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Jason Liu
169 KiB
169 KiB
Streaming Partial Responses
Field level streaming provides incremental snapshots of the current state of the response model that are immediately useable. This approach is particularly relevant in contexts like rendering UI components.
Instructor supports this pattern by making use of Partial[T]. This lets us dynamically create a new class that treats all of the original model's fields as Optional.
Understanding Partial Responses
Consider what happens whene we define a response model:
from pydantic import BaseModel
class User(BaseModel):
name: str
age: int
If we streamed json out from OpenAI, we would only be able to parse when the object is completed returned!
{"name": "Jo
{"name": "John", "ag
{"name": "John", "age":
{"name": "John", "age": 25} # Completed
When specifying a Partial[T] and setting stream=True, the response from instructor becomes a Generator[T]. As the generator yields results, you can iterate over these incremental updates. The last value yielded by the generator represents the completed extraction!
{"name": "Jo => User(name="Jo", age=None)
{"name": "John", "ag => User(name="John", age=None)
{"name": "John", "age: => User(name="John", age=None)
{"name": "John", "age": 25} => User(name="John", age=25)
!!! warning "Limited Validator Support"
Fewer validators are supported by `Partial` response models as streamed fields will natural raise validation error, as we do not have a strong opinoin on how to handle them.
Let's look at an example of streaming an extraction of conference information, that would be used to stream in an react component.
import instructor
from openai import OpenAI
from pydantic import BaseModel
from typing import List
from rich.console import Console
client = instructor.patch(OpenAI())
text_block = """
In our recent online meeting, participants from various backgrounds joined to discuss the upcoming tech conference. The names and contact details of the participants were as follows:
- Name: John Doe, Email: johndoe@email.com, Twitter: @TechGuru44
- Name: Jane Smith, Email: janesmith@email.com, Twitter: @DigitalDiva88
- Name: Alex Johnson, Email: alexj@email.com, Twitter: @CodeMaster2023
During the meeting, we agreed on several key points. The conference will be held on March 15th, 2024, at the Grand Tech Arena located at 4521 Innovation Drive. Dr. Emily Johnson, a renowned AI researcher, will be our keynote speaker.
The budget for the event is set at $50,000, covering venue costs, speaker fees, and promotional activities. Each participant is expected to contribute an article to the conference blog by February 20th.
A follow-up meetingis scheduled for January 25th at 3 PM GMT to finalize the agenda and confirm the list of speakers.
"""
class User(BaseModel):
name: str
email: str
twitter: str
class MeetingInfo(BaseModel):
users: List[User]
date: str
location: str
budget: int
deadline: str
extraction_stream = client.chat.completions.create(
model="gpt-4",
response_model=instructor.Partial[MeetingInfo],
messages=[
{
"role": "user",
"content": f"Get the information about the meeting and the users {text_block}",
},
],
stream=True,
)
console = Console()
for extraction in extraction_stream:
obj = extraction.model_dump()
print(obj)
"""
{'users': None, 'date': None, 'location': None, 'budget': None, 'deadline': None}
"""
#> {'users': [], 'date': None, 'location': None, 'budget': None, 'deadline': None}
"""
{
'users': [{'name': None, 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': '', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': '', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'j', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'joh', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johnd', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@'}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@Tech'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechG'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechGuru'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechGuru44'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': None, 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': '', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': '', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'j', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janes', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email.com', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email.com', 'twitter': '@'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@Digital',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalD',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': None, 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': '', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': '', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alex', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': '@'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': '@Code'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster202',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '202',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': '',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena,',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 452',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 500,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '202',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02-',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02-20',
}
"""
#> {'users': [], 'date': None, 'location': None, 'budget': None, 'deadline': None}
"""
{
'users': [{'name': None, 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': '', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': '', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'j', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'joh', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johnd', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@'}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@Tech'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechG'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechGuru'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechGuru44'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': None, 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': '', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': '', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'j', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janes', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email.com', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email.com', 'twitter': '@'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@Digital',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalD',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': None, 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': '', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': '', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alex', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': '@'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': '@Code'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster202',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '202',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': '',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 452',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521 Innovation',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521 Innovation Drive',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521 Innovation Drive',
'budget': 500,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521 Innovation Drive',
'budget': 50000,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521 Innovation Drive',
'budget': 50000,
'deadline': '',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521 Innovation Drive',
'budget': 50000,
'deadline': '202',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02-',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02-20',
}
"""
#> {'users': [], 'date': None, 'location': None, 'budget': None, 'deadline': None}
"""
{
'users': [{'name': None, 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': '', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': '', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'j', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'joh', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johnd', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@'}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@Tech'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechG'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechGuru'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechGuru44'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': None, 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': '', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': '', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'j', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janes', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email.com', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email.com', 'twitter': '@'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@Digital',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalD',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': None, 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': '', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': '', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alex', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': '@'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': '@Code'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster202',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '202',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': '',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena,',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 452',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 500,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '202',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02-',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02-20',
