#clustering search results

🔗 dx.doi.org/10.21511/ppm.2… 📝 Managerial responses to One Report: A cluster analysis of Thai listed companies 👥 Wilawan Dungtripop, Pankaewta Lakkanawanit, Piya Parnphumeesup, Muttanachai Suttipun, Zuaini Ishak #adaptation #clustering #integration #management #Thailand

PPM_Journal's tweet image. 🔗 dx.doi.org/10.21511/ppm.2…
📝 Managerial responses to One Report: A cluster analysis of Thai listed companies
👥 Wilawan Dungtripop, Pankaewta Lakkanawanit, Piya Parnphumeesup, Muttanachai Suttipun, Zuaini Ishak

#adaptation #clustering #integration #management #Thailand

📊✨ ¡Pre-regístrate! Estoy preparando un curso intensivo de Clustering en QGIS: una única sesión de 4 horas para aprender a detectar y analizar patrones espaciales de manera práctica Info completa en el formulario 👇🏻 🔗 forms.gle/26X9MLWskEquUu… #QGIS #GIS #Clustering #SIG


Integrating #MDANCE in @mdanalysis, going to #London, and winning a Best Talk award, what an end to a SUPREME summer for the legendary @lexinc_ #clustering @UFChemistry

GroupQuintana's tweet image. Integrating #MDANCE in @mdanalysis, going to #London, and winning a Best Talk award, what an end to a SUPREME summer for the legendary @lexinc_ 
#clustering @UFChemistry
GroupQuintana's tweet image. Integrating #MDANCE in @mdanalysis, going to #London, and winning a Best Talk award, what an end to a SUPREME summer for the legendary @lexinc_ 
#clustering @UFChemistry

Day 2 of the RACIDA's #StrategicPlan Review Workshop in Nairobi focused on Strategic directions and focus. Delved into #plenary presentations and discussions on synthesizing emerging priority issues/challenges within RACIDA's scope. Through #clustering and #prioritization,…

RACIDA_Ngo's tweet image. Day 2 of the RACIDA's #StrategicPlan Review Workshop in Nairobi focused on Strategic directions and focus. 

Delved into #plenary presentations and discussions on synthesizing emerging priority issues/challenges within RACIDA's scope. 

Through #clustering and #prioritization,…
RACIDA_Ngo's tweet image. Day 2 of the RACIDA's #StrategicPlan Review Workshop in Nairobi focused on Strategic directions and focus. 

Delved into #plenary presentations and discussions on synthesizing emerging priority issues/challenges within RACIDA's scope. 

Through #clustering and #prioritization,…
RACIDA_Ngo's tweet image. Day 2 of the RACIDA's #StrategicPlan Review Workshop in Nairobi focused on Strategic directions and focus. 

Delved into #plenary presentations and discussions on synthesizing emerging priority issues/challenges within RACIDA's scope. 

Through #clustering and #prioritization,…
RACIDA_Ngo's tweet image. Day 2 of the RACIDA's #StrategicPlan Review Workshop in Nairobi focused on Strategic directions and focus. 

Delved into #plenary presentations and discussions on synthesizing emerging priority issues/challenges within RACIDA's scope. 

Through #clustering and #prioritization,…

A survey of biclustering and clustering methods in clustering different types of single-cell RNA sequencing data. #Biclustering #Clustering #SingleCell #scRNAseq #Bioinformatics #BriefingsInFunctionalGenomics academic.oup.com/bfg/article/do…

jsantoyo's tweet image. A survey of biclustering and clustering methods in clustering different types of single-cell RNA sequencing data. #Biclustering #Clustering #SingleCell #scRNAseq #Bioinformatics #BriefingsInFunctionalGenomics
academic.oup.com/bfg/article/do…

Learn how to put ideas together, connecting your thoughts with a technique called Clustering. #Clustering #Challenge social.storybird.com/challenge-info…

Storybird's tweet image. Learn how to put ideas together, connecting your thoughts with a technique called Clustering. #Clustering #Challenge

social.storybird.com/challenge-info…

#spoileralert #Clustering a million molecules with @RDKit_org (Taylor-Butina algorithm, dashed blue) and with a new iSIM method (continuous orange). Preprint coming out next week @kennchem @lexinc_ @khuddzu Vicky Jung, @UFChemistry #MachineLearning #drugdesign #compchem

