AI data collectionThe following are some common AI data collection methods:
* * 1. Collect perpetual calendar data on Jiyilian platform (for specific needs)**
1. * * Collection process **
- Ji Yilian could obtain data through the perpetual calendar's relevant APIs, then process the obtained data, and then transfer the processed data to the database. During the configuration of the OP ENapi channel, you can fill in the perpetual calendar api and the required request parameters. The "inputBody" in the source represents the input of the Jiyilian api. The input fields of this channel are not business attribute fields, such as type, client, and token, which can be realized through the script function of the Jiyilian platform.
2. * * Customer Value **
- It realized the automatic transmission of data from the perpetual calendar network to the local database, making it convenient to obtain the data needed by the AI system. Most of the API-related ports can be directly used by the Open Interface Port of the Jiyilian platform. Data acquisition and writing (you can use the database port of the Jiyilian platform) only need simple configuration, and there is no need to develop relevant ports, saving costs. Furthermore, the platform was completely privatised, ensuring data security and perfect log management for easy operation and maintenance.
* * 2. Crawl 4AI tool collects webpage data **
1. * * Specialties **
- * * Powerful functions **: You can crawl multiple urls at the same time, extract media tags (images, audio, video), extract internal and external links, extract page meta-data, customize hooks (authentication, header, page modification), customize user agent, screenshot the page, execute custom javelin, multiple blocking strategies (theme, regular, sentence), advanced extraction strategies (Cosin Cluster, llm).
- * * Performance first **: The core design principle is speed. It can quickly process a large number of links and resources to ensure the efficiency of parallel crawling.
- * * Easy to install **: There are pip installation, Docker local server, Docker Hub pre-built images, and other installation methods.
- * * Open Source Community **: This is an open source project. Community contributions are welcome.
* * 3. Aopeng Data Collection Service **
It has 290 + language resources and a team of 1 million people worldwide. It provides comprehensive customized data collection services and can provide high-quality data support for AI deployment, including image data collection.
* * 4. Hai Tian Rui Sheng's data collection (for AI training data sets)**
1. * * Intelligent voice **
- * * Design phase **: Design the training data set structure, the language material text or dialogue scene for the speaker to read and record, the distribution of speakers, the recording equipment scene, etc.
- * * Collection segment **: define a suitable speaker, select recording equipment and software, organize the speaker to read aloud and record the audio.
- * * Processing segment **: Split the audio file, label various sound features, and form a text and annotation file with timestamps and feature tags.
- * * Quality inspection **: perform quality inspection on the data set, such as checking the pronunciation and character compatibility, marking accuracy, etc. You can also perform processing and quality inspection on the raw audio files provided by the customer, and finally form the intelligent voice training data set.
2. * * Computer Vision **
- * * Design phase **: Design the training data set structure.
- * * Collection Stage **: define suitable faces, actions, and scenes as the collection objects, and organize the person to be collected to take photos and record videos according to the requirements.
- * * Processing segment **: dotting, framing, splitting, and marking images and video files.
- * * Quality inspection **: perform quality inspection on the data set, such as checking whether the image and video file format is correct, checking whether the lighting environment and the number of object types meet the requirements, and whether the accuracy of the marking box meets the requirements. You can also process and quality inspect the image and video files provided by the customer, and finally form the computer vision training data set.
3. * * Natural language processing **
- * * Design phase **: Design the training data set structure.
- * * Collection Stage **: Collect or compile natural language texts, conversations, and other data.
- * * Processing Stage **: perform word separation, part-of-speech tagging, grammar tagging, emotional attribute tagging, etc. on natural language text data.
- * * Quality inspection **: perform quality inspection on the data set, such as checking whether the text, part of speech, or semantics are accurate. You can also perform processing and quality inspection on the natural language text provided by the customer, and finally form a natural language training data set.
