Dataset Name: Fashion Product Images Dataset
Basic Description: 44k products with multiple category labels, descriptions and high-res images.
๐ FULL DATASET DESCRIPTION:
==================================
Thr growing e-commerce industry presents us with a large dataset waiting to be scraped and researched upon. In addition to professionally shot high resolution product images, we also have multiple label attributes describing the product which was manually entered while cataloging. To add to this, we also have descriptive text that comments on the product characteristics.
Each product is identified by an ID like 42431. You will find a map to all the products in styles.csv. From here, you can fetch the image for this product from images/42431.jpg and the complete metadata from styles/42431.json.
To get started easily, we also have exposed some of the key product categories and it's display name in styles.csv.
If this dataset is too large, you can start with a smaller (280MB) version here: https://www.kaggle.com/paramaggarwal/fashion-product-images-small
So what can you try building? Here are some suggestions:
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (25 GB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/paramaggarwal/fashion-product-images-dataset
๐ Additional information:
==================================
Total files: 88,900
Views: 389,000
Downloads: 58,100
๐ RELATED NOTEBOOKS:
==================================
1. Building a Recommendation System Using CNN - v2 | Upvotes: 593
URL: https://www.kaggle.com/code/marlesson/building-a-recommendation-system-using-cnn-v2
2. Visually Similar Product Recommendation | Upvotes: 277
URL: https://www.kaggle.com/code/quadeer15sh/visually-similar-product-recommendation
3. Fashion Products Recommendation System | Upvotes: 259
URL: https://www.kaggle.com/code/basel99/fashion-products-recommendation-system
4. E-commerce Product Images | Upvotes: 83
URL: https://www.kaggle.com/datasets/vikashrajluhaniwal/fashion-images
5. numpy Weights for fashion product images dataset | Upvotes: 3
URL: https://www.kaggle.com/datasets/kalashj16/numpy-weights-for-fashion-product-images-dataset
==================================
โญ๏ธ By: https://t.me/datasets1
Basic Description: 44k products with multiple category labels, descriptions and high-res images.
๐ FULL DATASET DESCRIPTION:
==================================
Thr growing e-commerce industry presents us with a large dataset waiting to be scraped and researched upon. In addition to professionally shot high resolution product images, we also have multiple label attributes describing the product which was manually entered while cataloging. To add to this, we also have descriptive text that comments on the product characteristics.
Each product is identified by an ID like 42431. You will find a map to all the products in styles.csv. From here, you can fetch the image for this product from images/42431.jpg and the complete metadata from styles/42431.json.
To get started easily, we also have exposed some of the key product categories and it's display name in styles.csv.
If this dataset is too large, you can start with a smaller (280MB) version here: https://www.kaggle.com/paramaggarwal/fashion-product-images-small
So what can you try building? Here are some suggestions:
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (25 GB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/paramaggarwal/fashion-product-images-dataset
๐ Additional information:
==================================
Total files: 88,900
Views: 389,000
Downloads: 58,100
๐ RELATED NOTEBOOKS:
==================================
1. Building a Recommendation System Using CNN - v2 | Upvotes: 593
URL: https://www.kaggle.com/code/marlesson/building-a-recommendation-system-using-cnn-v2
2. Visually Similar Product Recommendation | Upvotes: 277
URL: https://www.kaggle.com/code/quadeer15sh/visually-similar-product-recommendation
3. Fashion Products Recommendation System | Upvotes: 259
URL: https://www.kaggle.com/code/basel99/fashion-products-recommendation-system
4. E-commerce Product Images | Upvotes: 83
URL: https://www.kaggle.com/datasets/vikashrajluhaniwal/fashion-images
5. numpy Weights for fashion product images dataset | Upvotes: 3
URL: https://www.kaggle.com/datasets/kalashj16/numpy-weights-for-fashion-product-images-dataset
==================================
โญ๏ธ By: https://t.me/datasets1
โค1๐ฅ1
๐โ๏ธTODAY FREEโ๏ธ๐
Entry to our VIP channel is completely free today. Tomorrow it will cost $500! ๐ฅ
JOIN ๐
https://t.me/+Gc5luJUbfjRkMTk5
https://t.me/+Gc5luJUbfjRkMTk5
https://t.me/+Gc5luJUbfjRkMTk5
Entry to our VIP channel is completely free today. Tomorrow it will cost $500! ๐ฅ
JOIN ๐
https://t.me/+Gc5luJUbfjRkMTk5
https://t.me/+Gc5luJUbfjRkMTk5
https://t.me/+Gc5luJUbfjRkMTk5
Dataset Name: Real / Fake Job Posting Prediction
Basic Description: Dataset of real and fake job postings
๐ FULL DATASET DESCRIPTION:
==================================
This dataset contains 18K job descriptions out of which about 800 are fake. The data consists of both textual information and meta-information about the jobs. The dataset can be used to create classification models which can learn the job descriptions which are fraudulent.
The University of the Aegean | Laboratory of Information & Communication Systems Security http://emscad.samos.aegean.gr/
The dataset is very valuable as it can be used to answer the following questions:
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (17 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/shivamb/real-or-fake-fake-jobposting-prediction
๐ Additional information:
==================================
File count not found
Views: 341,000
Downloads: 41,400
๐ RELATED NOTEBOOKS:
==================================
1. Text Classification using Keras/NB(97% Accuracy) | Upvotes: 292
URL: https://www.kaggle.com/code/madz2000/text-classification-using-keras-nb-97-accuracy
2. Fake Job Post Prediction: Countvec, GloVe, Bert | Upvotes: 193
URL: https://www.kaggle.com/code/vikassingh1996/fake-job-post-prediction-countvec-glove-bert
3. NLP(98%acc.) EDA with model using Spacy & Pipeline | Upvotes: 99
URL: https://www.kaggle.com/code/shivamburnwal/nlp-98-acc-eda-with-model-using-spacy-pipeline
4. Real OR Fake Jobs | Upvotes: 37
URL: https://www.kaggle.com/datasets/whenamancodes/real-or-fake-jobs
5. Job Postings Dataset | Upvotes: 33
URL: https://www.kaggle.com/datasets/moyukhbiswas/job-postings-dataset
==================================
โญ๏ธ By: https://t.me/datasets1
Basic Description: Dataset of real and fake job postings
๐ FULL DATASET DESCRIPTION:
==================================
This dataset contains 18K job descriptions out of which about 800 are fake. The data consists of both textual information and meta-information about the jobs. The dataset can be used to create classification models which can learn the job descriptions which are fraudulent.
The University of the Aegean | Laboratory of Information & Communication Systems Security http://emscad.samos.aegean.gr/
The dataset is very valuable as it can be used to answer the following questions:
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (17 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/shivamb/real-or-fake-fake-jobposting-prediction
๐ Additional information:
==================================
File count not found
Views: 341,000
Downloads: 41,400
๐ RELATED NOTEBOOKS:
==================================
1. Text Classification using Keras/NB(97% Accuracy) | Upvotes: 292
URL: https://www.kaggle.com/code/madz2000/text-classification-using-keras-nb-97-accuracy
2. Fake Job Post Prediction: Countvec, GloVe, Bert | Upvotes: 193
URL: https://www.kaggle.com/code/vikassingh1996/fake-job-post-prediction-countvec-glove-bert
3. NLP(98%acc.) EDA with model using Spacy & Pipeline | Upvotes: 99
URL: https://www.kaggle.com/code/shivamburnwal/nlp-98-acc-eda-with-model-using-spacy-pipeline
4. Real OR Fake Jobs | Upvotes: 37
URL: https://www.kaggle.com/datasets/whenamancodes/real-or-fake-jobs
5. Job Postings Dataset | Upvotes: 33
URL: https://www.kaggle.com/datasets/moyukhbiswas/job-postings-dataset
==================================
โญ๏ธ By: https://t.me/datasets1
โค3
Dataset Name: Chest CT Segmentation
Basic Description: Chest CT scans together with segmentation masks for lung, heart, and trachea.
๐ FULL DATASET DESCRIPTION:
==================================
This dataset was be modified from Lung segmentation dataset by Kรณnya et al., 2020 , https://www.kaggle.com/sandorkonya/ct-lung-heart-trachea-segmentation
The original nrrd files were re-saved in single tensor format with masks corresponding to labels: (lungs, heart, trachea) as numpy arrays using pickle.
Each tensor has the following shape: number of slices, width, height, number of classes, where the width and height number of slices are individual parameters of each tensor id, and number of classes = 3.
In addition, the data was re-saved as RGB images, where each image corresponds to one ID slice, and their mask-images have channels corresponding to three classes: (lung, heart, trachea).
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (2 GB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/polomarco/chest-ct-segmentation
๐ Additional information:
==================================
Total files: 33,700
Views: 35,000
Downloads: 5,442
๐ RELATED NOTEBOOKS:
==================================
1. Chest CT Segmentation | Lung & Heart & Trachea. | Upvotes: 152
URL: https://www.kaggle.com/code/polomarco/chest-ct-segmentation-lung-heart-trachea
2. Chest CT Segmentation Unet | Upvotes: 61
URL: https://www.kaggle.com/code/hossamfakher/chest-ct-segmentation-unet
3. UNET Lung Segmentation Weights for Chest X Rays | Upvotes: 48
URL: https://www.kaggle.com/datasets/farhanhaikhan/unet-lung-segmentation-weights-for-chest-x-rays
4. Aorta Grad | Upvotes: 16
URL: https://www.kaggle.com/code/yousefaborizk/aorta-grad
5. Labeled Internal Features for Chest Xrays | Upvotes: 3
URL: https://www.kaggle.com/datasets/jasoncastiglione/labeled-internal-features-for-chest-xrays
==================================
โญ๏ธ By: https://t.me/datasets1
Basic Description: Chest CT scans together with segmentation masks for lung, heart, and trachea.
๐ FULL DATASET DESCRIPTION:
==================================
This dataset was be modified from Lung segmentation dataset by Kรณnya et al., 2020 , https://www.kaggle.com/sandorkonya/ct-lung-heart-trachea-segmentation
The original nrrd files were re-saved in single tensor format with masks corresponding to labels: (lungs, heart, trachea) as numpy arrays using pickle.
Each tensor has the following shape: number of slices, width, height, number of classes, where the width and height number of slices are individual parameters of each tensor id, and number of classes = 3.
In addition, the data was re-saved as RGB images, where each image corresponds to one ID slice, and their mask-images have channels corresponding to three classes: (lung, heart, trachea).
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (2 GB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/polomarco/chest-ct-segmentation
๐ Additional information:
==================================
Total files: 33,700
Views: 35,000
Downloads: 5,442
๐ RELATED NOTEBOOKS:
==================================
1. Chest CT Segmentation | Lung & Heart & Trachea. | Upvotes: 152
URL: https://www.kaggle.com/code/polomarco/chest-ct-segmentation-lung-heart-trachea
2. Chest CT Segmentation Unet | Upvotes: 61
URL: https://www.kaggle.com/code/hossamfakher/chest-ct-segmentation-unet
3. UNET Lung Segmentation Weights for Chest X Rays | Upvotes: 48
URL: https://www.kaggle.com/datasets/farhanhaikhan/unet-lung-segmentation-weights-for-chest-x-rays
4. Aorta Grad | Upvotes: 16
URL: https://www.kaggle.com/code/yousefaborizk/aorta-grad
5. Labeled Internal Features for Chest Xrays | Upvotes: 3
URL: https://www.kaggle.com/datasets/jasoncastiglione/labeled-internal-features-for-chest-xrays
==================================
โญ๏ธ By: https://t.me/datasets1
โค2
Dataset Name: Fit Bit Fitness Tracker Data
Basic Description: FitBit Fitness Tracker Data
๐ FULL DATASET DESCRIPTION:
==================================
This dataset generated by respondents to a distributed survey via Amazon Mechanical Turk between 03.12.2016-05.12.2016. Thirty eligible Fitbit users consented to the submission of personal tracker data, including minute-level output for physical activity, heart rate, and sleep monitoring. Individual reports can be parsed by export session ID (column A) or timestamp (column B). Variation between output represents use of different types of Fitbit trackers and individual tracking behaviors / preferences.
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (45 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/arashnic/fitbit
๐ Additional information:
==================================
File count not found
Views: 892,000
Downloads: 180,000
๐ RELATED NOTEBOOKS:
==================================
1. Bellabeat Case Study with R | Upvotes: 1,582
URL: https://www.kaggle.com/code/chebotinaa/bellabeat-case-study-with-r
2. Capstone - Case Study Bellabeat | Upvotes: 1,404
URL: https://www.kaggle.com/code/macarenalacasa/capstone-case-study-bellabeat
3. Bellabeat - Case study | Upvotes: 645
URL: https://www.kaggle.com/code/julenaranguren/bellabeat-case-study
4. Fitabase Combined Data 3/12/16-5/12/16 | Upvotes: 17
URL: https://www.kaggle.com/datasets/michaelpetersen2022/fitabase-combined-data-31216-51216
5. Bellabeat Casestudy | Upvotes: 1
URL: https://www.kaggle.com/datasets/yosefsisay/bellabeat-casestudy
==================================
โญ๏ธ By: https://t.me/datasets1
Basic Description: FitBit Fitness Tracker Data
๐ FULL DATASET DESCRIPTION:
==================================
This dataset generated by respondents to a distributed survey via Amazon Mechanical Turk between 03.12.2016-05.12.2016. Thirty eligible Fitbit users consented to the submission of personal tracker data, including minute-level output for physical activity, heart rate, and sleep monitoring. Individual reports can be parsed by export session ID (column A) or timestamp (column B). Variation between output represents use of different types of Fitbit trackers and individual tracking behaviors / preferences.
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (45 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/arashnic/fitbit
๐ Additional information:
==================================
File count not found
Views: 892,000
Downloads: 180,000
๐ RELATED NOTEBOOKS:
==================================
1. Bellabeat Case Study with R | Upvotes: 1,582
URL: https://www.kaggle.com/code/chebotinaa/bellabeat-case-study-with-r
2. Capstone - Case Study Bellabeat | Upvotes: 1,404
URL: https://www.kaggle.com/code/macarenalacasa/capstone-case-study-bellabeat
3. Bellabeat - Case study | Upvotes: 645
URL: https://www.kaggle.com/code/julenaranguren/bellabeat-case-study
4. Fitabase Combined Data 3/12/16-5/12/16 | Upvotes: 17
URL: https://www.kaggle.com/datasets/michaelpetersen2022/fitabase-combined-data-31216-51216
5. Bellabeat Casestudy | Upvotes: 1
URL: https://www.kaggle.com/datasets/yosefsisay/bellabeat-casestudy
==================================
โญ๏ธ By: https://t.me/datasets1
โค4
Forwarded from Machine Learning with Python
This channels is for Programmers, Coders, Software Engineers.
0๏ธโฃ Python
1๏ธโฃ Data Science
2๏ธโฃ Machine Learning
3๏ธโฃ Data Visualization
4๏ธโฃ Artificial Intelligence
5๏ธโฃ Data Analysis
6๏ธโฃ Statistics
7๏ธโฃ Deep Learning
8๏ธโฃ programming Languages
โ
https://t.me/addlist/8_rRW2scgfRhOTc0
โ
https://t.me/Codeprogrammer
Please open Telegram to view this post
VIEW IN TELEGRAM
Dataset Name: Indicators of Heart Disease (2022 UPDATE)
Basic Description: 2022 annual CDC survey data of 400k+ adults related to their health status
๐ FULL DATASET DESCRIPTION:
==================================
According to the CDC, heart disease is a leading cause of death for people of most races in the U.S. (African Americans, American Indians and Alaska Natives, and whites). About half of all Americans (47%) have at least 1 of 3 major risk factors for heart disease: high blood pressure, high cholesterol, and smoking. Other key indicators include diabetes status, obesity (high BMI), not getting enough physical activity, or drinking too much alcohol. Identifying and preventing the factors that have the greatest impact on heart disease is very important in healthcare. In turn, developments in computing allow the application of machine learning methods to detect "patterns" in the data that can predict a patient's condition.
The dataset originally comes from the CDC and is a major part of the Behavioral Risk Factor Surveillance System (BRFSS), which conducts annual telephone surveys to collect data on the health status of U.S. residents. As described by the CDC: "Established in 1984 with 15 states, BRFSS now collects data in all 50 states, the District of Columbia, and three U.S. territories. BRFSS completes more than 400,000 adult interviews each year, making it the largest continuously conducted health survey system in the world. The most recent dataset includes data from 2023. In this dataset, I noticed many factors (questions) that directly or indirectly influence heart disease, so I decided to select the most relevant variables from it. I also decided to share with you two versions of the most recent dataset: with NaNs and without it.
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (22 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/kamilpytlak/personal-key-indicators-of-heart-disease
๐ Additional information:
==================================
File count not found
Views: 503,000
Downloads: 90,500
๐ RELATED NOTEBOOKS:
==================================
1. Heart Disease. Exploratory data analysis. | Upvotes: 981
URL: https://www.kaggle.com/code/georgyzubkov/heart-disease-exploratory-data-analysis
2. Diabetes Health Indicators Dataset | Upvotes: 771
URL: https://www.kaggle.com/datasets/alexteboul/diabetes-health-indicators-dataset
3. Heart Disease Prediction | Upvotes: 736
URL: https://www.kaggle.com/code/andls555/heart-disease-prediction
4. Advance Data Preprocessing | Upvotes: 711
URL: https://www.kaggle.com/code/nkitgupta/advance-data-preprocessing
5. Coronary Heart Disease Prediction in Ten Years | Upvotes: 2
URL: https://www.kaggle.com/datasets/palakdoshijain/coronary-heart-disease-prediction-in-ten-years
==================================
โญ๏ธ By: https://t.me/datasets1
Basic Description: 2022 annual CDC survey data of 400k+ adults related to their health status
๐ FULL DATASET DESCRIPTION:
==================================
According to the CDC, heart disease is a leading cause of death for people of most races in the U.S. (African Americans, American Indians and Alaska Natives, and whites). About half of all Americans (47%) have at least 1 of 3 major risk factors for heart disease: high blood pressure, high cholesterol, and smoking. Other key indicators include diabetes status, obesity (high BMI), not getting enough physical activity, or drinking too much alcohol. Identifying and preventing the factors that have the greatest impact on heart disease is very important in healthcare. In turn, developments in computing allow the application of machine learning methods to detect "patterns" in the data that can predict a patient's condition.
The dataset originally comes from the CDC and is a major part of the Behavioral Risk Factor Surveillance System (BRFSS), which conducts annual telephone surveys to collect data on the health status of U.S. residents. As described by the CDC: "Established in 1984 with 15 states, BRFSS now collects data in all 50 states, the District of Columbia, and three U.S. territories. BRFSS completes more than 400,000 adult interviews each year, making it the largest continuously conducted health survey system in the world. The most recent dataset includes data from 2023. In this dataset, I noticed many factors (questions) that directly or indirectly influence heart disease, so I decided to select the most relevant variables from it. I also decided to share with you two versions of the most recent dataset: with NaNs and without it.
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (22 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/kamilpytlak/personal-key-indicators-of-heart-disease
๐ Additional information:
==================================
File count not found
Views: 503,000
Downloads: 90,500
๐ RELATED NOTEBOOKS:
==================================
1. Heart Disease. Exploratory data analysis. | Upvotes: 981
URL: https://www.kaggle.com/code/georgyzubkov/heart-disease-exploratory-data-analysis
2. Diabetes Health Indicators Dataset | Upvotes: 771
URL: https://www.kaggle.com/datasets/alexteboul/diabetes-health-indicators-dataset
3. Heart Disease Prediction | Upvotes: 736
URL: https://www.kaggle.com/code/andls555/heart-disease-prediction
4. Advance Data Preprocessing | Upvotes: 711
URL: https://www.kaggle.com/code/nkitgupta/advance-data-preprocessing
5. Coronary Heart Disease Prediction in Ten Years | Upvotes: 2
URL: https://www.kaggle.com/datasets/palakdoshijain/coronary-heart-disease-prediction-in-ten-years
==================================
โญ๏ธ By: https://t.me/datasets1
โค1
Forwarded from Machine Learning
๐ฅ Trending Repository: awesome-public-datasets
๐ Description: A topic-centric list of HQ open datasets.
๐ Repository URL: https://github.com/awesomedata/awesome-public-datasets
๐ Website: https://awesomedataworld.slack.com
๐ Readme: https://github.com/awesomedata/awesome-public-datasets#readme
๐ Statistics:
๐ Stars: 64.6K stars
๐ Watchers: 2.3k
๐ด Forks: 10.3K forks
๐ป Programming Languages: Not available
๐ท๏ธ Related Topics:
==================================
๐ง By: https://t.me/DataScienceM
๐ Description: A topic-centric list of HQ open datasets.
๐ Repository URL: https://github.com/awesomedata/awesome-public-datasets
๐ Website: https://awesomedataworld.slack.com
๐ Readme: https://github.com/awesomedata/awesome-public-datasets#readme
๐ Statistics:
๐ Stars: 64.6K stars
๐ Watchers: 2.3k
๐ด Forks: 10.3K forks
๐ป Programming Languages: Not available
๐ท๏ธ Related Topics:
#opendata #datasets #aaron_swartz #awesome_public_datasets
==================================
๐ง By: https://t.me/DataScienceM
โค1
Dataset Name: Energy consumption of the Netherlands
Basic Description: Electricity and Gas consumed in the Netherlands every year
๐ FULL DATASET DESCRIPTION:
==================================
The energy network of the Netherlands is managed by a few companies. Every year, these companies release on their websites a table with the energy consumption of the areas under their administration. The companies are
The data are anonymized by aggregating the Zipcodes so that every entry describes at least 10 connections.
This market is not competitive, meaning that the zones are assigned. This means that every year they roughly provide energy to the same zipcodes. Small changes can happen from year to year either for a change of management or for a different aggregation of zipcodes.
Every file contains information about groups of zipcodes managed by one of the three companies for a specific year.
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (146 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/lucabasa/dutch-energy
๐ Additional information:
==================================
File count not found
Views: 139,000
Downloads: 111,000
๐ RELATED NOTEBOOKS:
==================================
1. ใฝ๏ธ|3๏ธโฃWays to Deal with Time Series Forecasting | Upvotes: 296
URL: https://www.kaggle.com/code/mfaaris/3-ways-to-deal-with-time-series-forecasting
2. Dutch electricity: EDA, FS, clustering, maps | Upvotes: 199
URL: https://www.kaggle.com/code/bberghuis/dutch-electricity-eda-fs-clustering-maps
3. โก๏ธEnergy EDA๐, Segmentation and Prediction๐งฎ | Upvotes: 86
URL: https://www.kaggle.com/code/ihsncnkz/energy-eda-segmentation-and-prediction
4. Western Europe Power Consumption | Upvotes: 34
URL: https://www.kaggle.com/datasets/francoisraucent/western-europe-power-consumption
5. Monthly Electricity Production in GWh [2010-2022] | Upvotes: 26
URL: https://www.kaggle.com/datasets/ccanb23/iea-monthly-electricity-statistics
==================================
โญ๏ธ By: https://t.me/datasets1
Basic Description: Electricity and Gas consumed in the Netherlands every year
๐ FULL DATASET DESCRIPTION:
==================================
The energy network of the Netherlands is managed by a few companies. Every year, these companies release on their websites a table with the energy consumption of the areas under their administration. The companies are
The data are anonymized by aggregating the Zipcodes so that every entry describes at least 10 connections.
This market is not competitive, meaning that the zones are assigned. This means that every year they roughly provide energy to the same zipcodes. Small changes can happen from year to year either for a change of management or for a different aggregation of zipcodes.
Every file contains information about groups of zipcodes managed by one of the three companies for a specific year.
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (146 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/lucabasa/dutch-energy
๐ Additional information:
==================================
File count not found
Views: 139,000
Downloads: 111,000
๐ RELATED NOTEBOOKS:
==================================
1. ใฝ๏ธ|3๏ธโฃWays to Deal with Time Series Forecasting | Upvotes: 296
URL: https://www.kaggle.com/code/mfaaris/3-ways-to-deal-with-time-series-forecasting
2. Dutch electricity: EDA, FS, clustering, maps | Upvotes: 199
URL: https://www.kaggle.com/code/bberghuis/dutch-electricity-eda-fs-clustering-maps
3. โก๏ธEnergy EDA๐, Segmentation and Prediction๐งฎ | Upvotes: 86
URL: https://www.kaggle.com/code/ihsncnkz/energy-eda-segmentation-and-prediction
4. Western Europe Power Consumption | Upvotes: 34
URL: https://www.kaggle.com/datasets/francoisraucent/western-europe-power-consumption
5. Monthly Electricity Production in GWh [2010-2022] | Upvotes: 26
URL: https://www.kaggle.com/datasets/ccanb23/iea-monthly-electricity-statistics
==================================
โญ๏ธ By: https://t.me/datasets1
โค6
Dataset Name: Tuberculosis (TB) Chest X-ray Database
Basic Description: The largest TB Chest X-ray Database
๐ FULL DATASET DESCRIPTION:
==================================
Tuberculosis (TB) Chest X-ray Database A team of researchers from Qatar University, Doha, Qatar, and the University of Dhaka, Bangladesh along with their collaborators from Malaysia in collaboration with medical doctors from Hamad Medical Corporation and Bangladesh have created a database of chest X-ray images for Tuberculosis (TB) positive cases along with Normal images. In our current release, there are 700 TB images publicly accessible and 2800 TB images can be downloaded from NIAID TB portal[3] by signing an agreement, and 3500 normal images.
Note: -The research team managed to classify TB and Normal Chest X-ray images with an accuracy of 98.3%. This scholarly work is published in IEEE Access. Please make sure you give credit to us while using the dataset, code, and trained models.
Credit should go to the following: Tawsifur Rahman, Amith Khandakar, Muhammad A. Kadir, Khandaker R. Islam, Khandaker F. Islam, Zaid B. Mahbub, Mohamed Arselene Ayari, Muhammad E. H. Chowdhury. (2020) "Reliable Tuberculosis Detection using Chest X-ray with Deep Learning, Segmentation and Visualization". IEEE Access, Vol. 8, pp 191586 - 191601. DOI. 10.1109/ACCESS.2020.3031384. Paper Link
To view images please check image folders and references of each image are provided in the metadata.csv.
Research Team members and their affiliation Muhammad E. H. Chowdhury, PhD (mchowdhury@qu.edu.qa) Department of Electrical Engineering, Qatar University, Doha-2713, Qatar Tawsifur Rahman (tawsifurrahman.1426@gmail.com) Department of Electrical Engineering, Qatar University, Doha-2713, Qatar Amith Khandakar (amitk@qu.edu.qa) Department of Electrical Engineering, Qatar University, Doha-2713, Qatar Rashid Mazhar, MD Thoracic Surgery, Hamad General Hospital, Doha-3050, Qatar Muhammad Abdul Kadir, PhD Department of Biomedical Physics & Technology, University of Dhaka, Dhaka-1000, Bangladesh Zaid Bin Mahbub, PhD Department of Mathematics and Physics, North South University, Dhaka-1229, Bangladesh Khandakar R. Islam, MD Department of Orthodontics, Bangabandhu Sheikh Mujib Medical University, Dhaka-1000, Bangladesh
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (696 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/tawsifurrahman/tuberculosis-tb-chest-xray-dataset
๐ Additional information:
==================================
File count not found
Views: 171,000
Downloads: 29,200
๐ RELATED NOTEBOOKS:
==================================
1. Tuberculosis_classification_DenseNet121_GradCAM | Upvotes: 219
URL: https://www.kaggle.com/code/sanphats/tuberculosis-classification-densenet121-gradcam
2. Pneumonia Detections Using Deep Learning | Upvotes: 214
URL: https://www.kaggle.com/code/chanchal24/pneumonia-detections-using-deep-learning
3. tuberculosis_0.99 accuracy | Upvotes: 168
URL: https://www.kaggle.com/code/akshayr009/tuberculosis-0-99-accuracy
4. DA and DB - TB Chest X-ray Datasets | Upvotes: 4
URL: https://www.kaggle.com/datasets/vbookshelf/da-and-db-tb-chest-x-ray-datasets
5. Dataset (Covid-Bacterial-Viral-Normal-Emphysema) | Upvotes: 1
URL: https://www.kaggle.com/datasets/minhnhat232/dataset-covid-bacterial-viral-normal-emphysema
==================================
โญ๏ธ By: https://t.me/datasets1
Basic Description: The largest TB Chest X-ray Database
๐ FULL DATASET DESCRIPTION:
==================================
Tuberculosis (TB) Chest X-ray Database A team of researchers from Qatar University, Doha, Qatar, and the University of Dhaka, Bangladesh along with their collaborators from Malaysia in collaboration with medical doctors from Hamad Medical Corporation and Bangladesh have created a database of chest X-ray images for Tuberculosis (TB) positive cases along with Normal images. In our current release, there are 700 TB images publicly accessible and 2800 TB images can be downloaded from NIAID TB portal[3] by signing an agreement, and 3500 normal images.
Note: -The research team managed to classify TB and Normal Chest X-ray images with an accuracy of 98.3%. This scholarly work is published in IEEE Access. Please make sure you give credit to us while using the dataset, code, and trained models.
Credit should go to the following: Tawsifur Rahman, Amith Khandakar, Muhammad A. Kadir, Khandaker R. Islam, Khandaker F. Islam, Zaid B. Mahbub, Mohamed Arselene Ayari, Muhammad E. H. Chowdhury. (2020) "Reliable Tuberculosis Detection using Chest X-ray with Deep Learning, Segmentation and Visualization". IEEE Access, Vol. 8, pp 191586 - 191601. DOI. 10.1109/ACCESS.2020.3031384. Paper Link
To view images please check image folders and references of each image are provided in the metadata.csv.
Research Team members and their affiliation Muhammad E. H. Chowdhury, PhD (mchowdhury@qu.edu.qa) Department of Electrical Engineering, Qatar University, Doha-2713, Qatar Tawsifur Rahman (tawsifurrahman.1426@gmail.com) Department of Electrical Engineering, Qatar University, Doha-2713, Qatar Amith Khandakar (amitk@qu.edu.qa) Department of Electrical Engineering, Qatar University, Doha-2713, Qatar Rashid Mazhar, MD Thoracic Surgery, Hamad General Hospital, Doha-3050, Qatar Muhammad Abdul Kadir, PhD Department of Biomedical Physics & Technology, University of Dhaka, Dhaka-1000, Bangladesh Zaid Bin Mahbub, PhD Department of Mathematics and Physics, North South University, Dhaka-1229, Bangladesh Khandakar R. Islam, MD Department of Orthodontics, Bangabandhu Sheikh Mujib Medical University, Dhaka-1000, Bangladesh
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (696 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/tawsifurrahman/tuberculosis-tb-chest-xray-dataset
๐ Additional information:
==================================
File count not found
Views: 171,000
Downloads: 29,200
๐ RELATED NOTEBOOKS:
==================================
1. Tuberculosis_classification_DenseNet121_GradCAM | Upvotes: 219
URL: https://www.kaggle.com/code/sanphats/tuberculosis-classification-densenet121-gradcam
2. Pneumonia Detections Using Deep Learning | Upvotes: 214
URL: https://www.kaggle.com/code/chanchal24/pneumonia-detections-using-deep-learning
3. tuberculosis_0.99 accuracy | Upvotes: 168
URL: https://www.kaggle.com/code/akshayr009/tuberculosis-0-99-accuracy
4. DA and DB - TB Chest X-ray Datasets | Upvotes: 4
URL: https://www.kaggle.com/datasets/vbookshelf/da-and-db-tb-chest-x-ray-datasets
5. Dataset (Covid-Bacterial-Viral-Normal-Emphysema) | Upvotes: 1
URL: https://www.kaggle.com/datasets/minhnhat232/dataset-covid-bacterial-viral-normal-emphysema
==================================
โญ๏ธ By: https://t.me/datasets1
โค5
Dataset Name: NBA Database
Basic Description: Daily Updated SQLite Database โ 64,000+ Games, 4800+ Players, and 30 Teams ๐
๐ FULL DATASET DESCRIPTION:
==================================
This dataset is updated daily and includes:
โฎ View the and โฎ Sponsor project:
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (731 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/wyattowalsh/basketball
๐ Additional information:
==================================
File count not found
Views: 353,000
Downloads: 46,700
๐ RELATED NOTEBOOKS:
==================================
1. Historic NBA Drafting, Game, and Player Analysis | Upvotes: 263
URL: https://www.kaggle.com/code/agilesifaka/historic-nba-drafting-game-and-player-analysis
2. NBA Stats (1947-present) | Upvotes: 195
URL: https://www.kaggle.com/datasets/sumitrodatta/nba-aba-baa-stats
3. Database Updater (Daily) | Upvotes: 58
URL: https://www.kaggle.com/code/wyattowalsh/database-updater-daily
4. Using SQL | Upvotes: 58
URL: https://www.kaggle.com/code/wyattowalsh/using-sql
5. NBA Games Box Score Since 1949 | Upvotes: 11
URL: https://www.kaggle.com/datasets/rafaelgreca/nba-games-box-score-since-1949
==================================
โญ๏ธ By: https://t.me/datasets1
Basic Description: Daily Updated SQLite Database โ 64,000+ Games, 4800+ Players, and 30 Teams ๐
๐ FULL DATASET DESCRIPTION:
==================================
This dataset is updated daily and includes:
โฎ View the and โฎ Sponsor project:
๐ฅ DATASET DOWNLOAD INFORMATION
==================================
๐ด Dataset Size: Download dataset as zip (731 MB)
๐ฐ Direct dataset download link:
https://www.kaggle.com/api/v1/datasets/download/wyattowalsh/basketball
๐ Additional information:
==================================
File count not found
Views: 353,000
Downloads: 46,700
๐ RELATED NOTEBOOKS:
==================================
1. Historic NBA Drafting, Game, and Player Analysis | Upvotes: 263
URL: https://www.kaggle.com/code/agilesifaka/historic-nba-drafting-game-and-player-analysis
2. NBA Stats (1947-present) | Upvotes: 195
URL: https://www.kaggle.com/datasets/sumitrodatta/nba-aba-baa-stats
3. Database Updater (Daily) | Upvotes: 58
URL: https://www.kaggle.com/code/wyattowalsh/database-updater-daily
4. Using SQL | Upvotes: 58
URL: https://www.kaggle.com/code/wyattowalsh/using-sql
5. NBA Games Box Score Since 1949 | Upvotes: 11
URL: https://www.kaggle.com/datasets/rafaelgreca/nba-games-box-score-since-1949
==================================
โญ๏ธ By: https://t.me/datasets1
โค8
Forwarded from Data Science Jupyter Notebooks
๐ฅ Trending Repository: public-apis
๐ Description: A collective list of free APIs
๐ Repository URL: https://github.com/public-apis/public-apis
๐ Website: https://APILayer.com/?utm_source=Github&utm_medium=Referral&utm_campaign=Public-apis-repo
๐ Readme: https://github.com/public-apis/public-apis#readme
๐ Statistics:
๐ Stars: 369K stars
๐ Watchers: 4.4k
๐ด Forks: 38.8K forks
๐ป Programming Languages: Python - Shell
๐ท๏ธ Related Topics:
==================================
๐ง By: https://t.me/DataScienceM
๐ Description: A collective list of free APIs
๐ Repository URL: https://github.com/public-apis/public-apis
๐ Website: https://APILayer.com/?utm_source=Github&utm_medium=Referral&utm_campaign=Public-apis-repo
๐ Readme: https://github.com/public-apis/public-apis#readme
๐ Statistics:
๐ Stars: 369K stars
๐ Watchers: 4.4k
๐ด Forks: 38.8K forks
๐ป Programming Languages: Python - Shell
๐ท๏ธ Related Topics:
#api #lists #open_source #list #development #public #resources #dataset #free #software #apis #public_api #public_apis
==================================
๐ง By: https://t.me/DataScienceM
โค5
Forwarded from Machine Learning
๐ Creating a Streamlit App for Satellite Imagery Visualization: A Step-by-Step Guide
๐ Category: DATA VISUALIZATION
๐ Date: 2024-06-21 | โฑ๏ธ Read time: 11 min read
Explore any point on Earth at any time using satellite data with Streamlit
๐ Category: DATA VISUALIZATION
๐ Date: 2024-06-21 | โฑ๏ธ Read time: 11 min read
Explore any point on Earth at any time using satellite data with Streamlit
โค4
Enjoy our content? Advertise on this channel and reach a highly engaged audience! ๐๐ป
It's easy with Telega.io. As the leading platform for native ads and integrations on Telegram, it provides user-friendly and efficient tools for quick and automated ad launches.
โก๏ธ Place your ad here in three simple steps:
1 Sign up
2 Top up the balance in a convenient way
3 Create your advertising post
If your ad aligns with our content, weโll gladly publish it.
Start your promotion journey now!
It's easy with Telega.io. As the leading platform for native ads and integrations on Telegram, it provides user-friendly and efficient tools for quick and automated ad launches.
โก๏ธ Place your ad here in three simple steps:
1 Sign up
2 Top up the balance in a convenient way
3 Create your advertising post
If your ad aligns with our content, weโll gladly publish it.
Start your promotion journey now!
โค4
Forwarded from Free Online Courses
Iโm Eng. Hussein Sheikho
Promote your ad across all our listed channels for only $35!
Your ad will be published for 20 days across all our channels,
plus it will be pinned for 7 days
Want your tech channel to grow fast?
You can add your channel to our promo folder for just $20/month โ
average growth rate 2000+ subscribers/month
Our Share folder (our channels)
https://t.me/addlist/8_rRW2scgfRhOTc0
Please open Telegram to view this post
VIEW IN TELEGRAM
Telegram
ENG. Hussein Sheikho
Experience in Deep Learning and Computer Vision + Python Project
โค3
Kaggle Data Hub pinned ยซโญ๏ธ Hello my advertiser friend! Iโm Eng. Hussein Sheikho ๐ and Iโm excited to share our special promotional offer with you! ๐ฏ ๐ฅ Promo Offer: Promote your ad across all our listed channels for only $35! ๐ฐ ๐ข We accept all types and formats of advertisements.โฆยป
๐ Global Earthquake-Tsunami Risk Assessment Dataset
๐ Description:
The Global Earthquake-Tsunami Risk Assessment Dataset is a comprehensive, machine learning-ready dataset containing seismic characteristics and tsunami potential indicators for 782 significant earthquakes recorded globally from 2001 to 2022. This dataset is specifically designed for tsunami risk pre...
๐ฅ Download:
โข Size: Size not specified
โข Direct API: Download Link
๐ Stats:
โข Files: 1
โข Downloads: 216,000
๐ Popular Notebooks:
1. /timurtaepov/tsunami-risk-prediction-with-geo-rbf
2. /lightonkalumba/predicting-tsunamis-a-deep-dive-2001-2022
3. /hsantaymas/tsunami-prediction-debunking-94-accuracy
๐ Powered by @datasets1
๐ Description:
The Global Earthquake-Tsunami Risk Assessment Dataset is a comprehensive, machine learning-ready dataset containing seismic characteristics and tsunami potential indicators for 782 significant earthquakes recorded globally from 2001 to 2022. This dataset is specifically designed for tsunami risk pre...
๐ฅ Download:
โข Size: Size not specified
โข Direct API: Download Link
๐ Stats:
โข Files: 1
โข Downloads: 216,000
๐ Popular Notebooks:
1. /timurtaepov/tsunami-risk-prediction-with-geo-rbf
2. /lightonkalumba/predicting-tsunamis-a-deep-dive-2001-2022
3. /hsantaymas/tsunami-prediction-debunking-94-accuracy
๐ Powered by @datasets1
โค4๐ฅ1
๐ Hospital Beds Management
๐ Description:
This collection of synthetic hospital datasets is designed to simulate real-world operations for a medium-sized hospital, focusing on staffing, patient admissions, and bed allocation among services. The data allows for exploration and analysis of hospital resource distribution, including personnel d...
๐ฅ Download:
โข Size: Size not specified
โข Direct API: Download Link
๐ Stats:
โข Files: 4
โข Downloads: 490,000
๐ Popular Notebooks:
1. /calebboen/predicting-patient-satisfaction
2. /khadijaisse/managing-hospital-beds
3. /moneebarifbbs/hospitalmangment
๐ Powered by @datasets1
๐ Description:
This collection of synthetic hospital datasets is designed to simulate real-world operations for a medium-sized hospital, focusing on staffing, patient admissions, and bed allocation among services. The data allows for exploration and analysis of hospital resource distribution, including personnel d...
๐ฅ Download:
โข Size: Size not specified
โข Direct API: Download Link
๐ Stats:
โข Files: 4
โข Downloads: 490,000
๐ Popular Notebooks:
1. /calebboen/predicting-patient-satisfaction
2. /khadijaisse/managing-hospital-beds
3. /moneebarifbbs/hospitalmangment
๐ Powered by @datasets1
โค5๐1
๐ Life Style Data
๐ฅ Download:
โข Size: Size not specified
โข Direct API: Download Link
๐ Stats:
โข Files: 2
โข Downloads: 216,000
๐ Popular Notebooks:
1. /jockeroika/life-style-analysis
2. /jockeroika/health-lifestyle-recommendation-system
3. /jockeroika/workout-recommendation-system
๐ Powered by @datasets1
๐ฅ Download:
โข Size: Size not specified
โข Direct API: Download Link
๐ Stats:
โข Files: 2
โข Downloads: 216,000
๐ Popular Notebooks:
1. /jockeroika/life-style-analysis
2. /jockeroika/health-lifestyle-recommendation-system
3. /jockeroika/workout-recommendation-system
๐ Powered by @datasets1
โค3
๐ BMW Worldwide Sales Records (2010โ2024)
๐ Description:
This dataset provides detailed sales information for BMW vehicles from 2010 to 2024 across global regions. It includes attributes such as model, year, engine size, mileage, transmission type, fuel type, price, and sales volume. Scholars and analysts can use it to explore market trends, pricing appro...
๐ฅ Download:
โข Size: Size not specified
โข Direct API: Download Link
๐ Stats:
โข Files: 1
โข Downloads: 414,000
๐ Popular Notebooks:
1. /devraai/bmw-sales-analysis-and-prediction-20102024
2. /sonawanelalitsunil/bmw-global-sales-trends-2010-24-ml-100
3. /elmarhagverdiyev/bmw-sales-analysis-2010-2024
๐ Powered by @datasets1
๐ Description:
This dataset provides detailed sales information for BMW vehicles from 2010 to 2024 across global regions. It includes attributes such as model, year, engine size, mileage, transmission type, fuel type, price, and sales volume. Scholars and analysts can use it to explore market trends, pricing appro...
๐ฅ Download:
โข Size: Size not specified
โข Direct API: Download Link
๐ Stats:
โข Files: 1
โข Downloads: 414,000
๐ Popular Notebooks:
1. /devraai/bmw-sales-analysis-and-prediction-20102024
2. /sonawanelalitsunil/bmw-global-sales-trends-2010-24-ml-100
3. /elmarhagverdiyev/bmw-sales-analysis-2010-2024
๐ Powered by @datasets1
โค3