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< Back Sustainability Dimensions of Stocks on the SIX:Render 1 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX Previous Next

< Back ESG Strategies: Passive and Active Management Do the laws of passive and active strategies also affect sustainability investing? I recently concluded a sustainability data visualization project. The draft of the visualization is below Viewing the plot, I sought to understand the sustainability of stocks on the SIX. Parameters were used to identify sustainability in terms of ESG scores (70 and above) and Economic score (having an expected return above the market return). I developed four sustainable funds based on the ESG findings and market returns. Additionally I used ETHOS fund data found on Swiss Fund Data to develop the sustainable funds. The funds developed were: Negative Screening Best in Class Approach Thematic Approach ESG integration Against the staus quo, ESG integration was the only fund that was not "sustainable." Typcially ESG itegration is hailed as one of the most effective and practical strategies for promoting sustainability. Why is this the case? Unlike the first three strategies which are very basic to implement, when it came to the ESG integration fund, I randomly picked the ETHOS fund and duplicated the stock selectio - an in this case per the basic quantitaive metric developed, said fund was not . However, when I picked another ESG integrated fund its performace was sustainable. It appears that ESG integration has greater levels of subjectivity and the funds constructed across traders are likely to differ much greately than the previous 3 strategies. Thus, one can argue the element of the manager's skill in the active management of an ESG integrated fund plays a greater role in the fund's performance as compared to the other 3 strategies. Could this be the case of "passive" and active management of portfolios? Future works: Compare performace of ESG integrated funds Calculate the average return of ESG integrated funds vs "passive" strategies (Negative screening, Best In Class Approach ~ basic strategies) Do the variations of ESG integration strategies and basic sustainability stratigies vary across market types (Geographic and effeciency wise)? Previous Next

< Back Hedonic Valuation Model: Real Estate in Zurich With significant portions of banks portfolios consisting of mortgage loans, it is paramount to develop a strong model for valuating real estate. https://akweix.shinyapps.io/HedonicValuationModel/ Previous Next

Directory All Alternatives Data Tools Sustainability Emerging Markets EU & North America Project Name Short Project Description URL Photography Tool: Black & White Conversion A basic photo editor to convert PNG pictures from color to Black and White /projects-1/photography-tool%3A-black-%26-white-conversion How much time do I have left? - Version 2 Visualizing and Quantifying our most valuable asset: "Time"; Version 2 http://how-much-time-do-i-have-left?---version-2 Prisoner's Dilemma: Player 2 Allowing users to participate in Robert Axelrod's 1980 Computer Tournament. /projects-1/prisoner's-dilemma%3A-player-2 Initial margin requirement for Derivative Trading A simplified VaR-based approach to calculate the initial margin requirement for Derivative Trading /projects-1/initial-margin-requirement-for-derivative-trading Expected Loss Calculator A simple tool to calculate the Expected Loss for a credit portfolio. /projects-1/expected-loss-calculator Value at Risk (VaR) for a portfolio Simple Tool using a historical simulation to find VaR http://value-at-risk-(var)-for-a-portfolio Game Theory: Prisoner's Dilemma Strategies Tools Recreating and Simulating Robert Axelrod's 1980 Computer Tournament. /projects-1/game-theory%3A-prisoner's-dilemma-strategies-tools How Much Time Do I have left? Visualizing and Quantifying our most valuable asset: "Time" /projects-1/how-much-time-do-i-have-left%3F Hollywood Boulevard to Wall Street: Futurism in Movies and Tech-Stock Prices This study investigates the relationship between the box office sales of futurism-themed movies and the performance of the tech stock index. /projects-1/hollywood-boulevard-to-wall-street%3A-futurism-in-movies-and-tech-stock-prices frankenstein.io - Draft 1 Restructuring & Simplifying "Frankenstein codes" /projects-1/frankenstein.io---draft-1 Data Visualization of the Dynamic Efficiency of Oil and Gas Production in Ghana A comprehensive tool for understanding the Real-time Efficiency of Oil and Gas production in Ghana /projects-1/data-visualization-of-the-dynamic-efficiency-of-oil-and-gas-production-in-ghana Hedonic Valuation Model: Real Estate in Zurich With significant portions of banks portfolios consisting of mortgage loans, it is paramount to develop a strong model for valuating real estate. /projects-1/hedonic-valuation-model%3A-real-estate-in-zurich Manipulating File Paths: Backward to Foward Slashes A program made to convert backward slashes in file path names to foward slashes. Targeted for Windows users when copying paths to R or Pthon. /projects-1/manipulating-file-paths%3A-backward-to-foward-slashes Beta of Fan Milk Ltd (FML): Ghana Stock Exchange (GSE) Finding the Beta of FML on the GSE using Python (Jupyter Notebook) /projects-1/beta-of-fan-milk-ltd-(fml)%3A-ghana-stock-exchange-(gse) Fixed Deposits Offers in Ghana A simple directory that shows Fixed Deposit offers in Ghana /projects-1/fixed-deposits-offers-in-ghana Plain Vanilla Bond Price Calculator A web application that takes the arguments of FV, Coupon Rate, YTM and Periods to price a Plain Vanilla Bond /projects-1/plain-vanilla-bond-price-calculator Convering Excel to CSV: Web Application A basic Web application written in HTML and Javascript to convert excel files to CSV. /projects-1/convering-excel-to-csv%3A-web-application Electricity Consumption as a proxy of production: Draft 1 Using publicly available data on Swiss Power Consumption, this exploration seeks to identify an association with power consumption and select firms output /projects-1/electricity-consumption-as-a-proxy-of-production%3A-draft-1 Ghana Stock Exchange: Real-Time Prices Web App V1 A basic web-application to find real time summaries of stocks on Ghana's Stock Exchange (GSE) /projects-1/ghana-stock-exchange%3A-real-time-prices-web-app-v1 Do Sustainable Funds in Switzerland outperform the Market? What is the performance of "sustainable" funds in relation to the market? Let's explore the case of the SIX Swiss Exchange /projects-1/do-sustainable-funds-in-switzerland-outperform-the-market%3F Dynamic View of Trading Hours: SIX Swiss Exchange V1 Dynamic View of the opening and closing hours of the SIX Swiss Stock exchange for 2024. Additionally, current summary of the market's activity is stated. /projects-1/dynamic-view-of-trading-hours%3A-six-swiss-exchange-v1 Sustainability Dimensions of Stocks on the SIX:Render 3 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX https://www.akweidata.com/sixsustainabilitydimensions Web-Scrapper V1: Web Application Web Application for web-scrapping news articles /projects-1/web-scrapper-v1%3A-web-application Is ignorance truly bliss? Investigating the link between the lack of general information and the conception of the economy in Ghana. Project from 2018 /projects-1/is-ignorance-truly-bliss%3F- Alternative Data Regressor: V1 A Python Program to attain a linear regression of some alternative data against financial asset prices . A CSV file is the input. The output is the regression results. /projects-1/alternative-data-regressor%3A-v1 Alternative Data Regressor Framework: Flow Chart A framework for linear regression of alternative data against financial asset prices - the flow chart /projects-1/alternative-data-regressor-framework%3A-flow-chart Paradox of Choice and Utility Maximization: Music Traditional Asset Pricing models are conceptually based on utility maximization. However, what about the role of the quantity of choices in utility maximization? /projects-1/paradox-of-choice-and-utility-maximization%3A-music ESG Strategies: Passive and Active Management Do the laws of passive and active strategies also affect sustainability investing? /projects-1/esg-strategies%3A-passive-and-active-management Web scrapping Box Office Sales A python code used to web scrape data from Box Office Mojo's Website. /projects-1/web-scrapping-box-office-sales Alternative Data Regressor Framework: Draft 1 A framework for linear regression of alternative data against financial asset prices /projects-1/alternative-data-regressor-framework%3A-draft-1 Scrapping Oil related articles Run on python via GoogleCollab /projects-1/scrapping-oil-related-articles Sustainability Dimensions of Stocks on the SIX:Render 2 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX /projects-1/sustainability-dimensions-of-stocks-on-the-six%3Arender-2 Smartphone App for University Students An all-purpose app for Ashesi students. Project from 2017 /projects-1/smartphone-app-for-university-students Proving the Butterfly Effect Within the context of metreology and physics, we can explore the butterfly effect /projects-1/proving-the-butterfly-effect Cocoa Production: Ghana and Ivory Coast - Historic Trend Work in progress /projects-1/cocoa-production%3A-ghana-and-ivory-coast---historic-trend Cocoa Production: West Africa - 2022 Work in progress /projects-1/cocoa-production%3A-west-africa---2022 Cocoa Production: Ghana and Ivory Coast - 2022 Summary of Cocoa Production in Ghana and Ivory Coast in 2022. /projects-1/cocoa-production%3A-ghana-and-ivory-coast---2022 Commentary: Washington’s Decision to “Normalize” Relations with Cuba..." An economic commentary on the article "Washington’s Decision to “Normalize” Relations with Cuba: Impede China’s Growing Influence in Latin America" /projects-1/commentary%3A-washington%E2%80%99s-decision-to-%E2%80%9Cnormalize%E2%80%9D-relations-with-cuba...