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    <loc>https://mbounthavong.com/blog</loc>
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    <lastmod>2026-03-31</lastmod>
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      <image:title>Mark Bounthavong blog</image:title>
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    <loc>https://mbounthavong.com/blog/2026/3/31/two-part-model-with-bootstrap-using-r</loc>
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    <loc>https://mbounthavong.com/blog/2026/2/27/one-sample-z-test-of-proportions-in-r</loc>
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      <image:title>Mark Bounthavong blog - One-sample z-test of proportions in R - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2026/1/30/literary-cafe-series-patterns-and-costs-of-glp1-ra-part-1-getting-data-from-meps</loc>
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    <lastmod>2026-01-30</lastmod>
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      <image:title>Mark Bounthavong blog - Literary Cafe series: Patterns and costs of GLP1-RA (Part 1) - Getting data from MEPS - Make it stand out</image:title>
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    <loc>https://mbounthavong.com/blog/2025/12/31/literary-cafe-series-policy-analysis-part-2-interrupted-times-series-analysis-with-publicly-available-data</loc>
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    <lastmod>2025-12-31</lastmod>
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      <image:title>Mark Bounthavong blog - Literary Cafe series: Policy analysis (Part 2) - Interrupted Times Series Analysis with publicly available data - Make it stand out</image:title>
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    <loc>https://mbounthavong.com/blog/2025/11/30/literary-cafe-series-getting-data-from-cdc-wonder</loc>
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    <lastmod>2026-01-30</lastmod>
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      <image:title>Mark Bounthavong blog - Literary Cafe series - Policy Analysis (Part 1): Getting Data From CDC WONDER - Make it stand out</image:title>
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    <loc>https://mbounthavong.com/blog/2025/10/31/is-there-a-principal-agent-problem-between-large-retail-chain-pharmacy-corporations-and-community-pharmacists</loc>
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    <lastmod>2025-10-31</lastmod>
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    <loc>https://mbounthavong.com/blog/2025/9/15/loading-data-into-the-r-environment</loc>
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    <lastmod>2025-09-16</lastmod>
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      <image:title>Mark Bounthavong blog - Loading data into the R environment - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2025/8/30/r-tips-and-tricks-guide-part-2</loc>
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    <priority>0.5</priority>
    <lastmod>2025-09-02</lastmod>
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      <image:title>Mark Bounthavong blog - R - Tips and Tricks (Guide) - Part 2 - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2025/7/29/ratio-of-risk-ratios-in-r</loc>
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    <priority>0.5</priority>
    <lastmod>2025-07-30</lastmod>
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      <image:title>Mark Bounthavong blog - Ratio of risk ratios in R - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2025/6/22/pharmacist-labor-market-using-supply-and-demand-curves</loc>
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    <priority>0.5</priority>
    <lastmod>2025-06-25</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/6e66ae3a-5d36-40da-9780-53351a12767c/Figure+1.png</image:loc>
      <image:title>Mark Bounthavong blog - Pharmacist labor market using supply and demand curves - Make it stand out</image:title>
      <image:caption>Figure 1. Simple demand and supply curves.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/dc61c8e3-993d-4fdc-bb8f-8cb8638e66f8/Figure+2.png</image:loc>
      <image:title>Mark Bounthavong blog - Pharmacist labor market using supply and demand curves - Make it stand out</image:title>
      <image:caption>Figure 2. Supply curve shifts to the left due to a shortage.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/cdea798e-1036-48d4-81ff-4326368639b0/Figure+3.png</image:loc>
      <image:title>Mark Bounthavong blog - Pharmacist labor market using supply and demand curves - Make it stand out</image:title>
      <image:caption>Figure 3. Supply curve shifts to the right due to a surplus.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/4feb0998-8c34-49b3-9983-1094619fd8d9/Figure+4.png</image:loc>
      <image:title>Mark Bounthavong blog - Pharmacist labor market using supply and demand curves - Make it stand out</image:title>
      <image:caption>Figure 4. Demand curve shifts to the right due to an increase in the demand for pharmacists.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/a9ae1634-467a-4ba6-a2c1-8b52d3ad3e85/Figure+5.png</image:loc>
      <image:title>Mark Bounthavong blog - Pharmacist labor market using supply and demand curves - Make it stand out</image:title>
      <image:caption>Figure 5. Demand curve shifts to the left due to a decrease in the demand for pharmacists.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/6de38178-83bd-47a8-b627-d2fbc2e44a59/Figure+6.png</image:loc>
      <image:title>Mark Bounthavong blog - Pharmacist labor market using supply and demand curves - Make it stand out</image:title>
      <image:caption>Figure 6 illustrates what would have if there was a shortage of pharmacists and the demand increased.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/75b0a3b2-893a-4507-b1ab-2340f64b3221/Figure+7.png</image:loc>
      <image:title>Mark Bounthavong blog - Pharmacist labor market using supply and demand curves - Make it stand out</image:title>
      <image:caption>Figure 7. Impact of decreased demand and increased supply of pharmacists in the workforce.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/172d6923-13ae-4dc9-af42-069657376f42/Figure+8.png</image:loc>
      <image:title>Mark Bounthavong blog - Pharmacist labor market using supply and demand curves - Make it stand out</image:title>
