CN116250838A - Partner relationship satisfaction prediction method and system - Google Patents

Abstract

The invention discloses a method and system for predicting the satisfaction degree of a partner relationship. Each couple wears a multi-mode peripheral physiological collection device, and when within a set distance or when the duration of a phone call is longer than a set time threshold, the peripheral physiological data of both parties are synchronously collected. Data I; Questions at random time points are used to determine whether the couples are together, to obtain the evaluation scores of the emotional intensity when the couples are together and engage in the same activity at the same time, and to collect the peripheral physiological data II of the couple; for the peripheral physiological data I and the peripheral Physiological data II is used for feature extraction to obtain the activity indicators of the autonomic nervous system of both couples, and to evaluate the degree of physiological synergy; combined with the evaluation of the degree of physiological synergy and the evaluation score of emotional enthusiasm, the satisfaction of the partnership is predicted. The present invention combines the collection of peripheral physiological and electrophysiological data of both lovers and the subjective evaluation of the degree of emotional enthusiasm, and can quickly predict the degree of satisfaction of the couple's relationship.

Description

A method and system for predicting partner satisfaction

technical field

The present invention relates to the technical field of relationship evaluation, in particular to a method and system for predicting satisfaction of partner relationship.

Background technique

The current social environment is extremely complex, and there are many uncertain factors between people, and they are facing a crisis of trust. As the surrounding environment changes, the relationship between the couple will also have derailments, cheating, etc., which seriously affect the stability of the couple relationship. In this situation, in order to timely discover the problems existing in the relationship between the couple and maintain the long-term stable and happy development of the relationship between the couple, it is very necessary to predict the relationship between the couple in time.

Most of the existing technologies are evaluated in the form of questionnaires, which not only may lose their timeliness in a short period of time, but also the results may not be truly oriented due to interference factors such as social approval effects.

Contents of the invention

In order to solve the above-mentioned problems, the present invention provides a method and system for predicting the satisfaction degree of partnership, combining the collection of peripheral physiological and electrophysiological data and the subjective evaluation of the degree of emotional enthusiasm when the couples are talking at a long distance or engaging in the same activity at close range, it can quickly Predicts the level of satisfaction in the relationship between the two partners.

The adopted technical scheme is as follows:

On the one hand, the present invention provides a kind of partner relationship satisfaction prediction method, specifically comprises the following steps:

Each couple wears a multi-modal peripheral physiological collection device;

When the couple is within the set distance or the call time is longer than the set time threshold, the peripheral physiological data I of the couple will be collected synchronously;

Use random time point questioning to determine whether the couple is together, and obtain the evaluation score of the emotional intensity when the couple is together and engage in the same activity at the same time, and collect the peripheral physiological data II of the couple at the same time;

Feature extraction is performed on peripheral physiological data I and peripheral physiological data II to obtain autonomic nervous system activity indicators of both couples, and to evaluate the degree of physiological synergy;

Combining the evaluation of the degree of physiological synergy and the evaluation scores of the degree of emotional enthusiasm, the satisfaction of the couple's relationship is predicted.

Specifically, the mobile phone numbers of both parties are preset in the multi-modal peripheral physiological collection device; if the phone number of the couple is longer than the set time threshold, the multi-modal peripheral physiological collection device acquires The emotional intensity of the couple is evaluated and the peripheral physiological data II of the couple is collected at the same time. Here, it is preferable to set the time threshold to 10 minutes. When the call time is greater than 10 minutes, the default is that the couple is together and engaged in the phone call. Afterwards, the couple is consulted at a random time point to obtain the information of both parties. Emotional intensity evaluation scores, and at the same time collect peripheral physiological data II.

Specifically, if the distance between the couple is within the set distance threshold, synchronously collect the peripheral physiological data I of the couple for a set duration, and ask whether to engage in the same activity at a random time point in the same day thereafter, until an affirmative answer is obtained Obtain the evaluation score of the emotional intensity of the couple, and collect the peripheral physiological data II of the couple at the same time.

Further, if the distance between the couple is within the set distance threshold, control the multi-modal peripheral physiological acquisition equipment worn at random time points to vibrate at the same time, and confirm whether the two are together or are engaged in the same activity by asking questions; When they are together and engaged in the same activity at the same time, both lovers are required to make an evaluation score for the intensity of their relationship at the moment.