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Collection and production of cultural relics dataThe following is the situation related to the collection of cultural relics data:
- In the fourth national cultural relics survey, the Culture and Travel Bureau of Jinpu New District of Dalian actively participated. Their survey team carried out on-the-spot inspection and collection of information on immovable cultural relics in the area. They maintained a rigorous attitude, carefully measured the size, recorded the characteristics of cultural relics, investigated the surrounding environment, and communicated with local residents to obtain more clues. For example, the survey team would carry out relevant work on immovable cultural relics such as the Qu's Well, the Deputy General's Yamen Office, and Yan Fusheng's former residence. They would also carry out on-the-spot investigations on 294 immovable cultural relics in the entire region, thoroughly investigate them, and report basic data. The survey began in November 2023 and ended in June 2026. It was divided into three stages. The identified and registered immovable cultural relics would be re-examined, while the newly discovered immovable cultural relics would be investigated, identified and registered. The contents covered the names of the objects, spatial locations, protection levels, and many other aspects.
- In the fourth national cultural relics survey in Bayuquan, the members of the survey used professional equipment to collect the data of immovable cultural relics. For example, during the on-the-spot survey at Tiehan Mountain in Hejiagou, the members of the survey used mobile devices to record the coordinate information of the location of the cultural relics, and analyzed the collected samples to determine the age of the cultural relics.
Although there was no comprehensive and independent detailed description of the data collection and production of cultural relics in the Dalian, some of the work progress, methods, and significance of the collection of cultural relics in the Dalian could be learned from the data collection activities of these cultural relics.
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3D Scanning Data Collection of Museum RelicsThe collection of 3D scanning data of cultural relics is an important part of building 3D models of cultural relics. The following is the relevant process:
###1. Device Selection
1. ** Blue-ray Artec Space Spider scanner **: It can be used to collect the original 3D data of cultural relics. The image information can be fed back through computer imaging, and then the angle of the cultural relics can be adjusted or the position of the scanner can be moved according to the information. This can obtain the complete data information of cultural relics in all directions and quickly obtain accurate 3D data.
2. ** Zeiss Hand-held 3D scanner **: This scanner can be used to obtain data from the higher and lower parts of the monument cultural relics (areas that are difficult to reach with the ground installation equipment). It can also be used with a high-definition single-lens reflex camera to shoot from multiple angles to obtain high-definition texture data of the monument.
3. **Faro High-precision 3D scanner **: It is suitable for scanning stone inscriptions and pictures to obtain clear 3D carving information and texture data. During the scanning process, the scanning progress and scanning data quality can be seen in real time through the software.
###2. Points to note during collection
1. ** Complete and accurate data **: Complete and accurate data is the key goal of data collection.
2. ** Follow the safety principle of cultural relics **: Since cultural relics are precious and cannot be restored after being destroyed, non-contact measurement methods must be used during the collection process (for example, the use of the above scanner is non-contact) to avoid damage to cultural relics.
###III. Special circumstances of collecting different types of cultural relics
1. ** Monument relics **: The surface of the monument may be damaged, and the outdoor monument is affected by environmental factors (such as light, wind and rain). When collecting, appropriate equipment and technical means should be used to address these problems. For example, non-contact collection methods should be used, and different detectors should be used to obtain data from different parts and contents.
2. ** Other cultural relics **: Precious cultural relics such as the divine tree pattern jade cong unearthed from the Sanxing Dui, if 3D scanning data collection is carried out, it is also necessary to use high-precision scanning equipment to obtain detailed information such as shape, texture, color, etc. under the premise of ensuring the safety of the cultural relics.
###4. Usage after collection
The collected data could be used to establish digital archives of cultural relics, providing a basis for cultural relics protection, restoration, digital display (such as virtual reality, augmented reality display platform), education science (combining 3D printing technology to make replicas for exhibition, teaching, etc.), etc. At the same time, the collected data could also be used for data analysis, orthophoto imaging, restoration and reconstruction.