      <image:caption>Figure 8. Impact of both the supply and demand curves are ambiguous depending on the amount of the shifts.</image:caption>
    </image:image>
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  <url>
    <loc>https://mbounthavong.com/blog/2025/5/26/transform-data-from-wide-to-long-using-r</loc>
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    <priority>0.5</priority>
    <lastmod>2025-05-26</lastmod>
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      <image:title>Mark Bounthavong blog - Transform data from wide to long format using R - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2025/4/30/generate-data-using-the-stimstudy-package-in-r</loc>
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    <priority>0.5</priority>
    <lastmod>2025-05-08</lastmod>
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      <image:title>Mark Bounthavong blog - Generate data using the simstudy package in R - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2025/3/30/medication-adherence-estimations-using-r-part-1</loc>
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    <priority>0.5</priority>
    <lastmod>2025-03-31</lastmod>
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      <image:title>Mark Bounthavong blog - Medication adherence estimations using R - Part 1 - Make it stand out</image:title>
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    <loc>https://mbounthavong.com/blog/2025/2/26/propensity-score-matching-in-r</loc>
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    <lastmod>2025-02-26</lastmod>
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      <image:title>Mark Bounthavong blog - Propensity score matching in R - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2025/1/30/stata-marginsplot-amp-mplotoffset-commands-for-plotting-average-marginal-effects</loc>
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    <priority>0.5</priority>
    <lastmod>2025-02-01</lastmod>
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      <image:title>Mark Bounthavong blog - Stata - marginsplot &amp;amp; mplotoffset commands for plotting average marginal effects - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2024/12/25/prepost-analysis-with-continuous-data-using-r-part-1</loc>
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    <priority>0.5</priority>
    <lastmod>2024-12-26</lastmod>
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      <image:title>Mark Bounthavong blog - Prepost analysis with continuous data using R - Part 1 - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2024/11/30/some-cool-website-on-study-design-and-biostatistics</loc>
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    <priority>0.5</priority>
    <lastmod>2024-11-30</lastmod>
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  <url>
    <loc>https://mbounthavong.com/blog/2024/10/28/linear-splint-model</loc>
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    <priority>0.5</priority>
    <lastmod>2024-10-29</lastmod>
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      <image:title>Mark Bounthavong blog - Linear spline (piecewise) models in Stata - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2024/9/28/tips-and-tricks-guide-with-r-and-rstudio</loc>
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    <priority>0.5</priority>
    <lastmod>2024-09-28</lastmod>
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      <image:title>Mark Bounthavong blog - Tips and Tricks (Guide) with R and RStudio - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  <url>
    <loc>https://mbounthavong.com/blog/2024/8/25/distributions-in-cost-effectiveness-analysis</loc>
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    <priority>0.5</priority>
    <lastmod>2024-08-25</lastmod>
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      <image:title>Mark Bounthavong blog - Distributions in cost-effectiveness analysis - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2024/7/28/staggered-difference-in-differences-using-r</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-07-29</lastmod>
    <image:image>
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      <image:title>Mark Bounthavong blog - Staggered difference-in-differences using R - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2024/6/23/mediation-analysis-using-r</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-06-24</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/2d6455c4-f3ce-4cb5-814f-49ecf0a7501c/Blog_figure.png</image:loc>
      <image:title>Mark Bounthavong blog - Mediation analysis using R - Make it stand out</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2024/5/18/using-excel-vba-macros-to-conduct-one-way-sensitivity-analyses-and-tornado-diagram</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-05-20</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/435c6974-d9d2-47ba-8fa0-df1ad9d73074/Figure_ICER.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 1. Example of the incremental cost-effectiveness ratio (ICER) changing due to a change in the price of Drug A.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/559d8778-f1d9-4ad1-912f-d67621bae77f/Figure_tornado.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 2. Example tornado diagram.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/f14ce950-ede2-4c76-b0bb-e80c1944d0d9/Figure_decision_model.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 3. Decision tree and relevant parameters.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1fe00ddb-f70a-433d-9a6b-75f1950855c0/Figure_NE.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 4. Results from the decision tree and cost-effectiveness plane.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/e7b1a533-d713-4bfc-b664-cfcb0e70e959/Figure_reseults.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 5. Results from the one-way sensitivity analysis.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/a7860668-4d41-43fc-b1b3-a19d0e1464cc/Figure_develop_tab.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 6. Developer tab on Excel’s ribbon panel.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/c380399c-2cd5-4c52-8963-d1431a72795f/Figure_developer_ribbon.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 7. Enabling the Develop tab in the Options window.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/795b21f5-8f91-4473-8f53-275d8e106699/Figure_vba_open.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 8. Open the VBA editor.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/c544804b-37d8-411e-ae08-c522a807f43c/Figure_vba_interface.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 9. VBA editor interface.</image:caption>