GroupQuintana's tweet image. #spoileralert #Clustering a million molecules with @RDKit_org (Taylor-Butina algorithm, dashed blue) and with a new iSIM method (continuous orange). Preprint coming out next week
@kennchem @lexinc_ @khuddzu Vicky Jung, @UFChemistry 
#MachineLearning #drugdesign #compchem

📦 Speed up Node.js apps with clustering. How-To: Use Node.js clustering to utilize all available CPU cores and handle more requests concurrently. #NodeJS #Clustering #SmartSnippet


#AI is helping us making sense out of huge datasets. #Clustering unraveled 5 different phenotypes of clinically actionable #atrialfibrillation patients with different #comorbidity profiles & #outcomes at 5 years. @escardio @ESC_Journals #EHJDigital #EHR #eHealth #MachineLearning

rui_providencia's tweet image. #AI is helping us making sense out of huge datasets. #Clustering unraveled 5 different phenotypes of clinically actionable #atrialfibrillation patients with different #comorbidity profiles & #outcomes at 5 years. @escardio @ESC_Journals #EHJDigital #EHR #eHealth #MachineLearning

AuToMATo: An Out-Of-The-Box Persistence-Based Clustering Algorithm Marius Huber, Sara Kalisnik Hintz, Patrick Schnider. Action editor: Ole Winther. openreview.net/forum?id=Qd7H5… #clustering #homology #topological


New article by Carl Grodach and Nícolas Guerra Rodrigues Tão: Zoning a productive city? A typology of #clustering, diversity, and specialisation in Melbourne’s urban industrial areas ow.ly/2alO50Us4aq #IndustrialClusters #EconomicDevelopment

USJ_online's tweet image. New article by Carl Grodach and Nícolas Guerra Rodrigues Tão: Zoning a productive city? A typology of #clustering, diversity, and specialisation in Melbourne’s urban industrial areas
ow.ly/2alO50Us4aq
#IndustrialClusters #EconomicDevelopment

📢 New Article Published! Check out our latest work in #EJASA journal: "#Reporting of #Clustering techniques in #SportsScience: a scoping review" This research underscores the need for better #transparency and #reproducibility.

CasalsTMarti's tweet image. 📢 New Article Published! 
Check out our latest work in #EJASA journal:
"#Reporting of #Clustering techniques in #SportsScience: a scoping review"
This research underscores the need for better #transparency and #reproducibility.

iVAE: an interpretable representation learning framework enhances clustering performance for single-cell data. #SingleCell #scRNAseq #Clustering #Bioinformatics @BMCBiology bmcbiol.biomedcentral.com/articles/10.11…

jsantoyo's tweet image. iVAE: an interpretable representation learning framework enhances clustering performance for single-cell data. #SingleCell #scRNAseq #Clustering #Bioinformatics @BMCBiology 
bmcbiol.biomedcentral.com/articles/10.11…

In #MachineLearning we often use 'heuristics' to find solutions, short cuts that sacrifice accuracy for feasibility! Is this important! I took the simple example of k-means #clustering, and explored the solution space over multiple random starts & iterations of the heuristic.…


🌾🌾 Automatic #Rice Early-Season #Mapping Based on Simple Non-Iterative #Clustering and Multi-Source #RemoteSensing Images ✍️ Gengze Wang et al. 🔗 brnw.ch/21wQfTc

RemoteSens_MDPI's tweet image. 🌾🌾 Automatic #Rice Early-Season #Mapping Based on Simple Non-Iterative #Clustering and Multi-Source #RemoteSensing Images

✍️ Gengze Wang et al.
🔗 brnw.ch/21wQfTc

📢#ArticleHF Microclimate Zoning Based on Double Clustering Method for Humid Climates with Altitudinal Gradient Variations: A Case Study of Colombia Read it: mdpi.com/2073-4433/15/6… Read more papers: mdpi.com/journal/atmosp… #climate_zoning #clustering #microclimate

Atmosphere_MDPI's tweet image. 📢#ArticleHF 

Microclimate  Zoning Based on Double Clustering Method for Humid Climates with  Altitudinal Gradient Variations: A Case Study of Colombia

