This is a set of six ASCII grids describing the peak flood event for six return periods (2-100 years) at each point of the river network in the state of Kerala, India. Estimates were derived in a similar way to the Flood Estimation Handbook* approach. The data is measured in cubic metres per second, and is given on an unprojected resolution of 15 arc-seconds per grid cell. This work was supported by the Natural Environment Research Council as part of the LAWIS programme delivering National Capability. * (Flood Estimation Handbook. Centre for Ecology & Hydrology, 1999, ISBN: 9781906698003) Full details about this dataset can be found at https://doi.org/10.5285/cba9f9db-4706-4f1e-aaf4-fd7769e00db0

Dataset

This dataset was created by Gokulks

Released under CC0: Public Domain

Contents

In March 2023, employment for Kerala was 9.02 million persons. Though Kerala employment fluctuated substantially in recent months, it tended to increase through April 2022 - March 2023 period ending at 9.02 million persons in March 2023.

Covid19Kerala.info-Data is a consolidated multi-source open dataset of metadata from the COVID-19 outbreak in the Indian state of Kerala. It is created and maintained by volunteers of ‘Collective for Open Data Distribution-Keralam’ (CODD-K), a nonprofit consortium of individuals formed for the distribution and longevity of open-datasets. Covid19Kerala.info-Data covers a set of correlated temporal and spatial metadata of SARS-CoV-2 infections and prevention measures in Kerala. Static releases of this dataset snapshots are manually produced from a live database maintained as a set of publicly accessible Google sheets. This dataset is made available under the Open Data Commons Attribution License v1.0 (ODC-BY 1.0). Schema and data package Datapackage with schema definition is accessible at https://codd-k.github.io/covid19kerala.info-data/datapackage.json. Provided datapackage and schema are based on Frictionless data Data Package specification. Temporal and Spatial Coverage This dataset covers COVID-19 outbreak and related data from the state of Kerala, India, from January 31, 2020 till the date of the publication of this manuscript. The dataset shall be maintained throughout the entirety of the COVID-19 outbreak. The spatial coverage of the data lies within the geographical boundaries of the Kerala state which includes its 14 administrative subdivisions. The state is further divided into Local Self Governing (LSG) Bodies. Reference to this spatial information is included on appropriate data facets. Available spatial information on regions outside Kerala was mentioned, but it is limited as a reference to the possible origins of the infection clusters or movement of the individuals. Longevity and Provenance The dataset snapshot releases are published and maintained in a designated GitHub repository maintained by CODD-K team. Periodic snapshots from the live database will be released at regular intervals. The GitHub commit logs for the repository will be maintained as a record of provenance, and archived repository will be maintained at the end of the project lifecycle for the longevity of the dataset. Data Stewardship CODD-K expects all administrators, managers, and users of its datasets to manage, access, and utilize them in a manner that is consistent with the consortium’s need for security and confidentiality and relevant legal frameworks within all geographies, especially Kerala and India. As a responsible steward to maintain and make this dataset accessible— CODD-K absolves from all liabilities of the damages, if any caused by inaccuracies in the dataset. License This dataset is made available by the CODD-K consortium under ODC-BY 1.0 license. The Open Data Commons Attribution License (ODC-By) v1.0 ensures that users of this dataset are free to copy, distribute and use the dataset to produce works and even to modify, transform and build upon the database, as long as they attribute the public use of the database or works produced from the same, as mentioned in the citation below. Disclaimer Covid19Kerala.info-Data is provided under the ODC-BY 1.0 license as-is. Though every attempt is taken to ensure that the data is error-free and up to date, the CODD-K consortium do not bear any responsibilities for inaccuracies in the dataset or any losses—monetary or otherwise—that users of this dataset may incur.

Steam Station: Coal Consumption: Kerala data was reported at 0.000 Metric Ton in 2022. This stayed constant from the previous number of 0.000 Metric Ton for 2021. Steam Station: Coal Consumption: Kerala data is updated yearly, averaging 0.000 Metric Ton from Mar 1996 to 2022, with 26 observations. The data reached an all-time high of 0.000 Metric Ton in 2022 and a record low of 0.000 Metric Ton in 2022. Steam Station: Coal Consumption: Kerala data remains active status in CEIC and is reported by Central Electricity Authority. The data is categorized under Global Database’s India – Table IN.RBC018: Electricity: Gross Generation: Utilities: Steam Station.

Travel Agents: Kerala data was reported at 0.000 Unit in 2020. This records a decrease from the previous number of 2.000 Unit for 2019. Travel Agents: Kerala data is updated yearly, averaging 8.000 Unit from Dec 2008 to 2020, with 13 observations. The data reached an all-time high of 11.000 Unit in 2014 and a record low of 0.000 Unit in 2020. Travel Agents: Kerala data remains active status in CEIC and is reported by Ministry of Tourism. The data is categorized under India Premium Database’s Tourism Sector – Table IN.QE005: Travel Agents.

The southern Indian state of Kerala had almost 8,417 people under observation due to the coronavirus (COVID-19) as of April 10, 2022. Of these, over eight thousand were confined to home or institutions, while over 150 patients were quarantined in designated isolation facilities. India recorded over 62 thousand active cases of the virus as September 1, 2022. The regions of Kerala , Karnataka and Maharashtra had the highest number of confirmed cases in the same time period.