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      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/3a8d753d-1c33-4790-8e64-28de72849e0d/Figure_vba_macro1.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 10. VBA Macro 1 – sort by ascending order the one-way sensitivity analysis table.</image:caption>
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      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
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    <image:image>
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      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 11. VBA macro to perform series of one-way sensitivity analyses.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/166a1a28-dd91-4d2e-aaf9-bdb4c540a707/Figure_macro3.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/bb4a106f-99d3-4e9a-a925-c1a9e90c9ff6/Figures_vba_reorder.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 12. VBA Macro 3 – re-order the one-way sensitivity analysis table by “Spread.”</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/29f531f8-2c46-4a5a-90a7-99afc0e8176c/Figure_format_axis.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 13. Format axis option to have the categories in reverse order.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/705be44a-d908-4ead-9879-a8f221c294f8/Figure_assign_macros.png</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 14. Assigning macros to buttons in Excel.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/a46482a8-d535-4b52-abab-c24073e45144/Figure_assign1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 15. VBA Marco 1 assigned to the “Step 1” button.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/08b6d8ba-fa30-4ee1-b2c7-85bdcfb58f81/Figure_assign2.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 16. VBA Macro 2 assigned to the “Step 2” button.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/be889567-3fc2-4e36-a580-3d4ef62fef3e/Figure_assign3.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 17. VBA Macro 3 assigned to the “Step 3” button.</image:caption>
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      <image:title>Mark Bounthavong blog - Using Excel VBA macros to conduct one-way sensitivity analyses and tornado diagram - Make it stand out</image:title>
      <image:caption>Figure 18. Final tornado diagram.</image:caption>
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      <image:title>Mark Bounthavong blog - ISPOR New Professionals Fireside Chat -- Finding Sponsorship and Mentorship in the Workplace - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2022/8/20/r-plotly-bar-charts</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-08-21</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/f98086b8-b798-439e-b2a1-432ce24635f3/Figure+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - R plotly - Bar Charts - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2022/7/30/hosting-a-r-markdown-html-file-on-a-github-page</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-07-30</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/8d5448a1-f714-4cf0-b709-c79fa5386f6a/Figure+-+Example.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/5859dc30-4bfd-40b1-b2c5-8228b9168fbd/Figure+0a+-+Create+GitHub+Repository.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/b6612f08-e1d2-4778-8bbb-629fac764257/Figure+2.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/e9c23c87-2c19-461c-a84c-b45193a205d3/Figure+3.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/8f63191f-7893-4acc-8222-3bfac0e47513/Figure+4.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/d90a7558-ff56-4f86-908d-3904a214584d/Figure+4a.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/8f14afd7-90e0-43f1-b00c-2ef3c836af2f/Figure+5a.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/fee7410b-d2cf-441c-91db-ec89de8f53e0/Figure+5b.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/8e643f71-6b37-4dde-9554-0ea43962e377/Figure+5c.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/58071643-1c35-4b27-a5c3-33184aa2c768/Figure+6a.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/56107378-8d45-47f7-90d1-f988b9501497/Figure+6b.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/ceb03ff2-9771-4a65-9a1b-544b6688fb20/Figure+6c.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/fe86a612-57c0-4b36-b94d-d3d3f392984c/Figure+6d.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/ac90ed98-7d21-434d-9a99-534eb6ec7548/Figure+7.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Hosting an R Markdown HTML file on a GitHub page - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2022/6/29/sample-size-estimation-using-the-odds-ratio-in-a-case-control-study</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-06-30</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/06dbba35-cdb5-4b40-936b-4a936902f81a/Figure+1.png</image:loc>
      <image:title>Mark Bounthavong blog - Sample size estimation using the odds ratio in a case-control study - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2022/5/31/ispor-2022-meeting-may-15-18-2022-my-reports</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-10-01</lastmod>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2022/4/29/communicating-data-effectively-with-data-visualization-color-blind-friendly-palette</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-05-01</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/0fe4129f-9f31-416d-9333-96ccda0546ca/Figure+1.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 41 (Color Blind Friendly Palette) - Make it stand out</image:title>
      <image:caption>Figure 1. Example of a sequential palette</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/d0f212c1-12d2-40b9-89a2-fc80cac3e130/Figure+2.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 41 (Color Blind Friendly Palette) - Make it stand out</image:title>
