CN115317304A - Intelligent massage method and system based on physiological characteristic detection - Google Patents
Intelligent massage method and system based on physiological characteristic detection Download PDFInfo
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Abstract
The invention provides an intelligent massage method and system based on physiological characteristic detection, wherein the method comprises the following steps: extracting facial blood flow parameter information through face detection, processing and analyzing to obtain physiological and psychological state data; tongue manifestation information data are obtained through tongue coat detection; analyzing personal information data and other data of a user; integrating and analyzing physiological and psychological state data, tongue picture information data, personal information data and other data, and providing health recuperation suggestions by combining one or more methods of an artificial intelligence AI algorithm, a machine learning optimal algorithm model, a Chinese and western medicine combined analysis, intelligent Chinese medicine inquiry and intelligent medical treatment; the function customized intelligent massage program for the massage equipment is automatically matched in combination with the massage equipment. According to the invention, through integrating and analyzing the health information data of the user, the functional customized intelligent massage program is automatically matched to the massage equipment, so that better experience is brought to the user.
Description
Technical Field
The invention relates to the technical field of intelligent health care, in particular to an intelligent massage method and system based on physiological characteristic detection.
Background
Along with the improvement of living standard of people, health care massage equipment is gradually popularized, including the appearance of a massage chair, which changes the way of enjoying life of people, the former relaxation experience which can be enjoyed only by a special massage shop needs to be enjoyed, the experience can be realized just without going out of a home, and the health care massage equipment can be continuously used at low cost anytime and anywhere; the consumption cost is saved, and a large amount of labor force is also saved; massage chairs have been provided in many public places as well as in some people's homes.
The existing massage equipment industry is in a high-speed development stage, but the existing massage equipment also has the defects that: the detection of the body data of the user is contact type, the muscle tissue of the user is easily damaged by the contact type detection, the skin is easily scratched by the strong and hard movement of the massage contact, the discomfort of the user is caused, and the user experience is influenced; in addition, the collected information data is not comprehensive, and the health condition of the user cannot be analyzed completely and objectively.
Therefore, it is necessary to improve the existing massage data detection, acquisition and analysis method to solve the problem of poor user experience.
Disclosure of Invention
In view of the above, the invention provides an intelligent massage method and system based on physiological feature detection, which are used on a massage chair, and aim to overcome the defects in the prior art, and the intelligent massage method and system adopt a non-contact way of facial recognition to combine with personal information for detection and obtain personalized accurate recommendation, and can combine with feedback opinions for optimization of a massage program.
The invention provides an intelligent massage method based on physiological characteristic detection, which is applied to massage equipment and comprises the following steps:
s1, extracting facial blood flow parameter information based on a spectral optical imaging technology through face detection, and performing calculation processing and analysis by adopting neuroscience, psychology and machine learning methods to obtain multiple physiological and psychological state data;
the technology of spectral optical imaging (TOI) for detecting human face is a technology for extracting human face skin blood flow information based on video and further detecting human emotion by machine learning modeling, and the main technical principle is as follows: light is not reflected immediately on the face because the skin is translucent and light penetrates the skin, but the light enters the skin beneath the skin and encounters two proteins: brown melanin and red hemoglobin, some light rays are absorbed after contacting two kinds of proteins, some light rays are reflected from the skin, the reflected light rays can be captured by a camera, a photosensitive device of the camera is sensitive to photons in the light rays, the light emitting frequencies of different photons are different, the photosensitive device of the camera receives different photons, the photon results of the reflected light rays of the two kinds of proteins can be separated through signal processing of a background, only information reflected by the hemoglobin is left after separation, pictures within a period of time (such as about 30 seconds) are connected, and fluctuation of the hemoglobin can be seen through a background AI, namely change of blood flow;
based on a blood spectrum optical imaging technology, the facial blood flow information of a person can be remotely extracted in a non-contact manner by using a camera, then the blood flow information is extracted by identifying a key detection area through blood spectrum optical imaging, and finally the physiological and psychological states of the person to be detected are analyzed and predicted;
uploading various facial blood flow parameter information extracted through the video instead of the original video in the process of extracting the facial blood flow information of the person, so that the personal privacy safety of the person to be detected can be protected to the greatest extent;
s2, tongue manifestation information data are obtained through tongue coating detection, the diagnosis and the identification of the health condition are assisted, and a corresponding disease conditioning scheme is given;
s3, analyzing personal information data and other data of the user;
the personal information data and other data include: sex, birthday, height, weight, whether smoking, whether drinking, whether hypertension exists, whether taking medicine for treating blood pressure, whether diabetes exists, exercise state, weather condition, whether empty stomach;
s4, integrating and analyzing the physiological and psychological state data, the tongue picture information data, the personal information data and other data, and providing health care suggestions by combining one or more methods of artificial intelligence AI algorithm, machine learning optimal algorithm model, chinese and western medicine combined analysis, intelligent Chinese medicine inquiry and intelligent medical treatment;
and S5, automatically matching a function customized intelligent massage program for the massage equipment according to the data information obtained by the integration analysis and by combining the massage equipment.
Further, the physiological and psychological state data of the S1 step includes: one or more of blood pressure, blood oxygen, heart rate, respiratory rate, psychological stress, fatigue index, and soreness index.
Further, the method for obtaining tongue image information data by tongue coating detection in the step S2 includes: based on massive tongue picture big data, preprocessing the detected data of the tongue picture, extracting the color representative color of the tongue picture, extracting the color and texture characteristics of the tongue picture, and designing a tongue picture tongue coating segmentation and tongue body image classification model.
Further, the function customized intelligent massage program of the step S5 is sent to a massage device through Bluetooth for use by a user.
Further, the massage manipulation of the intelligent massage method comprises: and performing finger pressing, kneading, beating and knocking, and selecting one or more massage manipulation combinations according to the personal information data.
Furthermore, the adjustable parameters of the intelligent massage method comprise massage time, massage intensity, massage times, massage speed and massage part accuracy, one or more combinations of the adjustable parameters form a massage recommended combination, and the massage recommended combination with more historical massage times is used as a massage recommended combination for the prior next massage.
The invention also provides an intelligent massage system based on physiological characteristic detection, which executes the intelligent massage method based on physiological characteristic detection, and comprises the following steps:
the face detection module: facial blood flow parameter information is extracted through face detection based on a blood spectrum optical imaging technology, and multiple items of physiological and psychological state data are obtained through calculation processing and analysis by adopting a neuroscience, psychology and machine learning method;
a tongue coating detection module: the system is used for obtaining tongue manifestation information data through tongue coating detection, assisting in diagnosing and identifying physical health conditions and providing a corresponding disease conditioning scheme;
personal information data and other data analysis module: for analyzing personal information data and other data of a user;
an integration analysis module: the system is used for integrating and analyzing the physiological and psychological state data, the tongue picture information data and the personal information data and other data, and providing health care suggestions by combining one or more methods of artificial intelligence AI algorithm, machine learning optimal algorithm model, chinese and western medicine combined analysis, intelligent Chinese medicine inquiry and intelligent medical treatment;
the matching function customized intelligent massage program module: the intelligent massage program is used for automatically matching the function customized intelligent massage program for the massage equipment according to the data information obtained by the integration analysis and by combining the massage equipment.
Further, the intelligent massage system based on physiological characteristic detection further comprises:
the Bluetooth communication module: and the function customized intelligent massage program is sent to the massage equipment through the Bluetooth for the use of the user.
The present invention also provides a computer readable storage medium, on which a computer program is stored, which when executed by a processor implements the steps of the intelligent massage method based on physiological characteristic detection as described above, and the intelligent massage system based on physiological characteristic detection as described above.
The invention also provides a computer device, which comprises a memory, a processor and a computer program stored on the memory and capable of running on the processor, wherein the processor executes the program to realize the steps of the intelligent massage method based on the physiological characteristic detection and the intelligent massage system based on the physiological characteristic detection.
Compared with the prior art, the invention has the beneficial effects that:
the invention integrates and analyzes the physiological and psychological state data, the tongue picture information data and the personal information data of the user by extracting the physiological characteristic information of the user, and the customized intelligent massage program is combined with the automatic matching function of the massage equipment, thereby bringing better experience to the user.
Drawings
Various other advantages and benefits will become apparent to those of ordinary skill in the art upon reading the following detailed description of the preferred embodiments. The drawings are only for purposes of illustrating the preferred embodiments and are not to be construed as limiting the invention. Also, like reference numerals are used to refer to like parts throughout the drawings. In the drawings:
FIG. 1 is a flow chart of an intelligent massage method based on physiological characteristic detection according to the present invention;
FIG. 2 is a block diagram of a computer apparatus according to an embodiment of the present invention;
fig. 3 is a diagram of a use operation process of an App user at a mobile phone terminal according to an embodiment of the present invention.
Detailed Description
Exemplary embodiments of the present disclosure will be described in more detail below with reference to the accompanying drawings. While exemplary embodiments of the present disclosure are shown in the drawings, it should be understood that the present disclosure may be embodied in various forms and should not be limited to the embodiments set forth herein. Rather, these embodiments are provided so that this disclosure will be thorough and complete, and will fully convey the scope of the disclosure to those skilled in the art. It should be noted that the embodiments and features of the embodiments may be combined with each other without conflict. The present invention will be described in detail below with reference to the embodiments with reference to the attached drawings.
In the description of the present invention, it should be noted that the terms "inside", "outside", and the like indicate orientations or positional relationships based on the orientations or positional relationships shown in the drawings, which are only for convenience in describing the present invention and simplifying the description, but do not indicate or imply that the system or element referred to must have a specific orientation, be constructed in a specific orientation, and be operated, and thus, should not be construed as limiting the present invention.
In the description of the present invention, it is to be noted that, unless otherwise explicitly specified or limited, the term "connected" is to be interpreted broadly, e.g. as a fixed connection, a detachable connection, or an integral connection; can be mechanically or electrically connected; they may be connected directly or indirectly through intervening media, or they may be connected internally or indirectly to each other. The specific meanings of the above terms in the present invention can be understood in specific cases to those skilled in the art.
The embodiments of the present invention will be specifically explained with reference to the accompanying drawings:
the embodiment of the invention provides an intelligent massage method based on physiological characteristic detection, which is applied to massage equipment and comprises the following steps as shown in figure 1:
s1, extracting facial blood flow parameter information based on a spectral optical imaging technology through face detection, and performing calculation processing and analysis by adopting a neuroscience, psychology and machine learning method to obtain multiple items of physiological and psychological state data;
preferably, the physiological and psychological state data of the S1 step includes: one or more of blood pressure, blood oxygen, heart rate, respiratory rate, psychological stress, fatigue index, and soreness index;
the technology of spectral optical imaging (TOI) for detecting human face is a technology for extracting human face skin blood flow information based on video and further detecting human emotion by machine learning modeling, and the main technical principle is as follows: light is not reflected immediately on the face because the skin is translucent and light penetrates the skin, but the light enters the skin beneath the skin and encounters two proteins: brown melanin and red hemoglobin, some light rays are absorbed after contacting two kinds of proteins, some light rays are reflected from the skin, the reflected light rays can be captured by a camera, a photosensitive device of the camera is sensitive to photons in the light rays, the light emitting frequencies of different photons are different, the photosensitive device of the camera receives different photons, the photon results of the light rays reflected by the two kinds of proteins are separated through background signal processing, only information reflected by the hemoglobin is left after separation, pictures within a period of time (such as about 30 seconds) are connected, and the fluctuation of the hemoglobin can be seen by a background AI, namely the change of blood flow;
based on a blood spectrum optical imaging technology, the facial blood flow information of a person is remotely extracted in a non-contact manner by using a camera, then the blood flow information is extracted by identifying a key detection area through blood spectrum optical imaging, and finally the physiological and psychological states of the person to be detected are analyzed and predicted;
the uploaded information is not original video but various facial blood flow parameter information extracted through the video in the process of extracting the facial blood flow information of the person, and the mode can protect the personal privacy safety of the person to be detected to the greatest extent;
s2, tongue manifestation information data are obtained through tongue coating detection, the diagnosis and the identification of the health condition are assisted, and a corresponding disease conditioning scheme is given;
preferably, the method for obtaining tongue manifestation information data by tongue coating detection comprises the following steps: preprocessing the detection data of the tongue picture based on massive tongue picture big data, extracting the color representative color of the tongue picture, extracting the color and texture characteristics of the tongue picture, and designing a tongue fur segmentation model and a tongue body image classification model;
s3, analyzing personal information data and other data of the user;
the personal information data and other data include: sex, birthday, height, weight, whether smoking, whether drinking, whether hypertension exists, whether a medicine for treating blood pressure is taken, whether diabetes exists, exercise state, weather condition and whether empty stomach;
s4, integrating and analyzing the physiological and psychological state data, the tongue picture information data, the personal information data and other data, and providing health care suggestions by combining one or more methods of artificial intelligence AI algorithm, machine learning optimal algorithm model, chinese and western medicine combined analysis, intelligent Chinese medicine inquiry and intelligent medical treatment;
s5, automatically matching a function customized intelligent massage program for the massage equipment according to the data information obtained by the integration analysis and by combining the massage equipment;
the function customized intelligent massage program is sent to the massage equipment through the Bluetooth for use by the user.