Specifically, the obtained autonomic nervous system activity indicators of both lovers at least include: heart rate HR, inter-bit interval IBI, electrical skin activity EDA and heart rate variability HRV, if the couple's autonomic If the nervous system activity indicators have the same change trend, it is judged that the degree of physiological coordination between the two is high; otherwise, the degree of physiological coordination is low.

Further, predict the relationship satisfaction of both couples, including the following two predictions:

If the couple has a high degree of physiological synergy, and the average score of the degree of emotional intensity of both parties is greater than or equal to the satisfaction threshold, it is predicted that the couple's relationship satisfaction is high;

If the couples have a low degree of physiological synergy, and the average score of the evaluation of the emotional intensity of both parties is < the satisfaction threshold, it is predicted that the couple's partner relationship satisfaction is low.

On the other hand, the present invention also provides a partner relationship satisfaction prediction system, the system includes: a multi-modal peripheral physiological collection device and a data processing device, the multi-modal peripheral physiological collection device is used for couples to wear , the multimodal peripheral physiological acquisition device is connected to a data processing device;

The multimodal peripheral physiological acquisition equipment includes:

The peripheral physiological data I acquisition module is used to acquire the peripheral physiological data I of both lovers synchronously when the couple is located within the set distance or when the two parties make a phone call greater than the set time threshold;

The peripheral physiological data II collection module is used to collect the peripheral physiological data II when the couple are together and engaged in the same activity at the same time;

The preprocessing module is used to preprocess the obtained peripheral physiological data I and peripheral physiological data II to obtain autonomic nervous system activity indicators of both lovers;

The emotional intensity evaluation module is used to obtain the emotional intensity evaluation score when the couple is together and engaged in the same activity at the same time;

The data processing device includes:

The physiological synergy evaluation module receives the activity indicators of the autonomic nervous system of both lovers and evaluates the physiological synergy between them;

The prediction module receives the physiological synergy degree evaluation made by the physiological synergy degree evaluation module and the emotional intensity evaluation score made by the emotional intensity evaluation module, and predicts the relationship satisfaction of the couple.

Further, the data processing device is also provided with a questioning module, and the multi-modal peripheral physiological collection device is also provided with a vibration module, and the questioning module is used to ask the multi-mode devices worn by the couple at random time points. The multi-modal peripheral physiological collection device sends the question "are the two together or engaged in the same activity", and after the multi-modal peripheral physiological collection device receives the question, the vibration module controls the multi-mode The state peripheral physiological collection equipment vibrates at the same time, and the emotional enthusiasm evaluation score and peripheral physiological data II of the couple when they are together and engaged in the same activity are respectively collected through the emotional intensity evaluation module and the peripheral physiological data II acquisition module.

The multi-modal peripheral physiological collection device is connected to the data processing device wirelessly through a network or Bluetooth, or the multi-modal peripheral physiological collection device and the data processing device are integrated into one structure.

The present invention also provides a system for predicting partner relationship satisfaction, which further includes a memory, a processor, and a computer program stored on the memory and operable on the processor, wherein, when the processor executes the program, the above mentioned steps of the method described above.

The technical solution of the present invention has the following advantages:

A. The present invention adopts a wearable peripheral physiological collection device controlled and connected to a data processing device. After wearing it, the couple can determine the distance between the two, whether they are talking and the duration of the conversation. When the set conditions are met, the two can be synchronously collected. Peripheral physiological data I and peripheral physiological data II will also evaluate the emotional intensity of the two when they are together, and the data processing device will combine the peripheral physiological data and emotional intensity evaluation scores of the two to quickly evaluate the partnership. Combining objectively collected peripheral physiological data with subjective evaluation can improve the accuracy of the prediction of the partnership, timely discover the tension of the partnership and further remedy it, so as to reduce the problem of couples breaking up unhappily, which is expected to slow down the marriage rate in China in recent years. Declining divorce rates and rising divorce rates.

B. Peripheral physiological signals can efficiently identify emotional responses. The present invention supplements the physiological data classification with the help of subjective reporting measurement methods, thereby improving the prediction accuracy and avoiding the possibility of measuring explicit attitudes in the form of a single questionnaire. Due to the influence of social factors and other factors, resulting in inconsistent attitudes and behaviors.