      <image:caption>Figure 2. Example of a diverging palette</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/362cb060-9a05-413f-8c2e-4948fcae48b5/Figure+3.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 41 (Color Blind Friendly Palette) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/073d2131-6860-4b11-85fc-5bcb88efbab2/Color+vision+panel.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 41 (Color Blind Friendly Palette) - Make it stand out</image:title>
      <image:caption>Figure 4. Examples of color vision deficiency.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/4f49530e-1a00-4316-8ad2-6d1c8c8c8e14/Figure+5.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 41 (Color Blind Friendly Palette) - Make it stand out</image:title>
      <image:caption>Figure 5. ColorBrewer options. Source: https://colorbrewer2.org/</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/ed992965-1843-41d6-956c-d88b2a6aeeb9/Figure+6.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 41 (Color Blind Friendly Palette) - Make it stand out</image:title>
      <image:caption>Figure 6. Line chart using different dash line types and markers (square, triangle, and circle).</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2022/3/15/communicating-data-effectively-with-data-visualization-part-40-percentage-of-population-with-covid-19-vaccination</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-03-15</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/f91fe65b-7f0e-4458-a26e-14bd7a996225/Figure+1.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Source: www.informationisbeautiful.net (https://informationisbeautiful.net/visualizations/covid-19-coronavirus-infographic-datapack/)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/6b58ec35-dfe4-49df-b5f0-7169d212effc/Figure+2.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/be673f09-6b27-4ce0-84a0-27987a28a3ef/Figure+3.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/9fbdb1e6-aab0-441f-861c-f34030adfd84/Figure+4.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/68d1d688-dbfe-4b71-a509-c2054b8fd4c9/Figure+5.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/d8a8c337-6878-49ee-ac67-18ef06ff8022/Figure+6.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/0c8baa57-2553-428c-ba21-bed2c27f2cb4/Figure+7.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/ada03b42-8056-49da-b4de-c6b0be05cec0/Figure+8.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/60be555d-353e-44c2-bb8c-f551e26cc540/Figure+9.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/27de640a-a30b-4630-ac06-bb58a23b456b/Figure+10.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/8ff08f17-6cef-4b1b-8d98-913ef6c88491/Figure+11.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/e2791865-01f9-4cd0-9add-2705a80ffde7/Figure+12.png</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 40 (Percentage of population with COVID-19 vaccination) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2022/2/9/survival-analysis-in-r</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-02-10</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/0e39cf95-5480-4710-ba4c-890a6932f0be/Figure+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Survival analysis in R - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2022/1/31/r-tutorials-on-confoundinginteraction-and-linear-regression-model-updates</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-01-31</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/ab0b3ad4-5d31-4605-8c0e-216333719114/Figure+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - R tutorials on confounding/interaction and linear regression model - Updates - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/ffe869e3-b0a0-4cf5-a1f2-62da62c25ad4/Figure+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - R tutorials on confounding/interaction and linear regression model - Updates - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2022/1/18/communicating-data-effectively-with-data-visualization-part-39-heatmaps-of-covid-19-deaths</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-01-19</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/06bb5937-89e4-49b4-a2d1-4e1152d5c0d3/Figure+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 39 (Heatmaps of COVID-19 deaths) - Make it stand out</image:title>
      <image:caption>Source: Tynan DeBold and Dov Friedman, Wall Street Journal (link)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/606076e5-5d6d-4934-aa63-e5ea798809dc/Figure+2.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 39 (Heatmaps of COVID-19 deaths) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/9a575f33-3362-46f0-8c23-340b82ffc477/Figure+3.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 39 (Heatmaps of COVID-19 deaths) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1d79b626-3b3d-4fcf-ba0e-5d38d9e5ca81/Figure+4.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 39 (Heatmaps of COVID-19 deaths) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/ca541854-d4c7-49a5-bf73-4ef11b2d5d88/Figure+6.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 39 (Heatmaps of COVID-19 deaths) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/3945b95b-8caa-4c8e-8063-3f3bcb2f57d0/Figure+7.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 39 (Heatmaps of COVID-19 deaths) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/93a07056-ec0e-4aed-a8c1-d4221a661afd/Figure+8.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 39 (Heatmaps of COVID-19 deaths) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/77fd1f50-c4bd-41f4-994a-85a59eae373f/Figure+10.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 39 (Heatmaps of COVID-19 deaths) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/296515b2-1e90-483f-80f6-895f217e5ff9/Figure+11.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization: Part 39 (Heatmaps of COVID-19 deaths) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/12/30/sample-size-estimation-and-power-analysis-in-r</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2021-12-30</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/37b1ad48-502c-465b-826a-c85133d4d6db/Figure+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Sample size estimation and Power analysis in R - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/12/19/logistic-regression-in-r-part-2-goodness-of-fit-tests</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2021-12-19</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/18c2dc2f-f9d6-4302-b4a1-96b966d7c17a/Figure+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Logistic regression in R - Part 2 (Goodness of fit tests) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/12/5/logistic-regression-in-r</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2021-12-05</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/ced965ff-992a-49ec-b417-8cefc788f4dd/Logitstic+regression+formula.