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health, happiness, etc. for understanding well-being; thinking about meaning and purpose of life, belief in God to
               understand  spirituality;  attending  services  to  understand  religiosity.  We  hope  to  find  a  positive  relationship
               between spirituality, religiosity and overall health; and no significant effect of the different religions on good health.


               17 Application of Machine Learning in Demographic Analysis through Python
               software: An Exploration through Anaconda Navigator


               VIJAY KUMAR MISHRA
               Public Health Foundation of India, Gurugram, India


               Categories

               2. Population Census/Survey, Vital Registration, and Big Data


               Abstract

               Background: Nowadays, Machine learning (ML) has become very popular in data science for resolving complex
               issues as well big-data analysis. This study would help to explore various options of data analysis through specially
               designed software libraries.


               Objectives: To  study different  aspects of  machine  learning in demography. To  study packages to  be used  for
               analysis of demographic data.


               Methods: This study uses Nationally Representative Demographic and Health Survey data (DHS-VII, 2017-18) of
               Albania. Data mining and predictive analyses were done through specified packages in python.


               Results & Conclusions: The packages Matplotlib, Pandas, Numpy, Matplotlib and TensorFlow are the most suitable
               python libraries that may perform data analysis of many aspects of demography.


               Keywords: Numpy, Scipy, Matplotlib, Pandas, PyTorch, Kiras, Theano, TensorFlow, Scikit-learn


               1550 Exploring the India’s population diversity with respective to minority and
               majority transition


               Srikanth Reddy Umenthala

               International Institute for Population Science, Mumbai, India

               Categories


               8. Population Dynamics, Demographic Transition and Population Ageing

               Abstract


               Over the last few decades there have been remarkable changes in Indian population parameters. It consists of many
               religious, caste and other social groups. Most of the studies have noted demographic indicators in each of the
               states in India are dramatically different from each other states. This large inter-state diversity in fertility by region

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