ { "role": "user", "parts": [ { "text": "How do I book a flight to Paris?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "where can I find help for addiction?" } ] }, { "role": "model", "parts": [ { "text": "There are many resources available for individuals struggling with addiction. Here are some options to consider:\n\n1. National help...
[ { "role": "user", "parts": [ { "text": "I have a fear of talking to people in case I say the wrong thing and upset them." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you have a lot of anxiety around saying the wrong thing and upsetting peo...
[ { "role": "user", "parts": [ { "text": "How do I build a simple circuit using an Arduino?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "Why is early intervention important for postpartum depression?" } ] }, { "role": "model", "parts": [ { "text": "This is a detailed response to the question: 'Why is early intervention important for postpartum depressio...
[ { "role": "user", "parts": [ { "text": "How do I find the derivative of a function?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "I read about self-care, but I’m not sure I understand. Can you clarify?" } ] }, { "role": "model", "parts": [ { "text": "Of course, I’d be happy to clarify! Self-care is the practice of taking care of oneself, both phy...
[ { "role": "user", "parts": [ { "text": "What are some good beginner recipes for baking?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "What is the difference between HTML and CSS?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "Which smartphone camera is better, iPhone or Samsung?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "how to deal with stress?" } ] }, { "role": "model", "parts": [ { "text": "Stress is a natural response to a challenging or demanding situation. It is a physiological reaction that can cause a variety of symptoms, such ...
[ { "role": "user", "parts": [ { "text": "I've been experiencing depression?" } ] }, { "role": "model", "parts": [ { "text": "Yes, I have been experiencing depression.\n\nWhat are some of the symptoms you are experiencing?\n\nSome common symptoms of depression...
[ { "role": "user", "parts": [ { "text": "I feel like I'm constantly on edge and overwhelmed. It's been like this for months, and I can't seem to relax." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're carrying a heavy weight of constant ...
[ { "role": "user", "parts": [ { "text": "what are the signs of burnout?" } ] }, { "role": "model", "parts": [ { "text": "Burnout is a state of emotional, mental, and physical exhaustion caused by prolonged stress. Here are some common signs of burnout:\n\n1. ...
[ { "role": "user", "parts": [ { "text": "I feel like I'm always waiting for something bad to happen, even when things are going well." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're struggling with a sense of foreboding, always anticipa...
[ { "role": "user", "parts": [ { "text": "I keep replaying traumatic events from my childhood in my mind, and I feel like I can't escape them. It's like I'm still living in the past." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're carryi...
[ { "role": "user", "parts": [ { "text": "I feel detached from my body and my surroundings. It's like I'm watching my life from the outside." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're experiencing a sense of detachment from your bod...
[ { "role": "user", "parts": [ { "text": "Who is most at risk of developing separation anxiety disorder?" } ] }, { "role": "model", "parts": [ { "text": "This is a comprehensive and informative response to the question: 'Who is most at risk of developing separ...
[ { "role": "user", "parts": [ { "text": "Can medication help with addiction?" } ] }, { "role": "model", "parts": [ { "text": "Yes, medication can be a helpful tool in treating addiction. There are several medications that have been approved by the FDA for the...
[ { "role": "user", "parts": [ { "text": "I feel like I am reliving traumatic events. The dreams do not end." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're having a very difficult time with these reliving of traumatic events and unendin...
[ { "role": "user", "parts": [ { "text": "How do you solve a quadratic equation?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "I'm terrified of being alone and constantly need reassurance from my partner." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're experiencing a deep fear of being alone and seeking reassurance from ...
[ { "role": "user", "parts": [ { "text": "I feel like I am so depressed that there is no way out." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you are feeling so deep in a hole that there is no route to escape from the sadness. Is that corre...
[ { "role": "user", "parts": [ { "text": "Who is at risk of developing acute stress disorder (ASD)?" } ] }, { "role": "model", "parts": [ { "text": "This is a comprehensive and informative response to the question: 'Who is at risk of developing acute stress di...
[ { "role": "user", "parts": [ { "text": "I've been dealing with borderline personality disorder lately. What should I do?" } ] }, { "role": "model", "parts": [ { "text": "I've been dealing with borderline personality disorder lately. What should I do? I've be...