Description of drawings

In order to illustrate the specific implementation of the present invention more clearly, the accompanying drawings used in the specific implementation will be briefly introduced below. Obviously, the accompanying drawings in the following description are some implementations of the present invention, which are common to those skilled in the art. As far as the skilled person is concerned, other drawings can also be obtained based on these drawings on the premise of not paying creative work.

Fig. 1 is a flow chart of the prediction method provided by the present invention;

Fig. 2 is a schematic diagram of the composition and structure of the prediction system provided by the present invention;

Fig. 3 is a flowchart of an embodiment provided by the present invention.

Detailed ways

The technical solutions of the present invention will be clearly and completely described below in conjunction with the accompanying drawings. Apparently, the described embodiments are part of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts fall within the protection scope of the present invention.

As shown in Figure 1 and Figure 3, the present invention provides a kind of partner relationship satisfaction prediction method, the specific method adopted comprises the following steps:

[S01] Each couple wears a multi-modal peripheral physiological collection device. The multimodal peripheral physiological collection device here is preferably in the form of a watch, which contains a GPS module.

[S02] When the couple is within the set distance or the call time is longer than the set time threshold, the peripheral physiological data I of the couple are collected synchronously.

The set distance here refers to the fact that the couple is within a close range that is visible to each other. For example, the set distance threshold is 3m, and the call time threshold is 10min. When the distance between two people talking is more than 10 minutes, the multi-modal peripheral physiological collection equipment worn by both parties will automatically and synchronously collect peripheral physiological data I for 3 minutes or more. Collect a piece of physiological data.

At the same time, the present invention further adopts the empirical sampling method to search for the individual's immediate response at multiple time points, including emotions, perceptions, attitudes, and evaluations, and conduct inquiries at multiple random time points in daily life to avoid data being affected by interference factors .

[S03] Use random time-point questions to determine whether the couples are together, and obtain the evaluation scores of the emotional intensity when the couples are together and engage in the same activity at the same time, and collect the peripheral physiological data II of the couples at the same time.

It specifically includes two collection and prediction modes of short distance and long distance:

Close-range mode for couples:

If the distance between the couple is within the set distance threshold, synchronously collect the peripheral physiological data I of the couple for a set duration, and ask whether they are engaged in the same activity at a random time point in the same day, until an affirmative answer is obtained to obtain the data of both couples The evaluation score of the degree of emotional intensity, and at the same time collect the peripheral physiological data of both couples II.

Long-distance mode for both couples (two people make a call):

The mobile phone numbers of both parties are preset in the multi-modal peripheral physiological collection device; when the call time of the couple is longer than the set time threshold, the multi-modal peripheral physiological collection device acquires the phone numbers of the couple at random time points in the same day thereafter. Evaluate the degree of emotional intensity, and collect the peripheral physiological data of both couples at the same time II. In the long-distance call mode, the two questions of "are you together" and "are you doing the same thing" are not asked. For calls that exceed the time threshold, the present invention assumes that two people are doing the same thing by default (i.e. chatting/talking on the phone for a long time), and then obtain the evaluation scores of the emotional intensity of both parties at random time points thereafter, and measure the peripheral Physiological Data II.

As for the evaluation score of the emotional intensity of the couple in the close-range mode, the specific method is: control the multi-modal peripheral physiological collection equipment worn by the couple to vibrate at the same time at a random time of the day, and confirm whether the two are in the form of questions. Together, if they are doing the same thing together, such as chatting (including face-to-face chatting and phone chatting), eating, watching movies and other daily life events, if the two parties are not together or not doing the same thing after questioning, then At the next random time point that meets the aforementioned threshold requirements, the couple will be asked again "whether they are together or engaged in the same activity"; Give an evaluation, such as giving a 1-5 point evaluation in the form of a score, where 1 point represents a very low degree of enthusiasm, and 5 points represent a very high degree of emotion. Of course, the present invention is not limited to the setting of the above score range. At the same time, continue the event and keep the arm wearing the collection device as still as possible, and collect peripheral physiological data II for more than 5 minutes.

