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