%22 Commentary: Brexit could lead to recession, says Bank of England An economic commentary on the article "Brexit could lead to recession, says Bank of England" /projects-1/commentary%3A-brexit-could-lead-to-recession%2C-says-bank-of-england Commentary: Ghana fixes new cocoa price to control smuggling An economic commentary on the Article, "Ghana fixes new cocoa price to control smuggling" /projects-1/commentary%3A-ghana-fixes-new-cocoa-price-to-control-smuggling Sustainability Dimensions of Stocks on the SIX:Render 1 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX http://sustainability-dimensions-of-stocks-on-the-six%3Arender-1 The Solow Model and Human Capital in Developing Economies How can human capital enrichment lead to long-run economic growth? /projects-1/the-solow-model-and-human-capital-in-developing-economies Scrapping Data using Python A Python application designed to generate a histogram depicting the frequency of articles published on Google News in 2022 concerning '@celebjets'. /projects-1/scrapping-data-using-python Dynamic View of Ghana's Unemployment Investigating the trend and segmentation of employment in Ghana /projects-1/dynamic-view-of-ghana's-unemployment Google News Scrapper Scrape Google News articles for a particulair keyword and date range /projects-1/google-news-scrapper Dynamic view of Ghana's Insurance Industry Work in progress /projects-1/dynamic-view-of-ghana's-insurance-industry Snapshot Macroeconomic Summary of ECOWAS States: 2022 As at the end of 2022, this is was the macroeconomic status of each ECOWAS state http://snapshot-macroeconomic-summary-of-ecowas Dynamic Forestry and Agricultural Summary of ECOWAS states Work in progress /projects-1/dynamic-forestry-and-agricultural-summary-of-ecowas-states Financial Performance of Ghana's political regimes from 1960 - 2000 Analysis of Economic Growth in Ghana, 1960 – 2000 – ARYEETEY & FOSU /projects-1/financial-performance-of-ghana's-political-regimes-from-1960---2000 Dynamic view of Ghana's Forestry Work in progress /projects-1/dynamic-view-of-ghana's-forestry Project Name Short Project Description URL Photography Tool: Black & White Conversion A basic photo editor to convert PNG pictures from color to Black and White /projects-1/photography-tool%3A-black-%26-white-conversion How much time do I have left? - Version 2 Visualizing and Quantifying our most valuable asset: "Time"; Version 2 http://how-much-time-do-i-have-left?---version-2 Prisoner's Dilemma: Player 2 Allowing users to participate in Robert Axelrod's 1980 Computer Tournament. /projects-1/prisoner's-dilemma%3A-player-2 Initial margin requirement for Derivative Trading A simplified VaR-based approach to calculate the initial margin requirement for Derivative Trading /projects-1/initial-margin-requirement-for-derivative-trading Expected Loss Calculator A simple tool to calculate the Expected Loss for a credit portfolio. /projects-1/expected-loss-calculator Value at Risk (VaR) for a portfolio Simple Tool using a historical simulation to find VaR http://value-at-risk-(var)-for-a-portfolio Game Theory: Prisoner's Dilemma Strategies Tools Recreating and Simulating Robert Axelrod's 1980 Computer Tournament. /projects-1/game-theory%3A-prisoner's-dilemma-strategies-tools How Much Time Do I have left? Visualizing and Quantifying our most valuable asset: "Time" /projects-1/how-much-time-do-i-have-left%3F frankenstein.io - Draft 1 Restructuring & Simplifying "Frankenstein codes" /projects-1/frankenstein.io---draft-1 Data Visualization of the Dynamic Efficiency of Oil and Gas Production in Ghana A comprehensive tool for understanding the Real-time Efficiency of Oil and Gas production in Ghana /projects-1/data-visualization-of-the-dynamic-efficiency-of-oil-and-gas-production-in-ghana Hedonic Valuation Model: Real Estate in Zurich With significant portions of banks portfolios consisting of mortgage loans, it is paramount to develop a strong model for valuating real estate. /projects-1/hedonic-valuation-model%3A-real-estate-in-zurich Manipulating File Paths: Backward to Foward Slashes A program made to convert backward slashes in file path names to foward slashes. Targeted for Windows users when copying paths to R or Pthon. /projects-1/manipulating-file-paths%3A-backward-to-foward-slashes Beta of Fan Milk Ltd (FML): Ghana Stock Exchange (GSE) Finding the Beta of FML on the GSE using Python (Jupyter Notebook) /projects-1/beta-of-fan-milk-ltd-(fml)%3A-ghana-stock-exchange-(gse) Fixed Deposits Offers in Ghana A simple directory that shows Fixed Deposit offers in Ghana /projects-1/fixed-deposits-offers-in-ghana