Kerala’s links to Wuhan

On February 7, 2020, three Indians from Kerala were tested positive for COVID-19 after returning to India from Wuhan- the epicenter of the virus that has infected over 90 thousand people. Wuhan has been a popular destination among Keralites for its quality and affordable medical education. After conducting test swabs on all returnees, the Kerala government swung into immediate action by advising home quarantines for the people suspected to have been in contact with this coronavirus.

A state known for its healthcare performance

Kerala’s last major health scare was the Nipah virus in 1998, that returned in 2018, killing 17 people, along with almost six million cases of acute respiratory infections in 2016. Even then, Kerala is known to be India’s leading state for healthcare and medical literacy compared to the rest of the country. The southern state’s health department was reported to have been strictly following the protocols given by the World Health Organization to combat COVID-19. This preparedness seems to have borne good results so far with a high rate of recovery and containment of the virus.

Context 📑

After the Outbreak of the novel corona virus,In India the very first case was reported in Kerala,even if we were able to control it the virus had spread from various other areas This dataset highlights the covid clusters that were called by Kerala Government

Content ✌

The various covid clusters identified in Kerala by the government till June 2021.

Acknowledgements 📚📖

The Dataset was scraped from the Covid Jaagratha Website of Kerala Covid Jaagratha Website

Inspiration 👨‍💻✍👏

There are various types of covid clusters identified, the list are: * Large Community Cluster * Institutional Cluster * Limited Community Cluster * Closed Community Cluster

So I wanted people to identify these clusters formed, The data is cleaned and anyone can easily perform EDA on this , As a PG student in Data Sceince in the beginning it was hard for me to find Indian Datasets to work on for beginners, Well Voila ! Enjoy analysing this dataset,This dataset will be updated every month

Conquer The world with Love ❤😍

Upvote the dataset if you find it useful

This map provides district level Education Data for Kerla, India includes Primary_Student-Classroom Ratio (%), Primary_Girl's Enrolment (%), Primary_Female Teachers (%), Primary_Schools with girls toilet (%), Primary_Schools with boys toilet (%), UpperPrimary_Net Enrolment Ratio (%), UpperPrimary_Girl's Enrolment (%), UpperPrimary_Schools with drinking water facility (%), UpperPrimary_Schools with electricity (%), etc.Source links for the Education MIS data are given below:NITI Aayog, Govt. of IndiaThis web layer is offered by Esri India, for ArcGIS Online subscribers. If you have any questions or comments, please let us know via content@esri.in.

Regression output for various variables THIS DATASET IS ARCHIVED AT DANS/EASY, BUT NOT ACCESSIBLE HERE. TO VIEW A LIST OF FILES AND ACCESS THE FILES IN THIS DATASET CLICK ON THE DOI-LINK ABOVE

Dataset

This dataset was created by Sridhar Kadhiri

Contents

Kerala is the top region by number of dengue cases among 1 regions. As of 2022, number of dengue cases in Kerala was 694 that accounts for 99.14% of total number of dengue cases. The top 2 regions (others are Kerala) account for 100.00% of it. The total number of dengue cases was estimated at 700 in 2022.

City-wise confirmed Covid-19 cases within India and specifically within KeralaFor discussions, please visit and follow the Facebook profile: https://www.facebook.com/viswaprabhaTo see the underlying live data, please visit this Google Sheet

Analysis of ‘Latest Covid-19 Confirmed Cases Kerala’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/anandhuh/covid19-confirmed-cases-kerala on 08 August 2021.

--- Dataset description provided by original source is as follows ---

This dataset contains the confirmed Covid-19 cases in Kerala, India from 31/01/2020 to 03/08/2021. It contains dates and confirmed cases, which can be used for time series analysis.

PLEASE UP VOTE THE DATA, IF YOU FIND IT USEFUL

--- Original source retains full ownership of the source dataset ---

In 2011, number of households for Kerala was 7.85 million. Number of households of Kerala increased from 5.51 million in 1991 to 7.85 million in 2011 growing at an average annual rate of 19.35%.

Kerala has abundant resources for wellness tourism, including Ayurveda traditional medicine, but lacks a branding strategy to successfully compete internationally. A stakeholder-based participatory process was developed to co-create a branding strategy, involving a destination audit supported by an online conjoint analysis survey to discover the relative importance of ‘high-level’ attributes associated with Kerala’s wellness tourism resources. The data was collected among various stakeholders in Wellness related services in Kerala, India. The data was collected using the 1000minds platform based on the Conjoint Analysis. The data file has Part worth utilities, Atribute Ranking and Rank Frequencies.

In 2021, GDP per capita for Kerala was 264,971 INR, lakhs. GDP per capita of Kerala increased from 122,471 INR, lakhs in 2012 to 264,971 INR, lakhs in 2021 growing at an average annual rate of 9.17%. A lakh is a unit in the Indian numbering system equal to one hundred thousand (100,000)

In March 2023, labor force participation rate for Kerala was 33.12 %. Though Kerala labor force participation rate fluctuated substantially in recent months, it tended to increase through April 2022 - March 2023 period ending at 33.12 % in March 2023.

In 2021, GDP for Kerala was 93.2 million INR, lakhs. GDP of Kerala increased from 41.2 million INR, lakhs in 2012 to 93.2 million INR, lakhs in 2021 growing at an average annual rate of 9.71%. A lakh is a unit in the Indian numbering system equal to one hundred thousand (100,000)

In 2022, number of cyber crimes for Kerala was 773. Number of cyber crimes of Kerala increased from 283 in 2016 to 773 in 2022 growing at an average annual rate of 19.80%.