Automated content virality enhancement
Systems and methods for enhancing virality for a content item are disclosed herein. A content item is uploaded to a content sharing platform over a communication network. Feedback on the content item is received from the content sharing platform over the communication network. Based on the feedback, a virality score for the content item is determined and a determination is made as to whether the virality score meets a virality criterion. In response to a determination that the virality score does not meet the virality criterion, a virality enhancement technique is selected from a virality enhancement database, the content item is modified by applying the virality enhancement technique to the content item, and the modified content item is uploaded to the content sharing platform over the communication network.
1. A method for predicting a virality score for a content item, comprising:
uploading the content item to a content sharing platform over a communication network;
receiving first information about a plurality of first virality factors present in the content item, wherein the plurality of first virality factors are not entered via user accounts onto the content sharing platform;
retrieving weights for the plurality of first virality factors determined to be in the content item;
determining a predicted virality score for the content item based on a weighted combination of the plurality of first virality factors determined to be in the content item;
in response to determining that the predicted virality score does not meet a virality criterion:
(i) selecting, from a virality enhancement database, a virality enhancement technique; and
(ii) modifying the content item by applying the selected virality enhancement technique to the content item to generate a first modified content item;
without downloading the first modified content item, determining an updated predicted virality score for the first modified content item by receiving second information about a plurality of second virality factors present in the first modified content item, retrieving weights for the plurality of second virality factors determined to be in the first modified content item, and determining the updated predicted virality score for the first modified content item based on a weighted combination of the plurality of second virality factors determined to be in the first modified content item; and
in response to determining that the updated predicted virality score does not meet the virality criterion:
(i) selecting, from the virality enhancement database, an additional virality enhancement technique;
(ii) modifying the first modified content item by applying the selected additional virality enhancement technique to the first modified content item to generate a second modified content item; and
(iii) uploading the second modified content item to the content sharing platform over the communication network.
2. The method of claim 1 , wherein the first information about the plurality of first virality factors comprises a number of instances each of the plurality of first virality factors is present in the content item, and wherein the plurality of first virality factors comprise at least one of a filter effect, a genre combination, a speed variation, background music, or a surprise element, and wherein the second information about the plurality of second virality factors comprises a number of instances each of the plurality of second virality factors is present in the content item, and wherein the plurality of second virality factors comprise at least one of a filter effect, a genre combination, a speed variation, background music, or a surprise element.
3. The method of claim 2 :
wherein the weighted combination of the plurality of first virality factors comprises:
multiplying the number of instances each of the plurality of first virality factors is present in the content item by the corresponding weight for each of the plurality of first virality factors, and
determining a sum of weighted first virality factors; and
wherein the weighted combination of the plurality of second virality factors comprises:
multiplying the number of instances each of the plurality of second virality factors is present in the content item by the corresponding weight for each of the plurality of second virality factors, and
determining a sum of weighted second virality factors.
4. The method of claim 1 , wherein the virality criterion comprises a threshold virality score for the content item.
5. The method of claim 1 , wherein selecting the virality enhancement technique comprises:
selecting a first virality enhancement technique from the virality enhancement database;
estimating a modified virality score for the content item if the content item was modified based on the first virality enhancement technique;
determining whether the modified virality score meets the virality criterion; and
in response to determining that the modified virality score does not meet the virality criterion, selecting a second virality enhancement technique from the virality enhancement database as the virality enhancement technique to be used for the modifying the content item.
6. The method of claim 1 , wherein selecting the virality enhancement technique comprises:
selecting a first virality enhancement technique from the virality enhancement database;
estimating a modified virality score for the content item if the content item was modified based on the first virality enhancement technique;
determining whether the modified virality score meets the virality criterion; and
in response to determining that the modified virality score meets the virality criterion, selecting the first virality enhancement technique as the virality enhancement technique to be used for the modifying the content item.
7. The method of claim 1 , wherein the plurality of first virality factors and the plurality of second virality factors are generated by a content generator.
8. A system for predicting a virality score for a content item, comprising:
a communication port coupled to a communication network;
a virality enhancement database configured to store one or more virality enhancement techniques; and
control circuitry configured to:
upload the content item to a content sharing platform over a communication network;
receive first information about a plurality of first virality factors present in the content item, wherein the plurality of first virality factors are not entered via user accounts onto the content sharing platform;
retrieve weights for the plurality of first virality factors determined to be in the content item;
determine a predicted virality score for the content item based on a weighted combination of the plurality of first virality factors determined to be in the content item;
in response to determining that the predicted virality score does not meet a virality criterion:
(i) select, from a virality enhancement database, a virality enhancement technique; and
(ii) modify the content item by applying the selected virality enhancement technique to the content item to generate a first modified content item;
without downloading the first modified content item, determining an updated predicted virality score for the first modified content item by receiving second information about a plurality of second virality factors present in the first modified content item, retrieving weights for the plurality of second virality factors determined to be in the first modified content item, and determining the updated predicted virality score for the first modified content item based on a weighted combination of the plurality of second virality factors determined to be in the first modified content item; and
in response to determining that the updated predicted virality score does not meet the virality criterion:
(i) select, from the virality enhancement database, an additional virality enhancement technique;
(ii) modify the first modified content item by applying the selected additional virality enhancement technique to the first modified content item to generate a second modified content item; and
(iii) upload the second modified content item to the content sharing platform over the communication network.