Plain Vanilla Bond Price Calculator A web application that takes the arguments of FV, Coupon Rate, YTM and Periods to price a Plain Vanilla Bond /projects-1/plain-vanilla-bond-price-calculator Convering Excel to CSV: Web Application A basic Web application written in HTML and Javascript to convert excel files to CSV. /projects-1/convering-excel-to-csv%3A-web-application Ghana Stock Exchange: Real-Time Prices Web App V1 A basic web-application to find real time summaries of stocks on Ghana's Stock Exchange (GSE) /projects-1/ghana-stock-exchange%3A-real-time-prices-web-app-v1 Sustainability Dimensions of Stocks on the SIX:Render 3 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX https://www.akweidata.com/sixsustainabilitydimensions Web-Scrapper V1: Web Application Web Application for web-scrapping news articles /projects-1/web-scrapper-v1%3A-web-application Alternative Data Regressor: V1 A Python Program to attain a linear regression of some alternative data against financial asset prices . A CSV file is the input. The output is the regression results. /projects-1/alternative-data-regressor%3A-v1 Alternative Data Regressor Framework: Flow Chart A framework for linear regression of alternative data against financial asset prices - the flow chart /projects-1/alternative-data-regressor-framework%3A-flow-chart Web scrapping Box Office Sales A python code used to web scrape data from Box Office Mojo's Website. /projects-1/web-scrapping-box-office-sales Scrapping Oil related articles Run on python via GoogleCollab /projects-1/scrapping-oil-related-articles Sustainability Dimensions of Stocks on the SIX:Render 2 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX /projects-1/sustainability-dimensions-of-stocks-on-the-six%3Arender-2 Proving the Butterfly Effect Within the context of metreology and physics, we can explore the butterfly effect /projects-1/proving-the-butterfly-effect Google News Scrapper Scrape Google News articles for a particulair keyword and date range /projects-1/google-news-scrapper Project Name Short Project Description URL Data Visualization of the Dynamic Efficiency of Oil and Gas Production in Ghana A comprehensive tool for understanding the Real-time Efficiency of Oil and Gas production in Ghana /projects-1/data-visualization-of-the-dynamic-efficiency-of-oil-and-gas-production-in-ghana Beta of Fan Milk Ltd (FML): Ghana Stock Exchange (GSE) Finding the Beta of FML on the GSE using Python (Jupyter Notebook) /projects-1/beta-of-fan-milk-ltd-(fml)%3A-ghana-stock-exchange-(gse) Fixed Deposits Offers in Ghana A simple directory that shows Fixed Deposit offers in Ghana /projects-1/fixed-deposits-offers-in-ghana Ghana Stock Exchange: Real-Time Prices Web App V1 A basic web-application to find real time summaries of stocks on Ghana's Stock Exchange (GSE) /projects-1/ghana-stock-exchange%3A-real-time-prices-web-app-v1 Is ignorance truly bliss? Investigating the link between the lack of general information and the conception of the economy in Ghana. Project from 2018 /projects-1/is-ignorance-truly-bliss%3F- Scrapping Oil related articles Run on python via GoogleCollab /projects-1/scrapping-oil-related-articles Smartphone App for University Students An all-purpose app for Ashesi students. Project from 2017 /projects-1/smartphone-app-for-university-students Cocoa Production: Ghana and Ivory Coast - Historic Trend Work in progress /projects-1/cocoa-production%3A-ghana-and-ivory-coast---historic-trend Cocoa Production: West Africa - 2022 Work in progress /projects-1/cocoa-production%3A-west-africa---2022 Cocoa Production: Ghana and Ivory Coast - 2022 Summary of Cocoa Production in Ghana and Ivory Coast in 2022. /projects-1/cocoa-production%3A-ghana-and-ivory-coast---2022 Commentary: Ghana fixes new cocoa price to control smuggling An economic commentary on the Article, "Ghana fixes new cocoa price to control smuggling" /projects-1/commentary%3A-ghana-fixes-new-cocoa-price-to-control-smuggling The Solow Model and Human Capital in Developing Economies How can human capital enrichment lead to long-run economic growth? /projects-1/the-solow-model-and-human-capital-in-developing-economies Dynamic View of Ghana's Unemployment Investigating the trend and segmentation of employment in Ghana /projects-1/dynamic-view-of-ghana's-unemployment Dynamic view of Ghana's Insurance Industry Work in progress /projects-1/dynamic-view-of-ghana's-insurance-industry Snapshot Macroeconomic Summary of ECOWAS States: 2022 As at the end of 2022, this is was the macroeconomic status of each ECOWAS state http://snapshot-macroeconomic-summary-of-ecowas Dynamic Forestry and Agricultural Summary of ECOWAS states Work in progress /projects-1/dynamic-forestry-and-agricultural-summary-of-ecowas-states Financial Performance of Ghana's political regimes from 1960 - 2000 Analysis of Economic Growth