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Logistic regression in R - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/11/10/visualizing-linear-regression-models-using-r-part-2</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-01-31</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/7a207941-1581-4333-9b67-834379443048/Figures+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Visualizing linear regression models using R - Part 2 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/10/28/visualizing-linear-regression-models-using-r</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-01-31</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1635472752651-S3MAKX9PSDMFZK3VXDPI/Figure+1+-+Example+visual.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Visualizing linear regression models using R - Part 1 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1635472825827-YR7B0ST89DOVXUA6GE3J/Figure+2+-+visual+example+2.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Visualizing linear regression models using R - Part 1 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/9/26/r-tutorial-on-using-the-epitools-package-to-assess-confounding-and-interaction</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-01-31</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/4aba348d-c710-4b4a-bd46-c084b8cd985b/Figure+2_11.jpg</image:loc>
      <image:title>Mark Bounthavong blog - R tutorial on using the epitools package to assess confounding and interaction - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/8/30/reproduction-ratecovid-19</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2021-08-30</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1630364335818-DPAYE8JF31IWWPNMGSTA/Figure+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Reproduction number—COVID-19 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1630364378762-WL8F691DJ1TJEJ0L8JNG/Figure+2.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Reproduction number—COVID-19 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1630364414812-VSUGNTTCJ70NNCB9NAM7/Figure+3.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Reproduction number—COVID-19 - Make it stand out</image:title>
      <image:caption>Source: Lin’s Laboratory Group at Harvard (link). [last accessed on 30 August 2021].</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/7/30/forest-plots-in-r</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2021-07-31</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1627691914933-C79IO6POEW1DFQWU7VM6/Final+forest+plot.png</image:loc>
      <image:title>Mark Bounthavong blog - Forest plots in R - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/6/24/communicated-data-effectively-with-data-visualizations-part-38-replicating-the-la-times-covid-19-tracker</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2021-06-24</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1624559391774-V6KSYU9EPGHISRNF90C3/Figure+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 38 (Replicating the LA Times COVID-19 tracker) - Make it stand out</image:title>
      <image:caption>Source: Los Angeles Times, “Tracking the coronavirus in California,” url: https://www.latimes.com/projects/california-coronavirus-cases-tracking-outbreak/ [Accessed on June 24, 2021] * This is for educational purposes only.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1624559455332-4GQTVDRS0D5N78P1MU0Q/Figure+2.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 38 (Replicating the LA Times COVID-19 tracker) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1624559517095-UGZ7CI6O7D3NGASTWAB8/Figure+3.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 38 (Replicating the LA Times COVID-19 tracker) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1624559550137-VMCI1LR0AMSL6UWUSDWH/Figure+4.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 38 (Replicating the LA Times COVID-19 tracker) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1624559575466-T723W3WCCF85M1JA9AR5/Figure+5.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 38 (Replicating the LA Times COVID-19 tracker) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1624559608335-MJTVYWK0T0QY2FIZMWMO/Figure+6.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 38 (Replicating the LA Times COVID-19 tracker) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1624559631422-IRYBNNU1SJ65NMJWFCRL/Figure+7.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 38 (Replicating the LA Times COVID-19 tracker) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1624559662368-CBF0FH6LBG64SJ1SGSFZ/Figure+8.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 38 (Replicating the LA Times COVID-19 tracker) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1624559732932-XJ3TURUCQU9L9QKLDZMK/Figure+9.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 38 (Replicating the LA Times COVID-19 tracker) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1624559967306-NDDQ33TSHDEQBWK2QNKX/Figure+10.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 38 (Replicating the LA Times COVID-19 tracker) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1624559802946-TRAGFFO0TFLDEXL1O3NC/Figure+11.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 38 (Replicating the LA Times COVID-19 tracker) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/5/31/communicated-data-effectively-with-data-visualizations-part-37-visualization-covid-vaccinations-by-race-gender-and-age</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2023-02-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1622493223075-6Z2B5M4Z3DDWC1C6HR9E/Figure+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 37 (visualization COVID vaccinations by race, gender, and age) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1622493271956-WW95Y5BRX5JZYUVQ99IQ/Figure+2.