Preferably, the massage manipulation of the intelligent massage method includes: and performing finger pressing, kneading, beating and knocking, and selecting one or more massage manipulation combinations according to the personal information data.
Preferably, the adjustable parameters of the intelligent massage method comprise massage time, massage intensity, massage times, massage speed and massage part accuracy, one or more combinations of the adjustable parameters form a massage recommended combination, and the massage recommended combination with more historical massage times is used as a massage recommended combination for the prior next massage.
The embodiment of the invention also provides an intelligent massage system based on physiological characteristic detection, which executes the intelligent massage method based on physiological characteristic detection, and comprises the following steps:
the face detection module: facial blood flow parameter information is extracted through face detection based on a blood spectrum optical imaging technology, and multiple physiological and psychological state data are obtained through calculation processing and analysis by adopting a neuroscience, psychology and machine learning method;
a tongue coating detection module: the system is used for obtaining tongue manifestation information data through tongue coating detection, assisting in diagnosing and identifying physical health conditions and providing a corresponding disease conditioning scheme;
personal information data and other data analysis module: for analyzing personal information data and other data of a user;
an integration analysis module: the system is used for integrating and analyzing the physiological and psychological state data, the tongue picture information data and the personal information data and other data, and providing health care suggestions by combining one or more methods of artificial intelligence AI algorithm, machine learning optimal algorithm model, chinese and western medicine combined analysis, intelligent Chinese medicine inquiry and intelligent medical treatment;
the matching function customized intelligent massage program module: the intelligent massage system is used for automatically matching a function customized intelligent massage program for the massage equipment according to the data information obtained by the integration analysis and by combining the massage equipment.
The intelligent massage system based on physiological characteristic detection further comprises:
the Bluetooth communication module: and the function customized intelligent massage program is sent to the massage equipment through the Bluetooth for use by the user.
The embodiment of the invention also provides an intelligent massage method based on physiological characteristic detection and a mobile phone terminal App of an intelligent massage system based on physiological characteristic detection, in the embodiment, data such as physiological and psychological state data, tongue picture information data and personal information data of a user obtained by face detection are integrated and uploaded to a cloud server for data collection and analysis, the cloud server comprehensively analyzes the face detection, tongue coating detection, personal information data, user preference and the like to generate a set of massage program, when a user needs to execute the massage program, a button on the App is clicked, the mobile phone App requests the cloud server to obtain the massage program, then the mobile phone App sends the obtained massage program to a massage chair through Bluetooth, and then the massage chair executes a corresponding program for the user to massage.
Referring to fig. 3, a user scans a code through a mobile phone, downloads an App, and can register the user through a mobile phone number; clicking 'health detection', firstly filling personal basic information: detecting human face (face) by weight, height, gender, birthday and the like, wherein the face detection can detect heart rate, respiration, blood pressure, psychological stress, emotion and the like; tongue coating detection is carried out, and the tongue coating detection can detect physical characteristics; sensing other user data by App: sports status, local weather conditions, etc.; clicking an intelligent mode button, and automatically matching an intelligent massage program according to all monitoring data of a user in combination with massage equipment;
the embodiment of the invention integrates and analyzes the physiological and psychological state data, the tongue picture information data and the personal information data of the user by extracting the physiological characteristic information of the user, and combines the customized intelligent massage program with the automatic matching function of the massage equipment, thereby bringing better experience to the user.
