From 4f0d09508569925a949cd3480458800112e33935 Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Tue, 21 Jan 2025 10:16:07 -0800 Subject: [PATCH 01/12] first draft for getting started learning stream --- _quarto.yml | 10 + .../getting_started/01-welcome.qmd | 154 + .../getting_started/02-ui.qmd | 92 + .../getting_started/03-inputs.qmd | 160 + .../getting_started/04-outputs.qmd | 194 + .../getting_started/05-scripts.qmd | 192 + .../getting_started/06-reactive.qmd | 100 + .../getting_started/07-publish.qmd | 77 + .../getting_started/app-05-02-load_modules.py | 51 + .../apps/app-05-01-read_csv.py | 34 + .../apps/app-06-01-base_stock.py | 45 + .../apps/app-06-02-reactive_value_setup.py | 51 + .../apps/app-06-03-reactive_data.py | 54 + docs/learning_streams/getting_started/data.py | 87 + .../getting_started/data/counties.csv | 3083 ++++++++++++++++ .../getting_started/data/fips.csv | 3257 +++++++++++++++++ .../getting_started/data/merged_data.csv | 3083 ++++++++++++++++ .../getting_started/img/010-run_app.png | Bin 0 -> 231791 bytes docs/learning_streams/getting_started/map.py | 39 + 19 files changed, 10763 insertions(+) create mode 100644 docs/learning_streams/getting_started/01-welcome.qmd create mode 100644 docs/learning_streams/getting_started/02-ui.qmd create mode 100644 docs/learning_streams/getting_started/03-inputs.qmd create mode 100644 docs/learning_streams/getting_started/04-outputs.qmd create mode 100644 docs/learning_streams/getting_started/05-scripts.qmd create mode 100644 docs/learning_streams/getting_started/06-reactive.qmd create mode 100644 docs/learning_streams/getting_started/07-publish.qmd create mode 100644 docs/learning_streams/getting_started/app-05-02-load_modules.py create mode 100644 docs/learning_streams/getting_started/apps/app-05-01-read_csv.py create mode 100644 docs/learning_streams/getting_started/apps/app-06-01-base_stock.py create mode 100644 docs/learning_streams/getting_started/apps/app-06-02-reactive_value_setup.py create mode 100644 docs/learning_streams/getting_started/apps/app-06-03-reactive_data.py create mode 100644 docs/learning_streams/getting_started/data.py create mode 100644 docs/learning_streams/getting_started/data/counties.csv create mode 100644 docs/learning_streams/getting_started/data/fips.csv create mode 100644 docs/learning_streams/getting_started/data/merged_data.csv create mode 100644 docs/learning_streams/getting_started/img/010-run_app.png create mode 100644 docs/learning_streams/getting_started/map.py diff --git a/_quarto.yml b/_quarto.yml index c78f875c..4822decf 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -231,6 +231,16 @@ website: collapse-level: 2 align: left contents: + + - section: "Learning Streams" + contents: + - docs/learning_streams/getting_started/01-welcome.qmd + - docs/learning_streams/getting_started/02-ui.qmd + - docs/learning_streams/getting_started/03-inputs.qmd + - docs/learning_streams/getting_started/04-outputs.qmd + - docs/learning_streams/getting_started/05-scripts.qmd + - docs/learning_streams/getting_started/06-reactive.qmd + - docs/learning_streams/getting_started/07-publish.qmd - section: "Essentials" contents: - docs/overview.qmd diff --git a/docs/learning_streams/getting_started/01-welcome.qmd b/docs/learning_streams/getting_started/01-welcome.qmd new file mode 100644 index 00000000..2e7fd2bb --- /dev/null +++ b/docs/learning_streams/getting_started/01-welcome.qmd @@ -0,0 +1,154 @@ +--- +title: Getting Started +--- + +Shiny for Python is a web application framework that helps tell your +data story. +If you've landed on this page, +you probably have a bit of Python experience, +worked with data, +and now need a way to publish an interactive +web application to help tell your data story. + +## Installing Shiny + +::: {.panel-tabset} + +## pip + +```bash +pip install shiny +``` + +## conda + +```bash +conda install -c conda-forge shiny +``` + +## mamba + +```bash +mamba install -c conda-forge shiny +``` + +::: + + +We will be using [Positron](https://positron.posit.co/) in our tutorials, +but you can also use [Visual Studio Code](https://code.visualstudio.com/). +Whether you are using Positron, or VS Code, +wou will need to make sure you have the +[VS Code Shiny Extension](https://marketplace.visualstudio.com/items?itemName=Posit.shiny). + +## Shiny Express: Your first application + +Shiny express allows us to write shiny apps with a minimal amount of code. +This lets us rapidly link interactive components with our data +in our web application. + +There are 3 main parts of a shiny express application + +1. [input components](/components/#inputs): + provide user interactions that can be used as inputs in other parts of the web application. +2. [output components](/components/#outputs): + results that are displayed on the web application. +3. [layout and ui components](/layouts): + how and where the inputs and output of the web application are displayed. + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 150 +from shiny.express import input, render, ui + +ui.input_slider("val", "Slider label", min=0, max=100, value=50) + +@render.text +def slider_val(): + return f"Slider value: {input.val()}" +``` + +This example demonstrates the basic mechanics behind Shiny apps. +As you move the slider (an input component), +the text (output component) will react and update to the corresponding input value. + +* Inputs are created via `ui.input_*()` functions. + * The first argument is the input's `id`, which is used to read the input's value. +* Outputs are created by decorating a function with `@render.*`. + * Inside a `render` function, `input` values can be read [reactively](#reactivity). + * When those `input` values change, Shiny knows how to minimally re-render output. + +::: {.callout-note} +## Exercise + +Let's make and run our first shiny for python application. + +1. Take the above code and save it to a file. Here we named it `app-010-simple.py` +2. Click on the play button (red circle in the image below)j + +You will see the terminal run the `shiny run` command for you automatically. +The output will look something like this + + +```bash +$ python -m shiny run --port 55901 --reload --autoreload-port 55902 app-010-simple.py +INFO: Will watch for changes in these directories: ['~/Desktop/py-shiny-example'] +INFO: Uvicorn running on http://127.0.0.1:55901 (Press CTRL+C to quit) +INFO: Started reloader process [24969] using WatchFiles +INFO: Started server process [24986] +INFO: Waiting for application startup. +INFO: Application startup complete. +INFO: 127.0.0.1:56426 - "GET /?vscodeBrowserReqId=1737097751843 HTTP/1.1" 200 OK +``` + +This will run the application on port `55901` and automatically reload and update +as you make changes to the `app-010-simple.py` file. + +3. You will see the app build in the bottom terminal and open in the viewer on the side +4. Move the slider and see how the output reacts +5. Congratulations, you made your first shiny for python application! + +![](img/010-run_app.png) + +::: {.callout-tip} +If you start your file with the word `app` the shiny for python extension will recognize +it as an application and you will be able to see the "play" button to run your application. +You can also name your file `app.py`. +::: + +::: + +## Run your shiny application + +In addition to the play button in Positron, you can manually run your application from +the command line. +This is useful if you wish to specify your own port or want to rename your application +without the `app` prefix. + +```bash +shiny run app.py +``` + +::: {.callout-note} +If you named your application `app.py` you can omit it form the command and just use `shiny run`. +The `app.py` is the default file shiny looks for to run in the current directory. +Otherwise, you can pass in the name of the file that you wish to run. +The `app` prefix used in the example above is used to signal the VS Code shiny extension +to display the run app button. +::: + +Some useful options you can pass the `shiny run` command are: + + +- `--port`: pass in a custom port, e.g., `--port 8000`. + This will run the app on the specified port, + instead of a random port. + This makes it easier to have the same browser window open as you stop and start your application. +- `--reload`: Enables auto-reload + +You can learn more about these run options on the +[`run_app` documentation page](https://shiny.posit.co/py/api/core/run_app.html). + +## Run a Template Example diff --git a/docs/learning_streams/getting_started/02-ui.qmd b/docs/learning_streams/getting_started/02-ui.qmd new file mode 100644 index 00000000..81a0ae5e --- /dev/null +++ b/docs/learning_streams/getting_started/02-ui.qmd @@ -0,0 +1,92 @@ +--- +title: User Interfaces and Layouts +--- + + + +In the previous lesson, +we saw how to create and run a basic shiny for python application. + +Now let's see how we can layout different user interfaces. + +In shiny express all the individual input components begin with a `ui.input_*()` function. +You can find a list of all the input components in the components gallery. + + +Outputs are created by decorating a function with the `@render.*()` decorator. +You can find a list of all the output components in the components gallery. + + +We can lay out the input and output components on our web application using different shiny layouts. + +We can have different navigation bars, sidebars, tabs, panels, and cards to control where each +component is displayed on the page. +Layouts in Shiny Express begin with the `with ui.*():` python context manager. +Here is an example of an Shiny Express application with a sidebar on the left. +One use case for this kind of layout is to provide the user the ability to interact +with components on the page, but also hide away the components to declutter +the application when they are not needed. + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 150 +from shiny.express import ui + +with ui.sidebar(bg="#f8f8f8"): + "Sidebar" + +"Main content" +``` + +You can use navigation bars (navbars) to add different pages to your application. +Let's build on our current sidebar layout, +and add a navigation bar to the top of the application. +We can next layouts by nesting the context managers. + +::: {.callout-note} +TODO: clarify text + +If you need to embed different page layouts, you will need to look for the `ui.layout_*()` functions. +::: + +:::{.column-body-outset-right} +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 200 +from shiny.express import ui + +with ui.nav_panel("A"): + with ui.layout_sidebar(): + with ui.sidebar(id="sidebar_left", open="desktop"): + "Left sidebar content" + "Main content" + +with ui.nav_panel("B"): + "Page 2 content" + +with ui.nav_panel("C"): + "Page C content" +``` +::: + +## Arranging Elements + + + + + +## HTML Content + +If you want to customize any of the text formatting you can use python functions that are named after +HTML tags. + + diff --git a/docs/learning_streams/getting_started/03-inputs.qmd b/docs/learning_streams/getting_started/03-inputs.qmd new file mode 100644 index 00000000..f1f52735 --- /dev/null +++ b/docs/learning_streams/getting_started/03-inputs.qmd @@ -0,0 +1,160 @@ +--- +title: Input Components +--- + + + +So far we've seen how to customize our user interface, +and saw how we can use layouts, cards, and the 12-Grid CSS Bootstrap layout +to help place different elements on our web application. +Now let's get a sense of all the different kinds of input components we can work with. +You can see a list of all the possible input components in the components gallery. + + + +In general, all the input components are imported with `from shiny.express import ui`, +and we can access each of the input components from the corresponding input +component function, `ui.input_*()`. +We typically pass in the input `id` as the first parameter, +and the `label` as the second parameter. +The `id` is a unique name for **each** input component that we can use +to look up its (reactive) value. +The `label` is the text that is displayed along with the input component, +it is usually the name or really short description for what the input component controls. +The rest of the arguments will differ for each component, +such as what values to be displayed for button choices, +or starting and ending range for a slider. +Each input component also has their own parameters for customizations specific for that particular input. + +:::{.callout-tip} +The components gallery is a great way to quickly see all the possible components +that come with Shiny for Python. +Each component page has their own mini example tutorial how to use the corresponding component. +It's useful to have the components page open to the side as you are +planning and building your application. + + + + +::: + +Let's combine a few of our layout knowledge from the previous lesson, +and add some input components to a shiny application. + +Here we have a fillable page with 2 columns, each containing a card +with a different UI component in it. + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 300 +from shiny.express import ui + +ui.page_opts(fillable=True) + +with ui.layout_columns(): + with ui.card(): + ui.card_header("Card 1 header") + ui.p("Card 1 body") + ui.input_slider("slider", "Slider", 0, 10, 5) + + with ui.card(): + ui.card_header("Card 2 header") + ui.p("Card 2 body") + ui.input_text("text", "Add text", "") +``` + +Now you give it a try: + +:::{.callout-note} +## Exercise + +Create a fillable page with 4 components, +each component in their own column. + +1. Use the `ui.page_opts()` function and make the web application fill the width of the page. +2. Use the `ui.layout_columns()` context manager to create columns for our application components +3. Place the following components into each column of the application: + - [Action Button](https://shiny.posit.co/py/api/express/express.ui.input_action_button.html) + with the `id='submit'`, and the `label='Submit'` + - [Checkbox](https://shiny.posit.co/py/api/express/express.ui.input_checkbox.html) + with the `id='checkbox'`, `label='Shiny for Python is cool'`, `value=False` + - [Checkbox Group](https://shiny.posit.co/py/api/express/express.ui.input_checkbox_group.html) + with the `id='check_group'`, label=`Prime Numbers`, `choices=[0, 1, 2, 3, 4]` + - [Date](https://shiny.posit.co/py/api/express/express.ui.input_date.html) + with the `id='date'`, `label='No Weekends'`, `daysofweekdisabled=[0, 6]` +::: + +::: {.callout-caution collapse="true"} + +## Solution + +TODO: put in solution + +::: + + + + +Now that you have a bit more practice with UIs and Input components, +Let's build an application we'll use for the rest of the tutorial. + +:::{.callout-note} +## Exercise + +Create an application with the following UI specifications: + +- Title: Census Visualization +- Fillable +- Sidebar with following UI elements: + - Help text: `"Create demographic maps with information from the 2020 US Census."` + - Input select: + `id='var'`, + `label='Choose a variable to display'`, + `choices=["Percent White", "Percent Black", "Percent Hispanic", "Percent Asian",]` + Slider: `id=range`, `label="Range of interest:"`, `min=10, max=100, value=[0, 100]` +- Main content: Just the text for "Main content". + +::: + +::: {.callout-caution collapse="true" .column-page-inset-right} + +## Solution + +Save this file into an `app.py` file. + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 700 +from shiny.express import ui + +ui.page_opts(title="Census Visualization", fillable=True) + +with ui.sidebar(bg="#f8f8f8"): + ui.help_text("Create demographic maps with information from the 2020 US Census.") + ui.input_select( + "var", + "Choose a variable to display", + [ + "Percent White", + "Percent Black", + "Percent Hispanic", + "Percent Asian", + ], + selected="Percent White", + ) + + ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) + +"Main content" + +``` +::: diff --git a/docs/learning_streams/getting_started/04-outputs.qmd b/docs/learning_streams/getting_started/04-outputs.qmd new file mode 100644 index 00000000..8d31be16 --- /dev/null +++ b/docs/learning_streams/getting_started/04-outputs.qmd @@ -0,0 +1,194 @@ +--- +title: Output Components +--- + + + +Now that we know how to lay our the application and insert input components for the user to interact with, +let's create some output components that **react** to the input components. + +We'll build on the application from the previous lesson: + +:::{.column-page-inset-right} +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 700 +from shiny.express import ui + +ui.page_opts(title="Census Visualization", fillable=True) + +with ui.sidebar(bg="#f8f8f8"): + ui.help_text("Create demographic maps with information from the 2020 US Census.") + ui.input_select( + "var", + "Choose a variable to display", + [ + "Percent White", + "Percent Black", + "Percent Hispanic", + "Percent Asian", + ], + selected="Percent White", + ) + + ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) + +"Main content" + +``` +::: + +Output components all begin with a function with a `ui.render_*` decorator above a function definition. +The decorator is one of the ways that you signal to Shiny that the code will react to some change +in the application. +The name of the function does not matter to shiny, but you should pick a name +that hints at what value is going to be returned. +Finally, the body of the function should return the corresponding object for the output component. +Again, the decorator function signals to Shiny what kind of output component is displayed in the application. + +The `@render.text` output is one way you can help debug your application visually. +Similar to `print()` statement debugging, except the print statement will be rendered in your application. +Let's add a `@render.text` output to the body of our sidebar layout. + +Here are the steps we will do: + +1. Make sure we have a `ui.input_select()` with the display variable choice in the sidepanel of the application. +2. Define a server function where we want the text to be displayed (e.g., the main body of the application) +3. Use the `input.()` pattern to have shiny reactively get the input component value +4. Return the value you want to use in the application +5. Decorate the function with `@render.text` to signal that we want the returned value rendered as text in the application. + +:::{.column-page-inset-right} +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 700 +from shiny import render +from shiny.express import input, ui + +ui.page_opts(title="Census Visualization", fillable=True) + +with ui.sidebar(bg="#f8f8f8"): + ui.help_text("Create demographic maps with information from the 2020 US Census.") + ui.input_select( + "var", + "Choose a variable to display", + [ + "Percent White", + "Percent Black", + "Percent Hispanic", + "Percent Asian", + ], + selected="Percent White", + ) + + ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) + +@render.text +def text_output(): + return input.var() + +``` +::: + +You can add a bit more context to your application by adding text along side the `@render.text` value. + +:::{.callout-note} +## Exercise + +Replace the `@render.text` section of the application code with: + +```python +"You have selected the variable:" + +@render.text(inline=True) +def text_output(): + return input.var() +``` + +You can read more about `@render.text` here: + + +::: + +## Use input values + +In the application above, we had this particular line in our function body, `input.var()`. +This line shows one of the main features in Shiny, reactive values. + +- The `input` variable automatically holds all the values from the input components as a Python dictionary +- We can access the input component value with dot notation and + use the same `id` we defined in the `ui.input_*()` function +- The `input.var` represents the actual reactive value object, + if we want to actually calculate the current reactive value, + we need to call it as a function with `input.var()` + +:::{.callout-note} +## Exercise + +Create another reactive text output in the body of the application. +This time use a `@render.code` decorator to output the lower and upper bound +value from our `ui.input_slider()` with the `id="range"`. + +:::{.callout-tip} +The `ui.input_slider()` component returns a list of values where the first (0 index) +is the lower slider value, and the second (1 index) is the upper slider value. +::: + + + +::: + + +::: {.callout-caution collapse="true" .column-page-inset-right} + +## Solution + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 700 +from shiny import render +from shiny.express import input, ui + +ui.page_opts(title="Census Visualization", fillable=True) + +with ui.sidebar(bg="#f8f8f8"): + ui.help_text("Create demographic maps with information from the 2020 US Census.") + ui.input_select( + "var", + "Choose a variable to display", + [ + "Percent White", + "Percent Black", + "Percent Hispanic", + "Percent Asian", + ], + selected="Percent White", + ) + + ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) + +# TODO: replacement for when you just want to render text but not as code elements +@render.text +def text_output(): + return input.var() + +# TODO: how to create a verbatim shiny express ui element +# TODO: From winston: +# should be recommending ui.output_code and @render.code over ui.output_text_verbatim and @render.text +@render.code +def text_verbatim_code(): + return f"{input.range()[0]}, {input.range()[1]}" +``` +::: diff --git a/docs/learning_streams/getting_started/05-scripts.qmd b/docs/learning_streams/getting_started/05-scripts.qmd new file mode 100644 index 00000000..14893b70 --- /dev/null +++ b/docs/learning_streams/getting_started/05-scripts.qmd @@ -0,0 +1,192 @@ +--- +title: External Resources +--- + +Now that we can lay out components and have the output components react to the input components, +let's see how we can incorporate modules, packages, and external data into our application. + +Before we start, make sure you have pandas and plotly installed + +``` +pip install pandas plotly +conda install -c conda-forge pandas plotly +``` + +## External Data + +External data can be read into a Shiny for Python just like any other +python data science project: + +- pandas +- polars +- ibis +- eager +- duckdb + +:::{.callout-note} +You can use the Python `narwhals` library to convert between +different dataframe backends. + + +::: + +For example, if we wanted to read in data from the `data/counties.csv` file in pandas, +we can use the same code in our shiny for python application. + +```python +import pandas as pd + +df = pd.read_csv("data/counties.csv") +``` + +Let's load our data into the application we have been building. + +::: {..column-page-inset-right} + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 700 + +{{< include apps/app-05-01-read_csv.py >}} + +``` +::: + +## External Modules + +If you have more complicated calculations, +it can help to refactor your code into separate modules. +This way your `app.py` code just contains the Shiny code for +the application and you can import functions that handle +the calculations and objects needed for your application. + +Let's create a `helpers.py` module in the same directory as our `app.py` file. +This way we can import the functions from all the same directory. + +First let's create the code that can produce a choropleth map of our data. + +```{python} +import pandas as pd + +df = pd.read_csv("data/counties.csv") +df.head() +``` + +We will also need a FIPS code dataset to combine with the state and county information + +```{python} +fips = pd.read_csv( + "data/fips.csv", + dtype={'state_code': str, 'county_code': str}, +) +fips.head() +``` + +Then we need to clean up our data + +```{python} +# split 'name' column into 'state' and 'county' +df[['state_name', 'county']] = df['name'].str.split(',', expand=True) + +# standardize county names for merging (case-insensitive) +fips['county'] = (fips['county'] + .str.replace(" county", "", case=False) + .str.lower() +) +fips['state_name'] = fips['state_name'].str.lower() +df['county'] = df['county'].str.lower() +``` + +```{python} +fips.head() +``` + +```{python} +df.head() +``` + +```{python} +# merge dataframes on 'state_name' and 'county' +merged_data = pd.merge(df, fips, on=['state_name', 'county'], how='left') + +# add full FIPS code as fips +merged_data['fips'] = merged_data['state_code'] + merged_data['county_code'] +merged_data['fips'] = merged_data['fips'].astype(str).str.zfill(5) + +merged_data.head() +``` + +Next, let's make a small choropleth map without on its own + +```{python} +import plotly.express as px + +# Create the choropleth map +fig = px.choropleth( + merged_data, + geojson="https://raw.githubusercontent.com/plotly/datasets/master/geojson-counties-fips.json", + locations='fips', # Use the FIPS code for mapping + color='white', # The column representing the percentage of white people + color_continuous_scale="Viridis", # Choose a color scale + scope="usa", # Limit the map to the United States + labels={'white': '% White Population'}, # Legend label + hover_name='county', # Display county name on hover + hover_data={'fips': False, 'white': True, 'total.pop': True}, # Show relevant data on hover +) + +# Update layout for better visualization +fig.update_geos(fitbounds="locations", visible=False) +fig.update_layout( + title_text="Percentage of White Population by County", + title_x=0.5, # Center the title + geo=dict(bgcolor='rgba(0,0,0,0)') # Transparent background +) + +# Show the map +fig.show() +``` + +Wow, that's a lot of code! +But we now have all the parts that we need for our application. +We can use our select input dropdown to select which column of values we want to plot. + +We can also save all the data cleaning code so it only runs when needed (i.e., when it is not saved). + +Let's create 2 modules, one that has a function for the map, +and another that can create or load a cleaned dataset for the map. + +:::{.callout} +## map.py +```{python} +{{< include map.py >}} +``` +::: + +```{python} +plot_choropleth( + dataframe=merged_data, + color_column='white', + title='% White', + ) +``` + +:::{.callout} +## data.py +```{python} +{{< include data.py >}} +``` +::: + +:::{.callout} +## app.py +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 700 + +{{< include app-05-02-load_modules.py >}} +``` +::: diff --git a/docs/learning_streams/getting_started/06-reactive.qmd b/docs/learning_streams/getting_started/06-reactive.qmd new file mode 100644 index 00000000..5fbbaed3 --- /dev/null +++ b/docs/learning_streams/getting_started/06-reactive.qmd @@ -0,0 +1,100 @@ +--- +title: Reactivity +--- + +We've been using the term "reactive" a lot during these tutorials. +But what does it mean? +It's actually more than "user interacts with input and new value gets calculated". +Reactivity is actually what makes Shiny special: +when an input changes, only the minimum amount of calculations are made to update the outputs. +This makes shiny very efficient. + +Let's build another application to showcase reactivity. +We'll begin with another sidebar layout application that uses the +`yfinance` package to get stock data. +To make the application a bit simpler we'll pre-select a few stocks. + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 700 + +{{< include apps/app-06-01-base_stock.py >}} + +## file: requirements.txt +yfinance +``` + +Every time the user changes either the stock or the number of history days, +the following steps will occur: + +1. calculate the start and end date +2. download the corresponding information +3. create the figure + +## Reactive Values + +The data we get from Yahoo! Finance actually has more columns than just the `Close` value. +What if we wanted to look at another Column? +We could provide another user input component that allows the user to select +the column or value of interest. + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 700 + +{{< include apps/app-06-02-reactive_value_setup.py >}} + +## file: requirements.txt +yfinance +``` + +Now, every time the user changes the stock, the number of history days, or variable +the following steps will occur: + +1. calculate the start and end date +2. download the corresponding information +3. create the figure with the corresponding variable + +However, now we have an issue, +when we change the variable that needs to be calculated, +we should not have to re-download and fetch the dataset. +We should be able to reuse the already fetched data +and only need to change the figure. +This is when we can create reactive values that hold intermediate calculations. + +Let's break up our `plot()` output such that the stock data +is refactored into its own reactive value. +We can then use the newly created reactive dataset for the plot. + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 70#| 0 + +{{< include apps/app-06-03-reactive_data.py >}} + +## file: requirements.txt +yfinance +``` + +Here we created a new function, `data()`, +that holds all the calculations to create our stock data +when the stock or day slide input components change. +It returns a dataframe of the yahoo finance data. +We then decorate it with the `@reactive.calc` function +so it can be used in another reactive context. + +The `plot()` function does not need to fetch and clean the data, +it only needs to use the reactive data. +We can then use the reactive data by calling the function we just created, +`data()`. + +Now when the user makes a change to the column radio button, +only the plot needs to be re-created, +and only when either the stock or day inputs are changed +does the underlying data get re-created for the plot. diff --git a/docs/learning_streams/getting_started/07-publish.qmd b/docs/learning_streams/getting_started/07-publish.qmd new file mode 100644 index 00000000..719dc1a9 --- /dev/null +++ b/docs/learning_streams/getting_started/07-publish.qmd @@ -0,0 +1,77 @@ +--- +title: Publish and Share Your Application +--- + +## `app.py` + +At the start of these tutorials, +we've shown how to create an `app.py` file and how to run it +from either Positron, VS Code, or in the command line. + +If your file begins with the `app` prefix, +the shiny extension for VS Code will give you a play button to run +the current file as a shiny application. + +![](img/010-run_app.png) + +The play button executes the `shiny run` command in the terminal +for you, but you can manually run an application file +on your own. + +```bash +shiny run app.py +``` +This `app.py` file can be shared with others + +## Shiny Live + +Throughout these tutorials, +we provided you the code and working example in line with the text. +These applications were run using Shinylive. +It uses Shiny and WebAssembly to run Shiny applications +completely in the browser without having to set anything up. + +If you have all your code in an `app.py` file, +you can go to the shiny live editor and paste in your code. +The shiny live editor is at this location: + +:::{.callout-note} +There is no empty editor, the site will take you to the shinylive page and +default to one of the example applications. +You can copy and paste your `app.py` file into the editor and run it in the browser +::: + +You cannot save the application file in the browser, +instead you can click on the "Share" button on the corner of the Shinylive page, +and use this URL to share your application with others. +There is an option to use the link that shows the code and rendered application. + +:::{.callout-note} +Shinylive URLs are extremely long. That is because +all the code is embeded into the URL. +::: + +You can read more about Shinylive here: + + +## Connect Cloud + +[Connect Cloud](https://connect.posit.cloud/) is a free service that +allows you to publish your web applications. +You can actually use it to publish more than a shiny for python application! + +The code you want published needs to first exist in a +[GitHub](https://github.com/) +repository. +Once your code is in a github repository, +you can use the Posit Connect Cloud interface to link to the repository, +and the service will automatically look for your `app.py` file to publish. +You can follow these instructions from the connect cloud shiny for python +publishing page: + + +If you want to update your application, +you will make your changes, commit, and push them to the same github repository. +Connect Cloud has a +[republish](https://docs.posit.co/connect-cloud/user/manage/content_page.html#republish) +feature on the main page that will re-deploy your application. diff --git a/docs/learning_streams/getting_started/app-05-02-load_modules.py b/docs/learning_streams/getting_started/app-05-02-load_modules.py new file mode 100644 index 00000000..6d49e45a --- /dev/null +++ b/docs/learning_streams/getting_started/app-05-02-load_modules.py @@ -0,0 +1,51 @@ +from pathlib import Path + +import pandas as pd +from shiny import render +from shiny.express import input, ui +from shinywidgets import render_widget + +from data import create_merged_data, load_merged_data +from map import plot_choropleth + +merged_data = load_merged_data( + counties_file='data/counties.csv', + fips_file='data/fips.csv', + output_file="data/merged_data.csv", +).dropna() # we will drop rows with missing values for now + +ui.page_opts(title="Census Visualization", fillable=True) + +with ui.sidebar(bg="#f8f8f8"): + ui.help_text("Create demographic maps with information from the 2020 US Census.") + ui.input_select( + "var", + "Choose a variable to display", + [ + "Percent White", + "Percent Black", + "Percent Hispanic", + "Percent Asian", + ], + selected="Percent White", + ) + + ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) + +@render.text +def text_output(): + return input.var() + +@render.code +def text_verbatim_code(): + return f"{input.range()[0]}, {input.range()[1]}" + +@render_widget +def map(): + choropleth = plot_choropleth( + dataframe=merged_data, + color_column='white', + title='% White', + ) + + return choropleth diff --git a/docs/learning_streams/getting_started/apps/app-05-01-read_csv.py b/docs/learning_streams/getting_started/apps/app-05-01-read_csv.py new file mode 100644 index 00000000..a08c70a5 --- /dev/null +++ b/docs/learning_streams/getting_started/apps/app-05-01-read_csv.py @@ -0,0 +1,34 @@ +from pathlib import Path + +import pandas as pd +from shiny import render +from shiny.express import input, ui + +csv_file = Path(__file__).parent.parent / "data" / "counties.csv" +df = pd.read_csv(csv_file) + +ui.page_opts(title="Census Visualization", fillable=True) + +with ui.sidebar(bg="#f8f8f8"): + ui.help_text("Create demographic maps with information from the 2020 US Census.") + ui.input_select( + "var", + "Choose a variable to display", + [ + "Percent White", + "Percent Black", + "Percent Hispanic", + "Percent Asian", + ], + selected="Percent White", + ) + + ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) + +@render.text +def text_output(): + return input.var() + +@render.code +def text_verbatim_code(): + return f"{input.range()[0]}, {input.range()[1]}" diff --git a/docs/learning_streams/getting_started/apps/app-06-01-base_stock.py b/docs/learning_streams/getting_started/apps/app-06-01-base_stock.py new file mode 100644 index 00000000..a9a7e4ed --- /dev/null +++ b/docs/learning_streams/getting_started/apps/app-06-01-base_stock.py @@ -0,0 +1,45 @@ +from datetime import datetime, timedelta + +import pandas as pd +import plotly.express as px +from shiny import render +from shiny.express import input, ui +from shinywidgets import render_widget +import yfinance as yf + +ui.page_opts(title="Census Visualization", fillable=True) + +with ui.sidebar(bg="#f8f8f8"): + ui.help_text("Select a stock to get from yahoo finance. Max 90 day history.") + ui.input_select( + "stock", + "Symbol", + [ + "IBM", + "GOOG", + "T", + "LULU", + ], + selected="GOOG", + ) + + ui.input_slider("days", "Days from today:", min=0, max=90, value=30) + +@render_widget +def plot(): + # calculate date range + end_date = datetime.today() + start_date = end_date - timedelta(days=input.days()) + + # get the stock data for symbol and date range + stock = yf.Ticker(input.stock()) + data = stock.history(start=start_date, end=end_date) + + fig = px.line( + data_frame=data, + x=data.index, + y='Close', + title=f'{input.symbol()} Stock Price (Last {input.days()} days)', + labels={'Close': 'Close Price (USD)', 'index': 'Date'}) + + return fig diff --git a/docs/learning_streams/getting_started/apps/app-06-02-reactive_value_setup.py b/docs/learning_streams/getting_started/apps/app-06-02-reactive_value_setup.py new file mode 100644 index 00000000..dfac1a36 --- /dev/null +++ b/docs/learning_streams/getting_started/apps/app-06-02-reactive_value_setup.py @@ -0,0 +1,51 @@ +from datetime import datetime, timedelta + +import pandas as pd +import plotly.express as px +from shiny import render +from shiny.express import input, ui +from shinywidgets import render_widget +import yfinance as yf + +ui.page_opts(title="Census Visualization", fillable=True) + +with ui.sidebar(bg="#f8f8f8"): + ui.help_text("Select a stock to get from yahoo finance. Max 90 day history.") + ui.input_select( + "stock", + "Symbol", + [ + "IBM", + "GOOG", + "T", + "LULU", + ], + selected="GOOG", + ) + + ui.input_slider("days", "Days from today:", min=0, max=90, value=30) + + ui.input_radio_buttons( + "column", + "Stock Data To Plot", + ["Open", "High", "Low", "Close", "Volume", "Dividends"], + ) + +@render_widget +def plot(): + # calculate date range + end_date = datetime.today() + start_date = end_date - timedelta(days=input.days()) + + # get the stock data for symbol and date range + stock = yf.Ticker(input.stock()) + data = stock.history(start=start_date, end=end_date) + data['date'] = pd.to_datetime(data.index) + + fig = px.line( + data, + x='date', + y=input.column(), + ) + + return fig diff --git a/docs/learning_streams/getting_started/apps/app-06-03-reactive_data.py b/docs/learning_streams/getting_started/apps/app-06-03-reactive_data.py new file mode 100644 index 00000000..aa062287 --- /dev/null +++ b/docs/learning_streams/getting_started/apps/app-06-03-reactive_data.py @@ -0,0 +1,54 @@ +from datetime import datetime, timedelta + +import pandas as pd +import plotly.express as px +from shiny import render, reactive +from shiny.express import input, ui +from shinywidgets import render_widget +import yfinance as yf + +ui.page_opts(title="Census Visualization", fillable=True) + +with ui.sidebar(bg="#f8f8f8"): + ui.help_text("Select a stock to get from yahoo finance. Max 90 day history.") + ui.input_select( + "stock", + "Symbol", + [ + "IBM", + "GOOG", + "T", + "LULU", + ], + selected="GOOG", + ) + + ui.input_slider("days", "Days from today:", min=0, max=90, value=30) + + ui.input_radio_buttons( + "column", + "Stock Data To Plot", + ["Open", "High", "Low", "Close", "Volume", "Dividends"], + ) + +@reactive.calc +def data(): + # calculate date range + end_date = datetime.today() + start_date = end_date - timedelta(days=input.days()) + + # get the stock data for symbol and date range + stock = yf.Ticker(input.stock()) + data = stock.history(start=start_date, end=end_date) + data['date'] = pd.to_datetime(data.index) + return data + +@render_widget +def plot(): + fig = px.line( + data(), + x='date', + y=input.column(), + ) + + return fig diff --git a/docs/learning_streams/getting_started/data.py b/docs/learning_streams/getting_started/data.py new file mode 100644 index 00000000..0c593840 --- /dev/null +++ b/docs/learning_streams/getting_started/data.py @@ -0,0 +1,87 @@ +from pathlib import Path +import pandas as pd + + +def create_merged_data(counties_file, fips_file, output_file="data/merged_data.csv"): + """ + Create a merged data CSV file by combining county data with FIPS codes. + + Args: + counties_file (str): Path to the counties.csv file. + fips_file (str): Path to the fips.csv file. + output_file (str): Path to save the merged_data.csv file (default is 'data/merged_data.csv'). + + Returns: + None + """ + # Convert paths to Path objects + counties_path = Path(counties_file) + fips_path = Path(fips_file) + output_path = Path(output_file) + + # Check if the output file already exists + if output_path.exists(): + print(f"The file '{output_path}' already exists. Skipping processing.") + return + + # Load the input files + df = pd.read_csv( + counties_path, + dtype={'pop': int}, + float_precision='round_trip', + ) + fips = pd.read_csv( + fips_path, + dtype={'state_code': str, 'county_code': str}, + ) + + # Split 'name' column into 'state' and 'county' + df[['state_name', 'county']] = df['name'].str.split(',', expand=True) + + # Standardize county names and state names for merging + fips['county'] = (fips['county'] + .str.replace(" county", "", case=False) + .str.lower() + ) + fips['state_name'] = fips['state_name'].str.lower() + df['county'] = df['county'].str.lower() + + # Merge dataframes on 'state_name' and 'county' + merged_data = pd.merge(df, fips, on=['state_name', 'county'], how='left') + + # Add full FIPS code as 'fips' + merged_data['fips'] = merged_data['state_code'] + merged_data['county_code'] + merged_data['fips'] = merged_data['fips'].astype(str).str.zfill(5) + + # Ensure the parent directory of the output file exists + output_path.parent.mkdir(parents=True, exist_ok=True) + + # Save the merged dataframe to a CSV file + merged_data.to_csv(output_path, index=False, float_format="%.1f") + + print(f"Merged data saved to '{output_path}'.") + + +def load_merged_data(counties_file, fips_file, output_file="data/merged_data.csv"): + """ + Load the merged data from the specified file. + If the file does not exist, it automatically creates it by calling create_merged_data(). + + Args: + counties_file (str): Path to the counties.csv file. + fips_file (str): Path to the fips.csv file. + output_file (str): Path to the merged_data.csv file (default is 'data/merged_data.csv'). + + Returns: + pd.DataFrame: The loaded DataFrame. + """ + # Convert output_file to a Path object + output_path = Path(output_file) + + # Check if the output file exists; if not, create it + if not output_path.exists(): + print(f"'{output_file}' not found. Creating the file...") + create_merged_data(counties_file, fips_file, output_file) + + # Load and return the DataFrame + return pd.read_csv(output_path, dtype={'state_code': str, 'county_code': str, 'fips': str}) diff --git a/docs/learning_streams/getting_started/data/counties.csv b/docs/learning_streams/getting_started/data/counties.csv new file mode 100644 index 00000000..d4bbc28e --- /dev/null +++ b/docs/learning_streams/getting_started/data/counties.csv @@ -0,0 +1,3083 @@ +name,total.pop,white,black,hispanic,asian +"alabama,autauga",54571,77.2,19.3,2.4,0.9 +"alabama,baldwin",182265,83.5,10.9,4.4,0.7 +"alabama,barbour",27457,46.8,47.8,5.1,0.4 +"alabama,bibb",22915,75,22.9,1.8,0.1 +"alabama,blount",57322,88.90000000000002,2.5,8.1,0.20000000000000004 +"alabama,bullock",10914,21.9,71,7.1,0.2 +"alabama,butler",20947,54.099999999999994,44.2,0.8999999999999999,0.8000000000000002 +"alabama,calhoun",118572,73.6,22.2,3.3,0.7 +"alabama,chambers",34215,58.1,39.9,1.6,0.5 +"alabama,cherokee",25989,92.1,6.1,1.2,0.2 +"alabama,chilton",43643,81.1,10.9,7.799999999999999,0.3 +"alabama,choctaw",13859,55.6,43.8,0.5,0.1 +"alabama,clarke",25833,54,44.6,1,0.3 +"alabama,clay",13932,80.29999999999998,16.5,2.8999999999999995,0.2 +"alabama,cleburne",14972,93.2,4.4,2.1,0.2 +"alabama,coffee",49948,72.3,19.2,6.4,1.3 +"alabama,colbert",54428,79.6,17.7,2,0.4 +"alabama,conecuh",13228,51.1,47.5,1.2,0.10000000000000002 +"alabama,coosa",11539,65.9,31.9,2,0.1 +"alabama,covington",37765,84.1,13.9,1.3,0.4 +"alabama,crenshaw",13906,72.1,24.9,1.5,1.4 +"alabama,cullman",80406,92.7,2.2,4.3,0.4 +"alabama,dale",50251,71.1,22.3,5.6,1.1 +"alabama,dallas",43820,28.9,70.1,0.7,0.3 +"alabama,de kalb",NA,NA,NA,NA,NA +"alabama,elmore",79303,75,21.5,2.7,0.7 +"alabama,escambia",38319,61.29999999999999,33.4,1.8999999999999997,0.2 +"alabama,etowah",104430,79.3,16.6,3.3,0.6 +"alabama,fayette",17241,86,12.4,1.2,0.2 +"alabama,franklin",31704,79.6,5.5,14.9,0.2 +"alabama,geneva",26790,84.7,11,3.4,0.3 +"alabama,greene",9045,17.3,82,0.8,0.2 +"alabama,hale",15760,39.4,59.6,0.9,0.2 +"alabama,henry",17302,67.8,29.6,2.2,0.3 +"alabama,houston",101547,68.7,27.5,2.9,0.8 +"alabama,jackson",53227,90.09999999999998,5.900000000000001,2.5,0.3 +"alabama,jefferson",658466,51.7,43.1,3.9,1.4 +"alabama,lamar",14564,86.1,12.5,1.2,0 +"alabama,lauderdale",92709,85.5,11.4,2.2,0.7 +"alabama,lawrence",34339,76.9,15.800000000000002,1.7,0.1 +"alabama,lee",140247,69.8,24.4,3.3,2.6 +"alabama,limestone",82782,78.7,14.4,5.5,1.1 +"alabama,lowndes",11299,25.1,74.1,0.8,0.1 +"alabama,macon",21452,15.199999999999998,83.7,1.1,0.4000000000000001 +"alabama,madison",334811,66.1,26.5,4.6,2.5 +"alabama,marengo",21027,45.7,52.5,1.7000000000000002,0.3 +"alabama,marion",30776,92.6,5,2.1,0.2 +"alabama,marshall",93019,83.9,3.3000000000000003,12.1,0.5 +"alabama,mobile",412992,59.1,36.1,2.4,1.8 +"alabama,monroe",23068,54.7,43.1,1,0.3 +"alabama,montgomery",229363,38.4,56,3.6,2.1 +"alabama,morgan",119490,77.5,13.8,7.7,0.6 +"alabama,perry",10591,29.700000000000003,69.1,1.1,0.3 +"alabama,pickens",19746,55.800000000000004,42.8,1.6,0.2 +"alabama,pike",32899,57.4,38.1,2.2,2 +"alabama,randolph",22913,75.4,21.2,2.8,0.2 +"alabama,russell",52947,52.1,43.9,3.7000000000000006,0.4000000000000001 +"alabama,st clair",83593,87.3,9.9,2.1,0.6 +"alabama,shelby",195085,80.2,12,5.9,1.9 +"alabama,sumter",13763,24,75.3,0.6,0.20000000000000004 +"alabama,talladega",82291,64.5,33,2,0.4 +"alabama,tallapoosa",41616,69.3,27.6,2.5,0.5 +"alabama,tuscaloosa",194656,65,30.7,3.1,1.2 +"alabama,walker",67023,90.4,7.1,2,0.3 +"alabama,washington",17581,65.2,26.1,0.9,0.1 +"alabama,wilcox",11670,26.6,73,0.6,0 +"alabama,winston",24484,94.9,1.9,2.6,0.2 +"arizona,apache",71518,20.4,2.2,5.8,0.3 +"arizona,cochise",131346,58.5,8.2,32.4,1.9 +"arizona,coconino",134421,55.2,4.3,13.5,1.4 +"arizona,gila",53597,65.9,2.4,17.9,0.5 +"arizona,graham",37220,52.3,4.7,30.4,0.5 +"arizona,greenlee",8437,48.1,4.8,47.9,0.5 +"arizona,maricopa",3817117,58.7,8.4,29.6,3.5 +"arizona,mohave",200186,79.6,3.7,14.8,1.1 +"arizona,navajo",107449,43.9,3.2999999999999994,10.800000000000002,0.5 +"arizona,pima",980263,55.3,7.2,34.6,2.6 +"arizona,pinal",375770,58.7,8.4,28.5,1.7 +"arizona,santa cruz",47420,16,2.4,82.8,0.5 +"arizona,yavapai",211033,82,3.1,13.6,0.8000000000000002 +"arizona,yuma",195751,35.3,5.8,59.7,1.2 +"arkansas,arkansas",19019,71,25.8,2.7,0.5 +"arkansas,ashley",21853,68.2,26.9,4.9,0.2 +"arkansas,baxter",41513,96,1.6,1.6999999999999997,0.4 +"arkansas,benton",221339,76.6,3.9,15.5,2.9 +"arkansas,boone",36903,95.2,1.9,1.8000000000000003,0.4 +"arkansas,bradley",11508,58,28.900000000000002,13.200000000000001,0.19999999999999998 +"arkansas,calhoun",5368,73.4,23.6,2.8,0.20000000000000004 +"arkansas,carroll",27446,84,2.6,12.699999999999998,0.6 +"arkansas,chicot",11800,40.3,54.9,4.6,0.5 +"arkansas,clark",22995,70.4,25,4,0.5 +"arkansas,clay",16083,96.9,1.6,1.3,0.1 +"arkansas,cleburne",25970,95.9,1.7,2,0.2 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+"arkansas,poinsett",24583,89,8.6,2.2,0.2 +"arkansas,polk",20662,89.8,2.6,5.8,0.5 +"arkansas,pope",61754,86.9,5.1,6.7,1 +"arkansas,prairie",8715,85.7,13.1,0.9,0.1 +"arkansas,pulaski",382748,55.3,37,5.8,2 +"arkansas,randolph",17969,95.9,2.1,1.6,0.2 +"arkansas,st francis",28258,42.4,53.4,4.1,0.5 +"arkansas,saline",107118,89,6.1,3.8,0.9 +"arkansas,scott",11233,85.3,3,7,3.4 +"arkansas,searcy",8195,95.2,2.4,1.5,0.1 +"arkansas,sebastian",125744,72.8,10,12.3,4.1 +"arkansas,sevier",17058,61.1,7.4,30.6,0.4 +"arkansas,sharp",17264,95,2.2,1.7,0.3 +"arkansas,stone",12394,96.1,1.7,1.3,0.4 +"arkansas,union",41639,61.79999999999999,34.2,3.5,0.5 +"arkansas,van buren",17295,94.1,2.4,2.7,0.3 +"arkansas,washington",203065,74.1,5.8,15.5,2.2 +"arkansas,white",77076,89.6,5.8,3.7,0.5 +"arkansas,woodruff",7260,69.4,28.9,1.2,0.2 +"arkansas,yell",22185,76.7,3.1,19.1,1.3 +"california,alameda",1510271,34.1,18.6,22.5,26.1 +"california,alpine",1175,72.5,2.4,7.1,0.6 +"california,amador",38091,79.6,6.1,12.5,1.1 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+"california,merced",255793,31.9,8.5,54.9,7.4 +"california,modoc",9686,79,4.7,13.899999999999999,0.8 +"california,mono",14202,68.2,3.2,26.5,1.4 +"california,monterey",415057,32.9,8.2,55.4,6.1 +"california,napa",136484,56.4,6,32.2,6.8 +"california,nevada",98764,86.5,3.6,8.5,1.2 +"california,orange",3010232,44.1,5.9,33.7,17.9 +"california,placer",348432,76.1,5.7,12.800000000000002,5.9 +"california,plumas",20007,85,4.6,8,0.7 +"california,riverside",2189641,39.7,11.2,45.5,6 +"california,sacramento",1418788,48.4,17,21.6,14.3 +"california,san benito",55269,38.3,5.8,56.4,2.6 +"california,san bernardino",2035210,33.3,14,49.2,6.3 +"california,san diego",3095313,48.5,10.2,32,10.9 +"california,san francisco",805235,41.9,10.7,15.1,33.3 +"california,san joaquin",685306,35.9,13.9,38.9,14.4 +"california,san luis obispo",269637,71.1,5.8,20.8,3.2 +"california,san mateo",718451,42.3,8.2,25.4,24.8 +"california,santa barbara",423895,47.9,6.6,42.9,4.9 +"california,santa clara",1781642,35.2,7.5,26.9,32 +"california,santa cruz",262382,59.6,5.7,32,4.2 +"california,shasta",177223,82.4,5.3,8.4,2.5 +"california,sierra",3240,88.1,2.6,8.3,0.4 +"california,siskiyou",44900,79.5,6.6,10.3,1.2 +"california,solano",413344,40.8,22.300000000000004,24,14.599999999999998 +"california,sonoma",483878,66.1,6,24.9,3.8 +"california,stanislaus",514453,46.7,8.3,41.9,5.1 +"california,sutter",94737,50.4,7.6,28.8,14.4 +"california,tehama",63463,71.9,4.9,21.9,1 +"california,trinity",13786,83.5,5.6,7,0.7 +"california,tulare",442179,32.6,5.799999999999999,60.60000000000001,3.3999999999999995 +"california,tuolumne",55365,81.9,5.7,10.7,1 +"california,ventura",823318,48.7,6.299999999999999,40.3,6.700000000000001 +"california,yolo",200849,49.9,8.4,30.3,13 +"california,yuba",72155,58.8,10.3,25,6.7 +"colorado,adams",441603,53.2,7,38,3.6 +"colorado,alamosa",15445,49.6,5.5,46,1 +"colorado,arapahoe",572003,63.2,14.4,18.4,5.1 +"colorado,archuleta",12084,78.2,3.1,17.8,0.7 +"colorado,baca",3788,87.7,2.2,9.2,0.2 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+"colorado,hinsdale",843,93.2,2.1,2.7999999999999994,0.4000000000000001 +"colorado,huerfano",6711,61.89999999999999,4.4,35.3,0.4 +"colorado,jackson",1394,87.4,1.1,10.8,0.1 +"colorado,jefferson",534543,79.9,3.8,14.3,2.6 +"colorado,kiowa",1398,93.3,1.8,5.6,0 +"colorado,kit carson",8270,76.4,4.1,19,0.4 +"colorado,lake",7310,58.2,4,39.1,0.5 +"colorado,la plata",51334,80.3,3.5,11.8,0.6 +"colorado,larimer",299630,84.5,3.5,10.6,1.9 +"colorado,las animas",15507,54.2,4.8,41.6,0.7 +"colorado,lincoln",5467,79.5,7.2,12.5,0.8 +"colorado,logan",22709,78.2,5.5,15.599999999999998,0.6 +"colorado,mesa",146723,83.1,3.3,13.3,0.8 +"colorado,mineral",712,95.20000000000002,1.6999999999999997,2.8999999999999995,0.1 +"colorado,moffat",13795,82.7,2.5,14.4,0.6 +"colorado,montezuma",25535,75.1,2.9,11,0.5 +"colorado,montrose",41276,77.5,2.8,19.7,0.6 +"colorado,morgan",28159,61.7,5.2,33.8,0.5 +"colorado,otero",18831,56.5,4.6,40.3,0.8 +"colorado,ouray",4436,93.4,1.5,4.4,0.6 +"colorado,park",16206,91.6,2.8,4.8,0.6 +"colorado,phillips",4442,79.4,1.8,18.7,0.6 +"colorado,pitkin",17148,87.9,1.9,9.1,1.2 +"colorado,prowers",12551,62.7,3.1,35.2,0.3 +"colorado,pueblo",159063,54.1,5.7,41.4,0.8 +"colorado,rio blanco",6666,86.29999999999998,3,10,0.3 +"colorado,rio grande",11982,55.10000000000001,3.6000000000000005,42.4,0.4 +"colorado,routt",23509,90.6,2,6.799999999999999,0.6 +"colorado,saguache",6108,56.4,3,40.1,0.8 +"colorado,san juan",699,85.1,2.3,12,1.1 +"colorado,san miguel",7359,88.5,2.2,8.6,0.7 +"colorado,sedgwick",2379,85.6,2,12.1,0.7 +"colorado,summit",27994,82.70000000000002,2.3999999999999995,14.2,1 +"colorado,teller",23350,90.6,2.9,5.5,0.7 +"colorado,washington",4814,89.4,2.1,8.5,0.2 +"colorado,weld",252825,67.6,3.9,28.4,1.2 +"colorado,yuma",10043,77.9,1.3,20.8,0.2 +"connecticut,fairfield",916829,66.2,13.5,16.9,4.6 +"connecticut,hartford",894014,66.1,16,15.3,4.2 +"connecticut,litchfield",189927,91.29999999999998,2.8999999999999995,4.5,1.5 +"connecticut,middlesex",165676,86.4,6.699999999999999,4.7,2.6 +"connecticut,new haven",862477,67.5,15.4,15,3.5 +"connecticut,new london",274055,78.3,9.5,8.5,4.2 +"connecticut,tolland",152691,87.5,5.1,4.3,3.4 +"connecticut,windham",118428,85.4,4.5,9.6,1.2 +"delaware,kent",162310,65.2,27.5,5.8,2 +"delaware,new castle",538479,61.6,26.3,8.7,4.3 +"delaware,sussex",197145,75.6,15,8.6,1 +"district of columbia,washington",NA,NA,NA,NA,NA +"florida,alachua",247336,63.7,23,8.4,5.4 +"florida,baker",27115,82.4,15.1,1.9,0.5 +"florida,bay",168852,79.2,13.900000000000002,4.8,2 +"florida,bradford",28520,73.9,22,3.6,0.5 +"florida,brevard",543376,77.6,12.7,8.1,2.1 +"florida,broward",1748066,43.5,29.699999999999996,25.1,3.2 +"florida,calhoun",14625,77.7,16.1,5.2,0.5 +"florida,charlotte",159978,86,7.3999999999999995,5.8,1.2 +"florida,citrus",141236,89.6,4.4,4.7,1.4 +"florida,clay",190865,77.2,12.8,7.7,2.9 +"florida,collier",321520,65.7,8.5,25.9,1.1 +"florida,columbia",67531,74.7,19.4,4.9,0.9 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york,livingston",65393,92.2,3.9,2.8,1.2 +"new york,madison",73442,93.8,3.1,1.8,0.8 +"new york,monroe",744344,72.8,17.8,7.3,3.3 +"new york,montgomery",50219,85.1,3.8,11.3,0.7 +"new york,nassau",1339532,65.5,13.5,14.6,7.6 +"new york,new york",1585873,48,19.5,25.4,11.3 +"new york,niagara",216469,87.3,9,2.2,0.8 +"new york,oneida",234878,84.8,8.3,4.6,2.8 +"new york,onondaga",467026,79.2,13.8,4,3.1 +"new york,ontario",107931,91.79999999999998,3.8999999999999995,3.3999999999999995,1 +"new york,orange",372813,68.2,13.3,18,2.4 +"new york,orleans",42883,87.8,7.799999999999999,4.1,0.4 +"new york,oswego",122109,95.1,2.1,2.1,0.6 +"new york,otsego",62259,92.7,3.4,3.1,1.1 +"new york,putnam",99710,82.9,4.3,11.7,1.9 +"new york,queens",2230722,27.6,23.7,27.5,22.9 +"new york,rensselaer",159429,85.7,8.9,3.8,2.2 +"new york,richmond",468730,64,13.2,17.3,7.5 +"new york,rockland",311687,65.3,14.399999999999999,15.699999999999998,6.2 +"new york,st lawrence",111944,92.90000000000002,3.5,1.8999999999999997,1 +"new york,saratoga",219607,92.70000000000002,3.1000000000000005,2.3999999999999995,1.8000000000000003 +"new york,schenectady",154727,77.2,13.3,5.7,3.2 +"new york,schoharie",32749,93.9,2.7,2.8,0.7 +"new york,schuyler",18343,96.2,2.2,1.3,0.3 +"new york,seneca",35251,90.8,5.9,2.7,0.7 +"new york,steuben",98990,94.4,3,1.4,1.2 +"new york,suffolk",1493350,71.6,9.9,16.5,3.4 +"new york,sullivan",77547,74.5,12,13.6,1.4 +"new york,tioga",51125,96,1.9,1.4,0.7 +"new york,tompkins",101564,80.2,7.2,4.2,8.6 +"new york,ulster",182493,81.7,8.8,8.7,1.7 +"new york,warren",65707,95.2,2.3,1.8,0.7 +"new york,washington",63216,93.3,4.1,2.3,0.4 +"new york,wayne",93772,91,5,3.7,0.5 +"new york,westchester",949113,57.4,17.7,21.8,5.4 +"new york,wyoming",42155,90.2,6.5,3,0.4 +"new york,yates",25348,96.1,1.9,1.7,0.4 +"north carolina,alamance",151131,67.3,20.8,11,1.2 +"north carolina,alexander",37198,87.8,6.9,4.3,1 +"north carolina,alleghany",11155,88.4,2.4,9,0.5 +"north carolina,anson",26948,45.8,49.8,3,1.1 +"north carolina,ashe",27281,93.2,1.6000000000000003,4.8,0.4000000000000001 +"north carolina,avery",17797,90.1,4.8,4.5,0.3 +"north carolina,beaufort",47759,66.4,26.9,6.6,0.3 +"north carolina,bertie",21282,34.7,63.400000000000006,1.3,0.5 +"north carolina,bladen",35190,54.7,36.3,7.1,0.2 +"north carolina,brunswick",107431,80.79999999999998,13.2,5.200000000000001,0.5 +"north carolina,buncombe",238318,84.4,8.5,6,1 +"north carolina,burke",90912,83,8.4,5.1,3.5 +"north carolina,cabarrus",178011,71.6,17.4,9.4,2 +"north carolina,caldwell",83029,88.6,6.3999999999999995,4.6,0.5 +"north carolina,camden",9980,81.2,15.3,2.2,1.5 +"north carolina,carteret",66469,87.4,8,3.4,0.9 +"north carolina,caswell",23719,61.2,35.4,3.1000000000000005,0.3 +"north carolina,catawba",154358,78,10.3,8.4,3.5 +"north carolina,chatham",63505,71.2,15.1,13,1.1 +"north carolina,cherokee",27444,92.29999999999998,3.7,2.5,0.5 +"north carolina,chowan",14793,61.1,35.5,3.2,0.4 +"north carolina,clay",10587,95.2,2,2.4,0.2 +"north carolina,cleveland",98078,74.2,22.2,2.8,0.8 +"north carolina,columbus",58098,60.4,32,4.6,0.3 +"north carolina,craven",103505,67.1,25.1,6.1,2 +"north carolina,cumberland",319431,47.2,41.3,9.5,2.2 +"north carolina,currituck:knotts",NA,NA,NA,NA,NA +"north carolina,currituck:main",NA,NA,NA,NA,NA +"north carolina,currituck:spit",NA,NA,NA,NA,NA +"north carolina,dare",33920,88.6,4.3,6.5,0.6 +"north carolina,davidson",162878,82,10.3,6.4,1.2 +"north carolina,davie",41240,85.5,8,6.1,0.6 +"north carolina,duplin",58505,52.9,26.9,20.6,0.3 +"north carolina,durham",267587,42.1,40.5,13.5,4.6 +"north carolina,edgecombe",56552,37.79999999999999,58.4,3.7000000000000006,0.20000000000000004 +"north carolina,forsyth",350670,58.7,28.2,11.9,1.9 +"north carolina,franklin",60619,63.5,28.6,7.9,0.5 +"north carolina,gaston",206086,75.8,17.1,5.9,1.2 +"north carolina,gates",12197,63,35,1.4,0.1 +"north carolina,graham",8861,89.6,1.8999999999999997,2.2,0.3 +"north carolina,granville",59916,57.7,34.5,7.5,0.5 +"north carolina,greene",21362,47,38.8,14.300000000000002,0.3 +"north carolina,guilford",488406,54.3,34.8,7.1,3.9 +"north carolina,halifax",54691,39.4,54.4,2.1,0.7 +"north carolina,harnett",114678,64.3,24,10.8,0.9 +"north carolina,haywood",59036,93.8,2.1,3.4,0.4 +"north carolina,henderson",106740,84.4,4.9,9.8,1 +"north carolina,hertford",24669,34.4,61.8,2.6,0.5 +"north carolina,hoke",46952,40.8,38,12.4,1 +"north carolina,hyde",5810,59.1,32.8,7.1,0.3 +"north carolina,iredell",159437,77.8,13.8,6.799999999999999,1.8000000000000003 +"north carolina,jackson",40271,81.4,3.8,5.1,0.9 +"north carolina,johnston",168878,69.8,17.1,12.9,0.6 +"north carolina,jones",10153,61.199999999999996,34.2,3.9,0.3 +"north carolina,lee",57866,59.3,22.4,18.3,0.8 +"north carolina,lenoir",59495,51.3,41.9,6.6,0.4 +"north carolina,lincoln",78265,85.8,7.1,6.7,0.5 +"north carolina,mcdowell",44996,88.9,5,5.3,0.8 +"north carolina,macon",33922,90.2,2.4,6.6,0.6 +"north carolina,madison",20764,95,2.5,2,0.3 +"north carolina,martin",24505,52.2,44.5,3.1,0.3 +"north carolina,mecklenburg",919628,50.6,33.3,12.2,4.6 +"north carolina,mitchell",15579,94.1,1.4,4.1,0.3 +"north carolina,montgomery",27798,64.3,20.3,14.1,1.6 +"north carolina,moore",88247,77.6,15.1,6,0.9 +"north carolina,nash",95840,54,38.8,6.3,0.8 +"north carolina,new hanover",202667,76.8,16.8,5.299999999999999,1.2 +"north carolina,northampton",22099,38.9,59.3,1.4,0.2 +"north carolina,onslow",177772,68.9,19.9,10.1,1.9 +"north carolina,orange",133801,70.8,14.4,8.2,6.7 +"north carolina,pamlico",13144,74.8,21.4,3.1,0.4 +"north carolina,pasquotank",40661,55,40,4,1.1 +"north carolina,pender",52217,73.9,19.5,6.099999999999999,0.4000000000000001 +"north carolina,perquimans",13453,71.4,26.2,2.1,0.3 +"north carolina,person",39464,66.8,28.5,4,0.3 +"north carolina,pitt",168148,57.1,36.1,5.5,1.5999999999999999 +"north carolina,polk",20510,88.4,5.9,5.5,0.3 +"north carolina,randolph",141752,81.3,7.5,10.4,1 +"north carolina,richmond",46639,58.7,32.7,5.9,0.9 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carolina,watauga",51079,92.5,3.1,3.4,0.9 +"north carolina,wayne",122623,55.6,33.7,9.9,1.2 +"north carolina,wilkes",69340,88.8,5.4,5.4,0.4 +"north carolina,wilson",81234,49.4,40.6,9.5,0.8 +"north carolina,yadkin",38406,86,4.3,9.8,0.2 +"north carolina,yancey",17818,93.5,1.8,4.6,0.2 +"north dakota,adams",2343,96.7,1.4,0.9000000000000001,0.4 +"north dakota,barnes",11066,95.8,2.2,1.1,0.5 +"north dakota,benson",6660,43,1.4,1.2,0 +"north dakota,billings",783,98.5,0.4000000000000001,0.5,0.5 +"north dakota,bottineau",6429,94.3,2.2,1.3,0.20000000000000004 +"north dakota,bowman",3151,96.4,0.6,2.5,0.1 +"north dakota,burke",1968,96.1,0.8,1.9,0.7 +"north dakota,burleigh",81308,92.3,2,1.2,0.5 +"north dakota,cass",149778,90.5,4.2,2,2.4 +"north dakota,cavalier",3993,97.4,0.9,0.6,0.2 +"north dakota,dickey",5289,95.4,1.9000000000000001,1.9000000000000001,0.39999999999999997 +"north dakota,divide",2071,96.9,1.1,1.4,0.3 +"north dakota,dunn",3536,84.4,1.9,1.1,0.3 +"north dakota,eddy",2385,94,1.2,2.2,0.3 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file mode 100644 index 00000000..97590910 --- /dev/null +++ b/docs/learning_streams/getting_started/data/fips.csv @@ -0,0 +1,3257 @@ +state,state_code,state_name,county_code,county +AL,01,Alabama,001,Autauga County +AL,01,Alabama,003,Baldwin County +AL,01,Alabama,005,Barbour County +AL,01,Alabama,007,Bibb County +AL,01,Alabama,009,Blount County +AL,01,Alabama,011,Bullock County +AL,01,Alabama,013,Butler County +AL,01,Alabama,015,Calhoun County +AL,01,Alabama,017,Chambers County +AL,01,Alabama,019,Cherokee County +AL,01,Alabama,021,Chilton County +AL,01,Alabama,023,Choctaw County +AL,01,Alabama,025,Clarke County +AL,01,Alabama,027,Clay County +AL,01,Alabama,029,Cleburne County +AL,01,Alabama,031,Coffee County +AL,01,Alabama,033,Colbert County +AL,01,Alabama,035,Conecuh County +AL,01,Alabama,037,Coosa County +AL,01,Alabama,039,Covington County +AL,01,Alabama,041,Crenshaw County +AL,01,Alabama,043,Cullman County +AL,01,Alabama,045,Dale County +AL,01,Alabama,047,Dallas County 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Carolina,187,Washington County +NC,37,North Carolina,189,Watauga County +NC,37,North Carolina,191,Wayne County +NC,37,North Carolina,193,Wilkes County +NC,37,North Carolina,195,Wilson County +NC,37,North Carolina,197,Yadkin County +NC,37,North Carolina,199,Yancey County +ND,38,North Dakota,001,Adams County +ND,38,North Dakota,003,Barnes County +ND,38,North Dakota,005,Benson County +ND,38,North Dakota,007,Billings County +ND,38,North Dakota,009,Bottineau County +ND,38,North Dakota,011,Bowman County +ND,38,North Dakota,013,Burke County +ND,38,North Dakota,015,Burleigh County +ND,38,North Dakota,017,Cass County +ND,38,North Dakota,019,Cavalier County +ND,38,North Dakota,021,Dickey County +ND,38,North Dakota,023,Divide County +ND,38,North Dakota,025,Dunn County +ND,38,North Dakota,027,Eddy County +ND,38,North Dakota,029,Emmons County +ND,38,North Dakota,031,Foster County +ND,38,North Dakota,033,Golden Valley County +ND,38,North Dakota,035,Grand Forks County +ND,38,North Dakota,037,Grant County +ND,38,North Dakota,039,Griggs County +ND,38,North Dakota,041,Hettinger County +ND,38,North Dakota,043,Kidder County +ND,38,North Dakota,045,LaMoure County +ND,38,North Dakota,047,Logan County +ND,38,North Dakota,049,McHenry County +ND,38,North Dakota,051,McIntosh County +ND,38,North Dakota,053,McKenzie County +ND,38,North Dakota,055,McLean County +ND,38,North Dakota,057,Mercer County +ND,38,North Dakota,059,Morton County +ND,38,North Dakota,061,Mountrail County +ND,38,North Dakota,063,Nelson County +ND,38,North Dakota,065,Oliver County +ND,38,North Dakota,067,Pembina County +ND,38,North Dakota,069,Pierce County +ND,38,North Dakota,071,Ramsey County +ND,38,North Dakota,073,Ransom County +ND,38,North Dakota,075,Renville County +ND,38,North Dakota,077,Richland County +ND,38,North Dakota,079,Rolette County +ND,38,North Dakota,081,Sargent County +ND,38,North Dakota,083,Sheridan County +ND,38,North Dakota,085,Sioux County +ND,38,North Dakota,087,Slope County +ND,38,North Dakota,089,Stark County +ND,38,North Dakota,091,Steele County +ND,38,North Dakota,093,Stutsman County +ND,38,North Dakota,095,Towner County +ND,38,North Dakota,097,Traill County +ND,38,North Dakota,099,Walsh County +ND,38,North Dakota,101,Ward County +ND,38,North Dakota,103,Wells County +ND,38,North Dakota,105,Williams County +OH,39,Ohio,001,Adams County +OH,39,Ohio,003,Allen County +OH,39,Ohio,005,Ashland County +OH,39,Ohio,007,Ashtabula County +OH,39,Ohio,009,Athens County +OH,39,Ohio,011,Auglaize County +OH,39,Ohio,013,Belmont County +OH,39,Ohio,015,Brown County +OH,39,Ohio,017,Butler County +OH,39,Ohio,019,Carroll County +OH,39,Ohio,021,Champaign County +OH,39,Ohio,023,Clark County +OH,39,Ohio,025,Clermont County +OH,39,Ohio,027,Clinton County +OH,39,Ohio,029,Columbiana County +OH,39,Ohio,031,Coshocton County +OH,39,Ohio,033,Crawford County +OH,39,Ohio,035,Cuyahoga County +OH,39,Ohio,037,Darke County +OH,39,Ohio,039,Defiance County +OH,39,Ohio,041,Delaware County 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County +OH,39,Ohio,109,Miami County +OH,39,Ohio,111,Monroe County +OH,39,Ohio,113,Montgomery County +OH,39,Ohio,115,Morgan County +OH,39,Ohio,117,Morrow County +OH,39,Ohio,119,Muskingum County +OH,39,Ohio,121,Noble County +OH,39,Ohio,123,Ottawa County +OH,39,Ohio,125,Paulding County +OH,39,Ohio,127,Perry County +OH,39,Ohio,129,Pickaway County +OH,39,Ohio,131,Pike County +OH,39,Ohio,133,Portage County +OH,39,Ohio,135,Preble County +OH,39,Ohio,137,Putnam County +OH,39,Ohio,139,Richland County +OH,39,Ohio,141,Ross County +OH,39,Ohio,143,Sandusky County +OH,39,Ohio,145,Scioto County +OH,39,Ohio,147,Seneca County +OH,39,Ohio,149,Shelby County +OH,39,Ohio,151,Stark County +OH,39,Ohio,153,Summit County +OH,39,Ohio,155,Trumbull County +OH,39,Ohio,157,Tuscarawas County +OH,39,Ohio,159,Union County +OH,39,Ohio,161,Van Wert County +OH,39,Ohio,163,Vinton County +OH,39,Ohio,165,Warren County +OH,39,Ohio,167,Washington County +OH,39,Ohio,169,Wayne County +OH,39,Ohio,171,Williams County 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County +OK,40,Oklahoma,113,Osage County +OK,40,Oklahoma,115,Ottawa County +OK,40,Oklahoma,117,Pawnee County +OK,40,Oklahoma,119,Payne County +OK,40,Oklahoma,121,Pittsburg County +OK,40,Oklahoma,123,Pontotoc County +OK,40,Oklahoma,125,Pottawatomie County +OK,40,Oklahoma,127,Pushmataha County +OK,40,Oklahoma,129,Roger Mills County +OK,40,Oklahoma,131,Rogers County +OK,40,Oklahoma,133,Seminole County +OK,40,Oklahoma,135,Sequoyah County +OK,40,Oklahoma,137,Stephens County +OK,40,Oklahoma,139,Texas County +OK,40,Oklahoma,141,Tillman County +OK,40,Oklahoma,143,Tulsa County +OK,40,Oklahoma,145,Wagoner County +OK,40,Oklahoma,147,Washington County +OK,40,Oklahoma,149,Washita County +OK,40,Oklahoma,151,Woods County +OK,40,Oklahoma,153,Woodward County +OR,41,Oregon,001,Baker County +OR,41,Oregon,003,Benton County +OR,41,Oregon,005,Clackamas County +OR,41,Oregon,007,Clatsop County +OR,41,Oregon,009,Columbia County +OR,41,Oregon,011,Coos County +OR,41,Oregon,013,Crook County +OR,41,Oregon,015,Curry 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Carolina,057,Lancaster County +SC,45,South Carolina,059,Laurens County +SC,45,South Carolina,061,Lee County +SC,45,South Carolina,063,Lexington County +SC,45,South Carolina,065,McCormick County +SC,45,South Carolina,067,Marion County +SC,45,South Carolina,069,Marlboro County +SC,45,South Carolina,071,Newberry County +SC,45,South Carolina,073,Oconee County +SC,45,South Carolina,075,Orangeburg County +SC,45,South Carolina,077,Pickens County +SC,45,South Carolina,079,Richland County +SC,45,South Carolina,081,Saluda County +SC,45,South Carolina,083,Spartanburg County +SC,45,South Carolina,085,Sumter County +SC,45,South Carolina,087,Union County +SC,45,South Carolina,089,Williamsburg County +SC,45,South Carolina,091,York County +SD,46,South Dakota,003,Aurora County +SD,46,South Dakota,005,Beadle County +SD,46,South Dakota,007,Bennett County +SD,46,South Dakota,009,Bon Homme County +SD,46,South Dakota,011,Brookings County +SD,46,South Dakota,013,Brown County +SD,46,South Dakota,015,Brule County +SD,46,South Dakota,017,Buffalo County +SD,46,South Dakota,019,Butte County +SD,46,South Dakota,021,Campbell County +SD,46,South Dakota,023,Charles Mix County +SD,46,South Dakota,025,Clark County +SD,46,South Dakota,027,Clay County +SD,46,South Dakota,029,Codington County +SD,46,South Dakota,031,Corson County +SD,46,South Dakota,033,Custer County +SD,46,South Dakota,035,Davison County +SD,46,South Dakota,037,Day County +SD,46,South Dakota,039,Deuel County +SD,46,South Dakota,041,Dewey County +SD,46,South Dakota,043,Douglas County +SD,46,South Dakota,045,Edmunds County +SD,46,South Dakota,047,Fall River County +SD,46,South Dakota,049,Faulk County +SD,46,South Dakota,051,Grant County +SD,46,South Dakota,053,Gregory County +SD,46,South Dakota,055,Haakon County +SD,46,South Dakota,057,Hamlin County +SD,46,South Dakota,059,Hand County +SD,46,South Dakota,061,Hanson County +SD,46,South Dakota,063,Harding County +SD,46,South Dakota,065,Hughes County +SD,46,South Dakota,067,Hutchinson 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Dakota,117,Stanley County +SD,46,South Dakota,119,Sully County +SD,46,South Dakota,121,Todd County +SD,46,South Dakota,123,Tripp County +SD,46,South Dakota,125,Turner County +SD,46,South Dakota,127,Union County +SD,46,South Dakota,129,Walworth County +SD,46,South Dakota,135,Yankton County +SD,46,South Dakota,137,Ziebach County +TN,47,Tennessee,001,Anderson County +TN,47,Tennessee,003,Bedford County +TN,47,Tennessee,005,Benton County +TN,47,Tennessee,007,Bledsoe County +TN,47,Tennessee,009,Blount County +TN,47,Tennessee,011,Bradley County +TN,47,Tennessee,013,Campbell County +TN,47,Tennessee,015,Cannon County +TN,47,Tennessee,017,Carroll County +TN,47,Tennessee,019,Carter County +TN,47,Tennessee,021,Cheatham County +TN,47,Tennessee,023,Chester County +TN,47,Tennessee,025,Claiborne County +TN,47,Tennessee,027,Clay County +TN,47,Tennessee,029,Cocke County +TN,47,Tennessee,031,Coffee County +TN,47,Tennessee,033,Crockett County +TN,47,Tennessee,035,Cumberland County 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County +TN,47,Tennessee,093,Knox County +TN,47,Tennessee,095,Lake County +TN,47,Tennessee,097,Lauderdale County +TN,47,Tennessee,099,Lawrence County +TN,47,Tennessee,101,Lewis County +TN,47,Tennessee,103,Lincoln County +TN,47,Tennessee,105,Loudon County +TN,47,Tennessee,107,McMinn County +TN,47,Tennessee,109,McNairy County +TN,47,Tennessee,111,Macon County +TN,47,Tennessee,113,Madison County +TN,47,Tennessee,115,Marion County +TN,47,Tennessee,117,Marshall County +TN,47,Tennessee,119,Maury County +TN,47,Tennessee,121,Meigs County +TN,47,Tennessee,123,Monroe County +TN,47,Tennessee,125,Montgomery County +TN,47,Tennessee,127,Moore County +TN,47,Tennessee,129,Morgan County +TN,47,Tennessee,131,Obion County +TN,47,Tennessee,133,Overton County +TN,47,Tennessee,135,Perry County +TN,47,Tennessee,137,Pickett County +TN,47,Tennessee,139,Polk County +TN,47,Tennessee,141,Putnam County +TN,47,Tennessee,143,Rhea County +TN,47,Tennessee,145,Roane County +TN,47,Tennessee,147,Robertson County 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+"kentucky,nicholas",7135.0,97.0,1.3,1.4,0.2,kentucky,nicholas,KY,21,181,21181 +"kentucky,ohio",23842.0,94.5,1.8,3.5,0.2,kentucky,ohio,KY,21,183,21183 +"kentucky,oldham",60316.0,89.2,6.0,3.5,1.3,kentucky,oldham,KY,21,185,21185 +"kentucky,owen",10841.0,95.6,1.9,2.3,0.2,kentucky,owen,KY,21,187,21187 +"kentucky,owsley",4755.0,98.0,0.9,0.8,0.0,kentucky,owsley,KY,21,189,21189 +"kentucky,pendleton",14877.0,97.6,1.3,1.0,0.1,kentucky,pendleton,KY,21,191,21191 +"kentucky,perry",28712.0,96.2,2.5,0.6,0.5,kentucky,perry,KY,21,193,21193 +"kentucky,pike",65024.0,97.6,1.3,0.7,0.5,kentucky,pike,KY,21,195,21195 +"kentucky,powell",12613.0,97.2,1.5,1.0,0.1,kentucky,powell,KY,21,197,21197 +"kentucky,pulaski",63063.0,95.1,2.3,2.1,0.5,kentucky,pulaski,KY,21,199,21199 +"kentucky,robertson",2282.0,97.8,1.1,1.0,0.1,kentucky,robertson,KY,21,201,21201 +"kentucky,rockcastle",17056.0,98.2,1.0,0.6,0.1,kentucky,rockcastle,KY,21,203,21203 +"kentucky,rowan",23333.0,95.4,2.5,1.3,0.8,kentucky,rowan,KY,21,205,21205 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+"louisiana,grant",22309.0,77.8,17.1,4.2,0.3,louisiana,grant,,,,00nan +"louisiana,iberia",73240.0,60.8,33.5,3.1,2.4,louisiana,iberia,,,,00nan +"louisiana,iberville",33387.0,47.9,50.1,2.0,0.3,louisiana,iberville,,,,00nan +"louisiana,jackson",16274.0,67.5,31.0,1.3,0.2,louisiana,jackson,,,,00nan +"louisiana,jefferson",432552.0,56.0,28.5,12.4,3.9,louisiana,jefferson,,,,00nan +"louisiana,jefferson davis",31594.0,78.6,19.2,1.7,0.2,louisiana,jefferson davis,,,,00nan +"louisiana,lafayette",221578.0,67.2,27.4,3.9,1.5,louisiana,lafayette,,,,00nan +"louisiana,lafourche",96318.0,78.0,15.0,3.8,0.7,louisiana,lafourche,,,,00nan +"louisiana,la salle",14890.0,84.1,12.8,2.2,0.2,louisiana,la salle,,,,00nan +"louisiana,lincoln",46735.0,54.2,41.6,2.5,1.7,louisiana,lincoln,,,,00nan +"louisiana,livingston",128026.0,90.1,6.2,3.0,0.5,louisiana,livingston,,,,00nan +"louisiana,madison",12093.0,36.4,62.0,1.6,0.2,louisiana,madison,,,,00nan 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helena",11203.0,44.6,54.1,0.9,0.1,louisiana,st helena,,,,00nan +"louisiana,st james",22102.0,47.4,51.2,1.2,0.1,louisiana,st james,,,,00nan +"louisiana,st john the baptist",45924.0,40.0,55.0,4.7,0.7,louisiana,st john the baptist,,,,00nan +"louisiana,st landry",83384.0,55.2,42.6,1.6,0.4,louisiana,st landry,,,,00nan +"louisiana,st martin:north",,,,,,louisiana,st martin:north,,,,00nan +"louisiana,st martin:south",,,,,,louisiana,st martin:south,,,,00nan +"louisiana,st mary",54650.0,57.2,34.5,5.3,1.7,louisiana,st mary,,,,00nan +"louisiana,st tammany",233740.0,80.6,13.2,4.7,1.3,louisiana,st tammany,,,,00nan +"louisiana,tangipahoa",121097.0,64.3,31.6,3.5,0.6,louisiana,tangipahoa,,,,00nan +"louisiana,tensas",5252.0,41.5,57.3,1.2,0.2,louisiana,tensas,,,,00nan +"louisiana,terrebonne",111860.0,68.6,21.0,4.0,1.0,louisiana,terrebonne,,,,00nan +"louisiana,union",22721.0,67.8,28.0,4.2,0.1,louisiana,union,,,,00nan +"louisiana,vermilion",57999.0,79.8,15.7,2.4,2.0,louisiana,vermilion,,,,00nan 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parle",7259.0,97.0,1.1,1.5,0.4,minnesota,lac qui parle,MN,27,073,27073 +"minnesota,lake",10866.0,97.2,1.4,0.7,0.3,minnesota,lake,MN,27,075,27075 +"minnesota,lake of the woods",4045.0,95.5,2.4,0.9,0.8,minnesota,lake of the woods,MN,27,077,27077 +"minnesota,le sueur",27703.0,92.7,1.5,5.2,0.6,minnesota,le sueur,MN,27,079,27079 +"minnesota,lincoln",5896.0,97.5,0.9,1.2,0.2,minnesota,lincoln,MN,27,081,27081 +"minnesota,lyon",25857.0,87.5,3.8,6.0,2.6,minnesota,lyon,MN,27,083,27083 +"minnesota,mcleod",36651.0,92.8,1.5,4.9,0.7,minnesota,mcleod,MN,27,085,27085 +"minnesota,mahnomen",5413.0,49.8,8.8,1.8,0.1,minnesota,mahnomen,MN,27,087,27087 +"minnesota,marshall",9439.0,94.8,1.1,3.6,0.2,minnesota,marshall,MN,27,089,27089 +"minnesota,martin",20840.0,94.8,1.2,3.6,0.5,minnesota,martin,MN,27,091,27091 +"minnesota,meeker",23300.0,95.4,1.1,3.3,0.3,minnesota,meeker,MN,27,093,27093 +"minnesota,mille lacs",26097.0,90.4,2.2,1.4,0.3,minnesota,mille lacs,MN,27,095,27095 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+"minnesota,pope",10995.0,97.5,1.2,0.9,0.4,minnesota,pope,MN,27,121,27121 +"minnesota,ramsey",508640.0,66.9,14.5,7.2,11.7,minnesota,ramsey,MN,27,123,27123 +"minnesota,red lake",4089.0,94.8,1.7,2.5,0.1,minnesota,red lake,MN,27,125,27125 +"minnesota,redwood",16059.0,87.9,2.4,2.1,3.2,minnesota,redwood,MN,27,127,27127 +"minnesota,renville",15730.0,91.2,1.3,6.6,0.3,minnesota,renville,MN,27,129,27129 +"minnesota,rice",64142.0,85.1,5.0,8.0,2.0,minnesota,rice,MN,27,131,27131 +"minnesota,rock",9687.0,95.4,1.8,2.0,0.5,minnesota,rock,MN,27,133,27133 +"minnesota,roseau",15629.0,94.0,1.6,0.7,2.5,minnesota,roseau,MN,27,135,27135 +"minnesota,st louis",200226.0,92.3,3.6,1.2,0.9,minnesota,st louis,,,,00nan +"minnesota,scott",129928.0,84.5,4.9,4.4,5.7,minnesota,scott,MN,27,139,27139 +"minnesota,sherburne",88499.0,92.6,3.6,2.2,1.3,minnesota,sherburne,MN,27,141,27141 +"minnesota,sibley",15226.0,90.9,1.5,7.2,0.6,minnesota,sibley,MN,27,143,27143 +"minnesota,stearns",150642.0,90.6,4.6,2.8,2.0,minnesota,stearns,MN,27,145,27145 +"minnesota,steele",36576.0,89.0,4.2,6.2,0.8,minnesota,steele,MN,27,147,27147 +"minnesota,stevens",9726.0,91.8,2.5,3.5,1.5,minnesota,stevens,MN,27,149,27149 +"minnesota,swift",9783.0,94.8,1.4,3.6,0.2,minnesota,swift,MN,27,151,27151 +"minnesota,todd",24895.0,92.6,1.7,5.2,0.4,minnesota,todd,MN,27,153,27153 +"minnesota,traverse",3558.0,93.4,1.5,1.4,0.1,minnesota,traverse,MN,27,155,27155 +"minnesota,wabasha",21676.0,95.6,1.4,2.7,0.4,minnesota,wabasha,MN,27,157,27157 +"minnesota,wadena",13843.0,95.8,2.3,1.3,0.3,minnesota,wadena,MN,27,159,27159 +"minnesota,waseca",19136.0,90.4,3.5,5.1,0.7,minnesota,waseca,MN,27,161,27161 +"minnesota,washington",238136.0,85.7,5.7,3.4,5.1,minnesota,washington,MN,27,163,27163 +"minnesota,watonwan",11211.0,77.0,1.9,20.9,0.8,minnesota,watonwan,MN,27,165,27165 +"minnesota,wilkin",6576.0,95.7,1.3,2.0,0.3,minnesota,wilkin,MN,27,167,27167 +"minnesota,winona",51461.0,92.9,2.4,2.4,2.1,minnesota,winona,MN,27,169,27169 +"minnesota,wright",124700.0,93.7,2.6,2.4,1.2,minnesota,wright,MN,27,171,27171 +"minnesota,yellow medicine",10438.0,91.8,1.4,3.8,0.3,minnesota,yellow medicine,MN,27,173,27173 +"mississippi,adams",32297.0,38.7,54.9,6.7,0.4,mississippi,adams,MS,28,001,28001 +"mississippi,alcorn",37057.0,84.5,12.4,2.7,0.3,mississippi,alcorn,MS,28,003,28003 +"mississippi,amite",13131.0,57.2,41.9,0.8,0.1,mississippi,amite,MS,28,005,28005 +"mississippi,attala",19564.0,55.5,42.6,1.7,0.3,mississippi,attala,MS,28,007,28007 +"mississippi,benton",8729.0,59.9,38.3,1.7,0.1,mississippi,benton,MS,28,009,28009 +"mississippi,bolivar",34145.0,32.9,64.8,1.9,0.6,mississippi,bolivar,MS,28,011,28011 +"mississippi,calhoun",14962.0,65.8,28.9,5.4,0.1,mississippi,calhoun,MS,28,013,28013 +"mississippi,carroll",10597.0,65.4,33.6,1.0,0.2,mississippi,carroll,MS,28,015,28015 +"mississippi,chickasaw",17392.0,53.2,43.0,3.7,0.3,mississippi,chickasaw,MS,28,017,28017 +"mississippi,choctaw",8547.0,67.9,31.2,0.9,0.1,mississippi,choctaw,MS,28,019,28019 +"mississippi,claiborne",9604.0,14.1,85.0,0.8,0.4,mississippi,claiborne,MS,28,021,28021 +"mississippi,clarke",16732.0,63.8,35.0,0.8,0.2,mississippi,clarke,MS,28,023,28023 +"mississippi,clay",20634.0,40.1,58.8,1.0,0.2,mississippi,clay,MS,28,025,28025 +"mississippi,coahoma",26151.0,22.6,76.0,1.1,0.5,mississippi,coahoma,MS,28,027,28027 +"mississippi,copiah",29449.0,45.5,51.6,2.6,0.3,mississippi,copiah,MS,28,029,28029 +"mississippi,covington",19568.0,62.4,35.7,1.9,0.2,mississippi,covington,MS,28,031,28031 +"mississippi,de soto",,,,,,mississippi,de soto,,,,00nan +"mississippi,forrest",74934.0,58.4,37.5,3.5,0.7,mississippi,forrest,MS,28,035,28035 +"mississippi,franklin",8118.0,64.4,34.9,0.6,0.1,mississippi,franklin,MS,28,037,28037 +"mississippi,george",22578.0,88.6,9.0,2.0,0.2,mississippi,george,MS,28,039,28039 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+"mississippi,jefferson",7726.0,13.7,86.0,0.4,0.0,mississippi,jefferson,MS,28,063,28063 +"mississippi,jefferson davis",12487.0,38.5,60.6,0.8,0.1,mississippi,jefferson davis,MS,28,065,28065 +"mississippi,jones",67761.0,65.6,29.2,4.7,0.4,mississippi,jones,MS,28,067,28067 +"mississippi,kemper",10456.0,35.1,60.9,0.5,0.1,mississippi,kemper,MS,28,069,28069 +"mississippi,lafayette",47351.0,70.8,24.7,2.3,2.1,mississippi,lafayette,MS,28,071,28071 +"mississippi,lamar",55658.0,76.0,20.7,2.2,1.2,mississippi,lamar,MS,28,073,28073 +"mississippi,lauderdale",80261.0,54.0,43.6,1.8,0.7,mississippi,lauderdale,MS,28,075,28075 +"mississippi,lawrence",12929.0,66.3,31.5,2.1,0.3,mississippi,lawrence,MS,28,077,28077 +"mississippi,leake",23805.0,48.8,41.4,4.3,0.2,mississippi,leake,MS,28,079,28079 +"mississippi,lee",82910.0,68.6,28.5,2.4,0.6,mississippi,lee,MS,28,081,28081 +"mississippi,leflore",32317.0,24.5,72.8,2.3,0.6,mississippi,leflore,MS,28,083,28083 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francois",65359.0,92.8,5.4,1.2,0.4,missouri,st francois,,,,00nan +"missouri,st louis",1318248.0,62.4,31.6,2.7,3.4,missouri,st louis,,,,00nan +"missouri,st louis city",,,,,,missouri,st louis city,,,,00nan +"missouri,ste genevieve",18145.0,97.0,1.6,0.8,0.3,missouri,ste genevieve,,,,00nan +"missouri,saline",23370.0,83.2,7.7,8.2,0.5,missouri,saline,MO,29,195,29195 +"missouri,schuyler",4431.0,98.2,0.8,0.7,0.2,missouri,schuyler,MO,29,197,29197 +"missouri,scotland",4843.0,98.3,0.5,0.7,0.2,missouri,scotland,MO,29,199,29199 +"missouri,scott",39191.0,84.9,13.0,1.8,0.3,missouri,scott,MO,29,201,29201 +"missouri,shannon",8441.0,94.9,2.5,1.6,0.2,missouri,shannon,MO,29,203,29203 +"missouri,shelby",6373.0,97.3,1.2,1.1,0.2,missouri,shelby,MO,29,205,29205 +"missouri,stoddard",29968.0,96.5,1.9,1.2,0.2,missouri,stoddard,MO,29,207,29207 +"missouri,stone",32202.0,96.1,1.5,1.7,0.3,missouri,stone,MO,29,209,29209 +"missouri,sullivan",6714.0,79.7,1.7,18.6,0.1,missouri,sullivan,MO,29,211,29211 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hampshire,coos,NH,33,007,33007 +"new hampshire,grafton",89118.0,92.3,2.7,1.8,3.0,new hampshire,grafton,NH,33,009,33009 +"new hampshire,hillsborough",400721.0,87.6,4.1,5.3,3.2,new hampshire,hillsborough,NH,33,011,33011 +"new hampshire,merrimack",146445.0,94.3,2.5,1.6,1.6,new hampshire,merrimack,NH,33,013,33013 +"new hampshire,rockingham",295223.0,94.2,2.0,2.1,1.7,new hampshire,rockingham,NH,33,015,33015 +"new hampshire,strafford",123143.0,92.7,2.9,1.8,2.6,new hampshire,strafford,NH,33,017,33017 +"new hampshire,sullivan",43742.0,96.2,1.8,1.1,0.6,new hampshire,sullivan,NH,33,019,33019 +"new jersey,atlantic",274549.0,58.6,19.3,16.8,7.5,new jersey,atlantic,NJ,34,001,34001 +"new jersey,bergen",905116.0,62.5,8.3,16.1,14.5,new jersey,bergen,NJ,34,003,34003 +"new jersey,burlington",448734.0,70.6,19.5,6.4,4.3,new jersey,burlington,NJ,34,005,34005 +"new jersey,camden",513657.0,60.3,22.2,14.2,5.1,new jersey,camden,NJ,34,007,34007 +"new jersey,cape may",97265.0,86.9,6.6,6.2,0.9,new jersey,cape may,NJ,34,009,34009 +"new jersey,cumberland",156898.0,50.3,23.8,27.1,1.2,new jersey,cumberland,NJ,34,011,34011 +"new jersey,essex",783969.0,33.2,44.0,20.3,4.6,new jersey,essex,NJ,34,013,34013 +"new jersey,gloucester",288288.0,81.1,12.2,4.8,2.6,new jersey,gloucester,NJ,34,015,34015 +"new jersey,hudson",634266.0,30.8,17.6,42.2,13.4,new jersey,hudson,NJ,34,017,34017 +"new jersey,hunterdon",128349.0,87.7,4.0,5.2,3.3,new jersey,hunterdon,NJ,34,019,34019 +"new jersey,mercer",366513.0,54.5,23.0,15.1,8.9,new jersey,mercer,NJ,34,021,34021 +"new jersey,middlesex",809858.0,49.2,12.6,18.4,21.4,new jersey,middlesex,NJ,34,023,34023 +"new jersey,monmouth",630380.0,76.7,9.3,9.7,5.0,new jersey,monmouth,NJ,34,025,34025 +"new jersey,morris",492276.0,75.1,5.2,11.5,9.0,new jersey,morris,NJ,34,027,34027 +"new jersey,ocean",576567.0,85.9,4.6,8.3,1.7,new jersey,ocean,NJ,34,029,34029 +"new jersey,passaic",501226.0,45.3,16.5,37.0,5.0,new jersey,passaic,NJ,34,031,34031 +"new jersey,salem",66083.0,76.8,16.3,6.8,0.8,new jersey,salem,NJ,34,033,34033 +"new jersey,somerset",323444.0,62.4,11.5,13.0,14.1,new jersey,somerset,NJ,34,035,34035 +"new jersey,sussex",149265.0,88.8,3.4,6.4,1.8,new jersey,sussex,NJ,34,037,34037 +"new jersey,union",536499.0,45.4,25.1,27.3,4.6,new jersey,union,NJ,34,039,34039 +"new jersey,warren",108692.0,85.7,5.3,7.0,2.5,new jersey,warren,NJ,34,041,34041 +"new mexico,bernalillo",662564.0,41.5,7.4,47.9,2.3,new mexico,bernalillo,NM,35,001,35001 +"new mexico,catron",3725.0,76.0,3.6,19.0,0.2,new mexico,catron,NM,35,003,35003 +"new mexico,chaves",65645.0,43.9,5.3,52.0,0.6,new mexico,chaves,NM,35,005,35005 +"new mexico,colfax",13750.0,49.9,4.1,47.2,0.4,new mexico,colfax,NM,35,007,35007 +"new mexico,curry",48376.0,50.7,10.5,39.5,1.3,new mexico,curry,NM,35,009,35009 +"new mexico,de baca",2022.0,59.3,4.1,38.5,0.0,new mexico,de baca,NM,35,011,35011 +"new mexico,dona ana",209233.0,30.1,4.8,65.7,1.1,new mexico,dona ana,NM,35,013,35013 +"new mexico,eddy",53829.0,52.2,4.4,44.1,0.7,new mexico,eddy,NM,35,015,35015 +"new mexico,grant",29514.0,48.6,3.6,48.3,0.4,new mexico,grant,NM,35,017,35017 +"new mexico,guadalupe",4687.0,16.1,5.0,79.6,1.3,new mexico,guadalupe,NM,35,019,35019 +"new mexico,harding",695.0,56.3,1.7,43.0,0.0,new mexico,harding,NM,35,021,35021 +"new mexico,hidalgo",4894.0,41.4,2.3,56.6,0.5,new mexico,hidalgo,NM,35,023,35023 +"new mexico,lea",64727.0,43.0,6.6,51.1,0.5,new mexico,lea,NM,35,025,35025 +"new mexico,lincoln",20497.0,66.4,2.9,29.8,0.4,new mexico,lincoln,NM,35,027,35027 +"new mexico,los alamos",17950.0,76.3,3.2,14.7,6.0,new mexico,los alamos,NM,35,028,35028 +"new mexico,luna",25095.0,35.9,3.8,61.5,0.5,new mexico,luna,NM,35,029,35029 +"new mexico,mckinley",71492.0,10.3,3.6,13.3,0.8,new mexico,mckinley,NM,35,031,35031 +"new mexico,mora",4881.0,17.9,3.9,81.0,0.3,new mexico,mora,NM,35,033,35033 +"new mexico,otero",63797.0,52.8,7.7,34.5,1.2,new mexico,otero,NM,35,035,35035 +"new mexico,quay",9041.0,53.6,4.5,42.4,1.0,new mexico,quay,NM,35,037,35037 +"new mexico,rio arriba",40246.0,12.8,3.9,71.3,0.4,new mexico,rio arriba,NM,35,039,35039 +"new mexico,roosevelt",19846.0,55.5,5.0,39.9,0.9,new mexico,roosevelt,NM,35,041,35041 +"new mexico,sandoval",131561.0,47.5,6.0,35.1,1.5,new mexico,sandoval,NM,35,043,35043 +"new mexico,san juan",130044.0,42.5,4.1,19.1,0.4,new mexico,san juan,NM,35,045,35045 +"new mexico,san miguel",29393.0,19.7,5.3,76.8,0.8,new mexico,san miguel,NM,35,047,35047 +"new mexico,santa fe",144170.0,43.9,4.4,50.6,1.2,new mexico,santa fe,NM,35,049,35049 +"new mexico,sierra",11988.0,68.4,3.7,28.0,0.4,new mexico,sierra,NM,35,051,35051 +"new mexico,socorro",17866.0,37.6,3.9,48.5,1.2,new mexico,socorro,NM,35,053,35053 +"new mexico,taos",32937.0,36.3,5.3,55.8,0.7,new mexico,taos,NM,35,055,35055 +"new mexico,torrance",16383.0,56.0,5.7,39.1,0.4,new mexico,torrance,NM,35,057,35057 +"new mexico,union",4549.0,56.0,4.1,39.7,0.5,new mexico,union,NM,35,059,35059 +"new mexico,cibola",27213.0,21.5,4.1,36.5,0.5,new mexico,cibola,NM,35,006,35006 +"new york,albany",304204.0,76.0,15.2,4.9,4.8,new york,albany,NY,36,001,36001 +"new york,allegany",48946.0,95.4,2.2,1.4,0.9,new york,allegany,NY,36,003,36003 +"new york,bronx",1385108.0,10.9,41.8,53.5,3.6,new york,bronx,NY,36,005,36005 +"new york,broome",200600.0,86.3,7.3,3.4,3.5,new york,broome,NY,36,007,36007 +"new york,cattaraugus",80317.0,91.9,3.0,1.7,0.7,new york,cattaraugus,NY,36,009,36009 +"new york,cayuga",80026.0,91.3,5.8,2.4,0.5,new york,cayuga,NY,36,011,36011 +"new york,chautauqua",134905.0,89.3,4.4,6.1,0.5,new york,chautauqua,NY,36,013,36013 +"new york,chemung",88830.0,87.4,9.2,2.5,1.2,new york,chemung,NY,36,015,36015 +"new york,chenango",50477.0,95.6,2.0,1.8,0.4,new york,chenango,NY,36,017,36017 +"new york,clinton",82128.0,91.1,5.3,2.5,1.1,new york,clinton,NY,36,019,36019 +"new york,columbia",63096.0,88.2,6.6,3.9,1.6,new york,columbia,NY,36,021,36021 +"new york,cortland",49336.0,93.7,3.3,2.2,0.8,new york,cortland,NY,36,023,36023 +"new york,delaware",47980.0,93.2,2.9,3.3,0.8,new york,delaware,NY,36,025,36025 +"new york,dutchess",297488.0,74.6,12.5,10.5,3.5,new york,dutchess,NY,36,027,36027 +"new york,erie",919040.0,77.7,15.3,4.5,2.6,new york,erie,NY,36,029,36029 +"new york,essex",39370.0,92.9,3.9,2.5,0.7,new york,essex,NY,36,031,36031 +"new york,franklin",51599.0,82.6,7.3,2.9,0.4,new york,franklin,NY,36,033,36033 +"new york,fulton",55531.0,93.8,3.3,2.3,0.6,new york,fulton,NY,36,035,36035 +"new york,genesee",60079.0,91.5,4.5,2.7,0.6,new york,genesee,NY,36,037,36037 +"new york,greene",49221.0,87.1,7.5,4.9,0.8,new york,greene,NY,36,039,36039 +"new york,hamilton",4836.0,96.4,1.8,1.1,0.5,new york,hamilton,NY,36,041,36041 +"new york,herkimer",64519.0,95.6,2.3,1.6,0.5,new york,herkimer,NY,36,043,36043 +"new york,jefferson",116229.0,85.8,7.8,5.3,1.3,new york,jefferson,NY,36,045,36045 +"new york,kings",2504700.0,35.7,37.4,19.8,10.5,new york,kings,NY,36,047,36047 +"new york,lewis",27087.0,96.8,1.6,1.3,0.3,new york,lewis,NY,36,049,36049 +"new york,livingston",65393.0,92.2,3.9,2.8,1.2,new york,livingston,NY,36,051,36051 +"new york,madison",73442.0,93.8,3.1,1.8,0.8,new york,madison,NY,36,053,36053 +"new york,monroe",744344.0,72.8,17.8,7.3,3.3,new york,monroe,NY,36,055,36055 +"new york,montgomery",50219.0,85.1,3.8,11.3,0.7,new york,montgomery,NY,36,057,36057 +"new york,nassau",1339532.0,65.5,13.5,14.6,7.6,new york,nassau,NY,36,059,36059 +"new york,new york",1585873.0,48.0,19.5,25.4,11.3,new york,new york,NY,36,061,36061 +"new york,niagara",216469.0,87.3,9.0,2.2,0.8,new york,niagara,NY,36,063,36063 +"new york,oneida",234878.0,84.8,8.3,4.6,2.8,new york,oneida,NY,36,065,36065 +"new york,onondaga",467026.0,79.2,13.8,4.0,3.1,new york,onondaga,NY,36,067,36067 +"new york,ontario",107931.0,91.8,3.9,3.4,1.0,new york,ontario,NY,36,069,36069 +"new york,orange",372813.0,68.2,13.3,18.0,2.4,new york,orange,NY,36,071,36071 +"new york,orleans",42883.0,87.8,7.8,4.1,0.4,new york,orleans,NY,36,073,36073 +"new york,oswego",122109.0,95.1,2.1,2.1,0.6,new york,oswego,NY,36,075,36075 +"new york,otsego",62259.0,92.7,3.4,3.1,1.1,new york,otsego,NY,36,077,36077 +"new york,putnam",99710.0,82.9,4.3,11.7,1.9,new york,putnam,NY,36,079,36079 +"new york,queens",2230722.0,27.6,23.7,27.5,22.9,new york,queens,NY,36,081,36081 +"new york,rensselaer",159429.0,85.7,8.9,3.8,2.2,new york,rensselaer,NY,36,083,36083 +"new york,richmond",468730.0,64.0,13.2,17.3,7.5,new york,richmond,NY,36,085,36085 +"new york,rockland",311687.0,65.3,14.4,15.7,6.2,new york,rockland,NY,36,087,36087 +"new york,st lawrence",111944.0,92.9,3.5,1.9,1.0,new york,st lawrence,,,,00nan +"new york,saratoga",219607.0,92.7,3.1,2.4,1.8,new york,saratoga,NY,36,091,36091 +"new york,schenectady",154727.0,77.2,13.3,5.7,3.2,new york,schenectady,NY,36,093,36093 +"new york,schoharie",32749.0,93.9,2.7,2.8,0.7,new york,schoharie,NY,36,095,36095 +"new york,schuyler",18343.0,96.2,2.2,1.3,0.3,new york,schuyler,NY,36,097,36097 +"new york,seneca",35251.0,90.8,5.9,2.7,0.7,new york,seneca,NY,36,099,36099 +"new york,steuben",98990.0,94.4,3.0,1.4,1.2,new york,steuben,NY,36,101,36101 +"new york,suffolk",1493350.0,71.6,9.9,16.5,3.4,new york,suffolk,NY,36,103,36103 +"new york,sullivan",77547.0,74.5,12.0,13.6,1.4,new york,sullivan,NY,36,105,36105 +"new york,tioga",51125.0,96.0,1.9,1.4,0.7,new york,tioga,NY,36,107,36107 +"new york,tompkins",101564.0,80.2,7.2,4.2,8.6,new york,tompkins,NY,36,109,36109 +"new york,ulster",182493.0,81.7,8.8,8.7,1.7,new york,ulster,NY,36,111,36111 +"new york,warren",65707.0,95.2,2.3,1.8,0.7,new york,warren,NY,36,113,36113 +"new york,washington",63216.0,93.3,4.1,2.3,0.4,new york,washington,NY,36,115,36115 +"new york,wayne",93772.0,91.0,5.0,3.7,0.5,new york,wayne,NY,36,117,36117 +"new york,westchester",949113.0,57.4,17.7,21.8,5.4,new york,westchester,NY,36,119,36119 +"new york,wyoming",42155.0,90.2,6.5,3.0,0.4,new york,wyoming,NY,36,121,36121 +"new york,yates",25348.0,96.1,1.9,1.7,0.4,new york,yates,NY,36,123,36123 +"north carolina,alamance",151131.0,67.3,20.8,11.0,1.2,north carolina,alamance,NC,37,001,37001 +"north carolina,alexander",37198.0,87.8,6.9,4.3,1.0,north carolina,alexander,NC,37,003,37003 +"north carolina,alleghany",11155.0,88.4,2.4,9.0,0.5,north carolina,alleghany,NC,37,005,37005 +"north carolina,anson",26948.0,45.8,49.8,3.0,1.1,north carolina,anson,NC,37,007,37007 +"north carolina,ashe",27281.0,93.2,1.6,4.8,0.4,north carolina,ashe,NC,37,009,37009 +"north carolina,avery",17797.0,90.1,4.8,4.5,0.3,north carolina,avery,NC,37,011,37011 +"north carolina,beaufort",47759.0,66.4,26.9,6.6,0.3,north carolina,beaufort,NC,37,013,37013 +"north carolina,bertie",21282.0,34.7,63.4,1.3,0.5,north carolina,bertie,NC,37,015,37015 +"north carolina,bladen",35190.0,54.7,36.3,7.1,0.2,north carolina,bladen,NC,37,017,37017 +"north carolina,brunswick",107431.0,80.8,13.2,5.2,0.5,north carolina,brunswick,NC,37,019,37019 +"north carolina,buncombe",238318.0,84.4,8.5,6.0,1.0,north carolina,buncombe,NC,37,021,37021 +"north carolina,burke",90912.0,83.0,8.4,5.1,3.5,north carolina,burke,NC,37,023,37023 +"north carolina,cabarrus",178011.0,71.6,17.4,9.4,2.0,north carolina,cabarrus,NC,37,025,37025 +"north carolina,caldwell",83029.0,88.6,6.4,4.6,0.5,north carolina,caldwell,NC,37,027,37027 +"north carolina,camden",9980.0,81.2,15.3,2.2,1.5,north carolina,camden,NC,37,029,37029 +"north carolina,carteret",66469.0,87.4,8.0,3.4,0.9,north carolina,carteret,NC,37,031,37031 +"north carolina,caswell",23719.0,61.2,35.4,3.1,0.3,north carolina,caswell,NC,37,033,37033 +"north carolina,catawba",154358.0,78.0,10.3,8.4,3.5,north carolina,catawba,NC,37,035,37035 +"north carolina,chatham",63505.0,71.2,15.1,13.0,1.1,north carolina,chatham,NC,37,037,37037 +"north carolina,cherokee",27444.0,92.3,3.7,2.5,0.5,north carolina,cherokee,NC,37,039,37039 +"north carolina,chowan",14793.0,61.1,35.5,3.2,0.4,north carolina,chowan,NC,37,041,37041 +"north carolina,clay",10587.0,95.2,2.0,2.4,0.2,north carolina,clay,NC,37,043,37043 +"north carolina,cleveland",98078.0,74.2,22.2,2.8,0.8,north carolina,cleveland,NC,37,045,37045 +"north carolina,columbus",58098.0,60.4,32.0,4.6,0.3,north carolina,columbus,NC,37,047,37047 +"north carolina,craven",103505.0,67.1,25.1,6.1,2.0,north carolina,craven,NC,37,049,37049 +"north carolina,cumberland",319431.0,47.2,41.3,9.5,2.2,north carolina,cumberland,NC,37,051,37051 +"north carolina,currituck:knotts",,,,,,north carolina,currituck:knotts,,,,00nan +"north carolina,currituck:main",,,,,,north carolina,currituck:main,,,,00nan +"north carolina,currituck:spit",,,,,,north carolina,currituck:spit,,,,00nan +"north carolina,dare",33920.0,88.6,4.3,6.5,0.6,north carolina,dare,NC,37,055,37055 +"north carolina,davidson",162878.0,82.0,10.3,6.4,1.2,north carolina,davidson,NC,37,057,37057 +"north carolina,davie",41240.0,85.5,8.0,6.1,0.6,north carolina,davie,NC,37,059,37059 +"north carolina,duplin",58505.0,52.9,26.9,20.6,0.3,north carolina,duplin,NC,37,061,37061 +"north carolina,durham",267587.0,42.1,40.5,13.5,4.6,north carolina,durham,NC,37,063,37063 +"north carolina,edgecombe",56552.0,37.8,58.4,3.7,0.2,north carolina,edgecombe,NC,37,065,37065 +"north carolina,forsyth",350670.0,58.7,28.2,11.9,1.9,north carolina,forsyth,NC,37,067,37067 +"north carolina,franklin",60619.0,63.5,28.6,7.9,0.5,north carolina,franklin,NC,37,069,37069 +"north carolina,gaston",206086.0,75.8,17.1,5.9,1.2,north carolina,gaston,NC,37,071,37071 +"north carolina,gates",12197.0,63.0,35.0,1.4,0.1,north carolina,gates,NC,37,073,37073 +"north carolina,graham",8861.0,89.6,1.9,2.2,0.3,north carolina,graham,NC,37,075,37075 +"north carolina,granville",59916.0,57.7,34.5,7.5,0.5,north carolina,granville,NC,37,077,37077 +"north carolina,greene",21362.0,47.0,38.8,14.3,0.3,north carolina,greene,NC,37,079,37079 +"north carolina,guilford",488406.0,54.3,34.8,7.1,3.9,north carolina,guilford,NC,37,081,37081 +"north carolina,halifax",54691.0,39.4,54.4,2.1,0.7,north carolina,halifax,NC,37,083,37083 +"north carolina,harnett",114678.0,64.3,24.0,10.8,0.9,north carolina,harnett,NC,37,085,37085 +"north carolina,haywood",59036.0,93.8,2.1,3.4,0.4,north carolina,haywood,NC,37,087,37087 +"north carolina,henderson",106740.0,84.4,4.9,9.8,1.0,north carolina,henderson,NC,37,089,37089 +"north carolina,hertford",24669.0,34.4,61.8,2.6,0.5,north carolina,hertford,NC,37,091,37091 +"north carolina,hoke",46952.0,40.8,38.0,12.4,1.0,north carolina,hoke,NC,37,093,37093 +"north carolina,hyde",5810.0,59.1,32.8,7.1,0.3,north carolina,hyde,NC,37,095,37095 +"north carolina,iredell",159437.0,77.8,13.8,6.8,1.8,north carolina,iredell,NC,37,097,37097 +"north carolina,jackson",40271.0,81.4,3.8,5.1,0.9,north carolina,jackson,NC,37,099,37099 +"north carolina,johnston",168878.0,69.8,17.1,12.9,0.6,north carolina,johnston,NC,37,101,37101 +"north carolina,jones",10153.0,61.2,34.2,3.9,0.3,north carolina,jones,NC,37,103,37103 +"north carolina,lee",57866.0,59.3,22.4,18.3,0.8,north carolina,lee,NC,37,105,37105 +"north carolina,lenoir",59495.0,51.3,41.9,6.6,0.4,north carolina,lenoir,NC,37,107,37107 +"north carolina,lincoln",78265.0,85.8,7.1,6.7,0.5,north carolina,lincoln,NC,37,109,37109 +"north carolina,mcdowell",44996.0,88.9,5.0,5.3,0.8,north carolina,mcdowell,NC,37,111,37111 +"north carolina,macon",33922.0,90.2,2.4,6.6,0.6,north carolina,macon,NC,37,113,37113 +"north carolina,madison",20764.0,95.0,2.5,2.0,0.3,north carolina,madison,NC,37,115,37115 +"north carolina,martin",24505.0,52.2,44.5,3.1,0.3,north carolina,martin,NC,37,117,37117 +"north carolina,mecklenburg",919628.0,50.6,33.3,12.2,4.6,north carolina,mecklenburg,NC,37,119,37119 +"north carolina,mitchell",15579.0,94.1,1.4,4.1,0.3,north carolina,mitchell,NC,37,121,37121 +"north carolina,montgomery",27798.0,64.3,20.3,14.1,1.6,north carolina,montgomery,NC,37,123,37123 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carolina,person,NC,37,145,37145 +"north carolina,pitt",168148.0,57.1,36.1,5.5,1.6,north carolina,pitt,NC,37,147,37147 +"north carolina,polk",20510.0,88.4,5.9,5.5,0.3,north carolina,polk,NC,37,149,37149 +"north carolina,randolph",141752.0,81.3,7.5,10.4,1.0,north carolina,randolph,NC,37,151,37151 +"north carolina,richmond",46639.0,58.7,32.7,5.9,0.9,north carolina,richmond,NC,37,153,37153 +"north carolina,robeson",134168.0,27.0,26.9,8.1,0.7,north carolina,robeson,NC,37,155,37155 +"north carolina,rockingham",93643.0,73.4,20.6,5.5,0.5,north carolina,rockingham,NC,37,157,37157 +"north carolina,rowan",138428.0,73.7,17.8,7.7,1.0,north carolina,rowan,NC,37,159,37159 +"north carolina,rutherford",67810.0,84.1,11.9,3.5,0.4,north carolina,rutherford,NC,37,161,37161 +"north carolina,sampson",63431.0,53.2,29.0,16.5,0.4,north carolina,sampson,NC,37,163,37163 +"north carolina,scotland",36157.0,45.9,40.7,2.1,0.8,north carolina,scotland,NC,37,165,37165 +"north 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+"ohio,washington",61778.0,96.0,2.5,0.7,0.6,ohio,washington,OH,39,167,39167 +"ohio,wayne",114520.0,94.7,2.9,1.6,0.8,ohio,wayne,OH,39,169,39169 +"ohio,williams",37642.0,93.7,2.2,3.7,0.6,ohio,williams,OH,39,171,39171 +"ohio,wood",125488.0,90.1,4.1,4.5,1.5,ohio,wood,OH,39,173,39173 +"ohio,wyandot",22615.0,96.1,1.2,2.2,0.6,ohio,wyandot,OH,39,175,39175 +"oklahoma,adair",22683.0,42.1,10.8,5.3,0.6,oklahoma,adair,OK,40,001,40001 +"oklahoma,alfalfa",5642.0,87.3,6.2,4.0,0.2,oklahoma,alfalfa,OK,40,003,40003 +"oklahoma,atoka",14182.0,72.8,10.8,2.9,0.4,oklahoma,atoka,OK,40,005,40005 +"oklahoma,beaver",5636.0,76.5,3.9,20.1,0.1,oklahoma,beaver,OK,40,007,40007 +"oklahoma,beckham",22119.0,78.9,6.8,11.8,0.8,oklahoma,beckham,OK,40,009,40009 +"oklahoma,blaine",11943.0,62.9,6.4,24.1,0.2,oklahoma,blaine,OK,40,011,40011 +"oklahoma,bryan",42416.0,73.8,8.6,5.0,0.5,oklahoma,bryan,OK,40,013,40013 +"oklahoma,caddo",29600.0,59.5,8.8,10.1,0.2,oklahoma,caddo,OK,40,015,40015 +"oklahoma,canadian",115541.0,79.7,6.7,6.7,3.0,oklahoma,canadian,OK,40,017,40017 +"oklahoma,carter",47557.0,72.5,13.3,5.3,1.1,oklahoma,carter,OK,40,019,40019 +"oklahoma,cherokee",46987.0,50.2,10.4,6.3,0.6,oklahoma,cherokee,OK,40,021,40021 +"oklahoma,choctaw",15205.0,63.7,17.5,2.8,0.3,oklahoma,choctaw,OK,40,023,40023 +"oklahoma,cimarron",2475.0,76.5,2.1,20.8,0.3,oklahoma,cimarron,OK,40,025,40025 +"oklahoma,cleveland",255755.0,75.7,9.8,7.0,3.8,oklahoma,cleveland,OK,40,027,40027 +"oklahoma,coal",5925.0,73.1,8.3,2.6,0.2,oklahoma,coal,OK,40,029,40029 +"oklahoma,comanche",124098.0,58.9,23.9,11.2,2.2,oklahoma,comanche,OK,40,031,40031 +"oklahoma,cotton",6193.0,79.2,7.5,5.6,0.2,oklahoma,cotton,OK,40,033,40033 +"oklahoma,craig",15029.0,65.6,11.5,2.5,0.7,oklahoma,craig,OK,40,035,40035 +"oklahoma,creek",69967.0,78.4,8.9,3.1,0.3,oklahoma,creek,OK,40,037,40037 +"oklahoma,custer",27469.0,73.4,6.9,13.9,1.0,oklahoma,custer,OK,40,039,40039 +"oklahoma,delaware",41487.0,65.9,8.2,3.0,1.3,oklahoma,delaware,OK,40,041,40041 +"oklahoma,dewey",4810.0,86.0,3.5,4.8,0.7,oklahoma,dewey,OK,40,043,40043 +"oklahoma,ellis",4151.0,90.6,1.9,6.0,0.2,oklahoma,ellis,OK,40,045,40045 +"oklahoma,garfield",60580.0,80.5,6.5,8.8,1.0,oklahoma,garfield,OK,40,047,40047 +"oklahoma,garvin",27576.0,79.0,7.5,6.2,0.4,oklahoma,garvin,OK,40,049,40049 +"oklahoma,grady",52431.0,83.6,6.8,4.6,0.4,oklahoma,grady,OK,40,051,40051 +"oklahoma,grant",4527.0,91.5,3.2,3.5,0.2,oklahoma,grant,OK,40,053,40053 +"oklahoma,greer",6239.0,78.4,10.6,9.8,0.2,oklahoma,greer,OK,40,055,40055 +"oklahoma,harmon",2922.0,62.9,11.3,25.9,0.4,oklahoma,harmon,OK,40,057,40057 +"oklahoma,harper",3685.0,80.2,2.4,17.5,0.2,oklahoma,harper,OK,40,059,40059 +"oklahoma,haskell",12769.0,73.3,7.5,3.3,0.5,oklahoma,haskell,OK,40,061,40061 +"oklahoma,hughes",14003.0,66.8,12.0,3.8,0.2,oklahoma,hughes,OK,40,063,40063 +"oklahoma,jackson",26446.0,65.8,12.4,20.9,1.2,oklahoma,jackson,OK,40,065,40065 +"oklahoma,jefferson",6472.0,80.6,5.3,8.5,0.3,oklahoma,jefferson,OK,40,067,40067 +"oklahoma,johnston",10957.0,71.7,9.9,3.9,0.2,oklahoma,johnston,OK,40,069,40069 +"oklahoma,kay",46562.0,77.6,7.1,6.4,0.5,oklahoma,kay,OK,40,071,40071 +"oklahoma,kingfisher",15034.0,80.0,4.3,13.4,0.3,oklahoma,kingfisher,OK,40,073,40073 +"oklahoma,kiowa",9446.0,77.3,8.7,8.8,0.3,oklahoma,kiowa,OK,40,075,40075 +"oklahoma,latimer",11154.0,69.2,8.5,2.6,0.3,oklahoma,latimer,OK,40,077,40077 +"oklahoma,le flore",50384.0,73.1,8.0,6.9,0.5,oklahoma,le flore,OK,40,079,40079 +"oklahoma,lincoln",34273.0,84.6,6.9,2.4,0.2,oklahoma,lincoln,OK,40,081,40081 +"oklahoma,logan",41848.0,78.5,13.2,5.2,0.5,oklahoma,logan,OK,40,083,40083 +"oklahoma,love",9423.0,76.3,6.7,11.8,0.5,oklahoma,love,OK,40,085,40085 +"oklahoma,mcclain",34506.0,81.0,6.0,7.0,0.4,oklahoma,mcclain,OK,40,087,40087 +"oklahoma,mccurtain",33151.0,65.8,14.9,4.7,0.3,oklahoma,mccurtain,OK,40,089,40089 +"oklahoma,mcintosh",20252.0,69.4,10.3,1.9,0.3,oklahoma,mcintosh,OK,40,091,40091 +"oklahoma,major",7527.0,88.1,2.9,7.5,0.3,oklahoma,major,OK,40,093,40093 +"oklahoma,marshall",15840.0,69.8,7.6,14.0,0.2,oklahoma,marshall,OK,40,095,40095 +"oklahoma,mayes",41259.0,66.9,9.5,2.7,0.4,oklahoma,mayes,OK,40,097,40097 +"oklahoma,murray",13488.0,75.9,7.5,4.9,0.4,oklahoma,murray,OK,40,099,40099 +"oklahoma,muskogee",70990.0,58.3,19.5,5.2,0.6,oklahoma,muskogee,OK,40,101,40101 +"oklahoma,noble",11561.0,83.3,5.9,2.6,0.4,oklahoma,noble,OK,40,103,40103 +"oklahoma,nowata",10536.0,67.8,11.3,2.3,0.1,oklahoma,nowata,OK,40,105,40105 +"oklahoma,okfuskee",12191.0,63.2,14.8,2.9,0.2,oklahoma,okfuskee,OK,40,107,40107 +"oklahoma,oklahoma",718633.0,59.3,20.7,15.1,3.0,oklahoma,oklahoma,OK,40,109,40109 +"oklahoma,okmulgee",40069.0,64.4,16.8,3.2,0.3,oklahoma,okmulgee,OK,40,111,40111 +"oklahoma,osage",47472.0,64.7,18.5,2.9,0.3,oklahoma,osage,OK,40,113,40113 +"oklahoma,ottawa",31848.0,67.4,8.3,4.7,0.5,oklahoma,ottawa,OK,40,115,40115 +"oklahoma,pawnee",16577.0,79.7,6.9,2.0,0.3,oklahoma,pawnee,OK,40,117,40117 +"oklahoma,payne",77350.0,79.7,8.8,3.9,3.5,oklahoma,payne,OK,40,119,40119 +"oklahoma,pittsburg",45837.0,71.9,10.9,3.9,0.4,oklahoma,pittsburg,OK,40,121,40121 +"oklahoma,pontotoc",37492.0,69.3,9.6,4.1,0.7,oklahoma,pontotoc,OK,40,123,40123 +"oklahoma,pottawatomie",69442.0,74.4,9.2,4.1,0.6,oklahoma,pottawatomie,OK,40,125,40125 +"oklahoma,pushmataha",11572.0,73.9,6.4,2.4,0.2,oklahoma,pushmataha,OK,40,127,40127 +"oklahoma,roger mills",3647.0,87.3,2.7,4.5,0.3,oklahoma,roger mills,OK,40,129,40129 +"oklahoma,rogers",86905.0,73.7,9.1,3.7,1.1,oklahoma,rogers,OK,40,131,40131 +"oklahoma,seminole",25482.0,67.2,11.7,3.5,0.3,oklahoma,seminole,OK,40,133,40133 +"oklahoma,sequoyah",42391.0,65.2,11.0,3.4,0.5,oklahoma,sequoyah,OK,40,135,40135 +"oklahoma,stephens",45048.0,82.5,6.7,6.2,0.5,oklahoma,stephens,OK,40,137,40137 +"oklahoma,texas",20640.0,52.8,4.4,42.0,1.6,oklahoma,texas,OK,40,139,40139 +"oklahoma,tillman",7992.0,64.6,11.8,22.3,0.3,oklahoma,tillman,OK,40,141,40141 +"oklahoma,tulsa",603403.0,65.2,16.5,11.0,2.3,oklahoma,tulsa,OK,40,143,40143 +"oklahoma,wagoner",73085.0,73.4,11.1,4.8,1.4,oklahoma,wagoner,OK,40,145,40145 +"oklahoma,washington",50976.0,75.9,8.5,5.0,1.1,oklahoma,washington,OK,40,147,40147 +"oklahoma,washita",11629.0,85.9,4.9,8.1,0.2,oklahoma,washita,OK,40,149,40149 +"oklahoma,woods",8878.0,86.6,6.0,4.8,0.9,oklahoma,woods,OK,40,151,40151 +"oklahoma,woodward",20081.0,82.8,4.2,10.6,0.6,oklahoma,woodward,OK,40,153,40153 +"oregon,baker",16134.0,92.6,2.7,3.3,0.5,oregon,baker,OR,41,001,41001 +"oregon,benton",85579.0,83.6,4.5,6.4,5.2,oregon,benton,OR,41,003,41003 +"oregon,clackamas",375992.0,84.5,4.0,7.7,3.7,oregon,clackamas,OR,41,005,41005 +"oregon,clatsop",37039.0,87.2,3.4,7.7,1.2,oregon,clatsop,OR,41,007,41007 +"oregon,columbia",49351.0,90.3,3.9,4.0,0.9,oregon,columbia,OR,41,009,41009 +"oregon,coos",63043.0,87.0,4.7,5.4,1.0,oregon,coos,OR,41,011,41011 +"oregon,crook",20978.0,89.4,2.2,7.0,0.5,oregon,crook,OR,41,013,41013 +"oregon,curry",22364.0,88.7,4.0,5.4,0.7,oregon,curry,OR,41,015,41015 +"oregon,deschutes",157733.0,88.4,2.9,7.4,0.9,oregon,deschutes,OR,41,017,41017 +"oregon,douglas",107667.0,89.5,3.5,4.7,1.0,oregon,douglas,OR,41,019,41019 +"oregon,gilliam",1871.0,92.2,1.5,4.7,0.2,oregon,gilliam,OR,41,021,41021 +"oregon,grant",7445.0,93.4,2.5,2.8,0.3,oregon,grant,OR,41,023,41023 +"oregon,harney",7422.0,89.6,3.2,4.0,0.5,oregon,harney,OR,41,025,41025 +"oregon,hood river",22346.0,65.8,3.6,29.5,1.4,oregon,hood river,OR,41,027,41027 +"oregon,jackson",203206.0,83.7,4.2,10.7,1.2,oregon,jackson,OR,41,029,41029 +"oregon,jefferson",21720.0,61.8,4.4,19.3,0.4,oregon,jefferson,OR,41,031,41031 +"oregon,josephine",82713.0,88.6,3.7,6.3,0.8,oregon,josephine,OR,41,033,41033 +"oregon,klamath",66380.0,81.1,4.8,10.4,0.9,oregon,klamath,OR,41,035,41035 +"oregon,lake",7895.0,87.1,3.8,6.9,0.7,oregon,lake,OR,41,037,41037 +"oregon,lane",351715.0,84.7,5.1,7.4,2.4,oregon,lane,OR,41,039,41039 +"oregon,lincoln",46034.0,84.4,4.2,7.9,1.1,oregon,lincoln,OR,41,041,41041 +"oregon,linn",116672.0,87.1,3.7,7.8,1.0,oregon,linn,OR,41,043,41043 +"oregon,malheur",31313.0,63.6,4.1,31.5,1.7,oregon,malheur,OR,41,045,41045 +"oregon,marion",315335.0,68.7,4.9,24.3,1.9,oregon,marion,OR,41,047,41047 +"oregon,morrow",11173.0,64.6,3.1,31.3,0.9,oregon,morrow,OR,41,049,41049 +"oregon,multnomah",735334.0,72.1,10.2,10.9,6.5,oregon,multnomah,OR,41,051,41051 +"oregon,polk",75403.0,80.5,4.4,12.1,1.9,oregon,polk,OR,41,053,41053 +"oregon,sherman",1765.0,91.6,2.0,5.6,0.2,oregon,sherman,OR,41,055,41055 +"oregon,tillamook",25250.0,86.7,2.8,9.0,0.9,oregon,tillamook,OR,41,057,41057 +"oregon,umatilla",75889.0,69.4,3.9,23.9,0.9,oregon,umatilla,OR,41,059,41059 +"oregon,union",25748.0,90.9,2.8,3.9,0.8,oregon,union,OR,41,061,41061 +"oregon,wallowa",7008.0,94.5,2.3,2.2,0.3,oregon,wallowa,OR,41,063,41063 +"oregon,wasco",25213.0,77.6,3.0,14.8,0.8,oregon,wasco,OR,41,065,41065 +"oregon,washington",529710.0,69.7,6.1,15.7,8.6,oregon,washington,OR,41,067,41067 +"oregon,wheeler",1441.0,90.7,3.1,4.3,0.6,oregon,wheeler,OR,41,069,41069 +"oregon,yamhill",99193.0,79.1,4.2,14.7,1.5,oregon,yamhill,OR,41,071,41071 +"pennsylvania,adams",101407.0,90.6,2.9,6.0,0.7,pennsylvania,adams,PA,42,001,42001 +"pennsylvania,allegheny",1223348.0,80.6,15.1,1.6,2.8,pennsylvania,allegheny,PA,42,003,42003 +"pennsylvania,armstrong",68941.0,97.7,1.6,0.5,0.2,pennsylvania,armstrong,PA,42,005,42005 +"pennsylvania,beaver",170539.0,90.4,8.0,1.2,0.4,pennsylvania,beaver,PA,42,007,42007 +"pennsylvania,bedford",49762.0,97.5,1.3,0.9,0.2,pennsylvania,bedford,PA,42,009,42009 +"pennsylvania,berks",411442.0,76.9,7.4,16.4,1.3,pennsylvania,berks,PA,42,011,42011 +"pennsylvania,blair",127089.0,95.6,2.9,1.0,0.6,pennsylvania,blair,PA,42,013,42013 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+"texas,calhoun",21381.0,45.8,4.7,46.4,4.4,texas,calhoun,TX,48,057,48057 +"texas,callahan",13544.0,89.1,2.9,7.6,0.4,texas,callahan,TX,48,059,48059 +"texas,cameron",406220.0,10.7,2.1,88.1,0.7,texas,cameron,TX,48,061,48061 +"texas,camp",12401.0,58.9,20.2,21.4,0.5,texas,camp,TX,48,063,48063 +"texas,carson",6182.0,88.5,2.3,8.5,0.3,texas,carson,TX,48,065,48065 +"texas,cass",30464.0,77.2,18.8,3.5,0.3,texas,cass,TX,48,067,48067 +"texas,castro",8062.0,37.3,3.6,59.9,0.4,texas,castro,TX,48,069,48069 +"texas,chambers",35096.0,70.6,10.3,18.9,1.0,texas,chambers,TX,48,071,48071 +"texas,cherokee",50845.0,62.7,16.9,20.6,0.5,texas,cherokee,TX,48,073,48073 +"texas,childress",7041.0,61.5,11.3,26.8,0.7,texas,childress,TX,48,075,48075 +"texas,clay",10752.0,92.5,2.2,4.3,0.3,texas,clay,TX,48,077,48077 +"texas,cochran",3127.0,42.5,6.7,52.9,0.2,texas,cochran,TX,48,079,48079 +"texas,coke",3320.0,79.8,2.2,18.1,0.2,texas,coke,TX,48,081,48081 +"texas,coleman",8895.0,80.1,4.2,16.0,0.4,texas,coleman,TX,48,083,48083 +"texas,collin",782341.0,63.1,11.4,14.7,11.2,texas,collin,TX,48,085,48085 +"texas,collingsworth",3057.0,63.4,8.4,30.0,0.1,texas,collingsworth,TX,48,087,48087 +"texas,colorado",20874.0,59.9,15.0,26.1,0.4,texas,colorado,TX,48,089,48089 +"texas,comal",108472.0,71.3,3.8,24.9,0.8,texas,comal,TX,48,091,48091 +"texas,comanche",13974.0,72.6,2.0,25.8,0.3,texas,comanche,TX,48,093,48093 +"texas,concho",4087.0,44.3,3.8,53.2,0.3,texas,concho,TX,48,095,48095 +"texas,cooke",38437.0,78.7,4.9,15.6,0.8,texas,cooke,TX,48,097,48097 +"texas,coryell",75388.0,62.0,20.9,15.9,1.9,texas,coryell,TX,48,099,48099 +"texas,cottle",1505.0,69.3,10.9,21.0,0.0,texas,cottle,TX,48,101,48101 +"texas,crane",4375.0,40.3,5.1,55.1,0.4,texas,crane,TX,48,103,48103 +"texas,crockett",3719.0,35.3,2.5,63.2,0.3,texas,crockett,TX,48,105,48105 +"texas,crosby",6059.0,43.3,5.5,52.3,0.1,texas,crosby,TX,48,107,48107 +"texas,culberson",2398.0,21.0,3.4,76.2,1.0,texas,culberson,TX,48,109,48109 +"texas,dallam",6703.0,55.6,4.9,40.5,0.6,texas,dallam,TX,48,111,48111 +"texas,dallas",2368139.0,33.1,25.1,38.3,5.0,texas,dallas,TX,48,113,48113 +"texas,dawson",13833.0,39.1,8.8,53.4,0.4,texas,dawson,TX,48,115,48115 +"texas,deaf smith",19372.0,30.7,3.6,67.3,0.3,texas,deaf smith,TX,48,117,48117 +"texas,delta",5231.0,83.2,10.1,5.5,0.6,texas,delta,TX,48,119,48119 +"texas,denton",662614.0,64.4,11.3,18.2,6.6,texas,denton,TX,48,121,48121 +"texas,de witt",,,,,,texas,de witt,,,,00nan +"texas,dickens",2444.0,65.1,5.7,29.0,0.9,texas,dickens,TX,48,125,48125 +"texas,dimmit",9996.0,12.2,2.6,86.2,0.6,texas,dimmit,TX,48,127,48127 +"texas,donley",3677.0,85.3,6.3,8.4,0.2,texas,donley,TX,48,129,48129 +"texas,duval",11782.0,10.2,2.6,88.5,0.2,texas,duval,TX,48,131,48131 +"texas,eastland",18583.0,82.2,3.4,14.4,0.3,texas,eastland,TX,48,133,48133 +"texas,ector",137130.0,41.1,7.0,52.7,0.8,texas,ector,TX,48,135,48135 +"texas,edwards",2002.0,47.3,1.6,51.3,0.3,texas,edwards,TX,48,137,48137 +"texas,ellis",149610.0,65.5,11.2,23.5,0.6,texas,ellis,TX,48,139,48139 +"texas,el paso",800647.0,13.1,5.6,82.2,1.0,texas,el paso,TX,48,141,48141 +"texas,erath",37890.0,77.5,2.9,19.2,0.7,texas,erath,TX,48,143,48143 +"texas,falls",17866.0,52.5,27.2,20.8,0.3,texas,falls,TX,48,145,48145 +"texas,fannin",33915.0,80.9,8.9,9.5,0.4,texas,fannin,TX,48,147,48147 +"texas,fayette",24554.0,73.5,8.0,18.7,0.3,texas,fayette,TX,48,149,48149 +"texas,fisher",3974.0,70.4,5.4,25.1,0.2,texas,fisher,TX,48,151,48151 +"texas,floyd",6446.0,43.1,4.8,52.9,0.2,texas,floyd,TX,48,153,48153 +"texas,foard",1336.0,81.4,4.7,14.0,0.4,texas,foard,TX,48,155,48155 +"texas,fort bend",585375.0,36.2,24.4,23.7,17.0,texas,fort bend,TX,48,157,48157 +"texas,franklin",10605.0,81.1,5.7,12.6,0.5,texas,franklin,TX,48,159,48159 +"texas,freestone",19816.0,68.9,17.7,13.6,0.3,texas,freestone,TX,48,161,48161 +"texas,frio",17217.0,16.2,5.3,77.8,2.1,texas,frio,TX,48,163,48163 +"texas,gaines",17526.0,60.6,3.8,36.6,0.3,texas,gaines,TX,48,165,48165 +"texas,galveston:main",,,,,,texas,galveston:main,,,,00nan +"texas,galveston:spit",,,,,,texas,galveston:spit,,,,00nan +"texas,garza",6461.0,45.8,7.7,47.1,0.1,texas,garza,TX,48,169,48169 +"texas,gillespie",24837.0,78.4,1.6,20.0,0.4,texas,gillespie,TX,48,171,48171 +"texas,glasscock",1226.0,67.3,2.4,30.8,0.1,texas,glasscock,TX,48,173,48173 +"texas,goliad",7210.0,60.2,7.1,34.1,0.2,texas,goliad,TX,48,175,48175 +"texas,gonzales",19807.0,44.6,9.6,47.2,0.4,texas,gonzales,TX,48,177,48177 +"texas,gray",22535.0,69.1,7.3,23.8,0.4,texas,gray,TX,48,179,48179 +"texas,grayson",120877.0,78.7,8.5,11.3,0.9,texas,grayson,TX,48,181,48181 +"texas,gregg",121730.0,60.8,22.3,16.4,1.1,texas,gregg,TX,48,183,48183 +"texas,grimes",26604.0,60.6,18.7,21.2,0.2,texas,grimes,TX,48,185,48185 +"texas,guadalupe",131533.0,54.8,9.5,35.6,1.4,texas,guadalupe,TX,48,187,48187 +"texas,hale",36273.0,37.6,8.3,55.9,0.4,texas,hale,TX,48,189,48189 +"texas,hall",3353.0,59.6,8.8,32.4,0.1,texas,hall,TX,48,191,48191 +"texas,hamilton",8517.0,88.0,1.6,10.1,0.4,texas,hamilton,TX,48,193,48193 +"texas,hansford",5613.0,55.0,2.9,43.3,0.3,texas,hansford,TX,48,195,48195 +"texas,hardeman",4139.0,71.0,8.5,21.5,0.3,texas,hardeman,TX,48,197,48197 +"texas,hardin",54635.0,88.0,7.2,4.4,0.5,texas,hardin,TX,48,199,48199 +"texas,harris",4092459.0,33.0,22.2,40.8,6.2,texas,harris,TX,48,201,48201 +"texas,harrison",65631.0,65.0,23.6,11.1,0.5,texas,harrison,TX,48,203,48203 +"texas,hartley",6062.0,67.8,8.0,23.9,0.5,texas,hartley,TX,48,205,48205 +"texas,haskell",5899.0,70.3,6.3,24.0,0.5,texas,haskell,TX,48,207,48207 +"texas,hays",157107.0,58.6,6.4,35.3,1.2,texas,hays,TX,48,209,48209 +"texas,hemphill",3807.0,69.8,2.0,28.5,0.5,texas,hemphill,TX,48,211,48211 +"texas,henderson",78532.0,80.9,8.0,10.8,0.4,texas,henderson,TX,48,213,48213 +"texas,hidalgo",774769.0,7.8,1.9,90.6,1.0,texas,hidalgo,TX,48,215,48215 +"texas,hill",35089.0,73.6,8.4,18.3,0.3,texas,hill,TX,48,217,48217 +"texas,hockley",22935.0,51.4,6.1,43.6,0.3,texas,hockley,TX,48,219,48219 +"texas,hood",51182.0,87.1,2.0,10.2,0.6,texas,hood,TX,48,221,48221 +"texas,hopkins",35161.0,75.4,9.1,15.3,0.5,texas,hopkins,TX,48,223,48223 +"texas,houston",23732.0,62.4,27.5,10.0,0.4,texas,houston,TX,48,225,48225 +"texas,howard",35012.0,53.7,8.3,37.9,0.8,texas,howard,TX,48,227,48227 +"texas,hudspeth",3476.0,18.1,3.5,79.6,0.5,texas,hudspeth,TX,48,229,48229 +"texas,hunt",86129.0,74.8,10.6,13.6,1.1,texas,hunt,TX,48,231,48231 +"texas,hutchinson",22150.0,74.4,5.3,19.8,0.4,texas,hutchinson,TX,48,233,48233 +"texas,irion",1599.0,72.1,2.8,25.5,0.2,texas,irion,TX,48,235,48235 +"texas,jack",9044.0,80.6,4.8,14.2,0.3,texas,jack,TX,48,237,48237 +"texas,jackson",14075.0,62.9,9.1,29.0,0.4,texas,jackson,TX,48,239,48239 +"texas,jasper",35710.0,75.4,18.2,5.6,0.6,texas,jasper,TX,48,241,48241 +"texas,jeff davis",2342.0,63.6,3.0,33.7,0.3,texas,jeff davis,TX,48,243,48243 +"texas,jefferson",252273.0,44.6,35.8,17.0,3.4,texas,jefferson,TX,48,245,48245 +"texas,jim hogg",5300.0,6.3,1.9,92.6,0.3,texas,jim hogg,TX,48,247,48247 +"texas,jim wells",40838.0,19.7,2.2,79.0,0.4,texas,jim wells,TX,48,249,48249 +"texas,johnson",150934.0,76.6,4.8,18.1,0.7,texas,johnson,TX,48,251,48251 +"texas,jones",20202.0,62.1,13.3,24.8,0.4,texas,jones,TX,48,253,48253 +"texas,karnes",14824.0,40.2,10.6,49.8,0.2,texas,karnes,TX,48,255,48255 +"texas,kaufman",103350.0,70.0,12.7,17.0,0.9,texas,kaufman,TX,48,257,48257 +"texas,kendall",33410.0,77.1,2.4,20.4,0.6,texas,kendall,TX,48,259,48259 +"texas,kenedy",416.0,20.7,4.1,76.7,0.2,texas,kenedy,TX,48,261,48261 +"texas,kent",808.0,82.8,2.4,14.9,0.0,texas,kent,TX,48,263,48263 +"texas,kerr",49625.0,72.2,3.9,24.0,0.8,texas,kerr,TX,48,265,48265 +"texas,kimble",4607.0,74.9,1.2,23.4,0.4,texas,kimble,TX,48,267,48267 +"texas,king",286.0,84.6,1.4,13.6,0.0,texas,king,TX,48,269,48269 +"texas,kinney",3598.0,41.6,3.5,55.7,0.3,texas,kinney,TX,48,271,48271 +"texas,kleberg",32061.0,23.3,6.1,70.2,2.3,texas,kleberg,TX,48,273,48273 +"texas,knox",3719.0,63.1,8.7,29.6,0.2,texas,knox,TX,48,275,48275 +"texas,lamar",49793.0,76.1,16.1,6.5,0.6,texas,lamar,TX,48,277,48277 +"texas,lamb",13977.0,43.1,6.6,51.7,0.1,texas,lamb,TX,48,279,48279 +"texas,lampasas",19677.0,75.4,6.4,17.5,1.0,texas,lampasas,TX,48,281,48281 +"texas,la salle",6886.0,13.0,1.7,86.0,0.1,texas,la salle,TX,48,283,48283 +"texas,lavaca",19263.0,76.2,8.5,16.0,0.3,texas,lavaca,TX,48,285,48285 +"texas,lee",16612.0,65.0,12.8,22.4,0.3,texas,lee,TX,48,287,48287 +"texas,leon",16801.0,77.8,8.6,13.5,0.5,texas,leon,TX,48,289,48289 +"texas,liberty",75643.0,69.2,12.8,18.0,0.5,texas,liberty,TX,48,291,48291 +"texas,limestone",23384.0,61.7,19.5,19.1,0.4,texas,limestone,TX,48,293,48293 +"texas,lipscomb",3302.0,67.0,3.0,30.5,0.3,texas,lipscomb,TX,48,295,48295 +"texas,live oak",11531.0,59.0,5.9,35.2,0.5,texas,live oak,TX,48,297,48297 +"texas,llano",19301.0,89.6,2.0,8.0,0.4,texas,llano,TX,48,299,48299 +"texas,loving",82.0,73.2,7.3,22.0,0.0,texas,loving,TX,48,301,48301 +"texas,lubbock",278831.0,57.3,10.0,31.9,2.1,texas,lubbock,TX,48,303,48303 +"texas,lynn",5915.0,50.4,4.5,46.4,0.1,texas,lynn,TX,48,305,48305 +"texas,mcculloch",8283.0,67.2,3.7,29.9,0.4,texas,mcculloch,TX,48,307,48307 +"texas,mclennan",234906.0,58.9,17.3,23.6,1.4,texas,mclennan,TX,48,309,48309 +"texas,mcmullen",707.0,61.1,3.7,36.9,0.4,texas,mcmullen,TX,48,311,48311 +"texas,madison",13664.0,58.8,21.6,19.7,0.6,texas,madison,TX,48,313,48313 +"texas,marion",10546.0,71.7,24.2,3.1,0.5,texas,marion,TX,48,315,48315 +"texas,martin",4799.0,53.7,3.4,43.5,0.3,texas,martin,TX,48,317,48317 +"texas,mason",4012.0,77.1,1.4,21.5,0.2,texas,mason,TX,48,319,48319 +"texas,matagorda",36702.0,47.4,13.8,38.3,2.0,texas,matagorda,TX,48,321,48321 +"texas,maverick",54258.0,2.9,1.3,95.7,0.3,texas,maverick,TX,48,323,48323 +"texas,medina",46006.0,46.5,4.4,49.7,0.6,texas,medina,TX,48,325,48325 +"texas,menard",2242.0,63.6,2.2,35.2,0.1,texas,menard,TX,48,327,48327 +"texas,midland",136872.0,53.2,9.0,37.7,1.3,texas,midland,TX,48,329,48329 +"texas,milam",24757.0,65.5,11.8,23.3,0.4,texas,milam,TX,48,331,48331 +"texas,mills",4936.0,81.5,2.0,16.6,0.2,texas,mills,TX,48,333,48333 +"texas,mitchell",9403.0,50.5,12.9,37.0,0.3,texas,mitchell,TX,48,335,48335 +"texas,montague",19719.0,88.0,1.9,9.8,0.3,texas,montague,TX,48,337,48337 +"texas,montgomery",455746.0,71.2,6.6,20.8,2.1,texas,montgomery,TX,48,339,48339 +"texas,moore",21904.0,38.2,3.7,52.7,6.1,texas,moore,TX,48,341,48341 +"texas,morris",12934.0,66.8,25.0,7.8,0.3,texas,morris,TX,48,343,48343 +"texas,motley",1210.0,83.7,3.1,13.5,0.0,texas,motley,TX,48,345,48345 +"texas,nacogdoches",64524.0,61.5,20.2,17.6,1.2,texas,nacogdoches,TX,48,347,48347 +"texas,navarro",47735.0,59.9,16.1,23.8,0.5,texas,navarro,TX,48,349,48349 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percentage column. + + Args: + dataframe (pd.DataFrame): The dataframe containing FIPS codes and demographic data. + color_column (str): The column to use for coloring the map (e.g., 'white', 'black', etc.). + title (str): The title for the map. + + Returns: + plotly.graph_objects.Figure: The choropleth map figure. + """ + # Ensure FIPS codes are strings and zero-padded + dataframe['fips'] = dataframe['fips'].astype(str).str.zfill(5) + + # Create the choropleth map + fig = px.choropleth( + dataframe, + geojson="https://raw.githubusercontent.com/plotly/datasets/master/geojson-counties-fips.json", + locations='fips', # Use the FIPS code for mapping + color=color_column, # The column to determine color + color_continuous_scale="Viridis", # Choose a color scale + scope="usa", # Limit the map to the United States + labels={color_column: f"% {color_column.capitalize()} Population"}, # Legend label + hover_name='county', # Display county name on hover + hover_data={'fips': False, color_column: True, 'total.pop': True} # Show relevant data on hover + ) + + # Update layout for better visualization + fig.update_geos(fitbounds="locations", visible=False) + fig.update_layout( + title_text=title, + title_x=0.5, # Center the title + geo=dict(bgcolor='rgba(0,0,0,0)') # Transparent background + ) + + return fig From 4e85624e1544fa9d4c4ad346a9a0573e8fe3d500 Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Mon, 3 Feb 2025 11:19:01 -0800 Subject: [PATCH 02/12] move around navigation elements --- _quarto.yml | 33 +++++++++++++++++++++++---------- 1 file changed, 23 insertions(+), 10 deletions(-) diff --git a/_quarto.yml b/_quarto.yml index 4822decf..19228ae8 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -74,18 +74,17 @@ website: search: true left: - text: "Learn Shiny" - file: docs/overview.qmd + file: docs/learning_streams/getting_started/01-welcome.qmd - text: "Components" menu: - - text: "Components" - file: components/index.qmd + - text: "Inputs" + href: components/index.qmd#inputs + - text: "Outputs" + file: components/index.qmd#outputs icon: sliders - - text: "Layouts" + - text: "UI Layouts" file: layouts/index.qmd icon: layout-text-window-reverse - - text: "Templates" - file: templates/index.qmd - icon: code-square - text: "Deploy" menu: - text: "Overview" @@ -93,8 +92,14 @@ website: - docs/deploy-cloud.qmd - docs/deploy-on-prem.qmd - docs/shinylive.qmd - - text: "Gallery" - file: gallery/index.qmd + + - text: "Examples" + menu: + - text: "Gallery" + href: gallery/index.qmd + - text: "Templates" + href: templates/index.qmd + - text: "Playground" href: https://shinylive.io/py/examples/ target: _blank @@ -106,6 +111,8 @@ website: href: api/core/index.qmd - text: "Testing" href: api/testing/index.qmd + - text: "Book" + href: docs/overview.qmd tools: - icon: discord href: https://discord.gg/yMGCamUMnS @@ -232,7 +239,7 @@ website: align: left contents: - - section: "Learning Streams" + - section: "Learn Shiny Express" contents: - docs/learning_streams/getting_started/01-welcome.qmd - docs/learning_streams/getting_started/02-ui.qmd @@ -241,6 +248,12 @@ website: - docs/learning_streams/getting_started/05-scripts.qmd - docs/learning_streams/getting_started/06-reactive.qmd - docs/learning_streams/getting_started/07-publish.qmd + + - id: book + style: "floating" + collapse-level: 2 + align: left + contents: - section: "Essentials" contents: - docs/overview.qmd From ae1c9fef0eea10affd8fe624e08e3e1efb9cfcfb Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Wed, 12 Feb 2025 01:24:40 -0800 Subject: [PATCH 03/12] update welcome, ui, input, script, output to tips example --- _quarto.yml | 19 +- .../getting_started/01-welcome.qmd | 190 ++++++- .../getting_started/02-ui.qmd | 182 ++++++- .../getting_started/03-inputs.qmd | 179 +++--- .../getting_started/04-outputs.qmd | 194 ------- .../getting_started/04-scripts.qmd | 185 +++++++ .../getting_started/05-outputs.qmd | 512 ++++++++++++++++++ .../getting_started/05-scripts.qmd | 192 ------- .../getting_started/08-next.qmd | 43 ++ .../getting_started/app-02-01-py | 0 .../learning_streams/getting_started/tips.csv | 245 +++++++++ 11 files changed, 1441 insertions(+), 500 deletions(-) delete mode 100644 docs/learning_streams/getting_started/04-outputs.qmd create mode 100644 docs/learning_streams/getting_started/04-scripts.qmd create mode 100644 docs/learning_streams/getting_started/05-outputs.qmd delete mode 100644 docs/learning_streams/getting_started/05-scripts.qmd create mode 100644 docs/learning_streams/getting_started/08-next.qmd create mode 100644 docs/learning_streams/getting_started/app-02-01-py create mode 100644 docs/learning_streams/getting_started/tips.csv diff --git a/_quarto.yml b/_quarto.yml index 19228ae8..fe004830 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -73,18 +73,24 @@ website: logo-alt: The logo for Shiny for Python search: true left: - - text: "Learn Shiny" + - text: "Tutorials" file: docs/learning_streams/getting_started/01-welcome.qmd + + - text: "Learning Hub" + href: docs/overview.qmd/ + - text: "Components" menu: - text: "Inputs" href: components/index.qmd#inputs + icon: sliders - text: "Outputs" file: components/index.qmd#outputs icon: sliders - text: "UI Layouts" file: layouts/index.qmd icon: layout-text-window-reverse + - text: "Deploy" menu: - text: "Overview" @@ -100,10 +106,13 @@ website: - text: "Templates" href: templates/index.qmd + right: + - text: "Playground" href: https://shinylive.io/py/examples/ target: _blank - - text: "Reference" + + - text: "API Reference" menu: - text: "Shiny Express" href: api/express/index.qmd @@ -111,8 +120,6 @@ website: href: api/core/index.qmd - text: "Testing" href: api/testing/index.qmd - - text: "Book" - href: docs/overview.qmd tools: - icon: discord href: https://discord.gg/yMGCamUMnS @@ -244,8 +251,8 @@ website: - docs/learning_streams/getting_started/01-welcome.qmd - docs/learning_streams/getting_started/02-ui.qmd - docs/learning_streams/getting_started/03-inputs.qmd - - docs/learning_streams/getting_started/04-outputs.qmd - - docs/learning_streams/getting_started/05-scripts.qmd + - docs/learning_streams/getting_started/04-scripts.qmd + - docs/learning_streams/getting_started/05-outputs.qmd - docs/learning_streams/getting_started/06-reactive.qmd - docs/learning_streams/getting_started/07-publish.qmd diff --git a/docs/learning_streams/getting_started/01-welcome.qmd b/docs/learning_streams/getting_started/01-welcome.qmd index 2e7fd2bb..4c4f7a16 100644 --- a/docs/learning_streams/getting_started/01-welcome.qmd +++ b/docs/learning_streams/getting_started/01-welcome.qmd @@ -12,36 +12,150 @@ web application to help tell your data story. ## Installing Shiny +:::::: {.panel-tabset} + +## Windows + +::: {.panel-tabset} + +## pip + +```bash +python -m venv shiny-env # create virtual environment +shiny-env\Scripts\activate # activate environment +pip install -U shiny # install shiny +``` + +## conda + +```bash +# create virtual environment and install shiny +conda create -n shiny-env -c conda-forge shiny + +# activate environment +conda activate shiny-env +``` + +## mamba + +```bash +# create virtual environment and install shiny +mamba create -n shiny-env -c conda-forge shiny + +# activate environment +mamba activate shiny-env +``` + +::: + +## MacOS + ::: {.panel-tabset} ## pip ```bash -pip install shiny +python -m venv shiny-env # create virtual environment +source shiny-env/bin/activate # activate environment +pip install -U shiny # install shiny ``` ## conda ```bash -conda install -c conda-forge shiny +# create virtual environment and install shiny +conda create -n shiny-env -c conda-forge shiny + +# activate environment +conda activate shiny-env ``` ## mamba ```bash -mamba install -c conda-forge shiny +# create virtual environment and install shiny +mamba create -n shiny-env -c conda-forge shiny + +# activate environment +mamba activate shiny-env +``` +::: + +## Linux + +::: {.panel-tabset} + +## pip + +```bash +python -m venv shiny-env # create virtual environment +source shiny-env/bin/activate # activate environment +pip install -U shiny # install shiny +``` + +## conda + +```bash +# create virtual environment and install shiny +conda create -n shiny-env -c conda-forge shiny + +# activate environment +conda activate shiny-env ``` +## mamba + +```bash +# create virtual environment and install shiny +mamba create -n shiny-env -c conda-forge shiny + +# activate environment +mamba activate shiny-env +``` ::: +:::::: + We will be using [Positron](https://positron.posit.co/) in our tutorials, but you can also use [Visual Studio Code](https://code.visualstudio.com/). Whether you are using Positron, or VS Code, -wou will need to make sure you have the -[VS Code Shiny Extension](https://marketplace.visualstudio.com/items?itemName=Posit.shiny). +you will need to make sure you have the +[VS Code Shiny Extension](https://marketplace.visualstudio.com/items?itemName=Posit.shiny) +installed. -## Shiny Express: Your first application +If you are working with VSCode and Positron, +make sure your current python environment has +the `ipykernel` package installed. +We assume you are already in the environment we set up in the previous installing shiny section. + + +::: {.panel-tabset} + +## pip + +```bash +pip install ipykernel +``` + +## conda + +```bash +conda install -c conda-forge ipykernel +``` + +## mamba + +```bash +mamba install -c conda-forge ipykernel +``` + +::: + +## Parts of a Shiny Application + +This is a 1 to 2 Hour tutorial to get you started and familiar with all the basic +parts of creating and deploying a Shiny for Python application. Shiny express allows us to write shiny apps with a minimal amount of code. This lets us rapidly link interactive components with our data @@ -79,13 +193,15 @@ the text (output component) will react and update to the corresponding input val * Outputs are created by decorating a function with `@render.*`. * Inside a `render` function, `input` values can be read [reactively](#reactivity). * When those `input` values change, Shiny knows how to minimally re-render output. +* Layouts are inferred automatically based on what items you place in your application. + * We will learn more about layouts and user interfaces in the next lesson of this tutorial. ::: {.callout-note} ## Exercise Let's make and run our first shiny for python application. -1. Take the above code and save it to a file. Here we named it `app-010-simple.py` +1. Take the above code and save it to a file. Here we named it `app.py` 2. Click on the play button (red circle in the image below)j You will see the terminal run the `shiny run` command for you automatically. @@ -104,18 +220,29 @@ INFO: 127.0.0.1:56426 - "GET /?vscodeBrowserReqId=1737097751843 HTTP/1.1" 20 ``` This will run the application on port `55901` and automatically reload and update -as you make changes to the `app-010-simple.py` file. +as you make changes to the `app.py` file. -3. You will see the app build in the bottom terminal and open in the viewer on the side -4. Move the slider and see how the output reacts -5. Congratulations, you made your first shiny for python application! +1. You will see the app build in the bottom terminal and open in the viewer on the side +2. Move the slider and see how the output reacts +3. Congratulations, you made your first shiny for python application! ![](img/010-run_app.png) ::: {.callout-tip} -If you start your file with the word `app` the shiny for python extension will recognize +## Naming your files + +If you start your file with the word `app`, +the shiny for python extension will recognize it as an application and you will be able to see the "play" button to run your application. -You can also name your file `app.py`. +You can also name your file `app-getting_started.py` +and you will still get the shiny extension play button. + +To have Shiny for Python work well with the VS Code extensions and for you to go through +the next series of lessons. +We recommend either one of the following file naming conventions: + +1. Create separate folders for each app example you will create and save separate `app.py` files in each folder +2. Create separate `app*.py` files in the same directory (e.g., `app-01.py`, `app-02.py`) ::: ::: @@ -128,19 +255,21 @@ This is useful if you wish to specify your own port or want to rename your appli without the `app` prefix. ```bash -shiny run app.py +shiny run my_app.py ``` ::: {.callout-note} -If you named your application `app.py` you can omit it form the command and just use `shiny run`. +If you named your application `app.py` you can omit it form the command and only use `shiny run`. The `app.py` is the default file shiny looks for to run in the current directory. Otherwise, you can pass in the name of the file that you wish to run. The `app` prefix used in the example above is used to signal the VS Code shiny extension to display the run app button. ::: -Some useful options you can pass the `shiny run` command are: +:::{.callout-tip} +## Helpful run options +Some useful options you can pass the `shiny run` command are: - `--port`: pass in a custom port, e.g., `--port 8000`. This will run the app on the specified port, @@ -150,5 +279,32 @@ Some useful options you can pass the `shiny run` command are: You can learn more about these run options on the [`run_app` documentation page](https://shiny.posit.co/py/api/core/run_app.html). +::: + +## Shiny Express: Your first application + +The rest of this tutorial will work on creating this +[Restaurant Tipping Dashboard](https://gallery.shinyapps.io/template-dashboard-tips1/). + +::::: {.column-screen .hero-image .pt-4 .pb-5 style="margin-top:0px;max-width:1600px;"} +::: {.hello-output .g-col-12 .g-col-xl-12} + + + +::: -## Run a Template Example +::::: diff --git a/docs/learning_streams/getting_started/02-ui.qmd b/docs/learning_streams/getting_started/02-ui.qmd index 81a0ae5e..fb511f1a 100644 --- a/docs/learning_streams/getting_started/02-ui.qmd +++ b/docs/learning_streams/getting_started/02-ui.qmd @@ -12,22 +12,62 @@ we saw how to create and run a basic shiny for python application. Now let's see how we can layout different user interfaces. -In shiny express all the individual input components begin with a `ui.input_*()` function. -You can find a list of all the input components in the components gallery. - +If you are trying to whip up a quick application that needs input controls +and reactive outputs, shiny express tries to make this as simple as possible +by inferring the user interface and page layout for you. +However, +you have the option (and ability) to override these default layouts. + +We will assume that you have the pre-existing knowledge on how to +load a dataframe from a csv file, filter the data, calculate summaries from the data, +and plot results. +Here we will set the foundation on how to set up the UI that our code will +insert into to be displayed in a web application or dashboard. + +:::{.callout-tip} +When building your Shiny applications, +a general good practice is break up the application into two (2) separate steps + +1. Write the code for whatever interactive components you want + and use variables as place holders for the code. + It isn't interactive without code modifications yet, + but it'll help to make sure you have all the code working as you add interactive + components to it. +2. Outline the general user interface either literally on paper and/or put in + placeholder UI elements to get a sense of the look and feel of your application. + +You can do these steps in whatever asynchronously and in whatever order you'd like. +By keeping these steps separate, +especially as you are learning the framework, +you'll reduce the risks of creating errors and bugs that may be hard to point down. +::: -Outputs are created by decorating a function with the `@render.*()` decorator. -You can find a list of all the output components in the components gallery. - +## Layout User Interfaces -We can lay out the input and output components on our web application using different shiny layouts. - +We can lay out the input and output components on our web application using different +[shiny layouts](/layouts/). We can have different navigation bars, sidebars, tabs, panels, and cards to control where each component is displayed on the page. + +:::{.callout-note} +We will talk about the different input and output components separately in +later lessons of this tutorial. + +All the individual input components begin with a `input_*()` function. +You can find a list of all the inputs in the +[input components gallery](/components/#inputs). + +Outputs are created by decorating a function with the `@render.*()` decorator. +You can find a list of all the outputs in the +[outputs components gallery](/components/#outputs). +::: + + Layouts in Shiny Express begin with the `with ui.