diff --git a/data/chapters_meetup.json b/data/chapters_meetup.json
index b6ac74e..3eed78f 100644
--- a/data/chapters_meetup.json
+++ b/data/chapters_meetup.json
@@ -342,7 +342,7 @@
     "country_acronym": "it",
     "state": "RM",
     "city": "Roma",
-    "members": 1299,
+    "members": 1303,
     "lat": 41.9,
     "lon": 12.48,
     "timezone": "Europe/Rome"
@@ -678,7 +678,7 @@
     "country_acronym": "mx",
     "state": "",
     "city": "Guadalajara",
-    "members": 1507,
+    "members": 1508,
     "lat": 20.67,
     "lon": -103.35,
     "timezone": "America/Mexico_City"
@@ -918,7 +918,7 @@
     "country_acronym": "ng",
     "state": "",
     "city": "Abuja",
-    "members": 1675,
+    "members": 1676,
     "lat": 9.18,
     "lon": 7.17,
     "timezone": "Africa/Lagos"
@@ -1614,7 +1614,7 @@
     "country_acronym": "tw",
     "state": "",
     "city": "Taipei",
-    "members": 2526,
+    "members": 2527,
     "lat": 25.02,
     "lon": 121.45,
     "timezone": "Asia/Taipei"
@@ -1638,7 +1638,7 @@
     "country_acronym": "mx",
     "state": "",
     "city": "Querétaro",
-    "members": 1127,
+    "members": 1128,
     "lat": 20.59,
     "lon": -100.4,
     "timezone": "America/Mexico_City"
@@ -1818,7 +1818,7 @@
     "country_acronym": "us",
     "state": "PA",
     "city": "Philadelphia",
-    "members": 2492,
+    "members": 2493,
     "lat": 40.12,
     "lon": -75.01,
     "timezone": "America/New_York"
@@ -1986,7 +1986,7 @@
     "country_acronym": "us",
     "state": "CA",
     "city": "San Diego",
-    "members": 674,
+    "members": 673,
     "lat": 32.75,
     "lon": -117.17,
     "timezone": "America/Los_Angeles"
@@ -2142,7 +2142,7 @@
     "country_acronym": "au",
     "state": "",
     "city": "Melbourne",
-    "members": 2530,
+    "members": 2531,
     "lat": -37.81,
     "lon": 144.96,
     "timezone": "Australia/Melbourne"
@@ -2382,7 +2382,7 @@
     "country_acronym": "br",
     "state": "",
     "city": "São Paulo",
-    "members": 1804,
+    "members": 1805,
     "lat": -23.53,
     "lon": -46.63,
     "timezone": "America/Sao_Paulo"
@@ -2514,7 +2514,7 @@
     "country_acronym": "br",
     "state": "",
     "city": "Niterói",
-    "members": 994,
+    "members": 995,
     "lat": -22.9,
     "lon": -43.13,
     "timezone": "America/Sao_Paulo"
diff --git a/data/events.json b/data/events.json
index 4842e93..6cb7d1a 100644
--- a/data/events.json
+++ b/data/events.json
@@ -17,7 +17,7 @@
     "id": "303097762",
     "group_urlname": "rladies-aurora",
     "title": "Python in R",
-    "body": "<h6 class='entry-title mt-2' style='font-size: 1.5em !important';>Python in R<\/h6><p><i class='fa fa-users'><\/i>&emsp;21<\/p><p class='text-truncate'>The **reticulate** package provides a comprehensive set of tools for interoperability between Python and R. The package includes facilities for:\n\nWHO is this for?\n\n* If you are familiar with Python but want to use it seamlessly w/ R.\n* If you want to end the R vs Py battles.\n* If you are a language agnostic...\n* If you are a Pythonista with a secret love for R.\n* If any of this is true, this workshop might be for you!\n\nAGENDA\n5:00–5:10 Meet & Greet \\| 🍕\\| Set\\-up\n5:10–6:15 Workshop: Reticulate, python in R\n6:15–6:30 Q&A\\| Networking\n\nSETUP INSTRUCTIONS\n\\*This is a hands-on workshop. Please bring your laptop\n\n* Before the Workshop: install or update R, RStudio, Python, conda, and VSCode. See full instructions for installing or updating your software: https://github.com/rladies-aurora/202412-Python-in-R/tree/main/setup-instructions\n* [Windows](https://github.com/rladies-aurora/202412-Python-in-R/blob/main/setup-instructions/windows_install_python.md)\n* [Mac OS](https://github.com/rladies-aurora/202412-Python-in-R/blob/main/setup-instructions/macos_install_python.md)\n* [Ubuntu](https://github.com/rladies-aurora/202412-Python-in-R/blob/main/setup-instructions/ubuntu_install_python.md)\n\nHaving trouble with installation & set-up? Ping us on Discord! Or come 15min early.