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    <loc>https://www.ksjay.com/projects</loc>
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    <lastmod>2024-01-26</lastmod>
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  <url>
    <loc>https://www.ksjay.com/projects/sentiment</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-08-25</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/d9fe0b23-e52a-4c24-a62d-2cf446182bcc/Screenshot_9.png</image:loc>
      <image:title>Projects - Stock Price Prediction With Sentiment Analysis - 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/v1/6294452fbdc06b31c5bf638d/a82464b9-8136-4449-b065-3985568ec930/unnamed.png</image:loc>
      <image:title>Projects - Stock Price Prediction With Sentiment Analysis - Make it stand out</image:title>
      <image:caption>Daily Sentiment Mean for Sample Companies</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/ea1c290d-307c-49d9-8413-548cb42ccf2c/Screenshot_8.png</image:loc>
      <image:title>Projects - Stock Price Prediction With Sentiment Analysis - 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/v1/6294452fbdc06b31c5bf638d/419e8305-0f41-40b1-ad57-ec4a902ba348/Screen+Shot+2022-08-24+at+11.18.05+PM.png</image:loc>
      <image:title>Projects - Stock Price Prediction With Sentiment Analysis - Make it stand out</image:title>
      <image:caption>Here is an example date range where we can see the differences between the ARIMA and the actual price. Interestingly, if we superimpose our sentiment charts for the same date range, we can see almost an exact match in many areas.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/594b9f38-09af-4520-b606-c43971ad34d2/Screenshot_4.png</image:loc>
      <image:title>Projects - Stock Price Prediction With Sentiment Analysis - 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/v1/6294452fbdc06b31c5bf638d/e975f5ab-9e4e-4828-b600-ae9b952c626e/Screenshot_5.png</image:loc>
      <image:title>Projects - Stock Price Prediction With Sentiment Analysis - 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/v1/6294452fbdc06b31c5bf638d/5a5158b2-f994-401f-b816-d4512e51b3f1/Screen+Shot+2022-08-24+at+11.15.45+PM.png</image:loc>
      <image:title>Projects - Stock Price Prediction With Sentiment Analysis - 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/v1/6294452fbdc06b31c5bf638d/753fc166-df8e-4a78-8271-34efb3c73539/Screen+Shot+2022-08-24+at+11.19.23+PM.png</image:loc>
      <image:title>Projects - Stock Price Prediction With Sentiment Analysis - 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/v1/6294452fbdc06b31c5bf638d/33209158-6b57-4b34-9b3d-cf70d1661168/Screenshot_7.png</image:loc>
      <image:title>Projects - Stock Price Prediction With Sentiment Analysis - 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/v1/6294452fbdc06b31c5bf638d/6b88f031-30c1-4aa2-adc2-81fe3918def2/Screen+Shot+2022-08-24+at+11.05.57+PM.png</image:loc>
      <image:title>Projects - Stock Price Prediction With Sentiment Analysis - 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/v1/6294452fbdc06b31c5bf638d/053897b7-f7e8-49a0-bb42-aaff7f1c3fc0/Word-Vectors.png</image:loc>
      <image:title>Projects - Stock Price Prediction With Sentiment Analysis - 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://www.ksjay.com/projects/convergence</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-05-31</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/e63408f8-c3e8-4166-b94a-11f994f8cb5c/Screen+Shot+2022-05-30+at+2.07.51+AM.png</image:loc>
      <image:title>Projects - Price Convergence In Virtual Parallel Markets (Honors Thesis) - Make it stand out</image:title>
      <image:caption>Figure 1.3 (Example Data Pull Function)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/8af5055f-bb04-44e7-a12f-fd835c12f22e/Screen+Shot+2022-05-30+at+2.14.25+AM.png</image:loc>
      <image:title>Projects - Price Convergence In Virtual Parallel Markets (Honors Thesis) - 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/v1/6294452fbdc06b31c5bf638d/1b8bb05b-3e4a-4d99-b5d5-54186a1f9878/Screen+Shot+2022-05-30+at+2.16.22+AM.png</image:loc>
      <image:title>Projects - Price Convergence In Virtual Parallel Markets (Honors Thesis) - Make it stand out</image:title>
      <image:caption>Figure 1.5 (Population vs Distance From Global Average)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/0d136d83-fada-44c0-a37a-2f5a4a8c25b0/Screen+Shot+2022-05-30+at+2.03.12+AM.png</image:loc>
      <image:title>Projects - Price Convergence In Virtual Parallel Markets (Honors Thesis) - Make it stand out</image:title>
      <image:caption>Figure 1.2 (Example Pricing Data)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/f1dbcd66-4337-475c-b449-2768221cfaef/Screen+Shot+2022-05-30+at+2.22.25+AM.png</image:loc>
      <image:title>Projects - Price Convergence In Virtual Parallel Markets (Honors Thesis) - Make it stand out</image:title>
