From c88a0ac72c415914ad14b2b51cec1049e2224b41 Mon Sep 17 00:00:00 2001 From: Maksymiliann <118215873+Maksymiliann@users.noreply.github.com> Date: Thu, 12 Dec 2024 11:28:23 +0100 Subject: [PATCH 01/12] Testing --- _config.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/_config.yml b/_config.yml index 0c1efee4e..11f44127b 100644 --- a/_config.yml +++ b/_config.yml @@ -1,6 +1,6 @@ theme: jekyll-theme-minimal -title: ADA Template Website -description: A template website for ADA +title: Actors & Astrology: Zodiac Trends in Movie Field +description: Je veux aller dormir, je veux me coucher, je veux fermer les yeux, je veux rompish, je veux aller dans les bras de Morphée show_downloads: True navigation: - title: Home From 081a3896f33faaba61451f26e1f017ac3cb7da28 Mon Sep 17 00:00:00 2001 From: Maksymiliann <118215873+Maksymiliann@users.noreply.github.com> Date: Thu, 12 Dec 2024 11:38:14 +0100 Subject: [PATCH 02/12] Test --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 11f44127b..2131d60fa 100644 --- a/_config.yml +++ b/_config.yml @@ -1,5 +1,5 @@ theme: jekyll-theme-minimal -title: Actors & Astrology: Zodiac Trends in Movie Field +title: Actors and Astrology: Zodiac Trends in Movie Field description: Je veux aller dormir, je veux me coucher, je veux fermer les yeux, je veux rompish, je veux aller dans les bras de Morphée show_downloads: True navigation: From 9e56b26c379ce2f1519f613f7d6fcfaddfeef2f5 Mon Sep 17 00:00:00 2001 From: Maksymiliann <118215873+Maksymiliann@users.noreply.github.com> Date: Thu, 12 Dec 2024 11:41:29 +0100 Subject: [PATCH 03/12] Update README.md --- README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/README.md b/README.md index 129af04b1..1a80a6cdf 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,7 @@ +--- +layout: default +--- + # ADA Template Website ## Usage 1. Fork (copy) this repository by clicking the "Fork" button on the top right corner. From af956704e58c305b4f4cd8690fb21f387d091a71 Mon Sep 17 00:00:00 2001 From: Maksymiliann <118215873+Maksymiliann@users.noreply.github.com> Date: Thu, 12 Dec 2024 11:43:27 +0100 Subject: [PATCH 04/12] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 2131d60fa..6c504b930 100644 --- a/_config.yml +++ b/_config.yml @@ -4,6 +4,6 @@ description: Je veux aller dormir, je veux me coucher, je veux fermer les yeux, show_downloads: True navigation: - title: Home - url: / + url: README - title: Example url: example From 6de75595b491058dc00a33466008d16b2b210523 Mon Sep 17 00:00:00 2001 From: Maksymiliann <118215873+Maksymiliann@users.noreply.github.com> Date: Thu, 12 Dec 2024 12:03:33 +0100 Subject: [PATCH 05/12] Create ActorsAndAstrology.md --- ActorsAndAstrology.md | 120 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 120 insertions(+) create mode 100644 ActorsAndAstrology.md diff --git a/ActorsAndAstrology.md b/ActorsAndAstrology.md new file mode 100644 index 000000000..f7fa8a82b --- /dev/null +++ b/ActorsAndAstrology.md @@ -0,0 +1,120 @@ +--- +layout: default +--- + +# Actors & Astrology: Zodiac Trends in Movie Field + +


+ +## Abstract +----------------------------------------------- +Astrology, an ancient practice that predicts present and future events through the movements of celestial bodies, remains popular despite a lack of scientific validation. Many continue to believe that individuals born under different zodiac signs exhibit distinct personality traits. Our project aims to use statistical methods to examine whether zodiac-related trends exist in the film industry, potentially explaining why such pseudoscientific beliefs persist. + +To explore these trends, we first analyze the distribution of actors' zodiac signs based on their birthdates. We then investigate whether individuals of different zodiac signs exhibit different patterns within the film industry, such as genre preferences or the types of roles they are cast in. In this stage, we plan to use large language models (LLMs) to obtain data on role types, validating the accuracy of this information to ensure reliable analysis. Finally, we plan to evaluate if there are some factors will influence these distributions and tendencies, such as gender and nationality. +

