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Milestone report for the Coursera course. This report loads the text in, performs some exploratory analysis, generates tokens, bigrams, and trigrams, and calculates term frequencies.

One measure that assesses the strength of the housing market is homeownership rates, which can be defined as the proportion of all households in the nation that are owner-occupied. The U.S. Census Bureau has measured homeownership rates since 1965. While homeownership rates have increased steadily until 2004, the began falling prior to the beginning of the Great Recession. In 2016, the trend has begun to increase again, but current rates are on par with those in 1965-1966.

The data collected by the State Department of Social Services is made available publically on a monthly basis as "snapshot data". This data is from September 2017. Eventually, I would like to expand this dashboard to include additional statistics besides number of children. Hover over individual counties and indepndent cities to get the number of children reported by each county/city.

This analysis uses the U.S. National Oceanic and Atmospheric Administration's (NOAA) storm databases to find the most harmful and economically damaging weather events recorded in the data set. The harm caused by an event type is defined as the sum of fatalities and injuries caused by all recorded occurrences by that event. Economic damage per event type is calculated by adding the estimated property and crop damage in US dollars as a result of all recorded occurrences by that event.