[S04] Perform feature extraction on the peripheral physiological data I and peripheral physiological data II to obtain the autonomic nervous system activity indicators of both couples, and make an evaluation of the degree of physiological synergy.

Through preprocessing and feature extraction on the peripheral physiological data I and II collected above, such as heart rate HR, interbit interval IBI, electrical skin activity EDA, and heart rate variability HRV are obtained. If the lovers talk in close distance and long distance, and it is confirmed that the autonomic nervous system activity indicators have the same change trend when they are together, it is judged that the degree of physiological coordination between the lovers is high; otherwise, the degree of physiological coordination between the lovers is judged Physiological synergy is low.

[S05] Combining the evaluation of the degree of physiological synergy and the evaluation scores of the degree of emotional enthusiasm, predict the satisfaction of the couple's partnership.

The present invention makes two predictions for relationship satisfaction, including:

High degree of satisfaction in partner relationship: when the two have a high degree of physiological synergy, and the average score of the degree of emotional intensity of both parties is greater than or equal to the satisfaction threshold;

Low partner relationship satisfaction: when the degree of physiological synergy between the two is low, and the average score of the emotional intensity of both parties is < the satisfaction threshold.

For example, taking the rating score of 1-5 points as an example, the satisfaction threshold can be set to 3 points.

The present invention avoids that when the explicit attitude is measured in the form of a single questionnaire scale, the result that the attitude and the behavior may be inconsistent may be caused due to the influence of social factors and the like.

As shown in Figure 2, the present invention also provides a partner relationship satisfaction prediction system, including: a multi-modal peripheral physiological collection device and a data processing device, the multi-modal peripheral physiological collection device is used for couples to wear separately, multi-mode The peripheral physiological acquisition equipment and the data processing device are connected through the network or bluetooth, of course, the two can also be integrated to form an overall structure. The multimodal peripheral physiological collection device here is preferably in the form of a smart watch that can be matched.

The multimodal peripheral physiological collection equipment includes multimodal peripheral physiological collection equipment I and multimodal peripheral physiological collection equipment II worn by both couples. The specific structure includes: peripheral physiological data I collection module, peripheral physiological data collection module II, preprocessing Module, Emotional Enthusiasm Evaluation Module and GPS Module.

The peripheral physiological data I collection module is used to acquire the peripheral physiological data I of both lovers synchronously when the couple is located within a set distance or when both parties make calls longer than the set time threshold.

The peripheral physiological data II collection module is used to collect the peripheral physiological data II when the lovers are together and engage in the same activity at the same time.

The preprocessing module is used to preprocess the obtained peripheral physiological data I and peripheral physiological data II to obtain autonomic nervous system activity indicators of both lovers.

The emotional intensity evaluation module is used to obtain the emotional intensity evaluation score when the lovers are together and engage in the same activity at the same time, and the present invention preferably adopts a score of 1-5. Only when it is confirmed that the couples are together and engaged in the same activity at the same time, will the peripheral physiological data II collection module and emotional intensity evaluation module be activated to collect peripheral physiological data II and emotional intensity evaluation scores for the couple respectively.

The data processing device includes: a physiological synergy evaluation module and a prediction module.

Among them: the physiological synergy evaluation module receives the autonomic nervous system activity indicators of both lovers, and evaluates the physiological synergy between the two; the prediction module receives the physiological synergy evaluation and the emotional intensity evaluation module made by the physiological synergy evaluation module The evaluation score of emotional intensity made predicts the relationship satisfaction of both couples. Only when the degree of physiological synergy between the two is consistent, and the average score of emotional enthusiasm exceeds the set satisfaction threshold, can the prediction of high satisfaction in the relationship between the two partners be made; when the degree of physiological synergy between the two is inconsistent, And when the average evaluation score of emotional enthusiasm is lower than the set satisfaction threshold, it is predicted that the satisfaction of the relationship between the two is low.