Read it: mdpi.com/2073-4433/15/6…
Read more papers: mdpi.com/journal/atmosp… 

#climate_zoning #clustering #microclimate

Learn how to put ideas together, connecting your thoughts with a technique called Clustering. #Clustering #Challenge social.storybird.com/challenge-info…

Storybird's tweet image. Learn how to put ideas together, connecting your thoughts with a technique called Clustering. #Clustering #Challenge

social.storybird.com/challenge-info…

🧩 Clustering in the wild: Retailers use it to group customers by shopping habits → better marketing strategies. #Clustering #MachineLearning #AI


☑️Patricio presented progress on process assessment & feasibility, focusing on evaluating #EnvironmentalImpact. ☑️Julio outlined the plan for social acceptance & perception analysis, plus upcoming #Clustering, #Networking and #StakeholderEngagement activities.

Blue_Synergy_SL's tweet image. ☑️Patricio presented progress on process assessment & feasibility, focusing on evaluating #EnvironmentalImpact.

☑️Julio outlined the plan for social acceptance & perception analysis, plus upcoming #Clustering, #Networking and #StakeholderEngagement activities.
Blue_Synergy_SL's tweet image. ☑️Patricio presented progress on process assessment & feasibility, focusing on evaluating #EnvironmentalImpact.

☑️Julio outlined the plan for social acceptance & perception analysis, plus upcoming #Clustering, #Networking and #StakeholderEngagement activities.

Completed Clustering and K-Means today. Learned how clusters form, how centroids move, inertia, elbow method and how to visualize cluster groups with simple plots. Also built a mini K-Means project. #MachineLearning #AI #Clustering #KMeans GitHub: github.com/CodeSagarrr/ML…

dev_sagar_7's tweet image. Completed Clustering and K-Means today.

Learned how clusters form, how centroids move, inertia, elbow method and how to visualize cluster groups with simple plots.

Also built a mini K-Means project.

#MachineLearning #AI #Clustering #KMeans

GitHub: github.com/CodeSagarrr/ML…
dev_sagar_7's tweet image. Completed Clustering and K-Means today.

Learned how clusters form, how centroids move, inertia, elbow method and how to visualize cluster groups with simple plots.

Also built a mini K-Means project.

#MachineLearning #AI #Clustering #KMeans

GitHub: github.com/CodeSagarrr/ML…

🤖📈 Improving Density Peak Clustering This study proposes BWDPC, a hybrid method combining Density Peak Clustering with the Black Widow Optimization Algorithm to automatically tune the cutoff distance (dc). 🔗 mdpi.com/2313-7673/9/1/3 #Clustering #Metaheuristics #AI

Biomim_MDPI's tweet image. 🤖📈 Improving Density Peak Clustering
This study proposes BWDPC, a hybrid method combining Density Peak Clustering with the Black Widow Optimization Algorithm to automatically tune the cutoff distance (dc). 
🔗 mdpi.com/2313-7673/9/1/3

#Clustering #Metaheuristics #AI

🌉🌉 Machine Learning #Clustering Techniques to #Support #Structural Monitoring of the Valgadena #Bridge Viaduct (#Italy) ✍️ Andrea Masiero et al. 🔗 brnw.ch/21wXx9Q

RemoteSens_MDPI's tweet image. 🌉🌉 Machine Learning #Clustering Techniques to #Support #Structural Monitoring of the Valgadena #Bridge Viaduct (#Italy)

✍️ Andrea Masiero et al.
🔗 brnw.ch/21wXx9Q

🚀 Day 62 – 100 Days of Machine Learning Journey Today, I explored DBSCAN 📘 Learn with @geeksforgeeks Nation SkillUp: 👉 Course: geeksforgeeks.org/batch/ds-16 #100DaysOfML #MachineLearning #Clustering #UnsupervisedLearning #MLProjects #DataScience #nationskillup #skillupwithgfg

harshhsharmaa57's tweet image. 🚀 Day 62 – 100 Days of Machine Learning Journey

Today, I explored DBSCAN

📘 Learn with @geeksforgeeks Nation SkillUp:

👉 Course: geeksforgeeks.org/batch/ds-16

#100DaysOfML #MachineLearning #Clustering #UnsupervisedLearning #MLProjects #DataScience #nationskillup #skillupwithgfg

AuToMATo: An Out-Of-The-Box Persistence-Based Clustering Algorithm Marius Huber, Sara Kalisnik Hintz, Patrick Schnider. Action editor: Ole Winther. openreview.net/forum?id=Qd7H5… #clustering #homology #topological


