https://www.saraannkim.com/contact daily 0.75 2023-08-20 https://www.saraannkim.com/about daily 0.75 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/fe6bd010-5f8a-476a-bc9c-d2c2857d1a36/forearm+stand+cropped.jpg https://www.saraannkim.com/data-projects daily 1.0 2026-10-06 https://www.saraannkim.com/data-projects/seafaring-skmr8 monthly 0.5 2023-04-29 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/90084f24-1bc1-4ced-aa00-b4ad7ff75fd7/14+in+blank+square.png Data Projects - Religious Breakdown of South Koreans vs. Korean Americans https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/8dc20f28-8c24-4ad9-af6f-01d6676f2071/religions+pie+charts+side+by+side+square+w+border.png Data Projects - Religious Breakdown of South Koreans vs. Korean Americans Korean Americans' religious makeup (left) contrasts significantly against South Koreans' with 71% identifying themselves as Christian in the US vs. 28% (Protestant and Catholic combined) in South Korea. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/a606603c-d86e-4ed2-afb8-a32f650e4f3a/growing+up+assumptions+and+surprised+by+stats+chart.png Data Projects - Religious Breakdown of South Koreans vs. Korean Americans Eight of the 11 participants - all of whom were ethnic Koreans who grew up outside of Korea - said they'd assumed that most South Koreans were Christians. Seven said they were surprised by the statistics, three said they were not, and one didn’t answer. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/a56f1304-1aae-42af-94cf-a3da3b15eaf1/Korea+cities+religions+bubble+charts+square+w+border.png Data Projects - Religious Breakdown of South Koreans vs. Korean Americans Different cities in Korea have different proportions of religious affiliations. For example, in contrast to Seoul, in Busan, there are more than twice the amount of Buddhists (almost 29% or 958,683 people) than Protestants (12% or 407,659 people). The fourth largest city of Daegu also has almost double the amount of Buddhists (almost 24% or 571,511 people) compared to Protestants (12% or 288,540 people). https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/5c5ad2db-1756-474d-991b-e5644541e081/korea+religions+viz+square+with+border.png Data Projects - Religious Breakdown of South Koreans vs. Korean Americans A Tableau dashboard image of South Korea’s national religious breakdown as well as for its two largest cities, Seoul and Busan. https://www.saraannkim.com/data-projects/coast-3ajfy monthly 0.5 2023-04-18 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/e1373f66-21c2-49a4-b7d2-1471f4c86621/cover+for+mayors+project+square+w+border.png Data Projects - $1000+ Campaign Contributions of Front-Running NYC Mayoral Candidates Side-by-side view of each year's heatmap showing where the $1000+ donations came from. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/a4ede285-18f2-467f-bb29-ffa7af832050/cleaning+zip+codes+for+python+project+OpenRefine+square+with+border.png Data Projects - $1000+ Campaign Contributions of Front-Running NYC Mayoral Candidates One step of the project involved fixing incorrectly hyphenated zip codes in OpenRefine. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/a2d0e0dc-48ea-4ef6-ab02-f606e0606f37/Socrata+API+for+python+project+square+with+border.png Data Projects - $1000+ Campaign Contributions of Front-Running NYC Mayoral Candidates I used NYC Open Data's Socrata API to make API calls to gather my needed data. Each campaign year had its own API homepage. https://www.saraannkim.com/data-projects/wildlife-l5jbm monthly 0.5 2023-03-03 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/68924c48-5229-4493-95b7-685d91972774/blank+square.png Data Projects - SQL Database Design: Posterville Design Museum Archive Welcomes the Public https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/62e46b47-c329-423a-94aa-98f51e7918c0/ERD+with+title+and+border+square.png Data Projects - SQL Database Design: Posterville Design Museum Archive Welcomes the Public Entity-relationship diagram (ERD) created in LucidChart. https://www.saraannkim.com/data-projects/landscape-9kfjz monthly 0.5 2025-07-24 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/d70270cb-6525-4a08-9565-7765d8074d6a/14+in+blank+square.png Data Projects - Moderated User Experience Testing Report on the PackitGourmet.com Mobile Website https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/1b1ccdad-0d97-4389-a964-028fb97d9807/packit+gourmet+rec+1+w+border+square.png Data Projects - Moderated User Experience Testing Report on the PackitGourmet.com Mobile Website Recommendation 1: Make the “Sort by” and “Filter” options clear call-to-action buttons and create an accordion-style filter popup https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/af2376ed-80af-4f78-8084-a0db52786f4e/packit+rec+2+square+w+border.png Data Projects - Moderated User Experience Testing Report on the PackitGourmet.com Mobile Website Recommendation 2: Replace the tent icon with an account icon that matches industry standards and is familiar to users. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/982c5b18-4908-4073-ba13-47809fd292bb/packit+rec+3+square+w+border.png Data Projects - Moderated User Experience Testing Report on the PackitGourmet.com Mobile Website Recommendation 3: List out topline item info near the top of the product page, and include a pop-up info icon next to words or phrases that need explanation https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/c9a30830-476f-426c-bfda-10e759998ab4/participant+graphic+square+w+border.png Data Projects - Moderated User Experience Testing Report on the PackitGourmet.com Mobile Website Our eight user testing participants resided in three states, ranged in age from 18 to over 65 years old, 75% were iPhone users, and three were returning users to the website. https://www.saraannkim.com/data-projects/coast-3ajfy-l8rg2 monthly 0.5 2023-05-26 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/d13a5723-b388-4adf-b33c-af1dda882c74/14+in+blank+square.png Data Projects - Dashboard Featuring HDFC Listings Built with R Shiny/ShinyDashboard/Leaflet https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/f1f53c3b-a727-4321-961c-88729f51bd0e/hdfc_csv_square_w_border.png Data Projects - Dashboard Featuring HDFC Listings Built with R Shiny/ShinyDashboard/Leaflet Partial view of the csv file I compiled of HDFC co-op units for sale on StreetEasy.com in March 2023. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/8b891663-5872-46b0-8331-3b2d630d0d98/hdfc_dashboard_square_with_border.png Data Projects - Dashboard Featuring HDFC Listings Built with R Shiny/ShinyDashboard/Leaflet Screenshot of dashboard featuring key indicators, map with pop-ups, and a bar graph. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/6ba0fadb-e3bf-41b3-ad4b-0ed977f99e1e/dashboard_map.png Data Projects - Dashboard Featuring HDFC Listings Built with R Shiny/ShinyDashboard/Leaflet I configured pop-ups to include each unit's important details. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/a594d67e-d376-4632-a32e-77e7e6cbeaf4/indicators_dashboard.png Data Projects - Dashboard Featuring HDFC Listings Built with R Shiny/ShinyDashboard/Leaflet Each indicator was carefully chosen - in particular, the min. and max. value of the sales listings, monthly maintenance fees, and the max. Area Median Income allowed to qualify for purchase. https://www.saraannkim.com/data-projects/coast-3ajfy-l8rg2-296cg monthly 0.5 2023-05-07 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/d13a5723-b388-4adf-b33c-af1dda882c74/14+in+blank+square.png Data Projects - What Systems Comprise the NYC "Affordable Housing" Network, and Where Are They Located? https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/a802089a-c490-4f24-86de-33937150506a/pie+chart+square+with+border.png Data Projects - What Systems Comprise the NYC "Affordable Housing" Network, and Where Are They Located? In 2021, of the 3,644,000 NYC housing units available, 62% (2,274,200) of them were rentals while 28% (1,016,525) were owner-occupied. (Chart created in Flourish Studio.) https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/c3938e28-b1f7-4247-b564-5598568c3e72/street+easy+median+rent+chart+square+with+border.png Data Projects - What Systems Comprise the NYC "Affordable Housing" Network, and Where Are They Located? By Dec. 2022, these were the median asking rents for each of the five boroughs according to StreetEasy. (Chart created in Flourish Studio.) https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/91975ea5-b3c7-4faf-b906-a48ba1b190b1/ami+viz+square+with+border.png Data Projects - What Systems Comprise the NYC "Affordable Housing" Network, and Where Are They Located? For some reason, HUD includes Putnam, Rockland, and Westchester Counties into its calculation of the NYC Area Median Income. (Graphic created in ArcGIS Pro.) https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/a2da703d-bbbb-4d83-9406-1cb8a58bb4cd/interactive+map+square+with+border.png Data Projects - What Systems Comprise the NYC "Affordable Housing" Network, and Where Are They Located? Interactive map of "affordable housing" vacancies and wait-list opportunities for March 2023. (Created in ArcGIS Online.) https://www.saraannkim.com/data-projects/coast-3ajfy-l8rg2-n4lgy monthly 0.5 2023-05-26 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/d13a5723-b388-4adf-b33c-af1dda882c74/14+in+blank+square.png Data Projects - Potential Cannabis Retail Locations in Queens for April 2023 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/5ab5d96b-ab60-48b3-b3e9-d05f0a2c06ea/propertyshark+screenshot+square.png Data Projects - Potential Cannabis Retail Locations in Queens for April 2023 Using Python, I scraped available retail space addresses from PropertyShark.com https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/79d7ab97-1280-412b-878e-987c31894c5c/queens_cannabis_locations_square.png Data Projects - Potential Cannabis Retail Locations in Queens for April 2023 The final map showing potential retail locations in turquoise and disqualified locations in red. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/7f440b6a-5681-4b3a-8844-b62ad1a10b24/screenshot_python_code_to_scrape_propertyshark.png Data Projects - Potential Cannabis Retail Locations in Queens for April 2023 The Python code used to scrape available retail addresses from the "h2" divs on each page with the class "building-name". The results compiled into a csv file with the column header "Address". https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/9fe82709-dea4-4c8e-9119-852014c99dbc/queens_retail_for_lease_4_7_screenshot_square.png Data Projects - Potential Cannabis Retail Locations in Queens for April 2023 The initial csv file before data cleaning and concatenating ", Queens, NY" to the end of the addresses via Python. https://www.saraannkim.com/data-projects/coast-3ajfy-l8rg2-gd85k monthly 0.5 2025-08-21 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/d584b92b-11ad-41b5-8298-dddbb68856f9/power+bi+dashboard+square.png Data Projects - Data Cleaning and Creating a Power BI Dashboard https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/798cdf95-093e-423f-8048-b84fa08de64a/power+bi+dashboard+2+square.png Data Projects - Data Cleaning and Creating a Power BI Dashboard https://www.saraannkim.com/data-projects/coast-3ajfy-l8rg2-gd85k-4wazk monthly 0.5 2024-03-23 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/7a1d3fb0-3ca8-4f90-b97e-166e19e24498/dashboard+square.png Data Projects - Creating a Tableau Dashboard Showing Sheet Music Sales https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/7044130a-73d8-4a27-8151-b61c8c869a01/world+map+square.png Data Projects - Creating a Tableau Dashboard Showing Sheet Music Sales https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/86116bb4-69d4-4e26-9c6e-d0a91b33aabd/title+sales+by+month+square.png Data Projects - Creating a Tableau Dashboard Showing Sheet Music Sales https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/8a9441c2-f1ed-433f-aba7-db56a99d21ac/blank+square.png Data Projects - Creating a Tableau Dashboard Showing Sheet Music Sales https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/75770d8b-19f5-42a4-be35-cc65320e628d/sales+by+month+square.png Data Projects - Creating a Tableau Dashboard Showing Sheet Music Sales https://www.saraannkim.com/data-projects/coast-3ajfy-l8rg2-gd85k-4wazk-zmggw monthly 0.5 2025-07-24 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/c5f63f39-7db3-426a-9850-c712e311a015/overview+square.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations Overview page explaining that the dataset has 216,457 rows; contains 25,994 unique restaurants; and 144 unique violation codes. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/55267147-a406-48ab-a3bc-c2e44e0fb585/restaurant+with+most+violations+square.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations The top 20 restaurants with the most violation codes, featuring Master Wok with 65; and Mee Sum Cafe, Sun Sai Gai Restaurant, and The Coppola Cafe with 59 each. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/b9bebcc1-0a20-4531-8703-860afa82fe9f/map+square.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations A map featuring "Cuisine type," "Violation code," "Borough," "Inspection Date," and "Inspection type" filters. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/a44d60ae-24b4-4ff9-85e9-62a518189879/20+most+frequently+occurring+violation+codes.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations The 20 most-frequently-occurring violation codes with 10F topping the list. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/725ea480-2bcd-4fde-acaf-1061822b3903/violation+code+bar+graph.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations Bar chart showing the most frequently-occurring violation codes in descending order. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/5b933993-f089-4dd8-83cf-d2f5c91686d2/20+least+frequently+occurring+violation+codes.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations The 20 least-frequently-occurring violation codes with several showing up just once. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/f83edb2a-bc5b-425e-bccf-2a95a0a8acdb/violations+by+restaurant+square.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations Bar chart showing the restaurants with the most violations in descending order with "Borough," "Cuisine type," and "Inspection date" filters. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/f9a5fc50-2fca-4d16-a8d2-461d9853295d/number+of+inspections+over+time.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations Inspections declined considerably during the pandemic. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/2a48792d-843f-46a3-aeeb-cb66a0a3a46c/boroughs.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations Pie chart of inspected restaurants by borough with an "Inspection date" filter. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/2c6ce9b0-324e-4d45-9d8e-e35c3bbe5ad5/inspected+restaurant+by+borough+pie.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations Restaurants that were inspected in Manhattan topped the list at 38.6%. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/4be310ba-354e-4e61-bea8-af6f25b5ddf3/inspection+type+pie.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations Pie chart showing inspection types. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/6a83d80d-3c89-4afc-b0db-88e2855ad0a5/restos+20+worst+offenders.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations A map created using folium of the 20 restaurants with the most violation codes. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/f42793ee-7c0c-4028-9c79-db551a0a97e3/inspections+by+date.png Data Projects - Retrieving API Data, Data Cleaning, and Creating a Power BI Dashboard and Python Visualizations Longitudinal chart showing number of inspections by date. https://www.saraannkim.com/data-projects/seafaring-skmr8-3fcbd monthly 0.5 2025-07-24 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/90084f24-1bc1-4ced-aa00-b4ad7ff75fd7/14+in+blank+square.png Data Projects - Network Visualization of Characters' Locations in "Princess Bari" https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/ceec0e66-eef1-46ea-8cdb-186db271a2fa/character+list.png Data Projects - Network Visualization of Characters' Locations in "Princess Bari" Partial view of my initial edge table of cities each character travels to https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/89d758a4-d8d7-4f21-82c2-3177a74eb068/network_analysis_lab_square.png Data Projects - Network Visualization of Characters' Locations in "Princess Bari" The 17 main characters' location network by degrees https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/550c6f59-51e8-4507-bafa-6ce16922d598/r+code+for+princess+bari.png Data Projects - Network Visualization of Characters' Locations in "Princess Bari" R code used to create a weighted edge list by aggregating matching source and target values and summing their edges https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/730674fb-ab09-4fdf-9299-81709e049d11/degree+report+princess+bari.png Data Projects - Network Visualization of Characters' Locations in "Princess Bari" The degree report showed an average degree of 6.706 https://www.saraannkim.com/data-projects/seafaring-skmr8-3fcbd-c9xnc monthly 0.5 2025-07-24 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/90084f24-1bc1-4ced-aa00-b4ad7ff75fd7/14+in+blank+square.png Data Projects - "The Digital Epidemic of Ransomware Attacks" Research Paper https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/7202f5a3-1041-4987-aebd-aa7c588b5bb3/ransomware+cover+square+with+border.png Data Projects - "The Digital Epidemic of Ransomware Attacks" Research Paper https://www.saraannkim.com/data-projects/coast-3ajfy-l8rg2-gd85k-4wazk-zmggw-xx2l8-w9wyl-s8s29 monthly 0.5 2025-08-21 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/8e411e8c-e952-4b55-97bf-7fb3e4537c29/movie+ratings+square.png Data Projects - Machine Learning: Building User-Item and Item-Item Recommender Systems Visualizing the ratings dataset for the user-item recommender https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/2172eec0-09b8-46cf-8a33-7e7395176b8f/genres_square.png Data Projects - Machine Learning: Building User-Item and Item-Item Recommender Systems Visualizing the genres from the movies dataset https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/11c32a57-272b-4daf-bbb6-61b82f944e67/one+hot+encoding_square.png Data Projects - Machine Learning: Building User-Item and Item-Item Recommender Systems Partial view of the concatenated genres and decades dataset after one hot encoding