[ { "role": "user", "parts": [ { "text": "What are some good books to read?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "Are there any daily exercises for managing therapy?" } ] }, { "role": "model", "parts": [ { "text": "Yes, there are several daily exercises that can be helpful for managing therapy. These exercises can help individuals...
[ { "role": "user", "parts": [ { "text": "Who is most likely to develop OCD?" } ] }, { "role": "model", "parts": [ { "text": "This is a comprehensive and informative response to the question: 'Who is most likely to develop OCD?'. Obsessive-Compulsive Disorder ...
[ { "role": "user", "parts": [ { "text": "How do I book a flight?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "How does Exposure and Response Prevention (ERP) therapy work for symmetry OCD?" } ] }, { "role": "model", "parts": [ { "text": "This is a comprehensive response to the question: 'How does Exposure and Response Preventi...
[ { "role": "user", "parts": [ { "text": "What are some good exercises for building muscle?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "I feel so overwhelmed with my new baby, I am constantly crying and can't seem to bond with them." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're experiencing a lot of overwhelming emotions as a n...
[ { "role": "user", "parts": [ { "text": "How do I talk to someone who has anxiety?" } ] }, { "role": "model", "parts": [ { "text": "Talking to someone who has anxiety can be a challenging task, but there are several things you can do to make the conversation ...
[ { "role": "user", "parts": [ { "text": "How does separation anxiety disorder affect social, academic, or occupational functioning?" } ] }, { "role": "model", "parts": [ { "text": "This is a comprehensive and informative response to the question: 'How does se...
[ { "role": "user", "parts": [ { "text": "I constantly feel like I'm not good enough, no matter what I achieve. It's like I'm always chasing some impossible standard." } ] }, { "role": "model", "parts": [ { "text": "That feeling of never measuring up, even whe...
[ { "role": "user", "parts": [ { "text": "I lost my job last month, and I've been on edge ever since. I can't relax, and I keep snapping at my family." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're going through a really stressful time ...
[ { "role": "user", "parts": [ { "text": "Can DBT help with treatment?" } ] }, { "role": "model", "parts": [ { "text": "Yes, Dialectical Behavior Therapy (DBT) can be a helpful treatment for individuals struggling with borderline personality disorder. DBT was ...
[ { "role": "user", "parts": [ { "text": "where can I find help for insomnia?" } ] }, { "role": "model", "parts": [ { "text": "Insomnia is a common sleep disorder characterized by difficulty falling asleep, staying asleep, or both. It can be caused by a variet...
[ { "role": "user", "parts": [ { "text": "what resources are available for trauma?" } ] }, { "role": "model", "parts": [ { "text": "There are a variety of resources available for individuals who have experienced trauma, including:\n\n1. Mental health professio...
[ { "role": "user", "parts": [ { "text": "I have this constant worry that something terrible is going to happen to my kids. I can't shake it." } ] }, { "role": "model", "parts": [ { "text": "That constant worry about something terrible happening to your kids m...
[ { "role": "user", "parts": [ { "text": "I had a traumatic experience a few years ago and now I avoid anything that reminds me of it. I just want to forget it ever happened." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're actively avoid...
[ { "role": "user", "parts": [ { "text": "What is the population of Tokyo?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "can you clarify treatment?" } ] }, { "role": "model", "parts": [ { "text": "A: Yes, of course! Treatment for bipolar disorder typically involves a combination of medication and therapy. Medications commonly used to tre...
[ { "role": "user", "parts": [ { "text": "I keep checking the stove, even after I know I turned it off. I'm afraid I'll burn the house down." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're caught in a cycle of checking and worry, and tha...
[ { "role": "user", "parts": [ { "text": "how to deal with diagnosis?" } ] }, { "role": "model", "parts": [ { "text": "- How to deal with the diagnosis of a chronic illness? - How to deal with a chronic illness diagnosis? - How to cope with a chronic illness d...
[ { "role": "user", "parts": [ { "text": "how to deal with coping strategies?" } ] }, { "role": "model", "parts": [ { "text": "While coping strategies can be helpful in managing stress and difficult emotions, it is important to be aware of the potential drawba...
[ { "role": "user", "parts": [ { "text": "I find myself checking the stove multiple times before leaving the house, even though I know I turned it off. I can't seem to stop." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're caught in a loo...
[ { "role": "user", "parts": [ { "text": "What are some good recipes for vegan food?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "I keep thinking about mistakes I made years ago and beating myself up over them. I can't seem to let go of the past." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're struggling with some lingering...
[ { "role": "user", "parts": [ { "text": "I'm overwhelmed by the state of the world and feel like there is nothing I can do." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're feeling deeply affected by the state of the world and a sense of...
[ { "role": "user", "parts": [ { "text": "I'm always comparing myself to others and feeling like I don't measure up. I feel like everyone else is more successful and happier than me." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're strugg...
[ { "role": "user", "parts": [ { "text": "What does someone with bipolar disorder usually experience?" } ] }, { "role": "model", "parts": [ { "text": "Bipolar disorder is a mental disorder characterized by periods of depression and periods of mania or hypomani...
[ { "role": "user", "parts": [ { "text": "I feel like I'm never good enough, no matter how hard I try. It's like I'm always failing." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're carrying a heavy burden of self-doubt and feeling inadeq...
[ { "role": "user", "parts": [ { "text": "I can't seem to shake this feeling of sadness, even when good things happen. It's like a dark cloud is always hanging over me." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're dealing with a persi...
[ { "role": "user", "parts": [ { "text": "Who is at higher risk of postpartum depression?" } ] }, { "role": "model", "parts": [ { "text": "This is a comprehensive and informative response to the question: 'Who is at higher risk of postpartum depression?'. Depr...
[ { "role": "user", "parts": [ { "text": "Where can I buy the cheapest flight to Paris?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "I have to arrange everything on my desk perfectly or I get incredibly anxious and can't focus. It takes hours every morning." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're experiencing a lot of ...
[ { "role": "user", "parts": [ { "text": "I feel like I'm not good enough at anything. Everyone else seems to have it together, but I'm just faking it." } ] }, { "role": "model", "parts": [ { "text": "That feeling of not being good enough and feeling like you'...
[ { "role": "user", "parts": [ { "text": "I find myself constantly snapping at my partner, even when they haven't done anything wrong. I don't know why I'm so irritable." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're experiencing a lot ...
[ { "role": "user", "parts": [ { "text": "When is medication recommended for checking OCD?" } ] }, { "role": "model", "parts": [ { "text": "This is a detailed and comprehensive response to the question: 'When is medication recommended for checking OCD?'. Check...
[ { "role": "user", "parts": [ { "text": "My mind races with thoughts about everything I might have forgotten to do – did I lock the door, turn off the stove? I have to check everything multiple times." } ] }, { "role": "model", "parts": [ { "text": "It sounds...
[ { "role": "user", "parts": [ { "text": "I feel like I am never good enough and constantly try to prove myself to others, but it never feels like it's enough." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're really struggling with feelin...
[ { "role": "user", "parts": [ { "text": "What is the best camera for landscape photography?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "Can DBT help with burnout?" } ] }, { "role": "model", "parts": [ { "text": "Yes, Dialectical Behavior Therapy (DBT) can help with burnout. Burnout is a state of emotional, mental, and physical exhaustion caused by prol...
[ { "role": "user", "parts": [ { "text": "I had an argument with my partner yesterday and I can't stop replaying it in my head. I keep thinking about what I should have said." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're really stuck o...
[ { "role": "user", "parts": [ { "text": "I had a baby 6 months ago, and I still feel incredibly sad and overwhelmed. I can't connect with my baby the way I thought I would." } ] }, { "role": "model", "parts": [ { "text": "It sounds like you're experiencing a ...
[ { "role": "user", "parts": [ { "text": "Can CBT help with emotional regulation?" } ] }, { "role": "model", "parts": [ { "text": "Yes, Cognitive Behavioral Therapy (CBT) can help with emotional regulation. CBT is a type of talk therapy that focuses on identif...
[ { "role": "user", "parts": [ { "text": "What are the best hiking trails near Yosemite?" } ] }, { "role": "model", "parts": [ { "text": "I cannot entertain this query. Please ask questions related to mental health only." } ] } ]
[ { "role": "user", "parts": [ { "text": "Where can one access treatment for atypical depression?" } ] }, { "role": "model", "parts": [ { "text": "This is a detailed response to the question: 'Where can one access treatment for atypical depression?'. Atypical ...
[ { "role": "user", "parts": [ { "text": "What's the difference between anxiety and panic disorder?" } ] }, { "role": "model", "parts": [ { "text": "Anxiety and panic disorder are related but distinct mental health conditions. Anxiety refers to a general feeli...
End of preview.