in Ghana, 1960 – 2000 – ARYEETEY & FOSU /projects-1/financial-performance-of-ghana's-political-regimes-from-1960---2000 Dynamic view of Ghana's Forestry Work in progress /projects-1/dynamic-view-of-ghana's-forestry Project Name Short Project Description URL Initial margin requirement for Derivative Trading A simplified VaR-based approach to calculate the initial margin requirement for Derivative Trading /projects-1/initial-margin-requirement-for-derivative-trading Expected Loss Calculator A simple tool to calculate the Expected Loss for a credit portfolio. /projects-1/expected-loss-calculator Value at Risk (VaR) for a portfolio Simple Tool using a historical simulation to find VaR http://value-at-risk-(var)-for-a-portfolio Data Visualization of the Dynamic Efficiency of Oil and Gas Production in Ghana A comprehensive tool for understanding the Real-time Efficiency of Oil and Gas production in Ghana /projects-1/data-visualization-of-the-dynamic-efficiency-of-oil-and-gas-production-in-ghana Fixed Deposits Offers in Ghana A simple directory that shows Fixed Deposit offers in Ghana /projects-1/fixed-deposits-offers-in-ghana Do Sustainable Funds in Switzerland outperform the Market? What is the performance of "sustainable" funds in relation to the market? Let's explore the case of the SIX Swiss Exchange /projects-1/do-sustainable-funds-in-switzerland-outperform-the-market%3F Sustainability Dimensions of Stocks on the SIX:Render 3 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX https://www.akweidata.com/sixsustainabilitydimensions ESG Strategies: Passive and Active Management Do the laws of passive and active strategies also affect sustainability investing? /projects-1/esg-strategies%3A-passive-and-active-management Scrapping Oil related articles Run on python via GoogleCollab /projects-1/scrapping-oil-related-articles Sustainability Dimensions of Stocks on the SIX:Render 2 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX /projects-1/sustainability-dimensions-of-stocks-on-the-six%3Arender-2 Smartphone App for University Students An all-purpose app for Ashesi students. Project from 2017 /projects-1/smartphone-app-for-university-students Cocoa Production: Ghana and Ivory Coast - Historic Trend Work in progress /projects-1/cocoa-production%3A-ghana-and-ivory-coast---historic-trend Cocoa Production: West Africa - 2022 Work in progress /projects-1/cocoa-production%3A-west-africa---2022 Cocoa Production: Ghana and Ivory Coast - 2022 Summary of Cocoa Production in Ghana and Ivory Coast in 2022. /projects-1/cocoa-production%3A-ghana-and-ivory-coast---2022 Commentary: Ghana fixes new cocoa price to control smuggling An economic commentary on the Article, "Ghana fixes new cocoa price to control smuggling" /projects-1/commentary%3A-ghana-fixes-new-cocoa-price-to-control-smuggling Sustainability Dimensions of Stocks on the SIX:Render 1 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX http://sustainability-dimensions-of-stocks-on-the-six%3Arender-1 Dynamic Forestry and Agricultural Summary of ECOWAS states Work in progress /projects-1/dynamic-forestry-and-agricultural-summary-of-ecowas-states Dynamic view of Ghana's Forestry Work in progress /projects-1/dynamic-view-of-ghana's-forestry Project Name Short Project Description URL Hedonic Valuation Model: Real Estate in Zurich With significant portions of banks portfolios consisting of mortgage loans, it is paramount to develop a strong model for valuating real estate. /projects-1/hedonic-valuation-model%3A-real-estate-in-zurich Electricity Consumption as a proxy of production: Draft 1 Using publicly available data on Swiss Power Consumption, this exploration seeks to identify an association with power consumption and select firms output /projects-1/electricity-consumption-as-a-proxy-of-production%3A-draft-1 Do Sustainable Funds in Switzerland outperform the Market? What is the performance of "sustainable" funds in relation to the market? Let's explore the case of the SIX Swiss Exchange /projects-1/do-sustainable-funds-in-switzerland-outperform-the-market%3F Dynamic View of Trading Hours: SIX Swiss Exchange V1 Dynamic View of the opening and closing hours of the SIX Swiss Stock exchange for 2024. Additionally, current summary of the market's activity is stated. /projects-1/dynamic-view-of-trading-hours%3A-six-swiss-exchange-v1 Sustainability Dimensions of Stocks on the SIX:Render 3 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX https://www.akweidata.com/sixsustainabilitydimensions Web scrapping Box Office Sales A python code used to web scrape data from Box Office Mojo's Website. /projects-1/web-scrapping-box-office-sales Sustainability Dimensions of Stocks on the SIX:Render 2 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX /projects-1/sustainability-dimensions-of-stocks-on-the-six%3Arender-2 Commentary: Washington’s Decision to “Normalize” Relations with Cuba..." An economic commentary on the article "Washington’s Decision to “Normalize” Relations with Cuba: Impede China’s Growing Influence in Latin America" /projects-1/commentary%3A-washington%E2%80%99s-decision-to-%E2%80%9Cnormalize%E2%80%9D-relations-with-cuba...%22 Commentary: Brexit could lead to recession, says Bank of England An economic commentary on the article "Brexit could lead to recession, says Bank of England" /projects-1/commentary%3A-brexit-could-lead-to-recession%2C-says-bank-of-england Sustainability Dimensions of Stocks on the SIX:Render 1 Quantitatively assessing Brundtland's Dimensions (1987). The case of the SIX http://sustainability-dimensions-of-stocks-on-the-six%3Arender-1 Project Name Short Project Description URL How much time do I have left? - Version 2 Visualizing and Quantifying our most valuable asset: "Time"; Version 2 http://how-much-time-do-i-have-left?---version-2 Prisoner's Dilemma: Player 2 Allowing users to participate in Robert Axelrod's 1980 Computer Tournament. /projects-1/prisoner's-dilemma%3A-player-2 Game Theory: Prisoner's Dilemma Strategies Tools Recreating and Simulating Robert Axelrod's 1980 Computer Tournament. /projects-1/game-theory%3A-prisoner's-dilemma-strategies-tools How Much Time Do I have left? Visualizing and Quantifying our most valuable asset: "Time" /projects-1/how-much-time-do-i-have-left%3F Hollywood Boulevard to Wall Street: Futurism in Movies and Tech-Stock Prices This study investigates the relationship between the box office sales of futurism-themed movies and the performance of the tech stock index. /projects-1/hollywood-boulevard-to-wall-street%3A-futurism-in-movies-and-tech-stock-prices Electricity Consumption as a proxy of production: Draft 1 Using publicly available data on Swiss Power Consumption, this exploration seeks to identify an association with power consumption and select firms output /projects-1/electricity-consumption-as-a-proxy-of-production%3A-draft-1 Dynamic View of Trading Hours: SIX Swiss Exchange V1 Dynamic View of the opening and closing hours of the SIX Swiss Stock exchange for 2024. Additionally, current summary of the market's activity is stated. /projects-1/dynamic-view-of-trading-hours%3A-six-swiss-exchange-v1 Web-Scrapper V1: Web Application Web Application for web-scrapping news articles /projects-1/web-scrapper-v1%3A-web-application Is ignorance truly bliss? Investigating the link between the lack of general information and the conception of the economy in Ghana. Project from 2018 /projects-1/is-ignorance-truly-bliss%3F- Alternative Data Regressor: V1 A Python Program to attain a linear regression of some alternative data against financial asset prices . A CSV file is the input. The output is the regression results. /projects-1/alternative-data-regressor%3A-v1 Alternative Data Regressor Framework: Flow Chart A framework for linear regression of alternative data against financial asset prices - the flow chart /projects-1/alternative-data-regressor-framework%3A-flow-chart Paradox of Choice and Utility Maximization: Music Traditional Asset Pricing models are conceptually based on utility maximization. However, what about the role of the quantity of choices in utility maximization? /projects-1/paradox-of-choice-and-utility-maximization%3A-music Web scrapping Box Office Sales A python code used to web scrape data from Box Office Mojo's Website. /projects-1/web-scrapping-box-office-sales Alternative Data Regressor Framework: Draft 1 A framework for linear regression of alternative data against financial asset prices /projects-1/alternative-data-regressor-framework%3A-draft-1 Scrapping Oil related articles Run on python via GoogleCollab /projects-1/scrapping-oil-related-articles Proving the Butterfly Effect Within the context of metreology and physics, we can explore the butterfly effect /projects-1/proving-the-butterfly-effect Scrapping Data using Python A Python application designed to generate a histogram depicting the frequency of articles published on Google News in 2022 concerning '@celebjets'. /projects-1/scrapping-data-using-python Google News Scrapper Scrape Google News articles for a particulair keyword and date range /projects-1/google-news-scrapper

< Back Dynamic view of Ghana's Insurance Industry Work in progress Previous Next

< Back Alternative Data Regressor: V1 A Python Program to attain a linear regression of some alternative data against financial asset prices . A CSV file is the input. The output is the regression results. The provided Python program is designed to process time series data from a CSV file and execute a series of analytical steps based on a predefined decision tree. Key functionalities include: Reading a CSV File : The user inputs the path to a CSV file, which the program reads into a DataFrame. Stationarity Testing : It tests the time series data for stationarity using the Augmented Dickey-Fuller test. Adjusting for Non-Stationarity : If the data is non-stationary, it applies a log transformation to stabilize the time series. Re-testing for Stationarity : After transformation, it retests the data for stationarity. Significance Testing : Conducts an Ordinary Least Squares (OLS) regression to test the significance of the relationship between the time series and a dependent variable. Model Development and Evaluation : If a significant relationship is found, the program proceeds to develop a baseline regression model, which is then refined and evaluated based on its R-squared value. Output : The program outputs the results of the stationarity tests, significance tests, and the R-squared value of the regression model. import pandas as pd import numpy as np from statsmodels.tsa.stattools import adfuller from statsmodels.regression.linear_model import OLS import statsmodels.api as sm from scipy import stats import matplotlib.pyplot as plt from sklearn.model_selection import train_test_split from sklearn.metrics import r2_score def test_stationarity(timeseries): # Perform Dickey-Fuller test: dftest = adfuller(timeseries, autolag='AIC') return dftest[1] # p-value def adjust_non_stationarity(data): # Adjusting for non-stationarity (example: log transformation) return np.log(data) def significance_testing(X, y): # Perform significance testing (example: OLS regression) X = sm.add_constant(X) # adding a constant model = OLS(y, X).fit() return model.pvalues def main(): # Load data file_path = input("Enter the path to your CSV file: ") df = pd.read_csv(file_path) # Assuming the time series column is named 'timeseries' timeseries = df['timeseries'] # Step 1: Test for Stationarity if test_stationarity(timeseries) > 0.05: # Step 2: Adjust Data for Non-Stationarity timeseries = adjust_non_stationarity(timeseries) # Step 3: Re-test for Stationarity if test_stationarity(timeseries) > 0.05: print("Data is still non-stationary after transformation. Ending process.") return else: print("Data is stationary after transformation. Proceeding with analysis.") else: print("Data is stationary. Proceeding with analysis.") # Step 4: Significance Testing # Assuming another column 'dependent_var' as the dependent variable pvalues = significance_testing(df[['timeseries']], df['dependent_var']) if any(pval < 0.05 for pval in pvalues[1:]): # Ignoring the constant's p-value print("Significant correlation found. Proceeding to model development.") else: print("No significant correlation found. Ending process.") return # Steps 5, 6, 7: Develop, Refine, and Evaluate Regression Model # This is a simplified example using OLS regression X_train, X_test, y_train, y_test = train_test_split(df[['timeseries']], df['dependent_var'], test_size=0.2, random_state=0) model = OLS(y_train, sm.add_constant(X_train)).fit() predictions = model.predict(sm.add_constant(X_test)) print("Model R-squared:", r2_score(y_test, predictions)) # Step 8: Interpret the Regression Line # This step is more analytical and depends on the specific model and data # Step 9: Comparative Analysis if __name__ == "__main__": main() Previous Next

< Back Plain Vanilla Bond Price Calculator A web application that takes the arguments of FV, Coupon Rate, YTM and Periods to price a Plain Vanilla Bond Github: https://github.com/akweix/vanilla_bond_price_calculator Previous Next

< Back Cocoa Production: West Africa - 2022 Work in progress Previous Next

< Back Manipulating File Paths: Backward to Foward Slashes A program made to convert backward slashes in file path names to foward slashes. Targeted for Windows users when copying paths to R or Pthon. Previous Next

< Back Data Visualization of the Dynamic Efficiency of Oil and Gas Production in Ghana A comprehensive tool for understanding the Real-time Efficiency of Oil and Gas production in Ghana https://akweix.shinyapps.io/trial_app/ Welcome to my R Shiny web app, the "Data Visualization of the Dynamic Efficiency of Oil and Gas Production in Ghana.” This web app leverages a myriad of data science techniques, including interactive visualizations, machine learning, sentiment analysis, natural language processing, data analytic tools and web scraping, to provide real-time, comprehensive analysis of Ghana’s oil and gas sector. The goal is to enhance information efficiency, market efficiency, and resource management efficiency, making it a valuable tool for practitioners, academics, and policymakers alike. The application is primarily centred on Ghana, especially regarding the visualizations. However, the data analytic tools developed can be applied to all markets and regions. Additionally, despite the application presenting key insights and tools that are applicable to both the Oil and Gas industry, greater emphasis was placed on Oil production due to its overall greater share of Ghana’s energy market and its more dynamic nature. anum_sean_data_science_final_report .pdf Download PDF • 2.66MB Previous Next