Of course, in order to realize the synchronous collection of peripheral physiological data when two lovers are together, the present invention also has a questioning module in the data processing device, and a vibration module in the multi-modal peripheral physiological collection device. When within the set distance threshold, the questioning module is used to send the question "whether the two are together or engaged in the same activity at the same time" to the multi-modal peripheral physiological collection device worn by the couple at random time points, and the multi-modal peripheral physiological After the collection device receives the question, the vibration module controls the multi-modal peripheral physiological collection device worn by both couples to vibrate at the same time. The two can make accurate answers to the question according to the actual situation. The question module will send " Are you together?", when the data processing device gets a "yes" answer, it will send the question "Are you engaged in the same activity?" When answering, evaluate the emotional intensity of the two at the moment, and collect peripheral physiological data II at the same time; if the answer to any of the two questions is "No", at this time, the collection of peripheral physiological data II cannot be performed, and the data cannot be collected according to The previously collected peripheral business data I is used to judge relationship satisfaction. In this case, the previously collected peripheral physiological data I is deleted, and the next random time point that meets the requirements is collected and asked again; Computing power and storage space of data processing devices (mobile phones, computer terminals or servers).

In the long-distance call mode, the two questions of "are you together" and "are you engaged in the same activity" are not asked, but the call will automatically default to doing the same thing after 10 minutes (that is, chatting/talking on the phone for a long time) , at this time, the evaluation is only asked at random time points that meet the premise.

The system provided by the present invention also includes a memory, a processor, and a computer program stored on the memory and operable on the processor, wherein the steps of the above method are realized when the processor executes the program.

It should be understood by those skilled in the art that the present invention may provide methods, systems or computer program products. Therefore, the present invention may adopt a complete hardware embodiment, a complete software embodiment, or an embodiment combining software and hardware aspects in the system. form. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) having computer-usable program code embodied therein.

The present invention is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (apparatus) and computer program products of embodiments. It should be understood that each procedure and/or block in the flowchart and/or block diagram, and a combination of procedures and/or blocks in the flowchart and/or block diagram can be realized by computer program instructions. These computer program instructions may be provided to a general purpose computer, special purpose computer, embedded processor, or processor of other programmable data processing equipment to produce a machine such that the instructions executed by the processor of the computer or other programmable data processing equipment produce a An apparatus for realizing the functions specified in one or more procedures of the flowchart and/or one or more blocks of the block diagram.

These computer program instructions may also be stored in a computer-readable memory capable of directing a computer or other programmable data processing apparatus to operate in a specific manner, such that the instructions stored in the computer-readable memory produce an article of manufacture comprising instruction means, the instructions The device realizes the function specified in one or more procedures of the flowchart and/or one or more blocks of the block diagram.

These computer program instructions can also be loaded onto a computer or other programmable data processing device, causing a series of operational steps to be performed on the computer or other programmable device to produce a computer-implemented process, thereby The instructions provide steps for implementing the functions specified in the flow chart or blocks of the flowchart and/or the block or blocks of the block diagrams.

Everything not mentioned in the present invention is applicable to the prior art.

Apparently, the above-mentioned embodiments are only examples for clear description, rather than limiting the implementation. For those of ordinary skill in the art, other changes or changes in different forms can be made on the basis of the above description. It is not necessary and impossible to exhaustively list all the implementation manners here. However, the obvious changes or changes derived therefrom still fall within the scope of protection of the present invention.

Claims (10)

