How to efficiently complete 100,000-level American TG data screening? Task splitting, deduplication, notification and export guide

When dealing with overseas marketing to the North American market, US TG data (that is, Telegram numbers registered and active in the United States) is an indispensable resource for private message promotion, community recruitment, and targeted advertising testing. When the data scale reaches more than 100,000, how to scientifically split tasks, avoid repeated testing and waste of balances, obtain results in a timely manner and export them efficiently becomes the key to operation and maintenance efficiency.

This article will combine the functional features of the KK-DATA screening platform to explain the complete screening process of a batch of 100,000-level US Telegram data from a practical level, including the principles of task splitting, use of deduplication warehouses, notification configuration and export techniques.

What is US TG data? Why is bulk screening needed?

The so-called US TG data usually refers to a collection of numbers whose country the Telegram account belongs to or whose common IP geographical location is the United States. For overseas business, the U.S. market has high traffic quality and strong consumer willingness, and is a key target area in areas such as e-commerce, financial technology, and social software promotion.

In actual operations, the original number list often contains a large number of invalid, unregistered Telegram, long-term offline or non-target gender numbers. Therefore, the need for bulk screening of US Cable Data is clear:

• Eliminate numbers that are not registered on Telegram
• Filter active users online within the last 7 days or 30 days
• Identify male/female users for targeted promotion
• Export tgid for subsequent API calls or private group invitations

When the amount of data reaches 100,000 levels, a single manual processing is no longer realistic, and you must rely on an automated screening platform and reasonable task orchestration.

Typical uses of US TG data

1. Private message marketing: Send promotional messages in batches to active users in the United States. If the number is not registered or has been logged out, the quota will be wasted.
2. Community Attraction: Introduce selected active users into private groups to increase community activity.
3. Targeted promotion: Combine the gender and age fields (such as the age field in the gender detection result) to carry out differentiated push to people around 30 years old.

Why should we pay attention to the activity and gender fields?

• Active window (7 days/30 days): directly determines the reach rate. In large batches of tasks, the activity level filters out a large number of “zombie accounts” and improves the conversion rate.
• Gender Recognition: Prevent invalid contacts. KK-DATA’s Telegram filter supports gender detection and returns fields including gender, age, etc. to facilitate refined operations.

How to split the 100,000-level American TG data into multiple subtasks?

KK-DATA can submit up to about 1 million numbers in a single number screening task, but for 100,000-level data (such as 200,000-500,000 numbers), reasonable splitting is still recommended. The purpose of splitting is to reduce the risk of failure of a single task and facilitate monitoring of progress and partial retry.

Splitting Principles and Recommended Batch Sizes

Total data size	Recommended batch size	Recommended number of batches
100,000 items	100,000 × 1 batch	1 batch (direct submission)
300,000 items	100,000 × 3 batches	3 batches
500,000 items	100,000 × 5 batches	5 batches
1 million items	200,000 × 5 batches	5 batches

Operating steps:

1. Split the number list into files (such as batch1.csv, batch2.csv…) in Notepad or Excel.
2. Submit to the KK-DATA console one by one (https://app.kkdata.cc/）。
3. Check the balance and estimated fees before submitting each batch of tasks (the estimated deductions will be displayed on the task submission page of the console).

How to use the global number generation module to prepare number sources in advance

KK-DATA provides free global number generation function. If you don’t have a ready-made list of US numbers, you can use the generation module directly:

1. Enter the console → Global Number Generation.
2. Select the country as “United States” and specify the number range (or randomly generate it).
3. Download the CSV after generation. These numbers are potential Telegram registration numbers.
4. Submit the generated number directly to the screening task to complete the “Generate → Filter” pipeline.

This generation function is free, and only screen number detection is deducted on a per-item basis (see the real-time price on the console for details).

How to use data deduplication warehouse to avoid repeated detection and wasting balance?

When submitting across batches, if batch A and batch B contain the same number, repeated testing will cause a waste of balance. KK-DATA provides the data deduplication warehouse function: you can import the detected numbers into the warehouse and automatically deduplicate them before submitting new tasks.

Best Practice:

• Every time a batch of screening is completed, the numbers of this task are immediately exported and uploaded to the deduplication warehouse.
• When the next batch of tasks starts, select “Exclude from duplicate warehouse” to avoid repeated detection.
• The deduplication warehouse is an independent data space and does not affect other users.

How to receive notification in time after the task is completed?