}
"""
#> {'users': [], 'date': None, 'location': None, 'budget': None, 'deadline': None}
"""
{
'users': [{'name': None, 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': '', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': '', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'j', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'joh', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johnd', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@'}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@Tech'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechG'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechGuru'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechGuru44'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': None, 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': '', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': '', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'j', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janes', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email.com', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email.com', 'twitter': '@'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@Digital',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalD',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': None, 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': '', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': '', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alex', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': '@'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': '@Code'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster202',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '202',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': '',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena,',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 452',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 500,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '202',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02-',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02-20',
}
"""
#> {'users': [], 'date': None, 'location': None, 'budget': None, 'deadline': None}
"""
{
'users': [{'name': None, 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': '', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': None, 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': '', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'j', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'joh', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johnd', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': None}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@'}],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@Tech'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechG'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechGuru'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{'name': 'John Doe', 'email': 'johndoe@email.com', 'twitter': '@TechGuru44'}
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': None, 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': '', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': None, 'twitter': None},
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'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': '', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'j', 'twitter': None},
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'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janes', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
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"""
"""
{
'users': [
{
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'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
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'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email.com', 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
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'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{'name': 'Jane Smith', 'email': 'janesmith@email.com', 'twitter': '@'},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
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'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@Digital',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalD',
},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
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"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva',
},
],
'date': None,
'location': None,
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'deadline': None,
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"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
],
'date': None,
'location': None,
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'deadline': None,
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"""
{
'users': [
{
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},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': None, 'email': None, 'twitter': None},
],
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'location': None,
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'deadline': None,
}
"""
"""
{
'users': [
{
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},
{
'name': 'Jane Smith',
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'twitter': '@DigitalDiva88',
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{'name': '', 'email': None, 'twitter': None},
],
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'location': None,
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'deadline': None,
}
"""
"""
{
'users': [
{
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'email': 'johndoe@email.com',
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},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex', 'email': None, 'twitter': None},
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'date': None,
'location': None,
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'deadline': None,
}
"""
"""
{
'users': [
{
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'email': 'johndoe@email.com',
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},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': None, 'twitter': None},
],
'date': None,
'location': None,
'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
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'email': 'johndoe@email.com',
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},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': '', 'twitter': None},
],
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'location': None,
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}
"""
"""
{
'users': [
{
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'email': 'johndoe@email.com',
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},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
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{'name': 'Alex Johnson', 'email': 'alex', 'twitter': None},
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'date': None,
'location': None,
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'deadline': None,
}
"""
"""
{
'users': [
{
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'email': 'johndoe@email.com',
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},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj', 'twitter': None},
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'location': None,
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}
"""
"""
{
'users': [
{
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{
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'twitter': '@DigitalDiva88',
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{'name': 'Alex Johnson', 'email': 'alexj@email', 'twitter': None},
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'date': None,
'location': None,
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}
"""
"""
{
'users': [
{
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{
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'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': None},
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'location': None,
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'deadline': None,
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"""
"""
{
'users': [