Ready to level up your data analysis? Check out SimCluster – a powerful tool for clustering similar items based on their attributes. Perfect for customer segmentation, product grouping, and more! #DataScience #MachineLearning #Clustering #Analytics @simcluster


📢 #MustRead 🌊 🔎 How can map #clustering techniques help us better understand and manage synanthropic #habitats on shallow #seabeds like those in Taranto, Italy? 🤔 👉 Explore the study: brnw.ch/21wXlO9 #MarineLitter #Waste #Taranto #MediterraneanSea #GIS

EcologiesMDPI's tweet image. 📢 #MustRead 🌊

🔎 How can map #clustering techniques help us better understand and manage synanthropic #habitats on shallow #seabeds like those in Taranto, Italy? 🤔

👉 Explore the study: brnw.ch/21wXlO9

#MarineLitter #Waste #Taranto #MediterraneanSea #GIS

EL-Clustering: Combining Upper- and Lower-Bounded Clusterings for Equitable Load Constraints Rajni Dabas, Neelima Gupta, Rudra Bhardwaj, Sapna Grover. Action editor: Sivan Sabato. openreview.net/forum?id=EkjDf… #cluster #clustering #algorithms


📢 Last chance! 💡 The @Fuels_C & FLEXBY #Webinar starts tomorrow! 💚 Register here⬇️⬇️ us06web.zoom.us/webinar/regist… @cinea_eu #Biofuels #Clustering #WastetoEnergy

Flexby_EU's tweet image. 📢 Last chance!

💡 The @Fuels_C & FLEXBY #Webinar starts tomorrow!

💚 Register here⬇️⬇️ us06web.zoom.us/webinar/regist…

@cinea_eu #Biofuels #Clustering #WastetoEnergy

Spectral Clustering and Labeling for Crowdsourcing with Inherently Distinct Task Types Saptarshi Mandal, Seo Taek Kong, Dimitrios Katselis, R. Srikant. Action editor: Jinwoo Shin. openreview.net/forum?id=jVQjt… #crowdsourcing #tasks #clustering


What is Clustering in Snowflake? Clustering in Snowflake helps organize data efficiently for faster query performance It automatically manages micro-partitions etc. 🔗: snowflakemasters.in/snowflake-clus… #Snowflake #DataEngineering #Clustering #CloudData #SnowflakeTips #DataAnalytics

SnowflakeCourse's tweet image. What is Clustering in Snowflake?

Clustering in Snowflake helps organize data efficiently for faster query performance It automatically manages micro-partitions etc.

🔗: snowflakemasters.in/snowflake-clus…

#Snowflake #DataEngineering #Clustering #CloudData #SnowflakeTips  #DataAnalytics

Grad applications' season is OPEN at the University of Florida! Please, consider the opportunities in our lab for drug design and Molecular Dynamics analysis. You can apply through this link: admissions.ufl.edu/apply/graduate… Prof. Ramon Miranda Quintana. #MachineLearning #clustering

Grad_School_Hub's tweet image. Grad applications' season is OPEN at the University of Florida! Please, consider the opportunities in our lab for drug design and Molecular Dynamics analysis. You can apply through this link: admissions.ufl.edu/apply/graduate… Prof. Ramon Miranda Quintana.
#MachineLearning #clustering…

Why is clustering used in data analytics? 4 clustering application examples. 🧵 #datascience #clustering #machinelearning #python #rstats

mdancho84's tweet image. Why is clustering used in data analytics? 

4 clustering application examples. 🧵

#datascience #clustering #machinelearning #python #rstats

So far in this time-frame, #clustering of magnitude 6 #earthquakes occurred on 25-26 May and on 31 May. The M 6.6 #earthquake on 26 May was the strongest since 5 April. Convergence of planetary geometry each time is obvious.

ssgeos_edu's tweet image. So far in this time-frame, #clustering of magnitude 6 #earthquakes occurred on 25-26 May and on 31 May. The M 6.6 #earthquake on 26 May was the strongest since 5 April. Convergence of planetary geometry each time is obvious.

