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diff --git a/_images/cisp_map.png b/_images/cisp_map.png
diff --git a/_images/project7_summary.png b/_images/project7_summary.png
diff --git a/_images/seminar_banner_1.png b/_images/seminar_banner_1.png
diff --git a/_images/seminar_banner_2.png b/_images/seminar_banner_2.png
diff --git a/_images/seminar_banner_3.png b/_images/seminar_banner_3.png
diff --git a/_images/seminar_banner_4.png b/_images/seminar_banner_4.png
diff --git a/_sources/impact-scholars/mentors.md b/_sources/impact-scholars/mentors.md
@@ -11,22 +11,17 @@ Mentors are **experienced scientists interested in supporting a group throughout
 - **Emma Daniels**
   - [*Influence of ENSO on the coastal upwelling along Northwest Africa*](../scholar-outputs/2023/project4)
 - **Surajit Deb Barma**
-  - [*Impact of Deforestation and Multi-year Cyclical Processes on Precipitation Patterns and Cereal Production in Congo River Basin*](../scholar-outputs/2023/project7)
+  - [*Oceanic oscillations and Congo River Basin climatology*](../scholar-outputs/2023/project7)
   - [*Preliminary observations on the AVHRR-VIIRS v5 daily NDVI data for the assessment of vegetation-climate dynamics in the Jubba-Shabelle watershed of East Africa*](../scholar-outputs/2023/project8)
 - **Brittany Engle**
   - [*Assessment of fire events in Argentinian Andean-Patagonian Forests between 2002-2020*](../scholar-outputs/2023/project5)
   - [*Wildfires in Angola: Correlation of vegetation and meteorological variables with wildfire intensity*](../scholar-outputs/2023/project14)
 - **Fabrizio Falasca**
   - [*Observing ECCO Model vs Tidal Gauges around Hurricane Maria*](../scholar-outputs/2023/project2)
 - **Muhammed Muhshif Karadan**
-  - [*Heatwave analysis for Asia (India)*](../scholar-outputs/2023/project6)
   - [*Understanding historical and future impacts of El Niño on climate and food production in Colombia and Indonesia*](../scholar-outputs/2023/project12)
 - **Oz Kira**
   - [*Understanding Land Cover Change in a Tropical Region due to Rapid Agricultural Increase: Interactions with Environmental and Socioeconomic Factors*](../scholar-outputs/2023/project13)
-- **Kenny T.C. Lim Kam Sian**
-  - [*The Past and Future of Mediterranean Heat Waves*](../scholar-outputs/2023/project10)
-- **Luz de Lourdes Aurora**
-  - [*Analyzing Global Wind Potential for the Next 50 Years and its socio-economic impact*](../scholar-outputs/2023/project1)
 - **Risa Madoff**
   - [*Assessing Spatio-Temporal Precipitation Variability and Extreme Events in India*](../scholar-outputs/2023/project3)
 - **Tejas Dattaram More**

diff --git a/_sources/impact-scholars/scholars2023.md b/_sources/impact-scholars/scholars2023.md
@@ -1,6 +1,6 @@
 # Impact Scholar projects 2023
 
-We are thrilled to introduce **14 teams** of **65 Impact Scholars** representing **28 countries** as part of our 2023 cohort! 
+We are thrilled to introduce **11 teams** of **56 Impact Scholars** representing **25 countries** as part of our 2023 cohort! 
 
 Their ambitious projects focus on pressing climate issues on local and global scales, as well as their societal impact. Learn more about their projects below!
 