1. A method for predicting partnership satisfaction, characterized in that, Each couple wears a multi-modal peripheral physiological collection device; When the couple is within the set distance or when the duration of the remote call is longer than the set time threshold, the peripheral physiological data I of the couple will be collected synchronously; Use random time point questioning to determine whether the couple is together, and obtain the evaluation score of the emotional intensity when the couple is together and engage in the same activity at the same time, and collect the peripheral physiological data II of the couple at the same time; Feature extraction is performed on peripheral physiological data I and peripheral physiological data II to obtain autonomic nervous system activity indicators of both couples, and to evaluate the degree of physiological synergy; Combining the evaluation of the degree of physiological synergy and the evaluation scores of the degree of emotional enthusiasm, the satisfaction of the couple's relationship is predicted. 2. The method for predicting the satisfaction of a partnership according to claim 1, wherein the mobile phone numbers of both parties are preset in the multimodal peripheral physiological collection device; The modal peripheral physiological collection device obtains the evaluation scores of the emotional intensity of the couple at random time points in the same day thereafter, and collects the peripheral physiological data II of the couple at the same time. 3. The method for predicting partner satisfaction satisfaction according to claim 1, wherein if the distance between the lovers is within the set distance threshold, the peripheral physiological data I of the set duration of the lovers are collected synchronously, and thereafter the same Ask at random time points in the day whether to engage in the same activity, and obtain the evaluation score of the emotional intensity of the couple after receiving an affirmative answer, and collect the peripheral physiological data II of the couple at the same time. 4. The method for predicting partner satisfaction satisfaction according to claim 3, wherein if the distance between the lovers is within the set distance threshold, the worn multi-modal peripheral physiological acquisition equipment is controlled to vibrate at the same time at random time points, so as to The way of asking questions is to confirm whether the two are together or are engaged in the same activity; when it is determined that the couple is together and engaged in the same activity at the same time, the couple is required to make an evaluation score on the degree of enthusiasm of the relationship at the moment. 5. The method for predicting the satisfaction of partnership according to claim 1, characterized in that, the autonomic nervous system activity indicators obtained by both lovers at least include: heart rate HR, inter-bit interval IBI, electrodermal activity EDA and heart rate variation For sexual HRV, if the autonomic nervous system activity indicators of the couple have the same change trend when they are in close range, talking or being together, it is judged that the degree of physiological coordination between the two is high; otherwise, the degree of physiological coordination is low. 6. The method for predicting partnership satisfaction according to claim 5, characterized in that, predicting the partnership satisfaction of both lovers, specifically including the following two predictions: If the couple has a high degree of physiological synergy, and the average score of the degree of emotional intensity of both parties is greater than or equal to the satisfaction threshold, it is predicted that the couple's relationship satisfaction is high; If the couples have a low degree of physiological synergy, and the average score of the evaluation of the emotional intensity of both parties is < the satisfaction threshold, it is predicted that the couple's partner relationship satisfaction is low. 7. A partner relationship satisfaction prediction system, characterized in that the system includes: a multi-modal peripheral physiological collection device and a data processing device, the multi-modal peripheral physiological collection device is used for couples to wear respectively, and the The multi-modal peripheral physiological acquisition equipment is connected with the data processing device; The multimodal peripheral physiological acquisition equipment includes: The peripheral physiological data I acquisition module is used to acquire the peripheral physiological data I of both lovers synchronously when the couple is located within the set distance or when the two parties make a phone call greater than the set time threshold; The peripheral physiological data II collection module is used to collect the peripheral physiological data II when the couple are together and engaged in the same activity at the same time; The preprocessing module is used to preprocess the obtained peripheral physiological data I and peripheral physiological data II to obtain autonomic nervous system activity indicators of both lovers; The emotional intensity evaluation module is used to obtain the emotional intensity evaluation score when the couple is together and engaged in the same activity at the same time; The data processing device includes: The physiological synergy evaluation module receives the activity indicators of the autonomic nervous system of both lovers and evaluates the physiological synergy between them; The prediction module receives the physiological synergy degree evaluation made by the physiological synergy degree evaluation module and the emotional intensity evaluation score made by the emotional intensity evaluation module, and predicts the relationship satisfaction of the couple. 8. The partner relationship satisfaction prediction system according to claim 7, wherein a questioning module is also provided in the data processing device, and a vibration module is also provided in the multimodal peripheral physiological collection device, and the The questioning module is used to send the question "whether the two are together or engaged in the same activity" to the multi-modal peripheral physiological collection device worn by the couple at random time points, and the multi-modal peripheral physiological collection device receives After the question is asked, the vibration module controls the multi-modal peripheral physiological collection equipment worn by both lovers to vibrate at the same time, and the emotional intensity evaluation module and the peripheral physiological data II collection module respectively collect the data collected by the couple who are together and engaged in the same activity. Emotional intensity rating score and peripheral physiological data II during activities. 9. The partner relationship satisfaction prediction system according to claim 8, characterized in that, the multimodal peripheral physiological collection device is connected to the data processing device wirelessly through a network or Bluetooth, or the multimodal peripheral The physiological collection equipment and the data processing device are integrated into one structure. 10. A predictive system for partner relationship satisfaction, characterized in that it also includes a memory, a processor, and a computer program stored on the memory and operable on the processor, wherein the processor implements the rights when executing the program The steps of the method described in any one of Claims 1-6.

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