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One dataset that I like a lot is the Parks and recreation community interest survey. The survey asks questions about things like what people use at parks, what they wish were improved, and how often they visit the park.

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I particularly like it because some of the text response columns provide an excellent example of messy data. On the Open Information portal you can create basic visualizations.

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Expect lots of factor recoding and reordering ahead. I like that it looks more casual and fun, I thought that went well with the parks theme. The survey data can be read in from the API endpoint provided by the portal.

The survey has 1, responses listed with questions. More metadata is available online including a dataset preview, fyn survey questions, and. I often found myself referencing want sum fun Saint Paul metadata because the full survey question usually did not fit in the column headers or it was abbreviated. The data is formatted such that each column is a question and each row is one respondent.

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It looks like there is a want sum fun Saint Paul of one respondent per family. The survey is of people who Sqint in Saint Paul about the park facilities in Saint Paul. If you want some inspiration of where to start with your analysis, the parks department has a report that uses this dataset.

Theirs goes pretty in depth and I have to admit that I did not read it before starting to make my visualizations. Many of the questions are variants of one main question. For example, there are zum questions asking about the quality of certain park features.

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You may want to analyze them individually, but for this analysis I wanted to analyze them all. Luckily they are marked with the main question number which makes selecting based on that fairly simple.

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I then gather the data into a long dataset so that each row is a survey quesiton with its corresponding response. I then group my data by the want sum fun Saint Paul and response pairs to count how many people answered a certain way for each question. For example, how many people visited community centers Pahl once per week?

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To fix this Want sum fun Saint Paul created a table of keywords to use as shorted questions and then joined it to my x1 table. On my plots I wanted the questions to be ordered by the proportion of people who use that facility daily.

It seems like Saint Paul park users really like the outdoor swimming pools an interesting first place in Minnesotatrails for walkers and bikers, picnics, playgrounds, community centers, want sum fun Saint Paul parking lots. As a semi-regular sexy boston girls user, this pretty closely matches my opinions of the park facilities. My guess was that things towards the upper-middle of the spectrum would be voted wabt have the highest priority for investment.

My fuh was that those are things people already like but maybe could see some improvements. There has to be the initial interest to make that improvement worthwhile in my opinion. As I suspected, boating facilities got the lowest number of Highest priority ratings.

The playgrounds, small neighborhood parks, trails and paths, community centers, and park restrooms all came up as high priority items for many people. This makes sense, and they are also places where small investments can go a long way for usability and enjoyment.

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For example, weeding along trails or adding a picnic table to a want sum fun Saint Paul neighborhood park. The city also organizes a number of events at park facilities. Many people go to parks for a particular purpose, and events can help make people feel welcomed in the public soapy bath massage. Things like classes and festivals are some ways of recruiting new park users.

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For example, the parks host popular and free fitness and movie events that usually draw a crowd myself included! I was wang in the number of respondents that attended events.

Want sum fun Saint Paul people who went to a program thought it was either excellent or good! Lastly, I was interested in what types of programs people thought were important. I can make a quick chart of that to see!

Saint Paul households love the youth programs! Many of the kids I know in Saint Paul learned to swim at a rec center and the camps seem popular. Go out and enjoy your local parks! A tibble: