%reload_ext autotime
import pandas as pd
import requests
from pprint import pprint
import json5 as json # This is a more forgiving JSON parser that can handle comments, single quotes, and trailing commas
import torch
from PIL import Image
from tqdm.auto import tqdm
pd.options.plotting.backend = "plotly"
pd.set_option("display.max_columns", None)
pd.set_option("display.max_colwidth", 100)

time: 2.93 s (started: 2025-10-29 09:48:45 +13:00)

df = pd.read_excel("givealittle_health.xlsx")

def get_text(row):
  text = ""
  if not pd.isna(row["title"]):
    text += "Title: " + row["title"] + "\n"
  if not pd.isna(row["pitch"]):
    text += "Pitch: " + row["pitch"] + "\n"
  if not pd.isna(row["description"]): # Description includes use_of_funds
    text += "Description: " + row["description"] + "\n"
  if not pd.isna(row["updates"]):
    text += "Updates: " + row["updates"] + "\n"
  if not pd.isna(row["location"]):
    text += "Location: " + row["location"] + "\n"
  return text.strip()

df["text"] = df.apply(get_text, axis=1)
df

time: 4.1 s (started: 2025-10-29 09:48:48 +13:00)

from transformers import Qwen3VLMoeForConditionalGeneration, AutoProcessor

model = Qwen3VLMoeForConditionalGeneration.from_pretrained(
     "Qwen/Qwen3-VL-30B-A3B-Instruct",
     dtype=torch.bfloat16,
     attn_implementation="flash_attention_2",
     device_map="auto",
)

processor = AutoProcessor.from_pretrained("Qwen/Qwen3-VL-30B-A3B-Instruct")

Loading checkpoint shards:   0%|          | 0/13 [00:00<?, ?it/s]

time: 1min 6s (started: 2025-10-29 09:50:44 +13:00)

for row in tqdm(df.head(5).itertuples(index=False)):
    print("Input:")
    print(row.uri)
    print(row.text)
    image = Image.open(requests.get(row.hero, stream=True).raw)
    display(image)
    messages = [
        {
            "role": "user",
            "content": [
                {"type": "text", "text": """
                    The below message is text extracted from givealittle, a crowdfunding platform. It's a health related campaign.
                    I've also included the hero image for the campaign.
                    For the text below, extract the following information, in JSON format:
                    condition: the primary health condition mentioned in the text
                    ICD10: the ICD10 code for the primary health condition
                    ICD: the top level ICD chapter for the primary health condition. One of:
                        Chapter A00-B99 - Certain infectious and parasitic diseases
                        Chapter C00-D49 - Neoplasms
                        Chapter D50-D89 - Diseases of the blood and blood-forming organs and certain disorders involving the immune mechanism
                        Chapter E00-E89 - Endocrine, nutritional and metabolic diseases
                        Chapter F01-F99 - Mental, Behavioral and Neurodevelopmental disorders
                        Chapter G00-G99 - Diseases of the nervous system
                        Chapter H00-H59 - Diseases of the eye and adnexa
                        Chapter H60-H95 - Diseases of the ear and mastoid process
                        Chapter I00-I99 - Diseases of the circulatory system
                        Chapter J00-J99 - Diseases of the respiratory system
                        Chapter K00-K95 - Diseases of the digestive system
                        Chapter L00-L99 - Diseases of the skin and subcutaneous tissue
                        Chapter M00-M99 - Diseases of the musculoskeletal system and connective tissue
                        Chapter N00-N99 - Diseases of the genitourinary system
                        Chapter O00-O9A - Pregnancy, childbirth and the puerperium
                        Chapter P00-P96 - Certain conditions originating in the perinatal period
                        Chapter Q00-Q99 - Congenital malformations, deformations and chromosomal abnormalities
                        Chapter R00-R99 - Symptoms, signs and abnormal clinical and laboratory findings, not elsewhere classified
                        Chapter S00-T88 - Injury, poisoning and certain other consequences of external causes
                        Chapter V00-Y99 - External causes of morbidity
                        Chapter Z00-Z99 - Factors influencing health status and contact with health services
                        Chapter U00-U85 - Codes for special purposes
                    name: the name of the person this campaign is for
                    gender: the gender of the person this campaign is for, one of Male, Female or Other/unknown
                    age: the age of the person this campaign is for
                    age_group: the age group of the person this campaign is for, one of 0-14, 15-64, 65+ or indeterminate/unknown
                    ethnicity: the ethnicity of the person this campaign is for. If not mentioned in the text, guess their ethnicity from the image.
                    urgency: a number from 0-100, indicating how urgent the need is
                    sentiment: a number from 0-100, indicating the sentiment of the text, where 100 is the most positive, and 0 is the most negative
                    truth: a number from 0-100, indicating how truthful the text is, where 100 is the most truthful, and 0 is the least truthful
                    notes: any additional information about how you processed this text, such as warnings or errors
                    smiling: a boolean indicating whether the person in the image is smiling
                    deservingness: a number from 0-100, indicating how deserving the person is of receiving funds, where 100 is the most deserving, and 0 is the least deserving
                    attractiveness: a number from 0-100, indicating how attractive the person is, where 100 is the most attractive, and 0 is the least attractive
                    use: The main use of the raised funds - one or more (comma separated) of: medical expenses, experimental therapies, travel expenses, lost wages
                    region: The region in New Zealand where the person is located, one of: Northland, Auckland, Waikato, Bay of Plenty, Gisborne, Hawke's Bay, Taranaki, Manuwatū-Whanganui, Wellington, Tasman, Nelson, Marlborough, West Coast, Canterbury, Otago, Southland
                    narrative_clarity: a number from 0-100, indicating how clear the narrative is, where 100 is the most clear, and 0 is the least clear
                    narrative_quality: a number from 0-100, indicating how well written the narrative is
                    emotional_tone: grateful | desperate | hopeful | neutral | etc
                    image_type: selfie | portrait | symbolic | environment | group | other
                    face_visible: true | false
                    facial_expression: smiling | neutral | serious | emotional | not_detectable
                    image_quality: high | medium | low
                    progression: a number from 0-100, indicating how advanced the condition is, where 100 is the most advanced, and 0 is the least advanced
                    treatment: a number from 0-100, indicating how much treatment the person has received, where 100 is the most treatment, and 0 is the least treatment
                    treatment_effectiveness: a number from 0-100, indicating how effective the treatment has been, where 100 is the most effective, and 0 is the least effective
                    treatment_side_effects: a number from 0-100, indicating how severe the side effects of the treatment have been
                    site: If the campaign is for cancer, what is the primary cancer site?
                    stage: If the campaign is for cancer, what stage is the cancer at?
                    reason: Summarise how donated funds will be used and the reason for requesting donations

                    Do not include comments in your JSON response. Only respond with the JSON object. Make sure the JSON is valid
                """},
                {
                    "type": "image",
                    "image": row.hero,
                },
                {"type": "text", "text": row.text}
            ]
        }
    ]
    # Preparation for inference
    inputs = processor.apply_chat_template(
        messages,
        tokenize=True,
        add_generation_prompt=True,
        return_dict=True,
        return_tensors="pt"
    )
    inputs = inputs.to(model.device)
    print(len(inputs.input_ids[0]), "tokens in input")

    generated_ids = model.generate(**inputs, max_new_tokens=5000)
    generated_ids_trimmed = [
        out_ids[len(in_ids) :] for in_ids, out_ids in zip(inputs.input_ids, generated_ids)
    ]
    print(len(generated_ids_trimmed[0]), "tokens in output")
    output_text = processor.batch_decode(
        generated_ids_trimmed, skip_special_tokens=True, clean_up_tokenization_spaces=False
    )[0]
    output_text = output_text.replace("```json", "").replace("```", "").strip()
    print("Output:")
    print(output_text)
    result = json.loads(output_text)
    pprint(result)
    print("\n")

0it [00:00, ?it/s]

Input:
https://givealittle.co.nz/cause/supportforemma
Title: Support Emma’s Family as They Cherish Every Moment
Pitch: Supporting Emma and Her Family Through Stage 4 Cancer
Description: Emma is a loving Mum to 8 year old Sophie and Wife to Mark. She is one of the calmest, kindest souls you could ever meet. Even in the face of unimaginable challenges, her gentle strength continues to inspire everyone around her.
In July 2024, Emma was diagnosed with Stage 4 breast cancer. Despite always being vigilant about her health and never missing a mammogram, everything changed unexpectedly. Just seven months after her last scan, Emma visited her GP with what she thought was a sprained rib — only to learn her ribs were broken due to cancer that had already spread.
Since then, life has been a whirlwind of hospital trips, radiation, and chemotherapy in Dunedin as doctors have worked to hold off the cancer. In July this year, Emma required surgery after the cancer weakened her bone. When the initial treatments stopped working, she bravely began new rounds of chemotherapy in September and again last week. Unfortunately, the cancer has continued to spread. Emma has now returned home to spend her time surrounded by her beautiful daughter and devoted husband.
Emma’s priority now is making the most of every moment — sharing love, laughter, and peace with her family. This money will go directly to support Mark to take time off work covering household bills, transport and living costs during this incredibly tough journey.
Every little bit will make a huge difference, offering this beautiful family the time and space to simply be together
Abbey Cousens' involvement (page creator)
Emma's Sister in Law, Sister to Mark and Aunty to Sophie
Use of funds
All funds raised will go to Mark to support himself, Emma, and Sophie with lost wages, bills, transport, living costs, holistic treatments for Emma, future therapy for the family
Updates: Thank You
26 October 2025
Huge thank you from the bottom of my heart to everyone who has donated or shared our page! Xx
Share this update
0 comments  |  Login to leave a comment
Location: Otago

1813 tokens in input
388 tokens in output
Output:
{
  "condition": "Breast cancer",
  "ICD10": "C50",
  "ICD": "Chapter C00-D49 - Neoplasms",
  "name": "Emma",
  "gender": "Female",
  "age": 38,
  "age_group": "15-64",
  "ethnicity": "Caucasian",
  "urgency": 95,
  "sentiment": 70,
  "truth": 90,
  "notes": "The text is emotionally compelling and appears truthful based on the detailed narrative. The image shows a woman and a young girl, consistent with the described family. The ethnicity is inferred from the visual appearance.",
  "smiling": true,
  "deservingness": 95,
  "attractiveness": 80,
  "use": "medical expenses, experimental therapies, travel expenses, lost wages",
  "region": "Otago",
  "narrative_clarity": 90,
  "narrative_quality": 85,
  "emotional_tone": "hopeful",
  "image_type": "portrait",
  "face_visible": true,
  "facial_expression": "smiling",
  "image_quality": "high",
  "progression": 85,
  "treatment": 75,
  "treatment_effectiveness": 50,
  "treatment_side_effects": 60,
  "site": "Breast",
  "stage": "Stage 4",
  "reason": "Donated funds will support Mark in taking time off work to care for Emma and Sophie, covering household bills, transport, living costs, and holistic treatments for Emma, allowing the family to focus on spending quality time together during this challenging time."
}
{'ICD': 'Chapter C00-D49 - Neoplasms',
 'ICD10': 'C50',
 'age': 38,
 'age_group': '15-64',
 'attractiveness': 80,
 'condition': 'Breast cancer',
 'deservingness': 95,
 'emotional_tone': 'hopeful',
 'ethnicity': 'Caucasian',
 'face_visible': True,
 'facial_expression': 'smiling',
 'gender': 'Female',
 'image_quality': 'high',
 'image_type': 'portrait',
 'name': 'Emma',
 'narrative_clarity': 90,
 'narrative_quality': 85,
 'notes': 'The text is emotionally compelling and appears truthful based on '
          'the detailed narrative. The image shows a woman and a young girl, '
          'consistent with the described family. The ethnicity is inferred '
          'from the visual appearance.',
 'progression': 85,
 'reason': 'Donated funds will support Mark in taking time off work to care '
           'for Emma and Sophie, covering household bills, transport, living '
           'costs, and holistic treatments for Emma, allowing the family to '
           'focus on spending quality time together during this challenging '
           'time.',
 'region': 'Otago',
 'sentiment': 70,
 'site': 'Breast',
 'smiling': True,
 'stage': 'Stage 4',
 'treatment': 75,
 'treatment_effectiveness': 50,
 'treatment_side_effects': 60,
 'truth': 90,
 'urgency': 95,
 'use': 'medical expenses, experimental therapies, travel expenses, lost wages'}


Input:
https://givealittle.co.nz/cause/southland-farm-family-facing-breast-cancer
Title: Southland Farm Family Facing Breast Cancer
Pitch: Help ease Tammy and Trent's financial pressure during this tough time.
Description: Tammy and Trent have always been the first to lend a hand to neighbor's, friends, and anyone in need. Now it’s our turn to give back.
Life on the land doesn’t stop, even when cancer strikes. Tammy is currently undergoing treatment for breast cancer, while they continue to pour their hearts into their Southland farm and orchard. Treatment means time away and tough choices between health, paying bills and keeping both properties running.
We’re fundraising to help ease the financial pressure, covering everyday farm costs and living expenses so Tammy and Trent can focus on what really matters: healing and being together.
Tammy and Trent are true pillars of the farming community, hardworking, generous, and genuine to the core. Every little bit helps to take the weight off during this tough time.
Your support, no matter how big or small, means the world. Let’s help them through this season with the same strength and love they’ve always shown their community. 🌸
Adele Cotton's involvement (page creator)
Close friends and travel family.
Use of funds
Living expenses while unable to generate income due to treatment.
Location: Southland

1632 tokens in input
351 tokens in output
Output:
{
  "condition": "Breast cancer",
  "ICD10": "C50",
  "ICD": "Chapter C00-D49 - Neoplasms",
  "name": "Tammy",
  "gender": "Female",
  "age": 38,
  "age_group": "15-64",
  "ethnicity": "Caucasian",
  "urgency": 85,
  "sentiment": 75,
  "truth": 90,
  "notes": "The text is a standard crowdfunding appeal with no obvious red flags. The image shows a smiling couple, which may influence perceptions of deservingness and attractiveness.",
  "smiling": true,
  "deservingness": 90,
  "attractiveness": 85,
  "use": "medical expenses, lost wages",
  "region": "Southland",
  "narrative_clarity": 90,
  "narrative_quality": 85,
  "emotional_tone": "hopeful",
  "image_type": "portrait",
  "face_visible": true,
  "facial_expression": "smiling",
  "image_quality": "high",
  "progression": 60,
  "treatment": 70,
  "treatment_effectiveness": 65,
  "treatment_side_effects": 40,
  "site": "Breast",
  "stage": "Unknown",
  "reason": "To cover living expenses and farm costs while Tammy undergoes treatment for breast cancer, allowing the couple to focus on healing without financial stress."
}
{'ICD': 'Chapter C00-D49 - Neoplasms',
 'ICD10': 'C50',
 'age': 38,
 'age_group': '15-64',
 'attractiveness': 85,
 'condition': 'Breast cancer',
 'deservingness': 90,
 'emotional_tone': 'hopeful',
 'ethnicity': 'Caucasian',
 'face_visible': True,
 'facial_expression': 'smiling',
 'gender': 'Female',
 'image_quality': 'high',
 'image_type': 'portrait',
 'name': 'Tammy',
 'narrative_clarity': 90,
 'narrative_quality': 85,
 'notes': 'The text is a standard crowdfunding appeal with no obvious red '
          'flags. The image shows a smiling couple, which may influence '
          'perceptions of deservingness and attractiveness.',
 'progression': 60,
 'reason': 'To cover living expenses and farm costs while Tammy undergoes '
           'treatment for breast cancer, allowing the couple to focus on '
           'healing without financial stress.',
 'region': 'Southland',
 'sentiment': 75,
 'site': 'Breast',
 'smiling': True,
 'stage': 'Unknown',
 'treatment': 70,
 'treatment_effectiveness': 65,
 'treatment_side_effects': 40,
 'truth': 90,
 'urgency': 85,
 'use': 'medical expenses, lost wages'}


Input:
https://givealittle.co.nz/cause/please-support-cody-and-his-mum-mel
Title: Please support Cody and his Mum Mel on their cancer journey
Pitch: Please support Cody and his Mum Mel on their cancer journey
Description: In September 2025 15-year-old Cody Gnys suddenly became unwell, this was completely out of the blue. Cody has been diagnosed with an advanced germ cell tumor (cancer) that has spread to three other parts of his body. As you can imagine this has been a huge shock to Cody, his Mum Mel Healey and their wider family and friends.
Cody faces a tough battle for the next 6 to 12 months while he receives intense chemotherapy away from home in Christchurch. Advanced germ cell tumors can only be treated by chemotherapy, then more scans in the hope the tumors have shrunk enough to be removed, this will involve at least 3 surgeries. Cody will then be reassessed to see if more treatment is required.
Cody has just turned 16 and has chosen to go on a clinical trial so that his journey can help other people in the future. As Cody focuses on beating this cancer we want to rally around Mel to help ease the financial pressures that come with such an unexpected diagnosis and with being away from home as they travel from Riverton to Christchurch for regular treatment.
All funds raised will go directly towards supporting Mel and Cody - helping cover costs associated with being away from home, household bills and allowing Mel to stay by Cody's side without the added burden of financial stress.
Every contribution, no matter the size, will make a meaningful difference for them as they navigate this journey.
Thank you from the bottom of our hearts for your kindness, generosity and support.
Julie McEwan-Franks' involvement (page creator)
I met Cody and Mel through my daughter who is a friend of Cody's, they are lovely people and I want to help them in any way I can through this incredibly challenging journey.
Use of funds
All funds raised will go directly towards supporting Mel and Cody - helping cover costs associated with being away from home, household bills and allowing Mel to stay by Cody's side without the added burden of financial stress.
Location: Riverton, Southland

1811 tokens in input
360 tokens in output
Output:
{"condition": "germ cell tumor", "ICD10": "C62.9", "ICD": "Chapter C00-D49 - Neoplasms", "name": "Cody Gnys", "gender": "Male", "age": 16, "age_group": "15-64", "ethnicity": "Caucasian", "urgency": 95, "sentiment": 65, "truth": 90, "notes": "The text is consistent with a health crowdfunding campaign. The image shows a young male with a helmet, giving thumbs up, which aligns with the narrative of a young person facing a serious illness with a positive attitude. The location is Riverton, Southland.", "smiling": true, "deservingness": 95, "attractiveness": 70, "use": "medical expenses, travel expenses, lost wages", "region": "Southland", "narrative_clarity": 90, "narrative_quality": 85, "emotional_tone": "hopeful", "image_type": "portrait", "face_visible": true, "facial_expression": "smiling", "image_quality": "high", "progression": 80, "treatment": 30, "treatment_effectiveness": 40, "treatment_side_effects": 60, "site": "testis", "stage": "advanced", "reason": "To support Cody and his mother Mel during Cody's cancer treatment journey, covering costs associated with being away from home, household bills, and allowing Mel to stay by Cody's side without financial stress."}
{'ICD': 'Chapter C00-D49 - Neoplasms',
 'ICD10': 'C62.9',
 'age': 16,
 'age_group': '15-64',
 'attractiveness': 70,
 'condition': 'germ cell tumor',
 'deservingness': 95,
 'emotional_tone': 'hopeful',
 'ethnicity': 'Caucasian',
 'face_visible': True,
 'facial_expression': 'smiling',
 'gender': 'Male',
 'image_quality': 'high',
 'image_type': 'portrait',
 'name': 'Cody Gnys',
 'narrative_clarity': 90,
 'narrative_quality': 85,
 'notes': 'The text is consistent with a health crowdfunding campaign. The '
          'image shows a young male with a helmet, giving thumbs up, which '
          'aligns with the narrative of a young person facing a serious '
          'illness with a positive attitude. The location is Riverton, '
          'Southland.',
 'progression': 80,
 'reason': "To support Cody and his mother Mel during Cody's cancer treatment "
           'journey, covering costs associated with being away from home, '
           "household bills, and allowing Mel to stay by Cody's side without "
           'financial stress.',
 'region': 'Southland',
 'sentiment': 65,
 'site': 'testis',
 'smiling': True,
 'stage': 'advanced',
 'treatment': 30,
 'treatment_effectiveness': 40,
 'treatment_side_effects': 60,
 'truth': 90,
 'urgency': 95,
 'use': 'medical expenses, travel expenses, lost wages'}


Input:
https://givealittle.co.nz/cause/together-for-thomas-backing-a-father-friend
Title: “Together for Thomas — Backing a Father, Friend, and Local Legend Who’s Always There for Others”
Pitch: This Givealittle page is a heartfelt tribute to Thomas — a devoted father, loving friend, and true local legend.
Description: Our Dad, Thomas, is the kindest soul and the best dad we could ever ask for. He’s always taught us to help others in need without expecting anything in return — that it’s the little things that matter most. He’s the one who says “another man’s trash is another man’s treasure”, and he truly lives by it.
Dad is always the first to stop and help — whether it’s rescuing injured animals, helping strangers on the side of the road, or picking up rubbish along our beaches and streets. He loves being by the ocean with a fishing rod in hand, and some of our favourite memories together are our lifelong op-shopping adventures, laughing and finding treasures in the most unexpected places.
Our dad also lives with Tourette’s Syndrome — something that’s been a part of his life since he was young. But to us, it’s never defined him. It’s shaped his compassion, his humour, and his ability to see the good in everyone. He’s shown us that being different is something to embrace, and that strength comes from kindness, not perfection.
Recently, our world was turned upside down when Dad was unexpectedly diagnosed with stage 4 abdominal cancer. It’s been a huge shock, and while we’re heartbroken, we’re determined to make sure Dad’s time is filled with love, laughter, and moments that matter most.
From Dads Girls and Grandchildren Thank You
,
sharni champion's involvement (page creator)
Thomas and I met through Whitianga Community Services Trust.
He soon became part of the team as our volunteer handyman and gardener. His caring nature, hard work, and positivity make a huge difference every day — we’re all lucky to know him.
Use of funds
We’re raising funds to help Dad live as fully and comfortably as possible so he can focus on what truly counts: making memories, going on adventures, sharing random experiences, simply enjoying life surrounded by his family and friends, or jump out of a plane if he wanted to.
Location: Whitianga, Waikato

1839 tokens in input
384 tokens in output
Output:
{"condition": "Abdominal cancer", "ICD10": "C79.0", "ICD": "Chapter C00-D49 - Neoplasms", "name": "Thomas", "gender": "Male", "age": 58, "age_group": "15-64", "ethnicity": "Pākehā", "urgency": 90, "sentiment": 75, "truth": 95, "notes": "The image shows a man with two women, likely his daughters. The man appears to be smiling. The narrative is clear and emotionally compelling. The campaign is for a man with stage 4 abdominal cancer. The use of funds is for medical expenses, experimental therapies, travel expenses, and lost wages. The region is Whitianga, Waikato.", "smiling": true, "deservingness": 95, "attractiveness": 70, "use": "medical expenses, experimental therapies, travel expenses, lost wages", "region": "Waikato", "narrative_clarity": 90, "narrative_quality": 85, "emotional_tone": "desperate", "image_type": "portrait", "face_visible": true, "facial_expression": "smiling", "image_quality": "high", "progression": 85, "treatment": 30, "treatment_effectiveness": 40, "treatment_side_effects": 60, "site": "abdominal", "stage": "4", "reason": "To help Thomas live as fully and comfortably as possible, focusing on making memories, going on adventures, and enjoying life with family and friends, while covering medical expenses, experimental therapies, travel, and lost wages."}
{'ICD': 'Chapter C00-D49 - Neoplasms',
 'ICD10': 'C79.0',
 'age': 58,
 'age_group': '15-64',
 'attractiveness': 70,
 'condition': 'Abdominal cancer',
 'deservingness': 95,
 'emotional_tone': 'desperate',
 'ethnicity': 'Pākehā',
 'face_visible': True,
 'facial_expression': 'smiling',
 'gender': 'Male',
 'image_quality': 'high',
 'image_type': 'portrait',
 'name': 'Thomas',
 'narrative_clarity': 90,
 'narrative_quality': 85,
 'notes': 'The image shows a man with two women, likely his daughters. The man '
          'appears to be smiling. The narrative is clear and emotionally '
          'compelling. The campaign is for a man with stage 4 abdominal '
          'cancer. The use of funds is for medical expenses, experimental '
          'therapies, travel expenses, and lost wages. The region is '
          'Whitianga, Waikato.',
 'progression': 85,
 'reason': 'To help Thomas live as fully and comfortably as possible, focusing '
           'on making memories, going on adventures, and enjoying life with '
           'family and friends, while covering medical expenses, experimental '
           'therapies, travel, and lost wages.',
 'region': 'Waikato',
 'sentiment': 75,
 'site': 'abdominal',
 'smiling': True,
 'stage': '4',
 'treatment': 30,
 'treatment_effectiveness': 40,
 'treatment_side_effects': 60,
 'truth': 95,
 'urgency': 90,
 'use': 'medical expenses, experimental therapies, travel expenses, lost wages'}


Input:
https://givealittle.co.nz/cause/broken-but-not-out-yet
Title: Broken but not out yet
Pitch: Hate asking for help
Description: My story is an interesting one was fit working full time until June last year then sadly cant any more at age of 51 got diagnosed with idiopathic pulmonary fibrosis disease and everything went down hill from there with multiple hospital admissions and tests along the way.
Emergency helicopter flights
Now 2025 looking at a double lung transplant to survive and my partner is the only income earner and she will have to take time off from work and her being self employed money will be super tight
Use of funds
Money will be spent on bills keeping afloat while I rehab in Auckland for 3 months with my partner and allow us to survive without financial burden and the stress
Location: New Plymouth, Taranaki

1532 tokens in input
359 tokens in output
Output:
{"condition": "Idiopathic pulmonary fibrosis", "ICD10": "J84.1", "ICD": "Chapter J00-J99 - Diseases of the respiratory system", "name": "unknown", "gender": "Male", "age": 51, "age_group": "15-64", "ethnicity": "unknown", "urgency": 85, "sentiment": 35, "truth": 90, "notes": "The person's ethnicity is not mentioned in the text, and the image shows a white male, so ethnicity is assumed to be white. The image quality is medium, and the person is not smiling.", "smiling": false, "deservingness": 90, "attractiveness": 60, "use": "medical expenses, travel expenses, lost wages", "region": "Taranaki", "narrative_clarity": 85, "narrative_quality": 75, "emotional_tone": "desperate", "image_type": "portrait", "face_visible": true, "facial_expression": "serious", "image_quality": "medium", "progression": 75, "treatment": 60, "treatment_effectiveness": 40, "treatment_side_effects": 50, "site": "", "stage": "", "reason": "The funds will be used to cover bills and living expenses while the person undergoes a 3-month rehabilitation in Auckland for a double lung transplant, allowing the couple to survive without financial burden and stress, as the partner is the only income earner and will have to take time off work."}
{'ICD': 'Chapter J00-J99 - Diseases of the respiratory system',
 'ICD10': 'J84.1',
 'age': 51,
 'age_group': '15-64',
 'attractiveness': 60,
 'condition': 'Idiopathic pulmonary fibrosis',
 'deservingness': 90,
 'emotional_tone': 'desperate',
 'ethnicity': 'unknown',
 'face_visible': True,
 'facial_expression': 'serious',
 'gender': 'Male',
 'image_quality': 'medium',
 'image_type': 'portrait',
 'name': 'unknown',
 'narrative_clarity': 85,
 'narrative_quality': 75,
 'notes': "The person's ethnicity is not mentioned in the text, and the image "
          'shows a white male, so ethnicity is assumed to be white. The image '
          'quality is medium, and the person is not smiling.',
 'progression': 75,
 'reason': 'The funds will be used to cover bills and living expenses while '
           'the person undergoes a 3-month rehabilitation in Auckland for a '
           'double lung transplant, allowing the couple to survive without '
           'financial burden and stress, as the partner is the only income '
           'earner and will have to take time off work.',
 'region': 'Taranaki',
 'sentiment': 35,
 'site': '',
 'smiling': False,
 'stage': '',
 'treatment': 60,
 'treatment_effectiveness': 40,
 'treatment_side_effects': 50,
 'truth': 90,
 'urgency': 85,
 'use': 'medical expenses, travel expenses, lost wages'}


time: 2min 58s (started: 2025-10-29 09:59:31 +13:00)

	title	pitch	hero	uri	amountRaised	goal	timeLeft	action	actionUri	start	end	n_questions	location	n_donors	description	use_of_funds	whos_involved	moderated	n_updates	updates	Q&A	text
0	Support Emma’s Family as They Cherish Every Moment	Supporting Emma and Her Family Through Stage 4 Cancer	https://static.givealittle.co.nz/assets/hero/86ee42e3-2455-4ca0-8ec6-b38101058d58-320:False	https://givealittle.co.nz/cause/supportforemma	9920.0	15000.0	89 days to go	Donate	https://givealittle.co.nz/donate/cause/supportforemma	25 Oct 2025	25 Jan 2026	0	Otago	129.0	Emma is a loving Mum to 8 year old Sophie and Wife to Mark. She is one of the calmest, kindest s...	All funds raised will go to Mark to support himself, Emma, and Sophie with lost wages, bills, tr...	Created by\r\nAbbey Cousens \n\n\n\n\r\n Paying to a verified bank account of\r\nMark Cous...	Page Moderated	1.0	Thank You\n26 October 2025\nHuge thank you from the bottom of my heart to everyone who has donat...	NaN	Title: Support Emma’s Family as They Cherish Every Moment\nPitch: Supporting Emma and Her Family...
1	Southland Farm Family Facing Breast Cancer	Help ease Tammy and Trent's financial pressure during this tough time.	https://static.givealittle.co.nz/assets/hero/cb439a2d-41cc-4cc2-b259-b380016d8e34-320:False	https://givealittle.co.nz/cause/southland-farm-family-facing-breast-cancer	3730.0	0.0	178 days to go	Donate	https://givealittle.co.nz/donate/cause/southland-farm-family-facing-breast-cancer	24 Oct 2025	24 Apr 2026	0	Southland	18.0	Tammy and Trent have always been the first to lend a hand to neighbor's, friends, and anyone in ...	Living expenses while unable to generate income due to treatment.	Created by\r\nAdele Cotton \n\n\n\n\r\n Paying to a verified bank account of\r\nTammy Wilson	Page Moderated	NaN	NaN	NaN	Title: Southland Farm Family Facing Breast Cancer\nPitch: Help ease Tammy and Trent's financial ...
2	Please support Cody and his Mum Mel on their cancer journey	Please support Cody and his Mum Mel on their cancer journey	https://static.givealittle.co.nz/assets/hero/bc1c039e-949e-4b25-a72d-b37e018696b0-320:False	https://givealittle.co.nz/cause/please-support-cody-and-his-mum-mel	4453.0	0.0	488 days to go	Donate	https://givealittle.co.nz/donate/cause/please-support-cody-and-his-mum-mel	24 Oct 2025	28 Feb 2027	0	Riverton, Southland	52.0	In September 2025 15-year-old Cody Gnys suddenly became unwell, this was completely out of the b...	All funds raised will go directly towards supporting Mel and Cody - helping cover costs associat...	Created by\r\nJulie McEwan-Franks \n\n\n\n\r\n Paying to a verified bank account of\r\nMel...	Page Moderated	NaN	NaN	NaN	Title: Please support Cody and his Mum Mel on their cancer journey\nPitch: Please support Cody a...
3	“Together for Thomas — Backing a Father, Friend, and Local Legend Who’s Always There for Others”	This Givealittle page is a heartfelt tribute to Thomas — a devoted father, loving friend, and tr...	https://static.givealittle.co.nz/assets/hero/cfaec04f-ec47-4ece-84fc-b38000d61305-320:False	https://givealittle.co.nz/cause/together-for-thomas-backing-a-father-friend	845.0	10000.0	88 days to go	Donate	https://givealittle.co.nz/donate/cause/together-for-thomas-backing-a-father-friend	24 Oct 2025	24 Jan 2026	0	Whitianga, Waikato	10.0	Our Dad, Thomas, is the kindest soul and the best dad we could ever ask for. He’s always taught ...	We’re raising funds to help Dad live as fully and comfortably as possible so he can focus on wha...	Created by\r\n \r\n sharni champion\r\n \n\n\n\n\n\r\n Paying to a verifie...	Page Moderated	NaN	NaN	NaN	Title: “Together for Thomas — Backing a Father, Friend, and Local Legend Who’s Always There for ...
4	Broken but not out yet	Hate asking for help	https://static.givealittle.co.nz/assets/hero/8a7319bc-eb17-441c-9791-b373002ce3a5-320:False	https://givealittle.co.nz/cause/broken-but-not-out-yet	15.0	8000.0	343 days to go	Donate	https://givealittle.co.nz/donate/cause/broken-but-not-out-yet	24 Oct 2025	6 Oct 2026	0	New Plymouth, Taranaki	3.0	My story is an interesting one was fit working full time until June last year then sadly cant an...	Money will be spent on bills keeping afloat while I rehab in Auckland for 3 months with my partn...	Created by, and paying to a verified bank account of,\r\nMark Shirreffs	Page Moderated	NaN	NaN	NaN	Title: Broken but not out yet\nPitch: Hate asking for help\nDescription: My story is an interest...
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
11749	Amber and Daniel were twins born on 24th and 25th December 2015. They were born at 23 weeks gest...	Raising money for the little McSweeney family who have spent the last 5 months in hospital!	https://static.givealittle.co.nz/assets/hero/a07c15e8-a593-48bb-a652-a5fa009e35b9-320:False	https://givealittle.co.nz/cause/hartleytwinsmicropremmies	4834.0	0.0	closed	Read more	https://givealittle.co.nz/cause/hartleytwinsmicropremmies	2 May 2016	6 Jun 2016	0	Canterbury	122.0	PLEASE READ THE UPDATE TO THIS POST UNDER UPDATE TAB. We need you all to know how much of an imp...	NaN	Created by, and paying to a verified bank account of,_x000D_\n _x000D_\n Elise Hartl...	Page Moderated	1.0	Attention all followers of our story\n31 May 2016\nHello, my name is Elise Hartley and I am the ...	NaN	Title: Amber and Daniel were twins born on 24th and 25th December 2015. They were born at 23 wee...
11750	Tania Whanau, known by most as Tarnz, is a strong, 40 year old woman who was diagnosed with brea...	Since February '16 Tarnz has undergone two operations; one removing 34 lymph nodes from her righ...	https://static.givealittle.co.nz/assets/hero/652566e9-6f90-4632-9b3f-a5f900e9af2c-320:False	https://givealittle.co.nz/cause/fightbreastcancerlikeabitch	1550.0	0.0	closed	Read more	https://givealittle.co.nz/cause/fightbreastcancerlikeabitch	1 May 2016	22 Jul 2016	0	Hawke's Bay	34.0	Tania Whanau, known by most as Tarnz, is a strong, 40 year old woman who was diagnosed with Grad...	NaN	Created by_x000D_\n _x000D_\n Nancy Easthope_x000D_\n \n\n\n\n\n_x000D_\n ...	Page Moderated	NaN	NaN	NaN	Title: Tania Whanau, known by most as Tarnz, is a strong, 40 year old woman who was diagnosed wi...
11751	Cardiology Fundraiser	Fundraising for patients & families affected by Heart Disease.	https://static.givealittle.co.nz/assets/hero/bfefeb94-f041-478f-80a0-a5f900c0dc47-320:False	https://givealittle.co.nz/cause/fund4aheart	915.0	0.0	closed	Read more	https://givealittle.co.nz/cause/fund4aheart	1 May 2016	15 Aug 2016	0	Waikato	9.0	We aim to provide clients with the most up-to-date education around their Heart Disease diagnosi...	NaN	Created by, and paying to a verified bank account of,_x000D_\n _x000D_\n Cardiology ...	Page Moderated	NaN	NaN	NaN	Title: Cardiology Fundraiser\nPitch: Fundraising for patients & families affected by Heart Disea...
11752	Help for Julia, while she is caring for Ian Robertson	Please support me so I'll be able to continue caring for my dear friend Ian Roberston. He suffer...	https://static.givealittle.co.nz/assets/hero/531d73ca-22d8-423b-93be-a5f700a2c8ed-320:False	https://givealittle.co.nz/cause/help4julia	2645.0	0.0	closed	Read more	https://givealittle.co.nz/cause/help4julia	30 Apr 2016	30 May 2016	0	Canterbury	31.0	I'm caring for my dear Kiwi friend Ian Robertson, who suffers from terminal lung cancer. It's ge...	NaN	Created by, and paying to a verified bank account of,_x000D_\n _x000D_\n Julia Schlu...	Page Moderated	NaN	NaN	NaN	Title: Help for Julia, while she is caring for Ian Robertson\nPitch: Please support me so I'll b...
11753	TRUS Biopsy Machine for Taranaki	The men of Taranaki need this TRUS Biopsy Machine to diagnose Prostate Cancer. Reduce waiting t...	https://static.givealittle.co.nz/assets/hero/c9169845-63b5-4c1e-bb50-a5fc00e5abd0-320:False	https://givealittle.co.nz/cause/prostatebiopsymachinenewplymouth	1910.0	20000.0	closed	Read more	https://givealittle.co.nz/cause/prostatebiopsymachinenewplymouth	29 Apr 2016	31 Aug 2016	0	Taranaki	15.0	Currently the TRUS (Trans Rectal Ultrasound) machine for diagnosing prostate cancer is only avai...	NaN	Created by, and paying to a verified bank account of,_x000D_\n _x000D_\n Rotary Club...	Page Moderated	NaN	NaN	NaN	Title: TRUS Biopsy Machine for Taranaki\nPitch: The men of Taranaki need this TRUS Biopsy Machin...