@@ -14,62 +14,48 @@ A representation of the scholar projects' geographical regions of focus. The two
 ---
 <table style="width:90%">
 <tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #a2bbd4; margin: 10px 0px;">1. </td>
-    <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project1.html">Analyzing Global Wind Potential for the Next 50 Years and its socio-economic impact</a><br>Shashank Kumar Roy , Anonymous Contributor<sup>*</sup></td>
-</tr>
-<tr>
-    <td style="text-align: center; line-height: 20px; color: white; font-size: 14px; font-weight: bold; width: 20px; background-color: #313f76; margin: 10px 0px;">2. </td>
+    <td style="text-align: center; line-height: 20px; color: white; font-size: 14px; font-weight: bold; width: 20px; background-color: #313f76; margin: 10px 0px;">1. </td>
     <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project2.html">Observing ECCO Model vs Tidal Gauges around Hurricane Maria</a><br>Franck Porteous, Hannah Krohn, Faith Hunja</td>
 </tr>
 <tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #a2bbd4; margin: 10px 0px;">3. </td>
+    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #a2bbd4; margin: 10px 0px;">2. </td>
     <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project3.html">Assessing Spatio-Temporal Precipitation Variability and Extreme Events in India</a><br>Stefy Thomas, Khushi Dani, Sattiki Ganguly, Pandurang Choudhari</td>
 </tr>
 <tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">4. </td>
+    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">3. </td>
     <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project4.html">Influence of ENSO on the coastal upwelling along Northwest Africa</a><br>Sthitapragya Ray, Andrea A. Cabrera, Diana Marcela Guzmán Lugo, Vanni Consumi, Daria Proklova, Elizaveta Baranova-Parfenova
 </td>
 </tr>
 <tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">5. </td>
+    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">4. </td>
     <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project5.html">Assessment of fire events in Argentinian Andean-Patagonian Forests between 2002-2020</a><br>Franco Barrionuevo, Raphael Rocha, Cristian Farfan, Ricardo Rengifo, Luciana Rojas</td>
 </tr>
 <tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #f0ba7d; margin: 10px 0px;">6. </td>
-    <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project6.html">Heatwave analysis for Asia (India)</a><br>Ahmad Rashiq, Arihant Jain, Seyed Mehdi Mirbazel</td>
+    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #a2bbd4; margin: 10px 0px;">5. </td>
+    <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project7.html">Oceanic oscillations and Congo River Basin climatology</a><br>James Hartzell, Magda Altman, Pratik Bhandari, Lorenzo Pierini, Masoumeh Bahri, Rajiv Kumar Srivastava, Jeffrey N.A. Ayree</td>
 </tr>
 <tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #a2bbd4; margin: 10px 0px;">7. </td>
-    <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project7.html">Impact of Deforestation and Multi-year Cyclical Processes on Precipitation Patterns and Cereal Production in Congo River Basin</a><br>James Hartzell, Magda Altman, Pratik Bhandari, Lorenzo Pierini, Masoumeh Bahri, Rajiv Kumar Srivastava, Jeffrey N.A. Ayree</td>
-</tr>
-<tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">8. </td>
+    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">6. </td>
     <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project8.html">Preliminary observations on the AVHRR-VIIRS v5 daily NDVI data for the assessment of vegetation-climate dynamics in the Jubba-Shabelle watershed of East Africa</a><br>Jesús Pozo, Andrea Miranda, Sergei Nabatov, Alethia Kielbasa, Abdus Samad</td>
 </tr>
 <tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">9. </td>
+    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">7. </td>
     <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project9.html">Impact of Interannual Variability on the Onset of Summer Monsoon over the Indonesia-Northern Australia Region</a><br>Zhixian Yang, Selyn Rousse Acuña, Tejawini M. Pawase, René Navarro Labastida, Rosmery Lidez Condori, Naomi Nafisa Rahman</td>
 </tr>
 <tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #f0ba7d; margin: 10px 0px;">10. </td>
-    <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project10.html">The Past and Future of Mediterranean Heat Waves</a><br>Lana Flanjak, Natalia Gabdrakhmanova, Farukcan Sağlam, Timon Kunze</td>
-</tr>
-<tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">11. </td>
+    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">8. </td>
     <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project11.html">Impacts of ENSO on climate variables in the Pacific region</a><br>Anjana Shree RJ, Kimia Marvi, Kirtana Sunil Phatnani, Neil Marc Sordilla, Eligio Maure, Danny McCulloch</td>
 </tr>
 <tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">12. </td>
+    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #67ada9; margin: 10px 0px;">9. </td>
     <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project12.html">Understanding historical and future impacts of El Niño on climate and food production in Colombia and Indonesia</a><br>Elisa Nóbrega Passos, Lakhvinder Kaur, Ninibeth Gibelli Sarmiento Herrera</td>
 </tr>
 <tr>
-    <td style="text-align: center; line-height: 20px; color: white; font-size: 14px; font-weight: bold; width: 20px; background-color: #596a63; margin: 10px 0px;">13. </td>
+    <td style="text-align: center; line-height: 20px; color: white; font-size: 14px; font-weight: bold; width: 20px; background-color: #596a63; margin: 10px 0px;">10. </td>
     <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project13.html">Understanding Land Cover Change in a Tropical Region due to Rapid Agricultural Increase: Interactions with Environmental and Socioeconomic Factors</a><br>Sofia Corradi Oliveira, Andrés Fernando Figueroa Curo, Magnolia Song,  Manojna Polisetty, Daniela Velásquez, Maryann Alessandra Alata Chambilla</td>
 </tr>
 <tr>
-    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #e18256; margin: 10px 0px;">14. </td>
+    <td style="text-align: center; line-height: 20px; color: black; font-size: 14px; font-weight: bold; width: 20px; background-color: #e18256; margin: 10px 0px;">11. </td>
     <td style="text-align: left; line-height: 20px; color: black; font-size: 14px; margin: 10px 0px;"><a href = "https://zanemit.github.io/cisp/scholar-outputs/2023/project14.html">Wildfires in Angola: Correlation of vegetation and meteorological variables with wildfire intensity</a><br>Agnessa Karapetian, Kamil Vlcek, Carolina Temporão, Hatice Busragokbunar, Sedem Buabassah</td>
 </tr>
 </table>
-
-<sup>*</sup> The identity of a team member has been hidden upon their request.
diff --git a/_sources/output-guidelines/seminar_presentations2.md b/_sources/output-guidelines/seminar_presentations2.md
@@ -6,7 +6,7 @@ These seminars will be <u>open to the public</u>. Please register for the semina
 