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Celebrating the Year Game Pinch Face Data CollectionJoy of Life's face data collection included the face code for both male and female characters. The following is some sample code for Joy of Life:
Male Character:
1. The white-haired man in the bamboo hat: QYN#1CyLVLmJr76#IDs
2. Sunglasses Man: QYN#1VhIzlSto07#JQ
3. Foreign Man: QYN#1CyLVLmJr76#IDs
Female Character:
1. Fresh Goddess: QYN#1VhIzl6ao0C#JQ
2. Mask Cat Girl: QYN#1VhIzl7aOim#JQ
The data could be entered by clicking the import button in the upper right corner of the face pinching interface. Players could import different face shapes according to these codes. At the same time, they could also adjust the facial features, clothing, hairstyle, accessories, and other details of the default face to create an image that was unique to them. Please note that the above data is for reference only. Players can adjust and modify it according to their personal preferences.
Python big data collection and mining e-bookHere are some possible ways to find Python big data collection and mining e-books:
- You can enter "Python Big Data Collection and Mining e-book" in the search engine to check the relevant e-book resources in the search results. Some may be provided for free, and some may need to be purchased.
- Check online book platforms, such as Dangdang, Jingdong Books, and other online bookstores, and search for e-books related to Python Big Data Collection and Mining.
In addition, he could also check some open source e-book platforms to see if there were users sharing e-book resources on related topics, but he had to ensure the legitimacy and security of the resources.
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The Data Collection of the Cultural Relics and Archeology Work in Anhui ProvinceThe archaeological work of the cultural relics in Anhui Province involved many aspects:
** 1. Archeological Project **
1. ** Major Project Example-Archeology of Wuwang Dun Tomb in Huainan **
- The archaeological excavation of the outer chamber was progressing in an orderly manner. The excavation of the four side chambers in the north and west had been completed, while the excavation of the first and second chambers in the east was still in progress. More than 3000 cultural relics and a large number of animal and plant remains have been extracted.
- The cultural relics unearthed from different side rooms have their own characteristics. For example, although the first and second rooms in the north were seriously robbed, more than 600 pieces (groups) of artifacts were still extracted, most of which were stringed instruments such as zither and lyre. The beams of the chime bell frame were preserved completely and consistent with the number of bronze chime bells recovered. Lacquer boxes, ear cups and other artifacts, jade walls, a large number of copper arrows, etc. were unearthed from the first and second rooms in the south. The relics of the first and second rooms in the west were mainly lacquer wood figurines, as well as wooden carts, musical instruments and a small number of bamboo slips. The first room in the east was mainly made of bronze, and more than 150 pieces (sets) had been extracted. The combination of bronze ritual vessels was completely preserved, and there were also lacquer wood dining utensils.
2. ** Management and coordination of archaeological work **
- The archeology department of the Provincial Department of Culture and tourism is responsible for coordinating and guiding the planning and implementation of major archaeological projects, investigations, and topics, guiding the province's archaeology and archaeological unearthed cultural relics, undertaking the protection, management, and utilization of ancient sites and ancient tombs, and coordinating the transfer of archaeological unearthed cultural relics.
- The Cultural Relics Bureau of Anhui Province is responsible for the management of the archaeological excavation and scientific research of cultural relics in the province, reviewing and reporting the active excavation plan, organizing archaeological teams to cooperate with the archaeological excavation in key construction projects and coordinating the relationship between relevant departments, identifying the qualifications of archaeological exploration units and team leaders, inspecting and guiding the field archaeological excavation sites and appointing the unearthed cultural relics collection units.
** 2. Relic Protection **
1. ** Protective measures at the scene-Take the tomb of King Wudun in Huainan as an example **
- Build an fogging spray system at the archaeological excavation site to control the micro-environment in the coffin chamber to prevent cracking and distortion of organic cultural relics such as coffin plates and lacquer wood due to temperature rise and water vapor.