\n\nUSEFUL RESOURCES\n\n* Past workshops: https://github.com/rladies-eastlansing\n* Cheatsheets: https://github.com/rladies-eastlansing/cheatsheets\n* Software Carpentry's Video Tutorial for installing R and R Studio:\n* For Windows Users: https://www.youtube.com/watch?v=q0PjTAylwoU\n* For Mac Users: https://www.youtube.com/watch?v=5-ly3kyxwEg\n\nSET-UP\n\n* To benefit most from this workshop, please bring your laptop with pre-installed RStudio (https://www.rstudio.com/products/rstudio/) and R.\n* Please ping us on Discord (https://discord.gg/hyZKcbGSWw) or email us (aurora.colorado@rladies.org) with questions, if any.\n\nSponsor: TBD<\/p><center><a href='https://www.meetup.com/rladies-aurora/events/303097762' target='_blank'><button class='btn btn-primary'>Event page<\/button><\/center><\/a>",
+    "body": "<h6 class='entry-title mt-2' style='font-size: 1.5em !important';>Python in R<\/h6><p><i class='fa fa-users'><\/i>&emsp;22<\/p><p class='text-truncate'>The **reticulate** package provides a comprehensive set of tools for interoperability between Python and R. The package includes facilities for:\n\nWHO is this for?\n\n* If you are familiar with Python but want to use it seamlessly w/ R.\n* If you want to end the R vs Py battles.\n* If you are a language agnostic...\n* If you are a Pythonista with a secret love for R.\n* If any of this is true, this workshop might be for you!\n\nAGENDA\n5:00–5:10 Meet & Greet \\| 🍕\\| Set\\-up\n5:10–6:15 Workshop: Reticulate, python in R\n6:15–6:30 Q&A\\| Networking\n\nSETUP INSTRUCTIONS\n\\*This is a hands-on workshop. Please bring your laptop\n\n* Before the Workshop: install or update R, RStudio, Python, conda, and VSCode. See full instructions for installing or updating your software: https://github.com/rladies-aurora/202412-Python-in-R/tree/main/setup-instructions\n* [Windows](https://github.com/rladies-aurora/202412-Python-in-R/blob/main/setup-instructions/windows_install_python.md)\n* [Mac OS](https://github.com/rladies-aurora/202412-Python-in-R/blob/main/setup-instructions/macos_install_python.md)\n* [Ubuntu](https://github.com/rladies-aurora/202412-Python-in-R/blob/main/setup-instructions/ubuntu_install_python.md)\n\nHaving trouble with installation & set-up? Ping us on Discord! Or come 15min early.\n\nUSEFUL RESOURCES\n\n* Past workshops: https://github.com/rladies-eastlansing\n* Cheatsheets: https://github.com/rladies-eastlansing/cheatsheets\n* Software Carpentry's Video Tutorial for installing R and R Studio:\n* For Windows Users: https://www.youtube.com/watch?v=q0PjTAylwoU\n* For Mac Users: https://www.youtube.com/watch?v=5-ly3kyxwEg\n\nSET-UP\n\n* To benefit most from this workshop, please bring your laptop with pre-installed RStudio (https://www.rstudio.com/products/rstudio/) and R.\n* Please ping us on Discord (https://discord.gg/hyZKcbGSWw) or email us (aurora.colorado@rladies.org) with questions, if any.\n\nSponsor: TBD<\/p><center><a href='https://www.meetup.com/rladies-aurora/events/303097762' target='_blank'><button class='btn btn-primary'>Event page<\/button><\/center><\/a>",
     "start": "2025-01-28 17:00:07",
     "end": "2025-01-28 18:30:07",
     "date": "2025-01-28",
@@ -141,7 +141,7 @@
     "id": "304991456",
     "group_urlname": "rladies-sancristobal",
     "title": "Graficando con R base",
-    "body": "<h6 class='entry-title mt-2' style='font-size: 1.5em !important';>Graficando con R base<\/h6><p><i class='fa fa-users'><\/i>&emsp;3<\/p><p class='text-truncate'>**Detalles**\n\nAlguna vez has querido mejorar el diseño de tus graficos unicamente con las paqueterias base de R?\n\nCuando queremos hacer un grafico para presumirlo en nuestra tesis y articulos lo primero que pensamos es en el sin fin de herramientas que nos brinda la libreria ggplot2. Sin embargo, cuando uno empieza a dar sus primeros pasos en R, los graficos base de R proporcionan una variedad de funciones que facilitan y resaltan el diseño de graficos coloridos y ordenados. Además una vez comprendido el uso de algunas funciones de graficos R base facilita el uso de otras librerias con mayor numero de funciones para el diseño de graficos.