An embodiment of the present invention further provides a computer device, and fig. 2 is a schematic structural diagram of a computer device provided in an embodiment of the present invention; referring to fig. 2 of the drawings, the computer apparatus comprises: an input device 23, an output device 24, a memory 22, and a processor 21; the memory 22 for storing one or more programs; when executed by the one or more processors 21, cause the one or more processors 21 to implement the intelligent massage method based on physiological characteristic detection as provided in the embodiments above; wherein the input device 23, the output device 24, the memory 22 and the processor 21 may be connected by a bus or other means, as exemplified by the bus connection in fig. 2.
The memory 22, which is a computer readable and writable storage medium, may be used to store a software program, a computer executable program, and program instructions corresponding to the intelligent massage method based on physiological characteristic detection according to the embodiment of the present invention; the memory 22 may mainly include a storage program area and a storage data area, wherein the storage program area may store an operating system, an application program required for at least one function; the storage data area may store data created according to use of the device, and the like; further, the memory 22 may include high speed random access memory, and may also include non-volatile memory, such as at least one magnetic disk storage device, flash memory device, or other non-volatile solid state storage device; in some examples, the memory 22 may further include memory located remotely from the processor 21, which may be connected to the device over a network. Examples of such networks include, but are not limited to, the internet, intranets, local area networks, mobile communication networks, and combinations thereof.
The input device 23 may be used to receive input numeric or character information and to generate key signal inputs relating to user settings and function control of the apparatus; the output device 24 may include a display device such as a display screen.
The processor 21 executes various functional applications of the device and data processing by running software programs, instructions and modules stored in the memory 22, that is, implements the above-described intelligent massage method based on physiological characteristic detection.
The computer device provided by the above can be used for executing the intelligent massage method based on physiological characteristic detection provided by the above embodiment, and has corresponding functions and beneficial effects.
Embodiments of the present invention also provide a storage medium containing computer-executable instructions, which when executed by a computer processor, are used to perform the intelligent massage method based on physiological characteristic detection as provided in the above embodiments, the storage medium being any of various types of memory devices or storage devices, the storage medium including: mounting media such as CD-ROM, floppy disk, or tape devices; computer system memory or random access memory such as DRAM, DDR RAM, SRAM, EDO RAM, lanbas (Rambus) RAM, etc.; non-volatile memory such as flash memory, magnetic media (e.g., hard disk or optical storage); registers or other similar types of memory elements, etc.; the storage medium may also include other types of memory or combinations thereof; in addition, the storage medium may be located in a first computer system in which the program is executed, or may be located in a different second computer system connected to the first computer system through a network (such as the internet); the second computer system may provide program instructions to the first computer for execution. A storage medium includes two or more storage media that may reside in different locations, such as in different computer systems connected by a network. The storage medium may store program instructions (e.g., embodied as a computer program) that are executable by one or more processors.
Of course, the storage medium containing the computer-executable instructions provided by the embodiments of the present invention is not limited to the intelligent massage method based on physiological characteristic detection as described in the above embodiments, and may also perform related operations in the intelligent massage method based on physiological characteristic detection as provided by any embodiments of the present invention.
So far, the technical solutions of the present invention have been described in connection with the preferred embodiments shown in the drawings, but it is easily understood by those skilled in the art that the scope of the present invention is obviously not limited to these specific embodiments. Equivalent changes or substitutions of related technical features can be made by those skilled in the art without departing from the principle of the invention, and the technical scheme after the changes or substitutions can fall into the protection scope of the invention.
The above description is only a preferred embodiment of the present invention and is not intended to limit the present invention; various modifications and alterations to this invention will become apparent to those skilled in the art. Any modification, equivalent replacement, or improvement made within the spirit and principle of the present invention should be included in the protection scope of the present invention.
Claims (10)
1. An intelligent massage method based on physiological characteristic detection is characterized by being applied to massage equipment and comprising the following steps:
s1, extracting facial blood flow parameter information based on a spectral optical imaging technology through face detection, and performing calculation processing and analysis by adopting a neuroscience, psychology and machine learning method to obtain multiple items of physiological and psychological state data;
s2, tongue manifestation information data are obtained through tongue coating detection, the diagnosis and the identification of the health condition are assisted, and a corresponding disease conditioning scheme is given;
s3, analyzing personal information data and other data of the user;
the personal information data and other data include: sex, birthday, height, weight, whether smoking, whether drinking, whether hypertension exists, whether taking medicine for treating blood pressure, whether diabetes exists, exercise state, weather condition, whether empty stomach;
s4, integrating and analyzing the physiological and psychological state data, the tongue picture information data, the personal information data and other data, and providing health care suggestions by combining one or more methods of artificial intelligence AI algorithm, machine learning optimal algorithm model, chinese and western medicine combined analysis, intelligent Chinese medicine inquiry and intelligent medical treatment;
and S5, automatically matching a function customized intelligent massage program for the massage equipment according to the data information obtained by the integration analysis and by combining the massage equipment.