- Take emergency protection measures in time for all kinds of cultural relics extracted indoors, such as storing the samples of organic cultural relics that are prone to decay in the low-oxygen sterilization chamber, controlling humidity and oxygen to slow down their deterioration speed; Carry out cleaning and wetting treatment for a large number of extracted wooden figurines, and use silk protein technology to reinforce the fabric on the surface of the clothes figurines in place; Use curved micro-area X-ray fluorescence analyzer to extract information from the lacquer ware patterns and patterns to provide evidence for subsequent restoration.
2. ** Multidisciplinary research collaboration **
- Carry out animal and plant remains identification and residue analysis through cross-disciplinary and multi-platform collaboration. In the archeology of the tomb of Wuwang Dun in Huainan, more than 10 kinds of animals such as cattle, pigs and dogs were identified as animal bones. Melons and nuts such as gourds and melons, crops such as millet, millet and rice, spice crops such as pepper and mallow, as well as the traditional Chinese medicine plant Evodia rutaecarpa were identified.
** 3. Exhibition and utilization of archaeological results **
- For example, during the May Day holiday in Huainan City, the Huainan City Museum held an exhibition of pictures of the excavation progress of Wuwangdun and some physical objects to introduce the latest archaeological progress of Wuwangdun Tomb to the public.
- An expert meeting was also organized in Anhui Province to discuss the age, nature, and value of the tomb. Experts believed that the unearthed cultural relics had the typical characteristics of Chu culture in the late Warring States Period, and the tomb owner might be King Kaolie of Chu. These archaeological achievements played an important role in promoting the creative transformation and innovative development of Chinese excellent traditional culture.
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Data analysts and data analystsData analysts and data analysts were both related to data processing and analysis, but there were some differences in responsibilities.
** 1. Data analyst **
1. ** Job responsibilities **
- He was responsible for the technical management in the early stages of the project, controlling the data processing process during the project, constructing data analysis models, and assisting researchers in data analysis and mining.
- For example, in the job requirements of Guangzhou Zero Data Technology Co., Ltd., it was required to have a more comprehensive participation in the data-related work of the project, from the early stage to the management and technical support in the process.
2. ** Basic Requirements **
- Usually, bachelor's degree is required, and major in statistics or applied statistics is preferred. They needed to have relevant data analysis and mining work experience, master data analysis tools, love data work and have the spirit of research. At the same time, they also needed to have good communication and teamwork skills, as well as strong ability to withstand pressure.
3. ** Skill Requirement **
- It emphasized the full participation in the project data work process, and had certain requirements in data-related technology. It focused on basic analysis and mining work, and had certain responsibilities for the technical management of the project itself.
** 2. Data analyst **
1. ** Job responsibilities **
- Data analysts in different industries specialized in collecting, organizing, and analyzing industry data. They also made industry research, assessments, and predictions based on the data to provide recommendations to decision makers.
- For example, the data science team in the ByteDance Management Office (docking the TikTok business) should have a clear understanding of the TikTok ecosystem, and make data-driven business decisions by analyzing user behavior, author supply, and platform ecological output business cognition; Build business analysis or machine learning models and continuously optimize them; Carry out data report presentation and data product design; Meet the data needs of the business side and the team; To provide data support for strategic decisions.
2. ** Skill Requirement **
- They needed to have a deep understanding of the industry and be able to dig out valuable information from industry data for research, evaluation, and prediction. In addition to basic data analysis skills, they also needed to have the ability to build higher-level business analysis or machine learning models. They also needed to closely link data with business decisions to provide a basis for high-level decisions such as company strategies.
3. ** Current Development Status and Requirements **
- In the current job market, companies were constantly demanding data analysts. In the past, you only needed to master some basic tools such as Excel and SQL database to get a good job. However, by 2024, in addition to basic tools such as mysvl and Python, you also need to understand statistics, data cleaning, modeling, algorithms, and other knowledge. Moreover, more and more enterprises and institutions required data analysts to be certified (such as CDA certification). At the same time, due to the trend of digitizing basic positions, the competition for data analysts was more intense. If they wanted to stand out in this position, they had to be in the top 5% of the practitioners.
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