\n\nLa finalidad de este meetup es realizar cuatro tipos de graficos con R base y explorar algunas funciones basicas para mejorar el diseño de nuestros gráficos. R base maneja una variedad de graficos por lo que para este taller se explicará brevemente como hacer graficos de barra, histogramas, cajas de bigote y regresiones lineales.\n\n**Imparte**\nKatia Hernández Bolaños\nMaría José Mondragón\n\n**Requerimientos**\n\nTener instalado R >= 4.0\nTener instalado RStudio >= 1.4\nTener git instalado\n\n**Código de conducta**\nRecuerda leer y atender nuestro código de conducta disponible en https://rladiesmx.netlify.app/codigo_de_conducta/<\/p><center><a href='https://www.meetup.com/rladies-sancristobal/events/304991456' target='_blank'><button class='btn btn-primary'>Event page<\/button><\/center><\/a>",
+    "body": "<h6 class='entry-title mt-2' style='font-size: 1.5em !important';>Graficando con R base<\/h6><p><i class='fa fa-users'><\/i>&emsp;4<\/p><p class='text-truncate'>**Detalles**\n\nAlguna vez has querido mejorar el diseño de tus graficos unicamente con las paqueterias base de R?\n\nCuando queremos hacer un grafico para presumirlo en nuestra tesis y articulos lo primero que pensamos es en el sin fin de herramientas que nos brinda la libreria ggplot2. Sin embargo, cuando uno empieza a dar sus primeros pasos en R, los graficos base de R proporcionan una variedad de funciones que facilitan y resaltan el diseño de graficos coloridos y ordenados. Además una vez comprendido el uso de algunas funciones de graficos R base facilita el uso de otras librerias con mayor numero de funciones para el diseño de graficos.\n\nLa finalidad de este meetup es realizar cuatro tipos de graficos con R base y explorar algunas funciones basicas para mejorar el diseño de nuestros gráficos. R base maneja una variedad de graficos por lo que para este taller se explicará brevemente como hacer graficos de barra, histogramas, cajas de bigote y regresiones lineales.\n\n**Imparte**\nKatia Hernández Bolaños\nMaría José Mondragón\n\n**Requerimientos**\n\nTener instalado R >= 4.0\nTener instalado RStudio >= 1.4\nTener git instalado\n\n**Código de conducta**\nRecuerda leer y atender nuestro código de conducta disponible en https://rladiesmx.netlify.app/codigo_de_conducta/<\/p><center><a href='https://www.meetup.com/rladies-sancristobal/events/304991456' target='_blank'><button class='btn btn-primary'>Event page<\/button><\/center><\/a>",
     "start": "2024-12-12 14:00:06",
     "end": "2024-12-12 16:00:06",
     "date": "2024-12-12",
@@ -155,7 +155,7 @@
     "id": "304552315",
     "group_urlname": "rladies-sao-paulo",
     "title": "[ONLINE] Visualização de dados - Camadas (ggplot2) - Clube do livro - Parte 2",
-    "body": "<h6 class='entry-title mt-2' style='font-size: 1.5em !important';>[ONLINE] Visualização de dados - Camadas (ggplot2) - Clube do livro - Parte 2<\/h6><p><i class='fa fa-users'><\/i>&emsp;16<\/p><p class='text-truncate'>• CONTEÚDO\nEsse encontro faz parte do clube do livro R for Data Science (2 edição)!\n\nEsse livro foi escrito por Hadley Wickham (criador do ggplot2), Mine Çetinkaya-Rundel, e Garrett Grolemund.Iremos usar a versão que está sendo traduzida para português, disponível gratuitamente e online em https://cienciadedatos.github.io/pt-r4ds/ .Clube do livro organizado por R-Ladies São Paulo, liderado por Beatriz Milz e Luana Antunes.Saiba mais em: https://github.com/R-Ladies-Sao-Paulo/2024-clube-do-livro-r4ds\n\nO evento é aberto para TODAS as pessoas interessadas e será transmitido através do Youtube: [https://www.youtube.com/c/RLadiesS%C3%A3oPaulo/streams](https://www.youtube.com/c/RLadiesS%C3%A3oPaulo/streams)\n\n• LEITURA\n\nVisualização - Camadas: [https://cienciadedatos.github.io/pt-r4ds/layers.html](https://cienciadedatos.github.io/pt-r4ds/layers.html)\n\n***Por favor leia todas as informações abaixo!