# Twitter/X Topic Insights (`easyapi/twitter-x-topic-insights`) Actor πŸ” Transform social media noise into actionable insights! This AI-powered actor analyzes hundreds of posts and comments to deliver comprehensive, authentic perspectives on any topic, helping you understand what people really think and feel. Perfect for market research and trend analysis. - **URL**: https://apify.com/easyapi/twitter-x-topic-insights.md - **Developed by:** [EasyApi](https://apify.com/easyapi) (community) - **Categories:** AI, Social media, Integrations - **Stats:** 32 total users, 0 monthly users, 100.0% runs succeeded, 1 bookmarks - **User rating**: No ratings yet ## Pricing $2,990.00 / 1,000 per results This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events. Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event ## What's an Apify Actor? Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases. In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours, and optionally produces a well-defined JSON output, datasets with results, or files in key-value store. In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server. Actors are written with capital "A". ## How to integrate an Actor? If asked about integration, you help developers integrate Actors into their projects. You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready. The best way to integrate Actors is as follows. In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md): ```bash pip install apify-client ``` In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md): ````bash # MacOS / Linux curl -fsSL https://apify.com/install-cli.sh | bash # Windows irm https://apify.com/install-cli.ps1 | iex ```bash In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md). If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md). For usage examples, see the [API](#api) section below. For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt). # README πŸ” Discover what people are saying about any topic with this powerful social media insights aggregator! This actor leverages advanced AI to analyze hundreds of social media posts and comments, delivering comprehensive, authentic insights about your query. #### Key Features: - πŸ€– AI-powered analysis of social media discussions - 🎯 Smart filtering of promotional and spam content - πŸ“Š Comprehensive insights extraction from posts and comments - πŸ’‘ Detailed, well-structured responses in markdown format - πŸš€ Fast processing with real-time updates #### Use Cases: - πŸ“± Social Media Research & Analysis - 🎯 Market Research & Consumer Insights - πŸ“ˆ Trend Analysis & Monitoring - πŸ—£οΈ Public Opinion Tracking - πŸ’Ό Brand Sentiment Analysis #### Benefits: - 🎯 Get authentic, unbiased insights from real social conversations - πŸ“Š Save hours of manual social media research - πŸ’‘ Uncover hidden trends and patterns - ✨ Receive well-structured, easy-to-read reports - πŸ”„ Regular updates with fresh content #### Output Format: - πŸ“ Structured markdown format - 🏷️ Clear section headings - πŸ“Š Organized insights - πŸ’¬ Direct quotes and examples - πŸ“ˆ Trend summaries Perfect for marketers, researchers, analysts, and anyone looking to understand public opinion on any topic! Get started now and unlock valuable social insights! πŸš€ #### Input Example A full explanation of an input example in JSON. ```json { "query": "Best countries for digital nomads" } ```` #### Output sample The results will be wrapped into a dataset which you can always find in theΒ **Storage**Β tab. Here's an excerpt from the data you'd get if you apply the input parameters above: And here is the same data but in JSON. You can choose in which format to download your data: JSON, JSONL, Excel spreadsheet, HTML table, CSV, or XML. ```json [ { "query": "Best countries for digital nomads", "data": { "format": "markdown", "heading": "Output", "response": "### Best Countries for Digital Nomads\n\nThe topic of the best countries for digital nomads is a popular discussion on social media platforms like Twitter/X, where users share their experiences and opinions. Based on the synthesis of various posts and comments, several countries frequently emerge as top destinations for digital nomads, each offering unique advantages and challenges.\n\n#### Popular Destinations\n\n1. **Portugal**: Portugal, particularly Lisbon and Porto, is often highlighted for its vibrant culture, affordable cost of living, and strong digital infrastructure. The country offers a welcoming environment for digital nomads, with numerous coworking spaces and a growing community of remote workers. The mild climate and scenic landscapes add to its appeal.\n\n2. **Thailand**: Known for its affordability and exotic appeal, Thailand, especially cities like Chiang Mai and Bangkok, is a favorite among digital nomads. The low cost of living, delicious cuisine, and friendly locals are frequently mentioned. However, some users note challenges with internet reliability in more remote areas.\n\n3. **Bali, Indonesia**: Bali is celebrated for its beautiful landscapes and laid-back lifestyle. The island offers a range of coworking spaces and a strong community of digital nomads. While the cost of living is generally low, some users point out that certain areas can be tourist-heavy, which might affect the local experience.\n\n4. **Mexico**: Mexico City and Playa del Carmen are popular for their vibrant culture, affordable living, and proximity to the United States. The country offers a rich cultural experience and a variety of environments, from bustling cities to serene beaches. Safety concerns are occasionally mentioned, but many find the benefits outweigh the risks.\n\n5. **Estonia**: Estonia is praised for its e-residency program, which simplifies business operations for digital nomads. The country is known for its advanced digital infrastructure and innovative tech scene. However, the colder climate might not appeal to everyone.