curl --request POST \
  --url https://app.ai.relyt.cn/app/api/v2/team/jobs \
  --header 'Content-Type: application/json' \
  --header 'x-pd-api-key: <api-key>' \
  --data '{
  "session_id": "cxxdgegeegeg3433fff",
  "user_id": "tmm-dafasdfasdfasdf",
  "stream": true,
  "question": "Hello World",
  "dataset_id": "cm1gjmg8e0057r3x22v1fdu8m",
  "datasource_ids": [
    "cm1gjmmoo0001h0x24uk1xgu9"
  ],
  "output_language": "AUTO",
  "job_mode": "AUTO"
}'

{
  "code": 0,
  "data": {
    "job_id": "job-cm3ikdeuj02zk01l1yeuirt77",
    "blocks": [
      {
        "type": "CODE",
        "content": "```python\n\nimport pandas as pd\n\ndef invoke(input_0: pd.DataFrame) -> pd.DataFrame:\n    '''\n    input_0: pd.DataFrame  makeovermonday-a-century-of-global-deaths-from-disasters_decadal-deaths-disasters-type.csv\n    '''\n    # Group by 'Year' and sum the deaths for each type of disaster\n    aggregated_data = input_0.groupby('Year').sum().reset_index()\n    \n    # Select only the columns related to deaths\n    death_columns = [\n        'Deaths - Drought (decadal)', 'Deaths - Flood (decadal)', \n        'Deaths - Earthquake (decadal)', 'Deaths - Extreme weather (decadal)', \n        'Deaths - Extreme temperature (decadal)', 'Deaths - Volcanic activity (decadal)', \n        'Deaths - Wildfire (decadal)', 'Deaths - Glacial lake outburst flood (decadal)', \n        'Deaths - Dry mass movement (decadal)', 'Deaths - Wet mass movement (decadal)', \n        'Deaths - Fog (decadal)'\n    ]\n    \n    # Create a new DataFrame with the aggregated results\n    output = aggregated_data[['Year'] + death_columns]\n    \n    # Rename columns to be more descriptive\n    output.columns = ['Decade'] + [col.replace('Deaths - ', '').replace(' (decadal)', '') for col in death_columns]\n    \n    return output\n\n```",
        "group_id": "33063572-6e88-4912-8e2d-4166bcc8caee",
        "group_name": "Analyze the dataset to observe the trend of deaths caused by different types of natural disasters over the past century. This involves aggregating the data by decade and calculating the total number of deaths for each type of disaster to identify any changes in trends.",
        "stage": "Analyze"
      },
      {
        "type": "TABLE",
        "content": {
          "url": "https://static.relytai.ai/tmp_datasource_cache/code_result/cm37bchx106e301l1v9yf67yc/e24b6a5f-fdb8-48ca-ae35-dc91ac8e8ef7.csv",
          "name": "trend_data.csv",
          "expires_at": "2024-11-21T09:56:34.290544Z"
        },
        "group_id": "33063572-6e88-4912-8e2d-4166bcc8caee",
        "group_name": "Analyze the dataset to observe the trend of deaths caused by different types of natural disasters over the past century. This involves aggregating the data by decade and calculating the total number of deaths for each type of disaster to identify any changes in trends.",
        "stage": "Analyze"
      },
      {
        "type": "IMAGE",
        "content": {
          "url": "https://static.relytai.ai/tmp_datasource_cache/code_result/cm37bchx106e301l1v9yf67yc/81b75a33-a223-4954-9680-9f397872c8ad.png",
          "name": "Trend of Deaths from Natural Disasters Over the Century",
          "expires_at": "2024-11-21T09:56:34.290544Z"
        },
        "group_id": "7501680b-5879-441b-bd96-f58b1029ae17",
        "group_name": "Visualize the trend data to show how the number of deaths from different types of natural disasters has changed over the past century. Use line charts to represent the trends for each disaster type, which will help in understanding the impact of measures and technological advancements on reducing deaths.",
        "stage": "Analyze"
      },
      {
        "type": "MESSAGE",
        "content": "\n\n`Analyzing Conclusions` \n\n### Analysis of Trends in the Number of Deaths from Natural Disasters \n\n#### Data Analysis\n\n",
        "group_id": "b842aca7-6fd5-4190-85fa-97085e473877",
        "group_name": "Conclusions",
        "stage": "Respond"
      },
      {
        "type": "TABLE",
        "content": {
          "url": "https://static.relytai.ai/tmp_datasource_cache/code_result/cm37bchx106e301l1v9yf67yc/e24b6a5f-fdb8-48ca-ae35-dc91ac8e8ef7.csv",
          "name": "trend_data.csv",
          "expires_at": "2024-11-21T09:56:34.290544Z"
        },
        "group_id": "b842aca7-6fd5-4190-85fa-97085e473877",
        "group_name": "Conclusions",
        "stage": "Respond"
      },
      {
        "type": "MESSAGE",
        "content": "\n\n- **Droughts and Floods**: In the early 20th century, droughts and floods caused extremely high death tolls, particularly during the 1920s and 1930s.\n- **Earthquakes and Extreme Weather**: Earthquakes and extreme weather also led to significant death tolls throughout the century, especially in the 1970s and 1990s.\n- **Extreme Temperatures and Volcanic Activity**: These disasters had relatively lower death tolls, but in certain decades, such as the 2000s, deaths caused by extreme temperatures increased.\n\n#### Trend Visualization\n\n",
        "group_id": "b842aca7-6fd5-4190-85fa-97085e473877",
        "group_name": "Conclusions",
        "stage": "Respond"
      },
      {
        "type": "IMAGE",
        "content": {
          "url": "https://static.relytai.ai/tmp_datasource_cache/code_result/cm37bchx106e301l1v9yf67yc/81b75a33-a223-4954-9680-9f397872c8ad.png",
          "name": "Trend of Deaths from Natural Disasters Over the Century",
          "expires_at": "2024-11-21T09:56:34.290544Z"
        },
        "group_id": "b842aca7-6fd5-4190-85fa-97085e473877",
        "group_name": "Conclusions",
        "stage": "Respond"
      },
      {
        "type": "MESSAGE",
        "content": "\n\n- **Overall Trend**: The chart shows that although certain decades experienced spikes in death tolls caused by natural disasters, the overall trend is declining.\n- **Impact of Technology and Measures**: Over time, advancements in technology and the implementation of disaster prevention measures are likely key factors in reducing death tolls.\n\n#### Conclusions and Insights\n- **Technological Advancements**: Modern technological progress, such as improved early warning systems and better construction techniques, may have reduced the fatalities caused by earthquakes and extreme weather.\n- **Disaster Prevention Measures**: The enhancement of disaster prevention measures and emergency response capabilities on a global scale has likely contributed to the decreased fatality rates of natural disasters.",
        "group_id": "b842aca7-6fd5-4190-85fa-97085e473877",
        "group_name": "Conclusions",
        "stage": "Respond"
      },
      {
        "type": "SOURCES",
        "content": [
          {
            "source": "makeovermonday-a-century-of-global-deaths-from-disasters_decadal-deaths-disasters-type.csv",
            "datasource_id": "clxin6l9200oo01l1457bolx3",
            "dataset_id": "clxin6l8400ok01l1ff2m0s25",
            "file_type": "csv"
          }
        ],
        "group_id": "",
        "group_name": "",
        "stage": "Respond"
      },
      {
        "type": "QUESTIONS",
        "content": [
          "Analyze the trends in death tolls from different types of natural disasters over the past century and explore which disaster types have shown the most significant reduction in fatalities.",
          "Study the technological advancements and measures in responding to natural disasters across different regions globally, and analyze how these differences have influenced changes in death tolls in each region.",
          "Explore how future technological advancements and policy measures could further reduce fatalities caused by natural disasters, and assess their feasibility and potential impacts."
        ],
        "group_id": "-1",
        "stage": "Respond"
      }
    ]
  }
}