9. The system of claim 8 , wherein the first information about the plurality of first virality factors comprises a number of instances each of the plurality of first virality factors is present in the content item, and wherein the plurality of first virality factors comprise at least one of a filter effect, a genre combination, a speed variation, background music, or a surprise element, and wherein the second information about the plurality of second virality factors comprises a number of instances each of the plurality of second virality factors is present in the content item, and wherein the plurality of second virality factors comprise at least one of a filter effect, a genre combination, a speed variation, background music, or a surprise element.
10. The system of claim 9 ;
wherein the weighted combination of the plurality of first virality factors comprises:
multiplying the number of instances each of the plurality of first virality factors is present in the content item by the corresponding weight for each of the plurality of first virality factors, and
determining a sum of weighted first virality factors; and
wherein the weighted combination of the plurality of second virality factors comprises:
multiplying the number of instances each of the plurality of second virality factors is present in the content item by the corresponding weight for each of the plurality of second virality factors, and
determining a sum of weighted second virality factors.
11. The system of claim 8 , wherein the virality criterion comprises a threshold virality score for the content item.
12. The system of claim 8 , wherein selecting the virality enhancement technique comprises:
selecting a first virality enhancement technique from the virality enhancement database;
estimating a modified virality score for the content item if the content item was modified based on the first virality enhancement technique;
determining whether the modified virality score meets the virality criterion; and
in response to determining that the modified virality score does not meet the virality criterion, selecting a second virality enhancement technique from the virality enhancement database as the virality enhancement technique to be used for the modifying the content item.
13. The system of claim 8 , wherein selecting the virality enhancement technique comprises:
selecting a first virality enhancement technique from the virality enhancement database;
estimating a modified virality score for the content item if the content item was modified based on the first virality enhancement technique;
determining whether the modified virality score meets the virality criterion; and
in response to determining that the modified virality score meets the virality criterion, selecting the first virality enhancement technique as the virality enhancement technique to be used for the modifying the content item.
14. The system of claim 8 , wherein the plurality of first virality factors and the plurality of second virality factors are generated by a content generator.
15. An apparatus for predicting a virality score for a content item, comprising:
means for uploading the content item to a content sharing platform over a communication network;
means for receiving first information about a plurality of first virality factors present in the content item, wherein the plurality of first virality factors are not entered via user accounts onto the content sharing platform;
means for retrieving weights for the plurality of first virality factors determined to be in the content item;
means for determining a predicted virality score for the content item based on a weighted combination of the plurality of first virality factors determined to be in the content item;
means for, in response to determining that the predicted virality score does not meet a virality criterion:
(i) selecting, from a virality enhancement database, a virality enhancement technique; and
(ii) modifying the content item by applying the selected virality enhancement technique to the content item to generate a first modified content item;
means for, without downloading the modified content item, determining an updated predicted virality score for the first modified content item by receiving second information about a plurality of second virality factors present in the first modified content item, retrieving weights for the plurality of second virality factors determined to be in the first modified content item, and determining the updated predicted virality score for the first modified content item based on a weighted combination of the plurality of second virality factors determined to be in the first modified content item; and
means for, in response to determining that the updated predicted virality score does not meet the virality criterion:
(i) selecting, from the virality enhancement database, an additional virality enhancement technique;
(ii) modifying the first modified content item by applying the selected additional virality enhancement technique to the first modified content item to generate a second modified content item; and
(iii) uploading the second modified content item to the content sharing platform over the communication network.
16. The apparatus of claim 15 , wherein the first information about the plurality of first virality factors comprises a number of instances each of the plurality of first virality factors is present in the content item, and wherein the plurality of first virality factors comprise at least one of a filter effect, a genre combination, a speed variation, background music, or a surprise element, and wherein the second information about the plurality of second virality factors comprises a number of instances each of the plurality of second virality factors is present in the content item, and wherein the plurality of second virality factors comprise at least one of a filter effect, a genre combination, a speed variation, background music, or a surprise element.
17. The apparatus of claim 16 :
wherein the weighted combination of the plurality of first virality factors comprises:
means for multiplying the number of instances each of the plurality of first virality factors is present in the content item by the corresponding weight for each of the plurality of first virality factors, and
means for determining a sum of weighted first virality factors; and
wherein the weighted combination of the plurality of second virality factors comprises:
means for multiplying the number of instances each of the plurality of second virality factors is present in the content item by the corresponding weight for each of the plurality of second virality factors, and
means for determining a sum of weighted second virality factors.
18. The apparatus of claim 15 , wherein the virality criterion comprises a threshold virality score for the content item.
19. The apparatus of claim 15 , wherein selecting the virality enhancement technique comprises:
means for selecting a first virality enhancement technique from the virality enhancement database;
means for estimating a modified virality score for the content item if the content item was modified based on the first virality enhancement technique;
means for determining whether the modified virality score meets the virality criterion; and
means for, in response to determining that the modified virality score does not meet the virality criterion, selecting a second virality enhancement technique from the virality enhancement database as the virality enhancement technique to be used for the modifying the content item.
20. The apparatus of claim 15 , wherein selecting the virality enhancement technique comprises:
means for selecting a first virality enhancement technique from the virality enhancement database;
means for estimating a modified virality score for the content item if the content item was modified based on the first virality enhancement technique;
means for determining whether the modified virality score meets the virality criterion; and
means for, in response to determining that the modified virality score meets the virality criterion, selecting the first virality enhancement technique as the virality enhancement technique to be used for the modifying the content item.