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## Essential Units for Advanced Certificate in Crowdsourcing Audience Insights for Sports
**Immature Audience Insights:**
* **im_topic_modeling:** Identifying and understanding the core topics and themes discussed within a sports audience.
* **im_sentiment_analysis:** Determining the overall sentiment expressed by fans, including positive, negative, and neutral opinions.
* **im_topic_sentiment_analysis:** Analyzing the sentiment of specific topics and themes within a sports audience.
* **im_keyword_extraction:** Identifying and extracting relevant keywords and phrases from discussions.
* **im_topic_keyword_extraction:** Extracting keywords and phrases from specific topics and themes within a sports audience.
**Emerging Audience Insights:**
* **ea_topic_modeling:** Identifying and understanding emerging topics and themes within a sports audience.
* **ea_sentiment_analysis:** Determining the overall sentiment expressed by fans towards emerging topics and themes.
* **ea_topic_sentiment_analysis:** Analyzing the sentiment of specific topics and themes within a sports audience.
* **ea_keyword_extraction:** Identifying and extracting relevant keywords and phrases from discussions.
* **ea_topic_keyword_extraction:** Extracting keywords and phrases from specific topics and themes within a sports audience.
**Advanced Audience Insights:**
* **aa_topic_modeling:** Advanced topic modeling techniques to identify and understand complex and nuanced topics and themes.
* **aa_sentiment_analysis:** Advanced sentiment analysis techniques to capture and analyze complex and nuanced opinions.
* **aa_topic_sentiment_analysis:** Advanced analysis of sentiment for specific topics and themes within a sports audience.
* **aa_keyword_extraction:** Advanced keyword extraction techniques to identify and extract relevant keywords and phrases from complex and nuanced discussions.
* **aa_topic_keyword_extraction:** Advanced extraction of keywords and phrases from specific topics and themes within a sports audience.
**Additional Units:**
* **au_general_analysis:** General analysis of audience data to identify trends and patterns.
* **au_sports_specific_analysis:** Analysis of audience data specific to a particular sport.
* **au_demographic_analysis:** Analysis of audience data based on demographics.