#PleaseRetweet: We are looking for 2 PhD students to join our group to work on #MachineLearning, #clustering, #MolecularDynamics, and #drugdesign. Reach out for more details. Come join us! chem.ufl.edu/graduate/ @UFChemistry #compchem #cheminformatics

GroupQuintana's tweet image. #PleaseRetweet: We are looking for 2 PhD students to join our group to work on #MachineLearning, #clustering, #MolecularDynamics, and #drugdesign. Reach out for more details. Come join us! chem.ufl.edu/graduate/
@UFChemistry #compchem #cheminformatics
GroupQuintana's tweet image. #PleaseRetweet: We are looking for 2 PhD students to join our group to work on #MachineLearning, #clustering, #MolecularDynamics, and #drugdesign. Reach out for more details. Come join us! chem.ufl.edu/graduate/
@UFChemistry #compchem #cheminformatics

Clustering points untuk menentukan unit control buat teman2 di Sales tak mesti pusing pakai K-Means dkk. Cukup pakai cara 'Grid-Based' bisa juga menghasilkan Cluster yang merata dan balanced. #gridbased #kmeans #clustering #fmcg #pjp #sequencing #qgis

rmunadji5's tweet image. Clustering points untuk menentukan unit control buat teman2 di Sales tak mesti pusing pakai K-Means dkk. Cukup pakai cara 'Grid-Based' bisa juga menghasilkan Cluster yang merata dan balanced. #gridbased #kmeans #clustering #fmcg #pjp #sequencing #qgis

Limitations of K-means Clustering & Gaussian Mixture Models in #DataScience 📊📉 KMeans is widely used for its simplicity and effectiveness as a #clustering algorithm Pic Credit - Avi Chawla 🧵

Sachintukumar's tweet image. Limitations of K-means Clustering & Gaussian Mixture Models in #DataScience 📊📉

KMeans is widely used for its simplicity and effectiveness as a #clustering algorithm

Pic Credit - Avi Chawla

🧵

From our #Methods, Tools, & Technologies track: As #SpeciesDistribution data proliferate, a new study offers a framework for #clustering spatially associated species doi.org/10.1002/ecs2.4… #OpenAccess @SEH_Pang @NUSingapore @NUSResearch @ZurellLab @VITRI_HY @Biogeography

ESAEcosphere's tweet image. From our #Methods, Tools, & Technologies track:

As #SpeciesDistribution data proliferate, a new study offers a framework for #clustering spatially associated species

doi.org/10.1002/ecs2.4…

#OpenAccess @SEH_Pang @NUSingapore @NUSResearch @ZurellLab @VITRI_HY @Biogeography

A survey of biclustering and clustering methods in clustering different types of single-cell RNA sequencing data. #Biclustering #Clustering #SingleCell #scRNAseq #Bioinformatics #BriefingsInFunctionalGenomics academic.oup.com/bfg/article/do…

jsantoyo's tweet image. A survey of biclustering and clustering methods in clustering different types of single-cell RNA sequencing data. #Biclustering #Clustering #SingleCell #scRNAseq #Bioinformatics #BriefingsInFunctionalGenomics
academic.oup.com/bfg/article/do…

🛰️🖼️🛰️ #Hyperspectral #ImageClassification Promotion Using #Clustering Inspired #ActiveLearning ✍️ Chen Ding et al. 📎 brnw.ch/21wNyS0

RemoteSens_MDPI's tweet image. 🛰️🖼️🛰️ #Hyperspectral #ImageClassification Promotion Using #Clustering Inspired #ActiveLearning

✍️ Chen Ding et al.
📎 brnw.ch/21wNyS0

I'm enjoying playing with the k-means #clustering #heuristic. We often use heuristics, short cuts that sacrifice accuracy for speed. #MachineLearning or cognition, #heuristics make life feasible! But do we understand our heuristics? Do we know how they work? Do we understand the…

GeostatsGuy's tweet image. I'm enjoying playing with the k-means #clustering #heuristic. We often use heuristics, short cuts that sacrifice accuracy for speed. #MachineLearning or cognition, #heuristics make life feasible!