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 37 (visualization COVID vaccinations by race, gender, and age) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1622493302690-719G14YOVDGKX7IFUHUQ/Figure+3.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 37 (visualization COVID vaccinations by race, gender, and age) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1622493329109-TGW00W46DAGE6H1M10F6/Figure+4.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 37 (visualization COVID vaccinations by race, gender, and age) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1622493350455-3NEP05KRG87UPOUUX2Q5/Figure+5.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 37 (visualization COVID vaccinations by race, gender, and age) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1622493381710-QQKM0WBI95A09MK8UNTG/Figure+6.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 37 (visualization COVID vaccinations by race, gender, and age) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1622493419510-59WPBAPURH575SG1W6I7/fIGURE+7.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 37 (visualization COVID vaccinations by race, gender, and age) - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/4/27/communicating-data-effectively-with-data-visualizations-part-36-scatter-plots-and-moving-averages-for-covid-19-vaccination</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2021-04-28</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1619586224097-V0CCC04TBZBJCV25DW1R/Figure+1.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 36 (Scatter plots and Moving Averages for COVID-19 vaccination)</image:title>
      <image:caption>* Source: The Economist – “When a covid-19 vaccine becomes available to you, will you get vaccinated?” (link). This is for educational purposes only.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1619586303116-9FD2ZSK3NMSN68FG41ZW/Figure+2.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 36 (Scatter plots and Moving Averages for COVID-19 vaccination)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 36 (Scatter plots and Moving Averages for COVID-19 vaccination)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 36 (Scatter plots and Moving Averages for COVID-19 vaccination)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 36 (Scatter plots and Moving Averages for COVID-19 vaccination)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 36 (Scatter plots and Moving Averages for COVID-19 vaccination)</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1619586500373-4OIIP28NI02AM42O26U5/Figure+7.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 36 (Scatter plots and Moving Averages for COVID-19 vaccination)</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1619586524057-2MT5E8SHQGZEFVCXOS93/Figure+8.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 36 (Scatter plots and Moving Averages for COVID-19 vaccination)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 36 (Scatter plots and Moving Averages for COVID-19 vaccination)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 36 (Scatter plots and Moving Averages for COVID-19 vaccination)</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/58cde3fcdb29d633eb688e9e/1619586920390-F09GHYF8Q22HFYIPE4ML/Figure+11.jpg</image:loc>
      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 36 (Scatter plots and Moving Averages for COVID-19 vaccination)</image:title>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/3/26/communicating-data-effectively-with-data-visualizations-part-35-heat-maps-covid-19-deaths-by-week-and-state</loc>
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    <lastmod>2023-02-08</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 35 (Heat maps – COVID-19 Deaths by Week and State)</image:title>
      <image:caption>* Source: The Economist – Tracking COVID-19 excess deaths across countries (link). This is for educational purposes only.</image:caption>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/2/22/communicating-data-effectively-with-data-visualizations-part-34-progress-bars-in-excel</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2021-02-22</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 34 (Progress bars in Excel)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 34 (Progress bars in Excel)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 34 (Progress bars in Excel)</image:title>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2021/1/20/communicating-data-effectively-with-data-visualizations-part-33-bar-charts-with-secondary-axis</loc>
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    <priority>0.5</priority>
    <lastmod>2021-01-20</lastmod>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2020/12/16/communicating-data-effectively-with-data-visualizations-part-32-john-w-tukey-short-biography</loc>
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    <priority>0.5</priority>
    <lastmod>2020-12-17</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 32 (John W. Tukey short biography)</image:title>
      <image:caption>Source: https://alchetron.com/John-Tukey</image:caption>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 32 (John W. Tukey short biography)</image:title>
      <image:caption>Source: Tukey JW. Exploratory Data Analysis. Pearson; 1st edition (January 1, 1977)</image:caption>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 32 (John W. Tukey short biography)</image:title>
      <image:caption>Source: Tukey JW. Exploratory Data Analysis. Pearson; 1st edition (January 1, 1977)</image:caption>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2020/11/18/communicating-data-effectively-with-data-visualizations-part-31-visualizing-covid-19-deaths-using-sparklines</loc>
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    <priority>0.5</priority>
    <lastmod>2020-11-18</lastmod>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2020/10/20/communicating-data-effectively-with-data-visualizations-part-30-butterfly-charts</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2020-10-21</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 29 (Forest plots)</image:title>
      <image:caption>(*This figure is used for educational purposes only.)</image:caption>
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  <url>