Gemini Mental Health Fine-Tuning Dataset

A collection of curated conversational datasets prepared for experimentation with Gemini-style supervised fine-tuning and mental health chatbot development.

The datasets contain question-and-response pairs and conversational examples focused primarily on mental health topics. They also include examples designed to teach a model to decline questions that are outside the intended mental health domain.

Dataset Overview

This repository contains several versions and preprocessing stages of the data.

File Examples Format Description
gemini_train.jsonl 2,500 Gemini contents format Training data formatted for Gemini fine-tuning
gemini_val.jsonl 626 Gemini contents format Validation data formatted for Gemini fine-tuning
mh_gemini_finetune_train.jsonl 2,500 Prompt/response Training dataset
mh_gemini_finetune_test.jsonl 626 Messages Test/evaluation dataset
mh_gemini_finetune_ready_combined.jsonl 864 Messages Prepared conversational dataset
mh_gemini_finetune_combined.jsonl 3,126 Prompt/response Combined fine-tuning dataset
mental_health_chatbot_dataset_full_combined.jsonl 2,262 Prompt/response Combined chatbot dataset
mh_gen_MentalLLaMA_combined_cleaned.jsonl 864 Prompt/response Cleaned dataset derived for mental-health conversational modeling

Gemini Fine-Tuning Format

The gemini_train.jsonl and gemini_val.jsonl files use a conversational structure compatible with Gemini supervised fine-tuning workflows:

{
  "contents": [
    {
      "role": "user",
      "parts": [
        {
          "text": "Example user question"
        }
      ]
    },
    {
      "role": "model",
      "parts": [
        {
          "text": "Example assistant response"
        }
      ]
    }
  ]
}

Other Dataset Formats

Several intermediate datasets use a simpler prompt/response representation:

{
  "prompt": "Example user question",
  "response": "Example assistant response"
}

The prepared conversational dataset uses:

{
  "messages": [
    {
      "role": "user",
      "content": "Example user question"
    },
    {
      "role": "assistant",
      "content": "Example assistant response"
    }
  ]
}

Dataset Composition

The data covers topics such as:

  • stress and coping
  • emotional well-being
  • depression
  • anxiety
  • relationships
  • self-care
  • mental health support
  • general psychological questions

Some examples also contain responses that redirect users toward mental-health-related questions when the input is outside the intended domain.

Intended Use

This dataset is intended for:

  • research
  • experimentation with supervised fine-tuning
  • mental health conversational AI research
  • instruction tuning experiments
  • evaluation of domain-specific language models
  • educational purposes

It should not be treated as a substitute for professional clinical guidance.

Safety Considerations

Mental health is a sensitive domain. The responses in these datasets may contain simplified, incomplete, or otherwise imperfect information.

Models trained on this data should not be assumed to provide medical or psychological diagnosis, treatment, crisis intervention, or professional clinical advice.

Applications built using this dataset should include appropriate safety mechanisms, human oversight, and escalation pathways where necessary.

Data Quality

The repository contains multiple preprocessing stages and dataset formats. The files are preserved to document the data preparation and fine-tuning workflow rather than representing eight independent datasets.

The Gemini-formatted training and validation files are the primary files intended for Gemini fine-tuning experiments.

Splits

The primary Gemini-formatted data is divided into:

  • Training: gemini_train.jsonl — 2,500 examples
  • Validation: gemini_val.jsonl — 626 examples

Limitations

The dataset may contain generated, transformed, or derived responses whose accuracy and clinical appropriateness have not been independently validated.

Performance of a model fine-tuned on this data will depend on the base model, training configuration, preprocessing, evaluation methodology, and deployment context.

License

No standardized open-source license has been specified for this dataset.

Please review the provenance and licensing terms of any source datasets used to construct these files before redistribution or commercial use.