+ +## Research Questions +----------------------------------------------- + +These questions serve as guideline of our project. + +*(Almost) Completed:*
+(1) Is the **distribution** of actors across zodiac signs uniform, or are certain signs more represented than others? Which zodiac sign has the highest representation among actors? + +(2) Do actors of different zodiac signs tend to **prefer specific movie genres**? + +*Ongoing:*
+(3) Do certain movie genres show a **preference for actors** of specific zodiac signs during casting? + +(4) What is the difference in the **number** of movies performed by actors of different zodiac signs? + +(5) How do zodiac signs influence the assignment of **power roles**, such as heroes, villains, and sidekicks? + +(6) Are these distributions and trends affected by **demographic factors** such as gender, nationality, or other characteristics of the actors? +

+ +## Proposed additional datasets +----------------------------------------------- +We need more data for Research Question (5). We have not found an open dataset specifically focused on the assignment of power roles. Therefore, we plan to leverage large language models (LLMs), such as ChatGPT, to help determine power dynamics among characters. To enhance the accuracy of the data provided by LLMs, we will incorporate supplementary information from the IMDB dataset. Additionally, we will validate the data by selecting a sample set to assess the reliability of the LLM-generated information. +

+ +## Method +----------------------------------------------- + +### Data Cleaning & Preparation +First, we carefully reviewed each dataset to assess whether its columns were relevant to our project and whether the qualities of the columns were good. + +Next, we performed data cleaning and preparation, removing any inconsistencies and grouping actors by zodiac sign based on their birthdates. We also group the movies based on its genre. + +### Data Enrichment: +Create the dataset of power roles. First, we randomly selected a sample of characters and manually labeled their power roles—such as hero or bad guy. Then, we will use LLMs to determine the power roles of these samples and validate the results. Once validated, we will apply the LLMs to classify power roles across the entire dataset. + +### Data Analysis + +#### *Completed:* +(1) **Distribution Analysis**: After group the actors into different zodiac signs, we will calculate the distribution. Then we will utilise chi-square to determine if the differences between the zodiac signs are significant or not. +(2) **Genre Analysis** +Preferences for movie genres among actors of different zodiac signs: ① Calculate the distribution of different genre ② Calculate the genre distribution of each sign ③ Divide the two proportion ④ use statstical method to test if the trends are significant. + +#### *Ongoing:* +(3) **Casting preferences** :① Calculate the distribution of different genre ② Calculate the genre distribution of each sign③ Divide the two proportion ④ use statstical method to test if the trends are significant. +(4) **Number of Movies** : After group the actors into different zodiac signs, we will calculate the average number of movie the actor perform for each zodiac sign and use use statstical method to test if the differences between the zodiac signs are significant or not. +(5) **Power Role Analysis**: ① Map each actor’s zodiac sign to their respective role ② Use statistical methods (e.g., chi-square tests, logistic regression) to determine if there is a significant association between zodiac signs and the likelihood of being cast in specific roles. Analyze trends and compare how often actors of certain signs are cast as heroes versus villains or sidekicks. +(6) **Career longevity**: How do zodiac signs correlate with actors' career longevity, examining the timespan from their first to last movie appearances? +(7) **Type Diversity Index**: Which zodiac signs demonstrate greater versatility in genre-switching, and how successful are they in different genres throughout their careers? +(8) **Demographic factors Analysis**: Utilised the demographic factors to normalize the data, and repeat (1)-(5) +

+ + + + +## Timeline +----------------------------------------------- + +| Date | Milestone | Details | +|------------|-------------------------------------------------------|------------------------------------------------------------------| +| **11.15** | Data Cleaning and Preparation | Initial analysis for Data Analysis goals (1) & (2) | +| **11.29** | Data Enrichment & Demographic Factors Analysis | Enrichment and demographic analysis for Data Analysis (1) & (2), plus Deadline for Homework 2 | +| **12.06** | Finish Data Analysis | Complete all analysis tasks | +| **12.13** | Report Writing | Begin drafting and finalizing the project report | +| **12.20** | Deadline: Milestone 3 | Submit the final project deliverables | + +