      <image:caption>Figure 1.8 (Regression Table: Population Against Distance From Global Average)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/537dbf68-61d3-4cbb-9027-5dd5b1f84205/Screen+Shot+2022-05-30+at+2.09.02+AM.png</image:loc>
      <image:title>Projects - Price Convergence In Virtual Parallel Markets (Honors Thesis) - Make it stand out</image:title>
      <image:caption>Figure 1.4 (Raw Aggregated Data)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/6176dfe3-b0c9-4482-9eff-8c65036559c0/Screen+Shot+2022-05-30+at+2.18.07+AM.png</image:loc>
      <image:title>Projects - Price Convergence In Virtual Parallel Markets (Honors Thesis) - Make it stand out</image:title>
      <image:caption>Figure 1.6 (Population vs Standard Deviation of Daily Prices)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/cd78eeb9-f1e9-47fd-9635-497c8b4417c1/Screen+Shot+2022-05-30+at+2.00.42+AM.jpg</image:loc>
      <image:title>Projects - Price Convergence In Virtual Parallel Markets (Honors Thesis) - Make it stand out</image:title>
      <image:caption>Figure 1.1 (Example Population Data)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/6019de86-75ad-4f54-897f-06e0e05a5148/Screen+Shot+2022-05-30+at+2.21.06+AM.png</image:loc>
      <image:title>Projects - Price Convergence In Virtual Parallel Markets (Honors Thesis) - Make it stand out</image:title>
      <image:caption>Figure 1.7 (Regression Table: Population Against Daily Intra-server Standard Deviation)</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ksjay.com/projects/forecasting-wealth</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-01-26</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/3aebb3ea-453a-4613-94c7-a5db24fbabf2/Screenshot+2024-01-25+at+11.09.22+PM.png</image:loc>
      <image:title>Projects - Forecasting Wealth using Advanced Regression Techniques - Make it stand out</image:title>
      <image:caption>Figure 1.2: Z-Test of the ‘Total Wealth’ variable</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/e692db07-6ffd-4e1f-a694-a32fcfe1f662/Screenshot+2024-01-25+at+11.42.27+PM.png</image:loc>
      <image:title>Projects - Forecasting Wealth using Advanced Regression Techniques - Make it stand out</image:title>
      <image:caption>Figure 2.4: Lasso Regression</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/bb7de6fc-503c-4e19-8a78-db22aa3cb66f/Screenshot+2024-01-25+at+10.56.06+PM.png</image:loc>
      <image:title>Projects - Forecasting Wealth using Advanced Regression Techniques - Make it stand out</image:title>
      <image:caption>Figure 1.1: Basic exploration of problematic variables</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/738f313b-7c2c-4dc3-894e-c9e366a916fa/Screenshot+2024-01-25+at+11.05.25+PM.png</image:loc>
      <image:title>Projects - Forecasting Wealth using Advanced Regression Techniques - Make it stand out</image:title>
      <image:caption>Figure 1.3: Scatter plot of the ‘Total Wealth’ variable</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/fb3e3865-7872-488c-855c-39fd235b3fa1/Screenshot+2024-01-25+at+11.26.50+PM.png</image:loc>
      <image:title>Projects - Forecasting Wealth using Advanced Regression Techniques - 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/v1/6294452fbdc06b31c5bf638d/8dc3c68d-a13b-470e-9341-f74443a09c9f/Screenshot+2024-01-25+at+11.36.04+PM.png</image:loc>
      <image:title>Projects - Forecasting Wealth using Advanced Regression Techniques - 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/v1/6294452fbdc06b31c5bf638d/e4016c18-903e-40ed-926a-8dfc91813481/Screenshot+2024-01-25+at+11.18.01+PM.png</image:loc>
      <image:title>Projects - Forecasting Wealth using Advanced Regression Techniques - Make it stand out</image:title>
      <image:caption>Figure 2.1: Baseline Regression</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/8f6a9192-5c78-4ead-b01c-2779ed11e97a/Screenshot+2024-01-25+at+11.22.07+PM.png</image:loc>
      <image:title>Projects - Forecasting Wealth using Advanced Regression Techniques - Make it stand out</image:title>
      <image:caption>Figure 2.2: Improved Regression</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/b2262b8b-bd46-4308-aba4-2c1e27f2ead7/Screenshot+2024-01-25+at+11.25.24+PM.png</image:loc>
      <image:title>Projects - Forecasting Wealth using Advanced Regression Techniques - Make it stand out</image:title>
      <image:caption>Figure 2.3: Final Regression</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ksjay.com/projects/disparity</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2022-05-30</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/d788a77f-0bd4-4e20-bc4b-70737c6e9237/Screen+Shot+2022-05-30+at+2.47.24+AM.png</image:loc>
      <image:title>Projects - Income Disparities Between Asian-Indians Relative to other Asian Groups - Make it stand out</image:title>
