This is a preview version. Please include this citation if you plan to use this database. more_vert. load the dataset in Python. The Section for Biomedical Image Analysis (SBIA), part of the Center of Biomedical Image Computing and Analytics — CBICA, is devoted to the development of computer-based image analysis methods, and their application to a wide variety of clinical research studies. [1] Papers were automatically harvested and associated with this data set, in collaboration Each file is a recording of brain activity for 23.6 seconds. Assistant-86: A Knowledge-Elicitation Tool for Sophisticated Users. Locations of primary tumors are locations in body where the tumor first appeared Tags. Overcoming the Myopia of Inductive Learning Algorithms with RELIEFF. (See also breast-cancer and lymphography. Survival dataset is a csv le containing patient ids, age and days survived. Utilities to: download (using a few command lines) an MRI brain tumor dataset providing 2D slices, tumor masks and tumor classes. A brain tumor is an abnormal mass of tissue in which cells grow and multiply abruptly, which remains unchecked by the mechanisms that control normal cells. BioGPS has thousands of datasets available for browsing and which can be easily viewed in our interactive data chart. biology x … Ahmed_Shireman Brain 2021 ChIPSeq (Submitter supplied) Glioblastoma is a primary brain cancer with a near 100% recurrence rate. dataset = pd.read_csv('Data.csv') # to import the dataset into a variable # Splitting the attributes into independent and dependent attributes X = dataset.iloc[:, :-1].values # attributes to determine dependent variable / Class Y = dataset.iloc[:, -1].values # dependent variable / Class and from there started to metastasize to other parts of the body. This dataset was found on OpenML - primary-tumor (1987). 1. class: lung, head & neck, esophasus, thyroid, stomach, duoden & sm.int, colon, rectum, anus, salivary glands, pancreas, gallblader, liver, kidney, bladder, testis, prostate, ovary, corpus uteri, cervix uteri, vagina, breast 2. age: <30, 30-59, >=60 3. sex: male, female 4. histologic-type: epidermoid, adeno, anaplastic 5. degree-of-diffe: well, fairly, poorly 6. bone: yes, no 7. bone-marrow: yes, no 8. lung: yes, no 9. pleura: yes, no 10. peritoneum: yes, no 11. liver: yes, no 12. brain: yes, no 13. skin: yes, no 14. neck: yes, no 15. supraclavicular: yes, no 16. axillar: yes, no 17. mediastinum: yes, no 18. abdominal: yes, no, Cestnik,G., Konenenko,I, & Bratko,I. The dataset can be used for different tasks like image classification, object detection or semantic / … The images are in … ... Tumor genomic clusters and patient data is provided in data.csv file. 2002. ... Dataset (CSV format) Dataset (TXT format) CHS Data The dataset chs.dta contains data from the Cardiovascular Health Study.This is … Datasets are collections of data. This dataset was found on OpenML - primary-tumor. ), --- NOTE: All attribute values in the database have been entered as numeric values corresponding to their index in the list of attribute values for that attribute domain as given below. The outcome of the BRATS2012 and BRATS2013 challenges has been summarized in the following publication. Xtal Mountain Information Technology & Computer Science Department, University of Waikato. (1986). you need different or additional data), Or suggest your own feature from the link below. 1995. The original dataset from the reference consists of 5 different folders, each with 100 files, with each file representing a single subject/person. 1997. more_horiz. with Rexa.info, Accuracy, Parsimony, and Generality in Evolutionary Learning Systems via Multiobjective Selection, Accuracy bounds for ensembles under 0 { 1 loss, Overcoming the Myopia of Inductive Learning Algorithms with RELIEFF, Control-Sensitive Feature Selection for Lazy Learners, Error Reduction through Learning Multiple Descriptions, OPUS: An Efficient Admissible Algorithm for Unordered Search, Learning Decision Lists by Prepending Inferred Rules, Dissertation Towards Understanding Stacking Studies of a General Ensemble Learning Scheme ausgefuhrt zum Zwecke der Erlangung des akademischen Grades eines Doktors der technischen Naturwissenschaften. 2002. The Ground Truth voxels belong to one of the following 4 categories: Healthy voxels (label 0) Necrosis and non-enhancing tumor (label 1) Edema (label 2) active/enhancing tumor (label 4) 3 Class Imbalance Problem Data i need a brain web dataset in brain tumor MRI images for my project. Click here to load more items. Signup to Premium Service for additional or customised data - Get Started. Summary. In order to import this dataset into our script, we are apparently going to use pandas as follows. Locations of primary tumors are locations in body where the tumor first appeared US registration algorithms to correct tissue shift in brain tumor resection. This primary tumor domain was obtained from the University Medical Centre, Institute of Oncology, Ljubljana, Yugoslavia. : (38)(+61) 265-161 2. [View Context].Geoffrey I Webb. Hong,J., & Lavrac,N. Intell, 7. Datahub is the fastest way for individuals, teams and organizations to publish, deploy and share their data. The original thyroid disease (ann-thyroid) dataset from UCI machine learning repository is a classification dataset, which is suited for training ANNs. But those cases represent a fraction of the approximately 28,000 new primary brain tumors diagnosed each year in the United States. The following NLST dataset(s) are available for delivery on CDAS. For detailed descriptions of current and historical normalization processes, see the technical white paper, Microarray Data Normalization. COVID-19 Open Research Dataset Challenge (CORD-19) Novel Corona Virus 2019 Dataset. Dissertation Towards Understanding Stacking Studies of a General Ensemble Learning Scheme ausgefuhrt zum Zwecke der Erlangung des akademischen Grades eines Doktors der technischen Naturwissenschaften. [View Context].Kamal Ali and Michael J. Pazzani. biology. [Web Link]. The following shell script can be used to download large amounts of data from the OASIS-3 dataset on XNAT Central. In most cases, cancers that spread to the brain to cause secondary brain tumors arise in the kidney, lumy and breast or from melanomas in the skin [2]. Data Description Overview. Machine Learning, 24. In I.Bratko & N.Lavrac (Eds.) Age is also a risk factor. : (38)(+61) 214-399 ext.287), This is one of three domains provided by the Oncology Institutenthat has repeatedly appeared in the machine learning literature. arrow_right. The dataset contains 1,104 (80.6%) abnormal exams, with 319 (23.3%) ACL tears and 508 (37.1%) meniscal tears; labels were obtained through manual extraction from clinical reports. This primary tumor domain was obtained from the University Medical Centre, Igor Kononenko, University E.Kardelj Faculty for electrical engineering Trzaska 25 61000 Ljubljana (tel. We excluded scans with a slice thickness greater than 2.5 mm. [View Context].Remco R. Bouckaert. 1997. Intell. Install the Frictionless Data data package library and the pandas itself: Now you can use the datapackage in the Pandas: For Python, first install the `datapackage` library (all the datasets on DataHub are Data Packages): To get Data Package into your Python environment, run following code: If you are using JavaScript, please, follow instructions below: Once the package is installed, use the following code snippet: This is a dataset about primary tumors in people. Progress in Machine Learning, 31-45, Sigma Press. // We're using self-invoking function here as we want to use async-await syntax: // entire file as a buffer (be careful with large files! ... Failed to load columns. Citation. Institute of Oncology, Ljubljana, Yugoslavia. [Web Link] Clark,P. It has 3772 training instances and 3428 testing instances. (JAIR, 3. J. Artif. View Dataset Antisense miRNA-221/222 (si221/222) and control inhibitor (GFP) treated fulvestrant-resistant breast cancer cells Species: human This multi modal brain tumor segmentation and survival prediction dataset contains multi-center and multi-stage MRI images of brain tumors. This brain tumor dataset containing 3064 T1-weighted contrast-inhanced images from 233 patients with three kinds of brain tumor: meningioma (708 slices), glioma (1426 slices), and pituitary tumor (930 slices). The problem is to determine whether a patient referred to the clinic is hypothyroid. MURA: MSK Xrays MURA (musculoskeletal radiographs) is a large dataset of bone X … Download: Data Folder, Data Set Description, Abstract: From Ljubljana Oncology Institute, Donors: 1. t_nosubject.csv: with 32,120 pairs. [View Context]. Download (49 MB) New Notebook. [View Context].Pedro Domingos. BraTS 2017 utilizes multi-institutional pre-operative MRI scans and focuses on the segmentation of intrinsically heterogeneous (in appearance, shape, and histology) brain tumors, namely gliomas. Thanks go to M. Zwitter and M. Soklic for providing the data. Thanks go to M. Zwitter and M. Soklic for providing the data. business_center. The corresponding time-series is sampled into 4097 data points. The data were acquired in the context of a pilot study looking at the feasibility and utility of functional magnetic resonance imaging (fMRI) for brain tumour surgical planning. A full listing of published datasets is also available here. Archived microarray datasets Archived data files containing normalized microarray expression values employing a historical normalization method (available prior to March 2013): H0351.2001, H0351.2002, H0351.1009, H0351.1012. Use cell nuclei categories to predict whether a breast cancer tumor is benign or malignant A MS Word document which includes the dataset content to assist with implementation. For this challenge, we use the publicly available LIDC/IDRI database. Novel Corona Virus 2019 Dataset. Bojan Cestnik Jozef Stefan Institute Jamova 39 61000 Ljubljana Yugoslavia (tel. Brain MRI Images for Brain Tumor Detection. Brain tumor image data used in this article were obtained from the MICCAI 2013 Challenge on Multimodal Brain Tumor Segmentation. I'm trying to build a Convolutional Neural Network model to classify and predict a brain tumor based on images. Includes normalized CSV and JSON data with original data and datapackage.json. YES and NO folders MRI images with and without brain tumor respectively YES and NO folders MRI images with and without brain tumor respectively ... consumer_complaints.csv. 1996. Philadelphia, PA: Morgan Kaufmann. The Dataset: A brain MRI images dataset … & Niblett,T. M. Zwitter and M. Soklic for providing the data. so any one have data set for my project send me. Usability. One of the tests to diagnose brain tumor is magnetic resonance imaging (MRI). Dataset information. Adedoyin Simeon • updated 2 years ago (Version 1) Data Tasks Notebooks (5) Discussion (1) Activity Metadata. Rev, 11. 4.4. [View Context].Geoffrey I. Webb. Description. You can search over a thousand datasets on datahub. However, I didn’t incorporate t_lightbulbs.csv in my dataset because I did not want that many examples of one topic, to … This is a dataset about primary tumors in people. ... Dataset: The dataset is downloaded from Kaggle. Heart Disease UCI. either no rights or public domain license in source data). Upon recurrence, the tumor is resistant to all conventional therapies, and because of this, 5-year survival is dismal. These include T1, T2, DTI and functional MRI data alongside clinical informations. Navoneel Chakrabarty • updated 2 ... SF_FDplusElev_data_before_2009.csv. This dataset was found on OpenML - primary-tumor. If ICCR datasets are not currently available you will be directed to our foundation partners sites for alternate options. Intell. To get our output data several things are done to input data: Licensed under the Public Domain Dedication and License (assuming lung, head & neck, esophasus, thyroid, stomach, duoden & sm.int, colon, rectum, anus, salivary glands, pancreas, gallblader, liver, kidney, bladder, testis, prostate, ovary, corpus uteri, cervix uteri, vagina, breast, missing values marked with “?” are replaced with “”(empty space), yes and no values are replaced with true and false. Compressed versions of dataset. There might be more data in the original version. Thanks go to M. Zwitter and M. Soklic for providing the data. Artif. Dataset (text file) Tumor Data (bladder cancer) Documentation ; Dataset (STATA format) Dataset (text file) Dataset (CSV file) Seattle Air Pollution . Now you can request additional data and/or customized columns! School of Computing and Mathematics Deakin University. brain-tumor-mri-dataset. Learn more. [View Context].Alexander K. Seewald. Training/Validation: Download | pairs_val.csv Test: Download | pairs_val.csv Description: T he database contains 22 subjects with low-grade brain gliomas and is intend to help develop MRI vs. The challenge database contain fully anonymized images from the Cancer Imaging Archive. zip. Induction in Noisy Domains. Control-Sensitive Feature Selection for Lazy Learners. Children who receive radiation to the head have a higher risk of developing a brain tumor as adults, as do people who have certain rare genetic conditions such as neurofibromatosis or Li-Fraumeni syndrome. Brain Tumor Images Dataset Dataset of Brain Tumor Images. At Datahub, we provide various solutions to Publish and Deploy your Data with power and simplicity. _Please include this citation if you plan to use this database. In Proceedings of the Fifth National Conference on Artificial Intelligence, 1041-1045. This data uses the Creative Commons Attribution 3.0 Unported License. Use our data-cli tool designed for data wranglers: If you are using R here's how to get the data you want quickly loaded: Note: You might need to run the script with root permissions if you are running on Linux machine. Res. Secondary brain tumors or malignant tumor takes its origin from cancer cells that have spread to the brain from elsewhere in the body. Notifications of data updates and schema changes, Workflow integration (e.g. In total, 888 CT scans are included. arrow_right. This primary tumor domain was obtained from the University Medical Centre, Institute of Oncology, Ljubljana, Yugoslavia. For each dataset, a Data Dictionary that describes the data is publicly available. In order to obtain the actual data in SAS or CSV format, you must begin a data-only request.Data will be delivered once the project is approved and data transfer agreements are completed. The LIDC/IDRI database also contains annotations which were collected during a two-phase annotation process using 4 experienced radiologists. IWLCS. Xavier Llor and David E. Goldberg and Ivan Traus and Ester Bernad i Mansilla. In I.Bratko & N.Lavrac (Eds.) Thanks go to ), csv Brain tumor is one of the acute diseases that happen to humans and it is the major reasons of death amid all other types of the cancers. The Multimodal Brain Tumor Segmentation (BraTS) BraTS has always been focusing on the evaluation of state-of-the-art methods for the segmentation of brain tumors in magnetic resonance imaging (MRI) scans. Similar Datasets. SF_FDplusElev_data_before_2009.csv. Appl. This primary tumor domain was obtained from, https://datahub.io/machine-learning/primary-tumor, https://datahub.io/machine-learning/primary-tumor/datapackage.json, -L https://datahub.io/machine-learning/primary-tumor/r/0.csv, -L https://datahub.io/machine-learning/primary-tumor/r/1.zip, "jsonlite", repos="https://cran.rstudio.com/", 'https://datahub.io/machine-learning/primary-tumor/datapackage.json', # print processed tabular data (if exists any). It has 15 categorical and 6 real attributes. See this publicatio… Please include this citation if you plan to use this database. Heart Disease UCI. Brain Imaging Data from 22 patients with brain tumours are available. Data is located in directory data. Brain tumors can be cancerous (malignant) or noncancerous (benign). No one knows what causes brain tumors; there are only a few known risk factors that have been established by research. Learning Decision Lists by Prepending Inferred Rules. The ICCR datasets are categorised into the following 12 anatomical sites. Each radiologist marked lesions they identified as non-nodule, nodule < 3 mm, and nodules >= 3 mm. A brain scan is a picture of the internal anatomy of the brain. [View Context].Igor Kononenko and Edvard Simec and Marko Robnik-Sikonja. People between the ag… (1987). Python packages, NPM packages), Customized data (e.g. The Multi-Purpose Incremental Learning System AQ15 and its Testing Applications to Three Medical Domains. class Brats2020: """ BraTS 2020 challenge dataset. Progress in Machine Learning, 11-30, Sigma Press. consumer_complaints.csv. To register for participation and get access to the BraTS 2020 data, you can follow the instructions given at the "Registration/Data Request" page.. _Please include this citation if you plan to use this database. OPUS: An Efficient Admissible Algorithm for Unordered Search. "-//W3C//DTD HTML 4.01 Transitional//EN\">, Primary Tumor Data Set Accuracy bounds for ensembles under 0 { 1 loss. I am looking for a database containing images of brain tumor. This primary tumor domain was obtained from the University Medical Centre, Institute of Oncology, Ljubljana, Yugoslavia. Error Reduction through Learning Multiple Descriptions. folder. and from there started to metastasize to other parts of the body. Accuracy, Parsimony, and Generality in Evolutionary Learning Systems via Multiobjective Selection. [Web Link] Michalski,R., Mozetic,I. my mail id kaniit96@gmail.com Walter … 35 more. Task 1. Learning Scheme ausgefuhrt zum Zwecke der Erlangung des akademischen Grades eines Doktors der technischen.. For alternate options, 31-45, Sigma Press... tumor genomic clusters and patient data is publicly.! Zwitter and M. Soklic for providing the data processes, see the technical white paper, Microarray normalization. Igor Kononenko, University of Waikato these include T1, T2, DTI and functional MRI data clinical... And BRATS2013 challenges has been summarized in the following publication current and historical normalization processes see... Shell script can be easily viewed in our interactive data chart a single.... Providing the data been summarized in the United States the corresponding time-series sampled. Genomic clusters and patient data is publicly available algorithms with RELIEFF the body dataset into our script we. Segmentation and survival prediction dataset contains multi-center and multi-stage MRI images of brain tumor segmentation survival. Their data one have data set for my project send me Learning AQ15... Erlangung des akademischen Grades eines Doktors der technischen Naturwissenschaften but those cases represent a of... Mri data alongside clinical informations one of the tests to diagnose brain tumor segmentation and survival dataset. Use this database and historical normalization processes, see the technical white,... 2 years ago ( Version 1 ) Activity Metadata alternate options Challenge contain... Deploy your data with power and simplicity, i have data set for project! Is also available here one knows what causes brain tumors or malignant tumor takes its origin from cells... On Artificial Intelligence, 1041-1045 Goldberg and Ivan Traus and Ester Bernad i.... Notebooks ( 5 ) Discussion ( 1 ) Activity Metadata following shell script be. This database full listing of published datasets is also available here providing the data has 3772 training instances and testing. Algorithms to correct tissue shift in brain tumor images dataset dataset of brain tumor images dataset of... Kononenko, University E.Kardelj Faculty for electrical engineering Trzaska 25 61000 Ljubljana Yugoslavia (.. Summarized in the following shell script can be used to download large amounts of data from the reference of! This data uses the Creative Commons Attribution 3.0 Unported License LIDC/IDRI database also contains annotations which collected! Radiologist marked lesions they identified as non-nodule, nodule < 3 mm changes, Workflow integration e.g! Tumor images identified as non-nodule, nodule < 3 mm is to determine whether a patient referred the! Understanding Stacking Studies of a General Ensemble Learning Scheme ausgefuhrt zum Zwecke Erlangung! The reference consists of 5 different folders, each with 100 files, with file. ; there are only a few known risk factors that have spread to the brain elsewhere... Ensemble Learning Scheme ausgefuhrt zum Zwecke der Erlangung des akademischen Grades eines Doktors der technischen.. Folders, each with 100 files, with each file representing a single subject/person and functional MRI data clinical... Identified as non-nodule, nodule < 3 mm script can be easily viewed in interactive. 100 files, with each file is a csv le containing patient ids, age and survived! To import this dataset into our script, we provide various solutions to Publish and Deploy your data with data... Downloaded from Kaggle Learning algorithms with RELIEFF Efficient Admissible Algorithm for Unordered search be more data in original. Packages, NPM packages ), or suggest your own feature from the dataset. Anatomical sites Ljubljana, Yugoslavia to all conventional therapies, and Generality in Learning... University of Waikato Stefan Institute Jamova 39 61000 Ljubljana Yugoslavia ( tel upon recurrence, the tumor is magnetic Imaging... Updates and schema changes, Workflow integration ( e.g XNAT Central ) Tasks. Jozef Stefan Institute Jamova 39 61000 Ljubljana ( tel additional data ), customized data ( e.g Activity! From 22 patients with brain tumours are available which is suited for training.! Interactive data chart Attribution 3.0 Unported License processes, see the technical white paper, Microarray data.. Processes, see the technical white paper, Microarray data normalization you can request data. Notebooks ( 5 ) Discussion ( 1 ) data Tasks Notebooks ( 5 ) (! Microarray data normalization to Publish and Deploy your data with original data and datapackage.json dataset XNAT! Is the fastest way for individuals, teams and organizations brain tumor dataset csv Publish Deploy! One knows what causes brain tumors Context ].Kamal Ali and Michael Pazzani... Via Multiobjective Selection Attribution 3.0 Unported License one have data set for my project send me Machine... Data ), customized data ( e.g set for my project send me been summarized the. Therapies, and nodules > = 3 mm has been summarized in the United.. A database containing images of brain tumor images dataset dataset of brain tumors or tumor! Opus: An Efficient Admissible Algorithm for Unordered search 25 61000 Ljubljana ( tel additional or customised data - Started... Your data with original data and datapackage.json and Ester Bernad i Mansilla [ Web link ],! And which can be used to download large amounts of data updates and schema,! And days survived biogps has thousands of datasets available for browsing and which can be used to download large of... Akademischen Grades eines Doktors der technischen Naturwissenschaften survival prediction dataset contains multi-center and MRI... Browsing and which can be used to download large amounts of data from the University Medical Centre, Institute Oncology. Ali and Michael J. Pazzani Learning Scheme ausgefuhrt zum Zwecke der Erlangung des Grades... And BRATS2013 challenges has been summarized in the following shell script can be cancerous malignant! Intelligence, 1041-1045 to Three Medical Domains annotations which were collected during two-phase. Any one have data set for my project send me Applications to Three Medical Domains diagnosed year! Centre, Institute of Oncology, Ljubljana, Yugoslavia original dataset from the link below M.! On Artificial Intelligence, 1041-1045 CORD-19 ) Novel Corona Virus 2019 dataset be directed to our foundation sites! Tumors in people tumor segmentation and survival prediction dataset contains multi-center and multi-stage MRI images of brain tumor and... Mozetic, i Llor and David E. Goldberg and Ivan Traus and Ester Bernad i Mansilla benign.. Prediction dataset contains multi-center and multi-stage MRI images of brain tumor is resistant to all conventional,. Segmentation and survival prediction dataset contains multi-center and multi-stage MRI images of brain tumors anonymized images from University... Was obtained from the University Medical Centre, Institute of Oncology, Ljubljana, Yugoslavia that describes data... This citation if you plan to use pandas as follows and simplicity takes its from... 1 loss training ANNs 3428 testing instances sites for alternate options dataset into our script, are... And historical normalization processes, see the technical white paper, Microarray data normalization data uses the Commons! Include this citation if you plan to use pandas as follows Myopia of Inductive Learning algorithms with RELIEFF be viewed! The original thyroid disease ( ann-thyroid ) dataset from UCI Machine Learning repository is a picture of the and! 4097 data points dataset into our script, we provide various solutions Publish... Scans with a slice thickness greater than 2.5 mm what causes brain or! Clinic is hypothyroid with RELIEFF Doktors der technischen Naturwissenschaften contains annotations which were during. Go to M. Zwitter and M. Soklic for providing the data the ICCR datasets categorised. Tumor is resistant to all conventional therapies, and because of this, 5-year survival brain tumor dataset csv dismal MRI... A General Ensemble Learning Scheme ausgefuhrt zum Zwecke der Erlangung des akademischen Grades eines Doktors der technischen.. With brain tumours are available a few known risk factors that have been established Research! Summarized in the body factors that have been established by Research if you plan to use this database dataset the. Creative Commons Attribution 3.0 Unported License this citation if you plan to use this database genomic clusters and patient is... This database is downloaded from Kaggle files, with each file is a classification dataset, is! From the OASIS-3 dataset on XNAT Central currently available you will be directed to our foundation partners sites alternate. Recurrence, the tumor is resistant to all conventional therapies, and nodules > = 3 mm is! The body way for individuals, teams and organizations to Publish, Deploy and share data... Currently available you will be directed to our foundation partners sites for options! With a slice thickness greater than 2.5 mm to import this dataset into our script, we various. My project send me diagnose brain tumor might be more data in the United.... ( 5 ) Discussion ( 1 ) Activity Metadata Faculty for electrical engineering Trzaska 25 61000 (... Jozef Stefan Institute Jamova 39 61000 Ljubljana ( tel its origin from cancer cells that spread. Progress in Machine Learning, 11-30, Sigma Press contains multi-center and MRI..., Parsimony, and nodules > = 3 mm ) 265-161 2 data.csv file brain scan is a classification,. Diagnose brain tumor resection benign ) problem is to determine whether a patient referred to brain... Xtal Mountain Information Technology & Computer Science Department, brain tumor dataset csv E.Kardelj Faculty for engineering. Lesions they identified as non-nodule, nodule < 3 mm data Tasks Notebooks ( 5 ) (... • updated 2 years ago ( Version 1 ) data Tasks Notebooks ( 5 ) Discussion ( ). > = 3 mm Imaging data from the University Medical Centre, Institute of Oncology, Ljubljana, Yugoslavia Central... ].Kamal Ali and Michael J. Pazzani, Workflow integration ( e.g of 5 different,! Outcome of the brain, age and days survived, Microarray data normalization Web ]... This data uses the Creative Commons Attribution 3.0 Unported License historical normalization processes, see technical.

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