{
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{
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'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': '@'},
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'location': None,
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"""
"""
{
'users': [
{
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{
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'twitter': '@DigitalDiva88',
},
{'name': 'Alex Johnson', 'email': 'alexj@email.com', 'twitter': '@Code'},
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'location': None,
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"""
"""
{
'users': [
{
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{
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'twitter': '@DigitalDiva88',
},
{
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],
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"""
"""
{
'users': [
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{
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'twitter': '@DigitalDiva88',
},
{
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},
],
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}
"""
"""
{
'users': [
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{
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{
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},
],
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"""
"""
{
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},
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"""
"""
{
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{
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{
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'twitter': '@CodeMaster2023',
},
],
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"""
{
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{
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{
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{
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'twitter': '@CodeMaster2023',
},
],
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"""
"""
{
'users': [
{
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{
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'twitter': '@DigitalDiva88',
},
{
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'twitter': '@CodeMaster2023',
},
],
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"""
"""
{
'users': [
{
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{
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'twitter': '@DigitalDiva88',
},
{
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'twitter': '@CodeMaster2023',
},
],
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"""
"""
{
'users': [
{
'name': 'John Doe',
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},
{
'name': 'Jane Smith',
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},
{
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'twitter': '@CodeMaster2023',
},
],
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'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
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},
{
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},
{
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'twitter': '@CodeMaster2023',
},
],
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'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
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{
'name': 'Jane Smith',
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},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
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}
"""
"""
{
'users': [
{
'name': 'John Doe',
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},
{
'name': 'Jane Smith',
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},
{
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'twitter': '@CodeMaster2023',
},
],
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}
"""
"""
{
'users': [
{
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},
{
'name': 'Jane Smith',
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},
{
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'twitter': '@CodeMaster2023',
},
],
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}
"""
"""
{
'users': [
{
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},
{
'name': 'Jane Smith',
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},
{
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'twitter': '@CodeMaster2023',
},
],
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}
"""
"""
{
'users': [
{
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},
{
'name': 'Jane Smith',
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},
{
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'twitter': '@CodeMaster2023',
},
],
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'deadline': None,
}
"""
"""
{
'users': [
{
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},
{
'name': 'Jane Smith',
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},
{
'name': 'Alex Johnson',
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'twitter': '@CodeMaster2023',
},
],
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'deadline': None,
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"""
"""
{
'users': [
{
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},
{
'name': 'Jane Smith',
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},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
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'budget': None,
'deadline': None,
}
"""
"""
{
'users': [
{
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},
{
'name': 'Jane Smith',
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'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
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'deadline': None,
}
"""
"""
{
'users': [
{
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},
{
'name': 'Jane Smith',
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},
{
'name': 'Alex Johnson',
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'twitter': '@CodeMaster2023',
},
],
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'deadline': None,
}
"""
"""
{
'users': [
{
'name': 'John Doe',
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},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
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'twitter': '@CodeMaster2023',
},
],
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"""
"""
{
'users': [
{
'name': 'John Doe',
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},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
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'twitter': '@CodeMaster2023',
},
],
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}
"""
"""
{
'users': [
{
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{
'name': 'Jane Smith',
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'twitter': '@DigitalDiva88',
},
{
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},
],
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"""
"""
{
'users': [
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{
'name': 'Jane Smith',
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},
{
'name': 'Alex Johnson',
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'twitter': '@CodeMaster2023',
},
],
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"""
{
'users': [
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{
'name': 'Jane Smith',
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'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
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"""
"""
{
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},
{
'name': 'Jane Smith',
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'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02-',
}
"""
"""
{
'users': [
{
'name': 'John Doe',
'email': 'johndoe@email.com',
'twitter': '@TechGuru44',
},
{
'name': 'Jane Smith',
'email': 'janesmith@email.com',
'twitter': '@DigitalDiva88',
},
{
'name': 'Alex Johnson',
'email': 'alexj@email.com',
'twitter': '@CodeMaster2023',
},
],
'date': '2024-03-15',
'location': 'Grand Tech Arena, 4521 Innovation Drive',
'budget': 50000,
'deadline': '2024-02-20',
}
"""
console.clear()
console.print(obj)
This will output the following:
Asynchronous Streaming
I also just want to call out in this example that instructor also supports asynchronous streaming. This is useful when you want to stream a response model and process the results as they come in, but you'll need to use the async for syntax to iterate over the results.
import instructor
from openai import AsyncOpenAI
from pydantic import BaseModel
client = instructor.apatch(AsyncOpenAI())
class UserExtract(BaseModel):
name: str
age: int
async def print_partial_results():
user = await client.chat.completions.create(
model="gpt-4-turbo-preview",
response_model=instructor.Partial[UserExtract],
max_retries=2,
stream=True,
messages=[
{"role": "user", "content": "Jason Liu is 12 years old"},
],
)
async for m in user:
print(m)
#> name=None age=None
#> name='' age=None
#> name='Jason' age=None
#> name='Jason Liu' age=None
#> name='Jason Liu' age=12
import asyncio
asyncio.run(print_partial_results())