2. The intelligent massage method based on physiological characteristic detection as claimed in claim 1, wherein the physiological and psychological state data of the step S1 comprises: one or more of blood pressure, blood oxygen, heart rate, respiratory rate, psychological stress, fatigue index, and soreness index.
3. The intelligent massage method based on physiological feature detection as claimed in claim 1, wherein the method for obtaining tongue manifestation information data by tongue coating detection in the step S2 comprises: based on massive tongue picture big data, preprocessing the detected data of the tongue picture, extracting the color representative color of the tongue picture, extracting the color and texture characteristics of the tongue picture, and designing a tongue picture tongue coating segmentation and tongue body image classification model.
4. The intelligent massage method based on physiological characteristic detection as claimed in claim 1, wherein the function-customized intelligent massage program of the step S5 is sent to a massage device for use by a user through bluetooth.
5. The intelligent massage method based on physiological feature detection as claimed in claim 1, wherein the massage manipulation of the intelligent massage method comprises: and performing finger pressing, kneading, beating and knocking, and selecting one or more massage manipulation combinations according to the personal information data.
6. The intelligent massage method based on physiological characteristic detection according to any one of claims 1-5, wherein the adjustable parameters of the intelligent massage method comprise massage time, massage intensity, massage frequency, massage speed and massage part accuracy, and one or more combinations of the adjustable parameters form a massage recommendation combination, and the massage recommendation combination with the high historical massage frequency is used as the massage recommendation combination for the prior next massage.
7. An intelligent massage system based on physiological characteristic detection, which is characterized by executing the intelligent massage method based on physiological characteristic detection of any one of claims 1-6, and comprises the following steps:
a face detection module: facial blood flow parameter information is extracted through face detection based on a blood spectrum optical imaging technology, and multiple items of physiological and psychological state data are obtained through calculation processing and analysis by adopting a neuroscience, psychology and machine learning method;
a tongue coating detection module: the system is used for obtaining tongue manifestation information data through tongue coating detection, assisting in diagnosing and identifying physical health conditions and providing a corresponding disease conditioning scheme;
personal information data and other data analysis module: for analyzing personal information data and other data of a user;
an integration analysis module: the system is used for integrating and analyzing the physiological and psychological state data, the tongue picture information data and the personal information data and other data, and providing health nursing suggestions by combining one or more methods of Artificial Intelligence (AI) algorithm, machine learning optimal algorithm model, chinese and western medicine combined analysis, intelligent Chinese medicine inquiry and intelligent medical treatment;
the matching function customized intelligent massage program module: the intelligent massage system is used for automatically matching a function customized intelligent massage program for the massage equipment according to the data information obtained by the integration analysis and by combining the massage equipment.
8. The intelligent massage system based on physiological characteristic detection of claim 7, further comprising:
the Bluetooth communication module: and the function customized intelligent massage program is sent to the massage equipment through the Bluetooth for the use of the user.
9. A computer-readable storage medium, on which a computer program is stored, which, when being executed by a processor, carries out the steps of the intelligent massage method based on physiological characteristic detection according to any one of claims 1 to 6, and the intelligent massage system based on physiological characteristic detection according to claim 7 or 8.
10. A computer device comprising a memory, a processor and a computer program stored on the memory and executable on the processor, wherein the processor when executing the program implements the steps of the intelligent massage method based on physiological characteristic detection according to any one of claims 1-6 and the intelligent massage system based on physiological characteristic detection according to claim 7 or 8.
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| CN116019703A (en) * | 2022-12-24 | 2023-04-28 | 国家康复辅具研究中心 | Intelligent abdominal vibration system based on abdominal vibration therapy and its application method |
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