    <loc>https://mbounthavong.com/blog/2020/8/21/communicating-data-effectively-with-data-visualizations-part-28-scatter-plot</loc>
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    <priority>0.5</priority>
    <lastmod>2020-08-21</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 28 (Scatter plot)</image:title>
      <image:caption>(*This figure is used for educational purposes only.)</image:caption>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 28 (Scatter plot)</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2020/7/20/communicating-data-effectively-with-data-visualizations-part-27-building-a-covid-19-surveillance-dashboard-using-power-bi</loc>
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    <lastmod>2020-07-20</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 27 (Building a COVID-19 surveillance dashboard using Power BI)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 27 (Building a COVID-19 surveillance dashboard using Power BI)</image:title>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2020/6/26/communicationg-data-effectiveness-with-data-visualizations-part-26-covid-19-choropleth</loc>
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    <lastmod>2023-02-08</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 26 (COVID-19 choropleth)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 26 (COVID-19 choropleth)</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2020/5/19/communicating-data-effectively-with-data-visualizations-part-25-moving-averages</loc>
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    <priority>0.5</priority>
    <lastmod>2020-05-20</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 25 (Moving averages)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 25 (Moving averages)</image:title>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2020/5/8/presentation-on-developing-a-good-research-question-at-the-university-of-washington</loc>
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    <lastmod>2020-05-08</lastmod>
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      <image:title>Mark Bounthavong blog - Formulating a good research question</image:title>
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      <image:title>Mark Bounthavong blog - Formulating a good research question</image:title>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2020/4/18/communicating-data-effectively-with-data-visualizations-part-24-mortality-curves</loc>
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    <priority>0.5</priority>
    <lastmod>2020-04-18</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 24 (Mortality Curves)</image:title>
      <image:caption>Source: Our World in Data. Total confirmed COVID-19 deaths: How rapidly are they increasing? URL: https://ourworldindata.org/grapher/covid-confirmed-deaths-since-5th-death [last accessed: 17 April 2020].</image:caption>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 24 (Mortality Curves)</image:title>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2020/3/19/communicating-data-effectively-with-data-visualizations-part-23-epidemic-curves</loc>
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    <priority>0.5</priority>
    <lastmod>2020-03-19</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 23 (Epidemic Curves)</image:title>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2020/2/10/communicating-data-effectively-with-data-visualizations-part-21-how-to-create-a-double-axes-figure-in-excel</loc>
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    <lastmod>2020-02-11</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 22 (How to create a double axes figure in Excel)</image:title>
      <image:caption>Figure 1. Total overdose deaths in the United States, 1999 to 2017. Source: https://www.drugabuse.gov/related-topics/trends-statistics/overdose-death-rates</image:caption>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 22 (How to create a double axes figure in Excel)</image:title>
      <image:caption>Figure 2. Overdose Deaths due to Opioids, 1999 to 2017.</image:caption>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 22 (How to create a double axes figure in Excel)</image:title>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2020/1/30/medical-expenditure-panel-survey-guide-part-1</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2020-01-30</lastmod>
  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2019/12/13/communicating-data-effectively-with-data-visualizations-part-21-examples-of-famous-and-infamous-data-visualizations-1</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2019-12-13</lastmod>
    <image:image>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 21 [Examples of famous (and infamous) data visualizations]</image:title>
      <image:caption>Source: John Snow - Published by C.F. Cheffins, Lith, Southhampton Buildings, London, England, 1854 in Snow, John. On the Mode of Communication of Cholera, 2nd Ed, John Churchill, New Burlington Street, London, England, 1855. (This image was originally from en.wikipedia; description page is/was here. Image copied from http://matrix.msu.edu/~johnsnow/images/online_companion/chapter_images/fig12-5.jpg)</image:caption>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 21 [Examples of famous (and infamous) data visualizations]</image:title>
      <image:caption>Source: Charles Joseph Minard's famous graph showing the decreasing size of the Grande Armée as it marches to Moscow (brown line, from left to right) and back (black line, from right to left) with the size of the army equal to the width of the line. Temperature is plotted on the lower graph for the return journey (multiply Réaumur temperatures by 1¼ to get Celsius, e.g. −30 °R = −37.5 °C). Published November 20, 1869. (This image was originally from en.wikipedia; description page is/was here. Image copied from https://en.wikipedia.org/wiki/French_invasion_of_Russia#/media/File:Minard.png)</image:caption>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 21 [Examples of famous (and infamous) data visualizations]</image:title>
      <image:caption>Source: World map of 24 hour relative average utilization of IPv4 addresses observed using ICMP ping requests. Carna Botnet, * Internet Census 2012: Port scanning /0 using insecure embedded devices, Carna Botnet, June - October 2012. 16 March 2013.</image:caption>
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  <url>
    <loc>https://mbounthavong.com/blog/2019/11/9/communicating-data-effectively-with-data-visualizations-part-20-enhance-your-data-visualization-with-labels-and-contrast</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2019-11-09</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations: Part 20 (Enhance your data visualization with labels and contrast)</image:title>
      <image:caption>The top panel has the sentence case where all the words are capitalized. The bottom panel has normal sentence case.</image:caption>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2019/10/17/communicating-data-effectively-with-data-visualizationspart-19-doughnut-charts</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2019-10-18</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations—Part 19 (Doughnut charts)</image:title>
      <image:caption>Source: Flavored Tobacco Product Use Among Middle and High School Students—United States, 2014–2018. url: link [Accessed on 17 October 2019]</image:caption>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations—Part 19 (Doughnut charts)</image:title>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualizations—Part 19 (Doughnut charts)</image:title>
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  </url>
  <url>
    <loc>https://mbounthavong.com/blog/2019/9/14/biography-florence-nightingale</loc>
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    <priority>0.5</priority>
    <lastmod>2019-09-14</lastmod>
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      <image:title>Mark Bounthavong blog - Biography: Florence Nightingale</image:title>
      <image:caption>Source: Duyckinick, Evert A. Portrait Gallery of Eminent Men and Women in Europe and America. New York: Johnson, Wilson &amp; Company, 1873. [Link]</image:caption>
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      <image:title>Mark Bounthavong blog - Biography: Florence Nightingale</image:title>
      <image:caption>Source: Mortality of the British Army, At Home, At Home and Abroad, and During the Russian War, As Compared with the Mortality of the Civil Population in England. 1858. Harrison and Sons, St. Martin's Lane. [Link] [Accessed September 11, 2019].</image:caption>
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  <url>
    <loc>https://mbounthavong.com/blog/2019/8/21/communicating-data-effectively-with-data-visualizationspart-18-histograms</loc>
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    <lastmod>2019-08-21</lastmod>
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  <url>
    <loc>https://mbounthavong.com/blog/2019/7/29/communicating-data-effectively-with-data-visualization-part-17-multivariate-dimensions</loc>
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    <lastmod>2019-07-29</lastmod>
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    <loc>https://mbounthavong.com/blog/2019/6/22/communicating-data-effectively-with-data-visualization-part-16-upset-diagrams</loc>
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    <lastmod>2019-06-23</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization – Part 16 (UpSet diagrams)</image:title>
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    <loc>https://mbounthavong.com/blog/2019/5/16/communicating-data-effectively-with-data-visualization-part-15-divergent-stacked-bar-chart-for-likert-scales</loc>
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    <lastmod>2019-05-17</lastmod>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization – Part 15 (Diverging Stacked Bar Chart for Likert scales)</image:title>
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  <url>
    <loc>https://mbounthavong.com/blog/2019/4/28/communicating-data-effectively-with-data-visualization-part-14-gantt-charts</loc>
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      <image:title>Mark Bounthavong blog - Communicating data effectively with data visualization – Part 14 (Gantt Charts)</image:title>
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  <url>
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    <lastmod>2019-03-15</lastmod>
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    <lastmod>2023-08-14</lastmod>
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  <url>
    <loc>https://mbounthavong.com/blog/2019/1/6/using-statas-bysort-command-for-panel-data-in-time-series-analysis</loc>
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    <lastmod>2019-01-07</lastmod>
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    <lastmod>2019-02-10</lastmod>
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    <loc>https://mbounthavong.com/blog/2018/11/17/communicating-data-effectively-with-data-visualization-part-12-waffle-charts</loc>
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    <loc>https://mbounthavong.com/blog/2018/8/30/using-inverse-probability-of-treatment-weights-marginal-structural-models-to-handle-time-varying-covariates</loc>
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    <lastmod>2018-08-31</lastmod>
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      <image:title>Mark Bounthavong blog - Using inverse probability of treatment weights &amp; Marginal structural models to handle time-varying covariates</image:title>
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      <image:title>Mark Bounthavong blog - Using inverse probability of treatment weights &amp; Marginal structural models to handle time-varying covariates</image:title>
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      <image:title>Mark Bounthavong blog - Using inverse probability of treatment weights &amp; Marginal structural models to handle time-varying covariates</image:title>
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    <loc>https://mbounthavong.com/blog/2018/8/13/communicating-data-effectively-with-data-visualizations-part-10-heat-maps</loc>
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    <lastmod>2018-08-22</lastmod>
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      <image:caption>* Not all states shown.</image:caption>
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    <lastmod>2018-07-16</lastmod>
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