***\n\n**• LOCAL DO EVENTO: Canal das R-Ladies São Paulo no Youtube**\n\n**• CÓDIGO DE CONDUTA**\n\n**Disponível aqui: [https://rladies-sp.org/coc.html](https://rladies-sp.org/coc.html)**\n\n**Qualquer pessoa que violar ou houver previamente violado o código de conduta desta comunidade terá sua entrada proibida, será expulsa/o e/ou estará sujeita/o à ação que a pessoa organizadora achar mais apropriada, independente de inscrição no evento, ser membro do MeetUp ou qualquer outra condição.**\n\n• SOBRE AS R-LADIES\n\nR-Ladies é uma organização que promove a diversidade de gênero na comunidade da linguagem R. Nosso principal objetivo é promover a linguagem computacional estatística R compartilhando conhecimento, assim, quem tiver interesse na linguagem será bem-vinda, independente do nível de conhecimento. Nosso principal público-alvo são as pessoas que se identificam com o gênero feminino, portanto, mulheres cis, mulheres trans, bem como pessoas não-binárias e queer.\\*\\*\\*O evento é gratuito, e organizado com muito carinho, ajude a espalhar a palavra, compartilhe com outras ladies :)<\/p><center><a href='https://www.meetup.com/rladies-sao-paulo/events/304552315' target='_blank'><button class='btn btn-primary'>Event page<\/button><\/center><\/a>",
+    "body": "<h6 class='entry-title mt-2' style='font-size: 1.5em !important';>[ONLINE] Visualização de dados - Camadas (ggplot2) - Clube do livro - Parte 2<\/h6><p><i class='fa fa-users'><\/i>&emsp;18<\/p><p class='text-truncate'>• CONTEÚDO\nEsse encontro faz parte do clube do livro R for Data Science (2 edição)!\n\nEsse livro foi escrito por Hadley Wickham (criador do ggplot2), Mine Çetinkaya-Rundel, e Garrett Grolemund.Iremos usar a versão que está sendo traduzida para português, disponível gratuitamente e online em https://cienciadedatos.github.io/pt-r4ds/ .Clube do livro organizado por R-Ladies São Paulo, liderado por Beatriz Milz e Luana Antunes.Saiba mais em: https://github.com/R-Ladies-Sao-Paulo/2024-clube-do-livro-r4ds\n\nO evento é aberto para TODAS as pessoas interessadas e será transmitido através do Youtube: [https://www.youtube.com/c/RLadiesS%C3%A3oPaulo/streams](https://www.youtube.com/c/RLadiesS%C3%A3oPaulo/streams)\n\n• LEITURA\n\nVisualização - Camadas: [https://cienciadedatos.github.io/pt-r4ds/layers.html](https://cienciadedatos.github.io/pt-r4ds/layers.html)\n\n***Por favor leia todas as informações abaixo!***\n\n**• LOCAL DO EVENTO: Canal das R-Ladies São Paulo no Youtube**\n\n**• CÓDIGO DE CONDUTA**\n\n**Disponível aqui: [https://rladies-sp.org/coc.html](https://rladies-sp.org/coc.html)**\n\n**Qualquer pessoa que violar ou houver previamente violado o código de conduta desta comunidade terá sua entrada proibida, será expulsa/o e/ou estará sujeita/o à ação que a pessoa organizadora achar mais apropriada, independente de inscrição no evento, ser membro do MeetUp ou qualquer outra condição.**\n\n• SOBRE AS R-LADIES\n\nR-Ladies é uma organização que promove a diversidade de gênero na comunidade da linguagem R. Nosso principal objetivo é promover a linguagem computacional estatística R compartilhando conhecimento, assim, quem tiver interesse na linguagem será bem-vinda, independente do nível de conhecimento. Nosso principal público-alvo são as pessoas que se identificam com o gênero feminino, portanto, mulheres cis, mulheres trans, bem como pessoas não-binárias e queer.\\*\\*\\*O evento é gratuito, e organizado com muito carinho, ajude a espalhar a palavra, compartilhe com outras ladies :)<\/p><center><a href='https://www.meetup.com/rladies-sao-paulo/events/304552315' target='_blank'><button class='btn btn-primary'>Event page<\/button><\/center><\/a>",
     "start": "2024-12-11 19:00:03",
     "end": "2024-12-11 21:00:03",
     "date": "2024-12-11",
@@ -183,7 +183,7 @@
     "id": "304691497",
     "group_urlname": "rladies-rome",
     "title": "Using GitHub Copilot (and others LLM) with R",