But do we understand our heuristics? Do we know how they work? Do we understand the…

Learn how to put ideas together, connecting your thoughts with a technique called Clustering. #Clustering #Challenge social.storybird.com/challenge-info…

Storybird's tweet image. Learn how to put ideas together, connecting your thoughts with a technique called Clustering. #Clustering #Challenge

social.storybird.com/challenge-info…

This week, I taught that the #MachineLearning k-means #clustering solution #heuristic is quite robust. ... then I thought, wouldn't it be fun to demo with code? I visualize the cluster prototype iterations & report the inertia CDF. For this case, there are 2 possible solutions,…

GeostatsGuy's tweet image. This week, I taught that the #MachineLearning k-means #clustering solution #heuristic is quite robust. ... then I thought, wouldn't it be fun to demo with code?

I visualize the cluster prototype iterations & report the inertia CDF. For this case, there are 2 possible solutions,…
GeostatsGuy's tweet image. This week, I taught that the #MachineLearning k-means #clustering solution #heuristic is quite robust. ... then I thought, wouldn't it be fun to demo with code?

I visualize the cluster prototype iterations & report the inertia CDF. For this case, there are 2 possible solutions,…

🌾🌾 Automatic #Rice Early-Season #Mapping Based on Simple Non-Iterative #Clustering and Multi-Source #RemoteSensing Images ✍️ Gengze Wang et al. 🔗 brnw.ch/21wQfTc

RemoteSens_MDPI's tweet image. 🌾🌾 Automatic #Rice Early-Season #Mapping Based on Simple Non-Iterative #Clustering and Multi-Source #RemoteSensing Images

✍️ Gengze Wang et al.
🔗 brnw.ch/21wQfTc

iVAE: an interpretable representation learning framework enhances clustering performance for single-cell data. #SingleCell #scRNAseq #Clustering #Bioinformatics @BMCBiology bmcbiol.biomedcentral.com/articles/10.11…

jsantoyo's tweet image. iVAE: an interpretable representation learning framework enhances clustering performance for single-cell data. #SingleCell #scRNAseq #Clustering #Bioinformatics @BMCBiology 
bmcbiol.biomedcentral.com/articles/10.11…

Day 2 of the RACIDA's #StrategicPlan Review Workshop in Nairobi focused on Strategic directions and focus. Delved into #plenary presentations and discussions on synthesizing emerging priority issues/challenges within RACIDA's scope. Through #clustering and #prioritization,…

RACIDA_Ngo's tweet image. Day 2 of the RACIDA's #StrategicPlan Review Workshop in Nairobi focused on Strategic directions and focus. 

Delved into #plenary presentations and discussions on synthesizing emerging priority issues/challenges within RACIDA's scope. 

Through #clustering and #prioritization,…
RACIDA_Ngo's tweet image. Day 2 of the RACIDA's #StrategicPlan Review Workshop in Nairobi focused on Strategic directions and focus. 

Delved into #plenary presentations and discussions on synthesizing emerging priority issues/challenges within RACIDA's scope. 

Through #clustering and #prioritization,…
RACIDA_Ngo's tweet image. Day 2 of the RACIDA's #StrategicPlan Review Workshop in Nairobi focused on Strategic directions and focus. 

Delved into #plenary presentations and discussions on synthesizing emerging priority issues/challenges within RACIDA's scope. 

Through #clustering and #prioritization,…
RACIDA_Ngo's tweet image. Day 2 of the RACIDA's #StrategicPlan Review Workshop in Nairobi focused on Strategic directions and focus. 

Delved into #plenary presentations and discussions on synthesizing emerging priority issues/challenges within RACIDA's scope. 

Through #clustering and #prioritization,…

A note on the $k$-means clustering for missing data Yoshikazu Terada, Xin Guan tmlr.infinite-conf.org/paper_pages/pc… #cluster #clustering #minimized

TmlrVideos's tweet image. A note on the $k$-means clustering for missing data

Yoshikazu Terada, Xin Guan

tmlr.infinite-conf.org/paper_pages/pc…

#cluster #clustering #minimized

✅Day 96 of #MachineLearning 🎰 ▫️ Topic - DBSCAN #Clustering in ML🔧 📝#DBSCAN is an unsupervised clustering technique that performs better than other clustering algorithms in case of outliers & arbitrarily shaped clusters A Complete thread🧵

Sachintukumar's tweet image. ✅Day 96 of #MachineLearning 🎰

▫️ Topic - DBSCAN #Clustering in ML🔧

📝#DBSCAN is an unsupervised clustering technique that performs better than other clustering algorithms in case of outliers & arbitrarily shaped clusters

A Complete thread🧵

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