< Back frankenstein.io - Draft 1 Restructuring & Simplifying "Frankenstein codes" With the emergence of LLMs alongside the traditional sources of community shared codes (Stackoverflow, Github, etc), most coding projects are nothing more than Frankenstein codes - code generated by picking up sections from various sources and combining them together into one project - notoriously common for unskilled programmers or coders wishing to maximize productivity. "Frankenstein.io" is an AI-powered web application designed for coders. It takes full code submissions and, using guided objectives, logically restructures the code to simplify it while ensuring the output remains exactly the same as the original. Additionally, the application includes a citation tool that tracks and cites open-source contributions and other sources from which the code is derived. Logical Breakdown: Code Simplification Frankenstein.io allows users to input full code submissions, which are then analyzed and restructured using advanced AI algorithms. The primary goal is to ensure that the simplified code produces the same results as the original. Additionally, the platform provides a detailed narrative explaining the changes made during the simplification process. Citation Tool To enhance transparency and accountability, Frankenstein.io tracks the sources of code snippets used in the simplification process. It automatically generates citations for open-source contributions and displays these citations alongside the simplified code. Technology Stack Frontend The frontend of Frankenstein.io is built using HTML, CSS, and JavaScript, with frameworks like React.js or Vue.js. For a more robust structure, Next.js or Nuxt.js frameworks are employed. Backend The backend is developed using Node.js with Express.js or Python with Flask/Django. AI and ML models, such as TensorFlow or PyTorch, are used for code analysis and restructuring. The database management relies on MongoDB or PostgreSQL. AI/ML Natural Language Processing (NLP) is utilized for understanding code objectives, while machine learning models identify and apply code simplifications. Version Control & Deployment For version control, GitHub or GitLab is used. The application is containerized using Docker and orchestrated with Kubernetes. Deployment is managed on platforms like AWS, Google Cloud, or Azure. Development Plan Research & Planning Initial steps include conducting market research to understand the target audience's needs and defining the specific objectives and requirements for the AI algorithms. Planning the user interface and user experience is also crucial. Design & Prototyping Wireframes and mockups for the web application are created, followed by the design of the UI/UX to ensure a seamless user experience. AI Algorithm Development This phase involves developing and training AI models to analyze and simplify code, as well as testing these models on various code samples to ensure accuracy. Backend Development Setting up the server environment and database is essential, along with developing API endpoints for code submission, analysis, and retrieval. Frontend Development The user interface is developed based on the designs, implementing features for code submission, viewing simplified code, and displaying citations. Integration & Testing AI models are integrated with the backend, followed by thorough testing to ensure the application works as expected. User testing is also conducted to gather feedback. Deployment & Maintenance The application is deployed to a production environment, with continuous monitoring for any issues and regular maintenance and updates. User Flow Code Submission Users can submit their code through a user-friendly interface, allowing them to provide guided objectives for the AI to focus on. Objective Setting Users specify what they want the AI to focus on during the code analysis. Code Analysis The AI analyzes the code, restructures it, and ensures the output remains the same. Simplified Code Display Users can view the simplified code along with a narrative explaining the changes. Citation Display Citations for code sources are displayed alongside the simplified code. Potential Challenges Ensuring the AI can handle various coding languages and styles is a significant challenge, along with maintaining the accuracy and reliability of the AI's code simplification. Properly attributing sources and managing citations to avoid plagiarism is also crucial. Previous Next

< Back Convering Excel to CSV: Web Application A basic Web application written in HTML and Javascript to convert excel files to CSV. Github: https://github.com/akweix/excel_to_csv Previous Next