+ +## Team Organization +----------------------------------------------- + +| Member | Primary Contributions | +|-------------------|------------------------------------------| +| Zhichen | Distribution Analysis & Data Enrichment & README writing | +| Jiaqi | Data Cleaning & Distribution Analysis & README writing | +| Xin | Genre Analysis & Power Role Analysis | +| Maksymiliann | Genre Analysis & Power Role Analysis | +| ~~Zoyed~~ | ~~Never showed up and considered quit this project with TA approval~~ | + +*Note: All group members will also engage in demographic factors analysis and creating the final data story. All work are discussed and opyimized within group.* +

+ +## Project Structure +----------------------------------------------- + +The current directory structure: + +``` +├── data <- data here +│ +├── Image <- Graph for Analysis +├── src <- Source code +│ ├── data <- Not used now +│ ├── models <- Not used now +│ ├── utils <- Utility directory contains the functions used in results +│ ├── scripts <- Not used now +│ +├── tests <- Tests files with all the development details +│ +├── results.ipynb <- well-structured notebook showing the results +│ +├── .gitignore +├── pip_requirements.txt +└── README.md +``` From fcb9fc7dd988b90e46d9cbe88425714a6cdd6565 Mon Sep 17 00:00:00 2001 From: Maksymiliann <118215873+Maksymiliann@users.noreply.github.com> Date: Fri, 13 Dec 2024 13:14:57 +0100 Subject: [PATCH 06/12] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 6c504b930..ea59fae22 100644 --- a/_config.yml +++ b/_config.yml @@ -1,5 +1,5 @@ theme: jekyll-theme-minimal -title: Actors and Astrology: Zodiac Trends in Movie Field +title: Actors and Astrology Zodiac Trends in Movie Field description: Je veux aller dormir, je veux me coucher, je veux fermer les yeux, je veux rompish, je veux aller dans les bras de Morphée show_downloads: True navigation: From 2ae8459dd34d0916ea4f33c1b9e902d5b51e47e1 Mon Sep 17 00:00:00 2001 From: Ren Yi Date: Fri, 13 Dec 2024 13:19:31 +0100 Subject: [PATCH 07/12] Revert "Create ActorsAndAstrology.md" This reverts commit 6de75595b491058dc00a33466008d16b2b210523. --- ActorsAndAstrology.md | 120 ------------------------------------------ 1 file changed, 120 deletions(-) delete mode 100644 ActorsAndAstrology.md diff --git a/ActorsAndAstrology.md b/ActorsAndAstrology.md deleted file mode 100644 index f7fa8a82b..000000000 --- a/ActorsAndAstrology.md +++ /dev/null @@ -1,120 +0,0 @@ ---- -layout: default ---- - -# Actors & Astrology: Zodiac Trends in Movie Field - -


- -## Abstract ------------------------------------------------ -Astrology, an ancient practice that predicts present and future events through the movements of celestial bodies, remains popular despite a lack of scientific validation. Many continue to believe that individuals born under different zodiac signs exhibit distinct personality traits. Our project aims to use statistical methods to examine whether zodiac-related trends exist in the film industry, potentially explaining why such pseudoscientific beliefs persist. - -To explore these trends, we first analyze the distribution of actors' zodiac signs based on their birthdates. We then investigate whether individuals of different zodiac signs exhibit different patterns within the film industry, such as genre preferences or the types of roles they are cast in. In this stage, we plan to use large language models (LLMs) to obtain data on role types, validating the accuracy of this information to ensure reliable analysis. Finally, we plan to evaluate if there are some factors will influence these distributions and tendencies, such as gender and nationality. -

- -## Research Questions ------------------------------------------------ - -These questions serve as guideline of our project. - -*(Almost) Completed:*
-(1) Is the **distribution** of actors across zodiac signs uniform, or are certain signs more represented than others? Which zodiac sign has the highest representation among actors? - -(2) Do actors of different zodiac signs tend to **prefer specific movie genres**? - -*Ongoing:*
-(3) Do certain movie genres show a **preference for actors** of specific zodiac signs during casting? - -(4) What is the difference in the **number** of movies performed by actors of different zodiac signs? - -(5) How do zodiac signs influence the assignment of **power roles**, such as heroes, villains, and sidekicks? - -(6) Are these distributions and trends affected by **demographic factors** such as gender, nationality, or other characteristics of the actors? -

- -## Proposed additional datasets ------------------------------------------------ -We need more data for Research Question (5). We have not found an open dataset specifically focused on the assignment of power roles. Therefore, we plan to leverage large language models (LLMs), such as ChatGPT, to help determine power dynamics among characters. To enhance the accuracy of the data provided by LLMs, we will incorporate supplementary information from the IMDB dataset. Additionally, we will validate the data by selecting a sample set to assess the reliability of the LLM-generated information. -

- -## Method ------------------------------------------------ - -### Data Cleaning & Preparation -First, we carefully reviewed each dataset to assess whether its columns were relevant to our project and whether the qualities of the columns were good. - -Next, we performed data cleaning and preparation, removing any inconsistencies and grouping actors by zodiac sign based on their birthdates. We also group the movies based on its genre. - -### Data Enrichment: -Create the dataset of power roles. First, we randomly selected a sample of characters and manually labeled their power roles—such as hero or bad guy. Then, we will use LLMs to determine the power roles of these samples and validate the results. Once validated, we will apply the LLMs to classify power roles across the entire dataset. - -### Data Analysis - -#### *Completed:* -(1) **Distribution Analysis**: After group the actors into different zodiac signs, we will calculate the distribution. Then we will utilise chi-square to determine if the differences between the zodiac signs are significant or not. -(2) **Genre Analysis** -Preferences for movie genres among actors of different zodiac signs: ① Calculate the distribution of different genre ② Calculate the genre distribution of each sign ③ Divide the two proportion ④ use statstical method to test if the trends are significant. - -#### *Ongoing:* -(3) **Casting preferences** :① Calculate the distribution of different genre ② Calculate the genre distribution of each sign③ Divide the two proportion ④ use statstical method to test if the trends are significant. -(4) **Number of Movies** : After group the actors into different zodiac signs, we will calculate the average number of movie the actor perform for each zodiac sign and use use statstical method to test if the differences between the zodiac signs are significant or not. -(5) **Power Role Analysis**: ① Map each actor’s zodiac sign to their respective role ② Use statistical methods (e.g., chi-square tests, logistic regression) to determine if there is a significant association between zodiac signs and the likelihood of being cast in specific roles. Analyze trends and compare how often actors of certain signs are cast as heroes versus villains or sidekicks. -(6) **Career longevity**: How do zodiac signs correlate with actors' career longevity, examining the timespan from their first to last movie appearances? -(7) **Type Diversity Index**: Which zodiac signs demonstrate greater versatility in genre-switching, and how successful are they in different genres throughout their careers? -(8) **Demographic factors Analysis**: Utilised the demographic factors to normalize the data, and repeat (1)-(5) -

- - - - -## Timeline ------------------------------------------------ - -| Date | Milestone | Details | -|------------|-------------------------------------------------------|------------------------------------------------------------------| -| **11.15** | Data Cleaning and Preparation | Initial analysis for Data Analysis goals (1) & (2) | -| **11.29** | Data Enrichment & Demographic Factors Analysis | Enrichment and demographic analysis for Data Analysis (1) & (2), plus Deadline for Homework 2 | -| **12.06** | Finish Data Analysis | Complete all analysis tasks | -| **12.13** | Report Writing | Begin drafting and finalizing the project report | -| **12.20** | Deadline: Milestone 3 | Submit the final project deliverables | - -

- -## Team Organization ------------------------------------------------ - -| Member | Primary Contributions | -|-------------------|------------------------------------------| -| Zhichen | Distribution Analysis & Data Enrichment & README writing | -| Jiaqi | Data Cleaning & Distribution Analysis & README writing | -| Xin | Genre Analysis & Power Role Analysis | -| Maksymiliann | Genre Analysis & Power Role Analysis | -| ~~Zoyed~~ | ~~Never showed up and considered quit this project with TA approval~~ | - -*Note: All group members will also engage in demographic factors analysis and creating the final data story. All work are discussed and opyimized within group.* -

- -## Project Structure ------------------------------------------------ - -The current directory structure: - -``` -├── data <- data here -│ -├── Image <- Graph for Analysis -├── src <- Source code -│ ├── data <- Not used now -│ ├── models <- Not used now -│ ├── utils <- Utility directory contains the functions used in results -│ ├── scripts <- Not used now -│ -├── tests <- Tests files with all the development details -│ -├── results.ipynb <- well-structured notebook showing the results -│ -├── .gitignore -├── pip_requirements.txt -└── README.md -``` From 2c46fc526c4b65a02fe692c68441440fd20bf7dc Mon Sep 17 00:00:00 2001 From: Ren Yi Date: Fri, 13 Dec 2024 13:19:35 +0100 Subject: [PATCH 08/12] Revert "Update _config.yml" This reverts commit af956704e58c305b4f4cd8690fb21f387d091a71. --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 6c504b930..2131d60fa 100644 --- a/_config.yml +++ b/_config.yml @@ -4,6 +4,6 @@ description: Je veux aller dormir, je veux me coucher, je veux fermer les yeux, show_downloads: True navigation: - title: Home - url: README + url: / - title: Example url: example From 036bef9deae269a1edfa7f117bc089e43ead7662 Mon Sep 17 00:00:00 2001 From: Ren Yi Date: Fri, 13 Dec 2024 13:19:37 +0100 Subject: [PATCH 09/12] Revert "Update README.md" This reverts commit 9e56b26c379ce2f1519f613f7d6fcfaddfeef2f5. --- README.md | 4 ---- 1 file changed, 4 deletions(-) diff --git a/README.md b/README.md index 1a80a6cdf..129af04b1 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,3 @@ ---- -layout: default ---- - # ADA Template Website ## Usage 1. Fork (copy) this repository by clicking the "Fork" button on the top right corner. From 963bf49fe206b180851e6572325cc51369357b15 Mon Sep 17 00:00:00 2001 From: Ren Yi Date: Fri, 13 Dec 2024 13:19:40 +0100 Subject: [PATCH 10/12] Revert "Test" This reverts commit 081a3896f33faaba61451f26e1f017ac3cb7da28. --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 2131d60fa..11f44127b 100644 --- a/_config.yml +++ b/_config.yml @@ -1,5 +1,5 @@ theme: jekyll-theme-minimal -title: Actors and Astrology: Zodiac Trends in Movie Field +title: Actors & Astrology: Zodiac Trends in Movie Field description: Je veux aller dormir, je veux me coucher, je veux fermer les yeux, je veux rompish, je veux aller dans les bras de Morphée show_downloads: True navigation: From 1a8a36b37d191940187a09fd2b25e00ca6d144cf Mon Sep 17 00:00:00 2001 From: Ren Yi Date: Fri, 13 Dec 2024 13:19:41 +0100 Subject: [PATCH 11/12] Revert "Testing" This reverts commit c88a0ac72c415914ad14b2b51cec1049e2224b41. --- _config.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/_config.yml b/_config.yml index 11f44127b..0c1efee4e 100644 --- a/_config.yml +++ b/_config.yml @@ -1,6 +1,6 @@ theme: jekyll-theme-minimal -title: Actors & Astrology: Zodiac Trends in Movie Field -description: Je veux aller dormir, je veux me coucher, je veux fermer les yeux, je veux rompish, je veux aller dans les bras de Morphée +title: ADA Template Website +description: A template website for ADA show_downloads: True navigation: - title: Home From fd17043d8687859531d521a34166c38be7f1e991 Mon Sep 17 00:00:00 2001 From: Maksymiliann <118215873+Maksymiliann@users.noreply.github.com> Date: Fri, 13 Dec 2024 13:23:23 +0100 Subject: [PATCH 12/12] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index ea59fae22..df12d9318 100644 --- a/_config.yml +++ b/_config.yml @@ -1,6 +1,6 @@ theme: jekyll-theme-minimal title: Actors and Astrology Zodiac Trends in Movie Field -description: Je veux aller dormir, je veux me coucher, je veux fermer les yeux, je veux rompish, je veux aller dans les bras de Morphée +description: ça marche pas!! show_downloads: True navigation: - title: Home