https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/f8a6298b-5df1-4b01-ba86-6355ac066c01/knn+square.png Data Projects - Machine Learning: Building User-Item and Item-Item Recommender Systems The KNN model https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/bfb0ff1b-7e37-4282-8b00-2b5f5465dafe/item+item+recommender+square.png Data Projects - Machine Learning: Building User-Item and Item-Item Recommender Systems The item-item recommender based on genre and decade https://www.saraannkim.com/data-projects/coast-3ajfy-l8rg2-gd85k-4wazk-zmggw-hxcmb monthly 0.5 2026-02-23 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/422cf79e-b58d-4886-9d81-d18a664cafb4/scraper_code_square.png Data Projects - Interactive NYC Restaurant Week Map Using Selenium, Places & Geocoding APIs, React The Selenium code that scraped the restaurant name, cuisine, and neighborhood from the website https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/fe0c3582-92c1-4f4d-a40d-337a8ef96dd8/geocoded_csv_screenshot_square.png Data Projects - Interactive NYC Restaurant Week Map Using Selenium, Places & Geocoding APIs, React Updated csv file after geocoding the restaurant locations via Google Geocoding API https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/1b51e7d9-84a9-4389-bc73-aeff73887df0/react_desktop_square.png Data Projects - Interactive NYC Restaurant Week Map Using Selenium, Places & Geocoding APIs, React Desktop version of map created using React https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/73e830f0-5240-4bb4-a3a8-e6aab3c21958/restaurants_json_square.png Data Projects - Interactive NYC Restaurant Week Map Using Selenium, Places & Geocoding APIs, React Converted csv to json to create the map https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/44f241fe-8b45-4d0f-a5a9-3aa62ccee90b/react_mobile_square.png Data Projects - Interactive NYC Restaurant Week Map Using Selenium, Places & Geocoding APIs, React Mobile version https://www.saraannkim.com/data-projects/coast-3ajfy-l8rg2-gd85k-4wazk-zmggw-hxcmb-2nz7t monthly 0.5 2026-10-05 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/7929b80c-de7a-46c2-974e-3a933623f5bb/aws_lambda_square.png Data Projects - NYC Live MTA Bus Tracker Using Mapbox GL JS, MTA Bus Time API, AWS Lambda AWS Lambda function console where the Python code is deployed and triggered every time the map requests live bus data https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/5a9b7646-d278-4e24-8eb4-786cd9d095dd/bus_tracker_desktop_qm2_route_popup_square.png Data Projects - NYC Live MTA Bus Tracker Using Mapbox GL JS, MTA Bus Time API, AWS Lambda Desktop view on initial load and after hovering over a QM2 bus https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/f28d4489-321e-491c-ab50-289f01b69e79/bus_tracker_desktop_glowing_buses_square.png Data Projects - NYC Live MTA Bus Tracker Using Mapbox GL JS, MTA Bus Time API, AWS Lambda Desktop view showing the B1 route path and highlighted buses after selecting B1 from the Brooklyn dropdown https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/e8ec1b85-2724-4dbc-8592-d4a6568696e3/white_square.png Data Projects - NYC Live MTA Bus Tracker Using Mapbox GL JS, MTA Bus Time API, AWS Lambda https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/3560df9d-f668-46ab-a9a3-55cdc25de76a/3+mobile+shots+square.png Data Projects - NYC Live MTA Bus Tracker Using Mapbox GL JS, MTA Bus Time API, AWS Lambda Mobile page on initial load, after selecting the Q1 route from the Queens dropdown, and after tapping on an X27 bus and minimizing the info panel https://www.saraannkim.com/data-projects/coast-3ajfy-l8rg2-gd85k-4wazk-zmggw-hxcmb-2nz7t-dgg2c monthly 0.5 2026-10-06 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/82d3acd8-bd54-4b35-a4b1-14360d1468a0/dashboard+main+page+square.png Data Projects - Interactive Sheet Music Sales Dashboard Using Playwright, pandas, Streamlit, and Plotly The main overview page with Date Sold, Transaction Type, Artist(s), and Title(s) filters and KPI cards at the top https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/06e1bf87-dd72-4556-a64e-068f299de635/Mazzy+Star+preview+square.png Data Projects - Interactive Sheet Music Sales Dashboard Using Playwright, pandas, Streamlit, and Plotly A preview of my instrumental version of Mazzy Star's "Fade Into you", found in the expandable table in the "Titles by Units Sold, Est. Commissions" section https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/18a79830-1b55-4356-9708-38564c6dbfdb/purchases+by+location+square.png Data Projects - Interactive Sheet Music Sales Dashboard Using Playwright, pandas, Streamlit, and Plotly A map showing where Purchases (downloads) were made around the world, with a full breakdown by country underneath in an expandable table https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/e30fb5a7-3676-417c-8c51-2a9e9151eff5/titles+by+units+sold%2C+est+commissions+square.png Data Projects - Interactive Sheet Music Sales Dashboard Using Playwright, pandas, Streamlit, and Plotly The "Titles by Units Sold, Est. Commissions" and "Purchases by Location" sections reflecting the data for Metric, selected in the Artist(s) filter https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/e8fac6f4-26ac-40ea-bc5f-691d1e9670c6/titles+sold+over+time+square.png Data Projects - Interactive Sheet Music Sales Dashboard Using Playwright, pandas, Streamlit, and Plotly The "Titles Sold Over Time" chart, with spikes at the end of each quarter from June 2024 to March 2026. These come from View (subscription) sales, which were reported quarterly after the site automatically enrolled my titles in its subscription program in April 2024. I opted out once I noticed, and the last quarterly report came in March 2026. https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/daa2d52a-8a4f-44cb-8fcb-44b775f06558/purchase+vs+view+square.png Data Projects - Interactive Sheet Music Sales Dashboard Using Playwright, pandas, Streamlit, and Plotly The "Purchase vs. View" section shows how little View (subscription) transactions earn compared with Purchases (downloads) https://www.saraannkim.com/music-transcriptions daily 0.75 2025-05-24 https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/1ed57b72-081b-409f-8292-b4830ff8d065/Little+Dragon_Twice.png Music Transcriptions - "Twice" - Little Dragon https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn-ghwpp monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/98c7e345-ad56-4925-8146-cdc8b1421c89/metric_dark_saturday.png Music Transcriptions - "Dark Saturday (acoustic)" - Metric https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn-ghwpp-3ecfs monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/d5fdf86b-8d31-4a3c-aeeb-dbe0ac0ea4c3/five_string_serenade_sheet_music.png Music Transcriptions - "Five String Serenade (Mazzy Star cover)" - Arthur Lee https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn-ghwpp-3ecfs-5j4xs monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/a6cf9e1d-92da-43b7-b138-cb38be904a0a/cat_power_i_dont_blame_you_sheet_music.png Music Transcriptions - "I Don't Blame You" - Cat Power https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn-ghwpp-3ecfs-5j4xs-459dh monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/f1e6214e-5b92-46e6-bcb6-a49f3ea980af/unkle_rabbit_in_your_headlights_sheet_music.png Music Transcriptions - "Rabbit in Your Headlights" - UNKLE https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn-ghwpp-3ecfs-5j4xs-459dh-stb4z monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/0ce74b60-20f4-4f72-b226-fbe2f0690fbd/sail+to+the+moon.png Music Transcriptions - "Sail to the Moon" - Radiohead https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn-ghwpp-3ecfs-5j4xs-459dh-stb4z-x43pz monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/0a05d251-b6d3-413c-a960-51a5c7692b82/emily_haines_wining_sheet_music.png Music Transcriptions - "Winning" - Emily Haines and the Soft Skeleton https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn-ghwpp-3ecfs-5j4xs-459dh-stb4z-x43pz-7xa4j monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/69221609-68fe-4b6e-9cf3-65b43f124447/the_weeknd_echoes_of_silence_sheet_music.png Music Transcriptions - "Echoes of Silence" - The Weeknd https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn-ghwpp-3ecfs-5j4xs-459dh-stb4z-x43pz-7xa4j-semkj monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/dc43ffb1-49b6-49a2-b9c5-559bf8e1a685/michael+kiwanuka+piano+joint+this+kind+of+love.png Music Transcriptions - "Piano Joint (This Kind of Love)" (Live at the Mildmay Club version) - Michael Kiwanuka https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn-7cfd7 monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/7b9b34c1-126e-4942-8851-4af66973d9d5/1+ghosts+I+layout+for+portfolio.png Music Transcriptions - "1 Ghosts I" - Nine Inch Nails https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn-7cfd7-s3cb9 monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/455680ee-6aa6-4996-ba74-8c34b06276dd/friend+of+the+night+full+sheet+music.png Music Transcriptions - "Friend of the Night" - Mogwai https://www.saraannkim.com/music-transcriptions/project-one-ephnc-z53mn-7cfd7-s3cb9-ml7nj-j7wwj monthly 0.5 2026-04-28 https://images.squarespace-cdn.com/content/v1/63ea92a48401435cbc69521c/c5487107-1e9a-4254-8da4-191420c54f60/The+XX+Intro+full+sheet+music.png Music Transcriptions - "Intro" - The XX