The task of screening large batches of numbers takes a long time (100,000 items may take tens of minutes to several hours), so it is not recommended to refresh the page all the time. KK-DATA supports notification via Telegram bot:

1. Bind your Telegram account in the console (need to add robot https://t.me/kkdata_robot as a friend).
2. When submitting a task, check “Notify via Telegram” in the “Task Notification” tab.
3. After the task is completed, the robot will actively send the result link. Click to view the details in the console.

This method is suitable for running multiple tasks in batches without being on duty.

How to export filter results? What formats are supported?

After the task is completed, you can download the filter results. Supports multi-format export to facilitate subsequent processing.

Export field description (subject to the console)

Different detection types have different export fields. Taking Telegram screen number as an example, common fields include:

• tg activation (whether to register Telegram): Yes/No
• tg active (including active window, such as active for 7 days): Yes/No
• Gender: male/female
• Age: Integer age value (can be used for analysis such as interpreting people around 30 years old)
• tgid: Telegram user’s unique ID, which can be used for API calls
• Avatar link etc.

Multi-task merge export skills

After splitting the task, you will get multiple CSV files. Merge method:

1. Download the CSV files of all batches to the local computer.
2. Use Excel’s “Power Query” or Python’s pandas library to perform vertical merging.
3. After merging, use tgid or mobile phone number as the primary key to remove duplication (although it has been processed in the deduplication warehouse, it is more secure to verify it again on the client).

What are the considerations and best practices for bulk screening?

1. Balance estimate: The console will display the estimated cost before submitting the task. It is recommended to keep at least 20% of the balance to prevent the task from being interrupted due to insufficient balance in the middle.
2. Deposit Strategy: KK-DATA supports anonymous deposit of USDT (TRC20), with a minimum of about 50 USDT. It is recommended to recharge a sufficient amount at one time to avoid frequent recharges.
3. Avoid peak periods: The detection speed may be faster during US working hours (UTC-5 9:00–17:00), but the system load is also high. Submissions during off-peak periods result in shorter queue times.
4. Two-way contact customer service: If the task is abnormal (such as some numbers are not detected), you can contact the robot https://t.me/kkdata_robot for help, and two-way messages are supported.
5. Data Security: After the screening is completed, the number list will be deleted from the platform in a timely manner (the console supports deletion of task data).

FAQ

**Q: How many batches of 100,000-level American TG data need to be split? **

Answer: It is recommended to divide the tasks into batches based on the upper limit of a single task (about 1 million items) and the balance. If the total amount of data is 200,000, you can submit a batch directly. If it is 500,000 pieces, it can be divided into 3-5 batches, each batch is 100,000-200,000 pieces. Submit a small batch for testing first, and then submit the remaining batches in batches after confirming that the test type and balance are correct.

**Q: How to remove duplicates from screening results of different batches? **

Answer: Use KK-DATA’s “data deduplication warehouse” function. Before submitting a new batch, upload the list of numbers for the tested batches to the warehouse. When submitting a new task, check “Exclude from the duplicate warehouse”. The system will automatically skip the numbers that have been tested and will not deduct fees repeatedly. For detailed operating documentation, see https://docs.kkdata.cc/。

**Q: What are the notification methods after the task is completed? **

A: The platform supports notifications via Telegram bot. Bind the robot when submitting the task (https://t.me/kkdata_robot），完成后自动推送结果链接。也可以返回控制台的任务列表手动查看状态。两种方式配合使用，大批量任务不必一直刷新页面。

**Q: What does “activity” specifically mean in US TG data screening? **

Answer: Activity refers to whether the number has had online activities (such as sending and receiving messages, logging into the client, etc.) within the specified time window. KK-DATA supports customizing the active window, and you can choose the last 7 days, 14 days, 30 days, etc. Screening out “7-day active” users, the reach rate is much higher than the full number.

**Q: What data does the export result contain? **

Answer: Depending on the checked detection type, the export results may include: tg activation status, active status (yes/no + active window), gender (male/female), age (integer), tgid, avatar link, etc. The specific fields are subject to the console export list. Supports CSV and TXT formats, you can choose by yourself.

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If you are facing the need to screen large quantities of US TG data, you might as well try KK-DATA’s pay-as-you-go billing model. No need to subscribe to a package, you pay as you use, suitable for flexible scenarios from a few thousand to millions.

👉Log in to the console to start screening numbers Two-way contact customer service: https://t.me/kkdata_robot View full document: https://docs.kkdata.cc/ Official website homepage: https://kkdata.cc/