 The <u>last 30 minutes of each event</u> will be dedicated to networking sessions between the presenting scholars and scientists from CMIP and LEAP.
 
-## Seminar 1: 26th March, 10:00-11:30 UTC
+## Seminar 1: 26th March, 10:00-12:00 UTC
 ```{figure} ../impact-scholars/images/seminar_banner_1.png
 ---
 width: 100%
@@ -16,7 +16,7 @@ width: 100%
 
 - [**Wildfires in Angola: Correlation of vegetation and meteorological variables with wildfire intensity**](../scholar-outputs/2023/project14)
 
-- [**Impact of Deforestation and Multi-year Cyclical Processes on Precipitation Patterns and Cereal Production in Congo River Basin**](../scholar-outputs/2023/project7)
+- [**Oceanic oscillations and Congo River Basin climatology**](../scholar-outputs/2023/project7)
 
 <center><div onclick="location.href='https://us06web.zoom.us/meeting/register/tZwpduiuqT8oE9JAiO5uqSslAyG-pd4RYXpT';" id="clickybox"; style="text-align: center; line-height: 30px; color: white; font-size: 16px; font-weight: bold; width: 300px;"><div style="background-color: #313f76; margin: 30px 10px;">REGISTER FOR SEMINAR 1</div></div></center>
 
@@ -32,35 +32,29 @@ width: 100%
 
 - [**Assessing Spatio-Temporal Precipitation Variability and Extreme Events in India**](../scholar-outputs/2023/project3)
 
-- [**Analyzing Global Wind Potential for the Next 50 Years and its socio-economic impact**](../scholar-outputs/2023/project1)
-
 - [**Understand underlying mechanisms of ENSO and predicting its impact on the countries surrounding the Niño Region**](../scholar-outputs/2023/project11)
 
 <center><div onclick="location.href='https://us06web.zoom.us/meeting/register/tZIodu6prTgqHdYfIaXwl56NlGCOzEWZJo-j';" id="clickybox"; style="text-align: center; line-height: 30px; color: white; font-size: 16px; font-weight: bold; width: 300px;"><div style="background-color: #313f76; margin: 30px 10px;">REGISTER FOR SEMINAR 2</div></div></center>
 
 <hr style="border:2px solid gray">
 
 
-## Seminar 3: 27th March, 16:00-18:00 UTC
+## Seminar 3: 27th March, 16:00-17:30 UTC
 ```{figure} ../impact-scholars/images/seminar_banner_3.png
 ---
 width: 100%
 ---
 ```
-- [**Heatwave analysis for Asia (India)**](../scholar-outputs/2023/project6)
-
 - [**Understanding historical and future impacts of El Niño on climate and food production in Colombia and Indonesia**](../scholar-outputs/2023/project12)
 
 - [**Preliminary observations on the AVHRR-VIIRS v5 daily NDVI data for the assessment of vegetation-climate dynamics in the Jubba-Shabelle watershed of East Africa**](../scholar-outputs/2023/project8)
 
-- [**The Past and Future of Mediterranean Heat Waves**](../scholar-outputs/2023/project10)
-
 <center><div onclick="location.href='https://us06web.zoom.us/meeting/register/tZElcOmsqzwvHtyDOYX6H92WyQkx39g5xQxz';" id="clickybox"; style="text-align: center; line-height: 30px; color: white; font-size: 16px; font-weight: bold; width: 300px;"><div style="background-color: #313f76; margin: 30px 10px;">REGISTER FOR SEMINAR 3</div></div></center>
 
 <hr style="border:2px solid gray">
 
 
-## Seminar 4: 27th March, 21:00-22:30 UTC
+## Seminar 4: 27th March, 21:00-23:00 UTC
 ```{figure} ../impact-scholars/images/seminar_banner_4.png
 ---
 width: 100%

