Data Visualization Expert
Data Visualization Expert · GPT 작업
Data Visualization Expert
API for performing data manipulations, visualizations, and basic image interpretations using `matplotlib`, Pandas, and text extraction.
POST /execute-python-codeExecute Python codeExecutes a Python script for data manipulation, analysis, or visualization.
POST /display-dataframeDisplay a Pandas DataFrame to the userDisplays a Pandas DataFrame by name for the user to view.
POST /generate-chartGenerate a data visualizationCreates a visualization (line, bar, scatter, histogram) based on input data.
POST /interpret-imageInterpret an uploaded imagePerforms text extraction or basic object recognition on the provided image.
POST /natural-language-queryRespond to natural language questionsProvides answers to user queries or guidance on data analysis and visualization.
원본 API 스키마
{
"openapi": "3.1.0",
"info": {
"title": "Data Visualization Expert",
"description": "API for performing data manipulations, visualizations, and basic image interpretations using `matplotlib`, Pandas, and text extraction.",
"version": "1.0.0"
},
"servers": [
{
"url": "https://localhost",
"description": "Local server for data analysis and visualization"
}
],
"paths": {
"/execute-python-code": {
"post": {
"operationId": "executePythonCode",
"summary": "Execute Python code",
"description": "Executes a Python script for data manipulation, analysis, or visualization.",
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"code": {
"type": "string",
"description": "The Python code to be executed."
}
}
}
}
}
},
"responses": {
"200": {
"description": "Successfully executed code",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"output": {
"type": "string",
"description": "The standard output or result of the code execution."
}
}
}
}
}
},
"400": {
"description": "Invalid input data or syntax error in code"
},
"500": {
"description": "Error during code execution or timeout"
}
}
}
},
"/display-dataframe": {
"post": {
"operationId": "displayDataframe",
"summary": "Display a Pandas DataFrame to the user",
"description": "Displays a Pandas DataFrame by name for the user to view.",
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"name": {
"type": "string",
"description": "A descriptive name for the DataFrame."
},
"dataframe": {
"type": "object",
"additionalProperties": {
"type": "array",
"items": {
"type": "string"
}
},
"description": "JSON representation of the Pandas DataFrame to be displayed."
}
}
}
}
}
},
"responses": {
"200": {
"description": "Successfully displayed DataFrame",
"content": {
"application/json": {
"schema": {
"type": "string",
"description": "Confirmation message or DataFrame identifier"
}
}
}
},
"400": {
"description": "Invalid DataFrame structure"
}
}
}
},
"/generate-chart": {
"post": {
"operationId": "generateChart",
"summary": "Generate a data visualization",
"description": "Creates a visualization (line, bar, scatter, histogram) based on input data.",
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"chart_type": {
"type": "string",
"enum": [
"line",
"bar",
"scatter",
"histogram"
],
"description": "Type of chart to generate."
},
"data": {
"type": "object",
"properties": {
"x": {
"type": "array",
"items": {
"type": "number"
},
"description": "Array of x-values for the chart."
},
"y": {
"type": "array",
"items": {
"type": "number"
},
"description": "Array of y-values for the chart."
}
}
}
}
}
}
}
},
"responses": {
"200": {
"description": "Successfully generated chart",
"content": {
"image/png": {
"schema": {
"type": "string",
"format": "binary"
},
"description": "Returns the generated chart as a PNG binary image."
}
}
},
"400": {
"description": "Invalid chart data or unsupported chart type"
},
"500": {
"description": "Error during chart generation"
}
}
}
},
"/interpret-image": {
"post": {
"operationId": "interpretImage",
"summary": "Interpret an uploaded image",
"description": "Performs text extraction or basic object recognition on the provided image.",
"requestBody": {
"required": true,
"content": {
"image/png": {
"schema": {
"type": "string",
"format": "binary",
"description": "PNG image file to be interpreted"
}
},
"image/jpeg": {
"schema": {
"type": "string",
"format": "binary",
"description": "JPEG image file to be interpreted"
}
}
}
},
"responses": {
"200": {
"description": "Successfully interpreted image",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"text": {
"type": "string",
"description": "Extracted text from the image, if available."
},
"objects": {
"type": "array",
"items": {
"type": "string"
},
"description": "List of recognized objects in the image, if applicable."
}
}
}
}
}
},
"400": {
"description": "Invalid or unsupported image format"
},
"500": {
"description": "Error during image interpretation"
}
}
}
},
"/natural-language-query": {
"post": {
"operationId": "naturalLanguageQuery",
"summary": "Respond to natural language questions",
"description": "Provides answers to user queries or guidance on data analysis and visualization.",
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "The natural language query or question to answer."
}
}
}
}
}
},
"responses": {
"200": {
"description": "Successfully generated response",
"content": {
"application/json": {
"schema": {
"type": "object",
"properties": {
"answer": {
"type": "string",
"description": "Response to the user’s question"
}
}
}
}
}
},
"400": {
"description": "Invalid or empty query"
},
"500": {
"description": "Error in generating response"
}
}
}
}
}
}