# Context I created this data set merging **the census 2011 of Indian Cities with Population more than 1 Lac** and **City wise number of Graduates from the Census 2011**, to create a visualization of where the future cities of India stands today, I will try to add more columns [ fertility rate, religion distribution, health standards, number of schools, Mortality rate ] in the future, hope people will contribute. # Content ![enter image description here][1] ![enter image description here][2] Data of 500 Cities with population more than 1 Lac by Census 2011 'name_of_city' : Name of the City 'state_code' : State Code of the City 'state_name' : State Name of the City 'dist_code' : District Code where the city belongs ( 99 means multiple district ) 'population_total' : Total Population 'population_male' : Male Population 'population_female' : Female Population '0-6_population_total' : 0-6 Age Total Population '0-6_population_male' : 0-6 Age Male Population '0-6_population_female' : 0-6 Age Female Population 'literates_total' : Total Literates 'literates_male' : Male Literates 'literates_female' : Female Literates 'sex_ratio' : Sex Ratio 'child_sex_ratio' : Sex ratio in 0-6 'effective_literacy_rate_total' : Literacy rate over Age 7 'effective_literacy_rate_male' : Male Literacy rate over Age 7 'effective_literacy_rate_female': Female Literacy rate over Age 7 'location' : Lat,Lng 'total_graduates' : Total Number of Graduates 'male_graduates' : Male Graduates 'female_graduates' : Female Graduates # Acknowledgements 1. Census 2011 http://censusindia.gov.in/2011-prov-results/paper2/data_files/India2/Table_2_PR_Cities_1Lakh_and_Above.xls 2. Google Geocoder for Location Fetching. 3. Graduation Data Census 2011 http://www.censusindia.gov.in/2011census/C-series/DDWCT-0000C-08.xlsx # Inspiration What story do the top 500 cities of India tell to the world? I wrote a [post][3] in my blog about the dataset . [1]: http://arijitgeek.me/wp-content/uploads/2016/12/indian_cities_population.png [2]: http://arijitgeek.me/wp-content/uploads/2016/12/indian_cities_graduates_literacy_rate.png [3]: http://arijitgeek.me/index.php/2016/12/17/top-500-indian-cities-with-pandas-and-plotly/