diff --git a/_sources/scholar-outputs/2023/project4.md b/_sources/scholar-outputs/2023/project4.md
@@ -2,12 +2,12 @@
 
 Team "Fukuivenator Rhumba"
 
-**Sthitapragya Ray**, **Andrea A. Cabrera**, **Diana Marcela Guzmán Lugo**, **Vanni Consumi**, **Daria Proklova**, **Elizaveta Baranova-Parfenova**
+**Sthitapragya Ray**, **Elizaveta Baranova-Parfenova**, **Andrea A. Cabrera**, **Diana Marcela Guzmán Lugo**, **Daria Proklova**
 
 Mentor: **Emma Daniels**
 
 <div style="text-align: justify">
-The El Nino Southern Oscillation (ENSO) is known to influence global atmospheric and oceanic conditions through teleconnection effects. In this analysis, we have analysed the teleconnection between ENSO and the North West African (NWA) coastal upwelling system. Coastal upwelling systems, characterised by the upward flow of cool nutrient-rich waters from the deeper ocean to its surface, are hotspots of biological activity and crucial for ocean productivity. Our analysis relied on a method called the complex rotated maximum covariance analysis which identifies linked modes of variability between two spatio-temporal fields. We have identified one such linked mode of sea surface temperature (SST) variability which plays a crucial role in determining the nature of El Nino event. The corresponding Atlantic SSTs illustrate strong coastal variations along a portion of the coastline of NWA. Thus our analysis identifies the sensitivity of this coastal upwelling system to the diversity of El Nino, and effectively isolates the mode of linked variability.
+The El Niño Southern Oscillation (ENSO) is known to influence global atmospheric and oceanic conditions through teleconnection effects. In this analysis, we have analysed the teleconnection between ENSO and the North West African (NWA) coastal upwelling system. Coastal upwelling systems, characterised by the upward flow of cool nutrient-rich waters from the deeper ocean to its surface, are hotspots of biological activity and crucial for ocean productivity. Our analysis relied on a method called the complex rotated maximum covariance analysis which identifies covariation between two spatio-temporal fields. We have identified a linked mode of sea surface temperature (SST) variability which plays a crucial role in determining the nature of El Niño event. The corresponding Atlantic SSTs illustrate strong coastal variations along a portion of the coastline of NWA. Thus our analysis identifies the sensitivity of this coastal upwelling system to the diversity of El Niño, and effectively  solates the mode of linked variability.
 </div>
 
 ---