Project Context

This dataset is part of a broader deep learning project involving:

  • fire detection
  • fire severity classification
  • feature extraction
  • dimensionality reduction
  • clustering
  • recommendation generation
  • large language model experimentation EOFcat > README.md <<'EOF'

pretty_name: "Gemini Mental Health Fine-Tuning Dataset" language: - en license: other task_categories: - text-generation tags: - mental-health - mental-health-chatbot - conversational-ai - gemini - fine-tuning - instruction-tuning - supervised-fine-tuning - llm - chatbot

Gemini Mental Health Fine-Tuning Dataset

A collection of curated conversational datasets prepared for experimentation with Gemini-style supervised fine-tuning and mental health chatbot development.

The datasets contain question-and-response pairs and conversational examples focused primarily on mental health topics. They also include examples designed to teach a model to decline questions that are outside the intended mental health domain.

Dataset Overview

This repository contains several versions and preprocessing stages of the data.

File Examples Format Description
gemini_train.jsonl 2,500 Gemini contents format Training data formatted for Gemini fine-tuning
gemini_val.jsonl 626 Gemini contents format Validation data formatted for Gemini fine-tuning
mh_gemini_finetune_train.jsonl 2,500 Prompt/response Training dataset
mh_gemini_finetune_test.jsonl 626 Messages Test/evaluation dataset
mh_gemini_finetune_ready_combined.jsonl 864 Messages Prepared conversational dataset
mh_gemini_finetune_combined.jsonl 3,126 Prompt/response Combined fine-tuning dataset
mental_health_chatbot_dataset_full_combined.jsonl 2,262 Prompt/response Combined chatbot dataset
mh_gen_MentalLLaMA_combined_cleaned.jsonl 864 Prompt/response Cleaned dataset derived for mental-health conversational modeling

Gemini Fine-Tuning Format

The gemini_train.jsonl and gemini_val.jsonl files use a conversational structure compatible with Gemini supervised fine-tuning workflows:

{
  "contents": [
    {
      "role": "user",
      "parts": [
        {
          "text": "Example user question"
        }
      ]
    },
    {
      "role": "model",
      "parts": [
        {
          "text": "Example assistant response"
        }
      ]
    }
  ]
}

Other Dataset Formats

Several intermediate datasets use a simpler prompt/response representation:

{
  "prompt": "Example user question",
  "response": "Example assistant response"
}

The prepared conversational dataset uses:

{
  "messages": [
    {
      "role": "user",
      "content": "Example user question"
    },
    {
      "role": "assistant",
      "content": "Example assistant response"
    }
  ]
}

Dataset Composition

The data covers topics such as:

  • stress and coping
  • emotional well-being
  • depression
  • anxiety
  • relationships
  • self-care
  • mental health support
  • general psychological questions

Some examples also contain responses that redirect users toward mental-health-related questions when the input is outside the intended domain.

Intended Use

This dataset is intended for:

  • research
  • experimentation with supervised fine-tuning
  • mental health conversational AI research
  • instruction tuning experiments
  • evaluation of domain-specific language models
  • educational purposes

It should not be treated as a substitute for professional clinical guidance.

Safety Considerations

Mental health is a sensitive domain. The responses in these datasets may contain simplified, incomplete, or otherwise imperfect information.

Models trained on this data should not be assumed to provide medical or psychological diagnosis, treatment, crisis intervention, or professional clinical advice.

Applications built using this dataset should include appropriate safety mechanisms, human oversight, and escalation pathways where necessary.

Data Quality

The repository contains multiple preprocessing stages and dataset formats. The files are preserved to document the data preparation and fine-tuning workflow rather than representing eight independent datasets.

The Gemini-formatted training and validation files are the primary files intended for Gemini fine-tuning experiments.

Splits

The primary Gemini-formatted data is divided into:

  • Training: gemini_train.jsonl — 2,500 examples
  • Validation: gemini_val.jsonl — 626 examples

Limitations

The dataset may contain generated, transformed, or derived responses whose accuracy and clinical appropriateness have not been independently validated.

Performance of a model fine-tuned on this data will depend on the base model, training configuration, preprocessing, evaluation methodology, and deployment context.

License

No standardized open-source license has been specified for this dataset.

Please review the provenance and licensing terms of any source datasets used to construct these files before redistribution or commercial use.

Project Context

This dataset is part of a broader deep learning project involving:

  • fire detection
  • fire severity classification
  • feature extraction
  • dimensionality reduction
  • clustering
  • recommendation generation
  • large language model experimentation
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