      <image:caption>Figure 1.5 (Initial Regression w/ no experience or education controls)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/4486464f-f7d8-4256-8e07-f7b4a0ece067/Screen+Shot+2022-05-30+at+2.43.02+AM.png</image:loc>
      <image:title>Projects - Income Disparities Between Asian-Indians Relative to other Asian Groups - Make it stand out</image:title>
      <image:caption>Figure 1.2 (Frequency of Educational Attainment Levels)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/180fa0c4-3db8-4c75-855f-b51f69bfbb7b/Screen+Shot+2022-05-30+at+2.41.19+AM.png</image:loc>
      <image:title>Projects - Income Disparities Between Asian-Indians Relative to other Asian Groups - Make it stand out</image:title>
      <image:caption>Figure 1.1 (Asian Subgroups)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/6b620c8b-1adc-4b18-8650-f77b7ff2cb78/Screen+Shot+2022-05-30+at+2.47.06+AM.png</image:loc>
      <image:title>Projects - Income Disparities Between Asian-Indians Relative to other Asian Groups - Make it stand out</image:title>
      <image:caption>Figure 1.3 (Regression Results w/ no random term)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/967b8b41-2842-49ab-ac48-7ca6cf469b90/Screen+Shot+2022-05-30+at+2.44.52+AM.png</image:loc>
      <image:title>Projects - Income Disparities Between Asian-Indians Relative to other Asian Groups - Make it stand out</image:title>
      <image:caption>Where: Educ = Educational attainment (years) ; Age = Age of Individual (years) ; Experience = Difference between age and education (years) and α = Vector of racial control variables for each asian subgroup. Please refer to the regression results (1.3, 1.4, 1.5) below for the following analyses:</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6294452fbdc06b31c5bf638d/3538c987-a4e0-4975-b114-4b4301ffc7d8/Screen+Shot+2022-05-30+at+2.47.15+AM.png</image:loc>
      <image:title>Projects - Income Disparities Between Asian-Indians Relative to other Asian Groups - Make it stand out</image:title>
      <image:caption>Figure 1.4 (Regression Results w/ random term)</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ksjay.com/projects/category/Travel</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ksjay.com/projects/category/Relationships</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ksjay.com/projects/category/Health</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ksjay.com/projects/category/Culture</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ksjay.com/projects/category/Sports</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ksjay.com/pltr</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2025-07-28</lastmod>
  </url>
  <url>
    <loc>https://www.ksjay.com/pltr/blog-post-title-four-jc4j6</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-07-28</lastmod>
  </url>
  <url>
    <loc>https://www.ksjay.com/home</loc>
    <changefreq>daily</changefreq>
    <priority>1.0</priority>
    <lastmod>2024-09-30</lastmod>
  </url>
  <url>
    <loc>https://www.ksjay.com/experience</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2024-09-28</lastmod>
  </url>
  <url>
    <loc>https://www.ksjay.com/academia</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2024-05-29</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1618497259178-6XJGK9GR6YAVBQL5L519/20140301_Trade-151_012-2.jpg</image:loc>
      <image:title>Academia</image:title>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1607694583486-2PQT0LQ193RL7MCB6DX4/20140228_Trade+151_0046.jpg</image:loc>
      <image:title>Academia</image:title>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1607694644871-IC85FNH781UNZSZEGHDR/Aro+Ha_0428.jpg</image:loc>
      <image:title>Academia</image:title>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1607638148090-Y6OFDI575CM3NQV732RJ/Large+JPG-Aro+Ha_0387.jpg</image:loc>
      <image:title>Academia</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1607628784608-5D22G9GPLHDSAB2IXC2G/Large+JPG-Aro+Ha_0638.jpg</image:loc>
      <image:title>Academia</image:title>
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      <image:title>Academia</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1618497259178-6XJGK9GR6YAVBQL5L519/20140301_Trade-151_012-2.jpg</image:loc>
      <image:title>Academia</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1607694583486-2PQT0LQ193RL7MCB6DX4/20140228_Trade+151_0046.jpg</image:loc>
      <image:title>Academia</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1607694644871-IC85FNH781UNZSZEGHDR/Aro+Ha_0428.jpg</image:loc>
      <image:title>Academia</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1607638148090-Y6OFDI575CM3NQV732RJ/Large+JPG-Aro+Ha_0387.jpg</image:loc>
      <image:title>Academia</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/5ec321c2af33de48734cc929/1607628784608-5D22G9GPLHDSAB2IXC2G/Large+JPG-Aro+Ha_0638.jpg</image:loc>
      <image:title>Academia</image:title>
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