\n\n#### Common Themes\n\n- **Cost of Living**: Affordability is a significant factor for digital nomads, with many seeking destinations where their income can stretch further.\n- **Community and Networking**: The presence of a strong digital nomad community is crucial for networking and socializing, making destinations with established communities more attractive.\n- **Internet Connectivity**: Reliable internet is a non-negotiable requirement, influencing the choice of destination significantly.\n- **Quality of Life**: Factors such as climate, safety, and cultural experiences play a vital role in determining the best countries for digital nomads.\n\n#### Conflicting Opinions\n\nWhile there is a consensus on the benefits of these destinations, opinions vary regarding personal preferences such as climate, cultural fit, and lifestyle. Some users prioritize vibrant city life, while others seek tranquility and nature. Additionally, visa regulations and political stability are also points of contention, influencing individual choices.\n\nIn conclusion, the best countries for digital nomads offer a blend of affordability, community, and quality of life, with each destination providing unique advantages that cater to different preferences and needs." } } ] ``` # Actor input Schema ## `query` (type: `string`): Enter the topic or question you want to analyze ## Actor input object example ```json { "query": "Best countries for digital nomads" } ``` # API You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup. ## JavaScript example ```javascript import { ApifyClient } from 'apify-client'; // Initialize the ApifyClient with your Apify API token // Replace the '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "query": "Best countries for digital nomads" }; // Run the Actor and wait for it to finish const run = await client.actor("easyapi/twitter-x-topic-insights").call(input); // Fetch and print Actor results from the run's dataset (if any) console.log('Results from dataset'); console.log(`πŸ’Ύ Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`); const { items } = await client.dataset(run.defaultDatasetId).listItems(); items.forEach((item) => { console.dir(item); }); // πŸ“š Want to learn more πŸ“–? Go to β†’ https://docs.apify.com/api/client/js/docs ``` ## Python example ```python from apify_client import ApifyClient # Initialize the ApifyClient with your Apify API token # Replace '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "query": "Best countries for digital nomads" } # Run the Actor and wait for it to finish run = client.actor("easyapi/twitter-x-topic-insights").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print("πŸ’Ύ Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"]) for item in client.dataset(run["defaultDatasetId"]).iterate_items(): print(item) # πŸ“š Want to learn more πŸ“–? Go to β†’ https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "query": "Best countries for digital nomads" }' | apify call easyapi/twitter-x-topic-insights --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=easyapi/twitter-x-topic-insights", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "Twitter/X Topic Insights", "description": "πŸ” Transform social media noise into actionable insights! This AI-powered actor analyzes hundreds of posts and comments to deliver comprehensive, authentic perspectives on any topic, helping you understand what people really think and feel. Perfect for market research and trend analysis.", "version": "0.0", "x-build-id": "osBl8ZhIYjdUBMqDS" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/easyapi~twitter-x-topic-insights/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-easyapi-twitter-x-topic-insights", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/easyapi~twitter-x-topic-insights/runs": { "post": { "operationId": "runs-sync-easyapi-twitter-x-topic-insights", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/easyapi~twitter-x-topic-insights/run-sync": { "post": { "operationId": "run-sync-easyapi-twitter-x-topic-insights", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } } }, "components": { "schemas": { "inputSchema": { "type": "object", "required": [ "query" ], "properties": { "query": { "title": "Search Query", "type": "string", "description": "Enter the topic or question you want to analyze", "default": "Best countries for digital nomads" } } }, "runsResponseSchema": { "type": "object", "properties": { "data": { "type": "object", "properties": { "id": { "type": "string" }, "actId": { "type": "string" }, "userId": { "type": "string" }, "startedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "finishedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "status": { "type": "string", "example": "READY" }, "meta": { "type": "object", "properties": { "origin": { "type": "string", "example": "API" }, "userAgent": { "type": "string" } } }, "stats": { "type": "object", "properties": { "inputBodyLen": { "type": "integer", "example": 2000 }, "rebootCount": { "type": "integer", "example": 0 }, "restartCount": { "type": "integer", "example": 0 }, "resurrectCount": { "type": "integer", "example": 0 }, "computeUnits": { "type": "integer", "example": 0 } } }, "options": { "type": "object", "properties": { "build": { "type": "string", "example": "latest" }, "timeoutSecs": { "type": "integer", "example": 300 }, "memoryMbytes": { "type": "integer", "example": 1024 }, "diskMbytes": { "type": "integer", "example": 2048 } } }, "buildId": { "type": "string" }, "defaultKeyValueStoreId": { "type": "string" }, "defaultDatasetId": { "type": "string" }, "defaultRequestQueueId": { "type": "string" }, "buildNumber": { "type": "string", "example": "1.0.0" }, "containerUrl": { "type": "string" }, "usage": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "integer", "example": 1 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } }, "usageTotalUsd": { "type": "number", "example": 0.00005 }, "usageUsd": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "number", "example": 0.00005 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } } } } } } } } } ```