cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.22002/d59nq-ck383
title: FtsZ structure at dividing site

description: ingle tilt. Constant angular increment. FtsZ. Complete ring. Caulobacter.
description: <strong>Tilt Series Date:</strong> 2015-03-11</p>
<strong>Data Taken By:</strong> Qing Yao</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 170.0 eV/Å²,  defocus: -10.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> Undefined</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> UCSFtomo</p>
<strong>Purification / Growth Conditions / Treatment:</strong> C. crescentus was from Yi-Wei's cryo-stock and was grown in PYE medium overnight at 30°c 250 rpm. In the next days' morning, 1/20 subculture into the M2G medium. When OD600 reaches 0.48, 1ml medium was spun down and the resuspension was 100 ul for cryo-grid preparation.</p>
<strong>Sample Preparation:</strong> Glow discharged Quantifoil R2/R holey carbon film. 4 ul concentrated gold suspension was added to 16 ul bacteria and mix before plunge freezing. Plunge freezing condition: 6(force)-2(duration time)-1(dry time). Tilt Series Setting: single tilt. constant angular increment, step: 1. tilt range: (-60, 60). dosage: 120/A2. defocus: -10um. magnification: 22500.</p>
  qya2015-03-11-27_slicer12938.jpg: Filaments bundle, CTPS. qya2015-03-11-27_slicer12987.jpg: Invagination, maybe from two sides. qya2015-03-11-27_slicer12989.jpg: No FtsZ filament qya2015-03-11-27_slicer13020.jpg: No filament about invagination
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/qya2015-03-11-27/rawdata/</p>Qing15_20019.mrc,  Tilt Series (Pixel Size 0.39 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/qya2015-03-11-27/rawdata/Qing15_20019.mrc"
        > <i class="download icon"></i> Download </a></p>

        Qing15_20019.rec,  Reconstruction (Pixel Size 1.56 nm), 889.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/qya2015-03-11-27/3dimage_53140/Qing15_20019.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/dty7m-8rm83
title: JV918 Legionella thyA ΔdotB

description: Legionella thyA ΔdotB. Lacks dotB ATPase.
description: <strong>Tilt Series Date:</strong> 2017-08-08</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: -7.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Joseph P. Vogel, Washington University School of Medicine. Data collected and processed by Debnath Ghosal at F30, Caltech.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in AYE liquid culture with following supplements: ferric nitrate, cysteine hydrochloride and thymidine. Scrape cells off a plate, dissolve in the media, adjust the cell density to 0.6 and make a dilution series. Start O/N culture with all of them and freeze cells next day from the one in early stationary phase that is OD ~ 3.0. This time cell density was ~2.6.</p>
<strong>Sample Preparation:</strong> 8 grids were frozen for this strain at OD~2.9. Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-15/rawdata/</p>20170808_JV918a0015.mrc,  Tilt Series (Pixel Size 0.39 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-15/rawdata/20170808_JV918a0015.mrc"
        > <i class="download icon"></i> Download </a></p>

        20170808_JV918a0015_part61_2.rec,  Reconstruction (Pixel Size 1.56 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-15/3dimage_87528/20170808_JV918a0015_part61_2.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/gs8wb-apk29
title: "FtsZ" on one side

description: It is not convincing to say that the filament is FtsZ because of the missing wedge and it may be too close to the membrane.
description: <strong>Tilt Series Date:</strong> 2015-03-10</p>
<strong>Data Taken By:</strong> Qing Yao</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -10.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSF Tomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Batchruntomo</p>
<strong>Purification / Growth Conditions / Treatment:</strong>  C. crescentus was from Yi-Wei's cryo-stock and was grown in PYE medium overnight at 30°c 250 rpm. In the next days' morning, 1/20 subculture into the M2G medium. When OD600 reaches 0.30, 2 ml medium was spun down gently (3000 rpm for 3 min) and the resuspension was 100 ul for cryo-grid preparation.</p>
<strong>Sample Preparation:</strong>  Glow discharged Quantifoil R2/R holey carbon film. 4 ul concentrated gold suspension was added to 16 ul bacteria and mix before plunge freezing. Plunge freezing condition: 6(force)-2(duration time)-1(dry time). Tilt Series Setting: single tilt. constant angular increment, step: 1. tilt range: (-60, 60). dosage: 180/A2. defocus: -10 um. magnification: 27500. Tilt Series Setting: single tilt. constant angular increment, step: 1.0. tilt range: (-60, 60)</p>
  qya2015-03-10-30_slicer12953.jpg: This maybe some kind of filament on the invagination site. It may be hard to say this filament is FtsZ because of the missing wedge and distance to the membrane is very close.
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/qya2015-03-10-30/rawdata/</p>Qing15_10030.mrc,  Tilt Series (Pixel Size 0.39 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/qya2015-03-10-30/rawdata/Qing15_10030.mrc"
        > <i class="download icon"></i> Download </a></p>

        Qing15_10030.rec,  Reconstruction (Pixel Size 1.56 nm), 889.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/qya2015-03-10-30/3dimage_53080/Qing15_10030.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/wjvrx-14d48
title: JV918 Legionella thyA ΔdotB

description: Legionella thyA ΔdotB. Lacks dotB ATPase.
description: <strong>Tilt Series Date:</strong> 2017-08-08</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: -7.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Joseph P. Vogel, Washington University School of Medicine. Data collected and processed by Debnath Ghosal at F30, Caltech.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in AYE liquid culture with following supplements: ferric nitrate, cysteine hydrochloride and thymidine. Scrape cells off a plate, dissolve in the media, adjust the cell density to 0.6 and make a dilution series. Start O/N culture with all of them and freeze cells next day from the one in early stationary phase that is OD ~ 3.0. This time cell density was ~2.6.</p>
<strong>Sample Preparation:</strong> 8 grids were frozen for this strain at OD~2.9. Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-1/rawdata/</p>20170808_JV918a0001.mrc,  Tilt Series (Pixel Size 0.39 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-1/rawdata/20170808_JV918a0001.mrc"
        > <i class="download icon"></i> Download </a></p>

        20170808_JV918a0001_full.rec,  Reconstruction (Pixel Size 1.56 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-1/3dimage_87500/20170808_JV918a0001_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/d5zw2-23t05
title: Agro_AD1526_GFP-VirB11_20150826

description: Agro_AD1526_GFP-VirB11 (Cb+Kan+AS plates, Mes pH5.8). Add 200 ul of induction media to one of the induction plate (containing lawn of Agrobacterium AD1526) and wash the plate by gently rolling the liquid. Take this liquid and add to the other plate. Repeat the same. This should get enough cells dissolved in the liquid.Add gold to this: 1ul of gold to 4 ul of cells.
description: <strong>Tilt Series Date:</strong> 2015-08-26</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Agrobacterium tumefaciens</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2.0°, constant angular increment, dosage: 160.0 eV/Å²,  defocus: -8.0 μm,  magnification: 26000x. </p>
<strong>Microscope:</strong> Janelia Titan</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain constructed by Anath Das. Data collected and processed by Debnath Ghosal using Caltech tomography pipeline. This data was collected at the Janelia Krios.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Grow AD1526 cells on AB solid medium (pH 7) at 30C. For induction, use one single colony and spread on induction plates (AB Mes pH 5.8) containing  Cb (50ug/ml)+Kan (50ug/ml)+AS (200µM). Grow at 19C for 48 hr. Add 200 ul of induction media to one of the induction plate (containing lawn of Agrobacterium AD1526) and wash the plate by gently rolling the liquid. Add gold to this: 1ul of gold to 4 ul of cells, freeze.</p>
<strong>Sample Preparation:</strong> Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200.</p>
  dga2015-08-26-61_slicer14346.jpg: T4SS? dga2015-08-26-61_slicer14347.jpg: T4SS?
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2015-08-26-61/3dimage_60877/</p>AD1526tomo0034_part61_1.rec,  Reconstruction (Pixel Size 1.68 nm), 430.6 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2015-08-26-61/3dimage_60877/AD1526tomo0034_part61_1.rec"
        > <i class="download icon"></i> Download </a></p>

        AD1526tomo0034.mrc,  Tilt Series (Pixel Size 0.42 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2015-08-26-61/rawdata/AD1526tomo0034.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/wt906-yd963
title: Coxiella_burnetii_ wtACCMD_pH4d5

description: Coxiella burnetii Nine Mile phase II clone 4 (NMIIC4) strain. Wild-type cells day-5 culture. Cells grown in acidic media ACCMD and pH 4.75
description: <strong>Tilt Series Date:</strong> 2017-08-15</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Coxiella burnetii</p>
<strong>Strain:</strong> Nine Mile phase II clone 4</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2°, constant angular increment, dosage: 130.0 eV/Å²,  defocus: -7.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Robert Heinzen. Data collected and processed by Debnath Ghosal using Caltech tomography pipeline.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in Robert Heinzen's lab @NIAID and ~50 ul cells were sent to us.</p>
<strong>Sample Preparation:</strong> Refer to Heinzen lab. Freezing: 100% humidity, 4µl sample, Blot force 6, blot time 4 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
  dga2017-08-15-21_slicer18737.jpg: long filament in the cytoplasm dga2017-08-15-21_slicer18738.jpg: vesicles in the cytoplasm dga2017-08-15-21_slicer18739.jpg: T4SS from top view? dga2017-08-15-21_slicer18740.jpg: T4SS from top view? dga2017-08-15-21_slicer18858.jpg: cytoplasmic filaments dga2017-08-15-21_slicer18859.jpg: top view T4SS
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-15-21/rawdata/</p>Cb_20170816_Cb1pH4d50020.mrc,  Tilt Series (Pixel Size 0.39 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-15-21/rawdata/Cb_20170816_Cb1pH4d50020.mrc"
        > <i class="download icon"></i> Download </a></p>

        Cb_20170816_Cb1pH4d50020_full.rec,  Reconstruction (Pixel Size 1.56 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-15-21/3dimage_87984/Cb_20170816_Cb1pH4d50020_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/26hq1-5kk16
title: JV918 Legionella thyA ΔdotB

description: Legionella thyA ΔdotB. Lacks dotB ATPase.
description: <strong>Tilt Series Date:</strong> 2017-08-08</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: -7.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Joseph P. Vogel, Washington University School of Medicine. Data collected and processed by Debnath Ghosal at F30, Caltech.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in AYE liquid culture with following supplements: ferric nitrate, cysteine hydrochloride and thymidine. Scrape cells off a plate, dissolve in the media, adjust the cell density to 0.6 and make a dilution series. Start O/N culture with all of them and freeze cells next day from the one in early stationary phase that is OD ~ 3.0. This time cell density was ~2.6.</p>
<strong>Sample Preparation:</strong> 8 grids were frozen for this strain at OD~2.9. Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-79/rawdata/</p>20170808_JV918b0082.mrc,  Tilt Series (Pixel Size 0.39 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-79/rawdata/20170808_JV918b0082.mrc"
        > <i class="download icon"></i> Download </a></p>

        20170808_JV918b0082_full.rec,  Reconstruction (Pixel Size 1.56 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-79/3dimage_87653/20170808_JV918b0082_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.5281/zenodo.16981360
title: Shah Jo Risalo Labaeled

description: Shah Abdul Latif Bhittai’s Poetry Dataset – “Shah Jo Risalo”




Developed by:


Abdul Majid Bhurgri Institute of Language Engineering (AMBILE), HyderabadUnder the administrative control of the Culture, Tourism, Antiquities & Archives Department, Government of Sindh.



Dataset Overview:


The "Shah Jo Risalo" Dataset is a rich linguistic and literary resource comprising 43,779 Sindhi poetic verses extracted from the 30 traditional Surs of Shah Abdul Latif Bhittai’s magnum opus. Each verse is paired with a Sindhi-language explanation, primarily derived from the authoritative interpretations of Dr. Nabi Bakhsh Baloch.

This dataset offers profound insights into the philosophical, spiritual, and cultural themes embedded in the poetry, making it an invaluable asset for Sindhi literature researchers, linguists, educators, and AI/NLP developers.



Dataset Features:




Total Verses: 43,779 poetic lines from 30 classical Surs

Language: Clean Sindhi script in Unicode format

File Format: CSV file titled Shah Jo Risalo labeled.csv




CSV Structure:






melody (سر): Name of the Sur




chapter (داستان): Subsection within the Sur




chapter_verse_number: Verse number within the dastan




poetry_text (بيت): Original Sindhi poetic verse




explanation (وضاحت): Sindhi interpretation of the verse




keywords: Search-optimized terms




compiler_name:Name of the compiler of various versions of Shah Jo Risalo.**

Compilers:



Allama I. I. Qazi

Banhoo Khan Shaikh

Dr. Nabi Bux 28 Surs Explanation

Dr. Ernest Trumpp

GM Shahwani

Gurbakh Shani

Mirza Qaleech Baig

Tara Chand Shokeeram

Usman Ali Ansari

Usman Diplai

Adwani Kaliyan

Dr. Nabi Bux Baloch (1165–1207 Hijri)

Dr. Nabi Bux Baloch (1269 Hijri and 1270 Hijri)

Dr. Nabi Bux Baloch (British Museum)






Applications:




Natural Language Processing (NLP) research in Sindhi

AI-based Sindhi chatbots and conversational agents

Development of educational tools for literature learning

Text-to-Speech (TTS) system training

Verse classification and sentiment analysis projects

Digital preservation and promotion of Sindhi literary heritage




Data Source


The dataset is sourced from the AMBILE Bhittaipedia project.



How to Use:




download the CSV file.

Open the CSV file using Python or Excel:



import pandas as pd
df = pd.read_csv("Shah_Jo_Risalo_labeled.csv")
print(df.head())

 






License:


This dataset is released under the Creative Commons Attribution-NonCommercial 4.0 License. It is intended for educational and research purposes only.



Acknowledgments:


Special thanks to the AMBILE team for their involvement in data compilation and cleaning.



Contact:


For any queries, collaboration opportunities, or contributions, please contact:



Email: datasets@sindh.ai
DOI: 10.5281/zenodo.16981361
title: Shah Jo Risalo Labaeled

description: Shah Abdul Latif Bhittai’s Poetry Dataset – “Shah Jo Risalo”




Developed by:


Abdul Majid Bhurgri Institute of Language Engineering (AMBILE), HyderabadUnder the administrative control of the Culture, Tourism, Antiquities & Archives Department, Government of Sindh.



Dataset Overview:


The "Shah Jo Risalo" Dataset is a rich linguistic and literary resource comprising 43,779 Sindhi poetic verses extracted from the 30 traditional Surs of Shah Abdul Latif Bhittai’s magnum opus. Each verse is paired with a Sindhi-language explanation, primarily derived from the authoritative interpretations of Dr. Nabi Bakhsh Baloch.

This dataset offers profound insights into the philosophical, spiritual, and cultural themes embedded in the poetry, making it an invaluable asset for Sindhi literature researchers, linguists, educators, and AI/NLP developers.



Dataset Features:




Total Verses: 43,779 poetic lines from 30 classical Surs

Language: Clean Sindhi script in Unicode format

File Format: CSV file titled Shah Jo Risalo labeled.csv




CSV Structure:






melody (سر): Name of the Sur




chapter (داستان): Subsection within the Sur




chapter_verse_number: Verse number within the dastan




poetry_text (بيت): Original Sindhi poetic verse




explanation (وضاحت): Sindhi interpretation of the verse




keywords: Search-optimized terms




compiler_name:Name of the compiler of various versions of Shah Jo Risalo.**

Compilers:



Allama I. I. Qazi

Banhoo Khan Shaikh

Dr. Nabi Bux 28 Surs Explanation

Dr. Ernest Trumpp

GM Shahwani

Gurbakh Shani

Mirza Qaleech Baig

Tara Chand Shokeeram

Usman Ali Ansari

Usman Diplai

Adwani Kaliyan

Dr. Nabi Bux Baloch (1165–1207 Hijri)

Dr. Nabi Bux Baloch (1269 Hijri and 1270 Hijri)

Dr. Nabi Bux Baloch (British Museum)






Applications:




Natural Language Processing (NLP) research in Sindhi

AI-based Sindhi chatbots and conversational agents

Development of educational tools for literature learning

Text-to-Speech (TTS) system training

Verse classification and sentiment analysis projects

Digital preservation and promotion of Sindhi literary heritage




Data Source


The dataset is sourced from the AMBILE Bhittaipedia project.



How to Use:




download the CSV file.

Open the CSV file using Python or Excel:



import pandas as pd
df = pd.read_csv("Shah_Jo_Risalo_labeled.csv")
print(df.head())

 






License:


This dataset is released under the Creative Commons Attribution-NonCommercial 4.0 License. It is intended for educational and research purposes only.



Acknowledgments:


Special thanks to the AMBILE team for their involvement in data compilation and cleaning.



Contact:


For any queries, collaboration opportunities, or contributions, please contact:



Email: datasets@sindh.ai