-    "body": "<h6 class='entry-title mt-2' style='font-size: 1.5em !important';>Using GitHub Copilot (and others LLM) with R<\/h6><p><i class='fa fa-users'><\/i>&emsp;135<\/p><p class='text-truncate'>Join us for an exciting and insightful session with **Yanina Bellini Saibene**, as she explores the integration of **GitHub Copilot** (and other **Large Language Models**, LLMs) with **R**!\n\n**In her own words**:\n*“In this talk, I will demonstrate how to use GitHub Copilot within RStudio to code with R. I will also show other large language models (LLMs) and showcase examples of wrangling data and developing R packages. I will also highlight both opportunities and challenges when integrating LLMs into an educational context.”*\n\nThe integration of **LLMs** offers both **exciting opportunities** and **complex challenges**, especially within an **educational setting**. Yanina will share her insights into how these technologies can **enhance productivity** and **support learning**, while also discussing the potential risks and considerations when using AI in education.\n\nThis session is perfect for anyone curious about how AI-powered tools like GitHub Copilot can **enhance** your R programming experience, whether you’re a beginner or an advanced R user. 🚀\n\n**Why You Should Attend**:\n• **Hands-on demonstration** of how to use GitHub Copilot with RStudio.\n• Learn how LLMs can assist with **data wrangling** and **R package development**.\n• Discuss the **benefits and challenges** of integrating LLMs into the **educational space**.\n• Explore ways to **optimize your workflow** and speed up coding tasks with AI support.\n\nThis event promises to be both **informative** and **thought-provoking**, and we are excited to have you join us for this session. Don’t miss out on this opportunity to explore the future of coding with R and AI!<\/p><center><a href='https://www.meetup.com/rladies-rome/events/304691497' target='_blank'><button class='btn btn-primary'>Event page<\/button><\/center><\/a>",
+    "body": "<h6 class='entry-title mt-2' style='font-size: 1.5em !important';>Using GitHub Copilot (and others LLM) with R<\/h6><p><i class='fa fa-users'><\/i>&emsp;140<\/p><p class='text-truncate'>Join us for an exciting and insightful session with **Yanina Bellini Saibene**, as she explores the integration of **GitHub Copilot** (and other **Large Language Models**, LLMs) with **R**!\n\n**In her own words**:\n*“In this talk, I will demonstrate how to use GitHub Copilot within RStudio to code with R. I will also show other large language models (LLMs) and showcase examples of wrangling data and developing R packages. I will also highlight both opportunities and challenges when integrating LLMs into an educational context.”*\n\nThe integration of **LLMs** offers both **exciting opportunities** and **complex challenges**, especially within an **educational setting**. Yanina will share her insights into how these technologies can **enhance productivity** and **support learning**, while also discussing the potential risks and considerations when using AI in education.\n\nThis session is perfect for anyone curious about how AI-powered tools like GitHub Copilot can **enhance** your R programming experience, whether you’re a beginner or an advanced R user. 🚀\n\n**Why You Should Attend**:\n• **Hands-on demonstration** of how to use GitHub Copilot with RStudio.\n• Learn how LLMs can assist with **data wrangling** and **R package development**.\n• Discuss the **benefits and challenges** of integrating LLMs into the **educational space**.\n• Explore ways to **optimize your workflow** and speed up coding tasks with AI support.\n\nThis event promises to be both **informative** and **thought-provoking**, and we are excited to have you join us for this session. Don’t miss out on this opportunity to explore the future of coding with R and AI!<\/p><center><a href='https://www.meetup.com/rladies-rome/events/304691497' target='_blank'><button class='btn btn-primary'>Event page<\/button><\/center><\/a>",
     "start": "2024-12-10 19:00:01",
     "end": "2024-12-10 21:00:01",
     "date": "2024-12-10",
diff --git a/data/events_updated.json b/data/events_updated.json
index 9f5acbc..718e929 100644
--- a/data/events_updated.json
+++ b/data/events_updated.json
@@ -1,6 +1,6 @@
 [
   {
-    "date": "2024-12-10 00:42:38",
+    "date": "2024-12-10 12:13:33",
     "n_events_past": 3943
   }
 ]