*():` python context manager. Here is an example of an Shiny Express application with a sidebar on the left. One use case for this kind of layout is to provide the user the ability to interact -with components on the page, but also hide away the components to declutter +with components on the page +but also hide away the components to declutter the application when they are not needed. ```{shinylive-python} @@ -46,13 +86,23 @@ with ui.sidebar(bg="#f8f8f8"): You can use navigation bars (navbars) to add different pages to your application. Let's build on our current sidebar layout, and add a navigation bar to the top of the application. -We can next layouts by nesting the context managers. +We can nest layouts by nesting the context managers. + +:::{.callout-note} +Context managers are not specific to Shiny for Python. +They are features and tools used thought the Python ecosystem. +Typically you will not have to write your own context manager in Python +and use the `with` statement for an existing context manager. + +For Shiny, all you need to remember that Shiny Express uses context managers +to layout each part of the user interface. +You can also nest shiny layout context managers, +but be mindful where the `with` statement is and where the indentations are. +::: -::: {.callout-note} -TODO: clarify text +## Page Layouts If you need to embed different page layouts, you will need to look for the `ui.layout_*()` functions. -::: :::{.column-body-outset-right} ```{shinylive-python} @@ -76,17 +126,107 @@ with ui.nav_panel("C"): ``` ::: -## Arranging Elements +## Restaurant Tips UI - +For a given page, there are a few ways you can +[layout specific elements](layouts/panels-cards/#content-divided-by-cards). + +Let's sketch out the basic outline of the shiny application. + +![](../../assets/tipping-dashboard.png) + +:::{.callout-note} +## Exercise + +Let's replicate the restaurant tipping dashboard, +but only put in the UI elements. + +The Restaurant Tipping dashboard has the following parts: + +1. Title: "Restaurant tipping" + - You can use the [`ui.page_opts()`](https://shiny.posit.co/py/api/express/express.ui.page_opts.html) + and pass in a `title=''` parameter to add an application title. +1. Sidebar for a few input components (we'll add those later) + - You can put some text here as a place holder, e.g., `"sidebar inputs"` +2. A full width column with 3 value boxes + - Each value box will take up the same width of space + - The value boxes will have labels for "Total tippers", "Average tip", and "Average bill" + - The value boxes will need a placeholder value (we will populate them with a reactive value later) +3. A full width column with 2 cards, one for a dataframe and another for a scatter plot + - Each card will share the same width of space + - The care headers will have values of "Tips data" and "Total bill vs tip" +4. a full width column with 1 card + - The card has a header of "Tip percentages" + + +::::::{.callout-tip} +Here are the documentation pages for functions that may be useful for this exercise: + +- `ui.page_opts()`: +- `ui.sidebar()`: +- `ui.layout_columns()`: +- `ui.card()`: +- `ui.card_header()`: +:::::: +::: + +::: {.callout-caution collapse="true"} +## Solution + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 150 +from shiny.express import input, ui + +# title +ui.page_opts(title="Restaurant tipping", fillable=True) + +# sidebar (empty for now) +with ui.sidebar(open="desktop"): + "sidebar inputs" + +# body of application + +# first row of value boxes +with ui.layout_columns(fill=False): + with ui.value_box(): + "Total tippers" + 42 + + with ui.value_box(): + "Average tip" + 42 + + with ui.value_box(): + "Average bill" + 42 + +# second row of cards +with ui.layout_columns(col_widths=[6, 6]): + with ui.card(full_screen=True): + ui.card_header("Tips data") + with ui.card(full_screen=True): + ui.card_header("Total bill vs tip") + +with ui.layout_columns(): + with ui.card(full_screen=True): + ui.card_header("Tip percentages") + +``` +::: +## Context managers -## HTML Content +You will typically not need to write your own context managers using the Python `with` statement. +If you would like to learn more about what context managers are, +and how to potentially write your own, you can check out +this +[context managers tutorial from Real Python](https://realpython.com/python-with-statement/) -If you want to customize any of the text formatting you can use python functions that are named after -HTML tags. +## Summary - +We have now created a skeleton for our dashboard by laying out the main UI components. +We will now be able to add input components. diff --git a/docs/learning_streams/getting_started/03-inputs.qmd b/docs/learning_streams/getting_started/03-inputs.qmd index f1f52735..838f9b1f 100644 --- a/docs/learning_streams/getting_started/03-inputs.qmd +++ b/docs/learning_streams/getting_started/03-inputs.qmd @@ -10,9 +10,8 @@ So far we've seen how to customize our user interface, and saw how we can use layouts, cards, and the 12-Grid CSS Bootstrap layout to help place different elements on our web application. Now let's get a sense of all the different kinds of input components we can work with. -You can see a list of all the possible input components in the components gallery. - - +You can see a list of all the possible input components in the +[components gallery](/components/). In general, all the input components are imported with `from shiny.express import ui`, and we can access each of the input components from the corresponding input @@ -29,15 +28,11 @@ or starting and ending range for a slider. Each input component also has their own parameters for customizations specific for that particular input. :::{.callout-tip} -The components gallery is a great way to quickly see all the possible components +The [components gallery](/components/) is a great way to quickly see all the possible components that come with Shiny for Python. Each component page has their own mini example tutorial how to use the corresponding component. It's useful to have the components page open to the side as you are planning and building your application. - - - - ::: Let's combine a few of our layout knowledge from the previous lesson, @@ -67,94 +62,138 @@ with ui.layout_columns(): ui.input_text("text", "Add text", "") ``` -Now you give it a try: -:::{.callout-note} + +:::{.callout-note .column-page-right} ## Exercise -Create a fillable page with 4 components, -each component in their own column. - -1. Use the `ui.page_opts()` function and make the web application fill the width of the page. -2. Use the `ui.layout_columns()` context manager to create columns for our application components -3. Place the following components into each column of the application: - - [Action Button](https://shiny.posit.co/py/api/express/express.ui.input_action_button.html) - with the `id='submit'`, and the `label='Submit'` - - [Checkbox](https://shiny.posit.co/py/api/express/express.ui.input_checkbox.html) - with the `id='checkbox'`, `label='Shiny for Python is cool'`, `value=False` - - [Checkbox Group](https://shiny.posit.co/py/api/express/express.ui.input_checkbox_group.html) - with the `id='check_group'`, label=`Prime Numbers`, `choices=[0, 1, 2, 3, 4]` - - [Date](https://shiny.posit.co/py/api/express/express.ui.input_date.html) - with the `id='date'`, `label='No Weekends'`, `daysofweekdisabled=[0, 6]` -::: +Now that you have a bit more practice with UIs and Input components, +Let's build add a few inputs to our existing tips dashboard. -::: {.callout-caution collapse="true"} +![](../../assets/tipping-dashboard.png) -## Solution +Our application only has inputs in the left sidebar. +Let's add them to the application (we will work on connecting them with data later) -TODO: put in solution +1. [`input_slider()`](https://shiny.posit.co/py/components/inputs/slider-range/): + We'll use `0` and `100` as the lower and upper bounds for now. + When we load our data we can calculate actual data range. +2. [`input_checkbox_group()`](https://shiny.posit.co/py/components/inputs/checkbox-group/): + With a label of `Food service` and options for `Lunch` and `Dinner`. +3. [`input_action_button()`](https://shiny.posit.co/py/components/inputs/action-button/): + Labeled `Reset filter`. -::: +We will connect these inputs to outputs in the next lesson. - +For reference, here's our current code and application: +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 500 +from shiny.express import input, ui -Now that you have a bit more practice with UIs and Input components, -Let's build an application we'll use for the rest of the tutorial. +# title +ui.page_opts(title="Restaurant tipping", fillable=True) -:::{.callout-note} -## Exercise +# sidebar (empty for now) +with ui.sidebar(open="desktop"): + "sidebar inputs" + +# body of application + +# first row of value boxes +with ui.layout_columns(fill=False): + with ui.value_box(): + "Total tippers" + "Value 1" -Create an application with the following UI specifications: + with ui.value_box(): + "Average tip" + "Value 2" -- Title: Census Visualization -- Fillable -- Sidebar with following UI elements: - - Help text: `"Create demographic maps with information from the 2020 US Census."` - - Input select: - `id='var'`, - `label='Choose a variable to display'`, - `choices=["Percent White", "Percent Black", "Percent Hispanic", "Percent Asian",]` - Slider: `id=range`, `label="Range of interest:"`, `min=10, max=100, value=[0, 100]` -- Main content: Just the text for "Main content". + with ui.value_box(): + "Average bill" + "Value 3" + +# second row of cards +with ui.layout_columns(col_widths=[6, 6]): + with ui.card(full_screen=True): + ui.card_header("Tips data") + "Tips DataFrame" + + with ui.card(full_screen=True): + ui.card_header("Total bill vs tip") + "Scatterplot" + +with ui.layout_columns(): + with ui.card(full_screen=True): + ui.card_header("Tip percentages") + "ridgeplot" + +``` ::: -::: {.callout-caution collapse="true" .column-page-inset-right} +::: {.callout-caution collapse="true" .column-page-right} ## Solution -Save this file into an `app.py` file. - ```{shinylive-python} #| standalone: true #| components: [editor, viewer] #| layout: vertical -#| viewerHeight: 700 -from shiny.express import ui - -ui.page_opts(title="Census Visualization", fillable=True) - -with ui.sidebar(bg="#f8f8f8"): - ui.help_text("Create demographic maps with information from the 2020 US Census.") - ui.input_select( - "var", - "Choose a variable to display", - [ - "Percent White", - "Percent Black", - "Percent Hispanic", - "Percent Asian", - ], - selected="Percent White", +#| viewerHeight: 500 +from shiny.express import input, ui + +# title +ui.page_opts(title="Restaurant tipping", fillable=True) + +# sidebar (empty for now) +with ui.sidebar(open="desktop"): + ui.input_slider("slider", "Bill amount", min=0, max=100, value=[0, 100]) + ui.input_checkbox_group( + "checkbox_group", + "Food service", + { + "lunch": "Lunch", + "dinner": "Dinner", + }, ) + ui.input_action_button("action_button", "Reset filter") + + +# body of application + +# first row of value boxes +with ui.layout_columns(fill=False): + with ui.value_box(): + "Total tippers" + "Value 1" - ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) + with ui.value_box(): + "Average tip" + "Value 2" -"Main content" + with ui.value_box(): + "Average bill" + "Value 3" + +# second row of cards +with ui.layout_columns(col_widths=[6, 6]): + with ui.card(full_screen=True): + ui.card_header("Tips data") + "Tips DataFrame" + + with ui.card(full_screen=True): + ui.card_header("Total bill vs tip") + "Scatterplot" + +with ui.layout_columns(): + with ui.card(full_screen=True): + ui.card_header("Tip percentages") + "ridgeplot" ``` ::: diff --git a/docs/learning_streams/getting_started/04-outputs.qmd b/docs/learning_streams/getting_started/04-outputs.qmd deleted file mode 100644 index 8d31be16..00000000 --- a/docs/learning_streams/getting_started/04-outputs.qmd +++ /dev/null @@ -1,194 +0,0 @@ ---- -title: Output Components ---- - - - -Now that we know how to lay our the application and insert input components for the user to interact with, -let's create some output components that **react** to the input components. - -We'll build on the application from the previous lesson: - -:::{.column-page-inset-right} -```{shinylive-python} -#| standalone: true -#| components: [editor, viewer] -#| layout: vertical -#| viewerHeight: 700 -from shiny.express import ui - -ui.page_opts(title="Census Visualization", fillable=True) - -with ui.sidebar(bg="#f8f8f8"): - ui.help_text("Create demographic maps with information from the 2020 US Census.") - ui.input_select( - "var", - "Choose a variable to display", - [ - "Percent White", - "Percent Black", - "Percent Hispanic", - "Percent Asian", - ], - selected="Percent White", - ) - - ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) - -"Main content" - -``` -::: - -Output components all begin with a function with a `ui.render_*` decorator above a function definition. -The decorator is one of the ways that you signal to Shiny that the code will react to some change -in the application. -The name of the function does not matter to shiny, but you should pick a name -that hints at what value is going to be returned. -Finally, the body of the function should return the corresponding object for the output component. -Again, the decorator function signals to Shiny what kind of output component is displayed in the application. - -The `@render.text` output is one way you can help debug your application visually. -Similar to `print()` statement debugging, except the print statement will be rendered in your application. -Let's add a `@render.text` output to the body of our sidebar layout. - -Here are the steps we will do: - -1. Make sure we have a `ui.input_select()` with the display variable choice in the sidepanel of the application. -2. Define a server function where we want the text to be displayed (e.g., the main body of the application) -3. Use the `input.()` pattern to have shiny reactively get the input component value -4. Return the value you want to use in the application -5. Decorate the function with `@render.text` to signal that we want the returned value rendered as text in the application. - -:::{.column-page-inset-right} -```{shinylive-python} -#| standalone: true -#| components: [editor, viewer] -#| layout: vertical -#| viewerHeight: 700 -from shiny import render -from shiny.express import input, ui - -ui.page_opts(title="Census Visualization", fillable=True) - -with ui.sidebar(bg="#f8f8f8"): - ui.help_text("Create demographic maps with information from the 2020 US Census.") - ui.input_select( - "var", - "Choose a variable to display", - [ - "Percent White", - "Percent Black", - "Percent Hispanic", - "Percent Asian", - ], - selected="Percent White", - ) - - ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) - -@render.text -def text_output(): - return input.var() - -``` -::: - -You can add a bit more context to your application by adding text along side the `@render.text` value. - -:::{.callout-note} -## Exercise - -Replace the `@render.text` section of the application code with: - -```python -"You have selected the variable:" - -@render.text(inline=True) -def text_output(): - return input.var() -``` - -You can read more about `@render.text` here: - - -::: - -## Use input values - -In the application above, we had this particular line in our function body, `input.var()`. -This line shows one of the main features in Shiny, reactive values. - -- The `input` variable automatically holds all the values from the input components as a Python dictionary -- We can access the input component value with dot notation and - use the same `id` we defined in the `ui.input_*()` function -- The `input.var` represents the actual reactive value object, - if we want to actually calculate the current reactive value, - we need to call it as a function with `input.var()` - -:::{.callout-note} -## Exercise - -Create another reactive text output in the body of the application. -This time use a `@render.code` decorator to output the lower and upper bound -value from our `ui.input_slider()` with the `id="range"`. - -:::{.callout-tip} -The `ui.input_slider()` component returns a list of values where the first (0 index) -is the lower slider value, and the second (1 index) is the upper slider value. -::: - - - -::: - - -::: {.callout-caution collapse="true" .column-page-inset-right} - -## Solution - -```{shinylive-python} -#| standalone: true -#| components: [editor, viewer] -#| layout: vertical -#| viewerHeight: 700 -from shiny import render -from shiny.express import input, ui - -ui.page_opts(title="Census Visualization", fillable=True) - -with ui.sidebar(bg="#f8f8f8"): - ui.help_text("Create demographic maps with information from the 2020 US Census.") - ui.input_select( - "var", - "Choose a variable to display", - [ - "Percent White", - "Percent Black", - "Percent Hispanic", - "Percent Asian", - ], - selected="Percent White", - ) - - ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) - -# TODO: replacement for when you just want to render text but not as code elements -@render.text -def text_output(): - return input.var() - -# TODO: how to create a verbatim shiny express ui element -# TODO: From winston: -# should be recommending ui.output_code and @render.code over ui.output_text_verbatim and @render.text -@render.code -def text_verbatim_code(): - return f"{input.range()[0]}, {input.range()[1]}" -``` -::: diff --git a/docs/learning_streams/getting_started/04-scripts.qmd b/docs/learning_streams/getting_started/04-scripts.qmd new file mode 100644 index 00000000..2a9f280f --- /dev/null +++ b/docs/learning_streams/getting_started/04-scripts.qmd @@ -0,0 +1,185 @@ +--- +title: External Resources +--- + +It's good to keep the UI and code logic separate. +Since we have an outline of the application UI, +let's make sure we can get all the logic working for the code. + +Let's take a look at the application we're planning to make and make sure we +can code up all the individual parts first. + +![](../../assets/tipping-dashboard.png) + +From the dashboard sketch we need to make the following outputs + +1. Load the tips data that can be filtered byt the bill amount and food service time +2. Display the tips data after filtering +3. Calculate the total number of tippers (i.e., number of rows after filtering) +4. Calculate average tip percentage after filtering +5. Calculate average bill after filtering +6. [Plotly scatterplot](https://plotly.com/python/line-and-scatter/) + comparing `tip` vs `total_bill` of the filtered data +7. [ridgeplot](https://ridgeplot.readthedocs.io/en/stable/) + comparing days of the week vs tip percentages of the filtered data + +Now that we can lay out components and have the output components react to the input components, +let's see how we can incorporate modules, packages, and external data into our application. + +Before we start, make sure you have pandas, plotly, and ridgeplot installed. +If you are following along this tutorial from the beginning, +make sure you are in the proper virtual environment + +::: {.panel-tabset} + +## pip + +```bash +pip install pandas plotly ridgeplot +``` + +## conda + +```bash +conda install -c conda-forge pandas plotly +pip install ridgeplot +``` + +## mamba + +```bash +mamba install install -c conda-forge pandas plotly +pip install ridgeplot +``` + +::: + + +## External Data + +External data can be read into a Shiny for Python just like any other +python data science project, e.g., pandas, polars, ibis, eager, duckdb, etc. + +:::{.callout-note} +You can use the Python `narwhals` library to convert between +different dataframe backends. + + +::: + +For example, if we wanted to read in data from the `tips.csv` file in pandas, +we can use the same code in our shiny for python application. + +```{python} +import pandas as pd + +tips = pd.read_csv("tips.csv") +``` + +Next, let's create a few variables to serve as placeholders for the input components: + +```{python} +total_lower = tips.total_bill.min() +total_upper = tips.total_bill.max() +time_selected = tips.time.unique().tolist() +``` + +And a placeholder for the filtered tips dataframe: + +```{python} +idx1 = tips.total_bill.between( + left=total_lower, + right=total_upper, + inclusive="both", +) + +idx2 = tips.time.isin(time_selected) + +tips_filtered = tips[idx1 & idx2] +``` + +Now that we have a placeholder for the filtered dataframe, +we can write the code for the other components of the application. + +```{python} +tips_filtered.head() +``` + +## Individual values + +Now, let's calculate the individual numbers that are showed in the value boxes. + +```{python} +# total tippers +total_tippers = tips_filtered.shape[0] +total_tippers +``` + +```{python} +# average tip +perc = tips_filtered.tip / tips_filtered.total_bill +average_tip = f"{perc.mean():.1%}" +average_tip +``` + +```{python} +# average bill +bill = tips_filtered.total_bill.mean() +average_bill = f"${bill:.2f}" +average_bill +``` + +## Plots + +We now need to create 2 figures, a scatterplot and a ridgeplot. + +The scatterplot will use the `plotly` library + +```{python} +import plotly.express as px + +px.scatter( + tips_filtered, + x="total_bill", + y="tip", + trendline="lowess" +) +``` + +The ridgeplot will use the `ridgeplot` library + +```{python} +from ridgeplot import ridgeplot + +tips_filtered["percent"] = tips_filtered.tip / tips_filtered.total_bill + +uvals = tips_filtered.day.unique() +samples = [[tips_filtered.percent[tips_filtered.day == val]] for val in uvals] + +plt = ridgeplot( + samples=samples, + labels=uvals, + bandwidth=0.01, + colorscale="viridis", + colormode="row-index" +) + +plt.update_layout( + legend=dict( + orientation="h", + yanchor="bottom", + y=1.02, + xanchor="center", + x=0.5 + ) +) + +plt +``` + +## Next steps + +Now we have the working code for all the parts of our application. +Next we will add these outputs to the application +and then link the input components to our placeholder variables +to filtered the data. diff --git a/docs/learning_streams/getting_started/05-outputs.qmd b/docs/learning_streams/getting_started/05-outputs.qmd new file mode 100644 index 00000000..62aa5589 --- /dev/null +++ b/docs/learning_streams/getting_started/05-outputs.qmd @@ -0,0 +1,512 @@ +--- +title: Output Components +--- + + + +Now that we know how to lay our the application and insert input components for the user to interact with, +let's create some output components that **react** to the input components. + +Output components all begin with a function with a `ui.render_*` decorator above a function definition. +The decorator is one of the ways that you signal to Shiny that the code will react to some change +in the application. +The name of the function does not matter to shiny, but you should pick a name +that hints at what value is going to be returned. +Finally, the body of the function should return the corresponding object for the output component. +Again, the decorator function signals to Shiny what kind of output component is displayed in the application. + +In Shiny Express, wherever the output function is defined +(i.e., where we are using the `ui.render_*` decorator), +is where the output will be displayed. +So it's perfectly normal to see function definitions throughout the application. + +:::{.callout-important} +In Shiny Express, +the name of the function is used as the output ID. +Each function that is decorated with a `@rander.*` decorator should have a unique name. +::: + + +The `@render.text` output is one way you can help debug your application visually. +Similar to `print()` statement debugging, +except the print statement will be rendered in your application. + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 150 +from shiny.express import input, render, ui + +ui.input_slider("val", "Slider label", min=0, max=100, value=50) + +@render.text +def slider_val(): + return f"Slider value: {input.val()}" +``` + +:::{.callout-note} +Since we are now using output components, you will need to also +import the `render` module from `shiny.express` + + +```python +from shiny.express import input, render, ui +``` +::: + + +## Use input values + +In the application above, we had this particular line in our function body, `input.var()`. +This line shows one of the main features in Shiny, reactive values. + +- The `input` variable automatically holds all the values from the input components as a Python dictionary +- We can access the input component value with dot notation and + use the same `id` we defined in the `ui.input_*()` function +- The `input.var` represents the actual reactive value object, + if we want to actually calculate the current reactive value, + we need to call it as a function with `input.var()` + + + +:::{.callout-tip .column-page-right} +## Exercise + + +Let's add `@render.text` outputs to the sidebar so we can confirm what the code will see from the input components. +We will work with the slider and checkbox components. + +1. Our current application should already have `input_slider()` and `input_checkbox_group()` components +2. Define separate output functions in the sidebar under the reset button, + one for the `input_sider()` values, and another for the `input_checkbox_group()` values. + - Use the `input.()` pattern to have shiny reactively get the input component values + - Return the value you want to use in the application (returning the input values directly is fine) +3. Decorate the functions with `@render.text` to signal that we want the returned value rendered as text in the application +4. Add 2 additional text outputs, one for the lower bound of the input slider, + and another for the upper bound of the input slider + +:::{.callout-tip} +The `ui.input_slider()` component returns a list of values +where the first (`0` index) is the lower slider value, +and the second (`1` index) is the upper slider value. +::: + +Here is our current application for reference: + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 500 +from shiny.express import input, ui + +# title +ui.page_opts(title="Restaurant tipping", fillable=True) + +# sidebar (empty for now) +with ui.sidebar(open="desktop"): + ui.input_slider("slider", "Bill amount", min=0, max=100, value=[0, 100]) + ui.input_checkbox_group( + "checkbox_group", + "Food service", + { + "lunch": "Lunch", + "dinner": "Dinner", + }, + ) + ui.input_action_button("action_button", "Reset filter") + + +# body of application + +# first row of value boxes +with ui.layout_columns(fill=False): + with ui.value_box(): + "Total tippers" + "Value 1" + + with ui.value_box(): + "Average tip" + "Value 2" + + with ui.value_box(): + "Average bill" + "Value 3" + +# second row of cards +with ui.layout_columns(col_widths=[6, 6]): + with ui.card(full_screen=True): + ui.card_header("Tips data") + "Tips DataFrame" + + with ui.card(full_screen=True): + ui.card_header("Total bill vs tip") + "Scatterplot" + +with ui.layout_columns(): + with ui.card(full_screen=True): + ui.card_header("Tip percentages") + "ridgeplot" + +``` +::: + + +::: {.callout-caution collapse="true" .column-page-right} + +## Solution + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 500 +from shiny.express import input, ui, render + +# title +ui.page_opts(title="Restaurant tipping", fillable=True) + +# sidebar (empty for now) +with ui.sidebar(open="desktop"): + ui.input_slider("slider", "Bill amount", min=0, max=100, value=[0, 100]) + ui.input_checkbox_group( + "checkbox_group", + "Food service", + { + "lunch": "Lunch", + "dinner": "Dinner", + }, + ) + ui.input_action_button("action_button", "Reset filter") + + @render.text + def slider_val(): + return f"Slider values: {input.slider()}" + + @render.text + def checkbox_group_val(): + return f"Checkbox values: {input.checkbox_group()}" + + @render.text + def slider_val_0(): + return f"Slider value (lower): {input.slider()[0]}" + + @render.text + def slider_val_1(): + return f"Slider value (upper): {input.slider()[1]}" + + +# body of application + +# first row of value boxes +with ui.layout_columns(fill=False): + with ui.value_box(): + "Total tippers" + "Value 1" + + with ui.value_box(): + "Average tip" + "Value 2" + + with ui.value_box(): + "Average bill" + "Value 3" + +# second row of cards +with ui.layout_columns(col_widths=[6, 6]): + with ui.card(full_screen=True): + ui.card_header("Tips data") + "Tips DataFrame" + + with ui.card(full_screen=True): + ui.card_header("Total bill vs tip") + "Scatterplot" + +with ui.layout_columns(): + with ui.card(full_screen=True): + ui.card_header("Tip percentages") + "ridgeplot" + +``` +::: + +In the previous lesson, +we created variables that served as place holders we can use to filter our `tips` data + +```python +total_lower = tips.total_bill.min() +total_upper = tips.total_bill.max() +time_selected = tips.time.unique().tolist() +``` + +Instead of these hardcoded values, +we can use the values from the `input_*()` components instead. + +:::{.callout-tip} +## Exercise + +We will learn more about reactivity and reactive calculations in the next lesson. +But in this exercise, +we will use the input component values to filter our tips dataframe for each +output component. + +For reference, below we have the code for each of the outputs we created earlier. +Wrap each output into a function and decorate it with the corresponding +output component decorator. + +- dataframe: [`render.data_frame`](https://shiny.posit.co/py/api/express/express.render.data_frame.html) +- value box text: [`render.express`](https://shiny.posit.co/py/api/express/express.render.express.html) +- scatterplot (plotly): [`render_plotly`](https://shiny.posit.co/py/docs/jupyter-widgets.html) +- ridgeplot (plotly): [`render_plotly`](https://shiny.posit.co/py/docs/jupyter-widgets.html) + +:::::: {.panel-tabset} + +## dataframe + +```python +tips = pd.read_csv("docs/learning_streams/getting_started/tips.csv") + +total_lower = tips.total_bill.min() +total_upper = tips.total_bill.max() +time_selected = tips.time.unique().tolist() + +idx1 = tips.total_bill.between( + left=total_lower, + right=total_upper, + inclusive="both", +) + +idx2 = tips.time.isin(time_selected) + +tips_filtered = tips[idx1 & idx2] +``` + +## valuebox + +```python +# total tippers +total_tippers = tips_filtered.shape[0] + +# average tip +perc = tips_filtered.tip / tips_filtered.total_bill +average_tip = f"{perc.mean():.1%}" + +# average bill +bill = tips_filtered.total_bill.mean() +average_bill = f"${bill:.2f}" +``` + +## scatterplot + +```python +# scatterplot +import plotly.express as px + +px.scatter( + tips_filtered, + x="total_bill", + y="tip", + trendline="lowess" +) +``` + +## ridgeplot + +```python +# ridgeplot +from ridgeplot import ridgeplot + +tips_filtered["percent"] = tips_filtered.tip / tips_filtered.total_bill + +uvals = tips_filtered.day.unique() +samples = [[tips_filtered.percent[tips_filtered.day == val]] for val in uvals] + +plt = ridgeplot( + samples=samples, + labels=uvals, + bandwidth=0.01, + colorscale="viridis", + colormode="row-index" +) + +plt.update_layout( + legend=dict( + orientation="h", + yanchor="bottom", + y=1.02, + xanchor="center", + x=0.5 + ) +) +) +``` +:::::: + +::: + +::: {.callout-caution collapse="true" .column-page-right} +## Solution + +```{shinylive-python} +#| standalone: true +#| components: [editor, viewer] +#| layout: vertical +#| viewerHeight: 500 + +from ridgeplot import ridgeplot +import pandas as pd +import plotly.express as px +from shiny.express import input, ui + +tips = pd.read_csv("docs/learning_streams/getting_started/tips.csv") + +# title +ui.page_opts(title="Restaurant tipping", fillable=True) + +# sidebar (empty for now) +with ui.sidebar(open="desktop"): + ui.input_slider( + "slider", + "Bill amount", + min=tips.total_bill.min(), + max=tips.total_bill.max(), + value=[tips.total_bill.min(), tips.total_bill.max()]) + ui.input_checkbox_group( + "checkbox_group", + "Food service", + { + "lunch": "Lunch", + "dinner": "Dinner", + }, + ) + ui.input_action_button("action_button", "Reset filter") + + +# body of application + +# first row of value boxes +with ui.layout_columns(fill=False): + with ui.value_box(): + "Total tippers" + @render.express + def total_tippers(): + idx1 = tips.total_bill.between( + left=input.slider()[0], + right=input.slider()[1], + inclusive="both", + ) + idx2 = tips.time.isin(input.checkbox_group()) + tips_filtered = tips[idx1 & idx2] + + tips_filtered.shape[0] + + with ui.value_box(): + "Average tip" + @render.express + def average_tip(): + idx1 = tips.total_bill.between( + left=input.slider()[0], + right=input.slider()[1], + inclusive="both", + ) + idx2 = tips.time.isin(input.checkbox_group()) + tips_filtered = tips[idx1 & idx2] + + perc = tips_filtered.tip / tips_filtered.total_bill + f"{perc.mean():.1%}" + + with ui.value_box(): + "Average bill" + @render.express + def average_bill(): + idx1 = tips.total_bill.between( + left=input.slider()[0], + right=input.slider()[1], + inclusive="both", + ) + idx2 = tips.time.isin(input.checkbox_group()) + tips_filtered = tips[idx1 & idx2] + + bill = tips_filtered.total_bill.mean() + f"${bill:.2f}" + +# second row of cards +with ui.layout_columns(col_widths=[6, 6]): + with ui.card(full_screen=True): + ui.card_header("Tips data") + @render.data_frame + def table(): + idx1 = tips.total_bill.between( + left=input.slider()[0], + right=input.slider()[1], + inclusive="both", + ) + idx2 = tips.time.isin(input.checkbox_group()) + tips_filtered = tips[idx1 & idx2] + + return render.DataGrid(tips_filtered) + + with ui.card(full_screen=True): + ui.card_header("Total bill vs tip") + @render_plotly + def scatterplot(): + idx1 = tips.total_bill.between( + left=input.slider()[0], + right=input.slider()[1], + inclusive="both", + ) + idx2 = tips.time.isin(input.checkbox_group()) + tips_filtered = tips[idx1 & idx2] + + return px.scatter( + tips_filtered, + x="total_bill", + y="tip", + trendline="lowess", + ) + +with ui.layout_columns(): + with ui.card(full_screen=True): + ui.card_header("Tip percentages") + @render_plotly + def tip_perc(): + idx1 = tips.total_bill.between( + left=input.slider()[0], + right=input.slider()[1], + inclusive="both", + ) + idx2 = tips.time.isin(input.checkbox_group()) + tips_filtered = tips[idx1 & idx2] + + tips_filtered["percent"] = tips_filtered.tip / tips_filtered.total_bill + + uvals = tips_filtered.day.unique() + samples = [[tips_filtered.percent[tips_filtered.day == val]] for val in uvals] + + plt = ridgeplot( + samples=samples, + labels=uvals, + bandwidth=0.01, + colorscale="viridis", + colormode="row-index" + ) + + plt.update_layout( + legend=dict( + orientation="h", + yanchor="bottom", + y=1.02, + xanchor="center", + x=0.5 + ) + ) + return plt + +## file: requirements.txt +ridgeplot +``` +::: diff --git a/docs/learning_streams/getting_started/05-scripts.qmd b/docs/learning_streams/getting_started/05-scripts.qmd deleted file mode 100644 index 14893b70..00000000 --- a/docs/learning_streams/getting_started/05-scripts.qmd +++ /dev/null @@ -1,192 +0,0 @@ ---- -title: External Resources ---- - -Now that we can lay out components and have the output components react to the input components, -let's see how we can incorporate modules, packages, and external data into our application. - -Before we start, make sure you have pandas and plotly installed - -``` -pip install pandas plotly -conda install -c conda-forge pandas plotly -``` - -## External Data - -External data can be read into a Shiny for Python just like any other -python data science project: - -- pandas -- polars -- ibis -- eager -- duckdb - -:::{.callout-note} -You can use the Python `narwhals` library to convert between -different dataframe backends. - - -::: - -For example, if we wanted to read in data from the `data/counties.csv` file in pandas, -we can use the same code in our shiny for python application. - -```python -import pandas as pd - -df = pd.read_csv("data/counties.csv") -``` - -Let's load our data into the application we have been building. - -::: {..column-page-inset-right} - -```{shinylive-python} -#| standalone: true -#| components: [editor, viewer] -#| layout: vertical -#| viewerHeight: 700 - -{{< include apps/app-05-01-read_csv.py >}} - -``` -::: - -## External Modules - -If you have more complicated calculations, -it can help to refactor your code into separate modules. -This way your `app.py` code just contains the Shiny code for -the application and you can import functions that handle -the calculations and objects needed for your application. - -Let's create a `helpers.py` module in the same directory as our `app.py` file. -This way we can import the functions from all the same directory. - -First let's create the code that can produce a choropleth map of our data. - -```{python} -import pandas as pd - -df = pd.read_csv("data/counties.csv") -df.head() -``` - -We will also need a FIPS code dataset to combine with the state and county information - -```{python} -fips = pd.read_csv( - "data/fips.csv", - dtype={'state_code': str, 'county_code': str}, -) -fips.head() -``` - -Then we need to clean up our data - -```{python} -# split 'name' column into 'state' and 'county' -df[['state_name', 'county']] = df['name'].str.split(',', expand=True) - -# standardize county names for merging (case-insensitive) -fips['county'] = (fips['county'] - .str.replace(" county", "", case=False) - .str.lower() -) -fips['state_name'] = fips['state_name'].str.lower() -df['county'] = df['county'].str.lower() -``` - -```{python} -fips.head() -``` - -```{python} -df.head() -``` - -```{python} -# merge dataframes on 'state_name' and 'county' -merged_data = pd.merge(df, fips, on=['state_name', 'county'], how='left') - -# add full FIPS code as fips -merged_data['fips'] = merged_data['state_code'] + merged_data['county_code'] -merged_data['fips'] = merged_data['fips'].astype(str).str.zfill(5) - -merged_data.head() -``` - -Next, let's make a small choropleth map without on its own - -```{python} -import plotly.express as px - -# Create the choropleth map -fig = px.choropleth( - merged_data, - geojson="https://raw.githubusercontent.com/plotly/datasets/master/geojson-counties-fips.json", - locations='fips', # Use the FIPS code for mapping - color='white', # The column representing the percentage of white people - color_continuous_scale="Viridis", # Choose a color scale - scope="usa", # Limit the map to the United States - labels={'white': '% White Population'}, # Legend label - hover_name='county', # Display county name on hover - hover_data={'fips': False, 'white': True, 'total.pop': True}, # Show relevant data on hover -) - -# Update layout for better visualization -fig.update_geos(fitbounds="locations", visible=False) -fig.update_layout( - title_text="Percentage of White Population by County", - title_x=0.5, # Center the title - geo=dict(bgcolor='rgba(0,0,0,0)') # Transparent background -) - -# Show the map -fig.show() -``` - -Wow, that's a lot of code! -But we now have all the parts that we need for our application. -We can use our select input dropdown to select which column of values we want to plot. - -We can also save all the data cleaning code so it only runs when needed (i.e., when it is not saved). - -Let's create 2 modules, one that has a function for the map, -and another that can create or load a cleaned dataset for the map. - -:::{.callout} -## map.py -```{python} -{{< include map.py >}} -``` -::: - -```{python} -plot_choropleth( - dataframe=merged_data, - color_column='white', - title='% White', - ) -``` - -:::{.callout} -## data.py -```{python} -{{< include data.py >}} -``` -::: - -:::{.callout} -## app.py -```{shinylive-python} -#| standalone: true -#| components: [editor, viewer] -#| layout: vertical -#| viewerHeight: 700 - -{{< include app-05-02-load_modules.py >}} -``` -::: diff --git a/docs/learning_streams/getting_started/08-next.qmd b/docs/learning_streams/getting_started/08-next.qmd new file mode 100644 index 00000000..8c10a08b --- /dev/null +++ b/docs/learning_streams/getting_started/08-next.qmd @@ -0,0 +1,43 @@ + +## Templates + +This dashboard is one of many example dashboards available on the +[Shiny for Python Templates Page](https://shiny.posit.co/py/templates/). + +If you want to download and run this application, +you can visit the +[Restaurant tips dashboard template page](https://shiny.posit.co/py/templates/dashboard-tips/) +and follow the command to downlaod the application + +```bash +shiny create --template dashboard-tips --mode express --github posit-dev/py-shiny-templates +``` + +This will create a `dashboard-tips` folder in your current directory. +The output of the command will then prompt you to install the dependencies for the application +using `pip`. + +```bash +$ shiny create --template dashboard-tips --mode express --github posit-dev/py-shiny-templates +ℹ Using GitHub repository posit-dev/py-shiny-templates. +… Creating Restaurant tips dashboard Shiny app... +? Enter destination directory: ./dashboard-tips +✓ Created Shiny app at dashboard-tips + +→ Next steps: +- Install required dependencies: + cd dashboard-tips + pip install -r requirements.txt +- Open and edit the app file: dashboard-tips/app.py +``` + +To run the example tips dashboard, +you can use the same `shiny run` command we did in the previous exercise. +The application code is in the `app.py` file. + +```bash +shiny run +``` + +There are a few other files and modules that are in this example application. +We will spend the next few lessons of this tutorial going though each of the components. diff --git a/docs/learning_streams/getting_started/app-02-01-py b/docs/learning_streams/getting_started/app-02-01-py new file mode 100644 index 00000000..e69de29b diff --git a/docs/learning_streams/getting_started/tips.csv b/docs/learning_streams/getting_started/tips.csv new file mode 100644 index 00000000..856a65a6 --- /dev/null +++ b/docs/learning_streams/getting_started/tips.csv @@ -0,0 +1,245 @@ +total_bill,tip,sex,smoker,day,time,size +16.99,1.01,Female,No,Sun,Dinner,2 +10.34,1.66,Male,No,Sun,Dinner,3 +21.01,3.5,Male,No,Sun,Dinner,3 +23.68,3.31,Male,No,Sun,Dinner,2 +24.59,3.61,Female,No,Sun,Dinner,4 +25.29,4.71,Male,No,Sun,Dinner,4 +8.77,2.0,Male,No,Sun,Dinner,2 +26.88,3.12,Male,No,Sun,Dinner,4 +15.04,1.96,Male,No,Sun,Dinner,2 +14.78,3.23,Male,No,Sun,Dinner,2 +10.27,1.71,Male,No,Sun,Dinner,2 +35.26,5.0,Female,No,Sun,Dinner,4 +15.42,1.57,Male,No,Sun,Dinner,2 +18.43,3.0,Male,No,Sun,Dinner,4 +14.83,3.02,Female,No,Sun,Dinner,2 +21.58,3.92,Male,No,Sun,Dinner,2 +10.33,1.67,Female,No,Sun,Dinner,3 +16.29,3.71,Male,No,Sun,Dinner,3 +16.97,3.5,Female,No,Sun,Dinner,3 +20.65,3.35,Male,No,Sat,Dinner,3 +17.92,4.08,Male,No,Sat,Dinner,2 +20.29,2.75,Female,No,Sat,Dinner,2 +15.77,2.23,Female,No,Sat,Dinner,2 +39.42,7.58,Male,No,Sat,Dinner,4 +19.82,3.18,Male,No,Sat,Dinner,2 +17.81,2.34,Male,No,Sat,Dinner,4 +13.37,2.0,Male,No,Sat,Dinner,2 +12.69,2.0,Male,No,Sat,Dinner,2 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+11.24,1.76,Male,Yes,Sat,Dinner,2 +48.27,6.73,Male,No,Sat,Dinner,4 +20.29,3.21,Male,Yes,Sat,Dinner,2 +13.81,2.0,Male,Yes,Sat,Dinner,2 +11.02,1.98,Male,Yes,Sat,Dinner,2 +18.29,3.76,Male,Yes,Sat,Dinner,4 +17.59,2.64,Male,No,Sat,Dinner,3 +20.08,3.15,Male,No,Sat,Dinner,3 +16.45,2.47,Female,No,Sat,Dinner,2 +3.07,1.0,Female,Yes,Sat,Dinner,1 +20.23,2.01,Male,No,Sat,Dinner,2 +15.01,2.09,Male,Yes,Sat,Dinner,2 +12.02,1.97,Male,No,Sat,Dinner,2 +17.07,3.0,Female,No,Sat,Dinner,3 +26.86,3.14,Female,Yes,Sat,Dinner,2 +25.28,5.0,Female,Yes,Sat,Dinner,2 +14.73,2.2,Female,No,Sat,Dinner,2 +10.51,1.25,Male,No,Sat,Dinner,2 +17.92,3.08,Male,Yes,Sat,Dinner,2 +27.2,4.0,Male,No,Thur,Lunch,4 +22.76,3.0,Male,No,Thur,Lunch,2 +17.29,2.71,Male,No,Thur,Lunch,2 +19.44,3.0,Male,Yes,Thur,Lunch,2 +16.66,3.4,Male,No,Thur,Lunch,2 +10.07,1.83,Female,No,Thur,Lunch,1 +32.68,5.0,Male,Yes,Thur,Lunch,2 +15.98,2.03,Male,No,Thur,Lunch,2 +34.83,5.17,Female,No,Thur,Lunch,4 +13.03,2.0,Male,No,Thur,Lunch,2 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+20.53,4.0,Male,Yes,Thur,Lunch,4 +16.47,3.23,Female,Yes,Thur,Lunch,3 +26.59,3.41,Male,Yes,Sat,Dinner,3 +38.73,3.0,Male,Yes,Sat,Dinner,4 +24.27,2.03,Male,Yes,Sat,Dinner,2 +12.76,2.23,Female,Yes,Sat,Dinner,2 +30.06,2.0,Male,Yes,Sat,Dinner,3 +25.89,5.16,Male,Yes,Sat,Dinner,4 +48.33,9.0,Male,No,Sat,Dinner,4 +13.27,2.5,Female,Yes,Sat,Dinner,2 +28.17,6.5,Female,Yes,Sat,Dinner,3 +12.9,1.1,Female,Yes,Sat,Dinner,2 +28.15,3.0,Male,Yes,Sat,Dinner,5 +11.59,1.5,Male,Yes,Sat,Dinner,2 +7.74,1.44,Male,Yes,Sat,Dinner,2 +30.14,3.09,Female,Yes,Sat,Dinner,4 +12.16,2.2,Male,Yes,Fri,Lunch,2 +13.42,3.48,Female,Yes,Fri,Lunch,2 +8.58,1.92,Male,Yes,Fri,Lunch,1 +15.98,3.0,Female,No,Fri,Lunch,3 +13.42,1.58,Male,Yes,Fri,Lunch,2 +16.27,2.5,Female,Yes,Fri,Lunch,2 +10.09,2.0,Female,Yes,Fri,Lunch,2 +20.45,3.0,Male,No,Sat,Dinner,4 +13.28,2.72,Male,No,Sat,Dinner,2 +22.12,2.88,Female,Yes,Sat,Dinner,2 +24.01,2.0,Male,Yes,Sat,Dinner,4 +15.69,3.0,Male,Yes,Sat,Dinner,3 +11.61,3.39,Male,No,Sat,Dinner,2 +10.77,1.47,Male,No,Sat,Dinner,2 +15.53,3.0,Male,Yes,Sat,Dinner,2 +10.07,1.25,Male,No,Sat,Dinner,2 +12.6,1.0,Male,Yes,Sat,Dinner,2 +32.83,1.17,Male,Yes,Sat,Dinner,2 +35.83,4.67,Female,No,Sat,Dinner,3 +29.03,5.92,Male,No,Sat,Dinner,3 +27.18,2.0,Female,Yes,Sat,Dinner,2 +22.67,2.0,Male,Yes,Sat,Dinner,2 +17.82,1.75,Male,No,Sat,Dinner,2 +18.78,3.0,Female,No,Thur,Dinner,2 From 4ccd29139f1538d781a49b8a5050fcdb8812ef77 Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Wed, 12 Feb 2025 08:33:59 -0800 Subject: [PATCH 04/12] overview.qmd is not a dir, remove / --- _quarto.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_quarto.yml b/_quarto.yml index fe004830..47add7ca 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -77,7 +77,7 @@ website: file: docs/learning_streams/getting_started/01-welcome.qmd - text: "Learning Hub" - href: docs/overview.qmd/ + href: docs/overview.qmd - text: "Components" menu: From 368dfd25d2cf68346fe231235647ee32d4f7c81c Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Thu, 13 Feb 2025 23:30:36 -0800 Subject: [PATCH 05/12] add example set of tutorial cards --- _quarto.yml | 6 +- docs/learning_streams/tutorials.qmd | 85 +++++++++++++++++++++++++++++ 2 files changed, 90 insertions(+), 1 deletion(-) create mode 100644 docs/learning_streams/tutorials.qmd diff --git a/_quarto.yml b/_quarto.yml index 47add7ca..9bada053 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -74,7 +74,11 @@ website: search: true left: - text: "Tutorials" - file: docs/learning_streams/getting_started/01-welcome.qmd + menu: + - text: "Getting Started" + href: docs/learning_streams/getting_started/01-welcome.qmd + - text: "Tutorials" + href: docs/learning_streams/tutorials.qmd - text: "Learning Hub" href: docs/overview.qmd diff --git a/docs/learning_streams/tutorials.qmd b/docs/learning_streams/tutorials.qmd new file mode 100644 index 00000000..dd2835c7 --- /dev/null +++ b/docs/learning_streams/tutorials.qmd @@ -0,0 +1,85 @@ +--- +css: tutorial.css +--- + +```{=html} + + +

 +``` From 2be6c28c9ea5aa0a241e76c17a62baeef88f2e35 Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Fri, 14 Feb 2025 00:05:48 -0800 Subject: [PATCH 06/12] remove previous example app, data, module files --- .../getting_started/app-02-01-py | 0 .../getting_started/app-05-02-load_modules.py | 51 - .../apps/app-05-01-read_csv.py | 34 - .../apps/app-06-01-base_stock.py | 45 - .../apps/app-06-02-reactive_value_setup.py | 51 - .../apps/app-06-03-reactive_data.py | 54 - docs/learning_streams/getting_started/data.py | 87 - .../getting_started/data/counties.csv | 3083 ---------------- .../getting_started/data/fips.csv | 3257 ----------------- .../getting_started/data/merged_data.csv | 3083 ---------------- docs/learning_streams/getting_started/map.py | 39 - 11 files changed, 9784 deletions(-) delete mode 100644 docs/learning_streams/getting_started/app-02-01-py delete mode 100644 docs/learning_streams/getting_started/app-05-02-load_modules.py delete mode 100644 docs/learning_streams/getting_started/apps/app-05-01-read_csv.py delete mode 100644 docs/learning_streams/getting_started/apps/app-06-01-base_stock.py delete mode 100644 docs/learning_streams/getting_started/apps/app-06-02-reactive_value_setup.py delete mode 100644 docs/learning_streams/getting_started/apps/app-06-03-reactive_data.py delete mode 100644 docs/learning_streams/getting_started/data.py delete mode 100644 docs/learning_streams/getting_started/data/counties.csv delete mode 100644 docs/learning_streams/getting_started/data/fips.csv delete mode 100644 docs/learning_streams/getting_started/data/merged_data.csv delete mode 100644 docs/learning_streams/getting_started/map.py diff --git a/docs/learning_streams/getting_started/app-02-01-py b/docs/learning_streams/getting_started/app-02-01-py deleted file mode 100644 index e69de29b..00000000 diff --git a/docs/learning_streams/getting_started/app-05-02-load_modules.py b/docs/learning_streams/getting_started/app-05-02-load_modules.py deleted file mode 100644 index 6d49e45a..00000000 --- a/docs/learning_streams/getting_started/app-05-02-load_modules.py +++ /dev/null @@ -1,51 +0,0 @@ -from pathlib import Path - -import pandas as pd -from shiny import render -from shiny.express import input, ui -from shinywidgets import render_widget - -from data import create_merged_data, load_merged_data -from map import plot_choropleth - -merged_data = load_merged_data( - counties_file='data/counties.csv', - fips_file='data/fips.csv', - output_file="data/merged_data.csv", -).dropna() # we will drop rows with missing values for now - -ui.page_opts(title="Census Visualization", fillable=True) - -with ui.sidebar(bg="#f8f8f8"): - ui.help_text("Create demographic maps with information from the 2020 US Census.") - ui.input_select( - "var", - "Choose a variable to display", - [ - "Percent White", - "Percent Black", - "Percent Hispanic", - "Percent Asian", - ], - selected="Percent White", - ) - - ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) - -@render.text -def text_output(): - return input.var() - -@render.code -def text_verbatim_code(): - return f"{input.range()[0]}, {input.range()[1]}" - -@render_widget -def map(): - choropleth = plot_choropleth( - dataframe=merged_data, - color_column='white', - title='% White', - ) - - return choropleth diff --git a/docs/learning_streams/getting_started/apps/app-05-01-read_csv.py b/docs/learning_streams/getting_started/apps/app-05-01-read_csv.py deleted file mode 100644 index a08c70a5..00000000 --- a/docs/learning_streams/getting_started/apps/app-05-01-read_csv.py +++ /dev/null @@ -1,34 +0,0 @@ -from pathlib import Path - -import pandas as pd -from shiny import render -from shiny.express import input, ui - -csv_file = Path(__file__).parent.parent / "data" / "counties.csv" -df = pd.read_csv(csv_file) - -ui.page_opts(title="Census Visualization", fillable=True) - -with ui.sidebar(bg="#f8f8f8"): - ui.help_text("Create demographic maps with information from the 2020 US Census.") - ui.input_select( - "var", - "Choose a variable to display", - [ - "Percent White", - "Percent Black", - "Percent Hispanic", - "Percent Asian", - ], - selected="Percent White", - ) - - ui.input_slider("range", "Range of interest:", min=10, max=100, value=[0, 100]) - -@render.text -def text_output(): - return input.var() - -@render.code -def text_verbatim_code(): - return f"{input.range()[0]}, {input.range()[1]}" diff --git a/docs/learning_streams/getting_started/apps/app-06-01-base_stock.py b/docs/learning_streams/getting_started/apps/app-06-01-base_stock.py deleted file mode 100644 index a9a7e4ed..00000000 --- a/docs/learning_streams/getting_started/apps/app-06-01-base_stock.py +++ /dev/null @@ -1,45 +0,0 @@ -from datetime import datetime, timedelta - -import pandas as pd -import plotly.express as px -from shiny import render -from shiny.express import input, ui -from shinywidgets import render_widget -import yfinance as yf - -ui.page_opts(title="Census Visualization", fillable=True) - -with ui.sidebar(bg="#f8f8f8"): - ui.help_text("Select a stock to get from yahoo finance. Max 90 day history.") - ui.input_select( - "stock", - "Symbol", - [ - "IBM", - "GOOG", - "T", - "LULU", - ], - selected="GOOG", - ) - - ui.input_slider("days", "Days from today:", min=0, max=90, value=30) - -@render_widget -def plot(): - # calculate date range - end_date = datetime.today() - start_date = end_date - timedelta(days=input.days()) - - # get the stock data for symbol and date range - stock = yf.Ticker(input.stock()) - data = stock.history(start=start_date, end=end_date) - - fig = px.line( - data_frame=data, - x=data.index, - y='Close', - title=f'{input.symbol()} Stock Price (Last {input.days()} days)', - labels={'Close': 'Close Price (USD)', 'index': 'Date'}) - - return fig diff --git a/docs/learning_streams/getting_started/apps/app-06-02-reactive_value_setup.py b/docs/learning_streams/getting_started/apps/app-06-02-reactive_value_setup.py deleted file mode 100644 index dfac1a36..00000000 --- a/docs/learning_streams/getting_started/apps/app-06-02-reactive_value_setup.py +++ /dev/null @@ -1,51 +0,0 @@ -from datetime import datetime, timedelta - -import pandas as pd -import plotly.express as px -from shiny import render -from shiny.express import input, ui -from shinywidgets import render_widget -import yfinance as yf - -ui.page_opts(title="Census Visualization", fillable=True) - -with ui.sidebar(bg="#f8f8f8"): - ui.help_text("Select a stock to get from yahoo finance. Max 90 day history.") - ui.input_select( - "stock", - "Symbol", - [ - "IBM", - "GOOG", - "T", - "LULU", - ], - selected="GOOG", - ) - - ui.input_slider("days", "Days from today:", min=0, max=90, value=30) - - ui.input_radio_buttons( - "column", - "Stock Data To Plot", - ["Open", "High", "Low", "Close", "Volume", "Dividends"], - ) - -@render_widget -def plot(): - # calculate date range - end_date = datetime.today() - start_date = end_date - timedelta(days=input.days()) - - # get the stock data for symbol and date range - stock = yf.Ticker(input.stock()) - data = stock.history(start=start_date, end=end_date) - data['date'] = pd.to_datetime(data.index) - - fig = px.line( - data, - x='date', - y=input.column(), - ) - - return fig diff --git a/docs/learning_streams/getting_started/apps/app-06-03-reactive_data.py b/docs/learning_streams/getting_started/apps/app-06-03-reactive_data.py deleted file mode 100644 index aa062287..00000000 --- a/docs/learning_streams/getting_started/apps/app-06-03-reactive_data.py +++ /dev/null @@ -1,54 +0,0 @@ -from datetime import datetime, timedelta - -import pandas as pd -import plotly.express as px -from shiny import render, reactive -from shiny.express import input, ui -from shinywidgets import render_widget -import yfinance as yf - -ui.page_opts(title="Census Visualization", fillable=True) - -with ui.sidebar(bg="#f8f8f8"): - ui.help_text("Select a stock to get from yahoo finance. Max 90 day history.") - ui.input_select( - "stock", - "Symbol", - [ - "IBM", - "GOOG", - "T", - "LULU", - ], - selected="GOOG", - ) - - ui.input_slider("days", "Days from today:", min=0, max=90, value=30) - - ui.input_radio_buttons( - "column", - "Stock Data To Plot", - ["Open", "High", "Low", "Close", "Volume", "Dividends"], - ) - -@reactive.calc -def data(): - # calculate date range - end_date = datetime.today() - start_date = end_date - timedelta(days=input.days()) - - # get the stock data for symbol and date range - stock = yf.Ticker(input.stock()) - data = stock.history(start=start_date, end=end_date) - data['date'] = pd.to_datetime(data.index) - return data - -@render_widget -def plot(): - fig = px.line( - data(), - x='date', - y=input.column(), - ) - - return fig diff --git a/docs/learning_streams/getting_started/data.py b/docs/learning_streams/getting_started/data.py deleted file mode 100644 index 0c593840..00000000 --- a/docs/learning_streams/getting_started/data.py +++ /dev/null @@ -1,87 +0,0 @@ -from pathlib import Path -import pandas as pd - - -def create_merged_data(counties_file, fips_file, output_file="data/merged_data.csv"): - """ - Create a merged data CSV file by combining county data with FIPS codes. - - Args: - counties_file (str): Path to the counties.csv file. - fips_file (str): Path to the fips.csv file. - output_file (str): Path to save the merged_data.csv file (default is 'data/merged_data.csv'). - - Returns: - None - """ - # Convert paths to Path objects - counties_path = Path(counties_file) - fips_path = Path(fips_file) - output_path = Path(output_file) - - # Check if the output file already exists - if output_path.exists(): - print(f"The file '{output_path}' already exists. Skipping processing.") - return - - # Load the input files - df = pd.read_csv( - counties_path, - dtype={'pop': int}, - float_precision='round_trip', - ) - fips = pd.read_csv( - fips_path, - dtype={'state_code': str, 'county_code': str}, - ) - - # Split 'name' column into 'state' and 'county' - df[['state_name', 'county']] = df['name'].str.split(',', expand=True) - - # Standardize county names and state names for merging - fips['county'] = (fips['county'] - .str.replace(" county", "", case=False) - .str.lower() - ) - fips['state_name'] = fips['state_name'].str.lower() - df['county'] = df['county'].str.lower() - - # Merge dataframes on 'state_name' and 'county' - merged_data = pd.merge(df, fips, on=['state_name', 'county'], how='left') - - # Add full FIPS code as 'fips' - merged_data['fips'] = merged_data['state_code'] + merged_data['county_code'] - merged_data['fips'] = merged_data['fips'].astype(str).str.zfill(5) - - # Ensure the parent directory of the output file exists - output_path.parent.mkdir(parents=True, exist_ok=True) - - # Save the merged dataframe to a CSV file - merged_data.to_csv(output_path, index=False, float_format="%.1f") - - print(f"Merged data saved to '{output_path}'.") - - -def load_merged_data(counties_file, fips_file, output_file="data/merged_data.csv"): - """ - Load the merged data from the specified file. - If the file does not exist, it automatically creates it by calling create_merged_data(). - - Args: - counties_file (str): Path to the counties.csv file. - fips_file (str): Path to the fips.csv file. - output_file (str): Path to the merged_data.csv file (default is 'data/merged_data.csv'). - - Returns: - pd.DataFrame: The loaded DataFrame. - """ - # Convert output_file to a Path object - output_path = Path(output_file) - - # Check if the output file exists; if not, create it - if not output_path.exists(): - print(f"'{output_file}' not found. Creating the file...") - create_merged_data(counties_file, fips_file, output_file) - - # Load and return the DataFrame - return pd.read_csv(output_path, dtype={'state_code': str, 'county_code': str, 'fips': str}) diff --git a/docs/learning_streams/getting_started/data/counties.csv b/docs/learning_streams/getting_started/data/counties.csv deleted file mode 100644 index d4bbc28e..00000000 --- a/docs/learning_streams/getting_started/data/counties.csv +++ /dev/null @@ -1,3083 +0,0 @@ -name,total.pop,white,black,hispanic,asian -"alabama,autauga",54571,77.2,19.3,2.4,0.9 -"alabama,baldwin",182265,83.5,10.9,4.4,0.7 -"alabama,barbour",27457,46.8,47.8,5.1,0.4 -"alabama,bibb",22915,75,22.9,1.8,0.1 -"alabama,blount",57322,88.90000000000002,2.5,8.1,0.20000000000000004 -"alabama,bullock",10914,21.9,71,7.1,0.2 -"alabama,butler",20947,54.099999999999994,44.2,0.8999999999999999,0.8000000000000002 -"alabama,calhoun",118572,73.6,22.2,3.3,0.7 -"alabama,chambers",34215,58.1,39.9,1.6,0.5 -"alabama,cherokee",25989,92.1,6.1,1.2,0.2 -"alabama,chilton",43643,81.1,10.9,7.799999999999999,0.3 -"alabama,choctaw",13859,55.6,43.8,0.5,0.1 -"alabama,clarke",25833,54,44.6,1,0.3 -"alabama,clay",13932,80.29999999999998,16.5,2.8999999999999995,0.2 -"alabama,cleburne",14972,93.2,4.4,2.1,0.2 -"alabama,coffee",49948,72.3,19.2,6.4,1.3 -"alabama,colbert",54428,79.6,17.7,2,0.4 -"alabama,conecuh",13228,51.1,47.5,1.2,0.10000000000000002 -"alabama,coosa",11539,65.9,31.9,2,0.1 -"alabama,covington",37765,84.1,13.9,1.3,0.4 -"alabama,crenshaw",13906,72.1,24.9,1.5,1.4 -"alabama,cullman",80406,92.7,2.2,4.3,0.4 -"alabama,dale",50251,71.1,22.3,5.6,1.1 -"alabama,dallas",43820,28.9,70.1,0.7,0.3 -"alabama,de kalb",NA,NA,NA,NA,NA -"alabama,elmore",79303,75,21.5,2.7,0.7 -"alabama,escambia",38319,61.29999999999999,33.4,1.8999999999999997,0.2 -"alabama,etowah",104430,79.3,16.6,3.3,0.6 -"alabama,fayette",17241,86,12.4,1.2,0.2 -"alabama,franklin",31704,79.6,5.5,14.9,0.2 -"alabama,geneva",26790,84.7,11,3.4,0.3 -"alabama,greene",9045,17.3,82,0.8,0.2 -"alabama,hale",15760,39.4,59.6,0.9,0.2 -"alabama,henry",17302,67.8,29.6,2.2,0.3 -"alabama,houston",101547,68.7,27.5,2.9,0.8 -"alabama,jackson",53227,90.09999999999998,5.900000000000001,2.5,0.3 -"alabama,jefferson",658466,51.7,43.1,3.9,1.4 -"alabama,lamar",14564,86.1,12.5,1.2,0 -"alabama,lauderdale",92709,85.5,11.4,2.2,0.7 -"alabama,lawrence",34339,76.9,15.800000000000002,1.7,0.1 -"alabama,lee",140247,69.8,24.4,3.3,2.6 -"alabama,limestone",82782,78.7,14.4,5.5,1.1 -"alabama,lowndes",11299,25.1,74.1,0.8,0.1 -"alabama,macon",21452,15.199999999999998,83.7,1.1,0.4000000000000001 -"alabama,madison",334811,66.1,26.5,4.6,2.5 -"alabama,marengo",21027,45.7,52.5,1.7000000000000002,0.3 -"alabama,marion",30776,92.6,5,2.1,0.2 -"alabama,marshall",93019,83.9,3.3000000000000003,12.1,0.5 -"alabama,mobile",412992,59.1,36.1,2.4,1.8 -"alabama,monroe",23068,54.7,43.1,1,0.3 -"alabama,montgomery",229363,38.4,56,3.6,2.1 -"alabama,morgan",119490,77.5,13.8,7.7,0.6 -"alabama,perry",10591,29.700000000000003,69.1,1.1,0.3 -"alabama,pickens",19746,55.800000000000004,42.8,1.6,0.2 -"alabama,pike",32899,57.4,38.1,2.2,2 -"alabama,randolph",22913,75.4,21.2,2.8,0.2 -"alabama,russell",52947,52.1,43.9,3.7000000000000006,0.4000000000000001 -"alabama,st clair",83593,87.3,9.9,2.1,0.6 -"alabama,shelby",195085,80.2,12,5.9,1.9 -"alabama,sumter",13763,24,75.3,0.6,0.20000000000000004 -"alabama,talladega",82291,64.5,33,2,0.4 -"alabama,tallapoosa",41616,69.3,27.6,2.5,0.5 -"alabama,tuscaloosa",194656,65,30.7,3.1,1.2 -"alabama,walker",67023,90.4,7.1,2,0.3 -"alabama,washington",17581,65.2,26.1,0.9,0.1 -"alabama,wilcox",11670,26.6,73,0.6,0 -"alabama,winston",24484,94.9,1.9,2.6,0.2 -"arizona,apache",71518,20.4,2.2,5.8,0.3 -"arizona,cochise",131346,58.5,8.2,32.4,1.9 -"arizona,coconino",134421,55.2,4.3,13.5,1.4 -"arizona,gila",53597,65.9,2.4,17.9,0.5 -"arizona,graham",37220,52.3,4.7,30.4,0.5 -"arizona,greenlee",8437,48.1,4.8,47.9,0.5 -"arizona,maricopa",3817117,58.7,8.4,29.6,3.5 -"arizona,mohave",200186,79.6,3.7,14.8,1.1 -"arizona,navajo",107449,43.9,3.2999999999999994,10.800000000000002,0.5 -"arizona,pima",980263,55.3,7.2,34.6,2.6 -"arizona,pinal",375770,58.7,8.4,28.5,1.7 -"arizona,santa cruz",47420,16,2.4,82.8,0.5 -"arizona,yavapai",211033,82,3.1,13.6,0.8000000000000002 -"arizona,yuma",195751,35.3,5.8,59.7,1.2 -"arkansas,arkansas",19019,71,25.8,2.7,0.5 -"arkansas,ashley",21853,68.2,26.9,4.9,0.2 -"arkansas,baxter",41513,96,1.6,1.6999999999999997,0.4 -"arkansas,benton",221339,76.6,3.9,15.5,2.9 -"arkansas,boone",36903,95.2,1.9,1.8000000000000003,0.4 -"arkansas,bradley",11508,58,28.900000000000002,13.200000000000001,0.19999999999999998 -"arkansas,calhoun",5368,73.4,23.6,2.8,0.20000000000000004 -"arkansas,carroll",27446,84,2.6,12.699999999999998,0.6 -"arkansas,chicot",11800,40.3,54.9,4.6,0.5 -"arkansas,clark",22995,70.4,25,4,0.5 -"arkansas,clay",16083,96.9,1.6,1.3,0.1 -"arkansas,cleburne",25970,95.9,1.7,2,0.2 -"arkansas,cleveland",8689,85.1,12.9,1.7,0.1 -"arkansas,columbia",24552,59.2,37.9,2.2,0.7 -"arkansas,conway",21273,82.4,13.2,3.6,0.4 -"arkansas,craighead",96443,79.6,14.9,4.4,1.1 -"arkansas,crawford",61948,86.8,4,6.1,1.4 -"arkansas,crittenden",50902,45.20000000000001,52.29999999999999,2,0.6 -"arkansas,cross",17870,74.7,23.3,1.5,0.5 -"arkansas,dallas",8116,54.1,43.1,2.3,0.1 -"arkansas,desha",13008,46.79999999999999,48.70000000000001,4.4,0.3 -"arkansas,drew",18509,68,28.9,2.5,0.5 -"arkansas,faulkner",113237,82.4,12.2,3.9,1.1 -"arkansas,franklin",18125,93.8,2.4,2,0.9 -"arkansas,fulton",12245,96.4,2,0.8,0.2 -"arkansas,garland",96024,84,10.2,4.8,0.7000000000000001 -"arkansas,grant",17853,94.1,3.2,2.2,0.3 -"arkansas,greene",42090,95.4,1.9,2.1,0.3 -"arkansas,hempstead",22609,56.5,31.300000000000004,12,0.4 -"arkansas,hot spring",32923,84.1,12.6,2.8,0.3 -"arkansas,howard",13789,67.4,21.9,9.8,0.6 -"arkansas,independence",36647,89.8,3.5,5.8,0.8 -"arkansas,izard",13696,95,2.6,1.5,0.3 -"arkansas,jackson",17997,78.8,18.2,2.4,0.3 -"arkansas,jefferson",77435,41.4,56.3,1.6,0.8 -"arkansas,johnson",25540,83.5,3.4,12.1,0.7 -"arkansas,lafayette",7645,59.9,38,1.7,0.3 -"arkansas,lawrence",17415,96.7,2,0.9,0.1 -"arkansas,lee",10424,41.4,56.4,1.6,0.4 -"arkansas,lincoln",14134,65.8,30.9,3.2,0.2 -"arkansas,little river",13171,74.6,21.1,2.7,0.3 -"arkansas,logan",22353,92.2,3.2,2.3,1.6 -"arkansas,lonoke",68356,87.9,7.799999999999999,3.3,0.8 -"arkansas,madison",15717,91.9,1.9,4.8,0.5 -"arkansas,marion",16653,95.9,1.8,1.7,0.2 -"arkansas,miller",43462,70.6,26.2,2.4,0.5 -"arkansas,mississippi",46480,60.5,35.5,3.6,0.5 -"arkansas,monroe",8149,55.8,42,1.6,0.4 -"arkansas,montgomery",9487,92.8,2.2,3.8,0.5 -"arkansas,nevada",8997,65.1,32.1,2.4,0.3 -"arkansas,newton",8330,94.8,2.3,1.7,0.3 -"arkansas,ouachita",26120,56.3,41.7,1.6,0.4 -"arkansas,perry",10445,93.6,3.5,2.4,0.2 -"arkansas,phillips",21757,34.6,64,1.3,0.3 -"arkansas,pike",11291,88.2,4.6,6.4,0.5 -"arkansas,poinsett",24583,89,8.6,2.2,0.2 -"arkansas,polk",20662,89.8,2.6,5.8,0.5 -"arkansas,pope",61754,86.9,5.1,6.7,1 -"arkansas,prairie",8715,85.7,13.1,0.9,0.1 -"arkansas,pulaski",382748,55.3,37,5.8,2 -"arkansas,randolph",17969,95.9,2.1,1.6,0.2 -"arkansas,st francis",28258,42.4,53.4,4.1,0.5 -"arkansas,saline",107118,89,6.1,3.8,0.9 -"arkansas,scott",11233,85.3,3,7,3.4 -"arkansas,searcy",8195,95.2,2.4,1.5,0.1 -"arkansas,sebastian",125744,72.8,10,12.3,4.1 -"arkansas,sevier",17058,61.1,7.4,30.6,0.4 -"arkansas,sharp",17264,95,2.2,1.7,0.3 -"arkansas,stone",12394,96.1,1.7,1.3,0.4 -"arkansas,union",41639,61.79999999999999,34.2,3.5,0.5 -"arkansas,van buren",17295,94.1,2.4,2.7,0.3 -"arkansas,washington",203065,74.1,5.8,15.5,2.2 -"arkansas,white",77076,89.6,5.8,3.7,0.5 -"arkansas,woodruff",7260,69.4,28.9,1.2,0.2 -"arkansas,yell",22185,76.7,3.1,19.1,1.3 -"california,alameda",1510271,34.1,18.6,22.5,26.1 -"california,alpine",1175,72.5,2.4,7.1,0.6 -"california,amador",38091,79.6,6.1,12.5,1.1 -"california,butte",220000,75.2,6.3,14.1,4.1 -"california,calaveras",45578,83.5,4.8,10.3,1.3 -"california,colusa",21419,39.8,4.5,55.10000000000001,1.3 -"california,contra costa",1049025,47.8,15.2,24.4,14.4 -"california,del norte",28610,64.7,8,17.8,3.4 -"california,el dorado",181058,79.9,4.6,12.1,3.5 -"california,fresno",930450,32.7,9.9,50.3,9.6 -"california,glenn",28122,55.9,4.4,37.5,2.6 -"california,humboldt",134623,77.2,6.4,9.8,2.2 -"california,imperial",174528,13.700000000000001,7.7,80.4,1.5999999999999999 -"california,inyo",18546,66.3,4,19.4,1.3 -"california,kern",839631,38.6,10.3,49.2,4.2 -"california,kings",152982,35.2,12.1,50.9,3.7 -"california,lake",64665,74.1,6.6,17.1,1.1 -"california,lassen",34895,66.7,11.6,17.5,1 -"california,los angeles",9818605,27.8,13.2,47.7,13.7 -"california,madera",150865,38,7.9,53.7,1.9 -"california,marin",252409,72.8,7,15.5,5.5 -"california,mariposa",18251,83.2,4.8,9.2,1.1 -"california,mendocino",87841,68.6,5.2,22.2,1.6999999999999997 -"california,merced",255793,31.9,8.5,54.9,7.4 -"california,modoc",9686,79,4.7,13.899999999999999,0.8 -"california,mono",14202,68.2,3.2,26.5,1.4 -"california,monterey",415057,32.9,8.2,55.4,6.1 -"california,napa",136484,56.4,6,32.2,6.8 -"california,nevada",98764,86.5,3.6,8.5,1.2 -"california,orange",3010232,44.1,5.9,33.7,17.9 -"california,placer",348432,76.1,5.7,12.800000000000002,5.9 -"california,plumas",20007,85,4.6,8,0.7 -"california,riverside",2189641,39.7,11.2,45.5,6 -"california,sacramento",1418788,48.4,17,21.6,14.3 -"california,san benito",55269,38.3,5.8,56.4,2.6 -"california,san bernardino",2035210,33.3,14,49.2,6.3 -"california,san diego",3095313,48.5,10.2,32,10.9 -"california,san francisco",805235,41.9,10.7,15.1,33.3 -"california,san joaquin",685306,35.9,13.9,38.9,14.4 -"california,san luis obispo",269637,71.1,5.8,20.8,3.2 -"california,san mateo",718451,42.3,8.2,25.4,24.8 -"california,santa barbara",423895,47.9,6.6,42.9,4.9 -"california,santa clara",1781642,35.2,7.5,26.9,32 -"california,santa cruz",262382,59.6,5.7,32,4.2 -"california,shasta",177223,82.4,5.3,8.4,2.5 -"california,sierra",3240,88.1,2.6,8.3,0.4 -"california,siskiyou",44900,79.5,6.6,10.3,1.2 -"california,solano",413344,40.8,22.300000000000004,24,14.599999999999998 -"california,sonoma",483878,66.1,6,24.9,3.8 -"california,stanislaus",514453,46.7,8.3,41.9,5.1 -"california,sutter",94737,50.4,7.6,28.8,14.4 -"california,tehama",63463,71.9,4.9,21.9,1 -"california,trinity",13786,83.5,5.6,7,0.7 -"california,tulare",442179,32.6,5.799999999999999,60.60000000000001,3.3999999999999995 -"california,tuolumne",55365,81.9,5.7,10.7,1 -"california,ventura",823318,48.7,6.299999999999999,40.3,6.700000000000001 -"california,yolo",200849,49.9,8.4,30.3,13 -"california,yuba",72155,58.8,10.3,25,6.7 -"colorado,adams",441603,53.2,7,38,3.6 -"colorado,alamosa",15445,49.6,5.5,46,1 -"colorado,arapahoe",572003,63.2,14.4,18.4,5.1 -"colorado,archuleta",12084,78.2,3.1,17.8,0.7 -"colorado,baca",3788,87.7,2.2,9.2,0.2 -"colorado,bent",6499,59,9.6,30.5,1 -"colorado,boulder",294567,79.4,3.5,13.3,4.1 -"colorado,chaffee",17809,86.6,3.1,9.4,0.6 -"colorado,cheyenne",1836,88.1,1.4,9.7,0.6 -"colorado,clear creek",9088,92.1,2.3,4.7,0.6 -"colorado,conejos",8256,41.8,4.4,56,0.3 -"colorado,costilla",3524,30.8,5,66,1 -"colorado,crowley",5823,57.9,11.3,29,1 -"colorado,custer",4255,92,2.7,4.7,0.4 -"colorado,delta",30952,83,2.8,14,0.5 -"colorado,denver",600158,52.2,14.3,31.800000000000004,3.4 -"colorado,dolores",2064,90.9,2.6,4,0.1 -"colorado,douglas",285465,85.2,3.8,7.5,3.8 -"colorado,eagle",52197,67.3,2.7999999999999994,30.100000000000005,1 -"colorado,elbert",23086,91,2.6,5.3,0.7 -"colorado,el paso",622263,72,11.3,15.099999999999998,2.7 -"colorado,fremont",46824,80.4,5.8,12.3,0.6 -"colorado,garfield",56389,68.8,3.3,28.3,0.7 -"colorado,gilpin",5441,90.9,2.3,4.9,1.4 -"colorado,grand",14843,89.7,2,7.5,0.8 -"colorado,gunnison",15324,89.1,2.3,8.2,0.7 -"colorado,hinsdale",843,93.2,2.1,2.7999999999999994,0.4000000000000001 -"colorado,huerfano",6711,61.89999999999999,4.4,35.3,0.4 -"colorado,jackson",1394,87.4,1.1,10.8,0.1 -"colorado,jefferson",534543,79.9,3.8,14.3,2.6 -"colorado,kiowa",1398,93.3,1.8,5.6,0 -"colorado,kit carson",8270,76.4,4.1,19,0.4 -"colorado,lake",7310,58.2,4,39.1,0.5 -"colorado,la plata",51334,80.3,3.5,11.8,0.6 -"colorado,larimer",299630,84.5,3.5,10.6,1.9 -"colorado,las animas",15507,54.2,4.8,41.6,0.7 -"colorado,lincoln",5467,79.5,7.2,12.5,0.8 -"colorado,logan",22709,78.2,5.5,15.599999999999998,0.6 -"colorado,mesa",146723,83.1,3.3,13.3,0.8 -"colorado,mineral",712,95.20000000000002,1.6999999999999997,2.8999999999999995,0.1 -"colorado,moffat",13795,82.7,2.5,14.4,0.6 -"colorado,montezuma",25535,75.1,2.9,11,0.5 -"colorado,montrose",41276,77.5,2.8,19.7,0.6 -"colorado,morgan",28159,61.7,5.2,33.8,0.5 -"colorado,otero",18831,56.5,4.6,40.3,0.8 -"colorado,ouray",4436,93.4,1.5,4.4,0.6 -"colorado,park",16206,91.6,2.8,4.8,0.6 -"colorado,phillips",4442,79.4,1.8,18.7,0.6 -"colorado,pitkin",17148,87.9,1.9,9.1,1.2 -"colorado,prowers",12551,62.7,3.1,35.2,0.3 -"colorado,pueblo",159063,54.1,5.7,41.4,0.8 -"colorado,rio blanco",6666,86.29999999999998,3,10,0.3 -"colorado,rio grande",11982,55.10000000000001,3.6000000000000005,42.4,0.4 -"colorado,routt",23509,90.6,2,6.799999999999999,0.6 -"colorado,saguache",6108,56.4,3,40.1,0.8 -"colorado,san juan",699,85.1,2.3,12,1.1 -"colorado,san miguel",7359,88.5,2.2,8.6,0.7 -"colorado,sedgwick",2379,85.6,2,12.1,0.7 -"colorado,summit",27994,82.70000000000002,2.3999999999999995,14.2,1 -"colorado,teller",23350,90.6,2.9,5.5,0.7 -"colorado,washington",4814,89.4,2.1,8.5,0.2 -"colorado,weld",252825,67.6,3.9,28.4,1.2 -"colorado,yuma",10043,77.9,1.3,20.8,0.2 -"connecticut,fairfield",916829,66.2,13.5,16.9,4.6 -"connecticut,hartford",894014,66.1,16,15.3,4.2 -"connecticut,litchfield",189927,91.29999999999998,2.8999999999999995,4.5,1.5 -"connecticut,middlesex",165676,86.4,6.699999999999999,4.7,2.6 -"connecticut,new haven",862477,67.5,15.4,15,3.5 -"connecticut,new london",274055,78.3,9.5,8.5,4.2 -"connecticut,tolland",152691,87.5,5.1,4.3,3.4 -"connecticut,windham",118428,85.4,4.5,9.6,1.2 -"delaware,kent",162310,65.2,27.5,5.8,2 -"delaware,new castle",538479,61.6,26.3,8.7,4.3 -"delaware,sussex",197145,75.6,15,8.6,1 -"district of columbia,washington",NA,NA,NA,NA,NA -"florida,alachua",247336,63.7,23,8.4,5.4 -"florida,baker",27115,82.4,15.1,1.9,0.5 -"florida,bay",168852,79.2,13.900000000000002,4.8,2 -"florida,bradford",28520,73.9,22,3.6,0.5 -"florida,brevard",543376,77.6,12.7,8.1,2.1 -"florida,broward",1748066,43.5,29.699999999999996,25.1,3.2 -"florida,calhoun",14625,77.7,16.1,5.2,0.5 -"florida,charlotte",159978,86,7.3999999999999995,5.8,1.2 -"florida,citrus",141236,89.6,4.4,4.7,1.4 -"florida,clay",190865,77.2,12.8,7.7,2.9 -"florida,collier",321520,65.7,8.5,25.9,1.1 -"florida,columbia",67531,74.7,19.4,4.9,0.9 -"florida,dade",2496435,15.4,21.3,65,1.5 -"florida,de soto",NA,NA,NA,NA,NA -"florida,dixie",16422,86.6,9.9,3.1,0.3 -"florida,duval",864263,56.60000000000001,32.4,7.6,4.2 -"florida,escambia",297619,66.2,26.1,4.7,2.7 -"florida,flagler",95696,76.1,13.7,8.6,2.1 -"florida,franklin",11549,79.6,15.5,4.6,0.2 -"florida,gadsden",46389,33.1,57.3,9.5,0.5 -"florida,gilchrist",16939,87.9,6.8,5,0.4 -"florida,glades",12884,61.7,14,21.1,0.4 -"florida,gulf",15863,74.9,20.5,4.3,0.3 -"florida,hamilton",14799,54.9,36.2,8.8,0.5 -"florida,hardee",27731,48,9,42.9,1.1 -"florida,hendry",39140,34.9,16.1,49.2,0.7 -"florida,hernando",172778,82.1,7.1000000000000005,10.3,1.1 -"florida,highlands",98786,70.7,11.599999999999998,17.4,1.5 -"florida,hillsborough",1229226,53.7,19.8,24.9,3.4 -"florida,holmes",19927,88.9,7.699999999999999,2.2,0.4 -"florida,indian river",138028,77.4,10.6,11.2,1.2 -"florida,jackson",49746,66.6,28.4,4.3,0.5 -"florida,jefferson",14761,58.7,37.5,3.7,0.4 -"florida,lafayette",8870,70.6,17.3,12.1,0.1 -"florida,lake",297052,74.5,12,12.1,1.7 -"florida,lee",618754,71,10.3,18.3,1.4 -"florida,leon",275487,59.3,32.5,5.6,2.9 -"florida,levy",40801,80.8,11.3,7.5,0.6 -"florida,liberty",8365,73.6,19.6,6.2,0.2 -"florida,madison",19224,55,40.1,4.7,0.2 -"florida,manatee",322833,73.4,10.8,14.9,1.6 -"florida,marion",331298,74,14.4,10.9,1.3 -"florida,martin",146318,80.3,7,12.2,1.1 -"florida,monroe",73090,71.3,7.5,20.6,1.1 -"florida,nassau",73314,87.9,7.8999999999999995,3.2,0.9000000000000001 -"florida,okaloosa:main",NA,NA,NA,NA,NA -"florida,okaloosa:spit",NA,NA,NA,NA,NA -"florida,okeechobee",39996,65.7,9.9,23.9,0.9 -"florida,orange",1145956,46,24.2,26.9,4.9 -"florida,osceola",268685,40.3,15.4,45.5,2.8 -"florida,palm beach",1320134,60.1,19.6,19,2.4 -"florida,pasco",464697,80.1,6.7,11.7,2.1 -"florida,pinellas",916542,76.90000000000002,12.5,8,3 -"florida,polk",602095,64.6,17.2,17.7,1.6 -"florida,putnam",74364,72.6,17.9,9,0.6 -"florida,st johns",190039,85.3,7.4,5.2,2.1 -"florida,st lucie",277789,61.2,21.7,16.6,1.6 -"florida,santa rosa",151372,85,8.4,4.3,1.8000000000000003 -"florida,sarasota",379448,84.9,6.3,7.9,1.3 -"florida,seminole",422718,66.3,14,17.1,3.7 -"florida,sumter",93420,82.8,10.8,6,0.7 -"florida,suwannee",41551,77.7,13.3,8.7,0.5 -"florida,taylor",22570,73,22.4,3.4,0.7 -"florida,union",15535,71.6,23.6,4.8,0.2 -"florida,volusia",494593,75.4,12.6,11.2,1.5 -"florida,wakulla",30776,79.5,16.3,3.3,0.6 -"florida,walton",55043,85.1,8.1,5.299999999999999,0.9000000000000001 -"florida,washington",24896,78.5,17.1,2.9,0.5 -"georgia,appling",18236,70.5,19.7,9.3,0.7 -"georgia,atkinson",8375,57,18.9,24.3,0.3 -"georgia,bacon",11096,76,16.6,7.1,0.3 -"georgia,baker",3451,47.6,48,4.2,0.7 -"georgia,baldwin",45720,54,42.7,2,1.3 -"georgia,banks",18395,89.8,3.7,5.7,0.9 -"georgia,barrow",69367,74.6,13.7,8.7,3.4 -"georgia,bartow",100157,79.7,12.3,7.7,0.7 -"georgia,ben hill",17634,57.6,35.9,5.8,0.7 -"georgia,berrien",19286,83.2,12,4.6,0.4 -"georgia,bibb",155547,42.1,53.6,2.8,1.6 -"georgia,bleckley",13063,68.9,28.3,2.3,0.8000000000000002 -"georgia,brantley",18411,93.4,4.4,1.9000000000000001,0.2 -"georgia,brooks",16243,58,36.5,5.3,0.3 -"georgia,bryan",30233,77.6,16.7,4.4,1.6 -"georgia,bulloch",70217,65.9,29.3,3.5,1.5 -"georgia,burke",23316,46.5,50.800000000000004,2.6,0.3 -"georgia,butts",23655,68.5,28.7,2.5,0.5 -"georgia,calhoun",6694,33.6,62.29999999999999,3.9,0.4000000000000001 -"georgia,camden",50513,71.2,22.4,5.1,1.4 -"georgia,candler",10998,63.199999999999996,25.400000000000002,11.2,0.5 -"georgia,carroll",110527,72.9,20.4,6.2,0.8 -"georgia,catoosa",63942,92.5,3.8,2.3,1.2 -"georgia,charlton",12171,66.7,30,2.5,0.6 -"georgia,chatham",265128,50.4,42.3,5.4,2.4 -"georgia,chattahoochee",11267,62.89999999999999,23.300000000000004,12.400000000000002,2.2 -"georgia,chattooga",26015,83,12.7,4,0.4 -"georgia,cherokee",214346,81.3,7.7,9.6,1.7 -"georgia,clarke",116714,57.1,28.7,10.4,4.2 -"georgia,clay",3183,37.3,61.60000000000001,0.8,0.3 -"georgia,clayton",259424,14.1,68.6,13.7,5 -"georgia,clinch",6798,66.7,29.1,3.5,0.2 -"georgia,cobb",688078,56.3,27.699999999999996,12.3,4.5 -"georgia,coffee",42356,61.2,28,10.3,0.7 -"georgia,colquitt",45498,58.8,23.9,17.1,0.6 -"georgia,columbia",124053,73.8,17.7,5,3.8 -"georgia,cook",17212,64.9,28.7,5.9,0.7 -"georgia,coweta",127317,72.7,19.4,6.7,1.5 -"georgia,crawford",12630,73.5,23.6,2.4,0.3 -"georgia,crisp",23439,52.10000000000001,44,3.2,0.8 -"georgia,dade",16633,95,2.2,1.8,0.7 -"georgia,dawson",22330,93.4,1.8,4.1,0.6 -"georgia,decatur",27842,52.5,42.3,5,0.5 -"georgia,de kalb",NA,NA,NA,NA,NA -"georgia,dodge",21796,65.5,30.8,3.4,0.5 -"georgia,dooly",14918,43.3,50.8,5.8,0.6 -"georgia,dougherty",94565,28.9,68.3,2.2,0.8 -"georgia,douglas",132403,49,41.9,8.4,1.4 -"georgia,early",11008,47.699999999999996,50.4,1.5999999999999999,0.3 -"georgia,echols",4034,63.3,7.1,29.3,0.3 -"georgia,effingham",52250,81,15.4,2.9,0.8 -"georgia,elbert",20166,64.2,30.5,4.8,0.6 -"georgia,emanuel",22598,60.8,34.4,4.1,0.7 -"georgia,evans",11000,56.6,30.2,13.1,0.7 -"georgia,fannin",23682,96.1,1.5,1.8,0.3 -"georgia,fayette",106567,67.8,22.3,6.3,3.9 -"georgia,floyd",96317,73.7,16,9.3,1.3 -"georgia,forsyth",175511,80.3,4.2,9.4,6.2 -"georgia,franklin",22084,85.6,10.1,3.8999999999999995,0.5 -"georgia,fulton",920581,40.8,46.3,7.9,5.6 -"georgia,gilmer",28292,88.6,1.8,9.5,0.3 -"georgia,glascock",3082,89.2,9.3,1.1,0 -"georgia,glynn",79626,64.8,27.800000000000004,6.4,1.2 -"georgia,gordon",55186,79.9,5.6,14,1 -"georgia,grady",25011,59.5,30.3,10,0.4000000000000001 -"georgia,greene",15994,54.8,39.3,5.6,0.3 -"georgia,gwinnett",805321,44,26.8,20.1,10.6 -"georgia,habersham",43041,80.4,5.1,12.4,2.2 -"georgia,hall",179684,63.6,9.6,26.1,1.8 -"georgia,hancock",9429,23.5,74.7,1.5,0.5 -"georgia,haralson",28780,92.1,6.1,1.1,0.5 -"georgia,harris",32024,77.6,18.7,2.7,0.9 -"georgia,hart",25213,76.2,19.9,3.1,0.9 -"georgia,heard",11834,86.1,11.5,1.9,0.5 -"georgia,henry",203922,52.5,39.4,5.799999999999999,2.8999999999999995 -"georgia,houston",139900,60.5,31.3,6.1,2.4 -"georgia,irwin",9538,70.4,26.8,2.4,0.6 -"georgia,jackson",60485,83.8,8.5,6.2,1.7 -"georgia,jasper",13900,72.6,23.5,3.7,0.2 -"georgia,jeff davis",15068,73.4,16,10.5,0.5 -"georgia,jefferson",16930,41.4,55.3,3.1,0.4 -"georgia,jenkins",8340,54.1,41.7,4,0.4 -"georgia,johnson",9980,62.3,35.8,1.9,0.2 -"georgia,jones",28669,72.7,25.5,1.1,0.7 -"georgia,lamar",18317,65.2,32.5,1.8999999999999997,0.4 -"georgia,lanier",10078,68.5,26.099999999999998,4.6,1 -"georgia,laurens",48434,59.7,37,2.4,1 -"georgia,lee",28298,75.8,20,2,2.2 -"georgia,liberty",63453,42.7,46.9,9.7,2 -"georgia,lincoln",7996,65,33.1,1.2,0.4 -"georgia,long",14464,58.7,28.6,12.3,0.8 -"georgia,lowndes",109233,56.1,38,4.8,1.5 -"georgia,lumpkin",29966,91.8,2.9,4.5,0.5 -"georgia,mcduffie",21875,56.3,41.2,2.2,0.3 -"georgia,mcintosh",14333,60.79999999999999,37.20000000000001,1.6000000000000003,0.3 -"georgia,macon",14740,33.7,61.6,3.6,1.3 -"georgia,madison",28120,85.7,9.6,4.1,0.6 -"georgia,marion",8742,58.3,34.3,6.5,0.9 -"georgia,meriwether",21992,57.3,40.3,1.6,0.6 -"georgia,miller",6125,69.2,29.2,1.5,0.5 -"georgia,mitchell",23498,46.4,48.7,4.4,0.5 -"georgia,monroe",26424,72.3,24.800000000000004,2,0.8 -"georgia,montgomery",9123,67.3,27.4,5.3,0.3 -"georgia,morgan",17868,71.7,24.8,2.8,0.6 -"georgia,murray",39628,85,2.2,13,0.3 -"georgia,muscogee",189885,43.7,48.5,6.4,2.2 -"georgia,newton",99958,52,43,4.6,0.9 -"georgia,oconee",32808,86.3,6.4,4.4,3.1 -"georgia,oglethorpe",14899,76.7,19.1,3.7,0.4 -"georgia,paulding",142324,75,19.4,5.1,0.9 -"georgia,peach",27695,45.1,47.4,6.8,0.8 -"georgia,pickens",29431,94.5,2.2,2.8,0.4 -"georgia,pierce",18758,84.6,10.3,4.7,0.3 -"georgia,pike",17869,86.8,11.6,1.1,0.3 -"georgia,polk",41475,73.5,14.3,11.8,0.7 -"georgia,pulaski",12010,62.4,32.9,3.9,0.9 -"georgia,putnam",21218,66.1,27.2,6.3,0.5 -"georgia,quitman",2513,50.3,48.3,1.4,0.1 -"georgia,rabun",16276,88.9,2.5,8,0.7 -"georgia,randolph",7719,36,62.6,1.5,0.3 -"georgia,richmond",200549,38,56.8,4.1,1.7 -"georgia,rockdale",85215,40.9,48.6,9.5,1.8 -"georgia,schley",5010,72.1,24.3,3.2,0.7 -"georgia,screven",14593,54.1,44.4,1.2,0.4 -"georgia,seminole",8729,63.2,34.4,2.3,0.4 -"georgia,spalding",64073,60.8,34.5,3.8,0.9 -"georgia,stephens",26175,84.1,12.8,2.4,0.7 -"georgia,stewart",6058,27.3,48.3,24,0.7 -"georgia,sumter",32819,40.9,53,5.2,1.3 -"georgia,talbot",6865,38.4,60.2,1.3,0.1 -"georgia,taliaferro",1717,36.4,61,2,0.6 -"georgia,tattnall",25520,59.5,30.6,9.8,0.4 -"georgia,taylor",8906,57.5,40.2,1.8,0.6 -"georgia,telfair",16500,51.1,38.2,12.3,0.6 -"georgia,terrell",9315,36.1,62.1,1.7,0.3 -"georgia,thomas",44720,58.3,38.1,2.9,0.7 -"georgia,tift",40118,58.7,30.5,10.1,1.3 -"georgia,toombs",27223,62,26.4,11.2,0.7 -"georgia,towns",10471,96.5,1,2,0.4000000000000001 -"georgia,treutlen",6885,64.9,33.6,1.5,0.2 -"georgia,troup",67044,60.3,34.9,3.2,1.6 -"georgia,turner",8930,54,42.3,3.2,0.4 -"georgia,twiggs",9023,56.1,42.4,1.4,0.2 -"georgia,union",21356,95.3,1.7,2.4,0.39999999999999997 -"georgia,upson",27153,68.2,29.2,2.2,0.5 -"georgia,walker",68756,92.1,5.7,1.6,0.4 -"georgia,walton",83768,78.4,17.1,3.2000000000000006,1.1 -"georgia,ware",36312,64.9,31,3.3,0.8 -"georgia,warren",5834,36.6,62.4,0.9,0.39999999999999997 -"georgia,washington",21187,44.1,53.70000000000001,1.8999999999999997,0.5 -"georgia,wayne",30099,72.3,21.9,5.7,0.5 -"georgia,webster",2799,53.3,43.4,3.5,0.3 -"georgia,wheeler",7421,59.4,36,4.8,0.2 -"georgia,white",27144,93.79999999999998,3,2.4,0.5 -"georgia,whitfield",102599,62.20000000000001,6.3,31.600000000000005,1.3 -"georgia,wilcox",9255,59.9,36.1,3.7,0.5 -"georgia,wilkes",10593,51.9,44.3,3.4,0.5 -"georgia,wilkinson",9563,57.800000000000004,39.5,2.2,0.3 -"georgia,worth",21679,69.4,28.6,1.5,0.3 -"idaho,ada",392365,86.5,4,7.1,2.4 -"idaho,adams",3976,94.8,1.8,2.4,0.4 -"idaho,bannock",82839,86.4,3.4,6.7,1.3 -"idaho,bear lake",5986,94.70000000000002,1.2,3.6000000000000005,0.4 -"idaho,benewah",9285,85.3,3.9,2.5,0.3 -"idaho,bingham",45607,74.9,2.4,17.2,0.6 -"idaho,blaine",21376,78,1.7,20,0.9 -"idaho,boise",7028,93.2,2.5,3.5,0.4 -"idaho,bonner",40877,94.4,2.2,2.2,0.5 -"idaho,bonneville",104234,85.3,2.6,11.4,0.8000000000000002 -"idaho,boundary",10972,92.1,2.4,3.7,0.6 -"idaho,butte",2891,93.8,1.7,4.1,0.2 -"idaho,camas",1117,90.2,3.5,6.7,0.1 -"idaho,canyon",188923,72.3,3.6,23.900000000000002,0.7999999999999999 -"idaho,caribou",6963,93.1,1.6,4.8,0.2 -"idaho,cassia",22952,72.9,2.6,24.9,0.5 -"idaho,clark",982,56.8,2.2,40.5,0.5 -"idaho,clearwater",8761,92,2.3,3.1,0.7 -"idaho,custer",4368,94,1.2,4,0.2 -"idaho,elmore",27038,75.1,6.8,15.2,2.8 -"idaho,franklin",12786,91.8,1.8,6.6,0.1 -"idaho,fremont",13242,85.1,1.9,12.8,0.2 -"idaho,gem",16719,89.1,2.4,8,0.5 -"idaho,gooding",15464,69.6,2.6,28.1,0.5 -"idaho,idaho",16267,92.4,2.2,2.6,0.4 -"idaho,jefferson",26140,87.7,1.7,10.1,0.4 -"idaho,jerome",22374,66.9,2.4,31,0.3 -"idaho,kootenai",138494,92,2.7,3.8,0.7 -"idaho,latah",37244,90.6,3.3,3.5999999999999996,2.1 -"idaho,lemhi",7936,95,1.9,2.3,0.4 -"idaho,lewis",3821,88.9,2.8,3.3,0.4 -"idaho,lincoln",5208,69.3,2.5,28.299999999999997,0.4000000000000001 -"idaho,madison",37536,91.2,2,5.9,0.9 -"idaho,minidoka",20069,65.2,2.8,32.4,0.4 -"idaho,nez perce",39265,88.7,2.8,2.8,0.7 -"idaho,oneida",4286,95,1.2,2.9,0.5 -"idaho,owyhee",11526,68.3,2.6,25.8,0.5 -"idaho,payette",22623,81.3,3.1,14.9,0.8 -"idaho,power",7817,66.1,2.7,29.8,0.4 -"idaho,shoshone",12765,93.5,2.2,3,0.4 -"idaho,teton",10170,81.5,1.7,16.9,0.5 -"idaho,twin falls",77230,82.7,2.7,13.7,1.2 -"idaho,valley",9862,94.1,1.6,3.8999999999999995,0.4 -"idaho,washington",10198,80.1,2.3,16.8,0.9 -"illinois,adams",67103,93,5.1,1.2,0.7 -"illinois,alexander",8238,60.5,37.1,1.9,0.2 -"illinois,bond",17768,88.9,7.9,3.1,0.4 -"illinois,boone",54165,75.2,4.6,20.2,1.3 -"illinois,brown",6937,74.8,19.1,5.8,0.2 -"illinois,bureau",34978,90,1.9,7.700000000000001,0.7 -"illinois,calhoun",5089,98.3,0.5,0.8,0.2 -"illinois,carroll",15387,94.9,1.9,2.8,0.3 -"illinois,cass",13642,79.4,4.4,16.8,0.3 -"illinois,champaign",201081,70.9,15.2,5.3,8.9 -"illinois,christian",34800,95.8,2.3,1.4,0.5 -"illinois,clark",16335,97.5,1,1.1,0.3 -"illinois,clay",13815,97.2,1.1,1.1,0.5 -"illinois,clinton",37762,92.1,4.7,2.8,0.4 -"illinois,coles",53873,91.6,5.4,2.1,1 -"illinois,cook",5194675,43.9,27.3,24,6.2 -"illinois,crawford",19817,91.9,5.6,1.7999999999999998,0.5 -"illinois,cumberland",11048,97.89999999999999,1.1,0.7,0.19999999999999998 -"illinois,de kalb",NA,NA,NA,NA,NA -"illinois,de witt",16561,95.7,1.7,2.1,0.4 -"illinois,douglas",19980,92.2,1.4,6.1,0.4 -"illinois,du page",NA,NA,NA,NA,NA -"illinois,edgar",18576,97.7,1,1,0.2 -"illinois,edwards",6721,97.5,1.3000000000000003,0.9000000000000001,0.3 -"illinois,effingham",34242,96.8,1,1.7,0.4 -"illinois,fayette",22140,93,5.4,1.4,0.2 -"illinois,ford",14081,96,1.7,2.1,0.3 -"illinois,franklin",39561,96.9,1.4,1.2,0.3 -"illinois,fulton",37069,92.8,4.3,2.4,0.3 -"illinois,gallatin",5589,97.10000000000001,1.4,1.2,0.09999999999999999 -"illinois,greene",13886,97.3,1.6,0.8,0.1 -"illinois,grundy",50063,88.9,2.7,8.2,0.7 -"illinois,hamilton",8457,97.4,1.1,1.2,0.2 -"illinois,hancock",19104,97.4,1.2,1,0.2 -"illinois,hardin",4320,96.6,1.1,1.3,0.5 -"illinois,henderson",7331,97.3,1.2,1.1,0.2 -"illinois,henry",50486,92.1,3,4.8,0.4 -"illinois,iroquois",29718,92.4,2.1,5.3,0.3 -"illinois,jackson",60218,76,16.9,4,3.2 -"illinois,jasper",9698,98.1,0.7,0.8,0.2 -"illinois,jefferson",38827,87.4,10,2.1,0.6 -"illinois,jersey",22985,96.9,1.6,1,0.3 -"illinois,jo daviess",22678,95.6,1.4,2.7,0.3 -"illinois,johnson",12582,87.9,9,3,0.2 -"illinois,kane",515269,59,8.3,30.7,3.5 -"illinois,kankakee",113449,73.4,17.3,9,0.9 -"illinois,kendall",114736,74.2,8.1,15.6,3 -"illinois,knox",52919,85.3,9.7,4.8,0.6 -"illinois,lake",703462,65.2,9.6,19.9,6.3 -"illinois,la salle",NA,NA,NA,NA,NA -"illinois,lawrence",16833,86.1,10.6,3.3,0.2 -"illinois,lee",36031,88.3,6.3,5,0.7 -"illinois,livingston",38950,89.6,6.2,3.9,0.5 -"illinois,logan",30305,87.7,8.8,2.9,0.6 -"illinois,mcdonough",32612,88.9,6.9,2.7,1.8 -"illinois,mchenry",308760,83.7,2.7,11.4,2.5 -"illinois,mclean",169572,81.9,9.7,4.4,4.3 -"illinois,macon",110768,78.4,18.8,1.9,1 -"illinois,macoupin",47765,97,1.6,0.9,0.3 -"illinois,madison",269282,86.7,9.7,2.7,0.8 -"illinois,marion",39437,92.4,5.5,1.4,0.6 -"illinois,marshall",12640,95.9,1.3,2.5,0.4 -"illinois,mason",14666,97.5,1.3,0.8,0.3 -"illinois,massac",15429,89.8,7.9,1.9,0.3 -"illinois,menard",12705,97,1.7,1,0.2 -"illinois,mercer",16434,96.8,1,1.9,0.3 -"illinois,monroe",32957,97.1,1,1.4,0.4 -"illinois,montgomery",30104,94.1,3.8,1.5,0.4 -"illinois,morgan",35547,89.8,7.6000000000000005,2,0.5 -"illinois,moultrie",14846,97.8,0.9,0.9,0.2 -"illinois,ogle",53497,88.59999999999998,2.3,8.9,0.5 -"illinois,peoria",186494,72.7,20.5,3.8,3.1 -"illinois,perry",22350,87.1,9.7,2.7,0.4 -"illinois,piatt",16729,97.3,1.3,1,0.3 -"illinois,pike",16430,96.2,2.4,1,0.2 -"illinois,pope",4470,90.7,6.9,1.4,0.2 -"illinois,pulaski",6161,63.89999999999999,34.3,1.6,0.2 -"illinois,putnam",6006,94.1,1.6999999999999997,4.2,0.2 -"illinois,randolph",33476,86.4,10.7,2.6,0.3 -"illinois,richland",16233,96.6,1.4,1.3,0.7 -"illinois,rock island",147546,75.7,12,11.6,1.6 -"illinois,st clair",270056,62.89999999999999,32.7,3.3,1.2 -"illinois,saline",24913,92.4,5.7,1.4,0.4 -"illinois,sangamon",197465,82.5,14,1.8,1.6 -"illinois,schuyler",7544,94.9,3.7,1.2,0.1 -"illinois,scott",5355,98,0.9,0.8,0.2 -"illinois,shelby",22363,98,0.8,0.8,0.3 -"illinois,stark",5994,97.2,1.5,1,0.3 -"illinois,stephenson",47711,85.1,11.5,2.9,0.6 -"illinois,tazewell",135394,95,2.3,1.9,0.7 -"illinois,union",17808,92.4,2.4,4.8,0.3 -"illinois,vermilion",81625,80.4,15.1,4.2,0.7 -"illinois,wabash",11947,96.20000000000002,1.8000000000000003,1.3,0.6 -"illinois,warren",17707,88,3.3,8.4,0.5 -"illinois,washington",14716,96.9,1.5,1.3,0.3 -"illinois,wayne",16760,97.5,1,1.1,0.4 -"illinois,white",14665,97.6,1.1,1.1,0.2 -"illinois,whiteside",58498,85.9,3.5,11,0.5 -"illinois,will",677560,67.2,13.5,15.6,4.6 -"illinois,williamson",66357,91.5,5.5,2,0.8 -"illinois,winnebago",295266,72.5,15,10.9,2.3 -"illinois,woodford",38664,96.5,1.6,1.4,0.6 -"indiana,adams",34387,94.6,1.2,4.1,0.2 -"indiana,allen",355329,76.5,14.7,6.5,2.7 -"indiana,bartholomew",76794,87,3.4,6.2,3.4 -"indiana,benton",8854,93.7,1.6,4.9,0.2 -"indiana,blackford",12766,97.2,1.6,0.9,0.1 -"indiana,boone",56640,93.8,2.2,2.2,1.7 -"indiana,brown",15242,96.8,1.5,1.2,0.3 -"indiana,carroll",20155,95.2,1.2,3.5,0.1 -"indiana,cass",38966,83.7,3,12.6,1.1 -"indiana,clark",110232,85.2,9.2,4.9,0.8 -"indiana,clay",26890,97.2,1.2,1.1,0.2 -"indiana,clinton",33224,85.3,1.7,13.2,0.2 -"indiana,crawford",10713,97,1.3,1.2,0.19999999999999998 -"indiana,daviess",31648,93.8,1.6,4.2,0.5 -"indiana,dearborn",50047,96.90000000000002,1.6000000000000003,1,0.4000000000000001 -"indiana,decatur",25740,96.3,1.2,1.7,0.7 -"indiana,de kalb",NA,NA,NA,NA,NA -"indiana,delaware",117671,88.1,9,1.8,1 -"indiana,dubois",41889,92.6,1.2,6,0.5 -"indiana,elkhart",197559,77.2,8.2,14.1,1 -"indiana,fayette",24277,96.4,2.3,0.9,0.3 -"indiana,floyd",74578,89.2,7.300000000000001,2.6,0.8999999999999999 -"indiana,fountain",17240,96.3,1.2,2.2,0.2 -"indiana,franklin",23087,97.9,0.9,0.9,0.2 -"indiana,fulton",20836,93.3,1.8,4.2,0.5 -"indiana,gibson",33503,94.8,3.4,1.3,0.5 -"indiana,grant",70061,86.5,9.4,3.6,0.6 -"indiana,greene",33165,97.5,1,1,0.3 -"indiana,hamilton",274569,86.4,5.3,3.4,4.8 -"indiana,hancock",70002,94.1,3.3,1.7,0.8 -"indiana,harrison",39364,96.5,1.4,1.5,0.4 -"indiana,hendricks",145448,88.5,6.5,3,2.1 -"indiana,henry",49462,94.90000000000002,3.4,1.3999999999999997,0.3 -"indiana,howard",82752,87.1,9.3,2.7,0.9 -"indiana,huntington",37124,96.1,1.6,1.7,0.4 -"indiana,jackson",42376,91.6,2,5.7,0.8 -"indiana,jasper",33478,92.6,1.7,5.4,0.4 -"indiana,jay",21253,95.8,1.2,2.7,0.4 -"indiana,jefferson",32428,93.9,3,2.3,0.7 -"indiana,jennings",28525,95.9,1.9,2,0.2 -"indiana,johnson",139654,92.3,2.7,3.1,2 -"indiana,knox",38440,94.1,3.9,1.5,0.6 -"indiana,kosciusko",77358,89.9,2.1,7.300000000000001,0.8 -"indiana,lagrange",37128,95,1.2,3.5,0.3 -"indiana,lake",496005,55.3,28.2,16.7,1.2 -"indiana,la porte",NA,NA,NA,NA,NA -"indiana,lawrence",46134,96.6,1.5,1.2,0.5 -"indiana,madison",131636,86.3,10.1,3.2,0.4 -"indiana,marion",903393,59.5,29.5,9.3,2 -"indiana,marshall",47051,89.5,2,8.4,0.5 -"indiana,martin",10334,98,0.8,0.7,0.3 -"indiana,miami",36903,90.3,6.3,2.5,0.3 -"indiana,monroe",137974,86.1,5.7,2.9,5.2 -"indiana,montgomery",38124,92.8,2.1,4.6,0.6 -"indiana,morgan",68894,96.9,1.3,1.2,0.4 -"indiana,newton",14244,93.3,1.4,5,0.3 -"indiana,noble",47536,88.6,1.7,9.6,0.4 -"indiana,ohio",6128,97.4,1.1,1.1,0.3 -"indiana,orange",19840,96.5,2,1,0.3 -"indiana,owen",21575,97.3,1.2,0.9,0.3 -"indiana,parke",17339,95.4,2.9,1.2,0.2 -"indiana,perry",19338,95.3,3.2,1,0.4 -"indiana,pike",12845,97.7,1.1,0.9,0.2 -"indiana,porter",164343,85.9,4.9,8.5,1.2 -"indiana,posey",25910,96.7,2,1,0.3 -"indiana,pulaski",13402,95.70000000000002,1.6999999999999997,2.4,0.2 -"indiana,putnam",37963,92.5,5.1,1.5,0.7 -"indiana,randolph",26171,95.09999999999998,1.5,3,0.20000000000000004 -"indiana,ripley",28818,96.7,1.1,1.5,0.5 -"indiana,rush",17392,96.8,1.5,1.1,0.3 -"indiana,st joseph",266931,75.6,15.6,7.3,1.9 -"indiana,scott",24181,97.10000000000001,1,1.5,0.39999999999999997 -"indiana,shelby",44436,93.7,2.2,3.7,0.5 -"indiana,spencer",20952,95.9,1.3,2.5,0.3 -"indiana,starke",23363,95.1,1.5,3.3,0.2 -"indiana,steuben",34185,95.1,1.5,2.9,0.5 -"indiana,sullivan",21475,92.8,5.5,1.4,0.2 -"indiana,switzerland",10613,97.2,1.1,1.4,0.19999999999999998 -"indiana,tippecanoe",172780,80.4,6.2,7.5,6.2 -"indiana,tipton",15936,96.4,1.2,2.2,0.4 -"indiana,union",7516,96.9,1.5,1.1,0.3 -"indiana,vanderburgh",179703,85.2,11.4,2.2,1.1 -"indiana,vermillion",16212,97.8,1,0.8,0.2 -"indiana,vigo",107848,86.7,9.1,2.3,1.7 -"indiana,wabash",32888,95.4,1.6,2.1,0.4 -"indiana,warren",8508,97.8,0.8,0.8,0.4 -"indiana,warrick",59689,94,2.7,1.6,1.6 -"indiana,washington",28262,97.4,1.1,1.1,0.3 -"indiana,wayne",68917,89,7.6,2.6,0.8 -"indiana,wells",27636,96.3,1.2,2,0.4000000000000001 -"indiana,white",24643,91.2,1.7,7.1,0.4 -"indiana,whitley",33292,96.6,1.4,1.5,0.3 -"iowa,adair",7682,97.7,0.8,1.3,0.3 -"iowa,adams",4029,97.3,0.7,0.9,0.6 -"iowa,allamakee",14330,93,1.4,5.3,0.2 -"iowa,appanoose",12887,96.79999999999998,1.5,1.4,0.3 -"iowa,audubon",6119,98.2,0.7999999999999999,0.6,0.39999999999999997 -"iowa,benton",26076,97.40000000000002,1.3,1.1,0.3 -"iowa,black hawk",131090,83.9,11.2,3.7,1.3 -"iowa,boone",26306,95.8,1.8,1.8999999999999997,0.3 -"iowa,bremer",24276,96.60000000000001,1.7,1,0.7000000000000001 -"iowa,buchanan",20958,97.1,1.4,1.2,0.4 -"iowa,buena vista",20260,67.9,4.4,22.7,5.6 -"iowa,butler",14867,97.9,0.9,0.9,0.2 -"iowa,calhoun",9670,97.9,0.8,0.9,0.2 -"iowa,carroll",20816,96.7,1.3,1.5999999999999999,0.39999999999999997 -"iowa,cass",13956,96.7,0.9,1.8,0.2 -"iowa,cedar",18499,96.7,1.3,1.5,0.5 -"iowa,cerro gordo",44151,92.6,2.9,3.8,0.9 -"iowa,cherokee",12072,95.70000000000002,1.4,2.3,0.5 -"iowa,chickasaw",12439,96.9,0.8,2.2,0.3 -"iowa,clarke",9286,88.4,1.4,10,0.4 -"iowa,clay",16667,95.1,1.5,2.9,0.6 -"iowa,clayton",18129,96.9,1.2,1.7,0.2 -"iowa,clinton",49116,92.5,4.5,2.5,0.6 -"iowa,crawford",17096,73.4,2.8,24.2,0.6 -"iowa,dallas",66135,88.7,2.9,6.1,2.5 -"iowa,davis",8753,97.7,0.9,1,0.3 -"iowa,decatur",8457,94,2.8,2.1,0.7 -"iowa,delaware",17764,98,0.9,0.8,0.3 -"iowa,des moines",40325,89.4,7.4,2.6,0.7 -"iowa,dickinson",16667,97.5,0.9,1.1,0.4 -"iowa,dubuque",93653,92.9,4,1.9,0.9 -"iowa,emmet",10302,90.5,2.2,7.4,0.4 -"iowa,fayette",20880,95.7,1.9,1.8,0.5 -"iowa,floyd",16303,94.7,2,2,1.3 -"iowa,franklin",10680,87.4,1.9,11.3,0.3 -"iowa,fremont",7441,95.7,1.4,2.5,0.3 -"iowa,greene",9336,96.6,0.8999999999999999,1.7999999999999998,0.3 -"iowa,grundy",12453,97.90000000000002,0.9,1,0.20000000000000004 -"iowa,guthrie",10954,96.7,1.1,1.8,0.3 -"iowa,hamilton",15673,91.5,1.7,5,2 -"iowa,hancock",11341,94.7,1.4,3.5,0.4 -"iowa,hardin",17534,93.7,2.3,3.7,0.5 -"iowa,harrison",14928,97.3,1,1.2,0.3 -"iowa,henry",20145,90.1,3.8,3.8,2.3 -"iowa,howard",9566,97.4,1.1,1.2,0.3 -"iowa,humboldt",9815,94.6,1.5,3.6,0.3 -"iowa,ida",7089,97.40000000000002,0.8000000000000002,1.3999999999999997,0.3 -"iowa,iowa",16355,96.7,1.1,1.9,0.3 -"iowa,jackson",19848,96.9,1.3,1.1,0.2 -"iowa,jasper",36842,95.8,2.2,1.5,0.4 -"iowa,jefferson",16843,86.3,2.9,2.4,8.5 -"iowa,johnson",130882,83.1,7.1,4.7,5.2 -"iowa,jones",20638,95.5,2.6,1.3,0.4 -"iowa,keokuk",10511,97.9,1.1,0.8999999999999999,0.20000000000000004 -"iowa,kossuth",15543,97.3,1.1,1.4,0.4 -"iowa,lee",35862,91.6,5.1,3,0.5 -"iowa,linn",211226,89.3,6.3,2.6,1.8 -"iowa,louisa",11387,81.8,2,15.8,0.9000000000000001 -"iowa,lucas",8898,98,0.8,1,0.2 -"iowa,lyon",11581,97.3,0.7,1.8,0.2 -"iowa,madison",15679,97.2,1.2,1.3,0.3 -"iowa,mahaska",22381,94.89999999999999,2.2,1.5999999999999999,1.1 -"iowa,marion",33309,95.6,1.7,1.6,1.1 -"iowa,marshall",40648,78.2,3.7,17.3,1.3 -"iowa,mills",15059,95.6,1.5,2.4,0.4 -"iowa,mitchell",10776,98,0.7,1,0.3 -"iowa,monona",9243,96.3,1.3,1.2,0.2 -"iowa,monroe",7970,96.3,1.6,2.1,0.4 -"iowa,montgomery",10740,95.6,1.2,2.8,0.2 -"iowa,muscatine",42745,80.8,3.3,15.9,0.8 -"iowa,obrien",NA,NA,NA,NA,NA -"iowa,osceola",6462,91.9,1.1,6.7,0.3 -"iowa,page",15932,92.7,3.6,2.7,0.7 -"iowa,palo alto",9421,96.7,1.3,1.6,0.3 -"iowa,plymouth",24986,95.2,1.3,3,0.5 -"iowa,pocahontas",7310,96.3,1.4,2.3,0.2 -"iowa,polk",430640,80.7,8.4,7.6,3.5 -"iowa,pottawattamie",93158,89.7,3.3,6.6,0.6 -"iowa,poweshiek",18914,93.6,2.5,2.4,1.4 -"iowa,ringgold",5131,96.8,1.1,1.8000000000000003,0.3 -"iowa,sac",10350,96.9,1.1,1.9,0.2 -"iowa,scott",165224,82.8,10.1,5.6,2 -"iowa,shelby",12167,96.70000000000002,0.9000000000000001,1.8000000000000003,0.4 -"iowa,sioux",33704,89.3,1.3,8.9,0.8 -"iowa,story",89542,86.9,4.1,3,6 -"iowa,tama",17767,83.7,2.9,7.400000000000001,0.3 -"iowa,taylor",6317,93,1.2,5.8,0.3 -"iowa,union",12534,96,1.7,1.8,0.5 -"iowa,van buren",7570,97.4,0.9,1.2,0.5 -"iowa,wapello",35625,87.5,2.9,9.1,0.7 -"iowa,warren",46225,95.8,1.7,1.9,0.5 -"iowa,washington",21704,92.7,2.1,5.2,0.3 -"iowa,wayne",6403,97.5,1,1.1,0.3 -"iowa,webster",38013,90,5.6,3.8,0.6 -"iowa,winnebago",10866,94.3,1.7999999999999998,3.2999999999999994,0.8000000000000002 -"iowa,winneshiek",21056,95.7,1.4,2,1.1 -"iowa,woodbury",102172,77.6,5.6,13.7,2.4 -"iowa,worth",7598,96.5,1.2,1.9,0.3 -"iowa,wright",13229,88.7,2,9.6,0.2 -"kansas,allen",13371,91.9,4.4,2.9,0.5 -"kansas,anderson",8102,96,1.7,1.5,0.5 -"kansas,atchison",16924,89.5,7.5,2.3,0.4 -"kansas,barber",4861,94.8,1.8000000000000003,2.4,0.4 -"kansas,barton",27674,83.4,3.3999999999999995,13.3,0.2 -"kansas,bourbon",15173,92,5.1,2,0.5 -"kansas,brown",9984,84,4.4,3.1,0.3 -"kansas,butler",65880,91,3.9,3.9,0.7 -"kansas,chase",2790,93.1,3,3.6,0.3 -"kansas,chautauqua",3669,89.7,4.2,2.4,0.1 -"kansas,cherokee",21603,89.2,4.5,2,0.3 -"kansas,cheyenne",2726,93.3,0.8,5.2,0.7 -"kansas,clark",2215,88.8,3,7.4,0.8 -"kansas,clay",8535,95.9,1.6,1.9,0.3 -"kansas,cloud",9533,94.8,2,3,0.2 -"kansas,coffey",8601,95.1,2.1,2,0.4 -"kansas,comanche",1891,94.3,1.6,3.9,0.3 -"kansas,cowley",36311,82.2,6.2,9.1,1.6 -"kansas,crawford",39134,89,4.6,4.5,1.2 -"kansas,decatur",2961,96.9,1.5,1,0.2 -"kansas,dickinson",19754,92.7,3,3.8999999999999995,0.3 -"kansas,doniphan",7945,91.7,5.3,2.1,0.2 -"kansas,douglas",110826,81.70000000000002,7.700000000000001,5.1,3.7 -"kansas,edwards",3037,80.5,1.7,17.6,0.39999999999999997 -"kansas,elk",2882,93.5,2.3,2.7,0.39999999999999997 -"kansas,ellis",28452,91.7,2.4,4.6,1.4 -"kansas,ellsworth",6497,88.2,6.3,5,0.4 -"kansas,finney",36776,46.4,5.1,46.7,3.4 -"kansas,ford",33848,44,4.8,51.2,1.4 -"kansas,franklin",25992,91.9,4,3.6,0.4 -"kansas,geary",34362,59.9,25.3,12.4,3.2 -"kansas,gove",2695,97.1,0.9,1.6,0.4 -"kansas,graham",2597,90.8,6.7,2.3,0.3 -"kansas,grant",7829,54.2,2.9,43.9,0.3 -"kansas,gray",6006,84.1,1.6999999999999997,14.2,0.2 -"kansas,greeley",1247,84.7,1.8999999999999997,13.699999999999998,0.3 -"kansas,greenwood",6689,93.5,2.5,3.2999999999999994,0.3 -"kansas,hamilton",2690,67,1.7,30.7,0.3 -"kansas,harper",6034,92.5,1.8,4.9,0.09999999999999999 -"kansas,harvey",34684,84.6,4,10.8,0.7 -"kansas,haskell",4256,71.3,2.3,27,0.2 -"kansas,hodgeman",1916,91.2,2.7,6.2,0.4 -"kansas,jackson",13462,85.9,3.7,3.3,0.4 -"kansas,jefferson",19126,95,2.3,1.8,0.2 -"kansas,jewell",3077,96.2,1.3999999999999997,2,0.20000000000000004 -"kansas,johnson",544179,82,6.8,7.2,4.2 -"kansas,kearny",3977,68.5,2.7,28.5,0.3 -"kansas,kingman",7858,95.3,1.4,2.5,0.5 -"kansas,kiowa",2553,93.1,1.6999999999999997,3.8999999999999995,0.6 -"kansas,labette",21607,85.5,8.7,4,0.4000000000000001 -"kansas,lane",1750,93,2.1,4.2,0.2 -"kansas,leavenworth",76227,80.3,12.7,5.7,1.3 -"kansas,lincoln",3241,96.1,1.1,2.2,0.2 -"kansas,linn",9656,95.1,2,1.8999999999999997,0.3 -"kansas,logan",2756,94.7,2,2.9,0.4 -"kansas,lyon",33690,73.3,5.1,20.1,2.3 -"kansas,mcpherson",29180,93.1,2.7,3.5,0.5 -"kansas,marion",12660,94.7,2.5,2.3,0.2 -"kansas,marshall",10117,96.1,1.6,1.9,0.2 -"kansas,meade",4575,82.2,2.3,14.8,0.4 -"kansas,miami",32787,93.7,3.2,2.5,0.4 -"kansas,mitchell",6373,97.2,1,1.1,0.3 -"kansas,montgomery",35471,80.9,10.7,5.2,0.6 -"kansas,morris",5923,94.1,2,3.6,0.2 -"kansas,morton",3233,76.3,2.2,19.3,1.9 -"kansas,nemaha",10178,96.7,1.6,1.2,0.1 -"kansas,neosho",16512,91.7,3.2,4.2,0.5 -"kansas,ness",3107,91,1.5,7.400000000000001,0.10000000000000002 -"kansas,norton",5671,91.1,4.1,4.2,0.5 -"kansas,osage",16295,95.5,1.8,2,0.2 -"kansas,osborne",3858,97,1.2,1.2,0.5 -"kansas,ottawa",6091,95.70000000000002,2.2,2,0.1 -"kansas,pawnee",6973,86.3,6.7,6.6,0.5 -"kansas,phillips",5642,95.6,1.5,2.1,0.7 -"kansas,pottawatomie",21604,91.1,3.6000000000000005,4.4,0.7 -"kansas,pratt",9656,91.3,3.1,5.4,0.3 -"kansas,rawlins",2519,95.3,1.2,3.2,0.2 -"kansas,reno",64511,86.1,5.6,8.1,0.5 -"kansas,republic",4980,97.4,1.2,1.1,0.3 -"kansas,rice",10083,86.1,3.9,10.1,0.4 -"kansas,riley",71115,79.5,9.9,6.5,4.2 -"kansas,rooks",5181,96.1,1.4,2.1,0.4 -"kansas,rush",3307,95.7,1.3999999999999997,2.5,0.20000000000000004 -"kansas,russell",6970,95.3,2.1,1.6,0.5 -"kansas,saline",55606,82.1,6.3,9.7,2.1 -"kansas,scott",4936,83,1.6,15.3,0.5 -"kansas,sedgwick",498365,69.9,13.3,13,4.1 -"kansas,seward",22952,36,6.4,56.6,2.7 -"kansas,shawnee",177934,75.6,12.7,10.8,1.2 -"kansas,sheridan",2556,95.3,1.2,3.3,0.2 -"kansas,sherman",6010,86.8,2.4,10.8,0.3 -"kansas,smith",3853,96.3,1.8,1.5,0.2 -"kansas,stafford",4437,85.8,1.5,11.9,0.4 -"kansas,stanton",2235,60.4,2.8,37,0.1 -"kansas,stevens",5724,65.4,1.8,32.6,0.3 -"kansas,sumner",24132,91.3,3.4,4.5,0.2 -"kansas,thomas",7900,92.9,1.7,4.7,0.5 -"kansas,trego",3001,96.7,1.2,1.7,0.2 -"kansas,wabaunsee",7053,94.5,2.5,2.9,0.1 -"kansas,wallace",1485,91.2,1.3,7.3,0.1 -"kansas,washington",5799,95.8,1.3,2.5,0.3 -"kansas,wichita",2234,73.7,2.6,24.6,0.1 -"kansas,wilson",9409,94.2,2.6,2.3,0.4 -"kansas,woodson",3309,94.9,2.3,2.1,0.1 -"kansas,wyandotte",157505,43.3,29,26.4,2.5 -"kentucky,adair",18656,94.1,3.8000000000000003,1.7,0.2 -"kentucky,allen",19956,96.2,2.1,1.5,0.2 -"kentucky,anderson",21421,94.8,3.3000000000000003,1.3,0.5 -"kentucky,ballard",8249,94.1,4.7,1.1,0.2 -"kentucky,barren",42173,91.5,5.5,2.6,0.4 -"kentucky,bath",11591,96,2.4,1.4,0.1 -"kentucky,bell",28691,95.09999999999998,3.7999999999999994,0.6999999999999998,0.3 -"kentucky,boone",118811,90,4.3,3.5,2.1 -"kentucky,bourbon",19985,85.2,7.8,6.8,0.3 -"kentucky,boyd",49542,93.8,4.2,1.3999999999999997,0.5 -"kentucky,boyle",28432,86.9,9.6,2.8,0.8 -"kentucky,bracken",8488,97.2,1.4,1.1,0.1 -"kentucky,breathitt",13878,97.8,0.8000000000000002,0.6,0.5 -"kentucky,breckinridge",20059,95.4,3.3,0.9000000000000001,0.2 -"kentucky,bullitt",74319,96,1.8000000000000003,1.4,0.5 -"kentucky,butler",12690,96,1.3,2.5,0.2 -"kentucky,caldwell",12984,92.1,6.5,1,0.3 -"kentucky,calloway",37191,90.5,5.2,2.4,1.8 -"kentucky,campbell",90336,93.4,4.1,1.6999999999999997,0.8 -"kentucky,carlisle",5104,96.1,1.7,1.6,0.3 -"kentucky,carroll",10811,88.6,3.7999999999999994,7.300000000000001,0.6 -"kentucky,carter",27720,97.2,1.4,1.2,0.2 -"kentucky,casey",15955,96.1,1.4,2.4,0.2 -"kentucky,christian",73955,68.6,24.5,6.1,1 -"kentucky,clark",35613,91,6.2,2.5,0.4 -"kentucky,clay",21730,92.9,5.1,1.8,0.1 -"kentucky,clinton",10272,96,1.6,2.2,0.1 -"kentucky,crittenden",9315,97.3,1.5,0.5,0.2 -"kentucky,cumberland",6856,94.9,3.8999999999999995,0.9000000000000001,0.1 -"kentucky,daviess",96656,90,6.6,2.6,0.7 -"kentucky,edmonson",12161,96.5,2.3,0.8,0.2 -"kentucky,elliott",7852,95.2,4,0.8,0.1 -"kentucky,estill",14672,98.2,0.9,0.7,0.1 -"kentucky,fayette",295803,73,17,6.9,3.2 -"kentucky,fleming",14348,96.59999999999998,2.1,1,0.20000000000000004 -"kentucky,floyd",39451,97.9,1.3,0.6,0.2 -"kentucky,franklin",49285,83.2,12.6,2.8,1.4 -"kentucky,fulton",6813,73,25.4,0.8,0.7 -"kentucky,gallatin",8589,92.6,3.4,4.3,0.2 -"kentucky,garrard",16912,94.4,3,2.4,0.2 -"kentucky,grant",24662,95.5,1.6,2.3,0.3 -"kentucky,graves",37121,87.8,6.2,5.7,0.3 -"kentucky,grayson",25746,96.7,2,1,0.20000000000000004 -"kentucky,green",11258,95,3.3000000000000003,1.4,0.19999999999999998 -"kentucky,greenup",36910,96.9,1.7,0.8,0.5 -"kentucky,hancock",8565,96.7,1.9,1.1,0.2 -"kentucky,hardin",105543,77.8,15.2,5,2 -"kentucky,harlan",29278,95.7,3.2,0.7,0.3 -"kentucky,harrison",18846,94.7,3.2,1.8,0.2 -"kentucky,hart",18199,92.2,6.1,1.4,0.2 -"kentucky,henderson",46250,88.2,9.5,1.9,0.4 -"kentucky,henry",15416,92.6,4.4,2.9,0.2 -"kentucky,hickman",4902,87.7,10.8,1.2,0.2 -"kentucky,hopkins",46920,89.4,8.5,1.6,0.6 -"kentucky,jackson",13494,98.5,0.7,0.6,0.1 -"kentucky,jefferson",741096,70.5,23.1,4.4,2.2 -"kentucky,jessamine",48586,91.3,4.9,2.8,1 -"kentucky,johnson",23356,98,1,0.5,0.39999999999999997 -"kentucky,kenton",159720,89.8,6.6,2.6,0.9 -"kentucky,knott",16346,98,1.3,0.6,0.1 -"kentucky,knox",31883,96.6,2.2,0.8,0.2 -"kentucky,larue",14193,92.3,4.7,2.7999999999999994,0.20000000000000004 -"kentucky,laurel",58849,96.4,1.7,1.2,0.5 -"kentucky,lawrence",15860,98.2,1,0.5,0.2 -"kentucky,lee",7887,95.9,3.1,0.7,0.1 -"kentucky,leslie",11310,98.6,0.8,0.4,0.1 -"kentucky,letcher",24519,98.4,0.8,0.5,0.2 -"kentucky,lewis",13870,98.4,0.8,0.6,0.1 -"kentucky,lincoln",24742,94.6,3.8,1.5,0.2 -"kentucky,livingston",9519,97.1,1.3,1.3,0.2 -"kentucky,logan",26835,89.2,8.1,2.4,0.2 -"kentucky,lyon",8314,92.3,6.4,0.9,0.3 -"kentucky,mccracken",65565,83.9,13.2,2.1,0.8 -"kentucky,mccreary",18306,90.4,7,2.1,0.1 -"kentucky,mclean",9531,97.3,1.4,1.1,0.1 -"kentucky,madison",82916,90.4,6.4,2.2,0.9000000000000001 -"kentucky,magoffin",13333,98.3,0.8000000000000002,0.6999999999999998,0.10000000000000002 -"kentucky,marion",19820,87.2,9.8,2.4,0.6 -"kentucky,marshall",31448,97.5,1,1.1,0.3 -"kentucky,martin",12929,89.2,7.5,3,0.2 -"kentucky,mason",17490,89.7,8.2,1.4,0.6 -"kentucky,meade",28602,90.6,5.8,3,0.6 -"kentucky,menifee",6306,96,3,0.8,0.1 -"kentucky,mercer",21331,92,5.4,2.3,0.39999999999999997 -"kentucky,metcalfe",10099,96.3,2.4,1.1,0.1 -"kentucky,monroe",10963,94.1,3.1999999999999997,2.6,0.09999999999999999 -"kentucky,montgomery",26499,93.29999999999998,3.8999999999999995,2.5,0.3 -"kentucky,morgan",13923,93.7,5,0.8000000000000002,0.3 -"kentucky,muhlenberg",31499,93,5.6,1.2,0.1 -"kentucky,nelson",43437,90.9,6.6000000000000005,2,0.5 -"kentucky,nicholas",7135,97,1.3,1.4,0.2 -"kentucky,ohio",23842,94.5,1.8,3.5,0.2 -"kentucky,oldham",60316,89.2,6,3.5,1.3 -"kentucky,owen",10841,95.6,1.8999999999999997,2.3,0.20000000000000004 -"kentucky,owsley",4755,98,0.9,0.8,0 -"kentucky,pendleton",14877,97.6,1.3,1,0.1 -"kentucky,perry",28712,96.2,2.5,0.6,0.5 -"kentucky,pike",65024,97.6,1.3,0.7,0.5 -"kentucky,powell",12613,97.2,1.5,1,0.10000000000000002 -"kentucky,pulaski",63063,95.1,2.3,2.1,0.5 -"kentucky,robertson",2282,97.8,1.1,1,0.1 -"kentucky,rockcastle",17056,98.2,1,0.6,0.1 -"kentucky,rowan",23333,95.4,2.5,1.3,0.8 -"kentucky,russell",17565,94.9,1.5,3.3,0.2 -"kentucky,scott",47173,87.8,7,4.2,0.9000000000000001 -"kentucky,shelby",42074,81,9.7,9.1,0.6 -"kentucky,simpson",17327,86.2,11.2,1.8999999999999997,0.7 -"kentucky,spencer",17061,95.4,2.7,1.4,0.4 -"kentucky,taylor",24512,91.1,6.6,1.8,0.5 -"kentucky,todd",12460,86.7,9.4,4,0.1 -"kentucky,trigg",14339,88.4,9.9,1.2,0.3 -"kentucky,trimble",8809,95.4,1.5,2.5,0.4 -"kentucky,union",15007,84.3,13.5,1.6,0.3 -"kentucky,warren",113792,81.6,11.2,4.5,2.8 -"kentucky,washington",11717,88.8,7.700000000000001,3.3999999999999995,0.3 -"kentucky,wayne",20813,94.1,2.7,2.9,0.3 -"kentucky,webster",13621,89.8,5.6,4.3,0.3 -"kentucky,whitley",35637,96.9,1.8,0.9,0.4 -"kentucky,wolfe",7355,98.5,0.7,0.6,0 -"kentucky,woodford",24939,86.4,6.700000000000001,6.700000000000001,0.5 -"louisiana,acadia",61773,78.6,19.4,1.7,0.2 -"louisiana,allen",25764,70.9,24.800000000000004,1.3000000000000003,0.7 -"louisiana,ascension",107215,70.8,23.5,4.7,0.9 -"louisiana,assumption",23421,65.9,31.400000000000002,2.1,0.19999999999999998 -"louisiana,avoyelles",42073,66.3,31.1,1.4,0.3 -"louisiana,beauregard",35654,80.6,15.5,2.8,0.6 -"louisiana,bienville",14353,54.70000000000001,43.6,1.3999999999999997,0.20000000000000004 -"louisiana,bossier",116979,69.2,23.1,6,1.6 -"louisiana,caddo",254969,47.8,48.6,2.4,1.1 -"louisiana,calcasieu",192768,69.4,26.7,2.6,1.1 -"louisiana,caldwell",10132,79.4,18.1,2.2,0.2 -"louisiana,cameron",6839,94.5,2.7999999999999994,2.3,0.10000000000000002 -"louisiana,catahoula",10407,66.7,32.2,0.9000000000000001,0 -"louisiana,claiborne",17195,47,51.6,1,0.2 -"louisiana,concordia",20822,56.79999999999999,41.7,1,0.20000000000000004 -"louisiana,de soto",26656,56.6,40.4,2.5,0.20000000000000004 -"louisiana,east baton rouge",440171,47,46.70000000000001,3.7000000000000006,2.7999999999999994 -"louisiana,east carroll",7759,28.3,69.8,1.6,0.6 -"louisiana,east feliciana",20267,52.599999999999994,46.1,1,0.3 -"louisiana,evangeline",33984,67.9,29.4,2.3,0.3 -"louisiana,franklin",20767,66.7,32.3,0.8999999999999999,0.20000000000000004 -"louisiana,grant",22309,77.8,17.1,4.2,0.3 -"louisiana,iberia",73240,60.8,33.5,3.1,2.4 -"louisiana,iberville",33387,47.9,50.1,2,0.3 -"louisiana,jackson",16274,67.5,31,1.3,0.2 -"louisiana,jefferson",432552,56,28.5,12.4,3.9 -"louisiana,jefferson davis",31594,78.6,19.2,1.7,0.2 -"louisiana,lafayette",221578,67.2,27.399999999999995,3.9,1.5 -"louisiana,lafourche",96318,78,15,3.8,0.7 -"louisiana,la salle",14890,84.1,12.8,2.2,0.2 -"louisiana,lincoln",46735,54.2,41.6,2.5,1.7 -"louisiana,livingston",128026,90.1,6.2,3,0.5 -"louisiana,madison",12093,36.4,62,1.5999999999999999,0.19999999999999998 -"louisiana,morehouse",27979,50.89999999999999,47.89999999999999,0.9000000000000001,0.4 -"louisiana,natchitoches",39566,53.4,43.5,1.9,0.3 -"louisiana,orleans",343829,30.5,61.89999999999999,5.2,2.9 -"louisiana,ouachita",153720,59.6,37.7,1.8,0.9 -"louisiana,plaquemines",23042,67.8,23.2,4.6,3.2 -"louisiana,pointe coupee",22802,60.3,37.3,2.2,0.2 -"louisiana,rapides",131613,62,33.7,2.6,1.2 -"louisiana,red river",9091,58.400000000000006,40.2,1.1,0.1 -"louisiana,richland",20725,61.3,36.9,1.6,0.3 -"louisiana,sabine",24233,69.2,20,3.4,0.2 -"louisiana,st bernard",35897,68.5,20.6,9.2,1.9000000000000001 -"louisiana,st charles",52780,66.2,28.2,5,0.8 -"louisiana,st helena",11203,44.6,54.1,0.9,0.09999999999999999 -"louisiana,st james",22102,47.4,51.2,1.2,0.1 -"louisiana,st john the baptist",45924,40,55,4.7,0.7 -"louisiana,st landry",83384,55.199999999999996,42.6,1.5999999999999999,0.39999999999999997 -"louisiana,st martin:north",NA,NA,NA,NA,NA -"louisiana,st martin:south",NA,NA,NA,NA,NA -"louisiana,st mary",54650,57.2,34.5,5.3,1.7 -"louisiana,st tammany",233740,80.6,13.2,4.7,1.3 -"louisiana,tangipahoa",121097,64.3,31.6,3.5,0.6 -"louisiana,tensas",5252,41.5,57.3,1.2,0.2 -"louisiana,terrebonne",111860,68.6,21,4,1 -"louisiana,union",22721,67.8,28,4.2,0.09999999999999999 -"louisiana,vermilion",57999,79.8,15.7,2.4,2 -"louisiana,vernon",52334,72.2,18.3,7.2,1.8 -"louisiana,washington",47168,65.8,32.1,1.9,0.2 -"louisiana,webster",41207,63.300000000000004,34.7,1.5999999999999999,0.3 -"louisiana,west baton rouge",23788,58.6,38.9,2.3,0.3 -"louisiana,west carroll",11604,80.5,16.7,2.6,0.2 -"louisiana,west feliciana",15625,51.2,47.1,1.6,0.2 -"louisiana,winn",15313,66,31.8,1.6,0.3 -"maine,androscoggin",107702,91.9,5.7,1.5,0.7 -"maine,aroostook",71870,95.1,2,0.9,0.4 -"maine,cumberland",281674,91.8,4.2,1.8,2 -"maine,franklin",30768,96.6,1.7,1,0.4 -"maine,hancock",54418,96.20000000000002,1.6,1.1,0.8 -"maine,kennebec",122151,95.4,2.3,1.2,0.7 -"maine,knox",39736,96.5,1.9,0.8,0.5 -"maine,lincoln",34457,97,1.4,0.8,0.5 -"maine,oxford",57833,96.1,1.9,1,0.6 -"maine,penobscot",153923,94.7,2.3,1.1,0.9 -"maine,piscataquis",17535,96.3,1.5,1,0.7 -"maine,sagadahoc",35293,95.4,2.3,1.3,0.8 -"maine,somerset",52228,96.6,1.6999999999999997,0.8,0.6 -"maine,waldo",38786,96.6,1.8,0.9,0.4 -"maine,washington",32856,91.3,2.1,1.4,0.5 -"maine,york",197131,95.6,1.9,1.3,1.1 -"maryland,allegany",75087,88.2,9.6,1.4,0.8 -"maryland,anne arundel",537656,72.4,18.4,6.1,3.4 -"maryland,baltimore",1425990,47.58955273178635,44.68618812193633,4.2,3.8242591462773228 -"maryland,calvert",88737,79.7,16.1,2.7,1.4 -"maryland,caroline",33066,78.2,16,5.5,0.6 -"maryland,carroll",167134,91.2,4.7,2.6,1.4 -"maryland,cecil",101108,87.4,8.4,3.4,1.1 -"maryland,charles",146551,48.4,44.7,4.3,3 -"maryland,dorchester",32618,66.2,29.6,3.5,0.9 -"maryland,frederick",233385,77.8,11.4,7.3,3.8 -"maryland,garrett",30097,97.3,1.7,0.7,0.3 -"maryland,harford",244826,79.2,15.2,3.5,2.4 -"maryland,howard",287085,59.2,21.1,5.8,14.4 -"maryland,kent",20197,78.1,16.9,4.5,0.8 -"maryland,montgomery",971777,49.3,21.2,17,13.9 -"maryland,prince georges",NA,NA,NA,NA,NA -"maryland,queen annes",NA,NA,NA,NA,NA -"maryland,st marys",NA,NA,NA,NA,NA -"maryland,somerset",26470,52.1,44,3.3,0.7 -"maryland,talbot",37782,79,14.4,5.5,1.2 -"maryland,washington",147430,83.3,12.2,3.5,1.4 -"maryland,wicomico",98733,66.6,26.7,4.5,2.5 -"maryland,worcester",51454,80.3,15.4,3.2,1.1 -"maryland,baltimore city",NA,NA,NA,NA,NA -"massachusetts,barnstable",215888,91.40000000000002,4.1,2.2,1.1 -"massachusetts,berkshire",131219,90.6,4.9,3.5,1.2 -"massachusetts,bristol",548285,85.6,5.9,6,1.9 -"massachusetts,dukes",16535,86.3,6.5,2.3,0.8 -"massachusetts,essex",743159,76,6.4,16.5,3.1 -"massachusetts,franklin",71372,92.4,3.2,3.2,1.3 -"massachusetts,hampden",463490,67.7,11.9,20.9,2 -"massachusetts,hampshire",158080,86.2,5,4.7,4.5 -"massachusetts,middlesex",1503085,76.5,7.2,6.5,9.3 -"massachusetts,nantucket",10172,80.5,8.6,9.4,1.2 -"massachusetts,norfolk",670850,80.3,7.6,3.3,8.6 -"massachusetts,plymouth",494919,83.9,9.8,3.2,1.2 -"massachusetts,suffolk",722023,48.10000000000001,25.6,19.9,8.2 -"massachusetts,worcester",798552,80.7,6.5,9.4,4 -"michigan,alcona",10942,97.1,1,1.1,0.2 -"michigan,alger",9601,85.5,9.1,1.2,0.3 -"michigan,allegan",111408,89.7,3.1,6.7,0.6 -"michigan,alpena",29598,96.7,1.3,1,0.5 -"michigan,antrim",23580,95.6,1.6,1.7,0.2 -"michigan,arenac",15899,95.8,1.5,1.4,0.2 -"michigan,baraga",8860,74.5,11.6,1,0.1 -"michigan,barry",59173,95.5,1.7,2.3,0.4 -"michigan,bay",107771,91.20000000000002,3.8,4.7,0.5 -"michigan,benzie",17525,95.1,1.7,1.7,0.3 -"michigan,berrien",156813,76.1,17.7,4.5,1.6 -"michigan,branch",45248,90.9,4.6,4,0.5 -"michigan,calhoun",136146,79.8,14,4.5,1.6 -"michigan,cass",52293,87.4,8.4,3,0.6 -"michigan,charlevoix",25949,94.79999999999998,2.1,1.4,0.4 -"michigan,cheboygan",26152,93,3.1,0.8,0.3 -"michigan,chippewa",38520,71.5,11.2,1.2,0.6 -"michigan,clare",30926,95.8,1.9,1.5,0.3 -"michigan,clinton",75382,90.5,4,3.9,1.5 -"michigan,crawford",14074,96.5,1.5,1.3,0.4 -"michigan,delta",37069,94.2,2.3,0.8999999999999999,0.4 -"michigan,dickinson",26168,96.6,1.6,1,0.5 -"michigan,eaton",107759,84.90000000000002,8.9,4.7,1.7 -"michigan,emmet",32694,92.2,2.7,1.3,0.5 -"michigan,genesee",425790,72.7,23.3,3,0.9 -"michigan,gladwin",25692,96.9,1.2,1.2,0.3 -"michigan,gogebic",16427,91.1,5.5,0.9,0.2 -"michigan,grand traverse",86986,93.3,2.9,2.2,0.7 -"michigan,gratiot",42476,87.4,6.9,5.4,0.3 -"michigan,hillsdale",46688,95.9,1.6999999999999997,1.8000000000000003,0.4 -"michigan,houghton",36628,93.6,1.9,1.1,2.9 -"michigan,huron",33118,96.1,1.3,2,0.4 -"michigan,ingham",280895,72.4,15.7,7.3,5.2 -"michigan,ionia",63905,89.1,6.2,4.4,0.4 -"michigan,iosco",25887,95.5,2,1.6,0.5 -"michigan,iron",11817,96.20000000000002,1.5,1.4,0.3 -"michigan,isabella",70311,87.5,5.2,3.1,1.6 -"michigan,jackson",160248,85.9,10.5,3,0.7 -"michigan,kalamazoo",250331,79.9,14.2,4,2.1 -"michigan,kalkaska",17153,95.9,1.9,1.2,0.2 -"michigan,kent",602622,76,12.7,9.7,2.3 -"michigan,keweenaw",2156,98.2,1.3,0.7,0 -"michigan,lake",11539,85.8,11.8,2.1,0.1 -"michigan,lapeer",88319,93,2.4,4.1,0.3 -"michigan,leelanau",21708,91.2,2,3.7,0.4 -"michigan,lenawee",99892,87.6,4.7,7.6,0.5 -"michigan,livingston",180967,95.29999999999998,1.6999999999999997,1.9,0.8 -"michigan,luce",6631,79.6,14.2,1.2,0.3 -"michigan,mackinac",11113,75.7,5.8,1.1,0.19999999999999998 -"michigan,macomb",840978,83.9,10.7,2.3,3 -"michigan,manistee",24733,90.6,4.8,2.6,0.3 -"michigan,marquette",67077,93,3.7,1.1,0.6 -"michigan,mason",28705,92.6,2.5,4,0.5 -"michigan,mecosta",42798,92.6,4.7,1.6999999999999997,0.7 -"michigan,menominee",24029,94.5,1.5,1.2,0.3 -"michigan,midland",83629,93.1,2.7,2,1.9000000000000001 -"michigan,missaukee",14849,95.8,1.5,2.1,0.3 -"michigan,monroe",152021,92.5,3.9000000000000004,3.1,0.6 -"michigan,montcalm",63342,92.6,3.9,3.1,0.4 -"michigan,montmorency",9765,96.9,1.6,1,0.2 -"michigan,muskegon",172188,77.3,17.3,4.8,0.5 -"michigan,newaygo",48460,91,2.7,5.5,0.4 -"michigan,oakland",1202362,75.1,15.8,3.5,5.6 -"michigan,oceana",26570,83.7,2.4,13.7,0.2 -"michigan,ogemaw",21699,96.2,1.6,1.4,0.4 -"michigan,ontonagon",6780,96.5,1.4,0.9,0.2 -"michigan,osceola",23528,95.8,2.2,1.5,0.2 -"michigan,oscoda",8640,97,1.5,0.9,0.1 -"michigan,otsego",24164,96,1.8000000000000003,1.2,0.4 -"michigan,ottawa",263801,85.7,3.5,8.6,2.6 -"michigan,presque isle",13376,97,1.4,0.9,0.3 -"michigan,roscommon",24449,96.5,1.6,1.1,0.3 -"michigan,saginaw",200169,70.5,21.5,7.8,1.1 -"michigan,st clair",163040,92.1,4.5,2.9,0.5 -"michigan,st joseph",61295,88,4.8,6.6,0.7 -"michigan,sanilac",43114,94.8,1.5,3.2999999999999994,0.3 -"michigan,schoolcraft",8485,87.1,3.4,0.8,0.2 -"michigan,shiawassee",70648,95.2,1.8999999999999997,2.4,0.4 -"michigan,tuscola",55729,94.3,2.4,2.8,0.3 -"michigan,van buren",76258,82.7,6.7,10.2,0.4 -"michigan,washtenaw",344791,72.1,16.1,4,7.8999999999999995 -"michigan,wayne",1820584,49.6,42.9,5.2,2.5 -"michigan,wexford",32735,95.5,1.9,1.6,0.6 -"minnesota,aitkin",16202,95,1.6,0.9,0.2 -"minnesota,anoka",330844,85.2,7,3.6000000000000005,3.8999999999999995 -"minnesota,becker",32504,87.8,3.4,1.2,0.4 -"minnesota,beltrami",44442,74.4,3.6999999999999997,1.5,0.7 -"minnesota,benton",38451,93.5,3.5,1.6,1.1 -"minnesota,big stone",5269,97.7,1,0.7999999999999999,0.09999999999999999 -"minnesota,blue earth",64013,91.2,4.3,2.5,2 -"minnesota,brown",25893,95.2,0.9,3.3,0.6 -"minnesota,carlton",35386,88.9,3.8,1.4,0.5 -"minnesota,carver",91042,90.7,2.8,3.9,2.7 -"minnesota,cass",28567,85.4,2.4,1.2,0.3 -"minnesota,chippewa",12441,91.4,1.8,4.9,0.5 -"minnesota,chisago",53887,94.7,2.4,1.5,0.9 -"minnesota,clay",58999,90.6,3.6,3.5,1.4 -"minnesota,clearwater",8695,86.7,3.4,1.4,0.2 -"minnesota,cook",5176,87.5,2.5,1.1,0.5 -"minnesota,cottonwood",11687,89.3,2,6.200000000000001,2.7 -"minnesota,crow wing",62500,96,2,1,0.4 -"minnesota,dakota",398552,82.3,7.6,6,4.4 -"minnesota,dodge",20087,93.5,1.7000000000000002,4.6,0.4 -"minnesota,douglas",36009,97.1,1.3,0.9,0.5 -"minnesota,faribault",14553,92.90000000000002,1.2,5.599999999999999,0.3 -"minnesota,fillmore",20866,97.6,1.1,1,0.3 -"minnesota,freeborn",31255,88.6,2.4,8.8,0.8 -"minnesota,goodhue",46183,93.20000000000002,2.5,2.8999999999999995,0.6 -"minnesota,grant",6018,96.9,1.5,1.6,0.2 -"minnesota,hennepin",1152425,71.7,15.1,6.7,6.2 -"minnesota,houston",19027,97.1,1.7,0.7,0.5 -"minnesota,hubbard",20428,93.6,2,1.6,0.2 -"minnesota,isanti",37816,95.1,2.3,1.5,0.8 -"minnesota,itasca",45058,93.1,2.4,0.9000000000000001,0.3 -"minnesota,jackson",10266,94.5,1.5,2.7,1.4 -"minnesota,kanabec",16239,96.1,1.9,1.3,0.3 -"minnesota,kandiyohi",42239,85.1,3.5,11.2,0.4000000000000001 -"minnesota,kittson",4552,97.4,0.8,1.5,0.4 -"minnesota,koochiching",13311,94,2.5,1.1,0.3 -"minnesota,lac qui parle",7259,97,1.1,1.5,0.4000000000000001 -"minnesota,lake",10866,97.19999999999999,1.4,0.7,0.3 -"minnesota,lake of the woods",4045,95.5,2.4,0.9,0.8 -"minnesota,le sueur",27703,92.7,1.5,5.2,0.6 -"minnesota,lincoln",5896,97.5,0.9000000000000001,1.2,0.2 -"minnesota,lyon",25857,87.5,3.8,6,2.6 -"minnesota,mcleod",36651,92.8,1.5,4.9,0.7 -"minnesota,mahnomen",5413,49.79999999999999,8.8,1.7999999999999998,0.10000000000000002 -"minnesota,marshall",9439,94.8,1.1,3.6,0.2 -"minnesota,martin",20840,94.8,1.2,3.6,0.5 -"minnesota,meeker",23300,95.4,1.1,3.3,0.3 -"minnesota,mille lacs",26097,90.4,2.2,1.4,0.3 -"minnesota,morrison",33198,96.9,1.5,1.2,0.3 -"minnesota,mower",39163,84.2,3.8999999999999995,10.6,1.6999999999999997 -"minnesota,murray",8725,95.4,1.1,2.8,0.9 -"minnesota,nicollet",32727,91.5,3.5,3.7,1.3 -"minnesota,nobles",21378,67.2,5.3,22.5,5.5 -"minnesota,norman",6852,91.8,2.5,4,0.4 -"minnesota,olmsted",144248,83.4,7,4.2,5.4 -"minnesota,otter tail",57303,94.7,2,2.6,0.5 -"minnesota,pennington",13930,92.4,3.2,2.7,0.6 -"minnesota,pine",29750,90.5,3.9,2.4,0.4 -"minnesota,pipestone",9596,92.5,2.5,3.7000000000000006,0.7 -"minnesota,polk",31600,90.2,3,5.4,0.7 -"minnesota,pope",10995,97.5,1.2,0.9,0.4 -"minnesota,ramsey",508640,66.9,14.5,7.2,11.7 -"minnesota,red lake",4089,94.8,1.7,2.5,0.1 -"minnesota,redwood",16059,87.9,2.4,2.1,3.2 -"minnesota,renville",15730,91.2,1.3,6.6,0.3 -"minnesota,rice",64142,85.1,5,8,2 -"minnesota,rock",9687,95.4,1.8000000000000003,2,0.5 -"minnesota,roseau",15629,94,1.6,0.7,2.5 -"minnesota,st louis",200226,92.3,3.6,1.2,0.9 -"minnesota,scott",129928,84.5,4.9,4.4,5.7 -"minnesota,sherburne",88499,92.6,3.6,2.2,1.3 -"minnesota,sibley",15226,90.9,1.5,7.2,0.6 -"minnesota,stearns",150642,90.6,4.6,2.8,2 -"minnesota,steele",36576,89,4.2,6.2,0.8 -"minnesota,stevens",9726,91.8,2.5,3.5,1.5 -"minnesota,swift",9783,94.8,1.4,3.6,0.2 -"minnesota,todd",24895,92.6,1.7,5.2,0.4 -"minnesota,traverse",3558,93.4,1.5,1.4,0.1 -"minnesota,wabasha",21676,95.6,1.4,2.7,0.39999999999999997 -"minnesota,wadena",13843,95.8,2.3,1.3,0.3 -"minnesota,waseca",19136,90.4,3.5,5.1,0.7 -"minnesota,washington",238136,85.7,5.7,3.4,5.1 -"minnesota,watonwan",11211,77,1.9,20.9,0.8 -"minnesota,wilkin",6576,95.70000000000002,1.3000000000000003,2,0.3 -"minnesota,winona",51461,92.9,2.4,2.4,2.1 -"minnesota,wright",124700,93.7,2.6,2.4,1.2 -"minnesota,yellow medicine",10438,91.8,1.4,3.8000000000000003,0.3 -"mississippi,adams",32297,38.7,54.9,6.7,0.4 -"mississippi,alcorn",37057,84.5,12.4,2.7,0.3 -"mississippi,amite",13131,57.2,41.9,0.8,0.1 -"mississippi,attala",19564,55.5,42.6,1.6999999999999997,0.3 -"mississippi,benton",8729,59.9,38.3,1.7,0.1 -"mississippi,bolivar",34145,32.9,64.8,1.9,0.6 -"mississippi,calhoun",14962,65.8,28.9,5.4,0.1 -"mississippi,carroll",10597,65.4,33.6,1,0.2 -"mississippi,chickasaw",17392,53.2,43,3.7,0.3 -"mississippi,choctaw",8547,67.9,31.199999999999996,0.9,0.1 -"mississippi,claiborne",9604,14.1,85,0.8,0.4 -"mississippi,clarke",16732,63.79999999999999,35,0.8,0.2 -"mississippi,clay",20634,40.1,58.8,1,0.2 -"mississippi,coahoma",26151,22.600000000000005,76,1.1,0.5 -"mississippi,copiah",29449,45.5,51.6,2.6,0.3 -"mississippi,covington",19568,62.4,35.7,1.9,0.2 -"mississippi,de soto",NA,NA,NA,NA,NA -"mississippi,forrest",74934,58.4,37.5,3.5,0.7 -"mississippi,franklin",8118,64.4,34.9,0.6,0.1 -"mississippi,george",22578,88.6,9,2,0.2 -"mississippi,greene",14400,72,26.9,0.9,0.1 -"mississippi,grenada",21906,56.4,42.5,0.9,0.3 -"mississippi,hancock",43929,86.3,9.3,3.3,1 -"mississippi,harrison",187105,67.2,24.8,5.3,2.8 -"mississippi,hinds",245285,28,69.9,1.5,0.8 -"mississippi,holmes",19198,15.6,84,0.7,0.2 -"mississippi,humphreys",9375,22.8,75.3,2.2,0.2 -"mississippi,issaquena",1406,34.3,64.7,0.6,0.39999999999999997 -"mississippi,itawamba",23401,91.8,6.5,1.3,0.19999999999999998 -"mississippi,jackson",139668,69.9,23.4,4.6,2.2 -"mississippi,jasper",17062,46,53.2,0.8,0.1 -"mississippi,jefferson",7726,13.7,86,0.4,0 -"mississippi,jefferson davis",12487,38.5,60.60000000000001,0.8,0.1 -"mississippi,jones",67761,65.6,29.2,4.7,0.4 -"mississippi,kemper",10456,35.1,60.900000000000006,0.5,0.10000000000000002 -"mississippi,lafayette",47351,70.8,24.7,2.3,2.1 -"mississippi,lamar",55658,76,20.699999999999996,2.2,1.1999999999999997 -"mississippi,lauderdale",80261,54,43.6,1.8000000000000003,0.7 -"mississippi,lawrence",12929,66.3,31.5,2.1,0.3 -"mississippi,leake",23805,48.8,41.4,4.3,0.2 -"mississippi,lee",82910,68.6,28.5,2.4,0.6 -"mississippi,leflore",32317,24.5,72.8,2.3,0.6 -"mississippi,lincoln",34869,68,30.700000000000003,0.9,0.3 -"mississippi,lowndes",59779,53.3,44.6,1.5,0.7 -"mississippi,madison",95203,56,39,2.9,2.1 -"mississippi,marion",27088,65.2,33.2,1.2,0.3 -"mississippi,marshall",37144,48.9,47.7,3.2,0.2 -"mississippi,monroe",36989,67.2,31.700000000000003,1,0.2 -"mississippi,montgomery",10925,52.8,46,0.9,0.4 -"mississippi,neshoba",29676,60,22.4,1.6,0.3 -"mississippi,newton",21720,62.6,31.1,1.3,0.2 -"mississippi,noxubee",11545,27,72.1,0.8,0.2 -"mississippi,oktibbeha",47671,58.4,37.8,1.4,2.4 -"mississippi,panola",34707,48.9,49.5,1.4,0.2 -"mississippi,pearl river",55834,82.2,14,2.9,0.4 -"mississippi,perry",12250,77.7,21,1,0.2 -"mississippi,pike",40404,45.9,52.29999999999999,1.2,0.6 -"mississippi,pontotoc",29957,78.5,15.1,6.2,0.2 -"mississippi,prentiss",25276,83.8,14.800000000000002,1.2,0.10000000000000002 -"mississippi,quitman",8223,28.8,70.4,0.7,0.1 -"mississippi,rankin",141617,76.3,19.9,2.7,1.1 -"mississippi,scott",28264,50.8,38.9,10.7,0.2 -"mississippi,sharkey",4916,27.800000000000004,71.4,0.8,0.2 -"mississippi,simpson",27503,62.3,36,1.4,0.3 -"mississippi,smith",16491,75.3,23.4,1.2,0.1 -"mississippi,stone",17786,77.7,20.2,1.3,0.3 -"mississippi,sunflower",29450,25.2,73.4,1.4,0.3 -"mississippi,tallahatchie",15378,36.3,57.6,5.6,0.8 -"mississippi,tate",28886,66.1,31.5,2.2,0.20000000000000004 -"mississippi,tippah",22232,78.3,17.4,4.4,0.2 -"mississippi,tishomingo",19593,93.5,3.5,2.8,0.1 -"mississippi,tunica",10778,23.1,74.4,2.3,0.6 -"mississippi,union",27134,79.79999999999998,15.7,4.5,0.2 -"mississippi,walthall",15443,52.7,45.6,1.5,0.2 -"mississippi,warren",48773,49.5,47.89999999999999,1.8000000000000003,0.8 -"mississippi,washington",51137,26.7,71.9,1,0.6 -"mississippi,wayne",20747,59,39.7,1.2,0.20000000000000004 -"mississippi,webster",10253,78.1,20.7,1,0.09999999999999999 -"mississippi,wilkinson",9878,28.5,71.1,0.4,0 -"mississippi,winston",19198,51.5,46.5,1,0.2 -"mississippi,yalobusha",12678,60,38.8,1.2,0.20000000000000004 -"mississippi,yazoo",28065,37.3,58.6,4.6,0.4 -"missouri,adair",25607,92.8,3.3,2,1.8 -"missouri,andrew",17291,96.2,1.5,1.7,0.4 -"missouri,atchison",5685,97.7,1,1,0.2 -"missouri,audrain",25529,88.6,8.2,2.6000000000000005,0.5 -"missouri,barry",35597,88.5,2.2,7.700000000000001,1.3 -"missouri,barton",12402,94.4,2.8,1.9,0.2 -"missouri,bates",17049,95.6,2.3,1.6,0.2 -"missouri,benton",19056,96.1,1.6,1.5,0.3 -"missouri,bollinger",12363,97.40000000000002,1.1,0.8000000000000002,0.20000000000000004 -"missouri,boone",162642,81,12.1,3,3.8 -"missouri,buchanan",89201,86.3,7.700000000000001,5.2,0.8 -"missouri,butler",42794,90,7.400000000000001,1.6000000000000003,0.7 -"missouri,caldwell",9424,95.9,2.1,1.5,0.2 -"missouri,callaway",44332,91,6.5,1.5999999999999999,0.6 -"missouri,camden",44002,95.3,1.7,2.3,0.39999999999999997 -"missouri,cape girardeau",75674,87.9,8.9,2,1.2 -"missouri,carroll",9295,95.7,2.8,1.3,0.1 -"missouri,carter",6265,95.6,1.7,1.7,0.1 -"missouri,cass",99478,89.5,5.6,4,0.6 -"missouri,cedar",13982,96.1,1.9,1.5,0.29999999999999993 -"missouri,chariton",7831,96.3,2.8,0.5,0.1 -"missouri,christian",77422,94.3,2.4,2.5,0.5 -"missouri,clark",7139,97.7,1.3,0.6,0.3 -"missouri,clay",221939,84.1,7.9,5.9,2.1 -"missouri,clinton",20743,94.5,3,1.6,0.3 -"missouri,cole",75990,83.2,13.1,2.4,1.3 -"missouri,cooper",17601,89.5,8.6,1.3,0.4 -"missouri,crawford",24696,96.40000000000002,1.3999999999999997,1.5,0.3 -"missouri,dade",7883,94.8,2.6,1.5,0.3 -"missouri,dallas",16777,95.6,1.9,1.5,0.2 -"missouri,daviess",8433,97.4,1.4,1,0.1 -"missouri,de kalb",NA,NA,NA,NA,NA -"missouri,dent",15657,95.9,2,0.9,0.3 -"missouri,douglas",13684,96.6,2,0.8,0.2 -"missouri,dunklin",31953,82.9,11.3,5.4,0.3 -"missouri,franklin",101492,96,2,1.4,0.4 -"missouri,gasconade",15222,97.2,1.3,1,0.3 -"missouri,gentry",6738,98,1,0.5,0.3 -"missouri,greene",275174,89.5,5.5,3,1.6 -"missouri,grundy",10261,96,1.6000000000000003,1.7000000000000002,0.4000000000000001 -"missouri,harrison",8957,96.7,1.3,1.6,0.2 -"missouri,henry",22272,95.3,2.5,1.7,0.2 -"missouri,hickory",9627,96.4,1.8000000000000003,0.9000000000000001,0.2 -"missouri,holt",4912,97.2,0.7,0.8,0.3 -"missouri,howard",10144,91.1,7.1,1.2,0.3 -"missouri,howell",40400,95.3,2,1.7,0.5 -"missouri,iron",10630,95.6,2.8,1.3,0.1 -"missouri,jackson",674158,63.3,27,8.4,1.6 -"missouri,jasper",117404,86,5.1,6.8,1 -"missouri,jefferson",218733,95.40000000000002,2.2,1.6000000000000003,0.6 -"missouri,johnson",52595,88.2,6.9,3.1,1.5 -"missouri,knox",4131,97.5,1.4,0.8,0.2 -"missouri,laclede",35571,94.4,2.6,2,0.4 -"missouri,lafayette",33381,92.9,4.2,2.2,0.4 -"missouri,lawrence",38634,91,2,6.3,0.4 -"missouri,lewis",10211,93.5,4.6,1.6,0.2 -"missouri,lincoln",52566,93.9,3.7,2,0.4 -"missouri,linn",12761,96.4,1.9,1.5,0.2 -"missouri,livingston",15195,94.7,3.6,1.2,0.3 -"missouri,mcdonald",23083,81,3.8,11.2,0.8 -"missouri,macon",15566,94.7,3.8,1,0.4 -"missouri,madison",12226,96.4,1.1,2,0.3 -"missouri,maries",9176,97.1,1.4,0.8,0.1 -"missouri,marion",28781,91,7,1.3999999999999997,0.5 -"missouri,mercer",3785,97.3,1.1,0.7,0.5 -"missouri,miller",24748,96,1.9,1.4,0.3 -"missouri,mississippi",14358,73.3,25,1.6000000000000003,0.20000000000000004 -"missouri,moniteau",15607,90.7,4.9,3.8,0.4 -"missouri,monroe",8840,94.3,4.2,1,0.3 -"missouri,montgomery",12236,95.1,3.1,1.4,0.3 -"missouri,morgan",20565,95.2,2.4,1.8,0.4 -"missouri,new madrid",18956,81.1,17.3,1.1,0.4 -"missouri,newton",58114,87.7,3.8,4.4,1.3 -"missouri,nodaway",23370,93.6,3.4,1.3,1.6 -"missouri,oregon",10881,95.6,1.7999999999999998,1.2,0.3 -"missouri,osage",13878,98.40000000000002,0.6999999999999998,0.6,0.10000000000000002 -"missouri,ozark",9723,96.5,1.5,1.3,0.1 -"missouri,pemiscot",18296,69.6,28.3,1.9000000000000001,0.2 -"missouri,perry",18971,96.5,1.3,1.7,0.4 -"missouri,pettis",42201,87,5.2,7.2,0.6 -"missouri,phelps",45156,90.3,4.4,2,2.9 -"missouri,pike",18516,89.2,8.6,1.8000000000000003,0.2 -"missouri,platte",89322,84.1,8.4,5,2.3 -"missouri,polk",31137,95,2.3,2,0.3 -"missouri,pulaski",52274,72.4,16.3,9,2.6 -"missouri,putnam",4979,97.7,1,0.7,0.5 -"missouri,ralls",10167,96.7,2,1,0.2 -"missouri,randolph",25414,90,8,1.6,0.4 -"missouri,ray",23494,95.1,2.6,1.8000000000000003,0.3 -"missouri,reynolds",6696,96.1,2.2,1,0.2 -"missouri,ripley",14100,96.2,1.8,1,0.3 -"missouri,st charles",360485,89.1,5.9,2.8,2.2 -"missouri,st clair",9805,95.5,2.3,1.7,0.1 -"missouri,st francois",65359,92.8,5.4,1.2,0.4 -"missouri,st louis",1318248,62.43296966883318,31.594367069018883,2.7422108738264726,3.354673475704116 -"missouri,st louis city",NA,NA,NA,NA,NA -"missouri,ste genevieve",18145,97,1.6,0.8,0.3 -"missouri,saline",23370,83.2,7.7,8.2,0.5 -"missouri,schuyler",4431,98.2,0.8,0.7,0.2 -"missouri,scotland",4843,98.3,0.5,0.7,0.2 -"missouri,scott",39191,84.9,13,1.8,0.3 -"missouri,shannon",8441,94.9,2.5,1.6,0.2 -"missouri,shelby",6373,97.3,1.2,1.1,0.2 -"missouri,stoddard",29968,96.5,1.9,1.2,0.2 -"missouri,stone",32202,96.1,1.5,1.7,0.3 -"missouri,sullivan",6714,79.7,1.7,18.6,0.10000000000000002 -"missouri,taney",51675,91.1,3.1,4.8,0.7 -"missouri,texas",26008,92.3,5.2,1.6,0.3 -"missouri,vernon",21159,95.5,1.9,1.6,0.5 -"missouri,warren",32513,92.9,3.7,2.9,0.4 -"missouri,washington",25195,95.1,3.4,1,0.2 -"missouri,wayne",13521,96.5,1.9,1,0.2 -"missouri,webster",36202,95.2,2.4,1.7,0.2 -"missouri,worth",2171,97.4,1.2,1.1,0.3 -"missouri,wright",18815,96.3,1.7,1.3,0.3 -"montana,beaverhead",9246,92.7,1.8999999999999997,3.7000000000000006,0.4 -"montana,big horn",12865,30.4,2.9,4,0.5 -"montana,blaine",6491,47.89999999999999,2.1,1.8000000000000003,0.1 -"montana,broadwater",5612,94.6,1.8,2.2,0.2 -"montana,carbon",10078,95.9,1.3,1.9000000000000001,0.2 -"montana,carter",1160,97.6,0.9,0.7,0.1 -"montana,cascade",81327,87.4,4.9,3.3,0.8 -"montana,chouteau",5813,75.5,1.6,1.6,0.4 -"montana,custer",11699,94.1,1.9,2.2,0.3 -"montana,daniels",1751,94.40000000000002,1.8,1.5,0.20000000000000004 -"montana,dawson",8966,94.5,1.8999999999999997,2,0.3 -"montana,deer lodge",9298,91.6,2.9,2.9,0.3 -"montana,fallon",2890,96.6,1.4,1.2,0.6 -"montana,fergus",11586,95.7,1.7,1.5,0.2 -"montana,flathead",90928,94,2.3,2.3,0.6 -"montana,gallatin",89513,93.3,2.2,2.8,1.1 -"montana,garfield",1206,98.4,0.7,0.2,0.1 -"montana,glacier",13399,30.7,2.9,1.8,0.2 -"montana,golden valley",884,93,2.1,3.5,0.7 -"montana,granite",3079,96.4,1.8,1.4,0.1 -"montana,hill",16096,72.9,3.6,2.3,0.4 -"montana,jefferson",11406,94,2.4,2,0.4 -"montana,judith basin",2072,97.2,0.7,1.2,0.1 -"montana,lake",28746,68.1,7.599999999999999,3.5,0.4000000000000001 -"montana,lewis and clark",63395,92.4,2.8,2.5,0.6 -"montana,liberty",2339,98,1.2,0.3,0.1 -"montana,lincoln",19687,94.2,2.5,2.3,0.3 -"montana,mccone",1734,97.4,1.4,0.7,0.1 -"montana,madison",7691,95.4,1.5,2.4,0.3 -"montana,meagher",1891,96.6,1.4,1.5,0.3 -"montana,mineral",4223,93.6,2.7,1.9,0.7 -"montana,missoula",109299,91,3,2.6,1.1 -"montana,musselshell",4538,94.3,2.1,2.6,0.2 -"montana,park",15636,95.2,1.8,2.1,0.3 -"montana,petroleum",494,98.4,1.2,1,0 -"montana,phillips",4253,86.2,4,1.9,0.2 -"montana,pondera",6153,82.2,2.5,1.4,0.2 -"montana,powder river",1743,94.4,2.1,1.4,0.2 -"montana,powell",7027,91.4,2.2,1.7,0.5 -"montana,prairie",1179,95.4,2.8,1.4,0.5 -"montana,ravalli",40212,93.9,2.1,3,0.5 -"montana,richland",9746,93.3,2.2,3,0.2 -"montana,roosevelt",10425,35.6,3.1,1.3,0.4 -"montana,rosebud",9233,60.199999999999996,3,3.4,0.5 -"montana,sanders",11413,90.4,3.3000000000000003,2,0.3 -"montana,sheridan",3384,94.6,2.2,1.5,0.4 -"montana,silver bow",34200,92.1,2.4,3.7,0.5 -"montana,stillwater",9117,95.3,1.7,2.3,0.3 -"montana,sweet grass",3651,95.6,1.6,1.4,0.7 -"montana,teton",6073,95.4,1.9,1.3,0.1 -"montana,toole",5324,90.4,2.5,2.4,0.39999999999999997 -"montana,treasure",718,92.8,2.9,3.5,0.39999999999999997 -"montana,valley",7369,86.4,2.3,1.2,0.5 -"montana,wheatland",2168,95.2,2.7,1.5,0.6 -"montana,wibaux",1017,97.1,1.2,1.3,0.5 -"montana,yellowstone",147972,88.2,3.4,4.7,0.6 -"montana,yellowstone national",NA,NA,NA,NA,NA -"nebraska,adams",31364,88.5,2.1,8.1,1.4 -"nebraska,antelope",6685,96,0.9,2.7,0.3 -"nebraska,arthur",460,94.6,0.9,4.1,0.2 -"nebraska,banner",690,95.1,0.7,3.8,0 -"nebraska,blaine",478,99.2,0.8,0,0 -"nebraska,boone",5505,97.8,0.7,1.2,0.2 -"nebraska,box butte",11308,84.6,3,10.2,0.3 -"nebraska,boyd",2099,96.4,1,1.6,0.8 -"nebraska,brown",3145,97.7,0.9,0.9,0.2 -"nebraska,buffalo",46102,89.2,2.2,7.3999999999999995,1.3 -"nebraska,burt",6858,95.1,1.6,1.8,0.2 -"nebraska,butler",8395,96.4,1,2.3,0.3 -"nebraska,cass",25241,95.40000000000002,1.8,2.4,0.3 -"nebraska,cedar",8852,97.8,0.8,1.3,0.1 -"nebraska,chase",3966,88,1.3,11.1,0.1 -"nebraska,cherry",5713,90,2.7,1.7,0.4 -"nebraska,cheyenne",9998,90.8,1.5,6.1,1.6 -"nebraska,clay",6542,90.8,1.8,7.7,0.2 -"nebraska,colfax",10515,57.4,2.9,41,0.3 -"nebraska,cuming",9139,90.5,1.3,8.3,0.2 -"nebraska,custer",10939,96.5,1.2,2,0.1 -"nebraska,dakota",21006,55.199999999999996,5.4,35.3,3 -"nebraska,dawes",9182,87.8,4,3.3,1 -"nebraska,dawson",24326,63.6,5.2,31.8,0.6 -"nebraska,deuel",1941,94.7,1.2,3.9,0.3 -"nebraska,dixon",6000,88.2,1.3,10.4,0.2 -"nebraska,dodge",36691,87.5,2,10.1,0.5 -"nebraska,douglas",517110,71.9,14.4,11.2,2.7 -"nebraska,dundy",2008,92.2,1.6,5.8,0.1 -"nebraska,fillmore",5890,95.4,1.4,3,0.2 -"nebraska,franklin",3225,97.5,1.1,1,0.1 -"nebraska,frontier",2756,97.5,0.8,1.3,0.1 -"nebraska,furnas",4959,95.7,1.3,2.7,0.2 -"nebraska,gage",22311,96.10000000000001,1.7,1.7,0.39999999999999997 -"nebraska,garden",2057,94.4,1.6,3.9,0 -"nebraska,garfield",2049,98.7,0.4,0.7,0.1 -"nebraska,gosper",2044,95.6,1.7,2.4,0.2 -"nebraska,grant",614,97.7,0.8,1.1,0.2 -"nebraska,greeley",2538,96.6,1.1,2,0.1 -"nebraska,hall",58607,72.6,3.8,23.3,1 -"nebraska,hamilton",9124,96.9,0.9,2,0.2 -"nebraska,harlan",3423,97.70000000000002,0.5,1.3000000000000003,0.2 -"nebraska,hayes",967,96,0.1,3.4,0.3 -"nebraska,hitchcock",2908,97,1.1,1.4,0.1 -"nebraska,holt",10435,96,0.6,2.9,0.2 -"nebraska,hooker",736,98,0.5,1.1,0 -"nebraska,howard",6274,96.7,1.3999999999999997,1.7,0.20000000000000004 -"nebraska,jefferson",7547,95.7,1.5,2.7,0.2 -"nebraska,johnson",5217,83.5,5.8,8.3,1.4 -"nebraska,kearney",6489,95,1.3999999999999997,3.7999999999999994,0.20000000000000004 -"nebraska,keith",8368,92.4,1.8,5.7,0.4 -"nebraska,keya paha",824,98.9,0.4,0.5,0.1 -"nebraska,kimball",3821,90.6,2,6.4,0.7 -"nebraska,knox",8701,88.4,1.4,1.8,0.2 -"nebraska,lancaster",285407,84.3,6.2,5.8,3.5 -"nebraska,lincoln",36288,90.2,2.2,7.2,0.5 -"nebraska,logan",763,96.89999999999999,0.39999999999999997,1.7,0.09999999999999999 -"nebraska,loup",632,97.6,0.3,2.1,0 -"nebraska,mcpherson",539,98,1.9,0.4,0 -"nebraska,madison",34876,83.3,3,12.9,0.5 -"nebraska,merrick",7845,94.4,1.2,3.5,0.8 -"nebraska,morrill",5042,84.4,1.8,13.6,0.4 -"nebraska,nance",3735,97.1,1.2,1.7,0.1 -"nebraska,nemaha",7248,95.7,1.8,1.8,0.4 -"nebraska,nuckolls",4500,96.3,1.5,2.2,0.2 -"nebraska,otoe",15740,92.1,1.6,5.7,0.4 -"nebraska,pawnee",2773,96.79999999999998,1.6,1.3,0.3 -"nebraska,perkins",2970,95.9,0.7,3.2,0.2 -"nebraska,phelps",9188,94.6,1.1,4.1,0.2 -"nebraska,pierce",7266,97.7,0.7,1.3,0.2 -"nebraska,platte",32237,84.3,1.9,13.8,0.5 -"nebraska,polk",5406,95.9,1.1,2.9,0.1 -"nebraska,red willow",11055,93.6,1.8,4.2,0.3 -"nebraska,richardson",8363,93.6,2,1.3,0.3 -"nebraska,rock",1526,98.39999999999999,0.5,0.09999999999999999,0.19999999999999998 -"nebraska,saline",14200,76.2,2.5,20.2,1.6 -"nebraska,sarpy",158840,83.8,7.1,7.3,2.1 -"nebraska,saunders",20780,96.2,1.4,2,0.4 -"nebraska,scotts bluff",36970,75.6,2.5,21.1,0.6 -"nebraska,seward",16750,96.4,1.4,1.6,0.4 -"nebraska,sheridan",5469,83.4,3.1999999999999997,3.1,0.3 -"nebraska,sherman",3152,98.2,0.5,1,0.3 -"nebraska,sioux",1311,94.6,1.2,4,0.09999999999999999 -"nebraska,stanton",6129,93.5,1.8,4.6,0.09999999999999999 -"nebraska,thayer",5228,97.1,1.1,1.5,0.3 -"nebraska,thomas",647,97.2,1.2,1.9,0.3 -"nebraska,thurston",6940,39.5,2.2,2.7,0.1 -"nebraska,valley",4260,96.9,0.9,1.9,0.3 -"nebraska,washington",20234,95.9,1.6,2.1,0.3 -"nebraska,wayne",9595,92.7,2.5,4.2,0.5 -"nebraska,webster",3812,94.1,2,3.5,0.3 -"nebraska,wheeler",818,98,0.9,0.6999999999999998,0.5 -"nebraska,york",13665,93.1,2.2,4.1,0.4 -"nevada,carson city",55274,70.7,4.8,21.3,2.1 -"nevada,churchill",24877,76.5,5.8,12.1,2.7 -"nevada,clark",1951269,48,15.6,29.1,8.7 -"nevada,douglas",46997,83.2,3.6,10.9,1.5 -"nevada,elko",48818,69.1,3.8999999999999995,22.9,0.9000000000000001 -"nevada,esmeralda",783,77.3,4.3,15.300000000000002,0.4000000000000001 -"nevada,eureka",1987,83.6,2.3,12,0.9 -"nevada,humboldt",16528,68.9,3.3,24.4,0.7 -"nevada,lander",5775,73.7,2.8,21.1,0.4 -"nevada,lincoln",5345,87.9,4.5,6.2,0.7 -"nevada,lyon",51980,78.2,4.5,14.8,1.4 -"nevada,mineral",4772,68.5,8.5,9.1,1.1 -"nevada,nye",43946,78.9,5.5,13.6,1.3 -"nevada,pershing",6753,68.2,6.8,22.3,1.3 -"nevada,storey",4010,88.1,3.2,5.7,1.6 -"nevada,washoe",421407,66,6.1,22.2,5.2 -"nevada,white pine",10030,76.3,6.5,13.2,1 -"new hampshire,belknap",60088,95.8,1.8,1.2,1.2 -"new hampshire,carroll",47818,96.79999999999998,1.4,1,0.6 -"new hampshire,cheshire",77117,95.4,1.9,1.4,1.2 -"new hampshire,coos",33055,96.2,1.9,1.2,0.5 -"new hampshire,grafton",89118,92.3,2.7,1.8,3 -"new hampshire,hillsborough",400721,87.59999999999998,4.1,5.3,3.2000000000000006 -"new hampshire,merrimack",146445,94.3,2.5,1.6,1.6 -"new hampshire,rockingham",295223,94.2,2,2.1,1.7 -"new hampshire,strafford",123143,92.7,2.9,1.8,2.6 -"new hampshire,sullivan",43742,96.2,1.8,1.1,0.6 -"new jersey,atlantic",274549,58.6,19.3,16.8,7.5 -"new jersey,bergen",905116,62.5,8.3,16.1,14.5 -"new jersey,burlington",448734,70.6,19.5,6.4,4.3 -"new jersey,camden",513657,60.3,22.2,14.2,5.1 -"new jersey,cape may",97265,86.9,6.6,6.2,0.9 -"new jersey,cumberland",156898,50.3,23.8,27.099999999999998,1.2 -"new jersey,essex",783969,33.2,44,20.3,4.6 -"new jersey,gloucester",288288,81.1,12.2,4.8,2.6 -"new jersey,hudson",634266,30.8,17.6,42.2,13.4 -"new jersey,hunterdon",128349,87.7,4,5.2,3.3 -"new jersey,mercer",366513,54.5,23,15.1,8.9 -"new jersey,middlesex",809858,49.2,12.599999999999998,18.4,21.4 -"new jersey,monmouth",630380,76.7,9.3,9.7,5 -"new jersey,morris",492276,75.1,5.2,11.5,9 -"new jersey,ocean",576567,85.9,4.6,8.3,1.7 -"new jersey,passaic",501226,45.3,16.5,37,5 -"new jersey,salem",66083,76.8,16.3,6.8,0.8 -"new jersey,somerset",323444,62.39999999999999,11.5,13,14.099999999999998 -"new jersey,sussex",149265,88.8,3.4,6.4,1.8 -"new jersey,union",536499,45.4,25.1,27.3,4.6 -"new jersey,warren",108692,85.7,5.3,7,2.5 -"new mexico,bernalillo",662564,41.5,7.400000000000001,47.9,2.3 -"new mexico,catron",3725,76,3.6,19,0.2 -"new mexico,chaves",65645,43.9,5.3,52,0.6 -"new mexico,colfax",13750,49.9,4.1,47.2,0.4 -"new mexico,curry",48376,50.7,10.5,39.5,1.3 -"new mexico,de baca",2022,59.3,4.1,38.5,0 -"new mexico,dona ana",209233,30.100000000000005,4.8,65.7,1.1 -"new mexico,eddy",53829,52.2,4.4,44.1,0.7 -"new mexico,grant",29514,48.6,3.6,48.3,0.4 -"new mexico,guadalupe",4687,16.1,5,79.6,1.3 -"new mexico,harding",695,56.3,1.7,43,0 -"new mexico,hidalgo",4894,41.4,2.3,56.6,0.5 -"new mexico,lea",64727,43,6.6,51.1,0.5 -"new mexico,lincoln",20497,66.4,2.9,29.799999999999997,0.4000000000000001 -"new mexico,los alamos",17950,76.3,3.2,14.7,6 -"new mexico,luna",25095,35.9,3.8,61.5,0.5 -"new mexico,mckinley",71492,10.3,3.6,13.3,0.8 -"new mexico,mora",4881,17.9,3.8999999999999995,81,0.3 -"new mexico,otero",63797,52.8,7.7,34.5,1.2 -"new mexico,quay",9041,53.6,4.5,42.4,1 -"new mexico,rio arriba",40246,12.8,3.9,71.3,0.4 -"new mexico,roosevelt",19846,55.5,5,39.9,0.9 -"new mexico,sandoval",131561,47.5,6,35.1,1.5 -"new mexico,san juan",130044,42.5,4.1,19.1,0.4 -"new mexico,san miguel",29393,19.7,5.3,76.8,0.8 -"new mexico,santa fe",144170,43.9,4.4,50.6,1.2 -"new mexico,sierra",11988,68.4,3.6999999999999997,28,0.39999999999999997 -"new mexico,socorro",17866,37.6,3.8999999999999995,48.5,1.2 -"new mexico,taos",32937,36.3,5.3,55.8,0.7 -"new mexico,torrance",16383,56,5.7,39.1,0.4 -"new mexico,union",4549,56,4.1,39.7,0.5 -"new mexico,cibola",27213,21.5,4.1,36.5,0.5 -"new york,albany",304204,76,15.2,4.9,4.8 -"new york,allegany",48946,95.4,2.2,1.4,0.9 -"new york,bronx",1385108,10.9,41.8,53.5,3.5999999999999996 -"new york,broome",200600,86.3,7.3,3.4,3.5 -"new york,cattaraugus",80317,91.9,3,1.7,0.7 -"new york,cayuga",80026,91.3,5.8,2.4,0.5 -"new york,chautauqua",134905,89.3,4.4,6.1,0.5 -"new york,chemung",88830,87.4,9.2,2.5,1.2 -"new york,chenango",50477,95.59999999999998,2,1.8,0.4000000000000001 -"new york,clinton",82128,91.1,5.3,2.5,1.1 -"new york,columbia",63096,88.2,6.6,3.9,1.6 -"new york,cortland",49336,93.7,3.3,2.2,0.8 -"new york,delaware",47980,93.2,2.9,3.3,0.8 -"new york,dutchess",297488,74.6,12.5,10.5,3.5 -"new york,erie",919040,77.7,15.3,4.5,2.6 -"new york,essex",39370,92.9,3.9,2.5,0.7 -"new york,franklin",51599,82.6,7.3,2.9,0.4 -"new york,fulton",55531,93.8,3.3,2.3,0.6 -"new york,genesee",60079,91.5,4.5,2.7,0.6 -"new york,greene",49221,87.1,7.5,4.9,0.8 -"new york,hamilton",4836,96.4,1.8000000000000003,1.1,0.5 -"new york,herkimer",64519,95.6,2.3,1.6,0.5 -"new york,jefferson",116229,85.8,7.8,5.3,1.3 -"new york,kings",2504700,35.7,37.4,19.8,10.5 -"new york,lewis",27087,96.8,1.6,1.3,0.3 -"new york,livingston",65393,92.2,3.9,2.8,1.2 -"new york,madison",73442,93.8,3.1,1.8,0.8 -"new york,monroe",744344,72.8,17.8,7.3,3.3 -"new york,montgomery",50219,85.1,3.8,11.3,0.7 -"new york,nassau",1339532,65.5,13.5,14.6,7.6 -"new york,new york",1585873,48,19.5,25.4,11.3 -"new york,niagara",216469,87.3,9,2.2,0.8 -"new york,oneida",234878,84.8,8.3,4.6,2.8 -"new york,onondaga",467026,79.2,13.8,4,3.1 -"new york,ontario",107931,91.79999999999998,3.8999999999999995,3.3999999999999995,1 -"new york,orange",372813,68.2,13.3,18,2.4 -"new york,orleans",42883,87.8,7.799999999999999,4.1,0.4 -"new york,oswego",122109,95.1,2.1,2.1,0.6 -"new york,otsego",62259,92.7,3.4,3.1,1.1 -"new york,putnam",99710,82.9,4.3,11.7,1.9 -"new york,queens",2230722,27.6,23.7,27.5,22.9 -"new york,rensselaer",159429,85.7,8.9,3.8,2.2 -"new york,richmond",468730,64,13.2,17.3,7.5 -"new york,rockland",311687,65.3,14.399999999999999,15.699999999999998,6.2 -"new york,st lawrence",111944,92.90000000000002,3.5,1.8999999999999997,1 -"new york,saratoga",219607,92.70000000000002,3.1000000000000005,2.3999999999999995,1.8000000000000003 -"new york,schenectady",154727,77.2,13.3,5.7,3.2 -"new york,schoharie",32749,93.9,2.7,2.8,0.7 -"new york,schuyler",18343,96.2,2.2,1.3,0.3 -"new york,seneca",35251,90.8,5.9,2.7,0.7 -"new york,steuben",98990,94.4,3,1.4,1.2 -"new york,suffolk",1493350,71.6,9.9,16.5,3.4 -"new york,sullivan",77547,74.5,12,13.6,1.4 -"new york,tioga",51125,96,1.9,1.4,0.7 -"new york,tompkins",101564,80.2,7.2,4.2,8.6 -"new york,ulster",182493,81.7,8.8,8.7,1.7 -"new york,warren",65707,95.2,2.3,1.8,0.7 -"new york,washington",63216,93.3,4.1,2.3,0.4 -"new york,wayne",93772,91,5,3.7,0.5 -"new york,westchester",949113,57.4,17.7,21.8,5.4 -"new york,wyoming",42155,90.2,6.5,3,0.4 -"new york,yates",25348,96.1,1.9,1.7,0.4 -"north carolina,alamance",151131,67.3,20.8,11,1.2 -"north carolina,alexander",37198,87.8,6.9,4.3,1 -"north carolina,alleghany",11155,88.4,2.4,9,0.5 -"north carolina,anson",26948,45.8,49.8,3,1.1 -"north carolina,ashe",27281,93.2,1.6000000000000003,4.8,0.4000000000000001 -"north carolina,avery",17797,90.1,4.8,4.5,0.3 -"north carolina,beaufort",47759,66.4,26.9,6.6,0.3 -"north carolina,bertie",21282,34.7,63.400000000000006,1.3,0.5 -"north carolina,bladen",35190,54.7,36.3,7.1,0.2 -"north carolina,brunswick",107431,80.79999999999998,13.2,5.200000000000001,0.5 -"north carolina,buncombe",238318,84.4,8.5,6,1 -"north carolina,burke",90912,83,8.4,5.1,3.5 -"north carolina,cabarrus",178011,71.6,17.4,9.4,2 -"north carolina,caldwell",83029,88.6,6.3999999999999995,4.6,0.5 -"north carolina,camden",9980,81.2,15.3,2.2,1.5 -"north carolina,carteret",66469,87.4,8,3.4,0.9 -"north carolina,caswell",23719,61.2,35.4,3.1000000000000005,0.3 -"north carolina,catawba",154358,78,10.3,8.4,3.5 -"north carolina,chatham",63505,71.2,15.1,13,1.1 -"north carolina,cherokee",27444,92.29999999999998,3.7,2.5,0.5 -"north carolina,chowan",14793,61.1,35.5,3.2,0.4 -"north carolina,clay",10587,95.2,2,2.4,0.2 -"north carolina,cleveland",98078,74.2,22.2,2.8,0.8 -"north carolina,columbus",58098,60.4,32,4.6,0.3 -"north carolina,craven",103505,67.1,25.1,6.1,2 -"north carolina,cumberland",319431,47.2,41.3,9.5,2.2 -"north carolina,currituck:knotts",NA,NA,NA,NA,NA -"north carolina,currituck:main",NA,NA,NA,NA,NA -"north carolina,currituck:spit",NA,NA,NA,NA,NA -"north carolina,dare",33920,88.6,4.3,6.5,0.6 -"north carolina,davidson",162878,82,10.3,6.4,1.2 -"north carolina,davie",41240,85.5,8,6.1,0.6 -"north carolina,duplin",58505,52.9,26.9,20.6,0.3 -"north carolina,durham",267587,42.1,40.5,13.5,4.6 -"north carolina,edgecombe",56552,37.79999999999999,58.4,3.7000000000000006,0.20000000000000004 -"north carolina,forsyth",350670,58.7,28.2,11.9,1.9 -"north carolina,franklin",60619,63.5,28.6,7.9,0.5 -"north carolina,gaston",206086,75.8,17.1,5.9,1.2 -"north carolina,gates",12197,63,35,1.4,0.1 -"north carolina,graham",8861,89.6,1.8999999999999997,2.2,0.3 -"north carolina,granville",59916,57.7,34.5,7.5,0.5 -"north carolina,greene",21362,47,38.8,14.300000000000002,0.3 -"north carolina,guilford",488406,54.3,34.8,7.1,3.9 -"north carolina,halifax",54691,39.4,54.4,2.1,0.7 -"north carolina,harnett",114678,64.3,24,10.8,0.9 -"north carolina,haywood",59036,93.8,2.1,3.4,0.4 -"north carolina,henderson",106740,84.4,4.9,9.8,1 -"north carolina,hertford",24669,34.4,61.8,2.6,0.5 -"north carolina,hoke",46952,40.8,38,12.4,1 -"north carolina,hyde",5810,59.1,32.8,7.1,0.3 -"north carolina,iredell",159437,77.8,13.8,6.799999999999999,1.8000000000000003 -"north carolina,jackson",40271,81.4,3.8,5.1,0.9 -"north carolina,johnston",168878,69.8,17.1,12.9,0.6 -"north carolina,jones",10153,61.199999999999996,34.2,3.9,0.3 -"north carolina,lee",57866,59.3,22.4,18.3,0.8 -"north carolina,lenoir",59495,51.3,41.9,6.6,0.4 -"north carolina,lincoln",78265,85.8,7.1,6.7,0.5 -"north carolina,mcdowell",44996,88.9,5,5.3,0.8 -"north carolina,macon",33922,90.2,2.4,6.6,0.6 -"north carolina,madison",20764,95,2.5,2,0.3 -"north carolina,martin",24505,52.2,44.5,3.1,0.3 -"north carolina,mecklenburg",919628,50.6,33.3,12.2,4.6 -"north carolina,mitchell",15579,94.1,1.4,4.1,0.3 -"north carolina,montgomery",27798,64.3,20.3,14.1,1.6 -"north carolina,moore",88247,77.6,15.1,6,0.9 -"north carolina,nash",95840,54,38.8,6.3,0.8 -"north carolina,new hanover",202667,76.8,16.8,5.299999999999999,1.2 -"north carolina,northampton",22099,38.9,59.3,1.4,0.2 -"north carolina,onslow",177772,68.9,19.9,10.1,1.9 -"north carolina,orange",133801,70.8,14.4,8.2,6.7 -"north carolina,pamlico",13144,74.8,21.4,3.1,0.4 -"north carolina,pasquotank",40661,55,40,4,1.1 -"north carolina,pender",52217,73.9,19.5,6.099999999999999,0.4000000000000001 -"north carolina,perquimans",13453,71.4,26.2,2.1,0.3 -"north carolina,person",39464,66.8,28.5,4,0.3 -"north carolina,pitt",168148,57.1,36.1,5.5,1.5999999999999999 -"north carolina,polk",20510,88.4,5.9,5.5,0.3 -"north carolina,randolph",141752,81.3,7.5,10.4,1 -"north carolina,richmond",46639,58.7,32.7,5.9,0.9 -"north carolina,robeson",134168,27,26.9,8.1,0.7 -"north carolina,rockingham",93643,73.4,20.6,5.5,0.5 -"north carolina,rowan",138428,73.7,17.8,7.700000000000001,1 -"north carolina,rutherford",67810,84.1,11.9,3.5,0.4 -"north carolina,sampson",63431,53.2,29,16.5,0.4 -"north carolina,scotland",36157,45.9,40.7,2.1,0.8 -"north carolina,stanly",60585,82.3,12.1,3.6,1.8 -"north carolina,stokes",47401,91.7,5.3,2.6,0.3 -"north carolina,surry",73673,85,5.1,9.7,0.5 -"north carolina,swain",13981,65.6,4.8,3.9,0.5 -"north carolina,transylvania",33090,90.8,5.6,2.9,0.4 -"north carolina,tyrrell",4407,53.3,39.6,5.4,1.8 -"north carolina,union",201292,74.6,13.599999999999998,10.4,1.6 -"north carolina,vance",45422,42.1,51.199999999999996,6.7,0.39999999999999997 -"north carolina,wake",900993,62.2,23.2,9.8,5.4 -"north carolina,warren",20972,38,53.900000000000006,3.2999999999999994,0.20000000000000004 -"north carolina,washington",13228,45.29999999999999,51,3.5,0.3 -"north carolina,watauga",51079,92.5,3.1,3.4,0.9 -"north carolina,wayne",122623,55.6,33.7,9.9,1.2 -"north carolina,wilkes",69340,88.8,5.4,5.4,0.4 -"north carolina,wilson",81234,49.4,40.6,9.5,0.8 -"north carolina,yadkin",38406,86,4.3,9.8,0.2 -"north carolina,yancey",17818,93.5,1.8,4.6,0.2 -"north dakota,adams",2343,96.7,1.4,0.9000000000000001,0.4 -"north dakota,barnes",11066,95.8,2.2,1.1,0.5 -"north dakota,benson",6660,43,1.4,1.2,0 -"north dakota,billings",783,98.5,0.4000000000000001,0.5,0.5 -"north dakota,bottineau",6429,94.3,2.2,1.3,0.20000000000000004 -"north dakota,bowman",3151,96.4,0.6,2.5,0.1 -"north dakota,burke",1968,96.1,0.8,1.9,0.7 -"north dakota,burleigh",81308,92.3,2,1.2,0.5 -"north dakota,cass",149778,90.5,4.2,2,2.4 -"north dakota,cavalier",3993,97.4,0.9,0.6,0.2 -"north dakota,dickey",5289,95.4,1.9000000000000001,1.9000000000000001,0.39999999999999997 -"north dakota,divide",2071,96.9,1.1,1.4,0.3 -"north dakota,dunn",3536,84.4,1.9,1.1,0.3 -"north dakota,eddy",2385,94,1.2,2.2,0.3 -"north dakota,emmons",3550,97.7,0.8,1,0.2 -"north dakota,foster",3343,97.9,0.6,0.9000000000000001,0.1 -"north dakota,golden valley",1680,96,1.4,2.1,0.1 -"north dakota,grand forks",66861,88.6,4.4,2.9,1.9 -"north dakota,grant",2394,97.1,1.3,0.3,0.1 -"north dakota,griggs",2420,98.6,0.5,0.4,0.2 -"north dakota,hettinger",2477,95.8,1.5,0.5,0 -"north dakota,kidder",2435,95.6,0.7,2.9,0.9 -"north dakota,la moure",NA,NA,NA,NA,NA -"north dakota,logan",1990,98.2,0.8,0.6,0.3 -"north dakota,mchenry",5395,96.7,1,1.5,0.3 -"north dakota,mcintosh",2809,97,0.9,1.4,0.4 -"north dakota,mckenzie",6360,74.6,1.7,2.2,0.3 -"north dakota,mclean",8962,90.5,1.6,1.2,0.1 -"north dakota,mercer",8424,94.9,1.3,1.4,0.3 -"north dakota,morton",27471,93,2.1,1.5,0.20000000000000004 -"north dakota,mountrail",7673,64.3,2.8,3.7,0.2 -"north dakota,nelson",3126,96.5,1.7,1.1,0.1 -"north dakota,oliver",1846,96.5,0.8,1,0.2 -"north dakota,pembina",7413,93.7,1.6,2.6,0.1 -"north dakota,pierce",4357,93.7,1.2,1,0.1 -"north dakota,ramsey",11451,87.2,2.9,1.2,0.4 -"north dakota,ransom",5457,96.8,1.2,1.2,0.4 -"north dakota,renville",2470,97.2,1.3,1,0.2 -"north dakota,richland",16321,94.1,2,1.7,0.5 -"north dakota,rolette",13937,20.1,2.3,1,0.1 -"north dakota,sargent",3829,97.1,0.8,1.3,0.2 -"north dakota,sheridan",1321,96.3,1.5,1.2,0.19999999999999998 -"north dakota,sioux",4153,12.4,3,2,0.1 -"north dakota,slope",727,97.20000000000002,0.3,1.6999999999999997,0 -"north dakota,stark",24199,94.1,2.1,1.9,1.2 -"north dakota,steele",1975,97,0.8,1,0.1 -"north dakota,stutsman",21100,94.8,1.9,1.7,0.5 -"north dakota,towner",2246,96.4,0.8,0.4,0 -"north dakota,traill",8121,94.7,1.7,2.6,0.3 -"north dakota,walsh",11119,88.4,1.6,8.7,0.3 -"north dakota,ward",61675,88.7,5.2,3,0.9 -"north dakota,wells",4207,98.5,0.6,0.5,0.1 -"north dakota,williams",22398,90.9,3.2,1.9,0.4 -"ohio,adams",28550,97.1,1.6,0.9,0.1 -"ohio,allen",106331,82.5,14.5,2.4,0.7 -"ohio,ashland",53139,96.6,1.7,0.9,0.5 -"ohio,ashtabula",101497,90.8,5.6,3.4,0.4 -"ohio,athens",64757,90.8,4.9,1.5,2.7 -"ohio,auglaize",45949,97.1,1.2,1.2,0.4 -"ohio,belmont",70400,93.6,5.3,0.6,0.4 -"ohio,brown",44846,97.2,1.8,0.6,0.2 -"ohio,butler",368130,84.3,9.5,4,2.4 -"ohio,carroll",28836,97.3,1.6000000000000003,0.8000000000000002,0.20000000000000004 -"ohio,champaign",40097,94.1,4.1,1.1,0.4 -"ohio,clark",138333,85.3,11.3,2.8,0.6 -"ohio,clermont",197363,94.90000000000002,2.5,1.5,1 -"ohio,clinton",42040,93.9,4.1,1.3,0.5 -"ohio,columbiana",107841,94.9,3.5,1.2,0.3 -"ohio,coshocton",36901,96.6,2.2,0.8,0.3 -"ohio,crawford",43784,96.4,2,1.2,0.4 -"ohio,cuyahoga",1280122,61.4,31.8,4.8,2.6 -"ohio,darke",52959,97,1.4,1.2,0.3 -"ohio,defiance",39037,88,3.8000000000000003,8.7,0.3 -"ohio,delaware",174214,88.4,5.2,2.1,4.3 -"ohio,erie",77079,84.9,11.4,3.4,0.6 -"ohio,fairfield",146156,89.2,7.900000000000001,1.7,1.1 -"ohio,fayette",29030,93.8,3.8,1.8,0.5 -"ohio,franklin",1163414,67.3,24.2,4.8,3.8999999999999995 -"ohio,fulton",42698,90.3,1.9,7.799999999999999,0.4 -"ohio,gallia",30934,94.2,4.2,0.9,0.5 -"ohio,geauga",93389,96.10000000000001,2.1,1.1,0.6 -"ohio,greene",161573,85.1,9.8,2.1,2.9 -"ohio,guernsey",40087,95.5,3.3000000000000003,0.9,0.3 -"ohio,hamilton",802374,67.6,27.8,2.6,2 -"ohio,hancock",74782,90.8,3.3,4.5,1.7 -"ohio,hardin",32058,96,2.1,1.3,0.6 -"ohio,harrison",15864,95.6,3.7,0.5,0.1 -"ohio,henry",28215,91.7,1.7,6.6,0.4 -"ohio,highland",43589,96,2.9,0.7,0.20000000000000004 -"ohio,hocking",29380,97,1.9,0.7,0.2 -"ohio,holmes",42366,98.2,0.8,0.8,0.1 -"ohio,huron",59626,91.7,2.6,5.6,0.3 -"ohio,jackson",33225,96.6,1.9,0.8,0.3 -"ohio,jefferson",69709,91.1,7.3,1.1,0.4 -"ohio,knox",60921,96,2,1.2,0.6 -"ohio,lake",230041,90.9,4.7,3.4,1.1 -"ohio,lawrence",62450,95.4,3.4,0.7,0.4 -"ohio,licking",166492,92.4,5.3,1.4,0.7 -"ohio,logan",45858,94.6,3.5,1.2,0.5 -"ohio,lorain",301356,80.2,11.5,8.4,0.9 -"ohio,lucas",441815,71,22.1,6.1,1.5 -"ohio,madison",43435,89.8,8.1,1.4,0.5 -"ohio,mahoning",238823,77.6,17.7,4.7,0.7 -"ohio,marion",66501,89.8,7.4,2.3,0.5 -"ohio,medina",172332,95,2.4,1.6,1 -"ohio,meigs",23770,97.1,2,0.5,0.2 -"ohio,mercer",40814,96.7,1.2,1.5,0.4 -"ohio,miami",102506,93.6,3.8,1.3000000000000003,1.2 -"ohio,monroe",14642,97.8,1.6,0.4,0.1 -"ohio,montgomery",535153,72.7,23.3,2.3,1.7 -"ohio,morgan",15054,92.8,6.1,0.6,0.1 -"ohio,morrow",34827,97,1.7,1.1,0.3 -"ohio,muskingum",86074,92.5,6.2,0.7999999999999999,0.3 -"ohio,noble",14645,95.8,3.3,0.4,0.1 -"ohio,ottawa",41428,93.6,2.1,4.2,0.3 -"ohio,paulding",19614,93.5,2.5,4.3,0.2 -"ohio,perry",36058,97.5,1.6,0.5,0.1 -"ohio,pickaway",55698,93.79999999999998,4.6,1.1,0.4 -"ohio,pike",28709,96.2,2.5,0.7,0.2 -"ohio,portage",161419,91.4,5.8,1.3,1.4 -"ohio,preble",42270,97.2,1.6,0.6,0.4 -"ohio,putnam",34499,93.5,1.2,5.5,0.2 -"ohio,richland",124475,86.5,11.3,1.4,0.6 -"ohio,ross",78064,90.2,8.3,1,0.4 -"ohio,sandusky",60944,86.2,5.4,8.9,0.3 -"ohio,scioto",79499,93.8,4.4,1.1,0.3 -"ohio,seneca",56745,91.2,4.2,4.4,0.6 -"ohio,shelby",49423,93.9,3.7,1.3,0.9000000000000001 -"ohio,stark",375586,87.7,9.8,1.5999999999999999,0.7000000000000001 -"ohio,summit",541781,79.7,16.5,1.6,2.2 -"ohio,trumbull",210312,88.1,10.099999999999998,1.3000000000000003,0.5 -"ohio,tuscarawas",92582,95.7,2,1.9,0.3 -"ohio,union",52300,92.1,3.8,1.3,2.7 -"ohio,van wert",28744,95.2,2.3,2.6,0.2 -"ohio,vinton",13435,97.5,1.4,0.5,0.2 -"ohio,warren",212693,89,4.8,2.2,3.9 -"ohio,washington",61778,96,2.5,0.7,0.6 -"ohio,wayne",114520,94.7,2.9,1.6,0.8 -"ohio,williams",37642,93.7,2.2,3.6999999999999997,0.6 -"ohio,wood",125488,90.1,4.1,4.5,1.5 -"ohio,wyandot",22615,96.1,1.2,2.2,0.6 -"oklahoma,adair",22683,42.1,10.8,5.3,0.6 -"oklahoma,alfalfa",5642,87.3,6.2,4,0.2 -"oklahoma,atoka",14182,72.8,10.8,2.9,0.4 -"oklahoma,beaver",5636,76.5,3.8999999999999995,20.1,0.1 -"oklahoma,beckham",22119,78.9,6.799999999999999,11.8,0.8 -"oklahoma,blaine",11943,62.9,6.3999999999999995,24.099999999999998,0.19999999999999998 -"oklahoma,bryan",42416,73.8,8.6,5,0.5 -"oklahoma,caddo",29600,59.5,8.8,10.1,0.2 -"oklahoma,canadian",115541,79.7,6.7,6.7,3 -"oklahoma,carter",47557,72.5,13.299999999999999,5.3,1.1 -"oklahoma,cherokee",46987,50.199999999999996,10.4,6.3,0.6 -"oklahoma,choctaw",15205,63.7,17.5,2.8,0.3 -"oklahoma,cimarron",2475,76.5,2.1,20.8,0.3 -"oklahoma,cleveland",255755,75.7,9.8,7,3.8 -"oklahoma,coal",5925,73.1,8.3,2.6,0.2 -"oklahoma,comanche",124098,58.9,23.9,11.2,2.2 -"oklahoma,cotton",6193,79.2,7.5,5.6,0.2 -"oklahoma,craig",15029,65.6,11.5,2.5,0.7 -"oklahoma,creek",69967,78.4,8.9,3.1,0.3 -"oklahoma,custer",27469,73.4,6.9,13.900000000000002,1 -"oklahoma,delaware",41487,65.9,8.2,3,1.3 -"oklahoma,dewey",4810,86,3.5,4.8,0.7 -"oklahoma,ellis",4151,90.6,1.9,6,0.2 -"oklahoma,garfield",60580,80.5,6.5,8.8,1 -"oklahoma,garvin",27576,79,7.5,6.2,0.4000000000000001 -"oklahoma,grady",52431,83.6,6.8,4.6,0.4 -"oklahoma,grant",4527,91.5,3.2,3.5,0.2 -"oklahoma,greer",6239,78.4,10.6,9.8,0.20000000000000004 -"oklahoma,harmon",2922,62.9,11.299999999999999,25.900000000000002,0.39999999999999997 -"oklahoma,harper",3685,80.2,2.4,17.5,0.2 -"oklahoma,haskell",12769,73.3,7.5,3.3,0.5 -"oklahoma,hughes",14003,66.8,12,3.7999999999999994,0.20000000000000004 -"oklahoma,jackson",26446,65.8,12.4,20.899999999999995,1.2 -"oklahoma,jefferson",6472,80.6,5.3,8.5,0.3 -"oklahoma,johnston",10957,71.7,9.9,3.8999999999999995,0.2 -"oklahoma,kay",46562,77.6,7.1000000000000005,6.3999999999999995,0.5 -"oklahoma,kingfisher",15034,80,4.3,13.4,0.3 -"oklahoma,kiowa",9446,77.3,8.7,8.8,0.3 -"oklahoma,latimer",11154,69.2,8.5,2.6,0.3 -"oklahoma,le flore",50384,73.1,8,6.9,0.5 -"oklahoma,lincoln",34273,84.6,6.9,2.4,0.2 -"oklahoma,logan",41848,78.5,13.2,5.2,0.5 -"oklahoma,love",9423,76.3,6.7,11.8,0.5 -"oklahoma,mcclain",34506,81,6,7,0.4 -"oklahoma,mccurtain",33151,65.8,14.9,4.7,0.3 -"oklahoma,mcintosh",20252,69.4,10.3,1.8999999999999997,0.3 -"oklahoma,major",7527,88.1,2.9,7.5,0.3 -"oklahoma,marshall",15840,69.8,7.6,14,0.2 -"oklahoma,mayes",41259,66.9,9.5,2.7,0.4000000000000001 -"oklahoma,murray",13488,75.9,7.5,4.900000000000001,0.4000000000000001 -"oklahoma,muskogee",70990,58.3,19.5,5.2,0.6 -"oklahoma,noble",11561,83.3,5.9,2.6,0.4 -"oklahoma,nowata",10536,67.8,11.3,2.3,0.10000000000000002 -"oklahoma,okfuskee",12191,63.2,14.8,2.9,0.2 -"oklahoma,oklahoma",718633,59.3,20.7,15.099999999999998,3 -"oklahoma,okmulgee",40069,64.4,16.8,3.2,0.3 -"oklahoma,osage",47472,64.7,18.5,2.9,0.3 -"oklahoma,ottawa",31848,67.4,8.3,4.7,0.5 -"oklahoma,pawnee",16577,79.7,6.9,2,0.3 -"oklahoma,payne",77350,79.7,8.8,3.9,3.5 -"oklahoma,pittsburg",45837,71.9,10.9,3.9,0.39999999999999997 -"oklahoma,pontotoc",37492,69.3,9.6,4.1,0.7 -"oklahoma,pottawatomie",69442,74.4,9.2,4.1,0.6 -"oklahoma,pushmataha",11572,73.9,6.4,2.4,0.2 -"oklahoma,roger mills",3647,87.3,2.7,4.5,0.3 -"oklahoma,rogers",86905,73.7,9.1,3.7,1.1 -"oklahoma,seminole",25482,67.2,11.7,3.5,0.3 -"oklahoma,sequoyah",42391,65.2,11,3.4,0.5 -"oklahoma,stephens",45048,82.5,6.700000000000001,6.200000000000001,0.5 -"oklahoma,texas",20640,52.8,4.4,42,1.6 -"oklahoma,tillman",7992,64.6,11.8,22.3,0.3 -"oklahoma,tulsa",603403,65.2,16.5,11,2.3 -"oklahoma,wagoner",73085,73.4,11.1,4.8,1.4 -"oklahoma,washington",50976,75.9,8.5,5,1.1 -"oklahoma,washita",11629,85.9,4.9,8.1,0.2 -"oklahoma,woods",8878,86.6,6,4.8,0.9 -"oklahoma,woodward",20081,82.8,4.2,10.6,0.6 -"oregon,baker",16134,92.6,2.7,3.3,0.5 -"oregon,benton",85579,83.6,4.5,6.3999999999999995,5.2 -"oregon,clackamas",375992,84.5,4,7.7,3.7 -"oregon,clatsop",37039,87.2,3.4,7.699999999999999,1.2 -"oregon,columbia",49351,90.3,3.9,4,0.9 -"oregon,coos",63043,87,4.7,5.4,1 -"oregon,crook",20978,89.4,2.2,7,0.5 -"oregon,curry",22364,88.7,4,5.4,0.7 -"oregon,deschutes",157733,88.4,2.9,7.3999999999999995,0.9 -"oregon,douglas",107667,89.5,3.5,4.7,1 -"oregon,gilliam",1871,92.2,1.5,4.7,0.2 -"oregon,grant",7445,93.4,2.5,2.8,0.3 -"oregon,harney",7422,89.6,3.2,4,0.5 -"oregon,hood river",22346,65.8,3.6,29.5,1.4 -"oregon,jackson",203206,83.7,4.2,10.7,1.2 -"oregon,jefferson",21720,61.8,4.4,19.3,0.4 -"oregon,josephine",82713,88.6,3.7000000000000006,6.3,0.8000000000000002 -"oregon,klamath",66380,81.1,4.8,10.4,0.9 -"oregon,lake",7895,87.1,3.8,6.9,0.7 -"oregon,lane",351715,84.7,5.1,7.4,2.4 -"oregon,lincoln",46034,84.4,4.2,7.9,1.1 -"oregon,linn",116672,87.1,3.7,7.8,1 -"oregon,malheur",31313,63.6,4.1,31.5,1.7 -"oregon,marion",315335,68.7,4.9,24.3,1.9 -"oregon,morrow",11173,64.6,3.1,31.3,0.9 -"oregon,multnomah",735334,72.1,10.2,10.9,6.5 -"oregon,polk",75403,80.5,4.4,12.1,1.8999999999999997 -"oregon,sherman",1765,91.6,2,5.6,0.2 -"oregon,tillamook",25250,86.7,2.8,9,0.9 -"oregon,umatilla",75889,69.4,3.9,23.9,0.9 -"oregon,union",25748,90.9,2.8,3.9,0.8 -"oregon,wallowa",7008,94.5,2.3,2.2,0.3 -"oregon,wasco",25213,77.6,3,14.8,0.8 -"oregon,washington",529710,69.7,6.1,15.7,8.6 -"oregon,wheeler",1441,90.7,3.1,4.3,0.6 -"oregon,yamhill",99193,79.1,4.2,14.7,1.5 -"pennsylvania,adams",101407,90.6,2.9,6,0.7 -"pennsylvania,allegheny",1223348,80.6,15.100000000000001,1.6,2.8 -"pennsylvania,armstrong",68941,97.7,1.6,0.5,0.2 -"pennsylvania,beaver",170539,90.4,8,1.2,0.4 -"pennsylvania,bedford",49762,97.5,1.3,0.9,0.20000000000000004 -"pennsylvania,berks",411442,76.9,7.4,16.4,1.3 -"pennsylvania,blair",127089,95.6,2.9,1,0.6 -"pennsylvania,bradford",62622,96.7,1.5,1.1,0.5 -"pennsylvania,bucks",625249,86.9,5.2,4.3,3.7999999999999994 -"pennsylvania,butler",183862,95.9,2,1.1,1 -"pennsylvania,cambria",143679,93.3,4.9,1.4,0.5 -"pennsylvania,cameron",5085,98,1.1,0.4,0.3 -"pennsylvania,carbon",65249,93.7,2.7,3.3,0.5 -"pennsylvania,centre",153990,87.9,4.5,2.4,5.2 -"pennsylvania,chester",498886,82.1,7.9,6.5,3.9 -"pennsylvania,clarion",39988,96.8,2,0.6,0.5 -"pennsylvania,clearfield",81642,94.4,3.2,2.3,0.5 -"pennsylvania,clinton",39238,95.9,2.4,1.1,0.5 -"pennsylvania,columbia",67295,94.4,2.9,2,0.8 -"pennsylvania,crawford",88765,95.7,2.9,0.9,0.5 -"pennsylvania,cumberland",235406,89.4,5,2.7,3 -"pennsylvania,dauphin",268100,69.9,21.1,7,3.2 -"pennsylvania,delaware",558979,71.1,21.7,3,4.7 -"pennsylvania,elk",31946,98.1,0.9,0.6,0.3 -"pennsylvania,erie",280566,86.5,9.3,3.4,1.1 -"pennsylvania,fayette",136606,92.9,6,0.8,0.3 -"pennsylvania,forest",7716,75.8,18.6,5.4,0.2 -"pennsylvania,franklin",149618,90.2,5,4.3,0.9000000000000001 -"pennsylvania,fulton",14845,96.9,2.1,0.8,0.1 -"pennsylvania,greene",38686,94.1,4.3,1.2,0.3 -"pennsylvania,huntingdon",45913,91.9,6.1,1.6,0.4 -"pennsylvania,indiana",88880,94.4,3.7,1.1,0.9 -"pennsylvania,jefferson",45200,97.9,1.1,0.6,0.2 -"pennsylvania,juniata",24636,95.7,1.6000000000000003,2.5,0.3 -"pennsylvania,lackawanna",214437,89.70000000000002,4.1,5,1.6999999999999997 -"pennsylvania,lancaster",519445,84.9,5.6,8.6,1.9 -"pennsylvania,lawrence",91108,93.2,5.5,1,0.4 -"pennsylvania,lebanon",133568,86.9,3.8,9.3,1.1 -"pennsylvania,lehigh",349497,71.6,9,18.8,2.9 -"pennsylvania,luzerne",320918,88.2,4.9,6.7,1 -"pennsylvania,lycoming",116111,91.9,6.2,1.3,0.6 -"pennsylvania,mckean",43450,94.5,3.3,1.7,0.4 -"pennsylvania,mercer",116638,91,7.3,1.1,0.6 -"pennsylvania,mifflin",46682,96.8,1.7,1.1,0.39999999999999997 -"pennsylvania,monroe",169842,70.5,16,13.099999999999998,2.1 -"pennsylvania,montgomery",799874,79,10.6,4.3,6.4 -"pennsylvania,montour",18267,94.2,2.4,1.7999999999999998,1.7999999999999998 -"pennsylvania,northampton",297735,81,7.3,10.5,2.4 -"pennsylvania,northumberland",94528,94.3,3.1,2.4,0.4 -"pennsylvania,perry",45969,96.6,1.7,1.3,0.4 -"pennsylvania,philadelphia",1526006,36.9,46.2,12.3,6.299999999999999 -"pennsylvania,pike",57369,82.9,7.9,9,1 -"pennsylvania,potter",17457,97.4,1.2,1,0.3 -"pennsylvania,schuylkill",148289,93.2,3.7,2.8,0.5 -"pennsylvania,snyder",39702,96,1.9000000000000001,1.7,0.5 -"pennsylvania,somerset",77742,95.5,3,1.1,0.3 -"pennsylvania,sullivan",6428,94.7,3.3,1.4,0.3 -"pennsylvania,susquehanna",43356,97.1,1.2,1.3,0.3 -"pennsylvania,tioga",41981,96.6,1.8,1,0.4 -"pennsylvania,union",44947,85.2,9,5.2,1.2 -"pennsylvania,venango",54984,96.5,2.2,0.9,0.4 -"pennsylvania,warren",41815,97.6,1.2,0.7,0.4 -"pennsylvania,washington",207820,93.4,4.8,1.1,0.6 -"pennsylvania,wayne",52822,92,4.2,3.4,0.5 -"pennsylvania,westmoreland",365169,94.79999999999998,3.6000000000000005,0.9000000000000001,0.7 -"pennsylvania,wyoming",28276,96.40000000000002,1.7,1.5,0.3 -"pennsylvania,york",434972,86.2,7.6,5.6,1.2 -"rhode island,bristol",49875,94.3,2.3,2,1.4 -"rhode island,kent",166158,91.6,3.3000000000000003,3.1999999999999997,2 -"rhode island,newport",82888,87.9,6.400000000000001,4.2,1.6000000000000003 -"rhode island,providence",626667,66.1,12.6,18.8,3.6999999999999997 -"rhode island,washington",126979,92.4,3,2.4,1.6 -"south carolina,abbeville",25417,69.1,29.4,1,0.3 -"south carolina,aiken",160099,67.8,26.5,4.9,0.8 -"south carolina,allendale",10419,23.1,74.5,2.3,0.4 -"south carolina,anderson",187126,78.8,17.6,2.9,0.8 -"south carolina,bamberg",15987,35.6,62.5,1.6,0.4 -"south carolina,barnwell",22621,51.800000000000004,45.7,1.8,0.6 -"south carolina,beaufort",162233,66.1,21.3,12.1,1.2 -"south carolina,berkeley",177843,63.9,27.7,6,2.3 -"south carolina,calhoun",15175,53.1,43.7,3,0.2 -"south carolina,charleston",350209,62,31.300000000000004,5.4,1.3 -"south carolina,cherokee",55342,74,21.8,3.7000000000000006,0.6 -"south carolina,chester",33140,59.1,38.9,1.4,0.3 -"south carolina,chesterfield",46734,61.6,34.3,3.6,0.4 -"south carolina,clarendon",34971,46.2,50.9,2.6,0.6 -"south carolina,colleton",38892,55.9,40.5,2.8,0.3 -"south carolina,darlington",68681,55.3,42.7,1.7,0.3 -"south carolina,dillon",32062,47.3,47.7,2.6,0.2 -"south carolina,dorchester",136555,65.5,28.5,4.4,1.5 -"south carolina,edgefield",26985,56.3,38.5,5.2,0.4 -"south carolina,fairfield",23956,38,60.199999999999996,1.5999999999999999,0.19999999999999998 -"south carolina,florence",136885,54.1,42.4,2.2,1.2 -"south carolina,georgetown",60158,62,34.5,3.1,0.5 -"south carolina,greenville",451225,70.3,19.9,8.1,2 -"south carolina,greenwood",69661,61.3,32.5,5.4,0.8 -"south carolina,hampton",21090,41.2,55.1,3.5,0.5 -"south carolina,horry",269291,77.3,15.4,6.2,1 -"south carolina,jasper",24777,37.4,47.5,15.1,0.7 -"south carolina,kershaw",61697,69.7,26.2,3.7,0.5 -"south carolina,lancaster",76652,69.8,25.1,4.4,0.6 -"south carolina,laurens",66537,69,26.7,4.1,0.3 -"south carolina,lee",19220,32.9,65.2,1.7,0.3 -"south carolina,lexington",262391,77,16.2,5.5,1.4 -"south carolina,mccormick",10233,48.3,50.6,0.8,0.3 -"south carolina,marion",33062,40,57.1,2.4,0.5 -"south carolina,marlboro",28933,40.3,52.7,2.8,0.3 -"south carolina,newberry",37508,60.5,32.2,7.200000000000001,0.3 -"south carolina,oconee",74273,85.9,9.1,4.5,0.6 -"south carolina,orangeburg",92501,33.7,63.39999999999999,1.9,0.8 -"south carolina,pickens",119224,87.2,8.1,3.1,1.6 -"south carolina,richland",384504,45.3,48.10000000000001,4.8,2.2 -"south carolina,saluda",19875,58.1,27.7,14.4,0.2 -"south carolina,spartanburg",284307,70.1,22.3,5.9,2 -"south carolina,sumter",107456,46.89999999999999,48.8,3.3,1.1 -"south carolina,union",28961,66.1,32.5,1,0.3 -"south carolina,williamsburg",34423,31.199999999999996,66.5,2,0.4 -"south carolina,york",226073,72.7,20.899999999999995,4.5,1.5 -"south dakota,aurora",2710,93.4,0.9,3.7,0.7 -"south dakota,beadle",17398,85.8,2.5,7.7,3.6 -"south dakota,bennett",3431,33.3,4.1,2,0.4 -"south dakota,bon homme",7070,88.9,2.3,1.8,0.1 -"south dakota,brookings",31965,92.3,2.2,2,2.7 -"south dakota,brown",36531,92.6,2.3,1.4,1 -"south dakota,brule",5255,87.8,2.7,1.4,0.2 -"south dakota,buffalo",1912,14.8,1.1,1.8,0.1 -"south dakota,butte",10110,92.6,2.8,3,0.2 -"south dakota,campbell",1466,97.5,0.9,1.4000000000000001,0.3 -"south dakota,charles mix",9129,64.6,2.8,1.7,0.2 -"south dakota,clark",3691,97.4,1,1.7,0.1 -"south dakota,clay",13864,90,3.6,2,1.7 -"south dakota,codington",27227,94.6,1.6,1.6,0.4 -"south dakota,corson",4050,29.7,2.7,2.6,0.3 -"south dakota,custer",8216,92.8,2.2,2.2,0.4 -"south dakota,davison",19504,93.8,2,1.5,0.5 -"south dakota,day",5710,87.6,1.9,1.1,0.2 -"south dakota,deuel",4364,96.7,1.2,2,0.1 -"south dakota,dewey",5301,20.9,3.7,1.8000000000000003,0.2 -"south dakota,douglas",3002,96.3,1.2,0.7999999999999999,0.09999999999999999 -"south dakota,edmunds",4071,97,1.1,1.4,0.1 -"south dakota,fall river",7094,87.40000000000002,3.6,2.2,0.4000000000000001 -"south dakota,faulk",2364,98.3,0.8,0.8,0.1 -"south dakota,grant",7356,96.1,1,2.3,0.3 -"south dakota,gregory",4271,89.4,2.4,0.9,0.3 -"south dakota,haakon",1937,94.1,2.7,0.9,0.4 -"south dakota,hamlin",5903,96.2,1,2.5,0.2 -"south dakota,hand",3431,98.2,0.9,0.6,0.3 -"south dakota,hanson",3331,98.4,0.5,0.5,0.3 -"south dakota,harding",1255,95.4,1.8,1.6,0.1 -"south dakota,hughes",17022,85,2.8,1.8,0.5 -"south dakota,hutchinson",7343,96.6,1.3,1.6,0.2 -"south dakota,hyde",1420,88.9,2,1.1,0.2 -"south dakota,jackson",3031,42.6,5,1.3,0 -"south dakota,jerauld",2071,94.6,0.8,4.1,0.2 -"south dakota,jones",1006,94.3,2,1.3,0 -"south dakota,kingsbury",5148,96.9,1,1.4,0.3 -"south dakota,lake",11200,95.6,1.6,1.6,0.7 -"south dakota,lawrence",24097,92.7,2.4,2.5,0.7 -"south dakota,lincoln",44828,95.29999999999998,2.1,1.2,1 -"south dakota,lyman",3755,58.1,3,1.1,0.3 -"south dakota,mccook",5618,97,0.8,1.8,0.1 -"south dakota,mcpherson",2459,97.8,1.3,1,0.2 -"south dakota,marshall",4656,84.6,1.2,6.8,0.2 -"south dakota,meade",25434,90.20000000000002,4.1,3,0.6 -"south dakota,mellette",2048,39.3,5.7,1.5,0.2 -"south dakota,miner",2389,97.1,1,1.3,0.4 -"south dakota,minnehaha",169468,86.2,6.1,4.1,1.5 -"south dakota,moody",6486,80.6,3.2,1.6999999999999997,1.1 -"south dakota,pennington",100948,81.7,4.9,4,1 -"south dakota,perkins",2982,96.7,1.2,0.7000000000000001,0.09999999999999999 -"south dakota,potter",2329,97,1,0.7,0.3 -"south dakota,roberts",10149,61.5,3.2,1.2,0.2 -"south dakota,sanborn",2355,97.5,1.1,1.2,0.2 -"south dakota,shannon",13586,2.8,0.9,2.2,0.1 -"south dakota,spink",6415,96.6,1.1,1.1,0.1 -"south dakota,stanley",2966,89.5,3.1,0.7,0.1 -"south dakota,sully",1373,96.4,2.3,0.9,0 -"south dakota,todd",9612,9.5,1.9,2.4,0.2 -"south dakota,tripp",5644,82.8,2.5,1.1,0.19999999999999998 -"south dakota,turner",8347,96.8,1.2,1.3,0.2 -"south dakota,union",14399,94.5,2.3,2.1,0.9 -"south dakota,walworth",5438,82.2,2.7,0.7,0.20000000000000004 -"south dakota,yankton",22438,91.6,3,2.7,0.5 -"south dakota,ziebach",2801,21.7,3.2,3.1,0.1 -"tennessee,anderson",75129,90.7,5.7,2.4,1.1 -"tennessee,bedford",45058,78.5,10,11.3,0.8 -"tennessee,benton",16489,94.4,3.3,1.8,0.4 -"tennessee,bledsoe",12876,92.7,4.9,2,0.1 -"tennessee,blount",123010,92.1,4.3,2.8,0.7 -"tennessee,bradley",98963,88.5,6,4.7,0.8 -"tennessee,campbell",40716,97,1.4,1.2,0.3 -"tennessee,cannon",13801,95.6,2.5,1.5,0.1 -"tennessee,carroll",28522,85.7,11.7,2.1,0.2 -"tennessee,carter",57424,95.5,2.5,1.5,0.3 -"tennessee,cheatham",39105,94.4,2.7,2.3,0.4 -"tennessee,chester",17131,86.6,10.7,2,0.4 -"tennessee,claiborne",32213,96.4,2,0.8,0.5 -"tennessee,clay",7861,95.7,2.5,1.6,0.1 -"tennessee,cocke",35662,94.2,3.6,1.8,0.3 -"tennessee,coffee",52796,90,5.3,3.8,0.9 -"tennessee,crockett",14586,77.1,14.1,8.7,0.2 -"tennessee,cumberland",56053,95.79999999999998,1.3000000000000003,2.3,0.4 -"tennessee,davidson",626681,57.4,30.2,9.8,3 -"tennessee,decatur",11757,93.1,4.1,2.6,0.2 -"tennessee,de kalb",NA,NA,NA,NA,NA -"tennessee,dickson",49666,90.4,6,3.2,0.5 -"tennessee,dyer",38335,81,16.1,2.6,0.5 -"tennessee,fayette",38413,68.2,29,2.2,0.5 -"tennessee,fentress",17959,97.6,1.1,1.1,0.2 -"tennessee,franklin",41052,89.7,6.8999999999999995,2.5,0.7 -"tennessee,gibson",49683,77.6,20.1,2,0.2 -"tennessee,giles",29485,85.5,12.2,1.6,0.4 -"tennessee,grainger",22657,96,1.5,2.3,0.1 -"tennessee,greene",68831,93.9,3.2,2.5,0.4 -"tennessee,grundy",13703,97.2,1.3999999999999997,0.8000000000000002,0.20000000000000004 -"tennessee,hamblen",62544,82.9,6,10.7,0.7 -"tennessee,hamilton",336463,72,21.9,4.5,1.8 -"tennessee,hancock",6819,97.90000000000002,1.5,0.20000000000000004,0.10000000000000002 -"tennessee,hardeman",27253,55.8,42.4,1.4,0.5 -"tennessee,hardin",26026,92.59999999999998,4.9,1.8999999999999997,0.4000000000000001 -"tennessee,hawkins",56833,95.8,2.4,1.2,0.5 -"tennessee,haywood",18787,44.8,51.3,3.7999999999999994,0.1 -"tennessee,henderson",27769,88.20000000000002,9.599999999999998,1.9,0.29999999999999993 -"tennessee,henry",32330,88.2,9.6,1.7,0.3 -"tennessee,hickman",24690,91.8,6,1.8,0.2 -"tennessee,houston",8426,94.1,3.8,1.5,0.3 -"tennessee,humphreys",18538,94.4,3.7,1.5,0.2 -"tennessee,jackson",11638,96.8,1.3,1.4,0.09999999999999999 -"tennessee,jefferson",51407,92.90000000000002,3.4,3.1,0.4000000000000001 -"tennessee,johnson",18244,95.2,3,1.5,0.2 -"tennessee,knox",432226,83.90000000000002,10.699999999999998,3.5,1.8999999999999997 -"tennessee,lake",7832,69.1,29,1.7,0.1 -"tennessee,lauderdale",27815,61.2,36.3,2,0.2 -"tennessee,lawrence",41869,94.8,3.2000000000000006,1.6000000000000003,0.3 -"tennessee,lewis",12161,94.6,3.2,1.8,0.4 -"tennessee,lincoln",33361,88.1,8.6,2.7,0.4 -"tennessee,loudon",48556,90.2,2.2,7,0.6 -"tennessee,mcminn",52266,90.4,5.9,2.8,0.7 -"tennessee,mcnairy",26075,91,7.2,1.5,0.2 -"tennessee,macon",22248,94.2,1.5,4.1,0.2 -"tennessee,madison",98294,58.1,37.7,3.4,0.9 -"tennessee,marion",28237,93.2,4.8,1.3,0.4 -"tennessee,marshall",30617,86.8,8.2,4.5,0.4 -"tennessee,maury",80956,80.2,14.5,4.8,0.6 -"tennessee,meigs",11753,95.8,2.2,1.5,0.19999999999999998 -"tennessee,monroe",44519,92.4,3.8,3.3,0.3 -"tennessee,montgomery",172331,67.1,23.6,8,2.1 -"tennessee,moore",6362,94.9,3.4,1.1,0.4 -"tennessee,morgan",21987,93.9,4.9,0.9,0.2 -"tennessee,obion",31807,84.8,11.7,3.1,0.2 -"tennessee,overton",22083,97.1,1.5,0.9,0.2 -"tennessee,perry",7915,94.8,3,1.7,0.2 -"tennessee,pickett",5077,97.8,0.7,1.3,0.1 -"tennessee,polk",16825,96.7,1.6,1.4,0.1 -"tennessee,putnam",72321,89.9,3.6,5.3,1.2 -"tennessee,rhea",31809,92.1,3.5,3.7,0.4 -"tennessee,roane",54181,93.7,4.3,1.3,0.5 -"tennessee,robertson",66283,84.7,8.9,5.9,0.5 -"tennessee,rutherford",262604,75.6,14.9,6.7,3 -"tennessee,scott",22228,98.1,1,0.5,0.2 -"tennessee,sequatchie",14112,95,1.4,3.3,0.3 -"tennessee,sevier",89889,91.6,2.1,5.3,0.9 -"tennessee,shelby",927644,38.7,53.5,5.6,2.3 -"tennessee,smith",19166,93.9,3.5,2.2,0.2 -"tennessee,stewart",13324,93.6,3.2,1.9,1 -"tennessee,sullivan",156823,94.4,3.4,1.5,0.6 -"tennessee,sumner",160645,87,8.1,3.9,1 -"tennessee,tipton",61081,76.7,20.4,2.1,0.6 -"tennessee,trousdale",7870,85.9,11.3,2.5,0.2 -"tennessee,unicoi",18313,94.7,1.3,3.8,0.2 -"tennessee,union",19109,97,1.4,1.3,0.1 -"tennessee,van buren",5548,97.5,1.3,0.9,0.1 -"tennessee,warren",39839,87.2,4.5,8.1,0.5 -"tennessee,washington",122979,90.2,5.6,3,1.2 -"tennessee,wayne",17021,91.3,6.7,1.6,0.2 -"tennessee,weakley",35021,87.7,9.2,2,1.1 -"tennessee,white",25841,94.8,3.2000000000000006,1.6000000000000003,0.3 -"tennessee,williamson",183182,86.7,5.799999999999999,4.5,3 -"tennessee,wilson",113993,87.5,8,3.2,1.1 -"texas,anderson",58458,61.2,22.8,15.9,0.5 -"texas,andrews",14786,47.9,3.5,48.7,0.6 -"texas,angelina",86771,63.3,16.8,19.8,0.9000000000000001 -"texas,aransas",23158,70.6,3.6,24.6,2 -"texas,archer",9054,90.4,1.9,7.5,0.2 -"texas,armstrong",1901,90.7,1.7,6.5,0 -"texas,atascosa",44911,36.3,3.1,61.9,0.3 -"texas,austin",28417,65.7,11.6,23.4,0.4 -"texas,bailey",7165,38.3,3.2,59.8,0.4 -"texas,bandera",20485,80.9,2.3,16.7,0.3 -"texas,bastrop",74171,57.2,10.7,32.6,0.7 -"texas,baylor",3726,84.5,4.1,12.2,0.1 -"texas,bee",31861,34.4,10.5,56.2,0.6 -"texas,bell",310235,50.7,26.5,21.6,2.8 -"texas,bexar",1714773,30.3,11,58.7,2.4 -"texas,blanco",10497,79.4,2.6,18.2,0.5 -"texas,borden",641,84.1,1.6000000000000003,14.800000000000002,0.20000000000000004 -"texas,bosque",18212,80.7,3.4,16.1,0.2 -"texas,bowie",92565,66.3,26.3,6.5,0.8 -"texas,brazoria",313166,53.2,14.700000000000001,27.7,5.5 -"texas,brazos",194851,59.1,13.3,23.3,5.2 -"texas,brewster",9232,54.3,4,42.4,0.7 -"texas,briscoe",1637,71,4.9,25.1,0 -"texas,brooks",7223,7.9,1.9,91.2,0.3 -"texas,brown",38106,74.7,5.7,19.6,0.4 -"texas,burleson",17187,68.1,14.1,18.4,0.2 -"texas,burnet",42750,76.1,3.6,20.2,0.5 -"texas,caldwell",38066,44.2,9.3,47.1,0.9 -"texas,calhoun",21381,45.8,4.7,46.4,4.4 -"texas,callahan",13544,89.1,2.9,7.6,0.4 -"texas,cameron",406220,10.7,2.1,88.1,0.7 -"texas,camp",12401,58.9,20.2,21.4,0.5 -"texas,carson",6182,88.5,2.3,8.5,0.3 -"texas,cass",30464,77.2,18.8,3.5,0.3 -"texas,castro",8062,37.3,3.6,59.9,0.4 -"texas,chambers",35096,70.6,10.3,18.9,1 -"texas,cherokee",50845,62.7,16.9,20.6,0.5 -"texas,childress",7041,61.5,11.3,26.8,0.7 -"texas,clay",10752,92.5,2.2,4.3,0.3 -"texas,cochran",3127,42.5,6.7,52.9,0.20000000000000004 -"texas,coke",3320,79.8,2.2,18.1,0.2 -"texas,coleman",8895,80.1,4.2,16,0.4 -"texas,collin",782341,63.1,11.4,14.7,11.2 -"texas,collingsworth",3057,63.4,8.4,30,0.09999999999999999 -"texas,colorado",20874,59.89999999999999,15,26.1,0.4 -"texas,comal",108472,71.3,3.8,24.9,0.8 -"texas,comanche",13974,72.6,2,25.8,0.3 -"texas,concho",4087,44.3,3.8,53.2,0.3 -"texas,cooke",38437,78.7,4.9,15.6,0.8 -"texas,coryell",75388,62,20.9,15.899999999999999,1.8999999999999997 -"texas,cottle",1505,69.3,10.9,21,0 -"texas,crane",4375,40.3,5.1,55.1,0.4 -"texas,crockett",3719,35.3,2.5,63.2,0.3 -"texas,crosby",6059,43.300000000000004,5.5,52.300000000000004,0.09999999999999999 -"texas,culberson",2398,21,3.4,76.2,1 -"texas,dallam",6703,55.6,4.9,40.5,0.6 -"texas,dallas",2368139,33.1,25.1,38.3,5 -"texas,dawson",13833,39.1,8.8,53.4,0.4000000000000001 -"texas,deaf smith",19372,30.700000000000003,3.5999999999999996,67.3,0.3 -"texas,delta",5231,83.2,10.1,5.5,0.6 -"texas,denton",662614,64.4,11.3,18.2,6.599999999999999 -"texas,de witt",NA,NA,NA,NA,NA -"texas,dickens",2444,65.1,5.7,29,0.8999999999999999 -"texas,dimmit",9996,12.2,2.6,86.2,0.6 -"texas,donley",3677,85.3,6.3,8.4,0.2 -"texas,duval",11782,10.2,2.6,88.5,0.2 -"texas,eastland",18583,82.2,3.4,14.4,0.3 -"texas,ector",137130,41.1,7,52.7,0.8 -"texas,edwards",2002,47.3,1.6,51.3,0.3 -"texas,ellis",149610,65.5,11.2,23.5,0.6 -"texas,el paso",800647,13.1,5.599999999999999,82.2,1 -"texas,erath",37890,77.5,2.9,19.2,0.7 -"texas,falls",17866,52.5,27.2,20.8,0.3 -"texas,fannin",33915,80.9,8.9,9.5,0.4 -"texas,fayette",24554,73.5,8,18.7,0.3 -"texas,fisher",3974,70.4,5.4,25.1,0.2 -"texas,floyd",6446,43.10000000000001,4.8,52.89999999999999,0.2 -"texas,foard",1336,81.4,4.7,14,0.39999999999999997 -"texas,fort bend",585375,36.2,24.4,23.7,17 -"texas,franklin",10605,81.1,5.7,12.6,0.5 -"texas,freestone",19816,68.9,17.7,13.6,0.3 -"texas,frio",17217,16.2,5.3,77.8,2.1 -"texas,gaines",17526,60.60000000000001,3.8000000000000003,36.6,0.3 -"texas,galveston:main",NA,NA,NA,NA,NA -"texas,galveston:spit",NA,NA,NA,NA,NA -"texas,garza",6461,45.8,7.700000000000001,47.10000000000001,0.1 -"texas,gillespie",24837,78.4,1.6,20,0.4 -"texas,glasscock",1226,67.3,2.4,30.8,0.1 -"texas,goliad",7210,60.2,7.1,34.1,0.2 -"texas,gonzales",19807,44.6,9.6,47.2,0.4 -"texas,gray",22535,69.1,7.3,23.8,0.4 -"texas,grayson",120877,78.7,8.5,11.3,0.9 -"texas,gregg",121730,60.8,22.3,16.4,1.1 -"texas,grimes",26604,60.60000000000001,18.7,21.199999999999996,0.2 -"texas,guadalupe",131533,54.8,9.5,35.6,1.4 -"texas,hale",36273,37.6,8.3,55.9,0.4 -"texas,hall",3353,59.60000000000001,8.8,32.4,0.1 -"texas,hamilton",8517,88,1.6,10.1,0.4 -"texas,hansford",5613,55,2.9,43.3,0.3 -"texas,hardeman",4139,71,8.5,21.5,0.3 -"texas,hardin",54635,88,7.2,4.4,0.5 -"texas,harris",4092459,33,22.2,40.8,6.2 -"texas,harrison",65631,65,23.6,11.1,0.5 -"texas,hartley",6062,67.8,8,23.9,0.5 -"texas,haskell",5899,70.3,6.3,24,0.5 -"texas,hays",157107,58.60000000000001,6.4,35.3,1.2 -"texas,hemphill",3807,69.8,2,28.5,0.5 -"texas,henderson",78532,80.9,8,10.8,0.4 -"texas,hidalgo",774769,7.8,1.9,90.6,1 -"texas,hill",35089,73.6,8.4,18.3,0.3 -"texas,hockley",22935,51.4,6.1,43.6,0.3 -"texas,hood",51182,87.09999999999998,2,10.2,0.6 -"texas,hopkins",35161,75.4,9.1,15.3,0.5 -"texas,houston",23732,62.4,27.5,10,0.4 -"texas,howard",35012,53.7,8.3,37.9,0.8 -"texas,hudspeth",3476,18.1,3.5,79.6,0.5 -"texas,hunt",86129,74.8,10.6,13.6,1.1 -"texas,hutchinson",22150,74.4,5.3,19.8,0.4 -"texas,irion",1599,72.1,2.8,25.5,0.2 -"texas,jack",9044,80.6,4.8,14.2,0.3 -"texas,jackson",14075,62.9,9.1,29,0.4 -"texas,jasper",35710,75.4,18.2,5.6,0.6 -"texas,jeff davis",2342,63.6,3,33.7,0.3 -"texas,jefferson",252273,44.6,35.8,17,3.4 -"texas,jim hogg",5300,6.3,1.9,92.6,0.3 -"texas,jim wells",40838,19.7,2.2,79,0.4 -"texas,johnson",150934,76.6,4.8,18.1,0.7 -"texas,jones",20202,62.099999999999994,13.300000000000002,24.8,0.4 -"texas,karnes",14824,40.2,10.6,49.8,0.2 -"texas,kaufman",103350,70,12.7,17,0.9 -"texas,kendall",33410,77.1,2.4,20.4,0.6 -"texas,kenedy",416,20.699999999999996,4.1,76.7,0.2 -"texas,kent",808,82.8,2.4,14.9,0 -"texas,kerr",49625,72.2,3.9,24,0.8 -"texas,kimble",4607,74.9,1.2,23.4,0.4 -"texas,king",286,84.6,1.4,13.6,0 -"texas,kinney",3598,41.6,3.5,55.7,0.3 -"texas,kleberg",32061,23.3,6.1,70.2,2.3 -"texas,knox",3719,63.1,8.7,29.6,0.2 -"texas,lamar",49793,76.1,16.1,6.5,0.6 -"texas,lamb",13977,43.10000000000001,6.6,51.7,0.1 -"texas,lampasas",19677,75.4,6.4,17.5,1 -"texas,la salle",6886,13,1.6999999999999997,86,0.1 -"texas,lavaca",19263,76.2,8.5,16,0.3 -"texas,lee",16612,65,12.8,22.4,0.3 -"texas,leon",16801,77.8,8.6,13.5,0.5 -"texas,liberty",75643,69.2,12.8,18,0.5 -"texas,limestone",23384,61.7,19.5,19.1,0.4 -"texas,lipscomb",3302,67,3,30.5,0.3 -"texas,live oak",11531,59,5.9,35.2,0.5 -"texas,llano",19301,89.6,2,8,0.4 -"texas,loving",82,73.2,7.300000000000001,22,0 -"texas,lubbock",278831,57.3,10,31.900000000000002,2.1 -"texas,lynn",5915,50.4,4.5,46.4,0.1 -"texas,mcculloch",8283,67.2,3.7,29.9,0.4 -"texas,mclennan",234906,58.9,17.3,23.6,1.4 -"texas,mcmullen",707,61.10000000000001,3.7,36.9,0.4 -"texas,madison",13664,58.8,21.6,19.7,0.6 -"texas,marion",10546,71.7,24.2,3.1,0.5 -"texas,martin",4799,53.7,3.4,43.5,0.3 -"texas,mason",4012,77.1,1.4,21.5,0.2 -"texas,matagorda",36702,47.4,13.8,38.3,2 -"texas,maverick",54258,2.8999999999999995,1.3000000000000003,95.70000000000002,0.3 -"texas,medina",46006,46.5,4.4,49.7,0.6 -"texas,menard",2242,63.60000000000001,2.2,35.2,0.1 -"texas,midland",136872,53.2,9,37.7,1.3 -"texas,milam",24757,65.5,11.8,23.3,0.4 -"texas,mills",4936,81.5,2,16.6,0.2 -"texas,mitchell",9403,50.5,12.9,37,0.3 -"texas,montague",19719,88,1.9,9.8,0.3 -"texas,montgomery",455746,71.2,6.599999999999999,20.8,2.1 -"texas,moore",21904,38.2,3.7,52.7,6.1 -"texas,morris",12934,66.8,25,7.8,0.3 -"texas,motley",1210,83.7,3.1,13.5,0 -"texas,nacogdoches",64524,61.5,20.2,17.6,1.2 -"texas,navarro",47735,59.9,16.1,23.8,0.5 -"texas,newton",14445,74.9,21.5,2.8,0.4 -"texas,nolan",15216,60.4,7,33.5,0.4 -"texas,nueces",340223,32.9,6.4,60.6,1.7 -"texas,ochiltree",10223,49.5,2.7,48.7,0.3 -"texas,oldham",2052,82.8,4.5,11.8,0.8 -"texas,orange",81837,83,10.3,5.8,1 -"texas,palo pinto",28111,78.09999999999998,4,17.7,0.5 -"texas,panola",23796,73.6,18,8.3,0.3 -"texas,parker",116927,85.3,3.5,10.6,0.5 -"texas,parmer",10269,38.4,3.3,60,0.2 -"texas,pecos",15507,27.9,5.8,67.3,0.5 -"texas,polk",45413,72.3,13.2,13.099999999999998,0.4 -"texas,potter",121073,49,13.3,35.3,4 -"texas,presidio",7818,14.5,2.5,83.4,1 -"texas,rains",10914,87.5,3.9,7.7,0.5 -"texas,randall",120725,78.2,4.6,16.4,1.4 -"texas,reagan",3367,36.2,3.9,60.9,0.20000000000000004 -"texas,real",3309,72.5,2.6,24.6,0.1 -"texas,red river",12860,73.9,19.2,6.6,0.2 -"texas,reeves",13783,19.5,6.5,74.2,0.9 -"texas,refugio",7383,45.2,8.5,47.2,0.4 -"texas,roberts",929,90.5,2.2,8,0.2 -"texas,robertson",16622,59.1,23.5,18,0.6 -"texas,rockwall",78337,74.1,7.9,15.9,2.4 -"texas,runnels",10501,65.1,3.5,32,0.20000000000000004 -"texas,rusk",53330,66.1,19.7,14.3,0.4 -"texas,sabine",10834,87.5,8.8,3.2,0.3 -"texas,san augustine",8865,69.7,24.1,6,0.3 -"texas,san jacinto",26384,76.6,12.2,10.900000000000002,0.5 -"texas,san patricio",64804,42.2,4.1,54.4,0.8 -"texas,san saba",6131,67.4,4.9,28,0.2 -"texas,schleicher",3461,54.1,3.9,44.4,0.1 -"texas,scurry",16921,57.8,7,36.3,0.3 -"texas,shackelford",3378,87.70000000000002,2.7,10.099999999999998,0.3 -"texas,shelby",25448,65,18.8,16.4,0.3 -"texas,sherman",3034,58.1,2,40.4,0.2 -"texas,smith",209714,62.1,19.9,17.2,1.2 -"texas,somervell",8490,77.7,3.4,19.2,0.6 -"texas,starr",60968,4,0.6,95.7,0.2 -"texas,stephens",9630,75.7,3.8,20.9,0.3 -"texas,sterling",1143,64.1,3.1,31.9,0 -"texas,stonewall",1490,80.9,4.6,14,0.9 -"texas,sutton",4128,39.7,1.9,59.6,0.2 -"texas,swisher",7854,51.2,9.1,40.1,0.1 -"texas,tarrant",1809034,51.79999999999999,17.9,26.7,4.7 -"texas,taylor",131506,67,10.6,22.1,1.6 -"texas,terrell",984,50.3,2.2,47.5,0.4 -"texas,terry",12651,45.4,7.3,49.1,0.2 -"texas,throckmorton",1641,88.5,1.5,9.3,0.4000000000000001 -"texas,titus",32334,49.2,11.9,39.6,0.7 -"texas,tom green",110224,57.9,6.900000000000001,35.7,1 -"texas,travis",1024266,50.5,11.8,33.5,5.8 -"texas,trinity",14585,81,10.9,7.7,0.3 -"texas,tyler",21766,80.4,12.200000000000001,6.8,0.19999999999999998 -"texas,upshur",39309,82.1,10.8,6.6,0.4 -"texas,upton",3355,48,3.9,49,0 -"texas,uvalde",26405,29,3.6,69.3,0.5 -"texas,val verde",48879,17.5,3.6,80.2,0.5 -"texas,van zandt",52579,85.8,4.6,9.2,0.3 -"texas,victoria",86793,47.9,8.8,43.9,1 -"texas,walker",67861,58.5,24.5,16.8,0.9 -"texas,waller",43205,44.6,27.1,29,0.5 -"texas,ward",10658,46.2,8.2,47.6,0.3 -"texas,washington",33718,66.4,19.2,13.8,1.3 -"texas,webb",250304,3.3,1.9,95.7,0.6 -"texas,wharton",41280,47.7,15.9,37.4,0.4 -"texas,wheeler",5410,71.1,4.4,24.8,0.4 -"texas,wichita",131500,68.4,13.4,16.6,2 -"texas,wilbarger",13535,63.4,10.6,25.9,0.7 -"texas,willacy",22134,10.1,4,87.2,0.6 -"texas,williamson",422679,63.8,9.4,23.199999999999996,4.8 -"texas,wilson",42918,58.7,3.8,38.2,0.4 -"texas,winkler",7110,42.5,5.3,53.8,0.2 -"texas,wise",59127,79.7,3.2,17.1,0.4 -"texas,wood",41964,84.9,6.1,8.5,0.4000000000000001 -"texas,yoakum",7879,39.2,3.6,58.7,0.4 -"texas,young",18550,80.6,3.2,16.4,0.4 -"texas,zapata",14018,6.099999999999999,0.6999999999999998,93.3,0.20000000000000004 -"texas,zavala",11677,5.5,2.2,93.9,0 -"utah,beaver",6629,86,1.6000000000000003,10.800000000000002,1.1 -"utah,box elder",49975,88.3,2.6,8.3,0.9 -"utah,cache",112656,85.5,2.5,10,1.9 -"utah,carbon",21403,84.1,2.8,12.4,0.6 -"utah,daggett",1059,94.4,1.4,3.1,0.4 -"utah,davis",306479,85.8,3.8999999999999995,8.4,1.8000000000000003 -"utah,duchesne",18607,87.1,3.1,6,0.3 -"utah,emery",10976,92.1,1.1,6,0.3 -"utah,garfield",5172,91.6,1.3,4.5,1.2 -"utah,grand",9225,84.1,2.3,9.6,0.8 -"utah,iron",46163,87.1,2.8,7.700000000000001,0.8 -"utah,juab",10246,94,1.7000000000000002,3.7000000000000006,0.20000000000000004 -"utah,kane",7125,93.2,1.6,3.7,0.4 -"utah,millard",12503,84.7,1.6000000000000003,12.800000000000002,0.6 -"utah,morgan",9469,96.1,1.1,2.4,0.4 -"utah,piute",1556,91.2,1.5,7,0.4000000000000001 -"utah,rich",2264,94.1,1.2,4.2,0.3 -"utah,salt lake",1029655,74,4.7,17.1,3.3 -"utah,san juan",14746,43.9,2.5,4.4,0.3 -"utah,sanpete",27822,86.7,2.6,9.4,0.5 -"utah,sevier",20802,92.9,1.7000000000000002,4.5,0.3 -"utah,summit",36324,85.4,2.1,11.5,1.2 -"utah,tooele",58218,84.5,3.5,11.4,0.6 -"utah,uintah",32588,82.8,2.7,7.1,0.5 -"utah,utah",516564,84.2,3.3,10.8,1.4 -"utah,wasatch",23530,84.2,1.7,13.5,0.8 -"utah,washington",138115,85.6,2.9,9.8,0.7 -"utah,wayne",2778,93.4,1.6999999999999997,4.2,0.7 -"utah,weber",231236,78.1,4.3,16.7,1.3 -"vermont,addison",36821,94.1,2.5,1.9,1.4 -"vermont,bennington",37125,95.7,2.1,1.4,0.7 -"vermont,caledonia",31227,95.8,1.9,1.1,0.8 -"vermont,chittenden",156545,91.3,4,1.8,2.8 -"vermont,essex",6306,96.6,1.6,0.9000000000000001,0.3 -"vermont,franklin",47746,94.9,2.6,1.2,0.5 -"vermont,grand isle",6970,94.7,3.2,1.1,0.3 -"vermont,lamoille",24475,95.7,2.1,1.3,0.5 -"vermont,orange",28936,96.40000000000002,1.8999999999999997,1,0.5 -"vermont,orleans",27231,96,2.2,1.1,0.3 -"vermont,rutland",61642,96.3,1.8,1.1,0.6 -"vermont,washington",59534,94.9,2.5,1.7,0.8 -"vermont,windham",44513,94.1,2.9,1.8000000000000003,1 -"vermont,windsor",56670,95.5,2.2,1.2,0.9 -"virginia,accomack:main",NA,NA,NA,NA,NA -"virginia,accomack:chincoteague",NA,NA,NA,NA,NA -"virginia,albemarle",98970,77.9,12.1,5.5,4.7 -"virginia,alleghany",16250,92.6,6,1.1,0.2 -"virginia,amelia",12690,72.8,24.5,2.3,0.2 -"virginia,amherst",32353,75.7,21.1,1.9,0.5 -"virginia,appomattox",14973,76.7,21.7,1.1,0.2 -"virginia,arlington",207627,64,12.2,15.099999999999998,9.6 -"virginia,augusta",73750,92.2,5.2,2.1,0.5 -"virginia,bath",4731,92.2,5.5,2.1,0.1 -"virginia,bedford",74898,89.0372907153729,8.162709284627095,1.6498437875510694,0.9750781062244652 -"virginia,bland",6824,95.2,4.1,0.6,0.3 -"virginia,botetourt",33148,94.2,4.1,1.1,0.5 -"virginia,brunswick",17434,39.8,58.3,1.7,0.3 -"virginia,buchanan",24098,96.3,3,0.4,0.2 -"virginia,buckingham",17146,61.199999999999996,36.7,1.7,0.4 -"virginia,campbell",54842,81.3,15.9,1.7,1 -"virginia,caroline",28545,63.6,32.3,3.4,0.6 -"virginia,carroll",30042,95.9,1.2,2.6,0.2 -"virginia,charles city",7256,40.5,51,1.2,0.3 -"virginia,charlotte",12586,66.6,31.2,1.9,0.2 -"virginia,chesterfield",316236,65.4,24.6,7.2,3.3 -"virginia,clarke",14034,88.3,7.3,3.5,0.9 -"virginia,craig",5190,98.3,0.8,0.7,0.2 -"virginia,culpeper",46689,71.7,18.6,8.9,1.3 -"virginia,cumberland",10052,63.2,34.5,1.8000000000000003,0.3 -"virginia,dickenson",15903,98.4,0.8,0.5,0.1 -"virginia,dinwiddie",28001,62.9,34.3,2.4,0.4000000000000001 -"virginia,essex",11151,56,40.2,3.1,0.8 -"virginia,fairfax",1104291,54.73895069325024,13.110090727896903,15.604086785095593,17.453001971400653 -"virginia,fauquier",65203,81.9,10.6,6.4,1.3 -"virginia,floyd",15279,94.1,2.9,2.7,0.2 -"virginia,fluvanna",25691,79.1,17.5,3,0.6 -"virginia,franklin",64741,80.95763426576667,15.948412906813301,2.380696930847531,0.4397676897174897 -"virginia,frederick",78305,86.3,6.1,6.6,1.2 -"virginia,giles",17286,95.9,2.5,1.2,0.3 -"virginia,gloucester",36858,85.7,11,2.5,0.8 -"virginia,goochland",21717,76.4,20.5,2.1,1 -"virginia,grayson",15533,94.2,2.9,2.7,0.1 -"virginia,greene",18403,85.8,8.6,4.2,1.4 -"virginia,greensville",12243,37.8,60.6,1.4000000000000001,0.3 -"virginia,halifax",36241,60.2,37.8,1.6,0.4 -"virginia,hanover",99863,85.5,10.8,2.1,1.4 -"virginia,henrico",306935,56.9,31.9,4.9,6.5 -"virginia,henry",54151,71.5,23.4,4.7,0.4 -"virginia,highland",2321,98.4,0.5,0.8,0.2 -"virginia,isle of wight",35270,70.8,26.5,1.9,0.8 -"virginia,james city",67009,77.7,15.700000000000001,4.5,2.2 -"virginia,king and queen",6945,65.5,30.2,2.6,0.2 -"virginia,king george",23584,74.6,20.8,3.3,1.2 -"virginia,king william",15935,76,20,2,0.7 -"virginia,lancaster",11391,69.6,28.9,1,0.6 -"virginia,lee",25587,93.4,4.6,1.6,0.2 -"virginia,loudoun",312311,62.4,11.3,12.4,14.700000000000001 -"virginia,louisa",33153,77.1,20,2.3,0.5 -"virginia,lunenburg",12914,59.9,36.4,3.6,0.2 -"virginia,madison",13308,85.59999999999998,12,1.8,0.6 -"virginia,mathews",8978,87.3,11.1,1.2,0.3 -"virginia,mecklenburg",32727,58.7,38.3,2.5,0.7 -"virginia,middlesex",10959,78.5,19.6,1.5,0.3 -"virginia,montgomery",94392,85.9,6,2.7,5.4 -"virginia,suffolk",84585,50.9,45,2.9,1.6 -"virginia,nelson",15020,81.8,14.8,3.1,0.5 -"virginia,new kent",18429,80.3,15.8,2.1,0.9000000000000001 -"virginia,northampton",12389,54.5,38,7.1,0.7 -"virginia,northumberland",12330,70.1,26.5,3.1,0.3 -"virginia,nottoway",15853,55.5,40.6,3.8,0.3 -"virginia,orange",33481,80.7,15.2,3.4,0.7 -"virginia,page",24042,95.1,3.1,1.6,0.3 -"virginia,patrick",18490,90.2,7,2.4,0.2 -"virginia,pittsylvania",63506,74.4,23.2,2.1,0.3 -"virginia,powhatan",28046,82.8,14.800000000000002,1.8,0.5 -"virginia,prince edward",23368,62.2,34.8,2.2,0.9 -"virginia,prince george",35725,58.3,34.8,5.8,1.5 -"virginia,prince william",402002,48.7,25.3,20.3,7.5 -"virginia,pulaski",34872,91.7,6.5,1.2,0.5 -"virginia,rappahannock",7373,90.2,6,3.1,0.5 -"virginia,richmond",213468,40.101402552138964,51.985298967526745,6.265319392133716,2.2176335563175744 -"virginia,roanoke",189408,74.92183223517485,19.25358590978206,3.8417891535732385,2.2389381652306137 -"virginia,rockbridge",22307,93.8,4.1,1.3,0.5 -"virginia,rockingham",76314,91.3,3.1,5.3,0.6 -"virginia,russell",28897,97.4,1.4,1,0.2 -"virginia,scott",23177,97.4,1.2,1,0.2 -"virginia,shenandoah",41993,90.2,3.3999999999999995,6.1,0.5 -"virginia,smyth",32208,95.1,2.9,1.6,0.3 -"virginia,southampton",18570,60,38.6,1.1,0.2 -"virginia,spotsylvania",122397,72,18.6,7.6,2.3 -"virginia,stafford",128961,67.8,20.9,9.2,2.8 -"virginia,surry",7058,50.8,47.8,1.2,0.3 -"virginia,sussex",12087,38.6,58.89999999999999,2.2,0.4 -"virginia,tazewell",45078,94.70000000000002,3.8999999999999995,0.7,0.6 -"virginia,warren",37575,88.7,6.8,3.5,1 -"virginia,washington",54876,96.2,2,1.3,0.4 -"virginia,westmoreland",17454,63.5,30.300000000000004,5.7,0.6 -"virginia,wise",41452,92.4,6.1,1.1,0.3 -"virginia,wythe",29235,94.6,4,1,0.4 -"virginia,york",65464,74,16.8,4.4,4.9 -"virginia,hampton",137436,41,53.3,4.5,2.2 -"virginia,newport news",180719,46,44.9,7.5,2.7 -"virginia,norfolk",242803,44.3,46.7,6.6,3.3 -"virginia,virginia beach",437994,64.5,23.699999999999996,6.6,6.1 -"washington,adams",18728,38.8,3.4,59.3,0.7 -"washington,asotin",21623,92.6,2.8,3,0.5 -"washington,benton",175177,74.5,4.8,18.7,2.7 -"washington,chelan",72453,70.7,3.1,25.8,0.8 -"washington,clallam",71404,84.6,4.6,5.1,1.4 -"washington,clark",425363,81.8,6,7.6,4.1 -"washington,columbia",4078,89.5,3,6.2,0.6 -"washington,cowlitz",102410,85.8,4.4,7.8,1.5 -"washington,douglas",38431,67.8,3,28.7,0.7 -"washington,ferry",7551,75,5.1,3.4,0.7 -"washington,franklin",78163,43.2,5,51.2,1.7999999999999998 -"washington,garfield",2266,92.8,1.9,4,1.7 -"washington,grant",89120,57.3,4.6,38.3,0.9 -"washington,grays harbor",72797,81.4,5,8.6,1.4 -"washington,island",78506,83.1,6.700000000000001,5.5,4.4 -"washington,jefferson",29872,89.3,4.2,2.8,1.6 -"washington,king",1931249,64.8,11.2,8.9,14.6 -"washington,kitsap",251133,79.1,8.4,6.2,4.9 -"washington,kittitas",40915,86.1,3.9,7.6,2 -"washington,klickitat",20318,83.8,3.5,10.7,0.6 -"washington,lewis",75455,86,3.8,8.7,0.9 -"washington,lincoln",10570,93.6,2.5,2.3,0.4 -"washington,mason",60699,82.9,5.2,8,1.2 -"washington,okanogan",41120,68.3,3.9,17.6,0.6 -"washington,pacific",20920,84.6,3.7,8,2 -"washington,pend oreille",13001,89.8,3.3,3,0.6 -"washington,pierce:main",NA,NA,NA,NA,NA -"washington,pierce:penrose",NA,NA,NA,NA,NA -"washington,san juan:lopez island",NA,NA,NA,NA,NA -"washington,san juan:orcas island",NA,NA,NA,NA,NA -"washington,san juan:san juan island",NA,NA,NA,NA,NA -"washington,skagit",116901,76.7,3.9,16.9,1.8 -"washington,skamania",11066,89.6,3.4,5,0.9 -"washington,snohomish",713335,74.3,7.1,9,8.9 -"washington,spokane",471221,86.7,5.5,4.5,2.1 -"washington,stevens",43531,87.9,3.7,2.7,0.5 -"washington,thurston",252264,78.9,8,7.1,5.2 -"washington,wahkiakum",3978,92.5,3.3,2.7,0.6 -"washington,walla walla",58781,74.2,4.9,19.7,1.3 -"washington,whatcom",201140,81.9,4.7,7.8,3.5 -"washington,whitman",44776,82.1,5.3,4.6,7.8 -"washington,yakima",243231,47.7,4.7,45,1.1 -"west virginia,barbour",16589,96.5,2.2,0.6,0.2 -"west virginia,berkeley",104169,85.8,9.8,3.7999999999999994,0.8000000000000002 -"west virginia,boone",24629,98.29999999999998,1.1,0.4,0.1 -"west virginia,braxton",14523,97.8,1.3,0.5,0.20000000000000004 -"west virginia,brooke",24069,96.6,2.3,0.7,0.4 -"west virginia,cabell",96319,90.89999999999999,6.8999999999999995,1.1,1 -"west virginia,calhoun",7627,97.9,0.9,0.7,0.2 -"west virginia,clay",9386,98.5,0.8999999999999999,0.4,0.1 -"west virginia,doddridge",8202,96.6,2.5,0.5,0.2 -"west virginia,fayette",46039,92.9,6,0.9,0.2 -"west virginia,gilmer",8693,80,14,5.7,0.4 -"west virginia,grant",11937,97.29999999999998,1.5,1,0.2 -"west virginia,greenbrier",35480,93.9,4.3,1.2,0.4 -"west virginia,hampshire",23964,96.6,2.1,1,0.2 -"west virginia,hancock",30676,95,3.6,1,0.3 -"west virginia,hardy",14025,92.2,3.5,3.4,1 -"west virginia,harrison",69099,95,3.2,1.3,0.5 -"west virginia,jackson",29211,97.8,1.2,0.6,0.3 -"west virginia,jefferson",53498,85.20000000000002,9.1,4.7,1.2 -"west virginia,kanawha",193063,88.60000000000001,9.3,0.9,1 -"west virginia,lewis",16372,97.5,1.4,0.6,0.3 -"west virginia,lincoln",21720,98.7,0.7,0.4,0.1 -"west virginia,logan",36743,96,2.9,0.7,0.3 -"west virginia,mcdowell",22113,88.8,10.6,0.4,0.1 -"west virginia,marion",56418,93.7,4.7,0.9,0.5 -"west virginia,marshall",33107,97.4,1.4,0.8,0.4 -"west virginia,mason",27324,97.4,1.6,0.4,0.29999999999999993 -"west virginia,mercer",62264,91.1,7.5,0.8,0.5 -"west virginia,mineral",28212,94.8,4,0.7,0.4 -"west virginia,mingo",26839,96.70000000000002,2.7,0.4,0.2 -"west virginia,monongalia",96189,89.7,5.4,1.8,3.1 -"west virginia,monroe",13502,97.1,2,0.6,0.1 -"west virginia,morgan",17541,96.6,1.9000000000000001,1,0.3 -"west virginia,nicholas",26233,97.9,1.1,0.6,0.3 -"west virginia,ohio",44443,92.6,5.6,0.8,0.8 -"west virginia,pendleton",7695,95.6,3.1,0.9,0.3 -"west virginia,pleasants",7605,96.7,2.3,0.8,0.1 -"west virginia,pocahontas",8719,97.3,1.7,0.8,0 -"west virginia,preston",33520,97.1,1.9,0.7,0.1 -"west virginia,putnam",55486,96.2,2,0.9,0.7 -"west virginia,raleigh",78859,87.8,9.9,1.3,0.9 -"west virginia,randolph",29405,96.8,2,0.7,0.3 -"west virginia,ritchie",10449,98.3,0.9,0.5,0.1 -"west virginia,roane",14926,97.9,1,0.7,0.3 -"west virginia,summers",13927,92.20000000000002,6.1,1.4,0.2 -"west virginia,taylor",16895,96.9,1.8,0.8,0.4 -"west virginia,tucker",7141,98.4,0.8,0.6,0.1 -"west virginia,tyler",9208,98.5,0.7,0.5,0.1 -"west virginia,upshur",24254,96.9,1.6,1,0.4 -"west virginia,wayne",42481,98.2,0.9,0.5,0.2 -"west virginia,webster",9154,98.2,1.2,0.5,0.1 -"west virginia,wetzel",16583,98.4,0.8,0.5,0.2 -"west virginia,wirt",5717,98.1,1.1,0.5,0.2 -"west virginia,wood",86956,95.9,2.6,0.9000000000000001,0.5 -"west virginia,wyoming",23796,97.8,1.5,0.39999999999999997,0.09999999999999999 -"wisconsin,adams",20875,91.1,4.4,3.8,0.4 -"wisconsin,ashland",16157,83.8,3.6,1.9,0.4 -"wisconsin,barron",45870,95,2,1.9,0.5 -"wisconsin,bayfield",15014,86.3,3.2,1.1,0.3 -"wisconsin,brown",248007,83.7,4.4,7.3,2.7 -"wisconsin,buffalo",13587,96.70000000000002,1.1,1.6999999999999997,0.2 -"wisconsin,burnett",15457,91,2.9,1.3,0.3 -"wisconsin,calumet",48971,92.6,1.7,3.5,2.1 -"wisconsin,chippewa",62415,94.6,2.6,1.3,1.2 -"wisconsin,clark",34690,94.7,0.8,3.7,0.4 -"wisconsin,columbia",56833,94.4,2.3,2.5,0.5 -"wisconsin,crawford",16644,96.1,2.5,0.9,0.4 -"wisconsin,dane",488073,81.9,7.7,5.9,4.7 -"wisconsin,dodge",88759,91.6,3.6999999999999997,4,0.5 -"wisconsin,door",27785,95.3,1.5,2.4,0.4 -"wisconsin,douglas",44159,92.5,3.8,1.1,0.9 -"wisconsin,dunn",43857,94,1.7,1.4,2.6 -"wisconsin,eau claire",98736,92.1,2.5,1.8000000000000003,3.3 -"wisconsin,florence",4423,96.9,1.3,0.8,0.3 -"wisconsin,fond du lac",101633,91.9,2.6,4.3,1.1 -"wisconsin,forest",9304,82.2,3.2,1.5,0.1 -"wisconsin,grant",51208,96.29999999999998,1.8000000000000003,1.3000000000000003,0.6 -"wisconsin,green",36842,95.3,1.3,2.8,0.5 -"wisconsin,green lake",19051,94.4,1.1,3.9,0.5 -"wisconsin,iowa",23687,96.7,1.2,1.4,0.5 -"wisconsin,iron",5916,97.6,1,0.6,0.3 -"wisconsin,jackson",20449,88,3.3999999999999995,2.5,0.3 -"wisconsin,jefferson",83686,90.7,2.1,6.6,0.7 -"wisconsin,juneau",26664,92.70000000000002,3.3,2.6000000000000005,0.4 -"wisconsin,kenosha",166426,78,9.5,11.8,1.4 -"wisconsin,kewaunee",20574,95.9,1.3,2.3,0.3 -"wisconsin,la crosse",114638,91.1,3,1.5,4.1 -"wisconsin,lafayette",16836,95.6,0.8,3.1,0.3 -"wisconsin,langlade",19977,95.7,1.7999999999999998,1.6,0.3 -"wisconsin,lincoln",28743,96.6,1.6,1.2,0.4 -"wisconsin,manitowoc",81442,92.3,1.8,3.1,2.5 -"wisconsin,marathon",134063,90.3,1.9,2.2,5.3 -"wisconsin,marinette",41749,96.4,1.3,1.3,0.5 -"wisconsin,marquette",15404,95.4,1.3,2.5,0.4 -"wisconsin,milwaukee",947735,54.3,29.8,13.3,3.4 -"wisconsin,monroe",44673,92.4,2.5,3.7,0.6 -"wisconsin,oconto",37660,96,1.2,1.4,0.3 -"wisconsin,oneida",35998,96,1.7,1.1,0.5 -"wisconsin,outagamie",176695,89.6,2.5,3.6,3 -"wisconsin,ozaukee",86395,93.4,2.5,2.3,1.7 -"wisconsin,pepin",7469,97.8,0.9,1,0.2 -"wisconsin,pierce",41019,95.7,1.7999999999999998,1.5,0.7 -"wisconsin,polk",44205,96.1,1.2,1.5,0.4 -"wisconsin,portage",70019,92.7,1.8,2.6,2.8 -"wisconsin,price",14159,96.5,1.3,1.1,0.4 -"wisconsin,racine",195408,74.4,13.700000000000001,11.5,1.1 -"wisconsin,richland",18021,96.1,1.2,2,0.5 -"wisconsin,rock",160331,84.5,7.300000000000001,7.599999999999999,1 -"wisconsin,rusk",14755,96.8,1.4,1.2,0.3 -"wisconsin,st croix",84345,94.7,2,2,1.1 -"wisconsin,sauk",61976,92.5,1.8,4.3,0.5 -"wisconsin,sawyer",16557,78.5,3.5,1.6,0.3 -"wisconsin,shawano",41949,88.1,2.3,2.2,0.4000000000000001 -"wisconsin,sheboygan",115507,87,3.1,5.5,4.6 -"wisconsin,taylor",20689,97.2,1,1.5,0.3 -"wisconsin,trempealeau",28816,92.90000000000002,1.1,5.8,0.4000000000000001 -"wisconsin,vernon",29773,97,1.3,1.3,0.3 -"wisconsin,vilas",21430,86.5,1.4,1.3,0.3 -"wisconsin,walworth",102228,86.8,2.4,10.3,0.8 -"wisconsin,washburn",15911,95.7,1.7,1.3,0.4 -"wisconsin,washington",131887,94.3,2,2.6,1.1 -"wisconsin,waukesha",389891,90.60000000000001,2.6,4.1,2.6999999999999997 -"wisconsin,waupaca",52410,95.7,1.2,2.5,0.4 -"wisconsin,waushara",24496,91.10000000000001,3,5.3999999999999995,0.39999999999999997 -"wisconsin,winnebago",166994,90.7,3.3,3.5,2.3 -"wisconsin,wood",74749,93.9,1.6,2.2,1.8000000000000003 -"wyoming,albany",36299,84.8,3.7999999999999994,8.8,2.8 -"wyoming,big horn",11668,89.4,1.4,8.4,0.3 -"wyoming,campbell",46133,88.9,2.4,7.799999999999999,0.6 -"wyoming,carbon",15885,79.8,3,16.8,0.7 -"wyoming,converse",13833,91.3,2,6.3,0.3 -"wyoming,crook",7083,95.9,1.4,2,0.2 -"wyoming,fremont",40123,71.5,3.1,5.6,0.4 -"wyoming,goshen",13249,87.9,1.8,9.7,0.3 -"wyoming,hot springs",4812,94.6,1.7,2.2,0.4 -"wyoming,johnson",8569,94.4,1.3,3.2,0.4 -"wyoming,laramie",91738,80.8,5.5,13.1,1.1 -"wyoming,lincoln",18106,93.5,1.4,4.3,0.3 -"wyoming,natrona",75450,89.1,3.3,6.9,0.7 -"wyoming,niobrara",2484,95,1.7999999999999998,2.1,0.4 -"wyoming,park",28205,92.5,1.8,4.8,0.6 -"wyoming,platte",8667,91.2,1.8,6.7,0.4 -"wyoming,sheridan",29116,93.09999999999998,1.8999999999999997,3.5,0.6999999999999998 -"wyoming,sublette",10247,90.4,1.6999999999999997,6.9,0.5 -"wyoming,sweetwater",43806,80.9,3.3,15.3,0.8 -"wyoming,teton",21294,82.2,1.9,15,1.1 -"wyoming,uinta",21118,88.5,2.3,8.8,0.3 -"wyoming,washakie",8533,83.9,2.6,13.6,0.6 -"wyoming,weston",7208,93.8,2,3,0.3 -"new mexico,valencia",76569,36.2,5.4,58.300000000000004,0.5 diff --git a/docs/learning_streams/getting_started/data/fips.csv b/docs/learning_streams/getting_started/data/fips.csv deleted file mode 100644 index 97590910..00000000 --- a/docs/learning_streams/getting_started/data/fips.csv +++ /dev/null @@ -1,3257 +0,0 @@ -state,state_code,state_name,county_code,county -AL,01,Alabama,001,Autauga County -AL,01,Alabama,003,Baldwin County -AL,01,Alabama,005,Barbour County -AL,01,Alabama,007,Bibb County -AL,01,Alabama,009,Blount County -AL,01,Alabama,011,Bullock County -AL,01,Alabama,013,Butler County -AL,01,Alabama,015,Calhoun County -AL,01,Alabama,017,Chambers County -AL,01,Alabama,019,Cherokee County -AL,01,Alabama,021,Chilton County -AL,01,Alabama,023,Choctaw County -AL,01,Alabama,025,Clarke County -AL,01,Alabama,027,Clay County -AL,01,Alabama,029,Cleburne County -AL,01,Alabama,031,Coffee County -AL,01,Alabama,033,Colbert County -AL,01,Alabama,035,Conecuh County -AL,01,Alabama,037,Coosa County -AL,01,Alabama,039,Covington County -AL,01,Alabama,041,Crenshaw County -AL,01,Alabama,043,Cullman County -AL,01,Alabama,045,Dale County -AL,01,Alabama,047,Dallas County -AL,01,Alabama,049,DeKalb County -AL,01,Alabama,051,Elmore County -AL,01,Alabama,053,Escambia County -AL,01,Alabama,055,Etowah County -AL,01,Alabama,057,Fayette County -AL,01,Alabama,059,Franklin County -AL,01,Alabama,061,Geneva County -AL,01,Alabama,063,Greene County -AL,01,Alabama,065,Hale County -AL,01,Alabama,067,Henry County -AL,01,Alabama,069,Houston County -AL,01,Alabama,071,Jackson County -AL,01,Alabama,073,Jefferson County -AL,01,Alabama,075,Lamar County -AL,01,Alabama,077,Lauderdale County -AL,01,Alabama,079,Lawrence County -AL,01,Alabama,081,Lee County -AL,01,Alabama,083,Limestone County -AL,01,Alabama,085,Lowndes County -AL,01,Alabama,087,Macon County -AL,01,Alabama,089,Madison County -AL,01,Alabama,091,Marengo County -AL,01,Alabama,093,Marion County -AL,01,Alabama,095,Marshall County -AL,01,Alabama,097,Mobile County -AL,01,Alabama,099,Monroe County -AL,01,Alabama,101,Montgomery County -AL,01,Alabama,103,Morgan County -AL,01,Alabama,105,Perry County -AL,01,Alabama,107,Pickens County -AL,01,Alabama,109,Pike County -AL,01,Alabama,111,Randolph County -AL,01,Alabama,113,Russell County -AL,01,Alabama,115,St. Clair County -AL,01,Alabama,117,Shelby County -AL,01,Alabama,119,Sumter County -AL,01,Alabama,121,Talladega County -AL,01,Alabama,123,Tallapoosa County -AL,01,Alabama,125,Tuscaloosa County -AL,01,Alabama,127,Walker County -AL,01,Alabama,129,Washington County -AL,01,Alabama,131,Wilcox County -AL,01,Alabama,133,Winston County -AK,02,Alaska,013,Aleutians East Borough -AK,02,Alaska,016,Aleutians West Census Area -AK,02,Alaska,020,Anchorage Municipality -AK,02,Alaska,050,Bethel Census Area -AK,02,Alaska,060,Bristol Bay Borough -AK,02,Alaska,063,Chugach Census Area -AK,02,Alaska,066,Copper River Census Area -AK,02,Alaska,068,Denali Borough -AK,02,Alaska,070,Dillingham Census Area -AK,02,Alaska,090,Fairbanks North Star Borough -AK,02,Alaska,100,Haines Borough -AK,02,Alaska,105,Hoonah-Angoon Census Area -AK,02,Alaska,110,Juneau City and Borough -AK,02,Alaska,122,Kenai Peninsula Borough -AK,02,Alaska,130,Ketchikan Gateway Borough -AK,02,Alaska,150,Kodiak Island Borough -AK,02,Alaska,158,Kusilvak Census Area -AK,02,Alaska,164,Lake and Peninsula Borough -AK,02,Alaska,170,Matanuska-Susitna Borough -AK,02,Alaska,180,Nome Census Area -AK,02,Alaska,185,North Slope Borough -AK,02,Alaska,188,Northwest Arctic Borough -AK,02,Alaska,195,Petersburg Census Area -AK,02,Alaska,198,Prince of Wales-Hyder Census Area -AK,02,Alaska,201,Prince of Wales-Outer Ketchikan Census Area -AK,02,Alaska,220,Sitka City and Borough -AK,02,Alaska,230,Skagway Municipality -AK,02,Alaska,231,Skagway-Yakutat-Angoon Census Area -AK,02,Alaska,232,Skagway-Hoonah-Angoon Census Area -AK,02,Alaska,240,Southeast Fairbanks Census Area -AK,02,Alaska,261,Valdez-Cordova Census Area -AK,02,Alaska,270,Wade Hampton Census Area -AK,02,Alaska,275,Wrangell City and Borough -AK,02,Alaska,280,Wrangell-Petersburg Census Area -AK,02,Alaska,282,Yakutat City and Borough -AK,02,Alaska,290,Yukon-Koyukuk Census Area -AZ,04,Arizona,001,Apache County -AZ,04,Arizona,003,Cochise County -AZ,04,Arizona,005,Coconino County -AZ,04,Arizona,007,Gila County -AZ,04,Arizona,009,Graham County -AZ,04,Arizona,011,Greenlee County -AZ,04,Arizona,012,La Paz County -AZ,04,Arizona,013,Maricopa County -AZ,04,Arizona,015,Mohave County -AZ,04,Arizona,017,Navajo County -AZ,04,Arizona,019,Pima County -AZ,04,Arizona,021,Pinal County -AZ,04,Arizona,023,Santa Cruz County -AZ,04,Arizona,025,Yavapai County -AZ,04,Arizona,027,Yuma County -AR,05,Arkansas,001,Arkansas County -AR,05,Arkansas,003,Ashley County -AR,05,Arkansas,005,Baxter County -AR,05,Arkansas,007,Benton County -AR,05,Arkansas,009,Boone County -AR,05,Arkansas,011,Bradley County -AR,05,Arkansas,013,Calhoun County -AR,05,Arkansas,015,Carroll County -AR,05,Arkansas,017,Chicot County -AR,05,Arkansas,019,Clark County -AR,05,Arkansas,021,Clay County -AR,05,Arkansas,023,Cleburne County -AR,05,Arkansas,025,Cleveland County -AR,05,Arkansas,027,Columbia County -AR,05,Arkansas,029,Conway County -AR,05,Arkansas,031,Craighead County -AR,05,Arkansas,033,Crawford County -AR,05,Arkansas,035,Crittenden County -AR,05,Arkansas,037,Cross County -AR,05,Arkansas,039,Dallas County -AR,05,Arkansas,041,Desha County -AR,05,Arkansas,043,Drew County -AR,05,Arkansas,045,Faulkner County -AR,05,Arkansas,047,Franklin County -AR,05,Arkansas,049,Fulton County -AR,05,Arkansas,051,Garland County -AR,05,Arkansas,053,Grant County -AR,05,Arkansas,055,Greene County -AR,05,Arkansas,057,Hempstead County -AR,05,Arkansas,059,Hot Spring County -AR,05,Arkansas,061,Howard County -AR,05,Arkansas,063,Independence County -AR,05,Arkansas,065,Izard County -AR,05,Arkansas,067,Jackson County -AR,05,Arkansas,069,Jefferson County -AR,05,Arkansas,071,Johnson County -AR,05,Arkansas,073,Lafayette County -AR,05,Arkansas,075,Lawrence County -AR,05,Arkansas,077,Lee County -AR,05,Arkansas,079,Lincoln County -AR,05,Arkansas,081,Little River County -AR,05,Arkansas,083,Logan County -AR,05,Arkansas,085,Lonoke County -AR,05,Arkansas,087,Madison County -AR,05,Arkansas,089,Marion County -AR,05,Arkansas,091,Miller County -AR,05,Arkansas,093,Mississippi County -AR,05,Arkansas,095,Monroe County -AR,05,Arkansas,097,Montgomery County -AR,05,Arkansas,099,Nevada County -AR,05,Arkansas,101,Newton County -AR,05,Arkansas,103,Ouachita County -AR,05,Arkansas,105,Perry County -AR,05,Arkansas,107,Phillips County -AR,05,Arkansas,109,Pike County -AR,05,Arkansas,111,Poinsett County -AR,05,Arkansas,113,Polk County -AR,05,Arkansas,115,Pope County -AR,05,Arkansas,117,Prairie County -AR,05,Arkansas,119,Pulaski County -AR,05,Arkansas,121,Randolph County -AR,05,Arkansas,123,St. Francis County -AR,05,Arkansas,125,Saline County -AR,05,Arkansas,127,Scott County -AR,05,Arkansas,129,Searcy County -AR,05,Arkansas,131,Sebastian County -AR,05,Arkansas,133,Sevier County -AR,05,Arkansas,135,Sharp County -AR,05,Arkansas,137,Stone County -AR,05,Arkansas,139,Union County -AR,05,Arkansas,141,Van Buren County -AR,05,Arkansas,143,Washington County -AR,05,Arkansas,145,White County -AR,05,Arkansas,147,Woodruff County -AR,05,Arkansas,149,Yell County -CA,06,California,001,Alameda County -CA,06,California,003,Alpine County -CA,06,California,005,Amador County -CA,06,California,007,Butte County -CA,06,California,009,Calaveras County -CA,06,California,011,Colusa County -CA,06,California,013,Contra Costa County -CA,06,California,015,Del Norte County -CA,06,California,017,El Dorado County -CA,06,California,019,Fresno County -CA,06,California,021,Glenn County -CA,06,California,023,Humboldt County -CA,06,California,025,Imperial County -CA,06,California,027,Inyo County -CA,06,California,029,Kern County -CA,06,California,031,Kings County -CA,06,California,033,Lake County -CA,06,California,035,Lassen County -CA,06,California,037,Los Angeles County -CA,06,California,039,Madera County -CA,06,California,041,Marin County -CA,06,California,043,Mariposa County -CA,06,California,045,Mendocino County -CA,06,California,047,Merced County -CA,06,California,049,Modoc County -CA,06,California,051,Mono County -CA,06,California,053,Monterey County -CA,06,California,055,Napa County -CA,06,California,057,Nevada County -CA,06,California,059,Orange County -CA,06,California,061,Placer County -CA,06,California,063,Plumas County -CA,06,California,065,Riverside County -CA,06,California,067,Sacramento County -CA,06,California,069,San Benito County -CA,06,California,071,San Bernardino County -CA,06,California,073,San Diego County -CA,06,California,075,San Francisco County -CA,06,California,077,San Joaquin County -CA,06,California,079,San Luis Obispo County -CA,06,California,081,San Mateo County -CA,06,California,083,Santa Barbara County -CA,06,California,085,Santa Clara County -CA,06,California,087,Santa Cruz County -CA,06,California,089,Shasta County -CA,06,California,091,Sierra County -CA,06,California,093,Siskiyou County -CA,06,California,095,Solano County -CA,06,California,097,Sonoma County -CA,06,California,099,Stanislaus County -CA,06,California,101,Sutter County -CA,06,California,103,Tehama County -CA,06,California,105,Trinity County -CA,06,California,107,Tulare County -CA,06,California,109,Tuolumne County -CA,06,California,111,Ventura County -CA,06,California,113,Yolo County -CA,06,California,115,Yuba County -CO,08,Colorado,001,Adams County -CO,08,Colorado,003,Alamosa County -CO,08,Colorado,005,Arapahoe County -CO,08,Colorado,007,Archuleta County -CO,08,Colorado,009,Baca County -CO,08,Colorado,011,Bent County -CO,08,Colorado,013,Boulder County -CO,08,Colorado,014,Broomfield County -CO,08,Colorado,015,Chaffee County -CO,08,Colorado,017,Cheyenne County -CO,08,Colorado,019,Clear Creek County -CO,08,Colorado,021,Conejos County -CO,08,Colorado,023,Costilla County -CO,08,Colorado,025,Crowley County -CO,08,Colorado,027,Custer County -CO,08,Colorado,029,Delta County -CO,08,Colorado,031,Denver County -CO,08,Colorado,033,Dolores County -CO,08,Colorado,035,Douglas County -CO,08,Colorado,037,Eagle County -CO,08,Colorado,039,Elbert County -CO,08,Colorado,041,El Paso County -CO,08,Colorado,043,Fremont County -CO,08,Colorado,045,Garfield County -CO,08,Colorado,047,Gilpin County -CO,08,Colorado,049,Grand County -CO,08,Colorado,051,Gunnison County -CO,08,Colorado,053,Hinsdale County -CO,08,Colorado,055,Huerfano County -CO,08,Colorado,057,Jackson County -CO,08,Colorado,059,Jefferson County -CO,08,Colorado,061,Kiowa County -CO,08,Colorado,063,Kit Carson County -CO,08,Colorado,065,Lake County -CO,08,Colorado,067,La Plata County -CO,08,Colorado,069,Larimer County -CO,08,Colorado,071,Las Animas County -CO,08,Colorado,073,Lincoln County -CO,08,Colorado,075,Logan County -CO,08,Colorado,077,Mesa County -CO,08,Colorado,079,Mineral County -CO,08,Colorado,081,Moffat County -CO,08,Colorado,083,Montezuma County -CO,08,Colorado,085,Montrose County -CO,08,Colorado,087,Morgan County -CO,08,Colorado,089,Otero County -CO,08,Colorado,091,Ouray County -CO,08,Colorado,093,Park County -CO,08,Colorado,095,Phillips County -CO,08,Colorado,097,Pitkin County -CO,08,Colorado,099,Prowers County -CO,08,Colorado,101,Pueblo County -CO,08,Colorado,103,Rio Blanco County -CO,08,Colorado,105,Rio Grande County -CO,08,Colorado,107,Routt County -CO,08,Colorado,109,Saguache County -CO,08,Colorado,111,San Juan County -CO,08,Colorado,113,San Miguel County -CO,08,Colorado,115,Sedgwick County -CO,08,Colorado,117,Summit County -CO,08,Colorado,119,Teller County -CO,08,Colorado,121,Washington County -CO,08,Colorado,123,Weld County -CO,08,Colorado,125,Yuma County -CT,09,Connecticut,001,Fairfield County -CT,09,Connecticut,003,Hartford County -CT,09,Connecticut,005,Litchfield County -CT,09,Connecticut,007,Middlesex County -CT,09,Connecticut,009,New Haven County -CT,09,Connecticut,011,New London County -CT,09,Connecticut,013,Tolland County -CT,09,Connecticut,015,Windham County -CT,09,Connecticut,110,Capitol -CT,09,Connecticut,120,Greater Bridgeport -CT,09,Connecticut,130,Lower Connecticut River Valley -CT,09,Connecticut,140,Naugatuck Valley -CT,09,Connecticut,150,Northeastern Connecticut -CT,09,Connecticut,160,Northwest Hills -CT,09,Connecticut,170,South Central Connecticut -CT,09,Connecticut,180,Southeastern Connecticut -CT,09,Connecticut,190,Western Connecticut -DE,10,Delaware,001,Kent County -DE,10,Delaware,003,New Castle County -DE,10,Delaware,005,Sussex County -DC,11,District of Columbia,001,District of Columbia -FL,12,Florida,001,Alachua County -FL,12,Florida,003,Baker County -FL,12,Florida,005,Bay County -FL,12,Florida,007,Bradford County -FL,12,Florida,009,Brevard County -FL,12,Florida,011,Broward County -FL,12,Florida,013,Calhoun County -FL,12,Florida,015,Charlotte County -FL,12,Florida,017,Citrus County -FL,12,Florida,019,Clay County -FL,12,Florida,021,Collier County -FL,12,Florida,023,Columbia County -FL,12,Florida,025,Dade County -FL,12,Florida,027,DeSoto County -FL,12,Florida,029,Dixie County -FL,12,Florida,031,Duval County -FL,12,Florida,033,Escambia County -FL,12,Florida,035,Flagler County -FL,12,Florida,037,Franklin County -FL,12,Florida,039,Gadsden County -FL,12,Florida,041,Gilchrist County -FL,12,Florida,043,Glades County -FL,12,Florida,045,Gulf County -FL,12,Florida,047,Hamilton County -FL,12,Florida,049,Hardee County -FL,12,Florida,051,Hendry County -FL,12,Florida,053,Hernando County -FL,12,Florida,055,Highlands County -FL,12,Florida,057,Hillsborough County -FL,12,Florida,059,Holmes County -FL,12,Florida,061,Indian River County -FL,12,Florida,063,Jackson County -FL,12,Florida,065,Jefferson County -FL,12,Florida,067,Lafayette County -FL,12,Florida,069,Lake County -FL,12,Florida,071,Lee County -FL,12,Florida,073,Leon County -FL,12,Florida,075,Levy County -FL,12,Florida,077,Liberty County -FL,12,Florida,079,Madison County -FL,12,Florida,081,Manatee County -FL,12,Florida,083,Marion County -FL,12,Florida,085,Martin County -FL,12,Florida,086,Miami-Dade County -FL,12,Florida,087,Monroe County -FL,12,Florida,089,Nassau County -FL,12,Florida,091,Okaloosa County -FL,12,Florida,093,Okeechobee County -FL,12,Florida,095,Orange County -FL,12,Florida,097,Osceola County -FL,12,Florida,099,Palm Beach County -FL,12,Florida,101,Pasco County -FL,12,Florida,103,Pinellas County -FL,12,Florida,105,Polk County -FL,12,Florida,107,Putnam County -FL,12,Florida,109,St. Johns County -FL,12,Florida,111,St. Lucie County -FL,12,Florida,113,Santa Rosa County -FL,12,Florida,115,Sarasota County -FL,12,Florida,117,Seminole County -FL,12,Florida,119,Sumter County -FL,12,Florida,121,Suwannee County -FL,12,Florida,123,Taylor County -FL,12,Florida,125,Union County -FL,12,Florida,127,Volusia County -FL,12,Florida,129,Wakulla County -FL,12,Florida,131,Walton County -FL,12,Florida,133,Washington County -GA,13,Georgia,001,Appling County -GA,13,Georgia,003,Atkinson County -GA,13,Georgia,005,Bacon County -GA,13,Georgia,007,Baker County -GA,13,Georgia,009,Baldwin County -GA,13,Georgia,011,Banks County -GA,13,Georgia,013,Barrow County -GA,13,Georgia,015,Bartow County -GA,13,Georgia,017,Ben Hill County -GA,13,Georgia,019,Berrien County -GA,13,Georgia,021,Bibb County -GA,13,Georgia,023,Bleckley County -GA,13,Georgia,025,Brantley County -GA,13,Georgia,027,Brooks County -GA,13,Georgia,029,Bryan County -GA,13,Georgia,031,Bulloch County -GA,13,Georgia,033,Burke County -GA,13,Georgia,035,Butts County -GA,13,Georgia,037,Calhoun County -GA,13,Georgia,039,Camden County -GA,13,Georgia,043,Candler County -GA,13,Georgia,045,Carroll County -GA,13,Georgia,047,Catoosa County -GA,13,Georgia,049,Charlton County -GA,13,Georgia,051,Chatham County -GA,13,Georgia,053,Chattahoochee County -GA,13,Georgia,055,Chattooga County -GA,13,Georgia,057,Cherokee County -GA,13,Georgia,059,Clarke County -GA,13,Georgia,061,Clay County -GA,13,Georgia,063,Clayton County -GA,13,Georgia,065,Clinch County -GA,13,Georgia,067,Cobb County -GA,13,Georgia,069,Coffee County -GA,13,Georgia,071,Colquitt County -GA,13,Georgia,073,Columbia County -GA,13,Georgia,075,Cook County -GA,13,Georgia,077,Coweta County -GA,13,Georgia,079,Crawford County -GA,13,Georgia,081,Crisp County -GA,13,Georgia,083,Dade County -GA,13,Georgia,085,Dawson County -GA,13,Georgia,087,Decatur County -GA,13,Georgia,089,DeKalb County -GA,13,Georgia,091,Dodge County -GA,13,Georgia,093,Dooly County -GA,13,Georgia,095,Dougherty County -GA,13,Georgia,097,Douglas County -GA,13,Georgia,099,Early County -GA,13,Georgia,101,Echols County -GA,13,Georgia,103,Effingham County -GA,13,Georgia,105,Elbert County -GA,13,Georgia,107,Emanuel County -GA,13,Georgia,109,Evans County -GA,13,Georgia,111,Fannin County -GA,13,Georgia,113,Fayette County -GA,13,Georgia,115,Floyd County -GA,13,Georgia,117,Forsyth County -GA,13,Georgia,119,Franklin County -GA,13,Georgia,121,Fulton County -GA,13,Georgia,123,Gilmer County -GA,13,Georgia,125,Glascock County -GA,13,Georgia,127,Glynn County -GA,13,Georgia,129,Gordon County -GA,13,Georgia,131,Grady County -GA,13,Georgia,133,Greene County -GA,13,Georgia,135,Gwinnett County -GA,13,Georgia,137,Habersham County -GA,13,Georgia,139,Hall County -GA,13,Georgia,141,Hancock County -GA,13,Georgia,143,Haralson County -GA,13,Georgia,145,Harris County -GA,13,Georgia,147,Hart County -GA,13,Georgia,149,Heard County -GA,13,Georgia,151,Henry County -GA,13,Georgia,153,Houston County -GA,13,Georgia,155,Irwin County -GA,13,Georgia,157,Jackson County -GA,13,Georgia,159,Jasper County -GA,13,Georgia,161,Jeff Davis County -GA,13,Georgia,163,Jefferson County -GA,13,Georgia,165,Jenkins County -GA,13,Georgia,167,Johnson County -GA,13,Georgia,169,Jones County -GA,13,Georgia,171,Lamar County -GA,13,Georgia,173,Lanier County -GA,13,Georgia,175,Laurens County -GA,13,Georgia,177,Lee County -GA,13,Georgia,179,Liberty County -GA,13,Georgia,181,Lincoln County -GA,13,Georgia,183,Long County -GA,13,Georgia,185,Lowndes County -GA,13,Georgia,187,Lumpkin County -GA,13,Georgia,189,McDuffie County -GA,13,Georgia,191,McIntosh County -GA,13,Georgia,193,Macon County -GA,13,Georgia,195,Madison County -GA,13,Georgia,197,Marion County -GA,13,Georgia,199,Meriwether County -GA,13,Georgia,201,Miller County -GA,13,Georgia,205,Mitchell County -GA,13,Georgia,207,Monroe County -GA,13,Georgia,209,Montgomery County -GA,13,Georgia,211,Morgan County -GA,13,Georgia,213,Murray County -GA,13,Georgia,215,Muscogee County -GA,13,Georgia,217,Newton County -GA,13,Georgia,219,Oconee County -GA,13,Georgia,221,Oglethorpe County -GA,13,Georgia,223,Paulding County -GA,13,Georgia,225,Peach County -GA,13,Georgia,227,Pickens County -GA,13,Georgia,229,Pierce County -GA,13,Georgia,231,Pike County -GA,13,Georgia,233,Polk County -GA,13,Georgia,235,Pulaski County -GA,13,Georgia,237,Putnam County -GA,13,Georgia,239,Quitman County -GA,13,Georgia,241,Rabun County -GA,13,Georgia,243,Randolph County -GA,13,Georgia,245,Richmond County -GA,13,Georgia,247,Rockdale County -GA,13,Georgia,249,Schley County -GA,13,Georgia,251,Screven County -GA,13,Georgia,253,Seminole County -GA,13,Georgia,255,Spalding County -GA,13,Georgia,257,Stephens County -GA,13,Georgia,259,Stewart County -GA,13,Georgia,261,Sumter County -GA,13,Georgia,263,Talbot County -GA,13,Georgia,265,Taliaferro County -GA,13,Georgia,267,Tattnall County -GA,13,Georgia,269,Taylor County -GA,13,Georgia,271,Telfair County -GA,13,Georgia,273,Terrell County -GA,13,Georgia,275,Thomas County -GA,13,Georgia,277,Tift County -GA,13,Georgia,279,Toombs County -GA,13,Georgia,281,Towns County -GA,13,Georgia,283,Treutlen County -GA,13,Georgia,285,Troup County -GA,13,Georgia,287,Turner County -GA,13,Georgia,289,Twiggs County -GA,13,Georgia,291,Union County -GA,13,Georgia,293,Upson County -GA,13,Georgia,295,Walker County -GA,13,Georgia,297,Walton County -GA,13,Georgia,299,Ware County -GA,13,Georgia,301,Warren County -GA,13,Georgia,303,Washington County -GA,13,Georgia,305,Wayne County -GA,13,Georgia,307,Webster County -GA,13,Georgia,309,Wheeler County -GA,13,Georgia,311,White County -GA,13,Georgia,313,Whitfield County -GA,13,Georgia,315,Wilcox County -GA,13,Georgia,317,Wilkes County -GA,13,Georgia,319,Wilkinson County -GA,13,Georgia,321,Worth County -HI,15,Hawaii,001,Hawaii County -HI,15,Hawaii,003,Honolulu County -HI,15,Hawaii,005,Kalawao County -HI,15,Hawaii,007,Kauai County -HI,15,Hawaii,009,Maui County -ID,16,Idaho,001,Ada County -ID,16,Idaho,003,Adams County -ID,16,Idaho,005,Bannock County -ID,16,Idaho,007,Bear Lake County -ID,16,Idaho,009,Benewah County -ID,16,Idaho,011,Bingham County -ID,16,Idaho,013,Blaine County -ID,16,Idaho,015,Boise County -ID,16,Idaho,017,Bonner County -ID,16,Idaho,019,Bonneville County -ID,16,Idaho,021,Boundary County -ID,16,Idaho,023,Butte County -ID,16,Idaho,025,Camas County -ID,16,Idaho,027,Canyon County -ID,16,Idaho,029,Caribou County -ID,16,Idaho,031,Cassia County -ID,16,Idaho,033,Clark County -ID,16,Idaho,035,Clearwater County -ID,16,Idaho,037,Custer County -ID,16,Idaho,039,Elmore County -ID,16,Idaho,041,Franklin County -ID,16,Idaho,043,Fremont County -ID,16,Idaho,045,Gem County -ID,16,Idaho,047,Gooding County -ID,16,Idaho,049,Idaho County -ID,16,Idaho,051,Jefferson County -ID,16,Idaho,053,Jerome County -ID,16,Idaho,055,Kootenai County -ID,16,Idaho,057,Latah County -ID,16,Idaho,059,Lemhi County -ID,16,Idaho,061,Lewis County -ID,16,Idaho,063,Lincoln County -ID,16,Idaho,065,Madison County -ID,16,Idaho,067,Minidoka County -ID,16,Idaho,069,Nez Perce County -ID,16,Idaho,071,Oneida County -ID,16,Idaho,073,Owyhee County -ID,16,Idaho,075,Payette County -ID,16,Idaho,077,Power County -ID,16,Idaho,079,Shoshone County -ID,16,Idaho,081,Teton County -ID,16,Idaho,083,Twin Falls County -ID,16,Idaho,085,Valley County -ID,16,Idaho,087,Washington County -IL,17,Illinois,001,Adams County -IL,17,Illinois,003,Alexander County -IL,17,Illinois,005,Bond County -IL,17,Illinois,007,Boone County -IL,17,Illinois,009,Brown County -IL,17,Illinois,011,Bureau County -IL,17,Illinois,013,Calhoun County -IL,17,Illinois,015,Carroll County -IL,17,Illinois,017,Cass County -IL,17,Illinois,019,Champaign County -IL,17,Illinois,021,Christian County -IL,17,Illinois,023,Clark County -IL,17,Illinois,025,Clay County -IL,17,Illinois,027,Clinton County -IL,17,Illinois,029,Coles County -IL,17,Illinois,031,Cook County -IL,17,Illinois,033,Crawford County -IL,17,Illinois,035,Cumberland County -IL,17,Illinois,037,DeKalb County -IL,17,Illinois,039,De Witt County -IL,17,Illinois,041,Douglas County -IL,17,Illinois,043,DuPage County -IL,17,Illinois,045,Edgar County -IL,17,Illinois,047,Edwards County -IL,17,Illinois,049,Effingham County -IL,17,Illinois,051,Fayette County -IL,17,Illinois,053,Ford County -IL,17,Illinois,055,Franklin County -IL,17,Illinois,057,Fulton County -IL,17,Illinois,059,Gallatin County -IL,17,Illinois,061,Greene County -IL,17,Illinois,063,Grundy County -IL,17,Illinois,065,Hamilton County -IL,17,Illinois,067,Hancock County -IL,17,Illinois,069,Hardin County -IL,17,Illinois,071,Henderson County -IL,17,Illinois,073,Henry County -IL,17,Illinois,075,Iroquois County -IL,17,Illinois,077,Jackson County -IL,17,Illinois,079,Jasper County -IL,17,Illinois,081,Jefferson County -IL,17,Illinois,083,Jersey County -IL,17,Illinois,085,Jo Daviess County -IL,17,Illinois,087,Johnson County -IL,17,Illinois,089,Kane County -IL,17,Illinois,091,Kankakee County -IL,17,Illinois,093,Kendall County -IL,17,Illinois,095,Knox County -IL,17,Illinois,097,Lake County -IL,17,Illinois,099,LaSalle County -IL,17,Illinois,101,Lawrence County -IL,17,Illinois,103,Lee County -IL,17,Illinois,105,Livingston County -IL,17,Illinois,107,Logan County -IL,17,Illinois,109,McDonough County -IL,17,Illinois,111,McHenry County -IL,17,Illinois,113,McLean County -IL,17,Illinois,115,Macon County -IL,17,Illinois,117,Macoupin County -IL,17,Illinois,119,Madison County -IL,17,Illinois,121,Marion County -IL,17,Illinois,123,Marshall County -IL,17,Illinois,125,Mason County -IL,17,Illinois,127,Massac County -IL,17,Illinois,129,Menard County -IL,17,Illinois,131,Mercer County -IL,17,Illinois,133,Monroe County -IL,17,Illinois,135,Montgomery County -IL,17,Illinois,137,Morgan County -IL,17,Illinois,139,Moultrie County -IL,17,Illinois,141,Ogle County -IL,17,Illinois,143,Peoria County -IL,17,Illinois,145,Perry County -IL,17,Illinois,147,Piatt County -IL,17,Illinois,149,Pike County -IL,17,Illinois,151,Pope County -IL,17,Illinois,153,Pulaski County -IL,17,Illinois,155,Putnam County -IL,17,Illinois,157,Randolph County -IL,17,Illinois,159,Richland County -IL,17,Illinois,161,Rock Island County -IL,17,Illinois,163,St. Clair County -IL,17,Illinois,165,Saline County -IL,17,Illinois,167,Sangamon County -IL,17,Illinois,169,Schuyler County -IL,17,Illinois,171,Scott County -IL,17,Illinois,173,Shelby County -IL,17,Illinois,175,Stark County -IL,17,Illinois,177,Stephenson County -IL,17,Illinois,179,Tazewell County -IL,17,Illinois,181,Union County -IL,17,Illinois,183,Vermilion County -IL,17,Illinois,185,Wabash County -IL,17,Illinois,187,Warren County -IL,17,Illinois,189,Washington County -IL,17,Illinois,191,Wayne County -IL,17,Illinois,193,White County -IL,17,Illinois,195,Whiteside County -IL,17,Illinois,197,Will County -IL,17,Illinois,199,Williamson County -IL,17,Illinois,201,Winnebago County -IL,17,Illinois,203,Woodford County -IN,18,Indiana,001,Adams County -IN,18,Indiana,003,Allen County -IN,18,Indiana,005,Bartholomew County -IN,18,Indiana,007,Benton County -IN,18,Indiana,009,Blackford County -IN,18,Indiana,011,Boone County -IN,18,Indiana,013,Brown County -IN,18,Indiana,015,Carroll County -IN,18,Indiana,017,Cass County -IN,18,Indiana,019,Clark County -IN,18,Indiana,021,Clay County -IN,18,Indiana,023,Clinton County -IN,18,Indiana,025,Crawford County -IN,18,Indiana,027,Daviess County -IN,18,Indiana,029,Dearborn County -IN,18,Indiana,031,Decatur County -IN,18,Indiana,033,DeKalb County -IN,18,Indiana,035,Delaware County -IN,18,Indiana,037,Dubois County -IN,18,Indiana,039,Elkhart County -IN,18,Indiana,041,Fayette County -IN,18,Indiana,043,Floyd County -IN,18,Indiana,045,Fountain County -IN,18,Indiana,047,Franklin County -IN,18,Indiana,049,Fulton County -IN,18,Indiana,051,Gibson County -IN,18,Indiana,053,Grant County -IN,18,Indiana,055,Greene County -IN,18,Indiana,057,Hamilton County -IN,18,Indiana,059,Hancock County -IN,18,Indiana,061,Harrison County -IN,18,Indiana,063,Hendricks County -IN,18,Indiana,065,Henry County -IN,18,Indiana,067,Howard County -IN,18,Indiana,069,Huntington County -IN,18,Indiana,071,Jackson County -IN,18,Indiana,073,Jasper County -IN,18,Indiana,075,Jay County -IN,18,Indiana,077,Jefferson County -IN,18,Indiana,079,Jennings County -IN,18,Indiana,081,Johnson County -IN,18,Indiana,083,Knox County -IN,18,Indiana,085,Kosciusko County -IN,18,Indiana,087,LaGrange County -IN,18,Indiana,089,Lake County -IN,18,Indiana,091,LaPorte County -IN,18,Indiana,093,Lawrence County -IN,18,Indiana,095,Madison County -IN,18,Indiana,097,Marion County -IN,18,Indiana,099,Marshall County -IN,18,Indiana,101,Martin County -IN,18,Indiana,103,Miami County -IN,18,Indiana,105,Monroe County -IN,18,Indiana,107,Montgomery County -IN,18,Indiana,109,Morgan County -IN,18,Indiana,111,Newton County -IN,18,Indiana,113,Noble County -IN,18,Indiana,115,Ohio County -IN,18,Indiana,117,Orange County -IN,18,Indiana,119,Owen County -IN,18,Indiana,121,Parke County -IN,18,Indiana,123,Perry County -IN,18,Indiana,125,Pike County -IN,18,Indiana,127,Porter County -IN,18,Indiana,129,Posey County -IN,18,Indiana,131,Pulaski County -IN,18,Indiana,133,Putnam County -IN,18,Indiana,135,Randolph County -IN,18,Indiana,137,Ripley County -IN,18,Indiana,139,Rush County -IN,18,Indiana,141,St. Joseph County -IN,18,Indiana,143,Scott County -IN,18,Indiana,145,Shelby County -IN,18,Indiana,147,Spencer County -IN,18,Indiana,149,Starke County -IN,18,Indiana,151,Steuben County -IN,18,Indiana,153,Sullivan County -IN,18,Indiana,155,Switzerland County -IN,18,Indiana,157,Tippecanoe County -IN,18,Indiana,159,Tipton County -IN,18,Indiana,161,Union County -IN,18,Indiana,163,Vanderburgh County -IN,18,Indiana,165,Vermillion County -IN,18,Indiana,167,Vigo County -IN,18,Indiana,169,Wabash County -IN,18,Indiana,171,Warren County -IN,18,Indiana,173,Warrick County -IN,18,Indiana,175,Washington County -IN,18,Indiana,177,Wayne County -IN,18,Indiana,179,Wells County -IN,18,Indiana,181,White County -IN,18,Indiana,183,Whitley County -IA,19,Iowa,001,Adair County -IA,19,Iowa,003,Adams County -IA,19,Iowa,005,Allamakee County -IA,19,Iowa,007,Appanoose County -IA,19,Iowa,009,Audubon County -IA,19,Iowa,011,Benton County -IA,19,Iowa,013,Black Hawk County -IA,19,Iowa,015,Boone County -IA,19,Iowa,017,Bremer County -IA,19,Iowa,019,Buchanan County -IA,19,Iowa,021,Buena Vista County -IA,19,Iowa,023,Butler County -IA,19,Iowa,025,Calhoun County -IA,19,Iowa,027,Carroll County -IA,19,Iowa,029,Cass County -IA,19,Iowa,031,Cedar County -IA,19,Iowa,033,Cerro Gordo County -IA,19,Iowa,035,Cherokee County -IA,19,Iowa,037,Chickasaw County -IA,19,Iowa,039,Clarke County -IA,19,Iowa,041,Clay County -IA,19,Iowa,043,Clayton County -IA,19,Iowa,045,Clinton County -IA,19,Iowa,047,Crawford County -IA,19,Iowa,049,Dallas County -IA,19,Iowa,051,Davis County -IA,19,Iowa,053,Decatur County -IA,19,Iowa,055,Delaware County -IA,19,Iowa,057,Des Moines County -IA,19,Iowa,059,Dickinson County -IA,19,Iowa,061,Dubuque County -IA,19,Iowa,063,Emmet County -IA,19,Iowa,065,Fayette County -IA,19,Iowa,067,Floyd County -IA,19,Iowa,069,Franklin County -IA,19,Iowa,071,Fremont County -IA,19,Iowa,073,Greene County -IA,19,Iowa,075,Grundy County -IA,19,Iowa,077,Guthrie County -IA,19,Iowa,079,Hamilton County -IA,19,Iowa,081,Hancock County -IA,19,Iowa,083,Hardin County -IA,19,Iowa,085,Harrison County -IA,19,Iowa,087,Henry County -IA,19,Iowa,089,Howard County -IA,19,Iowa,091,Humboldt County -IA,19,Iowa,093,Ida County -IA,19,Iowa,095,Iowa County -IA,19,Iowa,097,Jackson County -IA,19,Iowa,099,Jasper County -IA,19,Iowa,101,Jefferson County -IA,19,Iowa,103,Johnson County -IA,19,Iowa,105,Jones County -IA,19,Iowa,107,Keokuk County -IA,19,Iowa,109,Kossuth County -IA,19,Iowa,111,Lee County -IA,19,Iowa,113,Linn County -IA,19,Iowa,115,Louisa County -IA,19,Iowa,117,Lucas County -IA,19,Iowa,119,Lyon County -IA,19,Iowa,121,Madison County -IA,19,Iowa,123,Mahaska County -IA,19,Iowa,125,Marion County -IA,19,Iowa,127,Marshall County -IA,19,Iowa,129,Mills County -IA,19,Iowa,131,Mitchell County -IA,19,Iowa,133,Monona County -IA,19,Iowa,135,Monroe County -IA,19,Iowa,137,Montgomery County -IA,19,Iowa,139,Muscatine County -IA,19,Iowa,141,O'Brien County -IA,19,Iowa,143,Osceola County -IA,19,Iowa,145,Page County -IA,19,Iowa,147,Palo Alto County -IA,19,Iowa,149,Plymouth County -IA,19,Iowa,151,Pocahontas County -IA,19,Iowa,153,Polk County -IA,19,Iowa,155,Pottawattamie County -IA,19,Iowa,157,Poweshiek County -IA,19,Iowa,159,Ringgold County -IA,19,Iowa,161,Sac County -IA,19,Iowa,163,Scott County -IA,19,Iowa,165,Shelby County -IA,19,Iowa,167,Sioux County -IA,19,Iowa,169,Story County -IA,19,Iowa,171,Tama County -IA,19,Iowa,173,Taylor County -IA,19,Iowa,175,Union County -IA,19,Iowa,177,Van Buren County -IA,19,Iowa,179,Wapello County -IA,19,Iowa,181,Warren County -IA,19,Iowa,183,Washington County -IA,19,Iowa,185,Wayne County -IA,19,Iowa,187,Webster County -IA,19,Iowa,189,Winnebago County -IA,19,Iowa,191,Winneshiek County -IA,19,Iowa,193,Woodbury County -IA,19,Iowa,195,Worth County -IA,19,Iowa,197,Wright County -KS,20,Kansas,001,Allen County -KS,20,Kansas,003,Anderson County -KS,20,Kansas,005,Atchison County -KS,20,Kansas,007,Barber County -KS,20,Kansas,009,Barton County -KS,20,Kansas,011,Bourbon County -KS,20,Kansas,013,Brown County -KS,20,Kansas,015,Butler County -KS,20,Kansas,017,Chase County -KS,20,Kansas,019,Chautauqua County -KS,20,Kansas,021,Cherokee County -KS,20,Kansas,023,Cheyenne County -KS,20,Kansas,025,Clark County -KS,20,Kansas,027,Clay County -KS,20,Kansas,029,Cloud County -KS,20,Kansas,031,Coffey County -KS,20,Kansas,033,Comanche County -KS,20,Kansas,035,Cowley County -KS,20,Kansas,037,Crawford County -KS,20,Kansas,039,Decatur County -KS,20,Kansas,041,Dickinson County -KS,20,Kansas,043,Doniphan County -KS,20,Kansas,045,Douglas County -KS,20,Kansas,047,Edwards County -KS,20,Kansas,049,Elk County -KS,20,Kansas,051,Ellis County -KS,20,Kansas,053,Ellsworth County -KS,20,Kansas,055,Finney County -KS,20,Kansas,057,Ford County -KS,20,Kansas,059,Franklin County -KS,20,Kansas,061,Geary County -KS,20,Kansas,063,Gove County -KS,20,Kansas,065,Graham County -KS,20,Kansas,067,Grant County -KS,20,Kansas,069,Gray County -KS,20,Kansas,071,Greeley County -KS,20,Kansas,073,Greenwood County -KS,20,Kansas,075,Hamilton County -KS,20,Kansas,077,Harper County -KS,20,Kansas,079,Harvey County -KS,20,Kansas,081,Haskell County -KS,20,Kansas,083,Hodgeman County -KS,20,Kansas,085,Jackson County -KS,20,Kansas,087,Jefferson County -KS,20,Kansas,089,Jewell County -KS,20,Kansas,091,Johnson County -KS,20,Kansas,093,Kearny County -KS,20,Kansas,095,Kingman County -KS,20,Kansas,097,Kiowa County -KS,20,Kansas,099,Labette County -KS,20,Kansas,101,Lane County -KS,20,Kansas,103,Leavenworth County -KS,20,Kansas,105,Lincoln County -KS,20,Kansas,107,Linn County -KS,20,Kansas,109,Logan County -KS,20,Kansas,111,Lyon County -KS,20,Kansas,113,McPherson County -KS,20,Kansas,115,Marion County -KS,20,Kansas,117,Marshall County -KS,20,Kansas,119,Meade County -KS,20,Kansas,121,Miami County -KS,20,Kansas,123,Mitchell County -KS,20,Kansas,125,Montgomery County -KS,20,Kansas,127,Morris County -KS,20,Kansas,129,Morton County -KS,20,Kansas,131,Nemaha County -KS,20,Kansas,133,Neosho County -KS,20,Kansas,135,Ness County -KS,20,Kansas,137,Norton County -KS,20,Kansas,139,Osage County -KS,20,Kansas,141,Osborne County -KS,20,Kansas,143,Ottawa County -KS,20,Kansas,145,Pawnee County -KS,20,Kansas,147,Phillips County -KS,20,Kansas,149,Pottawatomie County -KS,20,Kansas,151,Pratt County -KS,20,Kansas,153,Rawlins County -KS,20,Kansas,155,Reno County -KS,20,Kansas,157,Republic County -KS,20,Kansas,159,Rice County -KS,20,Kansas,161,Riley County -KS,20,Kansas,163,Rooks County -KS,20,Kansas,165,Rush County -KS,20,Kansas,167,Russell County -KS,20,Kansas,169,Saline County -KS,20,Kansas,171,Scott County -KS,20,Kansas,173,Sedgwick County -KS,20,Kansas,175,Seward County -KS,20,Kansas,177,Shawnee County -KS,20,Kansas,179,Sheridan County -KS,20,Kansas,181,Sherman County -KS,20,Kansas,183,Smith County -KS,20,Kansas,185,Stafford County -KS,20,Kansas,187,Stanton County -KS,20,Kansas,189,Stevens County -KS,20,Kansas,191,Sumner County -KS,20,Kansas,193,Thomas County -KS,20,Kansas,195,Trego County -KS,20,Kansas,197,Wabaunsee County -KS,20,Kansas,199,Wallace County -KS,20,Kansas,201,Washington County -KS,20,Kansas,203,Wichita County -KS,20,Kansas,205,Wilson County -KS,20,Kansas,207,Woodson County -KS,20,Kansas,209,Wyandotte County -KY,21,Kentucky,001,Adair County -KY,21,Kentucky,003,Allen County -KY,21,Kentucky,005,Anderson County -KY,21,Kentucky,007,Ballard County -KY,21,Kentucky,009,Barren County -KY,21,Kentucky,011,Bath County -KY,21,Kentucky,013,Bell County -KY,21,Kentucky,015,Boone County -KY,21,Kentucky,017,Bourbon County -KY,21,Kentucky,019,Boyd County -KY,21,Kentucky,021,Boyle County -KY,21,Kentucky,023,Bracken County -KY,21,Kentucky,025,Breathitt County -KY,21,Kentucky,027,Breckinridge County -KY,21,Kentucky,029,Bullitt County -KY,21,Kentucky,031,Butler County -KY,21,Kentucky,033,Caldwell County -KY,21,Kentucky,035,Calloway County -KY,21,Kentucky,037,Campbell County -KY,21,Kentucky,039,Carlisle County -KY,21,Kentucky,041,Carroll County -KY,21,Kentucky,043,Carter County -KY,21,Kentucky,045,Casey County -KY,21,Kentucky,047,Christian County -KY,21,Kentucky,049,Clark County -KY,21,Kentucky,051,Clay County -KY,21,Kentucky,053,Clinton County -KY,21,Kentucky,055,Crittenden County -KY,21,Kentucky,057,Cumberland County -KY,21,Kentucky,059,Daviess County -KY,21,Kentucky,061,Edmonson County -KY,21,Kentucky,063,Elliott County -KY,21,Kentucky,065,Estill County -KY,21,Kentucky,067,Fayette County -KY,21,Kentucky,069,Fleming County -KY,21,Kentucky,071,Floyd County -KY,21,Kentucky,073,Franklin County -KY,21,Kentucky,075,Fulton County -KY,21,Kentucky,077,Gallatin County -KY,21,Kentucky,079,Garrard County -KY,21,Kentucky,081,Grant County -KY,21,Kentucky,083,Graves County -KY,21,Kentucky,085,Grayson County -KY,21,Kentucky,087,Green County -KY,21,Kentucky,089,Greenup County -KY,21,Kentucky,091,Hancock County -KY,21,Kentucky,093,Hardin County -KY,21,Kentucky,095,Harlan County -KY,21,Kentucky,097,Harrison County -KY,21,Kentucky,099,Hart County -KY,21,Kentucky,101,Henderson County -KY,21,Kentucky,103,Henry County -KY,21,Kentucky,105,Hickman County -KY,21,Kentucky,107,Hopkins County -KY,21,Kentucky,109,Jackson County -KY,21,Kentucky,111,Jefferson County -KY,21,Kentucky,113,Jessamine County -KY,21,Kentucky,115,Johnson County -KY,21,Kentucky,117,Kenton County -KY,21,Kentucky,119,Knott County -KY,21,Kentucky,121,Knox County -KY,21,Kentucky,123,Larue County -KY,21,Kentucky,125,Laurel County -KY,21,Kentucky,127,Lawrence County -KY,21,Kentucky,129,Lee County -KY,21,Kentucky,131,Leslie County -KY,21,Kentucky,133,Letcher County -KY,21,Kentucky,135,Lewis County -KY,21,Kentucky,137,Lincoln County -KY,21,Kentucky,139,Livingston County -KY,21,Kentucky,141,Logan County -KY,21,Kentucky,143,Lyon County -KY,21,Kentucky,145,McCracken County -KY,21,Kentucky,147,McCreary County -KY,21,Kentucky,149,McLean County -KY,21,Kentucky,151,Madison County -KY,21,Kentucky,153,Magoffin County -KY,21,Kentucky,155,Marion County -KY,21,Kentucky,157,Marshall County -KY,21,Kentucky,159,Martin County -KY,21,Kentucky,161,Mason County -KY,21,Kentucky,163,Meade County -KY,21,Kentucky,165,Menifee County -KY,21,Kentucky,167,Mercer County -KY,21,Kentucky,169,Metcalfe County -KY,21,Kentucky,171,Monroe County -KY,21,Kentucky,173,Montgomery County -KY,21,Kentucky,175,Morgan County -KY,21,Kentucky,177,Muhlenberg County -KY,21,Kentucky,179,Nelson County -KY,21,Kentucky,181,Nicholas County -KY,21,Kentucky,183,Ohio County -KY,21,Kentucky,185,Oldham County -KY,21,Kentucky,187,Owen County -KY,21,Kentucky,189,Owsley County -KY,21,Kentucky,191,Pendleton County -KY,21,Kentucky,193,Perry County -KY,21,Kentucky,195,Pike County -KY,21,Kentucky,197,Powell County -KY,21,Kentucky,199,Pulaski County -KY,21,Kentucky,201,Robertson County -KY,21,Kentucky,203,Rockcastle County -KY,21,Kentucky,205,Rowan County -KY,21,Kentucky,207,Russell County -KY,21,Kentucky,209,Scott County -KY,21,Kentucky,211,Shelby County -KY,21,Kentucky,213,Simpson County -KY,21,Kentucky,215,Spencer County -KY,21,Kentucky,217,Taylor County -KY,21,Kentucky,219,Todd County -KY,21,Kentucky,221,Trigg County -KY,21,Kentucky,223,Trimble County -KY,21,Kentucky,225,Union County -KY,21,Kentucky,227,Warren County -KY,21,Kentucky,229,Washington County -KY,21,Kentucky,231,Wayne County -KY,21,Kentucky,233,Webster County -KY,21,Kentucky,235,Whitley County -KY,21,Kentucky,237,Wolfe County -KY,21,Kentucky,239,Woodford County -LA,22,Louisiana,001,Acadia Parish -LA,22,Louisiana,003,Allen Parish -LA,22,Louisiana,005,Ascension Parish -LA,22,Louisiana,007,Assumption Parish -LA,22,Louisiana,009,Avoyelles Parish -LA,22,Louisiana,011,Beauregard Parish -LA,22,Louisiana,013,Bienville Parish -LA,22,Louisiana,015,Bossier Parish -LA,22,Louisiana,017,Caddo Parish -LA,22,Louisiana,019,Calcasieu Parish -LA,22,Louisiana,021,Caldwell Parish -LA,22,Louisiana,023,Cameron Parish -LA,22,Louisiana,025,Catahoula Parish -LA,22,Louisiana,027,Claiborne Parish -LA,22,Louisiana,029,Concordia Parish -LA,22,Louisiana,031,De Soto Parish -LA,22,Louisiana,033,East Baton Rouge Parish -LA,22,Louisiana,035,East Carroll Parish -LA,22,Louisiana,037,East Feliciana Parish -LA,22,Louisiana,039,Evangeline Parish -LA,22,Louisiana,041,Franklin Parish -LA,22,Louisiana,043,Grant Parish -LA,22,Louisiana,045,Iberia Parish -LA,22,Louisiana,047,Iberville Parish -LA,22,Louisiana,049,Jackson Parish -LA,22,Louisiana,051,Jefferson Parish -LA,22,Louisiana,053,Jefferson Davis Parish -LA,22,Louisiana,055,Lafayette Parish -LA,22,Louisiana,057,Lafourche Parish -LA,22,Louisiana,059,La Salle Parish -LA,22,Louisiana,061,Lincoln Parish -LA,22,Louisiana,063,Livingston Parish -LA,22,Louisiana,065,Madison Parish -LA,22,Louisiana,067,Morehouse Parish -LA,22,Louisiana,069,Natchitoches Parish -LA,22,Louisiana,071,Orleans Parish -LA,22,Louisiana,073,Ouachita Parish -LA,22,Louisiana,075,Plaquemines Parish -LA,22,Louisiana,077,Pointe Coupee Parish -LA,22,Louisiana,079,Rapides Parish -LA,22,Louisiana,081,Red River Parish -LA,22,Louisiana,083,Richland Parish -LA,22,Louisiana,085,Sabine Parish -LA,22,Louisiana,087,St. Bernard Parish -LA,22,Louisiana,089,St. Charles Parish -LA,22,Louisiana,091,St. Helena Parish -LA,22,Louisiana,093,St. James Parish -LA,22,Louisiana,095,St. John the Baptist Parish -LA,22,Louisiana,097,St. Landry Parish -LA,22,Louisiana,099,St. Martin Parish -LA,22,Louisiana,101,St. Mary Parish -LA,22,Louisiana,103,St. Tammany Parish -LA,22,Louisiana,105,Tangipahoa Parish -LA,22,Louisiana,107,Tensas Parish -LA,22,Louisiana,109,Terrebonne Parish -LA,22,Louisiana,111,Union Parish -LA,22,Louisiana,113,Vermilion Parish -LA,22,Louisiana,115,Vernon Parish -LA,22,Louisiana,117,Washington Parish -LA,22,Louisiana,119,Webster Parish -LA,22,Louisiana,121,West Baton Rouge Parish -LA,22,Louisiana,123,West Carroll Parish -LA,22,Louisiana,125,West Feliciana Parish -LA,22,Louisiana,127,Winn Parish -ME,23,Maine,001,Androscoggin County -ME,23,Maine,003,Aroostook County -ME,23,Maine,005,Cumberland County -ME,23,Maine,007,Franklin County -ME,23,Maine,009,Hancock County -ME,23,Maine,011,Kennebec County -ME,23,Maine,013,Knox County -ME,23,Maine,015,Lincoln County -ME,23,Maine,017,Oxford County -ME,23,Maine,019,Penobscot County -ME,23,Maine,021,Piscataquis County -ME,23,Maine,023,Sagadahoc County -ME,23,Maine,025,Somerset County -ME,23,Maine,027,Waldo County -ME,23,Maine,029,Washington County -ME,23,Maine,031,York County -MD,24,Maryland,001,Allegany County -MD,24,Maryland,003,Anne Arundel County -MD,24,Maryland,005,Baltimore County -MD,24,Maryland,009,Calvert County -MD,24,Maryland,011,Caroline County -MD,24,Maryland,013,Carroll County -MD,24,Maryland,015,Cecil County -MD,24,Maryland,017,Charles County -MD,24,Maryland,019,Dorchester County -MD,24,Maryland,021,Frederick County -MD,24,Maryland,023,Garrett County -MD,24,Maryland,025,Harford County -MD,24,Maryland,027,Howard County -MD,24,Maryland,029,Kent County -MD,24,Maryland,031,Montgomery County -MD,24,Maryland,033,Prince George's County -MD,24,Maryland,035,Queen Anne's County -MD,24,Maryland,037,St. Mary's County -MD,24,Maryland,039,Somerset County -MD,24,Maryland,041,Talbot County -MD,24,Maryland,043,Washington County -MD,24,Maryland,045,Wicomico County -MD,24,Maryland,047,Worcester County -MD,24,Maryland,510,Baltimore city -MA,25,Massachusetts,001,Barnstable County -MA,25,Massachusetts,003,Berkshire County -MA,25,Massachusetts,005,Bristol County -MA,25,Massachusetts,007,Dukes County -MA,25,Massachusetts,009,Essex County -MA,25,Massachusetts,011,Franklin County -MA,25,Massachusetts,013,Hampden County -MA,25,Massachusetts,015,Hampshire County -MA,25,Massachusetts,017,Middlesex County -MA,25,Massachusetts,019,Nantucket County -MA,25,Massachusetts,021,Norfolk County -MA,25,Massachusetts,023,Plymouth County -MA,25,Massachusetts,025,Suffolk County -MA,25,Massachusetts,027,Worcester County -MI,26,Michigan,001,Alcona County -MI,26,Michigan,003,Alger County -MI,26,Michigan,005,Allegan County -MI,26,Michigan,007,Alpena County -MI,26,Michigan,009,Antrim County -MI,26,Michigan,011,Arenac County -MI,26,Michigan,013,Baraga County -MI,26,Michigan,015,Barry County -MI,26,Michigan,017,Bay County -MI,26,Michigan,019,Benzie County -MI,26,Michigan,021,Berrien County -MI,26,Michigan,023,Branch County -MI,26,Michigan,025,Calhoun County -MI,26,Michigan,027,Cass County -MI,26,Michigan,029,Charlevoix County -MI,26,Michigan,031,Cheboygan County -MI,26,Michigan,033,Chippewa County -MI,26,Michigan,035,Clare County -MI,26,Michigan,037,Clinton County -MI,26,Michigan,039,Crawford County -MI,26,Michigan,041,Delta County -MI,26,Michigan,043,Dickinson County -MI,26,Michigan,045,Eaton County -MI,26,Michigan,047,Emmet County -MI,26,Michigan,049,Genesee County -MI,26,Michigan,051,Gladwin County -MI,26,Michigan,053,Gogebic County -MI,26,Michigan,055,Grand Traverse County -MI,26,Michigan,057,Gratiot County -MI,26,Michigan,059,Hillsdale County -MI,26,Michigan,061,Houghton County -MI,26,Michigan,063,Huron County -MI,26,Michigan,065,Ingham County -MI,26,Michigan,067,Ionia County -MI,26,Michigan,069,Iosco County -MI,26,Michigan,071,Iron County -MI,26,Michigan,073,Isabella County -MI,26,Michigan,075,Jackson County -MI,26,Michigan,077,Kalamazoo County -MI,26,Michigan,079,Kalkaska County -MI,26,Michigan,081,Kent County -MI,26,Michigan,083,Keweenaw County -MI,26,Michigan,085,Lake County -MI,26,Michigan,087,Lapeer County -MI,26,Michigan,089,Leelanau County -MI,26,Michigan,091,Lenawee County -MI,26,Michigan,093,Livingston County -MI,26,Michigan,095,Luce County -MI,26,Michigan,097,Mackinac County -MI,26,Michigan,099,Macomb County -MI,26,Michigan,101,Manistee County -MI,26,Michigan,103,Marquette County -MI,26,Michigan,105,Mason County -MI,26,Michigan,107,Mecosta County -MI,26,Michigan,109,Menominee County -MI,26,Michigan,111,Midland County -MI,26,Michigan,113,Missaukee County -MI,26,Michigan,115,Monroe County -MI,26,Michigan,117,Montcalm County -MI,26,Michigan,119,Montmorency County -MI,26,Michigan,121,Muskegon County -MI,26,Michigan,123,Newaygo County -MI,26,Michigan,125,Oakland County -MI,26,Michigan,127,Oceana County -MI,26,Michigan,129,Ogemaw County -MI,26,Michigan,131,Ontonagon County -MI,26,Michigan,133,Osceola County -MI,26,Michigan,135,Oscoda County -MI,26,Michigan,137,Otsego County -MI,26,Michigan,139,Ottawa County -MI,26,Michigan,141,Presque Isle County -MI,26,Michigan,143,Roscommon County -MI,26,Michigan,145,Saginaw County -MI,26,Michigan,147,St. Clair County -MI,26,Michigan,149,St. Joseph County -MI,26,Michigan,151,Sanilac County -MI,26,Michigan,153,Schoolcraft County -MI,26,Michigan,155,Shiawassee County -MI,26,Michigan,157,Tuscola County -MI,26,Michigan,159,Van Buren County -MI,26,Michigan,161,Washtenaw County -MI,26,Michigan,163,Wayne County -MI,26,Michigan,165,Wexford County -MN,27,Minnesota,001,Aitkin County -MN,27,Minnesota,003,Anoka County -MN,27,Minnesota,005,Becker County -MN,27,Minnesota,007,Beltrami County -MN,27,Minnesota,009,Benton County -MN,27,Minnesota,011,Big Stone County -MN,27,Minnesota,013,Blue Earth County -MN,27,Minnesota,015,Brown County -MN,27,Minnesota,017,Carlton County -MN,27,Minnesota,019,Carver County -MN,27,Minnesota,021,Cass County -MN,27,Minnesota,023,Chippewa County -MN,27,Minnesota,025,Chisago County -MN,27,Minnesota,027,Clay County -MN,27,Minnesota,029,Clearwater County -MN,27,Minnesota,031,Cook County -MN,27,Minnesota,033,Cottonwood County -MN,27,Minnesota,035,Crow Wing County -MN,27,Minnesota,037,Dakota County -MN,27,Minnesota,039,Dodge County -MN,27,Minnesota,041,Douglas County -MN,27,Minnesota,043,Faribault County -MN,27,Minnesota,045,Fillmore County -MN,27,Minnesota,047,Freeborn County -MN,27,Minnesota,049,Goodhue County -MN,27,Minnesota,051,Grant County -MN,27,Minnesota,053,Hennepin County -MN,27,Minnesota,055,Houston County -MN,27,Minnesota,057,Hubbard County -MN,27,Minnesota,059,Isanti County -MN,27,Minnesota,061,Itasca County -MN,27,Minnesota,063,Jackson County -MN,27,Minnesota,065,Kanabec County -MN,27,Minnesota,067,Kandiyohi County -MN,27,Minnesota,069,Kittson County -MN,27,Minnesota,071,Koochiching County -MN,27,Minnesota,073,Lac qui Parle County -MN,27,Minnesota,075,Lake County -MN,27,Minnesota,077,Lake of the Woods County -MN,27,Minnesota,079,Le Sueur County -MN,27,Minnesota,081,Lincoln County -MN,27,Minnesota,083,Lyon County -MN,27,Minnesota,085,McLeod County -MN,27,Minnesota,087,Mahnomen County -MN,27,Minnesota,089,Marshall County -MN,27,Minnesota,091,Martin County -MN,27,Minnesota,093,Meeker County -MN,27,Minnesota,095,Mille Lacs County -MN,27,Minnesota,097,Morrison County -MN,27,Minnesota,099,Mower County -MN,27,Minnesota,101,Murray County -MN,27,Minnesota,103,Nicollet County -MN,27,Minnesota,105,Nobles County -MN,27,Minnesota,107,Norman County -MN,27,Minnesota,109,Olmsted County -MN,27,Minnesota,111,Otter Tail County -MN,27,Minnesota,113,Pennington County -MN,27,Minnesota,115,Pine County -MN,27,Minnesota,117,Pipestone County -MN,27,Minnesota,119,Polk County -MN,27,Minnesota,121,Pope County -MN,27,Minnesota,123,Ramsey County -MN,27,Minnesota,125,Red Lake County -MN,27,Minnesota,127,Redwood County -MN,27,Minnesota,129,Renville County -MN,27,Minnesota,131,Rice County -MN,27,Minnesota,133,Rock County -MN,27,Minnesota,135,Roseau County -MN,27,Minnesota,137,St. Louis County -MN,27,Minnesota,139,Scott County -MN,27,Minnesota,141,Sherburne County -MN,27,Minnesota,143,Sibley County -MN,27,Minnesota,145,Stearns County -MN,27,Minnesota,147,Steele County -MN,27,Minnesota,149,Stevens County -MN,27,Minnesota,151,Swift County -MN,27,Minnesota,153,Todd County -MN,27,Minnesota,155,Traverse County -MN,27,Minnesota,157,Wabasha County -MN,27,Minnesota,159,Wadena County -MN,27,Minnesota,161,Waseca County -MN,27,Minnesota,163,Washington County -MN,27,Minnesota,165,Watonwan County -MN,27,Minnesota,167,Wilkin County -MN,27,Minnesota,169,Winona County -MN,27,Minnesota,171,Wright County -MN,27,Minnesota,173,Yellow Medicine County -MS,28,Mississippi,001,Adams County -MS,28,Mississippi,003,Alcorn County -MS,28,Mississippi,005,Amite County -MS,28,Mississippi,007,Attala County -MS,28,Mississippi,009,Benton County -MS,28,Mississippi,011,Bolivar County -MS,28,Mississippi,013,Calhoun County -MS,28,Mississippi,015,Carroll County -MS,28,Mississippi,017,Chickasaw County -MS,28,Mississippi,019,Choctaw County -MS,28,Mississippi,021,Claiborne County -MS,28,Mississippi,023,Clarke County -MS,28,Mississippi,025,Clay County -MS,28,Mississippi,027,Coahoma County -MS,28,Mississippi,029,Copiah County -MS,28,Mississippi,031,Covington County -MS,28,Mississippi,033,DeSoto County -MS,28,Mississippi,035,Forrest County -MS,28,Mississippi,037,Franklin County -MS,28,Mississippi,039,George County -MS,28,Mississippi,041,Greene County -MS,28,Mississippi,043,Grenada County -MS,28,Mississippi,045,Hancock County -MS,28,Mississippi,047,Harrison County -MS,28,Mississippi,049,Hinds County -MS,28,Mississippi,051,Holmes County -MS,28,Mississippi,053,Humphreys County -MS,28,Mississippi,055,Issaquena County -MS,28,Mississippi,057,Itawamba County -MS,28,Mississippi,059,Jackson County -MS,28,Mississippi,061,Jasper County -MS,28,Mississippi,063,Jefferson County -MS,28,Mississippi,065,Jefferson Davis County -MS,28,Mississippi,067,Jones County -MS,28,Mississippi,069,Kemper County -MS,28,Mississippi,071,Lafayette County -MS,28,Mississippi,073,Lamar County -MS,28,Mississippi,075,Lauderdale County -MS,28,Mississippi,077,Lawrence County -MS,28,Mississippi,079,Leake County -MS,28,Mississippi,081,Lee County -MS,28,Mississippi,083,Leflore County -MS,28,Mississippi,085,Lincoln County -MS,28,Mississippi,087,Lowndes County -MS,28,Mississippi,089,Madison County -MS,28,Mississippi,091,Marion County -MS,28,Mississippi,093,Marshall County -MS,28,Mississippi,095,Monroe County -MS,28,Mississippi,097,Montgomery County -MS,28,Mississippi,099,Neshoba County -MS,28,Mississippi,101,Newton County -MS,28,Mississippi,103,Noxubee County -MS,28,Mississippi,105,Oktibbeha County -MS,28,Mississippi,107,Panola County -MS,28,Mississippi,109,Pearl River County -MS,28,Mississippi,111,Perry County -MS,28,Mississippi,113,Pike County -MS,28,Mississippi,115,Pontotoc County -MS,28,Mississippi,117,Prentiss County -MS,28,Mississippi,119,Quitman County -MS,28,Mississippi,121,Rankin County -MS,28,Mississippi,123,Scott County -MS,28,Mississippi,125,Sharkey County -MS,28,Mississippi,127,Simpson County -MS,28,Mississippi,129,Smith County -MS,28,Mississippi,131,Stone County -MS,28,Mississippi,133,Sunflower County -MS,28,Mississippi,135,Tallahatchie County -MS,28,Mississippi,137,Tate County -MS,28,Mississippi,139,Tippah County -MS,28,Mississippi,141,Tishomingo County -MS,28,Mississippi,143,Tunica County -MS,28,Mississippi,145,Union County -MS,28,Mississippi,147,Walthall County -MS,28,Mississippi,149,Warren County -MS,28,Mississippi,151,Washington County -MS,28,Mississippi,153,Wayne County -MS,28,Mississippi,155,Webster County -MS,28,Mississippi,157,Wilkinson County -MS,28,Mississippi,159,Winston County -MS,28,Mississippi,161,Yalobusha County -MS,28,Mississippi,163,Yazoo County -MO,29,Missouri,001,Adair County -MO,29,Missouri,003,Andrew County -MO,29,Missouri,005,Atchison County -MO,29,Missouri,007,Audrain County -MO,29,Missouri,009,Barry County -MO,29,Missouri,011,Barton County -MO,29,Missouri,013,Bates County -MO,29,Missouri,015,Benton County -MO,29,Missouri,017,Bollinger County -MO,29,Missouri,019,Boone County -MO,29,Missouri,021,Buchanan County -MO,29,Missouri,023,Butler County -MO,29,Missouri,025,Caldwell County -MO,29,Missouri,027,Callaway County -MO,29,Missouri,029,Camden County -MO,29,Missouri,031,Cape Girardeau County -MO,29,Missouri,033,Carroll County -MO,29,Missouri,035,Carter County -MO,29,Missouri,037,Cass County -MO,29,Missouri,039,Cedar County -MO,29,Missouri,041,Chariton County -MO,29,Missouri,043,Christian County -MO,29,Missouri,045,Clark County -MO,29,Missouri,047,Clay County -MO,29,Missouri,049,Clinton County -MO,29,Missouri,051,Cole County -MO,29,Missouri,053,Cooper County -MO,29,Missouri,055,Crawford County -MO,29,Missouri,057,Dade County -MO,29,Missouri,059,Dallas County -MO,29,Missouri,061,Daviess County -MO,29,Missouri,063,DeKalb County -MO,29,Missouri,065,Dent County -MO,29,Missouri,067,Douglas County -MO,29,Missouri,069,Dunklin County -MO,29,Missouri,071,Franklin County -MO,29,Missouri,073,Gasconade County -MO,29,Missouri,075,Gentry County -MO,29,Missouri,077,Greene County -MO,29,Missouri,079,Grundy County -MO,29,Missouri,081,Harrison County -MO,29,Missouri,083,Henry County -MO,29,Missouri,085,Hickory County -MO,29,Missouri,087,Holt County -MO,29,Missouri,089,Howard County -MO,29,Missouri,091,Howell County -MO,29,Missouri,093,Iron County -MO,29,Missouri,095,Jackson County -MO,29,Missouri,097,Jasper County -MO,29,Missouri,099,Jefferson County -MO,29,Missouri,101,Johnson County -MO,29,Missouri,103,Knox County -MO,29,Missouri,105,Laclede County -MO,29,Missouri,107,Lafayette County -MO,29,Missouri,109,Lawrence County -MO,29,Missouri,111,Lewis County -MO,29,Missouri,113,Lincoln County -MO,29,Missouri,115,Linn County -MO,29,Missouri,117,Livingston County -MO,29,Missouri,119,McDonald County -MO,29,Missouri,121,Macon County -MO,29,Missouri,123,Madison County -MO,29,Missouri,125,Maries County -MO,29,Missouri,127,Marion County -MO,29,Missouri,129,Mercer County -MO,29,Missouri,131,Miller County -MO,29,Missouri,133,Mississippi County -MO,29,Missouri,135,Moniteau County -MO,29,Missouri,137,Monroe County -MO,29,Missouri,139,Montgomery County -MO,29,Missouri,141,Morgan County -MO,29,Missouri,143,New Madrid County -MO,29,Missouri,145,Newton County -MO,29,Missouri,147,Nodaway County -MO,29,Missouri,149,Oregon County -MO,29,Missouri,151,Osage County -MO,29,Missouri,153,Ozark County -MO,29,Missouri,155,Pemiscot County -MO,29,Missouri,157,Perry County -MO,29,Missouri,159,Pettis County -MO,29,Missouri,161,Phelps County -MO,29,Missouri,163,Pike County -MO,29,Missouri,165,Platte County -MO,29,Missouri,167,Polk County -MO,29,Missouri,169,Pulaski County -MO,29,Missouri,171,Putnam County -MO,29,Missouri,173,Ralls County -MO,29,Missouri,175,Randolph County -MO,29,Missouri,177,Ray County -MO,29,Missouri,179,Reynolds County -MO,29,Missouri,181,Ripley County -MO,29,Missouri,183,St. Charles County -MO,29,Missouri,185,St. Clair County -MO,29,Missouri,186,Ste. Genevieve County -MO,29,Missouri,187,St. Francois County -MO,29,Missouri,189,St. Louis County -MO,29,Missouri,195,Saline County -MO,29,Missouri,197,Schuyler County -MO,29,Missouri,199,Scotland County -MO,29,Missouri,201,Scott County -MO,29,Missouri,203,Shannon County -MO,29,Missouri,205,Shelby County -MO,29,Missouri,207,Stoddard County -MO,29,Missouri,209,Stone County -MO,29,Missouri,211,Sullivan County -MO,29,Missouri,213,Taney County -MO,29,Missouri,215,Texas County -MO,29,Missouri,217,Vernon County -MO,29,Missouri,219,Warren County -MO,29,Missouri,221,Washington County -MO,29,Missouri,223,Wayne County -MO,29,Missouri,225,Webster County -MO,29,Missouri,227,Worth County -MO,29,Missouri,229,Wright County -MO,29,Missouri,510,St. Louis city -MT,30,Montana,001,Beaverhead County -MT,30,Montana,003,Big Horn County -MT,30,Montana,005,Blaine County -MT,30,Montana,007,Broadwater County -MT,30,Montana,009,Carbon County -MT,30,Montana,011,Carter County -MT,30,Montana,013,Cascade County -MT,30,Montana,015,Chouteau County -MT,30,Montana,017,Custer County -MT,30,Montana,019,Daniels County -MT,30,Montana,021,Dawson County -MT,30,Montana,023,Deer Lodge County -MT,30,Montana,025,Fallon County -MT,30,Montana,027,Fergus County -MT,30,Montana,029,Flathead County -MT,30,Montana,031,Gallatin County -MT,30,Montana,033,Garfield County -MT,30,Montana,035,Glacier County -MT,30,Montana,037,Golden Valley County -MT,30,Montana,039,Granite County -MT,30,Montana,041,Hill County -MT,30,Montana,043,Jefferson County -MT,30,Montana,045,Judith Basin County -MT,30,Montana,047,Lake County -MT,30,Montana,049,Lewis and Clark County -MT,30,Montana,051,Liberty County -MT,30,Montana,053,Lincoln County -MT,30,Montana,055,McCone County -MT,30,Montana,057,Madison County -MT,30,Montana,059,Meagher County -MT,30,Montana,061,Mineral County -MT,30,Montana,063,Missoula County -MT,30,Montana,065,Musselshell County -MT,30,Montana,067,Park County -MT,30,Montana,069,Petroleum County -MT,30,Montana,071,Phillips County -MT,30,Montana,073,Pondera County -MT,30,Montana,075,Powder River County -MT,30,Montana,077,Powell County -MT,30,Montana,079,Prairie County -MT,30,Montana,081,Ravalli County -MT,30,Montana,083,Richland County -MT,30,Montana,085,Roosevelt County -MT,30,Montana,087,Rosebud County -MT,30,Montana,089,Sanders County -MT,30,Montana,091,Sheridan County -MT,30,Montana,093,Silver Bow County -MT,30,Montana,095,Stillwater County -MT,30,Montana,097,Sweet Grass County -MT,30,Montana,099,Teton County -MT,30,Montana,101,Toole County -MT,30,Montana,103,Treasure County -MT,30,Montana,105,Valley County -MT,30,Montana,107,Wheatland County -MT,30,Montana,109,Wibaux County -MT,30,Montana,111,Yellowstone County -MT,30,Montana,113,Yellowstone National Park -NE,31,Nebraska,001,Adams County -NE,31,Nebraska,003,Antelope County -NE,31,Nebraska,005,Arthur County -NE,31,Nebraska,007,Banner County -NE,31,Nebraska,009,Blaine County -NE,31,Nebraska,011,Boone County -NE,31,Nebraska,013,Box Butte County -NE,31,Nebraska,015,Boyd County -NE,31,Nebraska,017,Brown County -NE,31,Nebraska,019,Buffalo County -NE,31,Nebraska,021,Burt County -NE,31,Nebraska,023,Butler County -NE,31,Nebraska,025,Cass County -NE,31,Nebraska,027,Cedar County -NE,31,Nebraska,029,Chase County -NE,31,Nebraska,031,Cherry County -NE,31,Nebraska,033,Cheyenne County -NE,31,Nebraska,035,Clay County -NE,31,Nebraska,037,Colfax County -NE,31,Nebraska,039,Cuming County -NE,31,Nebraska,041,Custer County -NE,31,Nebraska,043,Dakota County -NE,31,Nebraska,045,Dawes County -NE,31,Nebraska,047,Dawson County -NE,31,Nebraska,049,Deuel County -NE,31,Nebraska,051,Dixon County -NE,31,Nebraska,053,Dodge County -NE,31,Nebraska,055,Douglas County -NE,31,Nebraska,057,Dundy County -NE,31,Nebraska,059,Fillmore County -NE,31,Nebraska,061,Franklin County -NE,31,Nebraska,063,Frontier County -NE,31,Nebraska,065,Furnas County -NE,31,Nebraska,067,Gage County -NE,31,Nebraska,069,Garden County -NE,31,Nebraska,071,Garfield County -NE,31,Nebraska,073,Gosper County -NE,31,Nebraska,075,Grant County -NE,31,Nebraska,077,Greeley County -NE,31,Nebraska,079,Hall County -NE,31,Nebraska,081,Hamilton County -NE,31,Nebraska,083,Harlan County -NE,31,Nebraska,085,Hayes County -NE,31,Nebraska,087,Hitchcock County -NE,31,Nebraska,089,Holt County -NE,31,Nebraska,091,Hooker County -NE,31,Nebraska,093,Howard County -NE,31,Nebraska,095,Jefferson County -NE,31,Nebraska,097,Johnson County -NE,31,Nebraska,099,Kearney County -NE,31,Nebraska,101,Keith County -NE,31,Nebraska,103,Keya Paha County -NE,31,Nebraska,105,Kimball County -NE,31,Nebraska,107,Knox County -NE,31,Nebraska,109,Lancaster County -NE,31,Nebraska,111,Lincoln County -NE,31,Nebraska,113,Logan County -NE,31,Nebraska,115,Loup County -NE,31,Nebraska,117,McPherson County -NE,31,Nebraska,119,Madison County -NE,31,Nebraska,121,Merrick County -NE,31,Nebraska,123,Morrill County -NE,31,Nebraska,125,Nance County -NE,31,Nebraska,127,Nemaha County -NE,31,Nebraska,129,Nuckolls County -NE,31,Nebraska,131,Otoe County -NE,31,Nebraska,133,Pawnee County -NE,31,Nebraska,135,Perkins County -NE,31,Nebraska,137,Phelps County -NE,31,Nebraska,139,Pierce County -NE,31,Nebraska,141,Platte County -NE,31,Nebraska,143,Polk County -NE,31,Nebraska,145,Red Willow County -NE,31,Nebraska,147,Richardson County -NE,31,Nebraska,149,Rock County -NE,31,Nebraska,151,Saline County -NE,31,Nebraska,153,Sarpy County -NE,31,Nebraska,155,Saunders County -NE,31,Nebraska,157,Scotts Bluff County -NE,31,Nebraska,159,Seward County -NE,31,Nebraska,161,Sheridan County -NE,31,Nebraska,163,Sherman County -NE,31,Nebraska,165,Sioux County -NE,31,Nebraska,167,Stanton County -NE,31,Nebraska,169,Thayer County -NE,31,Nebraska,171,Thomas County -NE,31,Nebraska,173,Thurston County -NE,31,Nebraska,175,Valley County -NE,31,Nebraska,177,Washington County -NE,31,Nebraska,179,Wayne County -NE,31,Nebraska,181,Webster County -NE,31,Nebraska,183,Wheeler County -NE,31,Nebraska,185,York County -NV,32,Nevada,001,Churchill County -NV,32,Nevada,003,Clark County -NV,32,Nevada,005,Douglas County -NV,32,Nevada,007,Elko County -NV,32,Nevada,009,Esmeralda County -NV,32,Nevada,011,Eureka County -NV,32,Nevada,013,Humboldt County -NV,32,Nevada,015,Lander County -NV,32,Nevada,017,Lincoln County -NV,32,Nevada,019,Lyon County -NV,32,Nevada,021,Mineral County -NV,32,Nevada,023,Nye County -NV,32,Nevada,027,Pershing County -NV,32,Nevada,029,Storey County -NV,32,Nevada,031,Washoe County -NV,32,Nevada,033,White Pine County -NV,32,Nevada,510,Carson City -NH,33,New Hampshire,001,Belknap County -NH,33,New Hampshire,003,Carroll County -NH,33,New Hampshire,005,Cheshire County -NH,33,New Hampshire,007,Coos County -NH,33,New Hampshire,009,Grafton County -NH,33,New Hampshire,011,Hillsborough County -NH,33,New Hampshire,013,Merrimack County -NH,33,New Hampshire,015,Rockingham County -NH,33,New Hampshire,017,Strafford County -NH,33,New Hampshire,019,Sullivan County -NJ,34,New Jersey,001,Atlantic County -NJ,34,New Jersey,003,Bergen County -NJ,34,New Jersey,005,Burlington County -NJ,34,New Jersey,007,Camden County -NJ,34,New Jersey,009,Cape May County -NJ,34,New Jersey,011,Cumberland County -NJ,34,New Jersey,013,Essex County -NJ,34,New Jersey,015,Gloucester County -NJ,34,New Jersey,017,Hudson County -NJ,34,New Jersey,019,Hunterdon County -NJ,34,New Jersey,021,Mercer County -NJ,34,New Jersey,023,Middlesex County -NJ,34,New Jersey,025,Monmouth County -NJ,34,New Jersey,027,Morris County -NJ,34,New Jersey,029,Ocean County -NJ,34,New Jersey,031,Passaic County -NJ,34,New Jersey,033,Salem County -NJ,34,New Jersey,035,Somerset County -NJ,34,New Jersey,037,Sussex County -NJ,34,New Jersey,039,Union County -NJ,34,New Jersey,041,Warren County -NM,35,New Mexico,001,Bernalillo County -NM,35,New Mexico,003,Catron County -NM,35,New Mexico,005,Chaves County -NM,35,New Mexico,006,Cibola County -NM,35,New Mexico,007,Colfax County -NM,35,New Mexico,009,Curry County -NM,35,New Mexico,011,De Baca County -NM,35,New Mexico,013,Dona Ana County -NM,35,New Mexico,015,Eddy County -NM,35,New Mexico,017,Grant County -NM,35,New Mexico,019,Guadalupe County -NM,35,New Mexico,021,Harding County -NM,35,New Mexico,023,Hidalgo County -NM,35,New Mexico,025,Lea County -NM,35,New Mexico,027,Lincoln County -NM,35,New Mexico,028,Los Alamos County -NM,35,New Mexico,029,Luna County -NM,35,New Mexico,031,McKinley County -NM,35,New Mexico,033,Mora County -NM,35,New Mexico,035,Otero County -NM,35,New Mexico,037,Quay County -NM,35,New Mexico,039,Rio Arriba County -NM,35,New Mexico,041,Roosevelt County -NM,35,New Mexico,043,Sandoval County -NM,35,New Mexico,045,San Juan County -NM,35,New Mexico,047,San Miguel County -NM,35,New Mexico,049,Santa Fe County -NM,35,New Mexico,051,Sierra County -NM,35,New Mexico,053,Socorro County -NM,35,New Mexico,055,Taos County -NM,35,New Mexico,057,Torrance County -NM,35,New Mexico,059,Union County -NM,35,New Mexico,061,Valencia County -NY,36,New York,001,Albany County -NY,36,New York,003,Allegany County -NY,36,New York,005,Bronx County -NY,36,New York,007,Broome County -NY,36,New York,009,Cattaraugus County -NY,36,New York,011,Cayuga County -NY,36,New York,013,Chautauqua County -NY,36,New York,015,Chemung County -NY,36,New York,017,Chenango County -NY,36,New York,019,Clinton County -NY,36,New York,021,Columbia County -NY,36,New York,023,Cortland County -NY,36,New York,025,Delaware County -NY,36,New York,027,Dutchess County -NY,36,New York,029,Erie County -NY,36,New York,031,Essex County -NY,36,New York,033,Franklin County -NY,36,New York,035,Fulton County -NY,36,New York,037,Genesee County -NY,36,New York,039,Greene County -NY,36,New York,041,Hamilton County -NY,36,New York,043,Herkimer County -NY,36,New York,045,Jefferson County -NY,36,New York,047,Kings County -NY,36,New York,049,Lewis County -NY,36,New York,051,Livingston County -NY,36,New York,053,Madison County -NY,36,New York,055,Monroe County -NY,36,New York,057,Montgomery County -NY,36,New York,059,Nassau County -NY,36,New York,061,New York County -NY,36,New York,063,Niagara County -NY,36,New York,065,Oneida County -NY,36,New York,067,Onondaga County -NY,36,New York,069,Ontario County -NY,36,New York,071,Orange County -NY,36,New York,073,Orleans County -NY,36,New York,075,Oswego County -NY,36,New York,077,Otsego County -NY,36,New York,079,Putnam County -NY,36,New York,081,Queens County -NY,36,New York,083,Rensselaer County -NY,36,New York,085,Richmond County -NY,36,New York,087,Rockland County -NY,36,New York,089,St. Lawrence County -NY,36,New York,091,Saratoga County -NY,36,New York,093,Schenectady County -NY,36,New York,095,Schoharie County -NY,36,New York,097,Schuyler County -NY,36,New York,099,Seneca County -NY,36,New York,101,Steuben County -NY,36,New York,103,Suffolk County -NY,36,New York,105,Sullivan County -NY,36,New York,107,Tioga County -NY,36,New York,109,Tompkins County -NY,36,New York,111,Ulster County -NY,36,New York,113,Warren County -NY,36,New York,115,Washington County -NY,36,New York,117,Wayne County -NY,36,New York,119,Westchester County -NY,36,New York,121,Wyoming County -NY,36,New York,123,Yates County -NC,37,North Carolina,001,Alamance County -NC,37,North Carolina,003,Alexander County -NC,37,North Carolina,005,Alleghany County -NC,37,North Carolina,007,Anson County -NC,37,North Carolina,009,Ashe County -NC,37,North Carolina,011,Avery County -NC,37,North Carolina,013,Beaufort County -NC,37,North Carolina,015,Bertie County -NC,37,North Carolina,017,Bladen County -NC,37,North Carolina,019,Brunswick County -NC,37,North Carolina,021,Buncombe County -NC,37,North Carolina,023,Burke County -NC,37,North Carolina,025,Cabarrus County -NC,37,North Carolina,027,Caldwell County -NC,37,North Carolina,029,Camden County -NC,37,North Carolina,031,Carteret County -NC,37,North Carolina,033,Caswell County -NC,37,North Carolina,035,Catawba County -NC,37,North Carolina,037,Chatham County -NC,37,North Carolina,039,Cherokee County -NC,37,North Carolina,041,Chowan County -NC,37,North Carolina,043,Clay County -NC,37,North Carolina,045,Cleveland County -NC,37,North Carolina,047,Columbus County -NC,37,North Carolina,049,Craven County -NC,37,North Carolina,051,Cumberland County -NC,37,North Carolina,053,Currituck County -NC,37,North Carolina,055,Dare County -NC,37,North Carolina,057,Davidson County -NC,37,North Carolina,059,Davie County -NC,37,North Carolina,061,Duplin County -NC,37,North Carolina,063,Durham County -NC,37,North Carolina,065,Edgecombe County -NC,37,North Carolina,067,Forsyth County -NC,37,North Carolina,069,Franklin County -NC,37,North Carolina,071,Gaston County -NC,37,North Carolina,073,Gates County -NC,37,North Carolina,075,Graham County -NC,37,North Carolina,077,Granville County -NC,37,North Carolina,079,Greene County -NC,37,North Carolina,081,Guilford County -NC,37,North Carolina,083,Halifax County -NC,37,North Carolina,085,Harnett County -NC,37,North Carolina,087,Haywood County -NC,37,North Carolina,089,Henderson County -NC,37,North Carolina,091,Hertford County -NC,37,North Carolina,093,Hoke County -NC,37,North Carolina,095,Hyde County -NC,37,North Carolina,097,Iredell County -NC,37,North Carolina,099,Jackson County -NC,37,North Carolina,101,Johnston County -NC,37,North Carolina,103,Jones County -NC,37,North Carolina,105,Lee County -NC,37,North Carolina,107,Lenoir County -NC,37,North Carolina,109,Lincoln County -NC,37,North Carolina,111,McDowell County -NC,37,North Carolina,113,Macon County -NC,37,North Carolina,115,Madison County -NC,37,North Carolina,117,Martin County -NC,37,North Carolina,119,Mecklenburg County -NC,37,North Carolina,121,Mitchell County -NC,37,North Carolina,123,Montgomery County -NC,37,North Carolina,125,Moore County -NC,37,North Carolina,127,Nash County -NC,37,North Carolina,129,New Hanover County -NC,37,North Carolina,131,Northampton County -NC,37,North Carolina,133,Onslow County -NC,37,North Carolina,135,Orange County -NC,37,North Carolina,137,Pamlico County -NC,37,North Carolina,139,Pasquotank County -NC,37,North Carolina,141,Pender County -NC,37,North Carolina,143,Perquimans County -NC,37,North Carolina,145,Person County -NC,37,North Carolina,147,Pitt County -NC,37,North Carolina,149,Polk County -NC,37,North Carolina,151,Randolph County -NC,37,North Carolina,153,Richmond County -NC,37,North Carolina,155,Robeson County -NC,37,North Carolina,157,Rockingham County -NC,37,North Carolina,159,Rowan County -NC,37,North Carolina,161,Rutherford County -NC,37,North Carolina,163,Sampson County -NC,37,North Carolina,165,Scotland County -NC,37,North Carolina,167,Stanly County -NC,37,North Carolina,169,Stokes County -NC,37,North Carolina,171,Surry County -NC,37,North Carolina,173,Swain County -NC,37,North Carolina,175,Transylvania County -NC,37,North Carolina,177,Tyrrell County -NC,37,North Carolina,179,Union County -NC,37,North Carolina,181,Vance County -NC,37,North Carolina,183,Wake County -NC,37,North Carolina,185,Warren County -NC,37,North Carolina,187,Washington County -NC,37,North Carolina,189,Watauga County -NC,37,North Carolina,191,Wayne County -NC,37,North Carolina,193,Wilkes County -NC,37,North Carolina,195,Wilson County -NC,37,North Carolina,197,Yadkin County -NC,37,North Carolina,199,Yancey County -ND,38,North Dakota,001,Adams County -ND,38,North Dakota,003,Barnes County -ND,38,North Dakota,005,Benson County -ND,38,North Dakota,007,Billings County -ND,38,North Dakota,009,Bottineau County -ND,38,North Dakota,011,Bowman County -ND,38,North Dakota,013,Burke County -ND,38,North Dakota,015,Burleigh County -ND,38,North Dakota,017,Cass County -ND,38,North Dakota,019,Cavalier County -ND,38,North Dakota,021,Dickey County -ND,38,North Dakota,023,Divide County -ND,38,North Dakota,025,Dunn County -ND,38,North Dakota,027,Eddy County -ND,38,North Dakota,029,Emmons County -ND,38,North Dakota,031,Foster County -ND,38,North Dakota,033,Golden Valley County -ND,38,North Dakota,035,Grand Forks County -ND,38,North Dakota,037,Grant County -ND,38,North Dakota,039,Griggs County -ND,38,North Dakota,041,Hettinger County -ND,38,North Dakota,043,Kidder County -ND,38,North Dakota,045,LaMoure County -ND,38,North Dakota,047,Logan County -ND,38,North Dakota,049,McHenry County -ND,38,North Dakota,051,McIntosh County -ND,38,North Dakota,053,McKenzie County -ND,38,North Dakota,055,McLean County -ND,38,North Dakota,057,Mercer County -ND,38,North Dakota,059,Morton County -ND,38,North Dakota,061,Mountrail County -ND,38,North Dakota,063,Nelson County -ND,38,North Dakota,065,Oliver County -ND,38,North Dakota,067,Pembina County -ND,38,North Dakota,069,Pierce County -ND,38,North Dakota,071,Ramsey County -ND,38,North Dakota,073,Ransom County -ND,38,North Dakota,075,Renville County -ND,38,North Dakota,077,Richland County -ND,38,North Dakota,079,Rolette County -ND,38,North Dakota,081,Sargent County -ND,38,North Dakota,083,Sheridan County -ND,38,North Dakota,085,Sioux County -ND,38,North Dakota,087,Slope County -ND,38,North Dakota,089,Stark County -ND,38,North Dakota,091,Steele County -ND,38,North Dakota,093,Stutsman County -ND,38,North Dakota,095,Towner County -ND,38,North Dakota,097,Traill County -ND,38,North Dakota,099,Walsh County -ND,38,North Dakota,101,Ward County -ND,38,North Dakota,103,Wells County -ND,38,North Dakota,105,Williams County -OH,39,Ohio,001,Adams County -OH,39,Ohio,003,Allen County -OH,39,Ohio,005,Ashland County -OH,39,Ohio,007,Ashtabula County -OH,39,Ohio,009,Athens County -OH,39,Ohio,011,Auglaize County -OH,39,Ohio,013,Belmont County -OH,39,Ohio,015,Brown County -OH,39,Ohio,017,Butler County -OH,39,Ohio,019,Carroll County -OH,39,Ohio,021,Champaign County -OH,39,Ohio,023,Clark County -OH,39,Ohio,025,Clermont County -OH,39,Ohio,027,Clinton County -OH,39,Ohio,029,Columbiana County -OH,39,Ohio,031,Coshocton County -OH,39,Ohio,033,Crawford County -OH,39,Ohio,035,Cuyahoga County -OH,39,Ohio,037,Darke County -OH,39,Ohio,039,Defiance County -OH,39,Ohio,041,Delaware County -OH,39,Ohio,043,Erie County -OH,39,Ohio,045,Fairfield County -OH,39,Ohio,047,Fayette County -OH,39,Ohio,049,Franklin County -OH,39,Ohio,051,Fulton County -OH,39,Ohio,053,Gallia County -OH,39,Ohio,055,Geauga County -OH,39,Ohio,057,Greene County -OH,39,Ohio,059,Guernsey County -OH,39,Ohio,061,Hamilton County -OH,39,Ohio,063,Hancock County -OH,39,Ohio,065,Hardin County -OH,39,Ohio,067,Harrison County -OH,39,Ohio,069,Henry County -OH,39,Ohio,071,Highland County -OH,39,Ohio,073,Hocking County -OH,39,Ohio,075,Holmes County -OH,39,Ohio,077,Huron County -OH,39,Ohio,079,Jackson County -OH,39,Ohio,081,Jefferson County -OH,39,Ohio,083,Knox County -OH,39,Ohio,085,Lake County -OH,39,Ohio,087,Lawrence County -OH,39,Ohio,089,Licking County -OH,39,Ohio,091,Logan County -OH,39,Ohio,093,Lorain County -OH,39,Ohio,095,Lucas County -OH,39,Ohio,097,Madison County -OH,39,Ohio,099,Mahoning County -OH,39,Ohio,101,Marion County -OH,39,Ohio,103,Medina County -OH,39,Ohio,105,Meigs County -OH,39,Ohio,107,Mercer County -OH,39,Ohio,109,Miami County -OH,39,Ohio,111,Monroe County -OH,39,Ohio,113,Montgomery County -OH,39,Ohio,115,Morgan County -OH,39,Ohio,117,Morrow County -OH,39,Ohio,119,Muskingum County -OH,39,Ohio,121,Noble County -OH,39,Ohio,123,Ottawa County -OH,39,Ohio,125,Paulding County -OH,39,Ohio,127,Perry County -OH,39,Ohio,129,Pickaway County -OH,39,Ohio,131,Pike County -OH,39,Ohio,133,Portage County -OH,39,Ohio,135,Preble County -OH,39,Ohio,137,Putnam County -OH,39,Ohio,139,Richland County -OH,39,Ohio,141,Ross County -OH,39,Ohio,143,Sandusky County -OH,39,Ohio,145,Scioto County -OH,39,Ohio,147,Seneca County -OH,39,Ohio,149,Shelby County -OH,39,Ohio,151,Stark County -OH,39,Ohio,153,Summit County -OH,39,Ohio,155,Trumbull County -OH,39,Ohio,157,Tuscarawas County -OH,39,Ohio,159,Union County -OH,39,Ohio,161,Van Wert County -OH,39,Ohio,163,Vinton County -OH,39,Ohio,165,Warren County -OH,39,Ohio,167,Washington County -OH,39,Ohio,169,Wayne County -OH,39,Ohio,171,Williams County -OH,39,Ohio,173,Wood County -OH,39,Ohio,175,Wyandot County -OK,40,Oklahoma,001,Adair County -OK,40,Oklahoma,003,Alfalfa County -OK,40,Oklahoma,005,Atoka County -OK,40,Oklahoma,007,Beaver County -OK,40,Oklahoma,009,Beckham County -OK,40,Oklahoma,011,Blaine County -OK,40,Oklahoma,013,Bryan County -OK,40,Oklahoma,015,Caddo County -OK,40,Oklahoma,017,Canadian County -OK,40,Oklahoma,019,Carter County -OK,40,Oklahoma,021,Cherokee County -OK,40,Oklahoma,023,Choctaw County -OK,40,Oklahoma,025,Cimarron County -OK,40,Oklahoma,027,Cleveland County -OK,40,Oklahoma,029,Coal County -OK,40,Oklahoma,031,Comanche County -OK,40,Oklahoma,033,Cotton County -OK,40,Oklahoma,035,Craig County -OK,40,Oklahoma,037,Creek County -OK,40,Oklahoma,039,Custer County -OK,40,Oklahoma,041,Delaware County -OK,40,Oklahoma,043,Dewey County -OK,40,Oklahoma,045,Ellis County -OK,40,Oklahoma,047,Garfield County -OK,40,Oklahoma,049,Garvin County -OK,40,Oklahoma,051,Grady County -OK,40,Oklahoma,053,Grant County -OK,40,Oklahoma,055,Greer County -OK,40,Oklahoma,057,Harmon County -OK,40,Oklahoma,059,Harper County -OK,40,Oklahoma,061,Haskell County -OK,40,Oklahoma,063,Hughes County -OK,40,Oklahoma,065,Jackson County -OK,40,Oklahoma,067,Jefferson County -OK,40,Oklahoma,069,Johnston County -OK,40,Oklahoma,071,Kay County -OK,40,Oklahoma,073,Kingfisher County -OK,40,Oklahoma,075,Kiowa County -OK,40,Oklahoma,077,Latimer County -OK,40,Oklahoma,079,Le Flore County -OK,40,Oklahoma,081,Lincoln County -OK,40,Oklahoma,083,Logan County -OK,40,Oklahoma,085,Love County -OK,40,Oklahoma,087,McClain County -OK,40,Oklahoma,089,McCurtain County -OK,40,Oklahoma,091,McIntosh County -OK,40,Oklahoma,093,Major County -OK,40,Oklahoma,095,Marshall County -OK,40,Oklahoma,097,Mayes County -OK,40,Oklahoma,099,Murray County -OK,40,Oklahoma,101,Muskogee County -OK,40,Oklahoma,103,Noble County -OK,40,Oklahoma,105,Nowata County -OK,40,Oklahoma,107,Okfuskee County -OK,40,Oklahoma,109,Oklahoma County -OK,40,Oklahoma,111,Okmulgee County -OK,40,Oklahoma,113,Osage County -OK,40,Oklahoma,115,Ottawa County -OK,40,Oklahoma,117,Pawnee County -OK,40,Oklahoma,119,Payne County -OK,40,Oklahoma,121,Pittsburg County -OK,40,Oklahoma,123,Pontotoc County -OK,40,Oklahoma,125,Pottawatomie County -OK,40,Oklahoma,127,Pushmataha County -OK,40,Oklahoma,129,Roger Mills County -OK,40,Oklahoma,131,Rogers County -OK,40,Oklahoma,133,Seminole County -OK,40,Oklahoma,135,Sequoyah County -OK,40,Oklahoma,137,Stephens County -OK,40,Oklahoma,139,Texas County -OK,40,Oklahoma,141,Tillman County -OK,40,Oklahoma,143,Tulsa County -OK,40,Oklahoma,145,Wagoner County -OK,40,Oklahoma,147,Washington County -OK,40,Oklahoma,149,Washita County -OK,40,Oklahoma,151,Woods County -OK,40,Oklahoma,153,Woodward County -OR,41,Oregon,001,Baker County -OR,41,Oregon,003,Benton County -OR,41,Oregon,005,Clackamas County -OR,41,Oregon,007,Clatsop County -OR,41,Oregon,009,Columbia County -OR,41,Oregon,011,Coos County -OR,41,Oregon,013,Crook County -OR,41,Oregon,015,Curry County -OR,41,Oregon,017,Deschutes County -OR,41,Oregon,019,Douglas County -OR,41,Oregon,021,Gilliam County -OR,41,Oregon,023,Grant County -OR,41,Oregon,025,Harney County -OR,41,Oregon,027,Hood River County -OR,41,Oregon,029,Jackson County -OR,41,Oregon,031,Jefferson County -OR,41,Oregon,033,Josephine County -OR,41,Oregon,035,Klamath County -OR,41,Oregon,037,Lake County -OR,41,Oregon,039,Lane County -OR,41,Oregon,041,Lincoln County -OR,41,Oregon,043,Linn County -OR,41,Oregon,045,Malheur County -OR,41,Oregon,047,Marion County -OR,41,Oregon,049,Morrow County -OR,41,Oregon,051,Multnomah County -OR,41,Oregon,053,Polk County -OR,41,Oregon,055,Sherman County -OR,41,Oregon,057,Tillamook County -OR,41,Oregon,059,Umatilla County -OR,41,Oregon,061,Union County -OR,41,Oregon,063,Wallowa County -OR,41,Oregon,065,Wasco County -OR,41,Oregon,067,Washington County -OR,41,Oregon,069,Wheeler County -OR,41,Oregon,071,Yamhill County -PA,42,Pennsylvania,001,Adams County -PA,42,Pennsylvania,003,Allegheny County -PA,42,Pennsylvania,005,Armstrong County -PA,42,Pennsylvania,007,Beaver County -PA,42,Pennsylvania,009,Bedford County -PA,42,Pennsylvania,011,Berks County -PA,42,Pennsylvania,013,Blair County -PA,42,Pennsylvania,015,Bradford County -PA,42,Pennsylvania,017,Bucks County -PA,42,Pennsylvania,019,Butler County -PA,42,Pennsylvania,021,Cambria County -PA,42,Pennsylvania,023,Cameron County -PA,42,Pennsylvania,025,Carbon County -PA,42,Pennsylvania,027,Centre County -PA,42,Pennsylvania,029,Chester County -PA,42,Pennsylvania,031,Clarion County -PA,42,Pennsylvania,033,Clearfield County -PA,42,Pennsylvania,035,Clinton County -PA,42,Pennsylvania,037,Columbia County -PA,42,Pennsylvania,039,Crawford County -PA,42,Pennsylvania,041,Cumberland County -PA,42,Pennsylvania,043,Dauphin County -PA,42,Pennsylvania,045,Delaware County -PA,42,Pennsylvania,047,Elk County -PA,42,Pennsylvania,049,Erie County -PA,42,Pennsylvania,051,Fayette County -PA,42,Pennsylvania,053,Forest County -PA,42,Pennsylvania,055,Franklin County -PA,42,Pennsylvania,057,Fulton County -PA,42,Pennsylvania,059,Greene County -PA,42,Pennsylvania,061,Huntingdon County -PA,42,Pennsylvania,063,Indiana County -PA,42,Pennsylvania,065,Jefferson County -PA,42,Pennsylvania,067,Juniata County -PA,42,Pennsylvania,069,Lackawanna County -PA,42,Pennsylvania,071,Lancaster County -PA,42,Pennsylvania,073,Lawrence County -PA,42,Pennsylvania,075,Lebanon County -PA,42,Pennsylvania,077,Lehigh County -PA,42,Pennsylvania,079,Luzerne County -PA,42,Pennsylvania,081,Lycoming County -PA,42,Pennsylvania,083,McKean County -PA,42,Pennsylvania,085,Mercer County -PA,42,Pennsylvania,087,Mifflin County -PA,42,Pennsylvania,089,Monroe County -PA,42,Pennsylvania,091,Montgomery County -PA,42,Pennsylvania,093,Montour County -PA,42,Pennsylvania,095,Northampton County -PA,42,Pennsylvania,097,Northumberland County -PA,42,Pennsylvania,099,Perry County -PA,42,Pennsylvania,101,Philadelphia County -PA,42,Pennsylvania,103,Pike County -PA,42,Pennsylvania,105,Potter County -PA,42,Pennsylvania,107,Schuylkill County -PA,42,Pennsylvania,109,Snyder County -PA,42,Pennsylvania,111,Somerset County -PA,42,Pennsylvania,113,Sullivan County -PA,42,Pennsylvania,115,Susquehanna County -PA,42,Pennsylvania,117,Tioga County -PA,42,Pennsylvania,119,Union County -PA,42,Pennsylvania,121,Venango County -PA,42,Pennsylvania,123,Warren County -PA,42,Pennsylvania,125,Washington County -PA,42,Pennsylvania,127,Wayne County -PA,42,Pennsylvania,129,Westmoreland County -PA,42,Pennsylvania,131,Wyoming County -PA,42,Pennsylvania,133,York County -RI,44,Rhode Island,001,Bristol County -RI,44,Rhode Island,003,Kent County -RI,44,Rhode Island,005,Newport County -RI,44,Rhode Island,007,Providence County -RI,44,Rhode Island,009,Washington County -SC,45,South Carolina,001,Abbeville County -SC,45,South Carolina,003,Aiken County -SC,45,South Carolina,005,Allendale County -SC,45,South Carolina,007,Anderson County -SC,45,South Carolina,009,Bamberg County -SC,45,South Carolina,011,Barnwell County -SC,45,South Carolina,013,Beaufort County -SC,45,South Carolina,015,Berkeley County -SC,45,South Carolina,017,Calhoun County -SC,45,South Carolina,019,Charleston County -SC,45,South Carolina,021,Cherokee County -SC,45,South Carolina,023,Chester County -SC,45,South Carolina,025,Chesterfield County -SC,45,South Carolina,027,Clarendon County -SC,45,South Carolina,029,Colleton County -SC,45,South Carolina,031,Darlington County -SC,45,South Carolina,033,Dillon County -SC,45,South Carolina,035,Dorchester County -SC,45,South Carolina,037,Edgefield County -SC,45,South Carolina,039,Fairfield County -SC,45,South Carolina,041,Florence County -SC,45,South Carolina,043,Georgetown County -SC,45,South Carolina,045,Greenville County -SC,45,South Carolina,047,Greenwood County -SC,45,South Carolina,049,Hampton County -SC,45,South Carolina,051,Horry County -SC,45,South Carolina,053,Jasper County -SC,45,South Carolina,055,Kershaw County -SC,45,South Carolina,057,Lancaster County -SC,45,South Carolina,059,Laurens County -SC,45,South Carolina,061,Lee County -SC,45,South Carolina,063,Lexington County -SC,45,South Carolina,065,McCormick County -SC,45,South Carolina,067,Marion County -SC,45,South Carolina,069,Marlboro County -SC,45,South Carolina,071,Newberry County -SC,45,South Carolina,073,Oconee County -SC,45,South Carolina,075,Orangeburg County -SC,45,South Carolina,077,Pickens County -SC,45,South Carolina,079,Richland County -SC,45,South Carolina,081,Saluda County -SC,45,South Carolina,083,Spartanburg County -SC,45,South Carolina,085,Sumter County -SC,45,South Carolina,087,Union County -SC,45,South Carolina,089,Williamsburg County -SC,45,South Carolina,091,York County -SD,46,South Dakota,003,Aurora County -SD,46,South Dakota,005,Beadle County -SD,46,South Dakota,007,Bennett County -SD,46,South Dakota,009,Bon Homme County -SD,46,South Dakota,011,Brookings County -SD,46,South Dakota,013,Brown County -SD,46,South Dakota,015,Brule County -SD,46,South Dakota,017,Buffalo County -SD,46,South Dakota,019,Butte County -SD,46,South Dakota,021,Campbell County -SD,46,South Dakota,023,Charles Mix County -SD,46,South Dakota,025,Clark County -SD,46,South Dakota,027,Clay County -SD,46,South Dakota,029,Codington County -SD,46,South Dakota,031,Corson County -SD,46,South Dakota,033,Custer County -SD,46,South Dakota,035,Davison County -SD,46,South Dakota,037,Day County -SD,46,South Dakota,039,Deuel County -SD,46,South Dakota,041,Dewey County -SD,46,South Dakota,043,Douglas County -SD,46,South Dakota,045,Edmunds County -SD,46,South Dakota,047,Fall River County -SD,46,South Dakota,049,Faulk County -SD,46,South Dakota,051,Grant County -SD,46,South Dakota,053,Gregory County -SD,46,South Dakota,055,Haakon County -SD,46,South Dakota,057,Hamlin County -SD,46,South Dakota,059,Hand County -SD,46,South Dakota,061,Hanson County -SD,46,South Dakota,063,Harding County -SD,46,South Dakota,065,Hughes County -SD,46,South Dakota,067,Hutchinson County -SD,46,South Dakota,069,Hyde County -SD,46,South Dakota,071,Jackson County -SD,46,South Dakota,073,Jerauld County -SD,46,South Dakota,075,Jones County -SD,46,South Dakota,077,Kingsbury County -SD,46,South Dakota,079,Lake County -SD,46,South Dakota,081,Lawrence County -SD,46,South Dakota,083,Lincoln County -SD,46,South Dakota,085,Lyman County -SD,46,South Dakota,087,McCook County -SD,46,South Dakota,089,McPherson County -SD,46,South Dakota,091,Marshall County -SD,46,South Dakota,093,Meade County -SD,46,South Dakota,095,Mellette County -SD,46,South Dakota,097,Miner County -SD,46,South Dakota,099,Minnehaha County -SD,46,South Dakota,101,Moody County -SD,46,South Dakota,102,Oglala Lakota County -SD,46,South Dakota,103,Pennington County -SD,46,South Dakota,105,Perkins County -SD,46,South Dakota,107,Potter County -SD,46,South Dakota,109,Roberts County -SD,46,South Dakota,111,Sanborn County -SD,46,South Dakota,113,Shannon County -SD,46,South Dakota,115,Spink County -SD,46,South Dakota,117,Stanley County -SD,46,South Dakota,119,Sully County -SD,46,South Dakota,121,Todd County -SD,46,South Dakota,123,Tripp County -SD,46,South Dakota,125,Turner County -SD,46,South Dakota,127,Union County -SD,46,South Dakota,129,Walworth County -SD,46,South Dakota,135,Yankton County -SD,46,South Dakota,137,Ziebach County -TN,47,Tennessee,001,Anderson County -TN,47,Tennessee,003,Bedford County -TN,47,Tennessee,005,Benton County -TN,47,Tennessee,007,Bledsoe County -TN,47,Tennessee,009,Blount County -TN,47,Tennessee,011,Bradley County -TN,47,Tennessee,013,Campbell County -TN,47,Tennessee,015,Cannon County -TN,47,Tennessee,017,Carroll County -TN,47,Tennessee,019,Carter County -TN,47,Tennessee,021,Cheatham County -TN,47,Tennessee,023,Chester County -TN,47,Tennessee,025,Claiborne County -TN,47,Tennessee,027,Clay County -TN,47,Tennessee,029,Cocke County -TN,47,Tennessee,031,Coffee County -TN,47,Tennessee,033,Crockett County -TN,47,Tennessee,035,Cumberland County -TN,47,Tennessee,037,Davidson County -TN,47,Tennessee,039,Decatur County -TN,47,Tennessee,041,DeKalb County -TN,47,Tennessee,043,Dickson County -TN,47,Tennessee,045,Dyer County -TN,47,Tennessee,047,Fayette County -TN,47,Tennessee,049,Fentress County -TN,47,Tennessee,051,Franklin County -TN,47,Tennessee,053,Gibson County -TN,47,Tennessee,055,Giles County -TN,47,Tennessee,057,Grainger County -TN,47,Tennessee,059,Greene County -TN,47,Tennessee,061,Grundy County -TN,47,Tennessee,063,Hamblen County -TN,47,Tennessee,065,Hamilton County -TN,47,Tennessee,067,Hancock County -TN,47,Tennessee,069,Hardeman County -TN,47,Tennessee,071,Hardin County -TN,47,Tennessee,073,Hawkins County -TN,47,Tennessee,075,Haywood County -TN,47,Tennessee,077,Henderson County -TN,47,Tennessee,079,Henry County -TN,47,Tennessee,081,Hickman County -TN,47,Tennessee,083,Houston County -TN,47,Tennessee,085,Humphreys County -TN,47,Tennessee,087,Jackson County -TN,47,Tennessee,089,Jefferson County -TN,47,Tennessee,091,Johnson County -TN,47,Tennessee,093,Knox County -TN,47,Tennessee,095,Lake County -TN,47,Tennessee,097,Lauderdale County -TN,47,Tennessee,099,Lawrence County -TN,47,Tennessee,101,Lewis County -TN,47,Tennessee,103,Lincoln County -TN,47,Tennessee,105,Loudon County -TN,47,Tennessee,107,McMinn County -TN,47,Tennessee,109,McNairy County -TN,47,Tennessee,111,Macon County -TN,47,Tennessee,113,Madison County -TN,47,Tennessee,115,Marion County -TN,47,Tennessee,117,Marshall County -TN,47,Tennessee,119,Maury County -TN,47,Tennessee,121,Meigs County -TN,47,Tennessee,123,Monroe County -TN,47,Tennessee,125,Montgomery County -TN,47,Tennessee,127,Moore County -TN,47,Tennessee,129,Morgan County -TN,47,Tennessee,131,Obion County -TN,47,Tennessee,133,Overton County -TN,47,Tennessee,135,Perry County -TN,47,Tennessee,137,Pickett County -TN,47,Tennessee,139,Polk County -TN,47,Tennessee,141,Putnam County -TN,47,Tennessee,143,Rhea County -TN,47,Tennessee,145,Roane County -TN,47,Tennessee,147,Robertson County -TN,47,Tennessee,149,Rutherford County -TN,47,Tennessee,151,Scott County -TN,47,Tennessee,153,Sequatchie County -TN,47,Tennessee,155,Sevier County -TN,47,Tennessee,157,Shelby County -TN,47,Tennessee,159,Smith County -TN,47,Tennessee,161,Stewart County -TN,47,Tennessee,163,Sullivan County -TN,47,Tennessee,165,Sumner County -TN,47,Tennessee,167,Tipton County -TN,47,Tennessee,169,Trousdale County -TN,47,Tennessee,171,Unicoi County -TN,47,Tennessee,173,Union County -TN,47,Tennessee,175,Van Buren County -TN,47,Tennessee,177,Warren County -TN,47,Tennessee,179,Washington County -TN,47,Tennessee,181,Wayne County -TN,47,Tennessee,183,Weakley County -TN,47,Tennessee,185,White County -TN,47,Tennessee,187,Williamson County -TN,47,Tennessee,189,Wilson County -TX,48,Texas,001,Anderson County -TX,48,Texas,003,Andrews County -TX,48,Texas,005,Angelina County -TX,48,Texas,007,Aransas County -TX,48,Texas,009,Archer County -TX,48,Texas,011,Armstrong County -TX,48,Texas,013,Atascosa County -TX,48,Texas,015,Austin County -TX,48,Texas,017,Bailey County -TX,48,Texas,019,Bandera County -TX,48,Texas,021,Bastrop County -TX,48,Texas,023,Baylor County -TX,48,Texas,025,Bee County -TX,48,Texas,027,Bell County -TX,48,Texas,029,Bexar County -TX,48,Texas,031,Blanco County -TX,48,Texas,033,Borden County -TX,48,Texas,035,Bosque County -TX,48,Texas,037,Bowie County -TX,48,Texas,039,Brazoria County -TX,48,Texas,041,Brazos County -TX,48,Texas,043,Brewster County -TX,48,Texas,045,Briscoe County -TX,48,Texas,047,Brooks County -TX,48,Texas,049,Brown County -TX,48,Texas,051,Burleson County -TX,48,Texas,053,Burnet County -TX,48,Texas,055,Caldwell County -TX,48,Texas,057,Calhoun County -TX,48,Texas,059,Callahan County -TX,48,Texas,061,Cameron County -TX,48,Texas,063,Camp County -TX,48,Texas,065,Carson County -TX,48,Texas,067,Cass County -TX,48,Texas,069,Castro County -TX,48,Texas,071,Chambers County -TX,48,Texas,073,Cherokee County -TX,48,Texas,075,Childress County -TX,48,Texas,077,Clay County -TX,48,Texas,079,Cochran County -TX,48,Texas,081,Coke County -TX,48,Texas,083,Coleman County -TX,48,Texas,085,Collin County -TX,48,Texas,087,Collingsworth County -TX,48,Texas,089,Colorado County -TX,48,Texas,091,Comal County -TX,48,Texas,093,Comanche County -TX,48,Texas,095,Concho County -TX,48,Texas,097,Cooke County -TX,48,Texas,099,Coryell County -TX,48,Texas,101,Cottle County -TX,48,Texas,103,Crane County -TX,48,Texas,105,Crockett County -TX,48,Texas,107,Crosby County -TX,48,Texas,109,Culberson County -TX,48,Texas,111,Dallam County -TX,48,Texas,113,Dallas County -TX,48,Texas,115,Dawson County -TX,48,Texas,117,Deaf Smith County -TX,48,Texas,119,Delta County -TX,48,Texas,121,Denton County -TX,48,Texas,123,DeWitt County -TX,48,Texas,125,Dickens County -TX,48,Texas,127,Dimmit County -TX,48,Texas,129,Donley County -TX,48,Texas,131,Duval County -TX,48,Texas,133,Eastland County -TX,48,Texas,135,Ector County -TX,48,Texas,137,Edwards County -TX,48,Texas,139,Ellis County -TX,48,Texas,141,El Paso County -TX,48,Texas,143,Erath County -TX,48,Texas,145,Falls County -TX,48,Texas,147,Fannin County -TX,48,Texas,149,Fayette County -TX,48,Texas,151,Fisher County -TX,48,Texas,153,Floyd County -TX,48,Texas,155,Foard County -TX,48,Texas,157,Fort Bend County -TX,48,Texas,159,Franklin County -TX,48,Texas,161,Freestone County -TX,48,Texas,163,Frio County -TX,48,Texas,165,Gaines County -TX,48,Texas,167,Galveston County -TX,48,Texas,169,Garza County -TX,48,Texas,171,Gillespie County -TX,48,Texas,173,Glasscock County -TX,48,Texas,175,Goliad County -TX,48,Texas,177,Gonzales County -TX,48,Texas,179,Gray County -TX,48,Texas,181,Grayson County -TX,48,Texas,183,Gregg County -TX,48,Texas,185,Grimes County -TX,48,Texas,187,Guadalupe County -TX,48,Texas,189,Hale County -TX,48,Texas,191,Hall County -TX,48,Texas,193,Hamilton County -TX,48,Texas,195,Hansford County -TX,48,Texas,197,Hardeman County -TX,48,Texas,199,Hardin County -TX,48,Texas,201,Harris County -TX,48,Texas,203,Harrison County -TX,48,Texas,205,Hartley County -TX,48,Texas,207,Haskell County -TX,48,Texas,209,Hays County -TX,48,Texas,211,Hemphill County -TX,48,Texas,213,Henderson County -TX,48,Texas,215,Hidalgo County -TX,48,Texas,217,Hill County -TX,48,Texas,219,Hockley County -TX,48,Texas,221,Hood County -TX,48,Texas,223,Hopkins County -TX,48,Texas,225,Houston County -TX,48,Texas,227,Howard County -TX,48,Texas,229,Hudspeth County -TX,48,Texas,231,Hunt County -TX,48,Texas,233,Hutchinson County -TX,48,Texas,235,Irion County -TX,48,Texas,237,Jack County -TX,48,Texas,239,Jackson County -TX,48,Texas,241,Jasper County -TX,48,Texas,243,Jeff Davis County -TX,48,Texas,245,Jefferson County -TX,48,Texas,247,Jim Hogg County -TX,48,Texas,249,Jim Wells County -TX,48,Texas,251,Johnson County -TX,48,Texas,253,Jones County -TX,48,Texas,255,Karnes County -TX,48,Texas,257,Kaufman County -TX,48,Texas,259,Kendall County -TX,48,Texas,261,Kenedy County -TX,48,Texas,263,Kent County -TX,48,Texas,265,Kerr County -TX,48,Texas,267,Kimble County -TX,48,Texas,269,King County -TX,48,Texas,271,Kinney County -TX,48,Texas,273,Kleberg County -TX,48,Texas,275,Knox County -TX,48,Texas,277,Lamar County -TX,48,Texas,279,Lamb County -TX,48,Texas,281,Lampasas County -TX,48,Texas,283,La Salle County -TX,48,Texas,285,Lavaca County -TX,48,Texas,287,Lee County -TX,48,Texas,289,Leon County -TX,48,Texas,291,Liberty County -TX,48,Texas,293,Limestone County -TX,48,Texas,295,Lipscomb County -TX,48,Texas,297,Live Oak County -TX,48,Texas,299,Llano County -TX,48,Texas,301,Loving County -TX,48,Texas,303,Lubbock County -TX,48,Texas,305,Lynn County -TX,48,Texas,307,McCulloch County -TX,48,Texas,309,McLennan County -TX,48,Texas,311,McMullen County -TX,48,Texas,313,Madison County -TX,48,Texas,315,Marion County -TX,48,Texas,317,Martin County -TX,48,Texas,319,Mason County -TX,48,Texas,321,Matagorda County -TX,48,Texas,323,Maverick County -TX,48,Texas,325,Medina County -TX,48,Texas,327,Menard County -TX,48,Texas,329,Midland County -TX,48,Texas,331,Milam County -TX,48,Texas,333,Mills County -TX,48,Texas,335,Mitchell County -TX,48,Texas,337,Montague County -TX,48,Texas,339,Montgomery County -TX,48,Texas,341,Moore County -TX,48,Texas,343,Morris County -TX,48,Texas,345,Motley County -TX,48,Texas,347,Nacogdoches County -TX,48,Texas,349,Navarro County -TX,48,Texas,351,Newton County -TX,48,Texas,353,Nolan County -TX,48,Texas,355,Nueces County -TX,48,Texas,357,Ochiltree County -TX,48,Texas,359,Oldham County -TX,48,Texas,361,Orange County -TX,48,Texas,363,Palo Pinto County -TX,48,Texas,365,Panola County -TX,48,Texas,367,Parker County -TX,48,Texas,369,Parmer County -TX,48,Texas,371,Pecos County -TX,48,Texas,373,Polk County -TX,48,Texas,375,Potter County -TX,48,Texas,377,Presidio County -TX,48,Texas,379,Rains County -TX,48,Texas,381,Randall County -TX,48,Texas,383,Reagan County -TX,48,Texas,385,Real County -TX,48,Texas,387,Red River County -TX,48,Texas,389,Reeves County -TX,48,Texas,391,Refugio County -TX,48,Texas,393,Roberts County -TX,48,Texas,395,Robertson County -TX,48,Texas,397,Rockwall County -TX,48,Texas,399,Runnels County -TX,48,Texas,401,Rusk County -TX,48,Texas,403,Sabine County -TX,48,Texas,405,San Augustine County -TX,48,Texas,407,San Jacinto County -TX,48,Texas,409,San Patricio County -TX,48,Texas,411,San Saba County -TX,48,Texas,413,Schleicher County -TX,48,Texas,415,Scurry County -TX,48,Texas,417,Shackelford County -TX,48,Texas,419,Shelby County -TX,48,Texas,421,Sherman County -TX,48,Texas,423,Smith County -TX,48,Texas,425,Somervell County -TX,48,Texas,427,Starr County -TX,48,Texas,429,Stephens County -TX,48,Texas,431,Sterling County -TX,48,Texas,433,Stonewall County -TX,48,Texas,435,Sutton County -TX,48,Texas,437,Swisher County -TX,48,Texas,439,Tarrant County -TX,48,Texas,441,Taylor County -TX,48,Texas,443,Terrell County -TX,48,Texas,445,Terry County -TX,48,Texas,447,Throckmorton County -TX,48,Texas,449,Titus County -TX,48,Texas,451,Tom Green County -TX,48,Texas,453,Travis County -TX,48,Texas,455,Trinity County -TX,48,Texas,457,Tyler County -TX,48,Texas,459,Upshur County -TX,48,Texas,461,Upton County -TX,48,Texas,463,Uvalde County -TX,48,Texas,465,Val Verde County -TX,48,Texas,467,Van Zandt County -TX,48,Texas,469,Victoria County -TX,48,Texas,471,Walker County -TX,48,Texas,473,Waller County -TX,48,Texas,475,Ward County -TX,48,Texas,477,Washington County -TX,48,Texas,479,Webb County -TX,48,Texas,481,Wharton County -TX,48,Texas,483,Wheeler County -TX,48,Texas,485,Wichita County -TX,48,Texas,487,Wilbarger County -TX,48,Texas,489,Willacy County -TX,48,Texas,491,Williamson County -TX,48,Texas,493,Wilson County -TX,48,Texas,495,Winkler County -TX,48,Texas,497,Wise County -TX,48,Texas,499,Wood County -TX,48,Texas,501,Yoakum County -TX,48,Texas,503,Young County -TX,48,Texas,505,Zapata County -TX,48,Texas,507,Zavala County -UT,49,Utah,001,Beaver County -UT,49,Utah,003,Box Elder County -UT,49,Utah,005,Cache County -UT,49,Utah,007,Carbon County -UT,49,Utah,009,Daggett County -UT,49,Utah,011,Davis County -UT,49,Utah,013,Duchesne County -UT,49,Utah,015,Emery County -UT,49,Utah,017,Garfield County -UT,49,Utah,019,Grand County -UT,49,Utah,021,Iron County -UT,49,Utah,023,Juab County -UT,49,Utah,025,Kane County -UT,49,Utah,027,Millard County -UT,49,Utah,029,Morgan County -UT,49,Utah,031,Piute County -UT,49,Utah,033,Rich County -UT,49,Utah,035,Salt Lake County -UT,49,Utah,037,San Juan County -UT,49,Utah,039,Sanpete County -UT,49,Utah,041,Sevier County -UT,49,Utah,043,Summit County -UT,49,Utah,045,Tooele County -UT,49,Utah,047,Uintah County -UT,49,Utah,049,Utah County -UT,49,Utah,051,Wasatch County -UT,49,Utah,053,Washington County -UT,49,Utah,055,Wayne County -UT,49,Utah,057,Weber County -VT,50,Vermont,001,Addison County -VT,50,Vermont,003,Bennington County -VT,50,Vermont,005,Caledonia County -VT,50,Vermont,007,Chittenden County -VT,50,Vermont,009,Essex County -VT,50,Vermont,011,Franklin County -VT,50,Vermont,013,Grand Isle County -VT,50,Vermont,015,Lamoille County -VT,50,Vermont,017,Orange County -VT,50,Vermont,019,Orleans County -VT,50,Vermont,021,Rutland County -VT,50,Vermont,023,Washington County -VT,50,Vermont,025,Windham County -VT,50,Vermont,027,Windsor County -VA,51,Virginia,001,Accomack County -VA,51,Virginia,003,Albemarle County -VA,51,Virginia,005,Alleghany County -VA,51,Virginia,007,Amelia County -VA,51,Virginia,009,Amherst County -VA,51,Virginia,011,Appomattox County -VA,51,Virginia,013,Arlington County -VA,51,Virginia,015,Augusta County -VA,51,Virginia,017,Bath County -VA,51,Virginia,019,Bedford County -VA,51,Virginia,021,Bland County -VA,51,Virginia,023,Botetourt County -VA,51,Virginia,025,Brunswick County -VA,51,Virginia,027,Buchanan County -VA,51,Virginia,029,Buckingham County -VA,51,Virginia,031,Campbell County -VA,51,Virginia,033,Caroline County -VA,51,Virginia,035,Carroll County -VA,51,Virginia,036,Charles City County -VA,51,Virginia,037,Charlotte County -VA,51,Virginia,041,Chesterfield County -VA,51,Virginia,043,Clarke County -VA,51,Virginia,045,Craig County -VA,51,Virginia,047,Culpeper County -VA,51,Virginia,049,Cumberland County -VA,51,Virginia,051,Dickenson County -VA,51,Virginia,053,Dinwiddie County -VA,51,Virginia,057,Essex County -VA,51,Virginia,059,Fairfax County -VA,51,Virginia,061,Fauquier County -VA,51,Virginia,063,Floyd County -VA,51,Virginia,065,Fluvanna County -VA,51,Virginia,067,Franklin County -VA,51,Virginia,069,Frederick County -VA,51,Virginia,071,Giles County -VA,51,Virginia,073,Gloucester County -VA,51,Virginia,075,Goochland County -VA,51,Virginia,077,Grayson County -VA,51,Virginia,079,Greene County -VA,51,Virginia,081,Greensville County -VA,51,Virginia,083,Halifax County -VA,51,Virginia,085,Hanover County -VA,51,Virginia,087,Henrico County -VA,51,Virginia,089,Henry County -VA,51,Virginia,091,Highland County -VA,51,Virginia,093,Isle of Wight County -VA,51,Virginia,095,James City County -VA,51,Virginia,097,King and Queen County -VA,51,Virginia,099,King George County -VA,51,Virginia,101,King William County -VA,51,Virginia,103,Lancaster County -VA,51,Virginia,105,Lee County -VA,51,Virginia,107,Loudoun County -VA,51,Virginia,109,Louisa County -VA,51,Virginia,111,Lunenburg County -VA,51,Virginia,113,Madison County -VA,51,Virginia,115,Mathews County -VA,51,Virginia,117,Mecklenburg County -VA,51,Virginia,119,Middlesex County -VA,51,Virginia,121,Montgomery County -VA,51,Virginia,125,Nelson County -VA,51,Virginia,127,New Kent County -VA,51,Virginia,131,Northampton County -VA,51,Virginia,133,Northumberland County -VA,51,Virginia,135,Nottoway County -VA,51,Virginia,137,Orange County -VA,51,Virginia,139,Page County -VA,51,Virginia,141,Patrick County -VA,51,Virginia,143,Pittsylvania County -VA,51,Virginia,145,Powhatan County -VA,51,Virginia,147,Prince Edward County -VA,51,Virginia,149,Prince George County -VA,51,Virginia,153,Prince William County -VA,51,Virginia,155,Pulaski County -VA,51,Virginia,157,Rappahannock County -VA,51,Virginia,159,Richmond County -VA,51,Virginia,161,Roanoke County -VA,51,Virginia,163,Rockbridge County -VA,51,Virginia,165,Rockingham County -VA,51,Virginia,167,Russell County -VA,51,Virginia,169,Scott County -VA,51,Virginia,171,Shenandoah County -VA,51,Virginia,173,Smyth County -VA,51,Virginia,175,Southampton County -VA,51,Virginia,177,Spotsylvania County -VA,51,Virginia,179,Stafford County -VA,51,Virginia,181,Surry County -VA,51,Virginia,183,Sussex County -VA,51,Virginia,185,Tazewell County -VA,51,Virginia,187,Warren County -VA,51,Virginia,191,Washington County -VA,51,Virginia,193,Westmoreland County -VA,51,Virginia,195,Wise County -VA,51,Virginia,197,Wythe County -VA,51,Virginia,199,York County -VA,51,Virginia,510,Alexandria city -VA,51,Virginia,515,Bedford city -VA,51,Virginia,520,Bristol city -VA,51,Virginia,530,Buena Vista city -VA,51,Virginia,540,Charlottesville city -VA,51,Virginia,550,Chesapeake city -VA,51,Virginia,560,Clifton Forge city -VA,51,Virginia,570,Colonial Heights city -VA,51,Virginia,580,Covington city -VA,51,Virginia,590,Danville city -VA,51,Virginia,595,Emporia city -VA,51,Virginia,600,Fairfax city -VA,51,Virginia,610,Falls Church city -VA,51,Virginia,620,Franklin city -VA,51,Virginia,630,Fredericksburg city -VA,51,Virginia,640,Galax city -VA,51,Virginia,650,Hampton city -VA,51,Virginia,660,Harrisonburg city -VA,51,Virginia,670,Hopewell city -VA,51,Virginia,678,Lexington city -VA,51,Virginia,680,Lynchburg city -VA,51,Virginia,683,Manassas city -VA,51,Virginia,685,Manassas Park city -VA,51,Virginia,690,Martinsville city -VA,51,Virginia,700,Newport News city -VA,51,Virginia,710,Norfolk city -VA,51,Virginia,720,Norton city -VA,51,Virginia,730,Petersburg city -VA,51,Virginia,735,Poquoson city -VA,51,Virginia,740,Portsmouth city -VA,51,Virginia,750,Radford city -VA,51,Virginia,760,Richmond city -VA,51,Virginia,770,Roanoke city -VA,51,Virginia,775,Salem city -VA,51,Virginia,780,South Boston city -VA,51,Virginia,790,Staunton city -VA,51,Virginia,800,Suffolk city -VA,51,Virginia,810,Virginia Beach city -VA,51,Virginia,820,Waynesboro city -VA,51,Virginia,830,Williamsburg city -VA,51,Virginia,840,Winchester city -WA,53,Washington,001,Adams County -WA,53,Washington,003,Asotin County -WA,53,Washington,005,Benton County -WA,53,Washington,007,Chelan County -WA,53,Washington,009,Clallam County -WA,53,Washington,011,Clark County -WA,53,Washington,013,Columbia County -WA,53,Washington,015,Cowlitz County -WA,53,Washington,017,Douglas County -WA,53,Washington,019,Ferry County -WA,53,Washington,021,Franklin County -WA,53,Washington,023,Garfield County -WA,53,Washington,025,Grant County -WA,53,Washington,027,Grays Harbor County -WA,53,Washington,029,Island County -WA,53,Washington,031,Jefferson County -WA,53,Washington,033,King County -WA,53,Washington,035,Kitsap County -WA,53,Washington,037,Kittitas County -WA,53,Washington,039,Klickitat County -WA,53,Washington,041,Lewis County -WA,53,Washington,043,Lincoln County -WA,53,Washington,045,Mason County -WA,53,Washington,047,Okanogan County -WA,53,Washington,049,Pacific County -WA,53,Washington,051,Pend Oreille County -WA,53,Washington,053,Pierce County -WA,53,Washington,055,San Juan County -WA,53,Washington,057,Skagit County -WA,53,Washington,059,Skamania County -WA,53,Washington,061,Snohomish County -WA,53,Washington,063,Spokane County -WA,53,Washington,065,Stevens County -WA,53,Washington,067,Thurston County -WA,53,Washington,069,Wahkiakum County -WA,53,Washington,071,Walla Walla County -WA,53,Washington,073,Whatcom County -WA,53,Washington,075,Whitman County -WA,53,Washington,077,Yakima County -WV,54,West Virginia,001,Barbour County -WV,54,West Virginia,003,Berkeley County -WV,54,West Virginia,005,Boone County -WV,54,West Virginia,007,Braxton County -WV,54,West Virginia,009,Brooke County -WV,54,West Virginia,011,Cabell County -WV,54,West Virginia,013,Calhoun County -WV,54,West Virginia,015,Clay County -WV,54,West Virginia,017,Doddridge County -WV,54,West Virginia,019,Fayette County -WV,54,West Virginia,021,Gilmer County -WV,54,West Virginia,023,Grant County -WV,54,West Virginia,025,Greenbrier County -WV,54,West Virginia,027,Hampshire County -WV,54,West Virginia,029,Hancock County -WV,54,West Virginia,031,Hardy County -WV,54,West Virginia,033,Harrison County -WV,54,West Virginia,035,Jackson County -WV,54,West Virginia,037,Jefferson County -WV,54,West Virginia,039,Kanawha County -WV,54,West Virginia,041,Lewis County -WV,54,West Virginia,043,Lincoln County -WV,54,West Virginia,045,Logan County -WV,54,West Virginia,047,McDowell County -WV,54,West Virginia,049,Marion County -WV,54,West Virginia,051,Marshall County -WV,54,West Virginia,053,Mason County -WV,54,West Virginia,055,Mercer County -WV,54,West Virginia,057,Mineral County -WV,54,West Virginia,059,Mingo County -WV,54,West Virginia,061,Monongalia County -WV,54,West Virginia,063,Monroe County -WV,54,West Virginia,065,Morgan County -WV,54,West Virginia,067,Nicholas County -WV,54,West Virginia,069,Ohio County -WV,54,West Virginia,071,Pendleton County -WV,54,West Virginia,073,Pleasants County -WV,54,West Virginia,075,Pocahontas County -WV,54,West Virginia,077,Preston County -WV,54,West Virginia,079,Putnam County -WV,54,West Virginia,081,Raleigh County -WV,54,West Virginia,083,Randolph County -WV,54,West Virginia,085,Ritchie County -WV,54,West Virginia,087,Roane County -WV,54,West Virginia,089,Summers County -WV,54,West Virginia,091,Taylor County -WV,54,West Virginia,093,Tucker County -WV,54,West Virginia,095,Tyler County -WV,54,West Virginia,097,Upshur County -WV,54,West Virginia,099,Wayne County -WV,54,West Virginia,101,Webster County -WV,54,West Virginia,103,Wetzel County -WV,54,West Virginia,105,Wirt County -WV,54,West Virginia,107,Wood County -WV,54,West Virginia,109,Wyoming County -WI,55,Wisconsin,001,Adams County -WI,55,Wisconsin,003,Ashland County -WI,55,Wisconsin,005,Barron County -WI,55,Wisconsin,007,Bayfield County -WI,55,Wisconsin,009,Brown County -WI,55,Wisconsin,011,Buffalo County -WI,55,Wisconsin,013,Burnett County -WI,55,Wisconsin,015,Calumet County -WI,55,Wisconsin,017,Chippewa County -WI,55,Wisconsin,019,Clark County -WI,55,Wisconsin,021,Columbia County -WI,55,Wisconsin,023,Crawford County -WI,55,Wisconsin,025,Dane County -WI,55,Wisconsin,027,Dodge County -WI,55,Wisconsin,029,Door County -WI,55,Wisconsin,031,Douglas County -WI,55,Wisconsin,033,Dunn County -WI,55,Wisconsin,035,Eau Claire County -WI,55,Wisconsin,037,Florence County -WI,55,Wisconsin,039,Fond du Lac County -WI,55,Wisconsin,041,Forest County -WI,55,Wisconsin,043,Grant County -WI,55,Wisconsin,045,Green County -WI,55,Wisconsin,047,Green Lake County -WI,55,Wisconsin,049,Iowa County -WI,55,Wisconsin,051,Iron County -WI,55,Wisconsin,053,Jackson County -WI,55,Wisconsin,055,Jefferson County -WI,55,Wisconsin,057,Juneau County -WI,55,Wisconsin,059,Kenosha County -WI,55,Wisconsin,061,Kewaunee County -WI,55,Wisconsin,063,La Crosse County -WI,55,Wisconsin,065,Lafayette County -WI,55,Wisconsin,067,Langlade County -WI,55,Wisconsin,069,Lincoln County -WI,55,Wisconsin,071,Manitowoc County -WI,55,Wisconsin,073,Marathon County -WI,55,Wisconsin,075,Marinette County -WI,55,Wisconsin,077,Marquette County -WI,55,Wisconsin,078,Menominee County -WI,55,Wisconsin,079,Milwaukee County -WI,55,Wisconsin,081,Monroe County -WI,55,Wisconsin,083,Oconto County -WI,55,Wisconsin,085,Oneida County -WI,55,Wisconsin,087,Outagamie County -WI,55,Wisconsin,089,Ozaukee County -WI,55,Wisconsin,091,Pepin County -WI,55,Wisconsin,093,Pierce County -WI,55,Wisconsin,095,Polk County -WI,55,Wisconsin,097,Portage County -WI,55,Wisconsin,099,Price County -WI,55,Wisconsin,101,Racine County -WI,55,Wisconsin,103,Richland County -WI,55,Wisconsin,105,Rock County -WI,55,Wisconsin,107,Rusk County -WI,55,Wisconsin,109,St. Croix County -WI,55,Wisconsin,111,Sauk County -WI,55,Wisconsin,113,Sawyer County -WI,55,Wisconsin,115,Shawano County -WI,55,Wisconsin,117,Sheboygan County -WI,55,Wisconsin,119,Taylor County -WI,55,Wisconsin,121,Trempealeau County -WI,55,Wisconsin,123,Vernon County -WI,55,Wisconsin,125,Vilas County -WI,55,Wisconsin,127,Walworth County -WI,55,Wisconsin,129,Washburn County -WI,55,Wisconsin,131,Washington County -WI,55,Wisconsin,133,Waukesha County -WI,55,Wisconsin,135,Waupaca County -WI,55,Wisconsin,137,Waushara County -WI,55,Wisconsin,139,Winnebago County -WI,55,Wisconsin,141,Wood County -WY,56,Wyoming,001,Albany County -WY,56,Wyoming,003,Big Horn County -WY,56,Wyoming,005,Campbell County -WY,56,Wyoming,007,Carbon County -WY,56,Wyoming,009,Converse County -WY,56,Wyoming,011,Crook County -WY,56,Wyoming,013,Fremont County -WY,56,Wyoming,015,Goshen County -WY,56,Wyoming,017,Hot Springs County -WY,56,Wyoming,019,Johnson County -WY,56,Wyoming,021,Laramie County -WY,56,Wyoming,023,Lincoln County -WY,56,Wyoming,025,Natrona County -WY,56,Wyoming,027,Niobrara County -WY,56,Wyoming,029,Park County -WY,56,Wyoming,031,Platte County -WY,56,Wyoming,033,Sheridan County -WY,56,Wyoming,035,Sublette County -WY,56,Wyoming,037,Sweetwater County -WY,56,Wyoming,039,Teton County -WY,56,Wyoming,041,Uinta County -WY,56,Wyoming,043,Washakie County -WY,56,Wyoming,045,Weston County -AS,60,American Samoa,010,Eastern District -AS,60,American Samoa,020,Manu'a District -AS,60,American Samoa,030,Rose Island -AS,60,American Samoa,040,Swains Island -AS,60,American Samoa,050,Western District -GU,66,Guam,010,Guam -MP,69,Northern Mariana Islands,085,Northern Islands Municipality -MP,69,Northern Mariana Islands,100,Rota Municipality -MP,69,Northern Mariana Islands,110,Saipan Municipality -MP,69,Northern Mariana Islands,120,Tinian Municipality -PR,72,Puerto Rico,001,Adjuntas Municipio -PR,72,Puerto Rico,003,Aguada Municipio -PR,72,Puerto Rico,005,Aguadilla Municipio -PR,72,Puerto Rico,007,Aguas Buenas Municipio -PR,72,Puerto Rico,009,Aibonito Municipio -PR,72,Puerto Rico,011,Anasco Municipio -PR,72,Puerto Rico,013,Arecibo Municipio -PR,72,Puerto Rico,015,Arroyo Municipio -PR,72,Puerto Rico,017,Barceloneta Municipio -PR,72,Puerto Rico,019,Barranquitas Municipio -PR,72,Puerto Rico,021,Bayamon Municipio -PR,72,Puerto Rico,023,Cabo Rojo Municipio -PR,72,Puerto Rico,025,Caguas Municipio -PR,72,Puerto Rico,027,Camuy Municipio -PR,72,Puerto Rico,029,Canovanas Municipio -PR,72,Puerto Rico,031,Carolina Municipio -PR,72,Puerto Rico,033,Catano Municipio -PR,72,Puerto Rico,035,Cayey Municipio -PR,72,Puerto Rico,037,Ceiba Municipio -PR,72,Puerto Rico,039,Ciales Municipio -PR,72,Puerto Rico,041,Cidra Municipio -PR,72,Puerto Rico,043,Coamo Municipio -PR,72,Puerto Rico,045,Comerio Municipio -PR,72,Puerto Rico,047,Corozal Municipio -PR,72,Puerto Rico,049,Culebra Municipio -PR,72,Puerto Rico,051,Dorado Municipio -PR,72,Puerto Rico,053,Fajardo Municipio -PR,72,Puerto Rico,054,Florida Municipio -PR,72,Puerto Rico,055,Guanica Municipio -PR,72,Puerto Rico,057,Guayama Municipio -PR,72,Puerto Rico,059,Guayanilla Municipio -PR,72,Puerto Rico,061,Guaynabo Municipio -PR,72,Puerto Rico,063,Gurabo Municipio -PR,72,Puerto Rico,065,Hatillo Municipio -PR,72,Puerto Rico,067,Hormigueros Municipio -PR,72,Puerto Rico,069,Humacao Municipio -PR,72,Puerto Rico,071,Isabela Municipio -PR,72,Puerto Rico,073,Jayuya Municipio -PR,72,Puerto Rico,075,Juana Diaz Municipio -PR,72,Puerto Rico,077,Juncos Municipio -PR,72,Puerto Rico,079,Lajas Municipio -PR,72,Puerto Rico,081,Lares Municipio -PR,72,Puerto Rico,083,Las Marias Municipio -PR,72,Puerto Rico,085,Las Piedras Municipio -PR,72,Puerto Rico,087,Loiza Municipio -PR,72,Puerto Rico,089,Luquillo Municipio -PR,72,Puerto Rico,091,Manati Municipio -PR,72,Puerto Rico,093,Maricao Municipio -PR,72,Puerto Rico,095,Maunabo Municipio -PR,72,Puerto Rico,097,Mayaguez Municipio -PR,72,Puerto Rico,099,Moca Municipio -PR,72,Puerto Rico,101,Morovis Municipio -PR,72,Puerto Rico,103,Naguabo Municipio -PR,72,Puerto Rico,105,Naranjito Municipio -PR,72,Puerto Rico,107,Orocovis Municipio -PR,72,Puerto Rico,109,Patillas Municipio -PR,72,Puerto Rico,111,Penuelas Municipio -PR,72,Puerto Rico,113,Ponce Municipio -PR,72,Puerto Rico,115,Quebradillas Municipio -PR,72,Puerto Rico,117,Rincon Municipio -PR,72,Puerto Rico,119,Rio Grande Municipio -PR,72,Puerto Rico,121,Sabana Grande Municipio -PR,72,Puerto Rico,123,Salinas Municipio -PR,72,Puerto Rico,125,San German Municipio -PR,72,Puerto Rico,127,San Juan Municipio -PR,72,Puerto Rico,129,San Lorenzo Municipio -PR,72,Puerto Rico,131,San Sebastian Municipio -PR,72,Puerto Rico,133,Santa Isabel Municipio -PR,72,Puerto Rico,135,Toa Alta Municipio -PR,72,Puerto Rico,137,Toa Baja Municipio -PR,72,Puerto Rico,139,Trujillo Alto Municipio -PR,72,Puerto Rico,141,Utuado Municipio -PR,72,Puerto Rico,143,Vega Alta Municipio -PR,72,Puerto Rico,145,Vega Baja Municipio -PR,72,Puerto Rico,147,Vieques Municipio -PR,72,Puerto Rico,149,Villalba Municipio -PR,72,Puerto Rico,151,Yabucoa Municipio -PR,72,Puerto Rico,153,Yauco Municipio -UM,74,U.S. Minor Outlying Islands,300,Midway Islands -VI,78,U.S. Virgin Islands,010,St. Croix Island -VI,78,U.S. Virgin Islands,020,St. John Island -VI,78,U.S. Virgin Islands,030,St. Thomas Island diff --git a/docs/learning_streams/getting_started/data/merged_data.csv b/docs/learning_streams/getting_started/data/merged_data.csv deleted file mode 100644 index ddef6e52..00000000 --- a/docs/learning_streams/getting_started/data/merged_data.csv +++ /dev/null @@ -1,3083 +0,0 @@ -name,total.pop,white,black,hispanic,asian,state_name,county,state,state_code,county_code,fips -"alabama,autauga",54571.0,77.2,19.3,2.4,0.9,alabama,autauga,AL,01,001,01001 -"alabama,baldwin",182265.0,83.5,10.9,4.4,0.7,alabama,baldwin,AL,01,003,01003 -"alabama,barbour",27457.0,46.8,47.8,5.1,0.4,alabama,barbour,AL,01,005,01005 -"alabama,bibb",22915.0,75.0,22.9,1.8,0.1,alabama,bibb,AL,01,007,01007 -"alabama,blount",57322.0,88.9,2.5,8.1,0.2,alabama,blount,AL,01,009,01009 -"alabama,bullock",10914.0,21.9,71.0,7.1,0.2,alabama,bullock,AL,01,011,01011 -"alabama,butler",20947.0,54.1,44.2,0.9,0.8,alabama,butler,AL,01,013,01013 -"alabama,calhoun",118572.0,73.6,22.2,3.3,0.7,alabama,calhoun,AL,01,015,01015 -"alabama,chambers",34215.0,58.1,39.9,1.6,0.5,alabama,chambers,AL,01,017,01017 -"alabama,cherokee",25989.0,92.1,6.1,1.2,0.2,alabama,cherokee,AL,01,019,01019 -"alabama,chilton",43643.0,81.1,10.9,7.8,0.3,alabama,chilton,AL,01,021,01021 -"alabama,choctaw",13859.0,55.6,43.8,0.5,0.1,alabama,choctaw,AL,01,023,01023 -"alabama,clarke",25833.0,54.0,44.6,1.0,0.3,alabama,clarke,AL,01,025,01025 -"alabama,clay",13932.0,80.3,16.5,2.9,0.2,alabama,clay,AL,01,027,01027 -"alabama,cleburne",14972.0,93.2,4.4,2.1,0.2,alabama,cleburne,AL,01,029,01029 -"alabama,coffee",49948.0,72.3,19.2,6.4,1.3,alabama,coffee,AL,01,031,01031 -"alabama,colbert",54428.0,79.6,17.7,2.0,0.4,alabama,colbert,AL,01,033,01033 -"alabama,conecuh",13228.0,51.1,47.5,1.2,0.1,alabama,conecuh,AL,01,035,01035 -"alabama,coosa",11539.0,65.9,31.9,2.0,0.1,alabama,coosa,AL,01,037,01037 -"alabama,covington",37765.0,84.1,13.9,1.3,0.4,alabama,covington,AL,01,039,01039 -"alabama,crenshaw",13906.0,72.1,24.9,1.5,1.4,alabama,crenshaw,AL,01,041,01041 -"alabama,cullman",80406.0,92.7,2.2,4.3,0.4,alabama,cullman,AL,01,043,01043 -"alabama,dale",50251.0,71.1,22.3,5.6,1.1,alabama,dale,AL,01,045,01045 -"alabama,dallas",43820.0,28.9,70.1,0.7,0.3,alabama,dallas,AL,01,047,01047 -"alabama,de kalb",,,,,,alabama,de kalb,,,,00nan -"alabama,elmore",79303.0,75.0,21.5,2.7,0.7,alabama,elmore,AL,01,051,01051 -"alabama,escambia",38319.0,61.3,33.4,1.9,0.2,alabama,escambia,AL,01,053,01053 -"alabama,etowah",104430.0,79.3,16.6,3.3,0.6,alabama,etowah,AL,01,055,01055 -"alabama,fayette",17241.0,86.0,12.4,1.2,0.2,alabama,fayette,AL,01,057,01057 -"alabama,franklin",31704.0,79.6,5.5,14.9,0.2,alabama,franklin,AL,01,059,01059 -"alabama,geneva",26790.0,84.7,11.0,3.4,0.3,alabama,geneva,AL,01,061,01061 -"alabama,greene",9045.0,17.3,82.0,0.8,0.2,alabama,greene,AL,01,063,01063 -"alabama,hale",15760.0,39.4,59.6,0.9,0.2,alabama,hale,AL,01,065,01065 -"alabama,henry",17302.0,67.8,29.6,2.2,0.3,alabama,henry,AL,01,067,01067 -"alabama,houston",101547.0,68.7,27.5,2.9,0.8,alabama,houston,AL,01,069,01069 -"alabama,jackson",53227.0,90.1,5.9,2.5,0.3,alabama,jackson,AL,01,071,01071 -"alabama,jefferson",658466.0,51.7,43.1,3.9,1.4,alabama,jefferson,AL,01,073,01073 -"alabama,lamar",14564.0,86.1,12.5,1.2,0.0,alabama,lamar,AL,01,075,01075 -"alabama,lauderdale",92709.0,85.5,11.4,2.2,0.7,alabama,lauderdale,AL,01,077,01077 -"alabama,lawrence",34339.0,76.9,15.8,1.7,0.1,alabama,lawrence,AL,01,079,01079 -"alabama,lee",140247.0,69.8,24.4,3.3,2.6,alabama,lee,AL,01,081,01081 -"alabama,limestone",82782.0,78.7,14.4,5.5,1.1,alabama,limestone,AL,01,083,01083 -"alabama,lowndes",11299.0,25.1,74.1,0.8,0.1,alabama,lowndes,AL,01,085,01085 -"alabama,macon",21452.0,15.2,83.7,1.1,0.4,alabama,macon,AL,01,087,01087 -"alabama,madison",334811.0,66.1,26.5,4.6,2.5,alabama,madison,AL,01,089,01089 -"alabama,marengo",21027.0,45.7,52.5,1.7,0.3,alabama,marengo,AL,01,091,01091 -"alabama,marion",30776.0,92.6,5.0,2.1,0.2,alabama,marion,AL,01,093,01093 -"alabama,marshall",93019.0,83.9,3.3,12.1,0.5,alabama,marshall,AL,01,095,01095 -"alabama,mobile",412992.0,59.1,36.1,2.4,1.8,alabama,mobile,AL,01,097,01097 -"alabama,monroe",23068.0,54.7,43.1,1.0,0.3,alabama,monroe,AL,01,099,01099 -"alabama,montgomery",229363.0,38.4,56.0,3.6,2.1,alabama,montgomery,AL,01,101,01101 -"alabama,morgan",119490.0,77.5,13.8,7.7,0.6,alabama,morgan,AL,01,103,01103 -"alabama,perry",10591.0,29.7,69.1,1.1,0.3,alabama,perry,AL,01,105,01105 -"alabama,pickens",19746.0,55.8,42.8,1.6,0.2,alabama,pickens,AL,01,107,01107 -"alabama,pike",32899.0,57.4,38.1,2.2,2.0,alabama,pike,AL,01,109,01109 -"alabama,randolph",22913.0,75.4,21.2,2.8,0.2,alabama,randolph,AL,01,111,01111 -"alabama,russell",52947.0,52.1,43.9,3.7,0.4,alabama,russell,AL,01,113,01113 -"alabama,st clair",83593.0,87.3,9.9,2.1,0.6,alabama,st clair,,,,00nan -"alabama,shelby",195085.0,80.2,12.0,5.9,1.9,alabama,shelby,AL,01,117,01117 -"alabama,sumter",13763.0,24.0,75.3,0.6,0.2,alabama,sumter,AL,01,119,01119 -"alabama,talladega",82291.0,64.5,33.0,2.0,0.4,alabama,talladega,AL,01,121,01121 -"alabama,tallapoosa",41616.0,69.3,27.6,2.5,0.5,alabama,tallapoosa,AL,01,123,01123 -"alabama,tuscaloosa",194656.0,65.0,30.7,3.1,1.2,alabama,tuscaloosa,AL,01,125,01125 -"alabama,walker",67023.0,90.4,7.1,2.0,0.3,alabama,walker,AL,01,127,01127 -"alabama,washington",17581.0,65.2,26.1,0.9,0.1,alabama,washington,AL,01,129,01129 -"alabama,wilcox",11670.0,26.6,73.0,0.6,0.0,alabama,wilcox,AL,01,131,01131 -"alabama,winston",24484.0,94.9,1.9,2.6,0.2,alabama,winston,AL,01,133,01133 -"arizona,apache",71518.0,20.4,2.2,5.8,0.3,arizona,apache,AZ,04,001,04001 -"arizona,cochise",131346.0,58.5,8.2,32.4,1.9,arizona,cochise,AZ,04,003,04003 -"arizona,coconino",134421.0,55.2,4.3,13.5,1.4,arizona,coconino,AZ,04,005,04005 -"arizona,gila",53597.0,65.9,2.4,17.9,0.5,arizona,gila,AZ,04,007,04007 -"arizona,graham",37220.0,52.3,4.7,30.4,0.5,arizona,graham,AZ,04,009,04009 -"arizona,greenlee",8437.0,48.1,4.8,47.9,0.5,arizona,greenlee,AZ,04,011,04011 -"arizona,maricopa",3817117.0,58.7,8.4,29.6,3.5,arizona,maricopa,AZ,04,013,04013 -"arizona,mohave",200186.0,79.6,3.7,14.8,1.1,arizona,mohave,AZ,04,015,04015 -"arizona,navajo",107449.0,43.9,3.3,10.8,0.5,arizona,navajo,AZ,04,017,04017 -"arizona,pima",980263.0,55.3,7.2,34.6,2.6,arizona,pima,AZ,04,019,04019 -"arizona,pinal",375770.0,58.7,8.4,28.5,1.7,arizona,pinal,AZ,04,021,04021 -"arizona,santa cruz",47420.0,16.0,2.4,82.8,0.5,arizona,santa cruz,AZ,04,023,04023 -"arizona,yavapai",211033.0,82.0,3.1,13.6,0.8,arizona,yavapai,AZ,04,025,04025 -"arizona,yuma",195751.0,35.3,5.8,59.7,1.2,arizona,yuma,AZ,04,027,04027 -"arkansas,arkansas",19019.0,71.0,25.8,2.7,0.5,arkansas,arkansas,AR,05,001,05001 -"arkansas,ashley",21853.0,68.2,26.9,4.9,0.2,arkansas,ashley,AR,05,003,05003 -"arkansas,baxter",41513.0,96.0,1.6,1.7,0.4,arkansas,baxter,AR,05,005,05005 -"arkansas,benton",221339.0,76.6,3.9,15.5,2.9,arkansas,benton,AR,05,007,05007 -"arkansas,boone",36903.0,95.2,1.9,1.8,0.4,arkansas,boone,AR,05,009,05009 -"arkansas,bradley",11508.0,58.0,28.9,13.2,0.2,arkansas,bradley,AR,05,011,05011 -"arkansas,calhoun",5368.0,73.4,23.6,2.8,0.2,arkansas,calhoun,AR,05,013,05013 -"arkansas,carroll",27446.0,84.0,2.6,12.7,0.6,arkansas,carroll,AR,05,015,05015 -"arkansas,chicot",11800.0,40.3,54.9,4.6,0.5,arkansas,chicot,AR,05,017,05017 -"arkansas,clark",22995.0,70.4,25.0,4.0,0.5,arkansas,clark,AR,05,019,05019 -"arkansas,clay",16083.0,96.9,1.6,1.3,0.1,arkansas,clay,AR,05,021,05021 -"arkansas,cleburne",25970.0,95.9,1.7,2.0,0.2,arkansas,cleburne,AR,05,023,05023 -"arkansas,cleveland",8689.0,85.1,12.9,1.7,0.1,arkansas,cleveland,AR,05,025,05025 -"arkansas,columbia",24552.0,59.2,37.9,2.2,0.7,arkansas,columbia,AR,05,027,05027 -"arkansas,conway",21273.0,82.4,13.2,3.6,0.4,arkansas,conway,AR,05,029,05029 -"arkansas,craighead",96443.0,79.6,14.9,4.4,1.1,arkansas,craighead,AR,05,031,05031 -"arkansas,crawford",61948.0,86.8,4.0,6.1,1.4,arkansas,crawford,AR,05,033,05033 -"arkansas,crittenden",50902.0,45.2,52.3,2.0,0.6,arkansas,crittenden,AR,05,035,05035 -"arkansas,cross",17870.0,74.7,23.3,1.5,0.5,arkansas,cross,AR,05,037,05037 -"arkansas,dallas",8116.0,54.1,43.1,2.3,0.1,arkansas,dallas,AR,05,039,05039 -"arkansas,desha",13008.0,46.8,48.7,4.4,0.3,arkansas,desha,AR,05,041,05041 -"arkansas,drew",18509.0,68.0,28.9,2.5,0.5,arkansas,drew,AR,05,043,05043 -"arkansas,faulkner",113237.0,82.4,12.2,3.9,1.1,arkansas,faulkner,AR,05,045,05045 -"arkansas,franklin",18125.0,93.8,2.4,2.0,0.9,arkansas,franklin,AR,05,047,05047 -"arkansas,fulton",12245.0,96.4,2.0,0.8,0.2,arkansas,fulton,AR,05,049,05049 -"arkansas,garland",96024.0,84.0,10.2,4.8,0.7,arkansas,garland,AR,05,051,05051 -"arkansas,grant",17853.0,94.1,3.2,2.2,0.3,arkansas,grant,AR,05,053,05053 -"arkansas,greene",42090.0,95.4,1.9,2.1,0.3,arkansas,greene,AR,05,055,05055 -"arkansas,hempstead",22609.0,56.5,31.3,12.0,0.4,arkansas,hempstead,AR,05,057,05057 -"arkansas,hot spring",32923.0,84.1,12.6,2.8,0.3,arkansas,hot spring,AR,05,059,05059 -"arkansas,howard",13789.0,67.4,21.9,9.8,0.6,arkansas,howard,AR,05,061,05061 -"arkansas,independence",36647.0,89.8,3.5,5.8,0.8,arkansas,independence,AR,05,063,05063 -"arkansas,izard",13696.0,95.0,2.6,1.5,0.3,arkansas,izard,AR,05,065,05065 -"arkansas,jackson",17997.0,78.8,18.2,2.4,0.3,arkansas,jackson,AR,05,067,05067 -"arkansas,jefferson",77435.0,41.4,56.3,1.6,0.8,arkansas,jefferson,AR,05,069,05069 -"arkansas,johnson",25540.0,83.5,3.4,12.1,0.7,arkansas,johnson,AR,05,071,05071 -"arkansas,lafayette",7645.0,59.9,38.0,1.7,0.3,arkansas,lafayette,AR,05,073,05073 -"arkansas,lawrence",17415.0,96.7,2.0,0.9,0.1,arkansas,lawrence,AR,05,075,05075 -"arkansas,lee",10424.0,41.4,56.4,1.6,0.4,arkansas,lee,AR,05,077,05077 -"arkansas,lincoln",14134.0,65.8,30.9,3.2,0.2,arkansas,lincoln,AR,05,079,05079 -"arkansas,little river",13171.0,74.6,21.1,2.7,0.3,arkansas,little river,AR,05,081,05081 -"arkansas,logan",22353.0,92.2,3.2,2.3,1.6,arkansas,logan,AR,05,083,05083 -"arkansas,lonoke",68356.0,87.9,7.8,3.3,0.8,arkansas,lonoke,AR,05,085,05085 -"arkansas,madison",15717.0,91.9,1.9,4.8,0.5,arkansas,madison,AR,05,087,05087 -"arkansas,marion",16653.0,95.9,1.8,1.7,0.2,arkansas,marion,AR,05,089,05089 -"arkansas,miller",43462.0,70.6,26.2,2.4,0.5,arkansas,miller,AR,05,091,05091 -"arkansas,mississippi",46480.0,60.5,35.5,3.6,0.5,arkansas,mississippi,AR,05,093,05093 -"arkansas,monroe",8149.0,55.8,42.0,1.6,0.4,arkansas,monroe,AR,05,095,05095 -"arkansas,montgomery",9487.0,92.8,2.2,3.8,0.5,arkansas,montgomery,AR,05,097,05097 -"arkansas,nevada",8997.0,65.1,32.1,2.4,0.3,arkansas,nevada,AR,05,099,05099 -"arkansas,newton",8330.0,94.8,2.3,1.7,0.3,arkansas,newton,AR,05,101,05101 -"arkansas,ouachita",26120.0,56.3,41.7,1.6,0.4,arkansas,ouachita,AR,05,103,05103 -"arkansas,perry",10445.0,93.6,3.5,2.4,0.2,arkansas,perry,AR,05,105,05105 -"arkansas,phillips",21757.0,34.6,64.0,1.3,0.3,arkansas,phillips,AR,05,107,05107 -"arkansas,pike",11291.0,88.2,4.6,6.4,0.5,arkansas,pike,AR,05,109,05109 -"arkansas,poinsett",24583.0,89.0,8.6,2.2,0.2,arkansas,poinsett,AR,05,111,05111 -"arkansas,polk",20662.0,89.8,2.6,5.8,0.5,arkansas,polk,AR,05,113,05113 -"arkansas,pope",61754.0,86.9,5.1,6.7,1.0,arkansas,pope,AR,05,115,05115 -"arkansas,prairie",8715.0,85.7,13.1,0.9,0.1,arkansas,prairie,AR,05,117,05117 -"arkansas,pulaski",382748.0,55.3,37.0,5.8,2.0,arkansas,pulaski,AR,05,119,05119 -"arkansas,randolph",17969.0,95.9,2.1,1.6,0.2,arkansas,randolph,AR,05,121,05121 -"arkansas,st francis",28258.0,42.4,53.4,4.1,0.5,arkansas,st francis,,,,00nan -"arkansas,saline",107118.0,89.0,6.1,3.8,0.9,arkansas,saline,AR,05,125,05125 -"arkansas,scott",11233.0,85.3,3.0,7.0,3.4,arkansas,scott,AR,05,127,05127 -"arkansas,searcy",8195.0,95.2,2.4,1.5,0.1,arkansas,searcy,AR,05,129,05129 -"arkansas,sebastian",125744.0,72.8,10.0,12.3,4.1,arkansas,sebastian,AR,05,131,05131 -"arkansas,sevier",17058.0,61.1,7.4,30.6,0.4,arkansas,sevier,AR,05,133,05133 -"arkansas,sharp",17264.0,95.0,2.2,1.7,0.3,arkansas,sharp,AR,05,135,05135 -"arkansas,stone",12394.0,96.1,1.7,1.3,0.4,arkansas,stone,AR,05,137,05137 -"arkansas,union",41639.0,61.8,34.2,3.5,0.5,arkansas,union,AR,05,139,05139 -"arkansas,van buren",17295.0,94.1,2.4,2.7,0.3,arkansas,van buren,AR,05,141,05141 -"arkansas,washington",203065.0,74.1,5.8,15.5,2.2,arkansas,washington,AR,05,143,05143 -"arkansas,white",77076.0,89.6,5.8,3.7,0.5,arkansas,white,AR,05,145,05145 -"arkansas,woodruff",7260.0,69.4,28.9,1.2,0.2,arkansas,woodruff,AR,05,147,05147 -"arkansas,yell",22185.0,76.7,3.1,19.1,1.3,arkansas,yell,AR,05,149,05149 -"california,alameda",1510271.0,34.1,18.6,22.5,26.1,california,alameda,CA,06,001,06001 -"california,alpine",1175.0,72.5,2.4,7.1,0.6,california,alpine,CA,06,003,06003 -"california,amador",38091.0,79.6,6.1,12.5,1.1,california,amador,CA,06,005,06005 -"california,butte",220000.0,75.2,6.3,14.1,4.1,california,butte,CA,06,007,06007 -"california,calaveras",45578.0,83.5,4.8,10.3,1.3,california,calaveras,CA,06,009,06009 -"california,colusa",21419.0,39.8,4.5,55.1,1.3,california,colusa,CA,06,011,06011 -"california,contra costa",1049025.0,47.8,15.2,24.4,14.4,california,contra costa,CA,06,013,06013 -"california,del norte",28610.0,64.7,8.0,17.8,3.4,california,del norte,CA,06,015,06015 -"california,el dorado",181058.0,79.9,4.6,12.1,3.5,california,el dorado,CA,06,017,06017 -"california,fresno",930450.0,32.7,9.9,50.3,9.6,california,fresno,CA,06,019,06019 -"california,glenn",28122.0,55.9,4.4,37.5,2.6,california,glenn,CA,06,021,06021 -"california,humboldt",134623.0,77.2,6.4,9.8,2.2,california,humboldt,CA,06,023,06023 -"california,imperial",174528.0,13.7,7.7,80.4,1.6,california,imperial,CA,06,025,06025 -"california,inyo",18546.0,66.3,4.0,19.4,1.3,california,inyo,CA,06,027,06027 -"california,kern",839631.0,38.6,10.3,49.2,4.2,california,kern,CA,06,029,06029 -"california,kings",152982.0,35.2,12.1,50.9,3.7,california,kings,CA,06,031,06031 -"california,lake",64665.0,74.1,6.6,17.1,1.1,california,lake,CA,06,033,06033 -"california,lassen",34895.0,66.7,11.6,17.5,1.0,california,lassen,CA,06,035,06035 -"california,los angeles",9818605.0,27.8,13.2,47.7,13.7,california,los angeles,CA,06,037,06037 -"california,madera",150865.0,38.0,7.9,53.7,1.9,california,madera,CA,06,039,06039 -"california,marin",252409.0,72.8,7.0,15.5,5.5,california,marin,CA,06,041,06041 -"california,mariposa",18251.0,83.2,4.8,9.2,1.1,california,mariposa,CA,06,043,06043 -"california,mendocino",87841.0,68.6,5.2,22.2,1.7,california,mendocino,CA,06,045,06045 -"california,merced",255793.0,31.9,8.5,54.9,7.4,california,merced,CA,06,047,06047 -"california,modoc",9686.0,79.0,4.7,13.9,0.8,california,modoc,CA,06,049,06049 -"california,mono",14202.0,68.2,3.2,26.5,1.4,california,mono,CA,06,051,06051 -"california,monterey",415057.0,32.9,8.2,55.4,6.1,california,monterey,CA,06,053,06053 -"california,napa",136484.0,56.4,6.0,32.2,6.8,california,napa,CA,06,055,06055 -"california,nevada",98764.0,86.5,3.6,8.5,1.2,california,nevada,CA,06,057,06057 -"california,orange",3010232.0,44.1,5.9,33.7,17.9,california,orange,CA,06,059,06059 -"california,placer",348432.0,76.1,5.7,12.8,5.9,california,placer,CA,06,061,06061 -"california,plumas",20007.0,85.0,4.6,8.0,0.7,california,plumas,CA,06,063,06063 -"california,riverside",2189641.0,39.7,11.2,45.5,6.0,california,riverside,CA,06,065,06065 -"california,sacramento",1418788.0,48.4,17.0,21.6,14.3,california,sacramento,CA,06,067,06067 -"california,san benito",55269.0,38.3,5.8,56.4,2.6,california,san benito,CA,06,069,06069 -"california,san bernardino",2035210.0,33.3,14.0,49.2,6.3,california,san bernardino,CA,06,071,06071 -"california,san diego",3095313.0,48.5,10.2,32.0,10.9,california,san diego,CA,06,073,06073 -"california,san francisco",805235.0,41.9,10.7,15.1,33.3,california,san francisco,CA,06,075,06075 -"california,san joaquin",685306.0,35.9,13.9,38.9,14.4,california,san joaquin,CA,06,077,06077 -"california,san luis obispo",269637.0,71.1,5.8,20.8,3.2,california,san luis obispo,CA,06,079,06079 -"california,san mateo",718451.0,42.3,8.2,25.4,24.8,california,san mateo,CA,06,081,06081 -"california,santa barbara",423895.0,47.9,6.6,42.9,4.9,california,santa barbara,CA,06,083,06083 -"california,santa clara",1781642.0,35.2,7.5,26.9,32.0,california,santa clara,CA,06,085,06085 -"california,santa cruz",262382.0,59.6,5.7,32.0,4.2,california,santa cruz,CA,06,087,06087 -"california,shasta",177223.0,82.4,5.3,8.4,2.5,california,shasta,CA,06,089,06089 -"california,sierra",3240.0,88.1,2.6,8.3,0.4,california,sierra,CA,06,091,06091 -"california,siskiyou",44900.0,79.5,6.6,10.3,1.2,california,siskiyou,CA,06,093,06093 -"california,solano",413344.0,40.8,22.3,24.0,14.6,california,solano,CA,06,095,06095 -"california,sonoma",483878.0,66.1,6.0,24.9,3.8,california,sonoma,CA,06,097,06097 -"california,stanislaus",514453.0,46.7,8.3,41.9,5.1,california,stanislaus,CA,06,099,06099 -"california,sutter",94737.0,50.4,7.6,28.8,14.4,california,sutter,CA,06,101,06101 -"california,tehama",63463.0,71.9,4.9,21.9,1.0,california,tehama,CA,06,103,06103 -"california,trinity",13786.0,83.5,5.6,7.0,0.7,california,trinity,CA,06,105,06105 -"california,tulare",442179.0,32.6,5.8,60.6,3.4,california,tulare,CA,06,107,06107 -"california,tuolumne",55365.0,81.9,5.7,10.7,1.0,california,tuolumne,CA,06,109,06109 -"california,ventura",823318.0,48.7,6.3,40.3,6.7,california,ventura,CA,06,111,06111 -"california,yolo",200849.0,49.9,8.4,30.3,13.0,california,yolo,CA,06,113,06113 -"california,yuba",72155.0,58.8,10.3,25.0,6.7,california,yuba,CA,06,115,06115 -"colorado,adams",441603.0,53.2,7.0,38.0,3.6,colorado,adams,CO,08,001,08001 -"colorado,alamosa",15445.0,49.6,5.5,46.0,1.0,colorado,alamosa,CO,08,003,08003 -"colorado,arapahoe",572003.0,63.2,14.4,18.4,5.1,colorado,arapahoe,CO,08,005,08005 -"colorado,archuleta",12084.0,78.2,3.1,17.8,0.7,colorado,archuleta,CO,08,007,08007 -"colorado,baca",3788.0,87.7,2.2,9.2,0.2,colorado,baca,CO,08,009,08009 -"colorado,bent",6499.0,59.0,9.6,30.5,1.0,colorado,bent,CO,08,011,08011 -"colorado,boulder",294567.0,79.4,3.5,13.3,4.1,colorado,boulder,CO,08,013,08013 -"colorado,chaffee",17809.0,86.6,3.1,9.4,0.6,colorado,chaffee,CO,08,015,08015 -"colorado,cheyenne",1836.0,88.1,1.4,9.7,0.6,colorado,cheyenne,CO,08,017,08017 -"colorado,clear creek",9088.0,92.1,2.3,4.7,0.6,colorado,clear creek,CO,08,019,08019 -"colorado,conejos",8256.0,41.8,4.4,56.0,0.3,colorado,conejos,CO,08,021,08021 -"colorado,costilla",3524.0,30.8,5.0,66.0,1.0,colorado,costilla,CO,08,023,08023 -"colorado,crowley",5823.0,57.9,11.3,29.0,1.0,colorado,crowley,CO,08,025,08025 -"colorado,custer",4255.0,92.0,2.7,4.7,0.4,colorado,custer,CO,08,027,08027 -"colorado,delta",30952.0,83.0,2.8,14.0,0.5,colorado,delta,CO,08,029,08029 -"colorado,denver",600158.0,52.2,14.3,31.8,3.4,colorado,denver,CO,08,031,08031 -"colorado,dolores",2064.0,90.9,2.6,4.0,0.1,colorado,dolores,CO,08,033,08033 -"colorado,douglas",285465.0,85.2,3.8,7.5,3.8,colorado,douglas,CO,08,035,08035 -"colorado,eagle",52197.0,67.3,2.8,30.1,1.0,colorado,eagle,CO,08,037,08037 -"colorado,elbert",23086.0,91.0,2.6,5.3,0.7,colorado,elbert,CO,08,039,08039 -"colorado,el paso",622263.0,72.0,11.3,15.1,2.7,colorado,el paso,CO,08,041,08041 -"colorado,fremont",46824.0,80.4,5.8,12.3,0.6,colorado,fremont,CO,08,043,08043 -"colorado,garfield",56389.0,68.8,3.3,28.3,0.7,colorado,garfield,CO,08,045,08045 -"colorado,gilpin",5441.0,90.9,2.3,4.9,1.4,colorado,gilpin,CO,08,047,08047 -"colorado,grand",14843.0,89.7,2.0,7.5,0.8,colorado,grand,CO,08,049,08049 -"colorado,gunnison",15324.0,89.1,2.3,8.2,0.7,colorado,gunnison,CO,08,051,08051 -"colorado,hinsdale",843.0,93.2,2.1,2.8,0.4,colorado,hinsdale,CO,08,053,08053 -"colorado,huerfano",6711.0,61.9,4.4,35.3,0.4,colorado,huerfano,CO,08,055,08055 -"colorado,jackson",1394.0,87.4,1.1,10.8,0.1,colorado,jackson,CO,08,057,08057 -"colorado,jefferson",534543.0,79.9,3.8,14.3,2.6,colorado,jefferson,CO,08,059,08059 -"colorado,kiowa",1398.0,93.3,1.8,5.6,0.0,colorado,kiowa,CO,08,061,08061 -"colorado,kit carson",8270.0,76.4,4.1,19.0,0.4,colorado,kit carson,CO,08,063,08063 -"colorado,lake",7310.0,58.2,4.0,39.1,0.5,colorado,lake,CO,08,065,08065 -"colorado,la plata",51334.0,80.3,3.5,11.8,0.6,colorado,la plata,CO,08,067,08067 -"colorado,larimer",299630.0,84.5,3.5,10.6,1.9,colorado,larimer,CO,08,069,08069 -"colorado,las animas",15507.0,54.2,4.8,41.6,0.7,colorado,las animas,CO,08,071,08071 -"colorado,lincoln",5467.0,79.5,7.2,12.5,0.8,colorado,lincoln,CO,08,073,08073 -"colorado,logan",22709.0,78.2,5.5,15.6,0.6,colorado,logan,CO,08,075,08075 -"colorado,mesa",146723.0,83.1,3.3,13.3,0.8,colorado,mesa,CO,08,077,08077 -"colorado,mineral",712.0,95.2,1.7,2.9,0.1,colorado,mineral,CO,08,079,08079 -"colorado,moffat",13795.0,82.7,2.5,14.4,0.6,colorado,moffat,CO,08,081,08081 -"colorado,montezuma",25535.0,75.1,2.9,11.0,0.5,colorado,montezuma,CO,08,083,08083 -"colorado,montrose",41276.0,77.5,2.8,19.7,0.6,colorado,montrose,CO,08,085,08085 -"colorado,morgan",28159.0,61.7,5.2,33.8,0.5,colorado,morgan,CO,08,087,08087 -"colorado,otero",18831.0,56.5,4.6,40.3,0.8,colorado,otero,CO,08,089,08089 -"colorado,ouray",4436.0,93.4,1.5,4.4,0.6,colorado,ouray,CO,08,091,08091 -"colorado,park",16206.0,91.6,2.8,4.8,0.6,colorado,park,CO,08,093,08093 -"colorado,phillips",4442.0,79.4,1.8,18.7,0.6,colorado,phillips,CO,08,095,08095 -"colorado,pitkin",17148.0,87.9,1.9,9.1,1.2,colorado,pitkin,CO,08,097,08097 -"colorado,prowers",12551.0,62.7,3.1,35.2,0.3,colorado,prowers,CO,08,099,08099 -"colorado,pueblo",159063.0,54.1,5.7,41.4,0.8,colorado,pueblo,CO,08,101,08101 -"colorado,rio blanco",6666.0,86.3,3.0,10.0,0.3,colorado,rio blanco,CO,08,103,08103 -"colorado,rio grande",11982.0,55.1,3.6,42.4,0.4,colorado,rio grande,CO,08,105,08105 -"colorado,routt",23509.0,90.6,2.0,6.8,0.6,colorado,routt,CO,08,107,08107 -"colorado,saguache",6108.0,56.4,3.0,40.1,0.8,colorado,saguache,CO,08,109,08109 -"colorado,san juan",699.0,85.1,2.3,12.0,1.1,colorado,san juan,CO,08,111,08111 -"colorado,san miguel",7359.0,88.5,2.2,8.6,0.7,colorado,san miguel,CO,08,113,08113 -"colorado,sedgwick",2379.0,85.6,2.0,12.1,0.7,colorado,sedgwick,CO,08,115,08115 -"colorado,summit",27994.0,82.7,2.4,14.2,1.0,colorado,summit,CO,08,117,08117 -"colorado,teller",23350.0,90.6,2.9,5.5,0.7,colorado,teller,CO,08,119,08119 -"colorado,washington",4814.0,89.4,2.1,8.5,0.2,colorado,washington,CO,08,121,08121 -"colorado,weld",252825.0,67.6,3.9,28.4,1.2,colorado,weld,CO,08,123,08123 -"colorado,yuma",10043.0,77.9,1.3,20.8,0.2,colorado,yuma,CO,08,125,08125 -"connecticut,fairfield",916829.0,66.2,13.5,16.9,4.6,connecticut,fairfield,CT,09,001,09001 -"connecticut,hartford",894014.0,66.1,16.0,15.3,4.2,connecticut,hartford,CT,09,003,09003 -"connecticut,litchfield",189927.0,91.3,2.9,4.5,1.5,connecticut,litchfield,CT,09,005,09005 -"connecticut,middlesex",165676.0,86.4,6.7,4.7,2.6,connecticut,middlesex,CT,09,007,09007 -"connecticut,new haven",862477.0,67.5,15.4,15.0,3.5,connecticut,new haven,CT,09,009,09009 -"connecticut,new london",274055.0,78.3,9.5,8.5,4.2,connecticut,new london,CT,09,011,09011 -"connecticut,tolland",152691.0,87.5,5.1,4.3,3.4,connecticut,tolland,CT,09,013,09013 -"connecticut,windham",118428.0,85.4,4.5,9.6,1.2,connecticut,windham,CT,09,015,09015 -"delaware,kent",162310.0,65.2,27.5,5.8,2.0,delaware,kent,DE,10,001,10001 -"delaware,new castle",538479.0,61.6,26.3,8.7,4.3,delaware,new castle,DE,10,003,10003 -"delaware,sussex",197145.0,75.6,15.0,8.6,1.0,delaware,sussex,DE,10,005,10005 -"district of columbia,washington",,,,,,district of columbia,washington,,,,00nan -"florida,alachua",247336.0,63.7,23.0,8.4,5.4,florida,alachua,FL,12,001,12001 -"florida,baker",27115.0,82.4,15.1,1.9,0.5,florida,baker,FL,12,003,12003 -"florida,bay",168852.0,79.2,13.9,4.8,2.0,florida,bay,FL,12,005,12005 -"florida,bradford",28520.0,73.9,22.0,3.6,0.5,florida,bradford,FL,12,007,12007 -"florida,brevard",543376.0,77.6,12.7,8.1,2.1,florida,brevard,FL,12,009,12009 -"florida,broward",1748066.0,43.5,29.7,25.1,3.2,florida,broward,FL,12,011,12011 -"florida,calhoun",14625.0,77.7,16.1,5.2,0.5,florida,calhoun,FL,12,013,12013 -"florida,charlotte",159978.0,86.0,7.4,5.8,1.2,florida,charlotte,FL,12,015,12015 -"florida,citrus",141236.0,89.6,4.4,4.7,1.4,florida,citrus,FL,12,017,12017 -"florida,clay",190865.0,77.2,12.8,7.7,2.9,florida,clay,FL,12,019,12019 -"florida,collier",321520.0,65.7,8.5,25.9,1.1,florida,collier,FL,12,021,12021 -"florida,columbia",67531.0,74.7,19.4,4.9,0.9,florida,columbia,FL,12,023,12023 -"florida,dade",2496435.0,15.4,21.3,65.0,1.5,florida,dade,FL,12,025,12025 -"florida,de soto",,,,,,florida,de soto,,,,00nan -"florida,dixie",16422.0,86.6,9.9,3.1,0.3,florida,dixie,FL,12,029,12029 -"florida,duval",864263.0,56.6,32.4,7.6,4.2,florida,duval,FL,12,031,12031 -"florida,escambia",297619.0,66.2,26.1,4.7,2.7,florida,escambia,FL,12,033,12033 -"florida,flagler",95696.0,76.1,13.7,8.6,2.1,florida,flagler,FL,12,035,12035 -"florida,franklin",11549.0,79.6,15.5,4.6,0.2,florida,franklin,FL,12,037,12037 -"florida,gadsden",46389.0,33.1,57.3,9.5,0.5,florida,gadsden,FL,12,039,12039 -"florida,gilchrist",16939.0,87.9,6.8,5.0,0.4,florida,gilchrist,FL,12,041,12041 -"florida,glades",12884.0,61.7,14.0,21.1,0.4,florida,glades,FL,12,043,12043 -"florida,gulf",15863.0,74.9,20.5,4.3,0.3,florida,gulf,FL,12,045,12045 -"florida,hamilton",14799.0,54.9,36.2,8.8,0.5,florida,hamilton,FL,12,047,12047 -"florida,hardee",27731.0,48.0,9.0,42.9,1.1,florida,hardee,FL,12,049,12049 -"florida,hendry",39140.0,34.9,16.1,49.2,0.7,florida,hendry,FL,12,051,12051 -"florida,hernando",172778.0,82.1,7.1,10.3,1.1,florida,hernando,FL,12,053,12053 -"florida,highlands",98786.0,70.7,11.6,17.4,1.5,florida,highlands,FL,12,055,12055 -"florida,hillsborough",1229226.0,53.7,19.8,24.9,3.4,florida,hillsborough,FL,12,057,12057 -"florida,holmes",19927.0,88.9,7.7,2.2,0.4,florida,holmes,FL,12,059,12059 -"florida,indian river",138028.0,77.4,10.6,11.2,1.2,florida,indian river,FL,12,061,12061 -"florida,jackson",49746.0,66.6,28.4,4.3,0.5,florida,jackson,FL,12,063,12063 -"florida,jefferson",14761.0,58.7,37.5,3.7,0.4,florida,jefferson,FL,12,065,12065 -"florida,lafayette",8870.0,70.6,17.3,12.1,0.1,florida,lafayette,FL,12,067,12067 -"florida,lake",297052.0,74.5,12.0,12.1,1.7,florida,lake,FL,12,069,12069 -"florida,lee",618754.0,71.0,10.3,18.3,1.4,florida,lee,FL,12,071,12071 -"florida,leon",275487.0,59.3,32.5,5.6,2.9,florida,leon,FL,12,073,12073 -"florida,levy",40801.0,80.8,11.3,7.5,0.6,florida,levy,FL,12,075,12075 -"florida,liberty",8365.0,73.6,19.6,6.2,0.2,florida,liberty,FL,12,077,12077 -"florida,madison",19224.0,55.0,40.1,4.7,0.2,florida,madison,FL,12,079,12079 -"florida,manatee",322833.0,73.4,10.8,14.9,1.6,florida,manatee,FL,12,081,12081 -"florida,marion",331298.0,74.0,14.4,10.9,1.3,florida,marion,FL,12,083,12083 -"florida,martin",146318.0,80.3,7.0,12.2,1.1,florida,martin,FL,12,085,12085 -"florida,monroe",73090.0,71.3,7.5,20.6,1.1,florida,monroe,FL,12,087,12087 -"florida,nassau",73314.0,87.9,7.9,3.2,0.9,florida,nassau,FL,12,089,12089 -"florida,okaloosa:main",,,,,,florida,okaloosa:main,,,,00nan -"florida,okaloosa:spit",,,,,,florida,okaloosa:spit,,,,00nan -"florida,okeechobee",39996.0,65.7,9.9,23.9,0.9,florida,okeechobee,FL,12,093,12093 -"florida,orange",1145956.0,46.0,24.2,26.9,4.9,florida,orange,FL,12,095,12095 -"florida,osceola",268685.0,40.3,15.4,45.5,2.8,florida,osceola,FL,12,097,12097 -"florida,palm beach",1320134.0,60.1,19.6,19.0,2.4,florida,palm beach,FL,12,099,12099 -"florida,pasco",464697.0,80.1,6.7,11.7,2.1,florida,pasco,FL,12,101,12101 -"florida,pinellas",916542.0,76.9,12.5,8.0,3.0,florida,pinellas,FL,12,103,12103 -"florida,polk",602095.0,64.6,17.2,17.7,1.6,florida,polk,FL,12,105,12105 -"florida,putnam",74364.0,72.6,17.9,9.0,0.6,florida,putnam,FL,12,107,12107 -"florida,st johns",190039.0,85.3,7.4,5.2,2.1,florida,st johns,,,,00nan -"florida,st lucie",277789.0,61.2,21.7,16.6,1.6,florida,st lucie,,,,00nan -"florida,santa rosa",151372.0,85.0,8.4,4.3,1.8,florida,santa rosa,FL,12,113,12113 -"florida,sarasota",379448.0,84.9,6.3,7.9,1.3,florida,sarasota,FL,12,115,12115 -"florida,seminole",422718.0,66.3,14.0,17.1,3.7,florida,seminole,FL,12,117,12117 -"florida,sumter",93420.0,82.8,10.8,6.0,0.7,florida,sumter,FL,12,119,12119 -"florida,suwannee",41551.0,77.7,13.3,8.7,0.5,florida,suwannee,FL,12,121,12121 -"florida,taylor",22570.0,73.0,22.4,3.4,0.7,florida,taylor,FL,12,123,12123 -"florida,union",15535.0,71.6,23.6,4.8,0.2,florida,union,FL,12,125,12125 -"florida,volusia",494593.0,75.4,12.6,11.2,1.5,florida,volusia,FL,12,127,12127 -"florida,wakulla",30776.0,79.5,16.3,3.3,0.6,florida,wakulla,FL,12,129,12129 -"florida,walton",55043.0,85.1,8.1,5.3,0.9,florida,walton,FL,12,131,12131 -"florida,washington",24896.0,78.5,17.1,2.9,0.5,florida,washington,FL,12,133,12133 -"georgia,appling",18236.0,70.5,19.7,9.3,0.7,georgia,appling,GA,13,001,13001 -"georgia,atkinson",8375.0,57.0,18.9,24.3,0.3,georgia,atkinson,GA,13,003,13003 -"georgia,bacon",11096.0,76.0,16.6,7.1,0.3,georgia,bacon,GA,13,005,13005 -"georgia,baker",3451.0,47.6,48.0,4.2,0.7,georgia,baker,GA,13,007,13007 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-"illinois,piatt",16729.0,97.3,1.3,1.0,0.3,illinois,piatt,IL,17,147,17147 -"illinois,pike",16430.0,96.2,2.4,1.0,0.2,illinois,pike,IL,17,149,17149 -"illinois,pope",4470.0,90.7,6.9,1.4,0.2,illinois,pope,IL,17,151,17151 -"illinois,pulaski",6161.0,63.9,34.3,1.6,0.2,illinois,pulaski,IL,17,153,17153 -"illinois,putnam",6006.0,94.1,1.7,4.2,0.2,illinois,putnam,IL,17,155,17155 -"illinois,randolph",33476.0,86.4,10.7,2.6,0.3,illinois,randolph,IL,17,157,17157 -"illinois,richland",16233.0,96.6,1.4,1.3,0.7,illinois,richland,IL,17,159,17159 -"illinois,rock island",147546.0,75.7,12.0,11.6,1.6,illinois,rock island,IL,17,161,17161 -"illinois,st clair",270056.0,62.9,32.7,3.3,1.2,illinois,st clair,,,,00nan -"illinois,saline",24913.0,92.4,5.7,1.4,0.4,illinois,saline,IL,17,165,17165 -"illinois,sangamon",197465.0,82.5,14.0,1.8,1.6,illinois,sangamon,IL,17,167,17167 -"illinois,schuyler",7544.0,94.9,3.7,1.2,0.1,illinois,schuyler,IL,17,169,17169 -"illinois,scott",5355.0,98.0,0.9,0.8,0.2,illinois,scott,IL,17,171,17171 -"illinois,shelby",22363.0,98.0,0.8,0.8,0.3,illinois,shelby,IL,17,173,17173 -"illinois,stark",5994.0,97.2,1.5,1.0,0.3,illinois,stark,IL,17,175,17175 -"illinois,stephenson",47711.0,85.1,11.5,2.9,0.6,illinois,stephenson,IL,17,177,17177 -"illinois,tazewell",135394.0,95.0,2.3,1.9,0.7,illinois,tazewell,IL,17,179,17179 -"illinois,union",17808.0,92.4,2.4,4.8,0.3,illinois,union,IL,17,181,17181 -"illinois,vermilion",81625.0,80.4,15.1,4.2,0.7,illinois,vermilion,IL,17,183,17183 -"illinois,wabash",11947.0,96.2,1.8,1.3,0.6,illinois,wabash,IL,17,185,17185 -"illinois,warren",17707.0,88.0,3.3,8.4,0.5,illinois,warren,IL,17,187,17187 -"illinois,washington",14716.0,96.9,1.5,1.3,0.3,illinois,washington,IL,17,189,17189 -"illinois,wayne",16760.0,97.5,1.0,1.1,0.4,illinois,wayne,IL,17,191,17191 -"illinois,white",14665.0,97.6,1.1,1.1,0.2,illinois,white,IL,17,193,17193 -"illinois,whiteside",58498.0,85.9,3.5,11.0,0.5,illinois,whiteside,IL,17,195,17195 -"illinois,will",677560.0,67.2,13.5,15.6,4.6,illinois,will,IL,17,197,17197 -"illinois,williamson",66357.0,91.5,5.5,2.0,0.8,illinois,williamson,IL,17,199,17199 -"illinois,winnebago",295266.0,72.5,15.0,10.9,2.3,illinois,winnebago,IL,17,201,17201 -"illinois,woodford",38664.0,96.5,1.6,1.4,0.6,illinois,woodford,IL,17,203,17203 -"indiana,adams",34387.0,94.6,1.2,4.1,0.2,indiana,adams,IN,18,001,18001 -"indiana,allen",355329.0,76.5,14.7,6.5,2.7,indiana,allen,IN,18,003,18003 -"indiana,bartholomew",76794.0,87.0,3.4,6.2,3.4,indiana,bartholomew,IN,18,005,18005 -"indiana,benton",8854.0,93.7,1.6,4.9,0.2,indiana,benton,IN,18,007,18007 -"indiana,blackford",12766.0,97.2,1.6,0.9,0.1,indiana,blackford,IN,18,009,18009 -"indiana,boone",56640.0,93.8,2.2,2.2,1.7,indiana,boone,IN,18,011,18011 -"indiana,brown",15242.0,96.8,1.5,1.2,0.3,indiana,brown,IN,18,013,18013 -"indiana,carroll",20155.0,95.2,1.2,3.5,0.1,indiana,carroll,IN,18,015,18015 -"indiana,cass",38966.0,83.7,3.0,12.6,1.1,indiana,cass,IN,18,017,18017 -"indiana,clark",110232.0,85.2,9.2,4.9,0.8,indiana,clark,IN,18,019,18019 -"indiana,clay",26890.0,97.2,1.2,1.1,0.2,indiana,clay,IN,18,021,18021 -"indiana,clinton",33224.0,85.3,1.7,13.2,0.2,indiana,clinton,IN,18,023,18023 -"indiana,crawford",10713.0,97.0,1.3,1.2,0.2,indiana,crawford,IN,18,025,18025 -"indiana,daviess",31648.0,93.8,1.6,4.2,0.5,indiana,daviess,IN,18,027,18027 -"indiana,dearborn",50047.0,96.9,1.6,1.0,0.4,indiana,dearborn,IN,18,029,18029 -"indiana,decatur",25740.0,96.3,1.2,1.7,0.7,indiana,decatur,IN,18,031,18031 -"indiana,de kalb",,,,,,indiana,de kalb,,,,00nan -"indiana,delaware",117671.0,88.1,9.0,1.8,1.0,indiana,delaware,IN,18,035,18035 -"indiana,dubois",41889.0,92.6,1.2,6.0,0.5,indiana,dubois,IN,18,037,18037 -"indiana,elkhart",197559.0,77.2,8.2,14.1,1.0,indiana,elkhart,IN,18,039,18039 -"indiana,fayette",24277.0,96.4,2.3,0.9,0.3,indiana,fayette,IN,18,041,18041 -"indiana,floyd",74578.0,89.2,7.3,2.6,0.9,indiana,floyd,IN,18,043,18043 -"indiana,fountain",17240.0,96.3,1.2,2.2,0.2,indiana,fountain,IN,18,045,18045 -"indiana,franklin",23087.0,97.9,0.9,0.9,0.2,indiana,franklin,IN,18,047,18047 -"indiana,fulton",20836.0,93.3,1.8,4.2,0.5,indiana,fulton,IN,18,049,18049 -"indiana,gibson",33503.0,94.8,3.4,1.3,0.5,indiana,gibson,IN,18,051,18051 -"indiana,grant",70061.0,86.5,9.4,3.6,0.6,indiana,grant,IN,18,053,18053 -"indiana,greene",33165.0,97.5,1.0,1.0,0.3,indiana,greene,IN,18,055,18055 -"indiana,hamilton",274569.0,86.4,5.3,3.4,4.8,indiana,hamilton,IN,18,057,18057 -"indiana,hancock",70002.0,94.1,3.3,1.7,0.8,indiana,hancock,IN,18,059,18059 -"indiana,harrison",39364.0,96.5,1.4,1.5,0.4,indiana,harrison,IN,18,061,18061 -"indiana,hendricks",145448.0,88.5,6.5,3.0,2.1,indiana,hendricks,IN,18,063,18063 -"indiana,henry",49462.0,94.9,3.4,1.4,0.3,indiana,henry,IN,18,065,18065 -"indiana,howard",82752.0,87.1,9.3,2.7,0.9,indiana,howard,IN,18,067,18067 -"indiana,huntington",37124.0,96.1,1.6,1.7,0.4,indiana,huntington,IN,18,069,18069 -"indiana,jackson",42376.0,91.6,2.0,5.7,0.8,indiana,jackson,IN,18,071,18071 -"indiana,jasper",33478.0,92.6,1.7,5.4,0.4,indiana,jasper,IN,18,073,18073 -"indiana,jay",21253.0,95.8,1.2,2.7,0.4,indiana,jay,IN,18,075,18075 -"indiana,jefferson",32428.0,93.9,3.0,2.3,0.7,indiana,jefferson,IN,18,077,18077 -"indiana,jennings",28525.0,95.9,1.9,2.0,0.2,indiana,jennings,IN,18,079,18079 -"indiana,johnson",139654.0,92.3,2.7,3.1,2.0,indiana,johnson,IN,18,081,18081 -"indiana,knox",38440.0,94.1,3.9,1.5,0.6,indiana,knox,IN,18,083,18083 -"indiana,kosciusko",77358.0,89.9,2.1,7.3,0.8,indiana,kosciusko,IN,18,085,18085 -"indiana,lagrange",37128.0,95.0,1.2,3.5,0.3,indiana,lagrange,IN,18,087,18087 -"indiana,lake",496005.0,55.3,28.2,16.7,1.2,indiana,lake,IN,18,089,18089 -"indiana,la porte",,,,,,indiana,la porte,,,,00nan -"indiana,lawrence",46134.0,96.6,1.5,1.2,0.5,indiana,lawrence,IN,18,093,18093 -"indiana,madison",131636.0,86.3,10.1,3.2,0.4,indiana,madison,IN,18,095,18095 -"indiana,marion",903393.0,59.5,29.5,9.3,2.0,indiana,marion,IN,18,097,18097 -"indiana,marshall",47051.0,89.5,2.0,8.4,0.5,indiana,marshall,IN,18,099,18099 -"indiana,martin",10334.0,98.0,0.8,0.7,0.3,indiana,martin,IN,18,101,18101 -"indiana,miami",36903.0,90.3,6.3,2.5,0.3,indiana,miami,IN,18,103,18103 -"indiana,monroe",137974.0,86.1,5.7,2.9,5.2,indiana,monroe,IN,18,105,18105 -"indiana,montgomery",38124.0,92.8,2.1,4.6,0.6,indiana,montgomery,IN,18,107,18107 -"indiana,morgan",68894.0,96.9,1.3,1.2,0.4,indiana,morgan,IN,18,109,18109 -"indiana,newton",14244.0,93.3,1.4,5.0,0.3,indiana,newton,IN,18,111,18111 -"indiana,noble",47536.0,88.6,1.7,9.6,0.4,indiana,noble,IN,18,113,18113 -"indiana,ohio",6128.0,97.4,1.1,1.1,0.3,indiana,ohio,IN,18,115,18115 -"indiana,orange",19840.0,96.5,2.0,1.0,0.3,indiana,orange,IN,18,117,18117 -"indiana,owen",21575.0,97.3,1.2,0.9,0.3,indiana,owen,IN,18,119,18119 -"indiana,parke",17339.0,95.4,2.9,1.2,0.2,indiana,parke,IN,18,121,18121 -"indiana,perry",19338.0,95.3,3.2,1.0,0.4,indiana,perry,IN,18,123,18123 -"indiana,pike",12845.0,97.7,1.1,0.9,0.2,indiana,pike,IN,18,125,18125 -"indiana,porter",164343.0,85.9,4.9,8.5,1.2,indiana,porter,IN,18,127,18127 -"indiana,posey",25910.0,96.7,2.0,1.0,0.3,indiana,posey,IN,18,129,18129 -"indiana,pulaski",13402.0,95.7,1.7,2.4,0.2,indiana,pulaski,IN,18,131,18131 -"indiana,putnam",37963.0,92.5,5.1,1.5,0.7,indiana,putnam,IN,18,133,18133 -"indiana,randolph",26171.0,95.1,1.5,3.0,0.2,indiana,randolph,IN,18,135,18135 -"indiana,ripley",28818.0,96.7,1.1,1.5,0.5,indiana,ripley,IN,18,137,18137 -"indiana,rush",17392.0,96.8,1.5,1.1,0.3,indiana,rush,IN,18,139,18139 -"indiana,st joseph",266931.0,75.6,15.6,7.3,1.9,indiana,st joseph,,,,00nan -"indiana,scott",24181.0,97.1,1.0,1.5,0.4,indiana,scott,IN,18,143,18143 -"indiana,shelby",44436.0,93.7,2.2,3.7,0.5,indiana,shelby,IN,18,145,18145 -"indiana,spencer",20952.0,95.9,1.3,2.5,0.3,indiana,spencer,IN,18,147,18147 -"indiana,starke",23363.0,95.1,1.5,3.3,0.2,indiana,starke,IN,18,149,18149 -"indiana,steuben",34185.0,95.1,1.5,2.9,0.5,indiana,steuben,IN,18,151,18151 -"indiana,sullivan",21475.0,92.8,5.5,1.4,0.2,indiana,sullivan,IN,18,153,18153 -"indiana,switzerland",10613.0,97.2,1.1,1.4,0.2,indiana,switzerland,IN,18,155,18155 -"indiana,tippecanoe",172780.0,80.4,6.2,7.5,6.2,indiana,tippecanoe,IN,18,157,18157 -"indiana,tipton",15936.0,96.4,1.2,2.2,0.4,indiana,tipton,IN,18,159,18159 -"indiana,union",7516.0,96.9,1.5,1.1,0.3,indiana,union,IN,18,161,18161 -"indiana,vanderburgh",179703.0,85.2,11.4,2.2,1.1,indiana,vanderburgh,IN,18,163,18163 -"indiana,vermillion",16212.0,97.8,1.0,0.8,0.2,indiana,vermillion,IN,18,165,18165 -"indiana,vigo",107848.0,86.7,9.1,2.3,1.7,indiana,vigo,IN,18,167,18167 -"indiana,wabash",32888.0,95.4,1.6,2.1,0.4,indiana,wabash,IN,18,169,18169 -"indiana,warren",8508.0,97.8,0.8,0.8,0.4,indiana,warren,IN,18,171,18171 -"indiana,warrick",59689.0,94.0,2.7,1.6,1.6,indiana,warrick,IN,18,173,18173 -"indiana,washington",28262.0,97.4,1.1,1.1,0.3,indiana,washington,IN,18,175,18175 -"indiana,wayne",68917.0,89.0,7.6,2.6,0.8,indiana,wayne,IN,18,177,18177 -"indiana,wells",27636.0,96.3,1.2,2.0,0.4,indiana,wells,IN,18,179,18179 -"indiana,white",24643.0,91.2,1.7,7.1,0.4,indiana,white,IN,18,181,18181 -"indiana,whitley",33292.0,96.6,1.4,1.5,0.3,indiana,whitley,IN,18,183,18183 -"iowa,adair",7682.0,97.7,0.8,1.3,0.3,iowa,adair,IA,19,001,19001 -"iowa,adams",4029.0,97.3,0.7,0.9,0.6,iowa,adams,IA,19,003,19003 -"iowa,allamakee",14330.0,93.0,1.4,5.3,0.2,iowa,allamakee,IA,19,005,19005 -"iowa,appanoose",12887.0,96.8,1.5,1.4,0.3,iowa,appanoose,IA,19,007,19007 -"iowa,audubon",6119.0,98.2,0.8,0.6,0.4,iowa,audubon,IA,19,009,19009 -"iowa,benton",26076.0,97.4,1.3,1.1,0.3,iowa,benton,IA,19,011,19011 -"iowa,black hawk",131090.0,83.9,11.2,3.7,1.3,iowa,black hawk,IA,19,013,19013 -"iowa,boone",26306.0,95.8,1.8,1.9,0.3,iowa,boone,IA,19,015,19015 -"iowa,bremer",24276.0,96.6,1.7,1.0,0.7,iowa,bremer,IA,19,017,19017 -"iowa,buchanan",20958.0,97.1,1.4,1.2,0.4,iowa,buchanan,IA,19,019,19019 -"iowa,buena vista",20260.0,67.9,4.4,22.7,5.6,iowa,buena vista,IA,19,021,19021 -"iowa,butler",14867.0,97.9,0.9,0.9,0.2,iowa,butler,IA,19,023,19023 -"iowa,calhoun",9670.0,97.9,0.8,0.9,0.2,iowa,calhoun,IA,19,025,19025 -"iowa,carroll",20816.0,96.7,1.3,1.6,0.4,iowa,carroll,IA,19,027,19027 -"iowa,cass",13956.0,96.7,0.9,1.8,0.2,iowa,cass,IA,19,029,19029 -"iowa,cedar",18499.0,96.7,1.3,1.5,0.5,iowa,cedar,IA,19,031,19031 -"iowa,cerro gordo",44151.0,92.6,2.9,3.8,0.9,iowa,cerro gordo,IA,19,033,19033 -"iowa,cherokee",12072.0,95.7,1.4,2.3,0.5,iowa,cherokee,IA,19,035,19035 -"iowa,chickasaw",12439.0,96.9,0.8,2.2,0.3,iowa,chickasaw,IA,19,037,19037 -"iowa,clarke",9286.0,88.4,1.4,10.0,0.4,iowa,clarke,IA,19,039,19039 -"iowa,clay",16667.0,95.1,1.5,2.9,0.6,iowa,clay,IA,19,041,19041 -"iowa,clayton",18129.0,96.9,1.2,1.7,0.2,iowa,clayton,IA,19,043,19043 -"iowa,clinton",49116.0,92.5,4.5,2.5,0.6,iowa,clinton,IA,19,045,19045 -"iowa,crawford",17096.0,73.4,2.8,24.2,0.6,iowa,crawford,IA,19,047,19047 -"iowa,dallas",66135.0,88.7,2.9,6.1,2.5,iowa,dallas,IA,19,049,19049 -"iowa,davis",8753.0,97.7,0.9,1.0,0.3,iowa,davis,IA,19,051,19051 -"iowa,decatur",8457.0,94.0,2.8,2.1,0.7,iowa,decatur,IA,19,053,19053 -"iowa,delaware",17764.0,98.0,0.9,0.8,0.3,iowa,delaware,IA,19,055,19055 -"iowa,des moines",40325.0,89.4,7.4,2.6,0.7,iowa,des moines,IA,19,057,19057 -"iowa,dickinson",16667.0,97.5,0.9,1.1,0.4,iowa,dickinson,IA,19,059,19059 -"iowa,dubuque",93653.0,92.9,4.0,1.9,0.9,iowa,dubuque,IA,19,061,19061 -"iowa,emmet",10302.0,90.5,2.2,7.4,0.4,iowa,emmet,IA,19,063,19063 -"iowa,fayette",20880.0,95.7,1.9,1.8,0.5,iowa,fayette,IA,19,065,19065 -"iowa,floyd",16303.0,94.7,2.0,2.0,1.3,iowa,floyd,IA,19,067,19067 -"iowa,franklin",10680.0,87.4,1.9,11.3,0.3,iowa,franklin,IA,19,069,19069 -"iowa,fremont",7441.0,95.7,1.4,2.5,0.3,iowa,fremont,IA,19,071,19071 -"iowa,greene",9336.0,96.6,0.9,1.8,0.3,iowa,greene,IA,19,073,19073 -"iowa,grundy",12453.0,97.9,0.9,1.0,0.2,iowa,grundy,IA,19,075,19075 -"iowa,guthrie",10954.0,96.7,1.1,1.8,0.3,iowa,guthrie,IA,19,077,19077 -"iowa,hamilton",15673.0,91.5,1.7,5.0,2.0,iowa,hamilton,IA,19,079,19079 -"iowa,hancock",11341.0,94.7,1.4,3.5,0.4,iowa,hancock,IA,19,081,19081 -"iowa,hardin",17534.0,93.7,2.3,3.7,0.5,iowa,hardin,IA,19,083,19083 -"iowa,harrison",14928.0,97.3,1.0,1.2,0.3,iowa,harrison,IA,19,085,19085 -"iowa,henry",20145.0,90.1,3.8,3.8,2.3,iowa,henry,IA,19,087,19087 -"iowa,howard",9566.0,97.4,1.1,1.2,0.3,iowa,howard,IA,19,089,19089 -"iowa,humboldt",9815.0,94.6,1.5,3.6,0.3,iowa,humboldt,IA,19,091,19091 -"iowa,ida",7089.0,97.4,0.8,1.4,0.3,iowa,ida,IA,19,093,19093 -"iowa,iowa",16355.0,96.7,1.1,1.9,0.3,iowa,iowa,IA,19,095,19095 -"iowa,jackson",19848.0,96.9,1.3,1.1,0.2,iowa,jackson,IA,19,097,19097 -"iowa,jasper",36842.0,95.8,2.2,1.5,0.4,iowa,jasper,IA,19,099,19099 -"iowa,jefferson",16843.0,86.3,2.9,2.4,8.5,iowa,jefferson,IA,19,101,19101 -"iowa,johnson",130882.0,83.1,7.1,4.7,5.2,iowa,johnson,IA,19,103,19103 -"iowa,jones",20638.0,95.5,2.6,1.3,0.4,iowa,jones,IA,19,105,19105 -"iowa,keokuk",10511.0,97.9,1.1,0.9,0.2,iowa,keokuk,IA,19,107,19107 -"iowa,kossuth",15543.0,97.3,1.1,1.4,0.4,iowa,kossuth,IA,19,109,19109 -"iowa,lee",35862.0,91.6,5.1,3.0,0.5,iowa,lee,IA,19,111,19111 -"iowa,linn",211226.0,89.3,6.3,2.6,1.8,iowa,linn,IA,19,113,19113 -"iowa,louisa",11387.0,81.8,2.0,15.8,0.9,iowa,louisa,IA,19,115,19115 -"iowa,lucas",8898.0,98.0,0.8,1.0,0.2,iowa,lucas,IA,19,117,19117 -"iowa,lyon",11581.0,97.3,0.7,1.8,0.2,iowa,lyon,IA,19,119,19119 -"iowa,madison",15679.0,97.2,1.2,1.3,0.3,iowa,madison,IA,19,121,19121 -"iowa,mahaska",22381.0,94.9,2.2,1.6,1.1,iowa,mahaska,IA,19,123,19123 -"iowa,marion",33309.0,95.6,1.7,1.6,1.1,iowa,marion,IA,19,125,19125 -"iowa,marshall",40648.0,78.2,3.7,17.3,1.3,iowa,marshall,IA,19,127,19127 -"iowa,mills",15059.0,95.6,1.5,2.4,0.4,iowa,mills,IA,19,129,19129 -"iowa,mitchell",10776.0,98.0,0.7,1.0,0.3,iowa,mitchell,IA,19,131,19131 -"iowa,monona",9243.0,96.3,1.3,1.2,0.2,iowa,monona,IA,19,133,19133 -"iowa,monroe",7970.0,96.3,1.6,2.1,0.4,iowa,monroe,IA,19,135,19135 -"iowa,montgomery",10740.0,95.6,1.2,2.8,0.2,iowa,montgomery,IA,19,137,19137 -"iowa,muscatine",42745.0,80.8,3.3,15.9,0.8,iowa,muscatine,IA,19,139,19139 -"iowa,obrien",,,,,,iowa,obrien,,,,00nan -"iowa,osceola",6462.0,91.9,1.1,6.7,0.3,iowa,osceola,IA,19,143,19143 -"iowa,page",15932.0,92.7,3.6,2.7,0.7,iowa,page,IA,19,145,19145 -"iowa,palo alto",9421.0,96.7,1.3,1.6,0.3,iowa,palo alto,IA,19,147,19147 -"iowa,plymouth",24986.0,95.2,1.3,3.0,0.5,iowa,plymouth,IA,19,149,19149 -"iowa,pocahontas",7310.0,96.3,1.4,2.3,0.2,iowa,pocahontas,IA,19,151,19151 -"iowa,polk",430640.0,80.7,8.4,7.6,3.5,iowa,polk,IA,19,153,19153 -"iowa,pottawattamie",93158.0,89.7,3.3,6.6,0.6,iowa,pottawattamie,IA,19,155,19155 -"iowa,poweshiek",18914.0,93.6,2.5,2.4,1.4,iowa,poweshiek,IA,19,157,19157 -"iowa,ringgold",5131.0,96.8,1.1,1.8,0.3,iowa,ringgold,IA,19,159,19159 -"iowa,sac",10350.0,96.9,1.1,1.9,0.2,iowa,sac,IA,19,161,19161 -"iowa,scott",165224.0,82.8,10.1,5.6,2.0,iowa,scott,IA,19,163,19163 -"iowa,shelby",12167.0,96.7,0.9,1.8,0.4,iowa,shelby,IA,19,165,19165 -"iowa,sioux",33704.0,89.3,1.3,8.9,0.8,iowa,sioux,IA,19,167,19167 -"iowa,story",89542.0,86.9,4.1,3.0,6.0,iowa,story,IA,19,169,19169 -"iowa,tama",17767.0,83.7,2.9,7.4,0.3,iowa,tama,IA,19,171,19171 -"iowa,taylor",6317.0,93.0,1.2,5.8,0.3,iowa,taylor,IA,19,173,19173 -"iowa,union",12534.0,96.0,1.7,1.8,0.5,iowa,union,IA,19,175,19175 -"iowa,van buren",7570.0,97.4,0.9,1.2,0.5,iowa,van buren,IA,19,177,19177 -"iowa,wapello",35625.0,87.5,2.9,9.1,0.7,iowa,wapello,IA,19,179,19179 -"iowa,warren",46225.0,95.8,1.7,1.9,0.5,iowa,warren,IA,19,181,19181 -"iowa,washington",21704.0,92.7,2.1,5.2,0.3,iowa,washington,IA,19,183,19183 -"iowa,wayne",6403.0,97.5,1.0,1.1,0.3,iowa,wayne,IA,19,185,19185 -"iowa,webster",38013.0,90.0,5.6,3.8,0.6,iowa,webster,IA,19,187,19187 -"iowa,winnebago",10866.0,94.3,1.8,3.3,0.8,iowa,winnebago,IA,19,189,19189 -"iowa,winneshiek",21056.0,95.7,1.4,2.0,1.1,iowa,winneshiek,IA,19,191,19191 -"iowa,woodbury",102172.0,77.6,5.6,13.7,2.4,iowa,woodbury,IA,19,193,19193 -"iowa,worth",7598.0,96.5,1.2,1.9,0.3,iowa,worth,IA,19,195,19195 -"iowa,wright",13229.0,88.7,2.0,9.6,0.2,iowa,wright,IA,19,197,19197 -"kansas,allen",13371.0,91.9,4.4,2.9,0.5,kansas,allen,KS,20,001,20001 -"kansas,anderson",8102.0,96.0,1.7,1.5,0.5,kansas,anderson,KS,20,003,20003 -"kansas,atchison",16924.0,89.5,7.5,2.3,0.4,kansas,atchison,KS,20,005,20005 -"kansas,barber",4861.0,94.8,1.8,2.4,0.4,kansas,barber,KS,20,007,20007 -"kansas,barton",27674.0,83.4,3.4,13.3,0.2,kansas,barton,KS,20,009,20009 -"kansas,bourbon",15173.0,92.0,5.1,2.0,0.5,kansas,bourbon,KS,20,011,20011 -"kansas,brown",9984.0,84.0,4.4,3.1,0.3,kansas,brown,KS,20,013,20013 -"kansas,butler",65880.0,91.0,3.9,3.9,0.7,kansas,butler,KS,20,015,20015 -"kansas,chase",2790.0,93.1,3.0,3.6,0.3,kansas,chase,KS,20,017,20017 -"kansas,chautauqua",3669.0,89.7,4.2,2.4,0.1,kansas,chautauqua,KS,20,019,20019 -"kansas,cherokee",21603.0,89.2,4.5,2.0,0.3,kansas,cherokee,KS,20,021,20021 -"kansas,cheyenne",2726.0,93.3,0.8,5.2,0.7,kansas,cheyenne,KS,20,023,20023 -"kansas,clark",2215.0,88.8,3.0,7.4,0.8,kansas,clark,KS,20,025,20025 -"kansas,clay",8535.0,95.9,1.6,1.9,0.3,kansas,clay,KS,20,027,20027 -"kansas,cloud",9533.0,94.8,2.0,3.0,0.2,kansas,cloud,KS,20,029,20029 -"kansas,coffey",8601.0,95.1,2.1,2.0,0.4,kansas,coffey,KS,20,031,20031 -"kansas,comanche",1891.0,94.3,1.6,3.9,0.3,kansas,comanche,KS,20,033,20033 -"kansas,cowley",36311.0,82.2,6.2,9.1,1.6,kansas,cowley,KS,20,035,20035 -"kansas,crawford",39134.0,89.0,4.6,4.5,1.2,kansas,crawford,KS,20,037,20037 -"kansas,decatur",2961.0,96.9,1.5,1.0,0.2,kansas,decatur,KS,20,039,20039 -"kansas,dickinson",19754.0,92.7,3.0,3.9,0.3,kansas,dickinson,KS,20,041,20041 -"kansas,doniphan",7945.0,91.7,5.3,2.1,0.2,kansas,doniphan,KS,20,043,20043 -"kansas,douglas",110826.0,81.7,7.7,5.1,3.7,kansas,douglas,KS,20,045,20045 -"kansas,edwards",3037.0,80.5,1.7,17.6,0.4,kansas,edwards,KS,20,047,20047 -"kansas,elk",2882.0,93.5,2.3,2.7,0.4,kansas,elk,KS,20,049,20049 -"kansas,ellis",28452.0,91.7,2.4,4.6,1.4,kansas,ellis,KS,20,051,20051 -"kansas,ellsworth",6497.0,88.2,6.3,5.0,0.4,kansas,ellsworth,KS,20,053,20053 -"kansas,finney",36776.0,46.4,5.1,46.7,3.4,kansas,finney,KS,20,055,20055 -"kansas,ford",33848.0,44.0,4.8,51.2,1.4,kansas,ford,KS,20,057,20057 -"kansas,franklin",25992.0,91.9,4.0,3.6,0.4,kansas,franklin,KS,20,059,20059 -"kansas,geary",34362.0,59.9,25.3,12.4,3.2,kansas,geary,KS,20,061,20061 -"kansas,gove",2695.0,97.1,0.9,1.6,0.4,kansas,gove,KS,20,063,20063 -"kansas,graham",2597.0,90.8,6.7,2.3,0.3,kansas,graham,KS,20,065,20065 -"kansas,grant",7829.0,54.2,2.9,43.9,0.3,kansas,grant,KS,20,067,20067 -"kansas,gray",6006.0,84.1,1.7,14.2,0.2,kansas,gray,KS,20,069,20069 -"kansas,greeley",1247.0,84.7,1.9,13.7,0.3,kansas,greeley,KS,20,071,20071 -"kansas,greenwood",6689.0,93.5,2.5,3.3,0.3,kansas,greenwood,KS,20,073,20073 -"kansas,hamilton",2690.0,67.0,1.7,30.7,0.3,kansas,hamilton,KS,20,075,20075 -"kansas,harper",6034.0,92.5,1.8,4.9,0.1,kansas,harper,KS,20,077,20077 -"kansas,harvey",34684.0,84.6,4.0,10.8,0.7,kansas,harvey,KS,20,079,20079 -"kansas,haskell",4256.0,71.3,2.3,27.0,0.2,kansas,haskell,KS,20,081,20081 -"kansas,hodgeman",1916.0,91.2,2.7,6.2,0.4,kansas,hodgeman,KS,20,083,20083 -"kansas,jackson",13462.0,85.9,3.7,3.3,0.4,kansas,jackson,KS,20,085,20085 -"kansas,jefferson",19126.0,95.0,2.3,1.8,0.2,kansas,jefferson,KS,20,087,20087 -"kansas,jewell",3077.0,96.2,1.4,2.0,0.2,kansas,jewell,KS,20,089,20089 -"kansas,johnson",544179.0,82.0,6.8,7.2,4.2,kansas,johnson,KS,20,091,20091 -"kansas,kearny",3977.0,68.5,2.7,28.5,0.3,kansas,kearny,KS,20,093,20093 -"kansas,kingman",7858.0,95.3,1.4,2.5,0.5,kansas,kingman,KS,20,095,20095 -"kansas,kiowa",2553.0,93.1,1.7,3.9,0.6,kansas,kiowa,KS,20,097,20097 -"kansas,labette",21607.0,85.5,8.7,4.0,0.4,kansas,labette,KS,20,099,20099 -"kansas,lane",1750.0,93.0,2.1,4.2,0.2,kansas,lane,KS,20,101,20101 -"kansas,leavenworth",76227.0,80.3,12.7,5.7,1.3,kansas,leavenworth,KS,20,103,20103 -"kansas,lincoln",3241.0,96.1,1.1,2.2,0.2,kansas,lincoln,KS,20,105,20105 -"kansas,linn",9656.0,95.1,2.0,1.9,0.3,kansas,linn,KS,20,107,20107 -"kansas,logan",2756.0,94.7,2.0,2.9,0.4,kansas,logan,KS,20,109,20109 -"kansas,lyon",33690.0,73.3,5.1,20.1,2.3,kansas,lyon,KS,20,111,20111 -"kansas,mcpherson",29180.0,93.1,2.7,3.5,0.5,kansas,mcpherson,KS,20,113,20113 -"kansas,marion",12660.0,94.7,2.5,2.3,0.2,kansas,marion,KS,20,115,20115 -"kansas,marshall",10117.0,96.1,1.6,1.9,0.2,kansas,marshall,KS,20,117,20117 -"kansas,meade",4575.0,82.2,2.3,14.8,0.4,kansas,meade,KS,20,119,20119 -"kansas,miami",32787.0,93.7,3.2,2.5,0.4,kansas,miami,KS,20,121,20121 -"kansas,mitchell",6373.0,97.2,1.0,1.1,0.3,kansas,mitchell,KS,20,123,20123 -"kansas,montgomery",35471.0,80.9,10.7,5.2,0.6,kansas,montgomery,KS,20,125,20125 -"kansas,morris",5923.0,94.1,2.0,3.6,0.2,kansas,morris,KS,20,127,20127 -"kansas,morton",3233.0,76.3,2.2,19.3,1.9,kansas,morton,KS,20,129,20129 -"kansas,nemaha",10178.0,96.7,1.6,1.2,0.1,kansas,nemaha,KS,20,131,20131 -"kansas,neosho",16512.0,91.7,3.2,4.2,0.5,kansas,neosho,KS,20,133,20133 -"kansas,ness",3107.0,91.0,1.5,7.4,0.1,kansas,ness,KS,20,135,20135 -"kansas,norton",5671.0,91.1,4.1,4.2,0.5,kansas,norton,KS,20,137,20137 -"kansas,osage",16295.0,95.5,1.8,2.0,0.2,kansas,osage,KS,20,139,20139 -"kansas,osborne",3858.0,97.0,1.2,1.2,0.5,kansas,osborne,KS,20,141,20141 -"kansas,ottawa",6091.0,95.7,2.2,2.0,0.1,kansas,ottawa,KS,20,143,20143 -"kansas,pawnee",6973.0,86.3,6.7,6.6,0.5,kansas,pawnee,KS,20,145,20145 -"kansas,phillips",5642.0,95.6,1.5,2.1,0.7,kansas,phillips,KS,20,147,20147 -"kansas,pottawatomie",21604.0,91.1,3.6,4.4,0.7,kansas,pottawatomie,KS,20,149,20149 -"kansas,pratt",9656.0,91.3,3.1,5.4,0.3,kansas,pratt,KS,20,151,20151 -"kansas,rawlins",2519.0,95.3,1.2,3.2,0.2,kansas,rawlins,KS,20,153,20153 -"kansas,reno",64511.0,86.1,5.6,8.1,0.5,kansas,reno,KS,20,155,20155 -"kansas,republic",4980.0,97.4,1.2,1.1,0.3,kansas,republic,KS,20,157,20157 -"kansas,rice",10083.0,86.1,3.9,10.1,0.4,kansas,rice,KS,20,159,20159 -"kansas,riley",71115.0,79.5,9.9,6.5,4.2,kansas,riley,KS,20,161,20161 -"kansas,rooks",5181.0,96.1,1.4,2.1,0.4,kansas,rooks,KS,20,163,20163 -"kansas,rush",3307.0,95.7,1.4,2.5,0.2,kansas,rush,KS,20,165,20165 -"kansas,russell",6970.0,95.3,2.1,1.6,0.5,kansas,russell,KS,20,167,20167 -"kansas,saline",55606.0,82.1,6.3,9.7,2.1,kansas,saline,KS,20,169,20169 -"kansas,scott",4936.0,83.0,1.6,15.3,0.5,kansas,scott,KS,20,171,20171 -"kansas,sedgwick",498365.0,69.9,13.3,13.0,4.1,kansas,sedgwick,KS,20,173,20173 -"kansas,seward",22952.0,36.0,6.4,56.6,2.7,kansas,seward,KS,20,175,20175 -"kansas,shawnee",177934.0,75.6,12.7,10.8,1.2,kansas,shawnee,KS,20,177,20177 -"kansas,sheridan",2556.0,95.3,1.2,3.3,0.2,kansas,sheridan,KS,20,179,20179 -"kansas,sherman",6010.0,86.8,2.4,10.8,0.3,kansas,sherman,KS,20,181,20181 -"kansas,smith",3853.0,96.3,1.8,1.5,0.2,kansas,smith,KS,20,183,20183 -"kansas,stafford",4437.0,85.8,1.5,11.9,0.4,kansas,stafford,KS,20,185,20185 -"kansas,stanton",2235.0,60.4,2.8,37.0,0.1,kansas,stanton,KS,20,187,20187 -"kansas,stevens",5724.0,65.4,1.8,32.6,0.3,kansas,stevens,KS,20,189,20189 -"kansas,sumner",24132.0,91.3,3.4,4.5,0.2,kansas,sumner,KS,20,191,20191 -"kansas,thomas",7900.0,92.9,1.7,4.7,0.5,kansas,thomas,KS,20,193,20193 -"kansas,trego",3001.0,96.7,1.2,1.7,0.2,kansas,trego,KS,20,195,20195 -"kansas,wabaunsee",7053.0,94.5,2.5,2.9,0.1,kansas,wabaunsee,KS,20,197,20197 -"kansas,wallace",1485.0,91.2,1.3,7.3,0.1,kansas,wallace,KS,20,199,20199 -"kansas,washington",5799.0,95.8,1.3,2.5,0.3,kansas,washington,KS,20,201,20201 -"kansas,wichita",2234.0,73.7,2.6,24.6,0.1,kansas,wichita,KS,20,203,20203 -"kansas,wilson",9409.0,94.2,2.6,2.3,0.4,kansas,wilson,KS,20,205,20205 -"kansas,woodson",3309.0,94.9,2.3,2.1,0.1,kansas,woodson,KS,20,207,20207 -"kansas,wyandotte",157505.0,43.3,29.0,26.4,2.5,kansas,wyandotte,KS,20,209,20209 -"kentucky,adair",18656.0,94.1,3.8,1.7,0.2,kentucky,adair,KY,21,001,21001 -"kentucky,allen",19956.0,96.2,2.1,1.5,0.2,kentucky,allen,KY,21,003,21003 -"kentucky,anderson",21421.0,94.8,3.3,1.3,0.5,kentucky,anderson,KY,21,005,21005 -"kentucky,ballard",8249.0,94.1,4.7,1.1,0.2,kentucky,ballard,KY,21,007,21007 -"kentucky,barren",42173.0,91.5,5.5,2.6,0.4,kentucky,barren,KY,21,009,21009 -"kentucky,bath",11591.0,96.0,2.4,1.4,0.1,kentucky,bath,KY,21,011,21011 -"kentucky,bell",28691.0,95.1,3.8,0.7,0.3,kentucky,bell,KY,21,013,21013 -"kentucky,boone",118811.0,90.0,4.3,3.5,2.1,kentucky,boone,KY,21,015,21015 -"kentucky,bourbon",19985.0,85.2,7.8,6.8,0.3,kentucky,bourbon,KY,21,017,21017 -"kentucky,boyd",49542.0,93.8,4.2,1.4,0.5,kentucky,boyd,KY,21,019,21019 -"kentucky,boyle",28432.0,86.9,9.6,2.8,0.8,kentucky,boyle,KY,21,021,21021 -"kentucky,bracken",8488.0,97.2,1.4,1.1,0.1,kentucky,bracken,KY,21,023,21023 -"kentucky,breathitt",13878.0,97.8,0.8,0.6,0.5,kentucky,breathitt,KY,21,025,21025 -"kentucky,breckinridge",20059.0,95.4,3.3,0.9,0.2,kentucky,breckinridge,KY,21,027,21027 -"kentucky,bullitt",74319.0,96.0,1.8,1.4,0.5,kentucky,bullitt,KY,21,029,21029 -"kentucky,butler",12690.0,96.0,1.3,2.5,0.2,kentucky,butler,KY,21,031,21031 -"kentucky,caldwell",12984.0,92.1,6.5,1.0,0.3,kentucky,caldwell,KY,21,033,21033 -"kentucky,calloway",37191.0,90.5,5.2,2.4,1.8,kentucky,calloway,KY,21,035,21035 -"kentucky,campbell",90336.0,93.4,4.1,1.7,0.8,kentucky,campbell,KY,21,037,21037 -"kentucky,carlisle",5104.0,96.1,1.7,1.6,0.3,kentucky,carlisle,KY,21,039,21039 -"kentucky,carroll",10811.0,88.6,3.8,7.3,0.6,kentucky,carroll,KY,21,041,21041 -"kentucky,carter",27720.0,97.2,1.4,1.2,0.2,kentucky,carter,KY,21,043,21043 -"kentucky,casey",15955.0,96.1,1.4,2.4,0.2,kentucky,casey,KY,21,045,21045 -"kentucky,christian",73955.0,68.6,24.5,6.1,1.0,kentucky,christian,KY,21,047,21047 -"kentucky,clark",35613.0,91.0,6.2,2.5,0.4,kentucky,clark,KY,21,049,21049 -"kentucky,clay",21730.0,92.9,5.1,1.8,0.1,kentucky,clay,KY,21,051,21051 -"kentucky,clinton",10272.0,96.0,1.6,2.2,0.1,kentucky,clinton,KY,21,053,21053 -"kentucky,crittenden",9315.0,97.3,1.5,0.5,0.2,kentucky,crittenden,KY,21,055,21055 -"kentucky,cumberland",6856.0,94.9,3.9,0.9,0.1,kentucky,cumberland,KY,21,057,21057 -"kentucky,daviess",96656.0,90.0,6.6,2.6,0.7,kentucky,daviess,KY,21,059,21059 -"kentucky,edmonson",12161.0,96.5,2.3,0.8,0.2,kentucky,edmonson,KY,21,061,21061 -"kentucky,elliott",7852.0,95.2,4.0,0.8,0.1,kentucky,elliott,KY,21,063,21063 -"kentucky,estill",14672.0,98.2,0.9,0.7,0.1,kentucky,estill,KY,21,065,21065 -"kentucky,fayette",295803.0,73.0,17.0,6.9,3.2,kentucky,fayette,KY,21,067,21067 -"kentucky,fleming",14348.0,96.6,2.1,1.0,0.2,kentucky,fleming,KY,21,069,21069 -"kentucky,floyd",39451.0,97.9,1.3,0.6,0.2,kentucky,floyd,KY,21,071,21071 -"kentucky,franklin",49285.0,83.2,12.6,2.8,1.4,kentucky,franklin,KY,21,073,21073 -"kentucky,fulton",6813.0,73.0,25.4,0.8,0.7,kentucky,fulton,KY,21,075,21075 -"kentucky,gallatin",8589.0,92.6,3.4,4.3,0.2,kentucky,gallatin,KY,21,077,21077 -"kentucky,garrard",16912.0,94.4,3.0,2.4,0.2,kentucky,garrard,KY,21,079,21079 -"kentucky,grant",24662.0,95.5,1.6,2.3,0.3,kentucky,grant,KY,21,081,21081 -"kentucky,graves",37121.0,87.8,6.2,5.7,0.3,kentucky,graves,KY,21,083,21083 -"kentucky,grayson",25746.0,96.7,2.0,1.0,0.2,kentucky,grayson,KY,21,085,21085 -"kentucky,green",11258.0,95.0,3.3,1.4,0.2,kentucky,green,KY,21,087,21087 -"kentucky,greenup",36910.0,96.9,1.7,0.8,0.5,kentucky,greenup,KY,21,089,21089 -"kentucky,hancock",8565.0,96.7,1.9,1.1,0.2,kentucky,hancock,KY,21,091,21091 -"kentucky,hardin",105543.0,77.8,15.2,5.0,2.0,kentucky,hardin,KY,21,093,21093 -"kentucky,harlan",29278.0,95.7,3.2,0.7,0.3,kentucky,harlan,KY,21,095,21095 -"kentucky,harrison",18846.0,94.7,3.2,1.8,0.2,kentucky,harrison,KY,21,097,21097 -"kentucky,hart",18199.0,92.2,6.1,1.4,0.2,kentucky,hart,KY,21,099,21099 -"kentucky,henderson",46250.0,88.2,9.5,1.9,0.4,kentucky,henderson,KY,21,101,21101 -"kentucky,henry",15416.0,92.6,4.4,2.9,0.2,kentucky,henry,KY,21,103,21103 -"kentucky,hickman",4902.0,87.7,10.8,1.2,0.2,kentucky,hickman,KY,21,105,21105 -"kentucky,hopkins",46920.0,89.4,8.5,1.6,0.6,kentucky,hopkins,KY,21,107,21107 -"kentucky,jackson",13494.0,98.5,0.7,0.6,0.1,kentucky,jackson,KY,21,109,21109 -"kentucky,jefferson",741096.0,70.5,23.1,4.4,2.2,kentucky,jefferson,KY,21,111,21111 -"kentucky,jessamine",48586.0,91.3,4.9,2.8,1.0,kentucky,jessamine,KY,21,113,21113 -"kentucky,johnson",23356.0,98.0,1.0,0.5,0.4,kentucky,johnson,KY,21,115,21115 -"kentucky,kenton",159720.0,89.8,6.6,2.6,0.9,kentucky,kenton,KY,21,117,21117 -"kentucky,knott",16346.0,98.0,1.3,0.6,0.1,kentucky,knott,KY,21,119,21119 -"kentucky,knox",31883.0,96.6,2.2,0.8,0.2,kentucky,knox,KY,21,121,21121 -"kentucky,larue",14193.0,92.3,4.7,2.8,0.2,kentucky,larue,KY,21,123,21123 -"kentucky,laurel",58849.0,96.4,1.7,1.2,0.5,kentucky,laurel,KY,21,125,21125 -"kentucky,lawrence",15860.0,98.2,1.0,0.5,0.2,kentucky,lawrence,KY,21,127,21127 -"kentucky,lee",7887.0,95.9,3.1,0.7,0.1,kentucky,lee,KY,21,129,21129 -"kentucky,leslie",11310.0,98.6,0.8,0.4,0.1,kentucky,leslie,KY,21,131,21131 -"kentucky,letcher",24519.0,98.4,0.8,0.5,0.2,kentucky,letcher,KY,21,133,21133 -"kentucky,lewis",13870.0,98.4,0.8,0.6,0.1,kentucky,lewis,KY,21,135,21135 -"kentucky,lincoln",24742.0,94.6,3.8,1.5,0.2,kentucky,lincoln,KY,21,137,21137 -"kentucky,livingston",9519.0,97.1,1.3,1.3,0.2,kentucky,livingston,KY,21,139,21139 -"kentucky,logan",26835.0,89.2,8.1,2.4,0.2,kentucky,logan,KY,21,141,21141 -"kentucky,lyon",8314.0,92.3,6.4,0.9,0.3,kentucky,lyon,KY,21,143,21143 -"kentucky,mccracken",65565.0,83.9,13.2,2.1,0.8,kentucky,mccracken,KY,21,145,21145 -"kentucky,mccreary",18306.0,90.4,7.0,2.1,0.1,kentucky,mccreary,KY,21,147,21147 -"kentucky,mclean",9531.0,97.3,1.4,1.1,0.1,kentucky,mclean,KY,21,149,21149 -"kentucky,madison",82916.0,90.4,6.4,2.2,0.9,kentucky,madison,KY,21,151,21151 -"kentucky,magoffin",13333.0,98.3,0.8,0.7,0.1,kentucky,magoffin,KY,21,153,21153 -"kentucky,marion",19820.0,87.2,9.8,2.4,0.6,kentucky,marion,KY,21,155,21155 -"kentucky,marshall",31448.0,97.5,1.0,1.1,0.3,kentucky,marshall,KY,21,157,21157 -"kentucky,martin",12929.0,89.2,7.5,3.0,0.2,kentucky,martin,KY,21,159,21159 -"kentucky,mason",17490.0,89.7,8.2,1.4,0.6,kentucky,mason,KY,21,161,21161 -"kentucky,meade",28602.0,90.6,5.8,3.0,0.6,kentucky,meade,KY,21,163,21163 -"kentucky,menifee",6306.0,96.0,3.0,0.8,0.1,kentucky,menifee,KY,21,165,21165 -"kentucky,mercer",21331.0,92.0,5.4,2.3,0.4,kentucky,mercer,KY,21,167,21167 -"kentucky,metcalfe",10099.0,96.3,2.4,1.1,0.1,kentucky,metcalfe,KY,21,169,21169 -"kentucky,monroe",10963.0,94.1,3.2,2.6,0.1,kentucky,monroe,KY,21,171,21171 -"kentucky,montgomery",26499.0,93.3,3.9,2.5,0.3,kentucky,montgomery,KY,21,173,21173 -"kentucky,morgan",13923.0,93.7,5.0,0.8,0.3,kentucky,morgan,KY,21,175,21175 -"kentucky,muhlenberg",31499.0,93.0,5.6,1.2,0.1,kentucky,muhlenberg,KY,21,177,21177 -"kentucky,nelson",43437.0,90.9,6.6,2.0,0.5,kentucky,nelson,KY,21,179,21179 -"kentucky,nicholas",7135.0,97.0,1.3,1.4,0.2,kentucky,nicholas,KY,21,181,21181 -"kentucky,ohio",23842.0,94.5,1.8,3.5,0.2,kentucky,ohio,KY,21,183,21183 -"kentucky,oldham",60316.0,89.2,6.0,3.5,1.3,kentucky,oldham,KY,21,185,21185 -"kentucky,owen",10841.0,95.6,1.9,2.3,0.2,kentucky,owen,KY,21,187,21187 -"kentucky,owsley",4755.0,98.0,0.9,0.8,0.0,kentucky,owsley,KY,21,189,21189 -"kentucky,pendleton",14877.0,97.6,1.3,1.0,0.1,kentucky,pendleton,KY,21,191,21191 -"kentucky,perry",28712.0,96.2,2.5,0.6,0.5,kentucky,perry,KY,21,193,21193 -"kentucky,pike",65024.0,97.6,1.3,0.7,0.5,kentucky,pike,KY,21,195,21195 -"kentucky,powell",12613.0,97.2,1.5,1.0,0.1,kentucky,powell,KY,21,197,21197 -"kentucky,pulaski",63063.0,95.1,2.3,2.1,0.5,kentucky,pulaski,KY,21,199,21199 -"kentucky,robertson",2282.0,97.8,1.1,1.0,0.1,kentucky,robertson,KY,21,201,21201 -"kentucky,rockcastle",17056.0,98.2,1.0,0.6,0.1,kentucky,rockcastle,KY,21,203,21203 -"kentucky,rowan",23333.0,95.4,2.5,1.3,0.8,kentucky,rowan,KY,21,205,21205 -"kentucky,russell",17565.0,94.9,1.5,3.3,0.2,kentucky,russell,KY,21,207,21207 -"kentucky,scott",47173.0,87.8,7.0,4.2,0.9,kentucky,scott,KY,21,209,21209 -"kentucky,shelby",42074.0,81.0,9.7,9.1,0.6,kentucky,shelby,KY,21,211,21211 -"kentucky,simpson",17327.0,86.2,11.2,1.9,0.7,kentucky,simpson,KY,21,213,21213 -"kentucky,spencer",17061.0,95.4,2.7,1.4,0.4,kentucky,spencer,KY,21,215,21215 -"kentucky,taylor",24512.0,91.1,6.6,1.8,0.5,kentucky,taylor,KY,21,217,21217 -"kentucky,todd",12460.0,86.7,9.4,4.0,0.1,kentucky,todd,KY,21,219,21219 -"kentucky,trigg",14339.0,88.4,9.9,1.2,0.3,kentucky,trigg,KY,21,221,21221 -"kentucky,trimble",8809.0,95.4,1.5,2.5,0.4,kentucky,trimble,KY,21,223,21223 -"kentucky,union",15007.0,84.3,13.5,1.6,0.3,kentucky,union,KY,21,225,21225 -"kentucky,warren",113792.0,81.6,11.2,4.5,2.8,kentucky,warren,KY,21,227,21227 -"kentucky,washington",11717.0,88.8,7.7,3.4,0.3,kentucky,washington,KY,21,229,21229 -"kentucky,wayne",20813.0,94.1,2.7,2.9,0.3,kentucky,wayne,KY,21,231,21231 -"kentucky,webster",13621.0,89.8,5.6,4.3,0.3,kentucky,webster,KY,21,233,21233 -"kentucky,whitley",35637.0,96.9,1.8,0.9,0.4,kentucky,whitley,KY,21,235,21235 -"kentucky,wolfe",7355.0,98.5,0.7,0.6,0.0,kentucky,wolfe,KY,21,237,21237 -"kentucky,woodford",24939.0,86.4,6.7,6.7,0.5,kentucky,woodford,KY,21,239,21239 -"louisiana,acadia",61773.0,78.6,19.4,1.7,0.2,louisiana,acadia,,,,00nan -"louisiana,allen",25764.0,70.9,24.8,1.3,0.7,louisiana,allen,,,,00nan -"louisiana,ascension",107215.0,70.8,23.5,4.7,0.9,louisiana,ascension,,,,00nan -"louisiana,assumption",23421.0,65.9,31.4,2.1,0.2,louisiana,assumption,,,,00nan -"louisiana,avoyelles",42073.0,66.3,31.1,1.4,0.3,louisiana,avoyelles,,,,00nan -"louisiana,beauregard",35654.0,80.6,15.5,2.8,0.6,louisiana,beauregard,,,,00nan -"louisiana,bienville",14353.0,54.7,43.6,1.4,0.2,louisiana,bienville,,,,00nan -"louisiana,bossier",116979.0,69.2,23.1,6.0,1.6,louisiana,bossier,,,,00nan -"louisiana,caddo",254969.0,47.8,48.6,2.4,1.1,louisiana,caddo,,,,00nan -"louisiana,calcasieu",192768.0,69.4,26.7,2.6,1.1,louisiana,calcasieu,,,,00nan -"louisiana,caldwell",10132.0,79.4,18.1,2.2,0.2,louisiana,caldwell,,,,00nan -"louisiana,cameron",6839.0,94.5,2.8,2.3,0.1,louisiana,cameron,,,,00nan -"louisiana,catahoula",10407.0,66.7,32.2,0.9,0.0,louisiana,catahoula,,,,00nan -"louisiana,claiborne",17195.0,47.0,51.6,1.0,0.2,louisiana,claiborne,,,,00nan -"louisiana,concordia",20822.0,56.8,41.7,1.0,0.2,louisiana,concordia,,,,00nan -"louisiana,de soto",26656.0,56.6,40.4,2.5,0.2,louisiana,de soto,,,,00nan -"louisiana,east baton rouge",440171.0,47.0,46.7,3.7,2.8,louisiana,east baton rouge,,,,00nan -"louisiana,east carroll",7759.0,28.3,69.8,1.6,0.6,louisiana,east carroll,,,,00nan -"louisiana,east feliciana",20267.0,52.6,46.1,1.0,0.3,louisiana,east feliciana,,,,00nan -"louisiana,evangeline",33984.0,67.9,29.4,2.3,0.3,louisiana,evangeline,,,,00nan -"louisiana,franklin",20767.0,66.7,32.3,0.9,0.2,louisiana,franklin,,,,00nan -"louisiana,grant",22309.0,77.8,17.1,4.2,0.3,louisiana,grant,,,,00nan -"louisiana,iberia",73240.0,60.8,33.5,3.1,2.4,louisiana,iberia,,,,00nan -"louisiana,iberville",33387.0,47.9,50.1,2.0,0.3,louisiana,iberville,,,,00nan -"louisiana,jackson",16274.0,67.5,31.0,1.3,0.2,louisiana,jackson,,,,00nan -"louisiana,jefferson",432552.0,56.0,28.5,12.4,3.9,louisiana,jefferson,,,,00nan -"louisiana,jefferson davis",31594.0,78.6,19.2,1.7,0.2,louisiana,jefferson davis,,,,00nan -"louisiana,lafayette",221578.0,67.2,27.4,3.9,1.5,louisiana,lafayette,,,,00nan -"louisiana,lafourche",96318.0,78.0,15.0,3.8,0.7,louisiana,lafourche,,,,00nan -"louisiana,la salle",14890.0,84.1,12.8,2.2,0.2,louisiana,la salle,,,,00nan -"louisiana,lincoln",46735.0,54.2,41.6,2.5,1.7,louisiana,lincoln,,,,00nan -"louisiana,livingston",128026.0,90.1,6.2,3.0,0.5,louisiana,livingston,,,,00nan -"louisiana,madison",12093.0,36.4,62.0,1.6,0.2,louisiana,madison,,,,00nan -"louisiana,morehouse",27979.0,50.9,47.9,0.9,0.4,louisiana,morehouse,,,,00nan -"louisiana,natchitoches",39566.0,53.4,43.5,1.9,0.3,louisiana,natchitoches,,,,00nan -"louisiana,orleans",343829.0,30.5,61.9,5.2,2.9,louisiana,orleans,,,,00nan -"louisiana,ouachita",153720.0,59.6,37.7,1.8,0.9,louisiana,ouachita,,,,00nan -"louisiana,plaquemines",23042.0,67.8,23.2,4.6,3.2,louisiana,plaquemines,,,,00nan -"louisiana,pointe coupee",22802.0,60.3,37.3,2.2,0.2,louisiana,pointe coupee,,,,00nan -"louisiana,rapides",131613.0,62.0,33.7,2.6,1.2,louisiana,rapides,,,,00nan -"louisiana,red river",9091.0,58.4,40.2,1.1,0.1,louisiana,red river,,,,00nan -"louisiana,richland",20725.0,61.3,36.9,1.6,0.3,louisiana,richland,,,,00nan -"louisiana,sabine",24233.0,69.2,20.0,3.4,0.2,louisiana,sabine,,,,00nan -"louisiana,st bernard",35897.0,68.5,20.6,9.2,1.9,louisiana,st bernard,,,,00nan -"louisiana,st charles",52780.0,66.2,28.2,5.0,0.8,louisiana,st charles,,,,00nan -"louisiana,st helena",11203.0,44.6,54.1,0.9,0.1,louisiana,st helena,,,,00nan -"louisiana,st james",22102.0,47.4,51.2,1.2,0.1,louisiana,st james,,,,00nan -"louisiana,st john the baptist",45924.0,40.0,55.0,4.7,0.7,louisiana,st john the baptist,,,,00nan -"louisiana,st landry",83384.0,55.2,42.6,1.6,0.4,louisiana,st landry,,,,00nan -"louisiana,st martin:north",,,,,,louisiana,st martin:north,,,,00nan -"louisiana,st martin:south",,,,,,louisiana,st martin:south,,,,00nan -"louisiana,st mary",54650.0,57.2,34.5,5.3,1.7,louisiana,st mary,,,,00nan -"louisiana,st tammany",233740.0,80.6,13.2,4.7,1.3,louisiana,st tammany,,,,00nan -"louisiana,tangipahoa",121097.0,64.3,31.6,3.5,0.6,louisiana,tangipahoa,,,,00nan -"louisiana,tensas",5252.0,41.5,57.3,1.2,0.2,louisiana,tensas,,,,00nan -"louisiana,terrebonne",111860.0,68.6,21.0,4.0,1.0,louisiana,terrebonne,,,,00nan -"louisiana,union",22721.0,67.8,28.0,4.2,0.1,louisiana,union,,,,00nan -"louisiana,vermilion",57999.0,79.8,15.7,2.4,2.0,louisiana,vermilion,,,,00nan -"louisiana,vernon",52334.0,72.2,18.3,7.2,1.8,louisiana,vernon,,,,00nan -"louisiana,washington",47168.0,65.8,32.1,1.9,0.2,louisiana,washington,,,,00nan -"louisiana,webster",41207.0,63.3,34.7,1.6,0.3,louisiana,webster,,,,00nan -"louisiana,west baton rouge",23788.0,58.6,38.9,2.3,0.3,louisiana,west baton rouge,,,,00nan -"louisiana,west carroll",11604.0,80.5,16.7,2.6,0.2,louisiana,west carroll,,,,00nan -"louisiana,west feliciana",15625.0,51.2,47.1,1.6,0.2,louisiana,west feliciana,,,,00nan -"louisiana,winn",15313.0,66.0,31.8,1.6,0.3,louisiana,winn,,,,00nan -"maine,androscoggin",107702.0,91.9,5.7,1.5,0.7,maine,androscoggin,ME,23,001,23001 -"maine,aroostook",71870.0,95.1,2.0,0.9,0.4,maine,aroostook,ME,23,003,23003 -"maine,cumberland",281674.0,91.8,4.2,1.8,2.0,maine,cumberland,ME,23,005,23005 -"maine,franklin",30768.0,96.6,1.7,1.0,0.4,maine,franklin,ME,23,007,23007 -"maine,hancock",54418.0,96.2,1.6,1.1,0.8,maine,hancock,ME,23,009,23009 -"maine,kennebec",122151.0,95.4,2.3,1.2,0.7,maine,kennebec,ME,23,011,23011 -"maine,knox",39736.0,96.5,1.9,0.8,0.5,maine,knox,ME,23,013,23013 -"maine,lincoln",34457.0,97.0,1.4,0.8,0.5,maine,lincoln,ME,23,015,23015 -"maine,oxford",57833.0,96.1,1.9,1.0,0.6,maine,oxford,ME,23,017,23017 -"maine,penobscot",153923.0,94.7,2.3,1.1,0.9,maine,penobscot,ME,23,019,23019 -"maine,piscataquis",17535.0,96.3,1.5,1.0,0.7,maine,piscataquis,ME,23,021,23021 -"maine,sagadahoc",35293.0,95.4,2.3,1.3,0.8,maine,sagadahoc,ME,23,023,23023 -"maine,somerset",52228.0,96.6,1.7,0.8,0.6,maine,somerset,ME,23,025,23025 -"maine,waldo",38786.0,96.6,1.8,0.9,0.4,maine,waldo,ME,23,027,23027 -"maine,washington",32856.0,91.3,2.1,1.4,0.5,maine,washington,ME,23,029,23029 -"maine,york",197131.0,95.6,1.9,1.3,1.1,maine,york,ME,23,031,23031 -"maryland,allegany",75087.0,88.2,9.6,1.4,0.8,maryland,allegany,MD,24,001,24001 -"maryland,anne arundel",537656.0,72.4,18.4,6.1,3.4,maryland,anne arundel,MD,24,003,24003 -"maryland,baltimore",1425990.0,47.6,44.7,4.2,3.8,maryland,baltimore,MD,24,005,24005 -"maryland,calvert",88737.0,79.7,16.1,2.7,1.4,maryland,calvert,MD,24,009,24009 -"maryland,caroline",33066.0,78.2,16.0,5.5,0.6,maryland,caroline,MD,24,011,24011 -"maryland,carroll",167134.0,91.2,4.7,2.6,1.4,maryland,carroll,MD,24,013,24013 -"maryland,cecil",101108.0,87.4,8.4,3.4,1.1,maryland,cecil,MD,24,015,24015 -"maryland,charles",146551.0,48.4,44.7,4.3,3.0,maryland,charles,MD,24,017,24017 -"maryland,dorchester",32618.0,66.2,29.6,3.5,0.9,maryland,dorchester,MD,24,019,24019 -"maryland,frederick",233385.0,77.8,11.4,7.3,3.8,maryland,frederick,MD,24,021,24021 -"maryland,garrett",30097.0,97.3,1.7,0.7,0.3,maryland,garrett,MD,24,023,24023 -"maryland,harford",244826.0,79.2,15.2,3.5,2.4,maryland,harford,MD,24,025,24025 -"maryland,howard",287085.0,59.2,21.1,5.8,14.4,maryland,howard,MD,24,027,24027 -"maryland,kent",20197.0,78.1,16.9,4.5,0.8,maryland,kent,MD,24,029,24029 -"maryland,montgomery",971777.0,49.3,21.2,17.0,13.9,maryland,montgomery,MD,24,031,24031 -"maryland,prince georges",,,,,,maryland,prince georges,,,,00nan -"maryland,queen annes",,,,,,maryland,queen annes,,,,00nan -"maryland,st marys",,,,,,maryland,st marys,,,,00nan -"maryland,somerset",26470.0,52.1,44.0,3.3,0.7,maryland,somerset,MD,24,039,24039 -"maryland,talbot",37782.0,79.0,14.4,5.5,1.2,maryland,talbot,MD,24,041,24041 -"maryland,washington",147430.0,83.3,12.2,3.5,1.4,maryland,washington,MD,24,043,24043 -"maryland,wicomico",98733.0,66.6,26.7,4.5,2.5,maryland,wicomico,MD,24,045,24045 -"maryland,worcester",51454.0,80.3,15.4,3.2,1.1,maryland,worcester,MD,24,047,24047 -"maryland,baltimore city",,,,,,maryland,baltimore city,MD,24,510,24510 -"massachusetts,barnstable",215888.0,91.4,4.1,2.2,1.1,massachusetts,barnstable,MA,25,001,25001 -"massachusetts,berkshire",131219.0,90.6,4.9,3.5,1.2,massachusetts,berkshire,MA,25,003,25003 -"massachusetts,bristol",548285.0,85.6,5.9,6.0,1.9,massachusetts,bristol,MA,25,005,25005 -"massachusetts,dukes",16535.0,86.3,6.5,2.3,0.8,massachusetts,dukes,MA,25,007,25007 -"massachusetts,essex",743159.0,76.0,6.4,16.5,3.1,massachusetts,essex,MA,25,009,25009 -"massachusetts,franklin",71372.0,92.4,3.2,3.2,1.3,massachusetts,franklin,MA,25,011,25011 -"massachusetts,hampden",463490.0,67.7,11.9,20.9,2.0,massachusetts,hampden,MA,25,013,25013 -"massachusetts,hampshire",158080.0,86.2,5.0,4.7,4.5,massachusetts,hampshire,MA,25,015,25015 -"massachusetts,middlesex",1503085.0,76.5,7.2,6.5,9.3,massachusetts,middlesex,MA,25,017,25017 -"massachusetts,nantucket",10172.0,80.5,8.6,9.4,1.2,massachusetts,nantucket,MA,25,019,25019 -"massachusetts,norfolk",670850.0,80.3,7.6,3.3,8.6,massachusetts,norfolk,MA,25,021,25021 -"massachusetts,plymouth",494919.0,83.9,9.8,3.2,1.2,massachusetts,plymouth,MA,25,023,25023 -"massachusetts,suffolk",722023.0,48.1,25.6,19.9,8.2,massachusetts,suffolk,MA,25,025,25025 -"massachusetts,worcester",798552.0,80.7,6.5,9.4,4.0,massachusetts,worcester,MA,25,027,25027 -"michigan,alcona",10942.0,97.1,1.0,1.1,0.2,michigan,alcona,MI,26,001,26001 -"michigan,alger",9601.0,85.5,9.1,1.2,0.3,michigan,alger,MI,26,003,26003 -"michigan,allegan",111408.0,89.7,3.1,6.7,0.6,michigan,allegan,MI,26,005,26005 -"michigan,alpena",29598.0,96.7,1.3,1.0,0.5,michigan,alpena,MI,26,007,26007 -"michigan,antrim",23580.0,95.6,1.6,1.7,0.2,michigan,antrim,MI,26,009,26009 -"michigan,arenac",15899.0,95.8,1.5,1.4,0.2,michigan,arenac,MI,26,011,26011 -"michigan,baraga",8860.0,74.5,11.6,1.0,0.1,michigan,baraga,MI,26,013,26013 -"michigan,barry",59173.0,95.5,1.7,2.3,0.4,michigan,barry,MI,26,015,26015 -"michigan,bay",107771.0,91.2,3.8,4.7,0.5,michigan,bay,MI,26,017,26017 -"michigan,benzie",17525.0,95.1,1.7,1.7,0.3,michigan,benzie,MI,26,019,26019 -"michigan,berrien",156813.0,76.1,17.7,4.5,1.6,michigan,berrien,MI,26,021,26021 -"michigan,branch",45248.0,90.9,4.6,4.0,0.5,michigan,branch,MI,26,023,26023 -"michigan,calhoun",136146.0,79.8,14.0,4.5,1.6,michigan,calhoun,MI,26,025,26025 -"michigan,cass",52293.0,87.4,8.4,3.0,0.6,michigan,cass,MI,26,027,26027 -"michigan,charlevoix",25949.0,94.8,2.1,1.4,0.4,michigan,charlevoix,MI,26,029,26029 -"michigan,cheboygan",26152.0,93.0,3.1,0.8,0.3,michigan,cheboygan,MI,26,031,26031 -"michigan,chippewa",38520.0,71.5,11.2,1.2,0.6,michigan,chippewa,MI,26,033,26033 -"michigan,clare",30926.0,95.8,1.9,1.5,0.3,michigan,clare,MI,26,035,26035 -"michigan,clinton",75382.0,90.5,4.0,3.9,1.5,michigan,clinton,MI,26,037,26037 -"michigan,crawford",14074.0,96.5,1.5,1.3,0.4,michigan,crawford,MI,26,039,26039 -"michigan,delta",37069.0,94.2,2.3,0.9,0.4,michigan,delta,MI,26,041,26041 -"michigan,dickinson",26168.0,96.6,1.6,1.0,0.5,michigan,dickinson,MI,26,043,26043 -"michigan,eaton",107759.0,84.9,8.9,4.7,1.7,michigan,eaton,MI,26,045,26045 -"michigan,emmet",32694.0,92.2,2.7,1.3,0.5,michigan,emmet,MI,26,047,26047 -"michigan,genesee",425790.0,72.7,23.3,3.0,0.9,michigan,genesee,MI,26,049,26049 -"michigan,gladwin",25692.0,96.9,1.2,1.2,0.3,michigan,gladwin,MI,26,051,26051 -"michigan,gogebic",16427.0,91.1,5.5,0.9,0.2,michigan,gogebic,MI,26,053,26053 -"michigan,grand traverse",86986.0,93.3,2.9,2.2,0.7,michigan,grand traverse,MI,26,055,26055 -"michigan,gratiot",42476.0,87.4,6.9,5.4,0.3,michigan,gratiot,MI,26,057,26057 -"michigan,hillsdale",46688.0,95.9,1.7,1.8,0.4,michigan,hillsdale,MI,26,059,26059 -"michigan,houghton",36628.0,93.6,1.9,1.1,2.9,michigan,houghton,MI,26,061,26061 -"michigan,huron",33118.0,96.1,1.3,2.0,0.4,michigan,huron,MI,26,063,26063 -"michigan,ingham",280895.0,72.4,15.7,7.3,5.2,michigan,ingham,MI,26,065,26065 -"michigan,ionia",63905.0,89.1,6.2,4.4,0.4,michigan,ionia,MI,26,067,26067 -"michigan,iosco",25887.0,95.5,2.0,1.6,0.5,michigan,iosco,MI,26,069,26069 -"michigan,iron",11817.0,96.2,1.5,1.4,0.3,michigan,iron,MI,26,071,26071 -"michigan,isabella",70311.0,87.5,5.2,3.1,1.6,michigan,isabella,MI,26,073,26073 -"michigan,jackson",160248.0,85.9,10.5,3.0,0.7,michigan,jackson,MI,26,075,26075 -"michigan,kalamazoo",250331.0,79.9,14.2,4.0,2.1,michigan,kalamazoo,MI,26,077,26077 -"michigan,kalkaska",17153.0,95.9,1.9,1.2,0.2,michigan,kalkaska,MI,26,079,26079 -"michigan,kent",602622.0,76.0,12.7,9.7,2.3,michigan,kent,MI,26,081,26081 -"michigan,keweenaw",2156.0,98.2,1.3,0.7,0.0,michigan,keweenaw,MI,26,083,26083 -"michigan,lake",11539.0,85.8,11.8,2.1,0.1,michigan,lake,MI,26,085,26085 -"michigan,lapeer",88319.0,93.0,2.4,4.1,0.3,michigan,lapeer,MI,26,087,26087 -"michigan,leelanau",21708.0,91.2,2.0,3.7,0.4,michigan,leelanau,MI,26,089,26089 -"michigan,lenawee",99892.0,87.6,4.7,7.6,0.5,michigan,lenawee,MI,26,091,26091 -"michigan,livingston",180967.0,95.3,1.7,1.9,0.8,michigan,livingston,MI,26,093,26093 -"michigan,luce",6631.0,79.6,14.2,1.2,0.3,michigan,luce,MI,26,095,26095 -"michigan,mackinac",11113.0,75.7,5.8,1.1,0.2,michigan,mackinac,MI,26,097,26097 -"michigan,macomb",840978.0,83.9,10.7,2.3,3.0,michigan,macomb,MI,26,099,26099 -"michigan,manistee",24733.0,90.6,4.8,2.6,0.3,michigan,manistee,MI,26,101,26101 -"michigan,marquette",67077.0,93.0,3.7,1.1,0.6,michigan,marquette,MI,26,103,26103 -"michigan,mason",28705.0,92.6,2.5,4.0,0.5,michigan,mason,MI,26,105,26105 -"michigan,mecosta",42798.0,92.6,4.7,1.7,0.7,michigan,mecosta,MI,26,107,26107 -"michigan,menominee",24029.0,94.5,1.5,1.2,0.3,michigan,menominee,MI,26,109,26109 -"michigan,midland",83629.0,93.1,2.7,2.0,1.9,michigan,midland,MI,26,111,26111 -"michigan,missaukee",14849.0,95.8,1.5,2.1,0.3,michigan,missaukee,MI,26,113,26113 -"michigan,monroe",152021.0,92.5,3.9,3.1,0.6,michigan,monroe,MI,26,115,26115 -"michigan,montcalm",63342.0,92.6,3.9,3.1,0.4,michigan,montcalm,MI,26,117,26117 -"michigan,montmorency",9765.0,96.9,1.6,1.0,0.2,michigan,montmorency,MI,26,119,26119 -"michigan,muskegon",172188.0,77.3,17.3,4.8,0.5,michigan,muskegon,MI,26,121,26121 -"michigan,newaygo",48460.0,91.0,2.7,5.5,0.4,michigan,newaygo,MI,26,123,26123 -"michigan,oakland",1202362.0,75.1,15.8,3.5,5.6,michigan,oakland,MI,26,125,26125 -"michigan,oceana",26570.0,83.7,2.4,13.7,0.2,michigan,oceana,MI,26,127,26127 -"michigan,ogemaw",21699.0,96.2,1.6,1.4,0.4,michigan,ogemaw,MI,26,129,26129 -"michigan,ontonagon",6780.0,96.5,1.4,0.9,0.2,michigan,ontonagon,MI,26,131,26131 -"michigan,osceola",23528.0,95.8,2.2,1.5,0.2,michigan,osceola,MI,26,133,26133 -"michigan,oscoda",8640.0,97.0,1.5,0.9,0.1,michigan,oscoda,MI,26,135,26135 -"michigan,otsego",24164.0,96.0,1.8,1.2,0.4,michigan,otsego,MI,26,137,26137 -"michigan,ottawa",263801.0,85.7,3.5,8.6,2.6,michigan,ottawa,MI,26,139,26139 -"michigan,presque isle",13376.0,97.0,1.4,0.9,0.3,michigan,presque isle,MI,26,141,26141 -"michigan,roscommon",24449.0,96.5,1.6,1.1,0.3,michigan,roscommon,MI,26,143,26143 -"michigan,saginaw",200169.0,70.5,21.5,7.8,1.1,michigan,saginaw,MI,26,145,26145 -"michigan,st clair",163040.0,92.1,4.5,2.9,0.5,michigan,st clair,,,,00nan -"michigan,st joseph",61295.0,88.0,4.8,6.6,0.7,michigan,st joseph,,,,00nan -"michigan,sanilac",43114.0,94.8,1.5,3.3,0.3,michigan,sanilac,MI,26,151,26151 -"michigan,schoolcraft",8485.0,87.1,3.4,0.8,0.2,michigan,schoolcraft,MI,26,153,26153 -"michigan,shiawassee",70648.0,95.2,1.9,2.4,0.4,michigan,shiawassee,MI,26,155,26155 -"michigan,tuscola",55729.0,94.3,2.4,2.8,0.3,michigan,tuscola,MI,26,157,26157 -"michigan,van buren",76258.0,82.7,6.7,10.2,0.4,michigan,van buren,MI,26,159,26159 -"michigan,washtenaw",344791.0,72.1,16.1,4.0,7.9,michigan,washtenaw,MI,26,161,26161 -"michigan,wayne",1820584.0,49.6,42.9,5.2,2.5,michigan,wayne,MI,26,163,26163 -"michigan,wexford",32735.0,95.5,1.9,1.6,0.6,michigan,wexford,MI,26,165,26165 -"minnesota,aitkin",16202.0,95.0,1.6,0.9,0.2,minnesota,aitkin,MN,27,001,27001 -"minnesota,anoka",330844.0,85.2,7.0,3.6,3.9,minnesota,anoka,MN,27,003,27003 -"minnesota,becker",32504.0,87.8,3.4,1.2,0.4,minnesota,becker,MN,27,005,27005 -"minnesota,beltrami",44442.0,74.4,3.7,1.5,0.7,minnesota,beltrami,MN,27,007,27007 -"minnesota,benton",38451.0,93.5,3.5,1.6,1.1,minnesota,benton,MN,27,009,27009 -"minnesota,big stone",5269.0,97.7,1.0,0.8,0.1,minnesota,big stone,MN,27,011,27011 -"minnesota,blue earth",64013.0,91.2,4.3,2.5,2.0,minnesota,blue earth,MN,27,013,27013 -"minnesota,brown",25893.0,95.2,0.9,3.3,0.6,minnesota,brown,MN,27,015,27015 -"minnesota,carlton",35386.0,88.9,3.8,1.4,0.5,minnesota,carlton,MN,27,017,27017 -"minnesota,carver",91042.0,90.7,2.8,3.9,2.7,minnesota,carver,MN,27,019,27019 -"minnesota,cass",28567.0,85.4,2.4,1.2,0.3,minnesota,cass,MN,27,021,27021 -"minnesota,chippewa",12441.0,91.4,1.8,4.9,0.5,minnesota,chippewa,MN,27,023,27023 -"minnesota,chisago",53887.0,94.7,2.4,1.5,0.9,minnesota,chisago,MN,27,025,27025 -"minnesota,clay",58999.0,90.6,3.6,3.5,1.4,minnesota,clay,MN,27,027,27027 -"minnesota,clearwater",8695.0,86.7,3.4,1.4,0.2,minnesota,clearwater,MN,27,029,27029 -"minnesota,cook",5176.0,87.5,2.5,1.1,0.5,minnesota,cook,MN,27,031,27031 -"minnesota,cottonwood",11687.0,89.3,2.0,6.2,2.7,minnesota,cottonwood,MN,27,033,27033 -"minnesota,crow wing",62500.0,96.0,2.0,1.0,0.4,minnesota,crow wing,MN,27,035,27035 -"minnesota,dakota",398552.0,82.3,7.6,6.0,4.4,minnesota,dakota,MN,27,037,27037 -"minnesota,dodge",20087.0,93.5,1.7,4.6,0.4,minnesota,dodge,MN,27,039,27039 -"minnesota,douglas",36009.0,97.1,1.3,0.9,0.5,minnesota,douglas,MN,27,041,27041 -"minnesota,faribault",14553.0,92.9,1.2,5.6,0.3,minnesota,faribault,MN,27,043,27043 -"minnesota,fillmore",20866.0,97.6,1.1,1.0,0.3,minnesota,fillmore,MN,27,045,27045 -"minnesota,freeborn",31255.0,88.6,2.4,8.8,0.8,minnesota,freeborn,MN,27,047,27047 -"minnesota,goodhue",46183.0,93.2,2.5,2.9,0.6,minnesota,goodhue,MN,27,049,27049 -"minnesota,grant",6018.0,96.9,1.5,1.6,0.2,minnesota,grant,MN,27,051,27051 -"minnesota,hennepin",1152425.0,71.7,15.1,6.7,6.2,minnesota,hennepin,MN,27,053,27053 -"minnesota,houston",19027.0,97.1,1.7,0.7,0.5,minnesota,houston,MN,27,055,27055 -"minnesota,hubbard",20428.0,93.6,2.0,1.6,0.2,minnesota,hubbard,MN,27,057,27057 -"minnesota,isanti",37816.0,95.1,2.3,1.5,0.8,minnesota,isanti,MN,27,059,27059 -"minnesota,itasca",45058.0,93.1,2.4,0.9,0.3,minnesota,itasca,MN,27,061,27061 -"minnesota,jackson",10266.0,94.5,1.5,2.7,1.4,minnesota,jackson,MN,27,063,27063 -"minnesota,kanabec",16239.0,96.1,1.9,1.3,0.3,minnesota,kanabec,MN,27,065,27065 -"minnesota,kandiyohi",42239.0,85.1,3.5,11.2,0.4,minnesota,kandiyohi,MN,27,067,27067 -"minnesota,kittson",4552.0,97.4,0.8,1.5,0.4,minnesota,kittson,MN,27,069,27069 -"minnesota,koochiching",13311.0,94.0,2.5,1.1,0.3,minnesota,koochiching,MN,27,071,27071 -"minnesota,lac qui parle",7259.0,97.0,1.1,1.5,0.4,minnesota,lac qui parle,MN,27,073,27073 -"minnesota,lake",10866.0,97.2,1.4,0.7,0.3,minnesota,lake,MN,27,075,27075 -"minnesota,lake of the woods",4045.0,95.5,2.4,0.9,0.8,minnesota,lake of the woods,MN,27,077,27077 -"minnesota,le sueur",27703.0,92.7,1.5,5.2,0.6,minnesota,le sueur,MN,27,079,27079 -"minnesota,lincoln",5896.0,97.5,0.9,1.2,0.2,minnesota,lincoln,MN,27,081,27081 -"minnesota,lyon",25857.0,87.5,3.8,6.0,2.6,minnesota,lyon,MN,27,083,27083 -"minnesota,mcleod",36651.0,92.8,1.5,4.9,0.7,minnesota,mcleod,MN,27,085,27085 -"minnesota,mahnomen",5413.0,49.8,8.8,1.8,0.1,minnesota,mahnomen,MN,27,087,27087 -"minnesota,marshall",9439.0,94.8,1.1,3.6,0.2,minnesota,marshall,MN,27,089,27089 -"minnesota,martin",20840.0,94.8,1.2,3.6,0.5,minnesota,martin,MN,27,091,27091 -"minnesota,meeker",23300.0,95.4,1.1,3.3,0.3,minnesota,meeker,MN,27,093,27093 -"minnesota,mille lacs",26097.0,90.4,2.2,1.4,0.3,minnesota,mille lacs,MN,27,095,27095 -"minnesota,morrison",33198.0,96.9,1.5,1.2,0.3,minnesota,morrison,MN,27,097,27097 -"minnesota,mower",39163.0,84.2,3.9,10.6,1.7,minnesota,mower,MN,27,099,27099 -"minnesota,murray",8725.0,95.4,1.1,2.8,0.9,minnesota,murray,MN,27,101,27101 -"minnesota,nicollet",32727.0,91.5,3.5,3.7,1.3,minnesota,nicollet,MN,27,103,27103 -"minnesota,nobles",21378.0,67.2,5.3,22.5,5.5,minnesota,nobles,MN,27,105,27105 -"minnesota,norman",6852.0,91.8,2.5,4.0,0.4,minnesota,norman,MN,27,107,27107 -"minnesota,olmsted",144248.0,83.4,7.0,4.2,5.4,minnesota,olmsted,MN,27,109,27109 -"minnesota,otter tail",57303.0,94.7,2.0,2.6,0.5,minnesota,otter tail,MN,27,111,27111 -"minnesota,pennington",13930.0,92.4,3.2,2.7,0.6,minnesota,pennington,MN,27,113,27113 -"minnesota,pine",29750.0,90.5,3.9,2.4,0.4,minnesota,pine,MN,27,115,27115 -"minnesota,pipestone",9596.0,92.5,2.5,3.7,0.7,minnesota,pipestone,MN,27,117,27117 -"minnesota,polk",31600.0,90.2,3.0,5.4,0.7,minnesota,polk,MN,27,119,27119 -"minnesota,pope",10995.0,97.5,1.2,0.9,0.4,minnesota,pope,MN,27,121,27121 -"minnesota,ramsey",508640.0,66.9,14.5,7.2,11.7,minnesota,ramsey,MN,27,123,27123 -"minnesota,red lake",4089.0,94.8,1.7,2.5,0.1,minnesota,red lake,MN,27,125,27125 -"minnesota,redwood",16059.0,87.9,2.4,2.1,3.2,minnesota,redwood,MN,27,127,27127 -"minnesota,renville",15730.0,91.2,1.3,6.6,0.3,minnesota,renville,MN,27,129,27129 -"minnesota,rice",64142.0,85.1,5.0,8.0,2.0,minnesota,rice,MN,27,131,27131 -"minnesota,rock",9687.0,95.4,1.8,2.0,0.5,minnesota,rock,MN,27,133,27133 -"minnesota,roseau",15629.0,94.0,1.6,0.7,2.5,minnesota,roseau,MN,27,135,27135 -"minnesota,st louis",200226.0,92.3,3.6,1.2,0.9,minnesota,st louis,,,,00nan -"minnesota,scott",129928.0,84.5,4.9,4.4,5.7,minnesota,scott,MN,27,139,27139 -"minnesota,sherburne",88499.0,92.6,3.6,2.2,1.3,minnesota,sherburne,MN,27,141,27141 -"minnesota,sibley",15226.0,90.9,1.5,7.2,0.6,minnesota,sibley,MN,27,143,27143 -"minnesota,stearns",150642.0,90.6,4.6,2.8,2.0,minnesota,stearns,MN,27,145,27145 -"minnesota,steele",36576.0,89.0,4.2,6.2,0.8,minnesota,steele,MN,27,147,27147 -"minnesota,stevens",9726.0,91.8,2.5,3.5,1.5,minnesota,stevens,MN,27,149,27149 -"minnesota,swift",9783.0,94.8,1.4,3.6,0.2,minnesota,swift,MN,27,151,27151 -"minnesota,todd",24895.0,92.6,1.7,5.2,0.4,minnesota,todd,MN,27,153,27153 -"minnesota,traverse",3558.0,93.4,1.5,1.4,0.1,minnesota,traverse,MN,27,155,27155 -"minnesota,wabasha",21676.0,95.6,1.4,2.7,0.4,minnesota,wabasha,MN,27,157,27157 -"minnesota,wadena",13843.0,95.8,2.3,1.3,0.3,minnesota,wadena,MN,27,159,27159 -"minnesota,waseca",19136.0,90.4,3.5,5.1,0.7,minnesota,waseca,MN,27,161,27161 -"minnesota,washington",238136.0,85.7,5.7,3.4,5.1,minnesota,washington,MN,27,163,27163 -"minnesota,watonwan",11211.0,77.0,1.9,20.9,0.8,minnesota,watonwan,MN,27,165,27165 -"minnesota,wilkin",6576.0,95.7,1.3,2.0,0.3,minnesota,wilkin,MN,27,167,27167 -"minnesota,winona",51461.0,92.9,2.4,2.4,2.1,minnesota,winona,MN,27,169,27169 -"minnesota,wright",124700.0,93.7,2.6,2.4,1.2,minnesota,wright,MN,27,171,27171 -"minnesota,yellow medicine",10438.0,91.8,1.4,3.8,0.3,minnesota,yellow medicine,MN,27,173,27173 -"mississippi,adams",32297.0,38.7,54.9,6.7,0.4,mississippi,adams,MS,28,001,28001 -"mississippi,alcorn",37057.0,84.5,12.4,2.7,0.3,mississippi,alcorn,MS,28,003,28003 -"mississippi,amite",13131.0,57.2,41.9,0.8,0.1,mississippi,amite,MS,28,005,28005 -"mississippi,attala",19564.0,55.5,42.6,1.7,0.3,mississippi,attala,MS,28,007,28007 -"mississippi,benton",8729.0,59.9,38.3,1.7,0.1,mississippi,benton,MS,28,009,28009 -"mississippi,bolivar",34145.0,32.9,64.8,1.9,0.6,mississippi,bolivar,MS,28,011,28011 -"mississippi,calhoun",14962.0,65.8,28.9,5.4,0.1,mississippi,calhoun,MS,28,013,28013 -"mississippi,carroll",10597.0,65.4,33.6,1.0,0.2,mississippi,carroll,MS,28,015,28015 -"mississippi,chickasaw",17392.0,53.2,43.0,3.7,0.3,mississippi,chickasaw,MS,28,017,28017 -"mississippi,choctaw",8547.0,67.9,31.2,0.9,0.1,mississippi,choctaw,MS,28,019,28019 -"mississippi,claiborne",9604.0,14.1,85.0,0.8,0.4,mississippi,claiborne,MS,28,021,28021 -"mississippi,clarke",16732.0,63.8,35.0,0.8,0.2,mississippi,clarke,MS,28,023,28023 -"mississippi,clay",20634.0,40.1,58.8,1.0,0.2,mississippi,clay,MS,28,025,28025 -"mississippi,coahoma",26151.0,22.6,76.0,1.1,0.5,mississippi,coahoma,MS,28,027,28027 -"mississippi,copiah",29449.0,45.5,51.6,2.6,0.3,mississippi,copiah,MS,28,029,28029 -"mississippi,covington",19568.0,62.4,35.7,1.9,0.2,mississippi,covington,MS,28,031,28031 -"mississippi,de soto",,,,,,mississippi,de soto,,,,00nan -"mississippi,forrest",74934.0,58.4,37.5,3.5,0.7,mississippi,forrest,MS,28,035,28035 -"mississippi,franklin",8118.0,64.4,34.9,0.6,0.1,mississippi,franklin,MS,28,037,28037 -"mississippi,george",22578.0,88.6,9.0,2.0,0.2,mississippi,george,MS,28,039,28039 -"mississippi,greene",14400.0,72.0,26.9,0.9,0.1,mississippi,greene,MS,28,041,28041 -"mississippi,grenada",21906.0,56.4,42.5,0.9,0.3,mississippi,grenada,MS,28,043,28043 -"mississippi,hancock",43929.0,86.3,9.3,3.3,1.0,mississippi,hancock,MS,28,045,28045 -"mississippi,harrison",187105.0,67.2,24.8,5.3,2.8,mississippi,harrison,MS,28,047,28047 -"mississippi,hinds",245285.0,28.0,69.9,1.5,0.8,mississippi,hinds,MS,28,049,28049 -"mississippi,holmes",19198.0,15.6,84.0,0.7,0.2,mississippi,holmes,MS,28,051,28051 -"mississippi,humphreys",9375.0,22.8,75.3,2.2,0.2,mississippi,humphreys,MS,28,053,28053 -"mississippi,issaquena",1406.0,34.3,64.7,0.6,0.4,mississippi,issaquena,MS,28,055,28055 -"mississippi,itawamba",23401.0,91.8,6.5,1.3,0.2,mississippi,itawamba,MS,28,057,28057 -"mississippi,jackson",139668.0,69.9,23.4,4.6,2.2,mississippi,jackson,MS,28,059,28059 -"mississippi,jasper",17062.0,46.0,53.2,0.8,0.1,mississippi,jasper,MS,28,061,28061 -"mississippi,jefferson",7726.0,13.7,86.0,0.4,0.0,mississippi,jefferson,MS,28,063,28063 -"mississippi,jefferson davis",12487.0,38.5,60.6,0.8,0.1,mississippi,jefferson davis,MS,28,065,28065 -"mississippi,jones",67761.0,65.6,29.2,4.7,0.4,mississippi,jones,MS,28,067,28067 -"mississippi,kemper",10456.0,35.1,60.9,0.5,0.1,mississippi,kemper,MS,28,069,28069 -"mississippi,lafayette",47351.0,70.8,24.7,2.3,2.1,mississippi,lafayette,MS,28,071,28071 -"mississippi,lamar",55658.0,76.0,20.7,2.2,1.2,mississippi,lamar,MS,28,073,28073 -"mississippi,lauderdale",80261.0,54.0,43.6,1.8,0.7,mississippi,lauderdale,MS,28,075,28075 -"mississippi,lawrence",12929.0,66.3,31.5,2.1,0.3,mississippi,lawrence,MS,28,077,28077 -"mississippi,leake",23805.0,48.8,41.4,4.3,0.2,mississippi,leake,MS,28,079,28079 -"mississippi,lee",82910.0,68.6,28.5,2.4,0.6,mississippi,lee,MS,28,081,28081 -"mississippi,leflore",32317.0,24.5,72.8,2.3,0.6,mississippi,leflore,MS,28,083,28083 -"mississippi,lincoln",34869.0,68.0,30.7,0.9,0.3,mississippi,lincoln,MS,28,085,28085 -"mississippi,lowndes",59779.0,53.3,44.6,1.5,0.7,mississippi,lowndes,MS,28,087,28087 -"mississippi,madison",95203.0,56.0,39.0,2.9,2.1,mississippi,madison,MS,28,089,28089 -"mississippi,marion",27088.0,65.2,33.2,1.2,0.3,mississippi,marion,MS,28,091,28091 -"mississippi,marshall",37144.0,48.9,47.7,3.2,0.2,mississippi,marshall,MS,28,093,28093 -"mississippi,monroe",36989.0,67.2,31.7,1.0,0.2,mississippi,monroe,MS,28,095,28095 -"mississippi,montgomery",10925.0,52.8,46.0,0.9,0.4,mississippi,montgomery,MS,28,097,28097 -"mississippi,neshoba",29676.0,60.0,22.4,1.6,0.3,mississippi,neshoba,MS,28,099,28099 -"mississippi,newton",21720.0,62.6,31.1,1.3,0.2,mississippi,newton,MS,28,101,28101 -"mississippi,noxubee",11545.0,27.0,72.1,0.8,0.2,mississippi,noxubee,MS,28,103,28103 -"mississippi,oktibbeha",47671.0,58.4,37.8,1.4,2.4,mississippi,oktibbeha,MS,28,105,28105 -"mississippi,panola",34707.0,48.9,49.5,1.4,0.2,mississippi,panola,MS,28,107,28107 -"mississippi,pearl river",55834.0,82.2,14.0,2.9,0.4,mississippi,pearl river,MS,28,109,28109 -"mississippi,perry",12250.0,77.7,21.0,1.0,0.2,mississippi,perry,MS,28,111,28111 -"mississippi,pike",40404.0,45.9,52.3,1.2,0.6,mississippi,pike,MS,28,113,28113 -"mississippi,pontotoc",29957.0,78.5,15.1,6.2,0.2,mississippi,pontotoc,MS,28,115,28115 -"mississippi,prentiss",25276.0,83.8,14.8,1.2,0.1,mississippi,prentiss,MS,28,117,28117 -"mississippi,quitman",8223.0,28.8,70.4,0.7,0.1,mississippi,quitman,MS,28,119,28119 -"mississippi,rankin",141617.0,76.3,19.9,2.7,1.1,mississippi,rankin,MS,28,121,28121 -"mississippi,scott",28264.0,50.8,38.9,10.7,0.2,mississippi,scott,MS,28,123,28123 -"mississippi,sharkey",4916.0,27.8,71.4,0.8,0.2,mississippi,sharkey,MS,28,125,28125 -"mississippi,simpson",27503.0,62.3,36.0,1.4,0.3,mississippi,simpson,MS,28,127,28127 -"mississippi,smith",16491.0,75.3,23.4,1.2,0.1,mississippi,smith,MS,28,129,28129 -"mississippi,stone",17786.0,77.7,20.2,1.3,0.3,mississippi,stone,MS,28,131,28131 -"mississippi,sunflower",29450.0,25.2,73.4,1.4,0.3,mississippi,sunflower,MS,28,133,28133 -"mississippi,tallahatchie",15378.0,36.3,57.6,5.6,0.8,mississippi,tallahatchie,MS,28,135,28135 -"mississippi,tate",28886.0,66.1,31.5,2.2,0.2,mississippi,tate,MS,28,137,28137 -"mississippi,tippah",22232.0,78.3,17.4,4.4,0.2,mississippi,tippah,MS,28,139,28139 -"mississippi,tishomingo",19593.0,93.5,3.5,2.8,0.1,mississippi,tishomingo,MS,28,141,28141 -"mississippi,tunica",10778.0,23.1,74.4,2.3,0.6,mississippi,tunica,MS,28,143,28143 -"mississippi,union",27134.0,79.8,15.7,4.5,0.2,mississippi,union,MS,28,145,28145 -"mississippi,walthall",15443.0,52.7,45.6,1.5,0.2,mississippi,walthall,MS,28,147,28147 -"mississippi,warren",48773.0,49.5,47.9,1.8,0.8,mississippi,warren,MS,28,149,28149 -"mississippi,washington",51137.0,26.7,71.9,1.0,0.6,mississippi,washington,MS,28,151,28151 -"mississippi,wayne",20747.0,59.0,39.7,1.2,0.2,mississippi,wayne,MS,28,153,28153 -"mississippi,webster",10253.0,78.1,20.7,1.0,0.1,mississippi,webster,MS,28,155,28155 -"mississippi,wilkinson",9878.0,28.5,71.1,0.4,0.0,mississippi,wilkinson,MS,28,157,28157 -"mississippi,winston",19198.0,51.5,46.5,1.0,0.2,mississippi,winston,MS,28,159,28159 -"mississippi,yalobusha",12678.0,60.0,38.8,1.2,0.2,mississippi,yalobusha,MS,28,161,28161 -"mississippi,yazoo",28065.0,37.3,58.6,4.6,0.4,mississippi,yazoo,MS,28,163,28163 -"missouri,adair",25607.0,92.8,3.3,2.0,1.8,missouri,adair,MO,29,001,29001 -"missouri,andrew",17291.0,96.2,1.5,1.7,0.4,missouri,andrew,MO,29,003,29003 -"missouri,atchison",5685.0,97.7,1.0,1.0,0.2,missouri,atchison,MO,29,005,29005 -"missouri,audrain",25529.0,88.6,8.2,2.6,0.5,missouri,audrain,MO,29,007,29007 -"missouri,barry",35597.0,88.5,2.2,7.7,1.3,missouri,barry,MO,29,009,29009 -"missouri,barton",12402.0,94.4,2.8,1.9,0.2,missouri,barton,MO,29,011,29011 -"missouri,bates",17049.0,95.6,2.3,1.6,0.2,missouri,bates,MO,29,013,29013 -"missouri,benton",19056.0,96.1,1.6,1.5,0.3,missouri,benton,MO,29,015,29015 -"missouri,bollinger",12363.0,97.4,1.1,0.8,0.2,missouri,bollinger,MO,29,017,29017 -"missouri,boone",162642.0,81.0,12.1,3.0,3.8,missouri,boone,MO,29,019,29019 -"missouri,buchanan",89201.0,86.3,7.7,5.2,0.8,missouri,buchanan,MO,29,021,29021 -"missouri,butler",42794.0,90.0,7.4,1.6,0.7,missouri,butler,MO,29,023,29023 -"missouri,caldwell",9424.0,95.9,2.1,1.5,0.2,missouri,caldwell,MO,29,025,29025 -"missouri,callaway",44332.0,91.0,6.5,1.6,0.6,missouri,callaway,MO,29,027,29027 -"missouri,camden",44002.0,95.3,1.7,2.3,0.4,missouri,camden,MO,29,029,29029 -"missouri,cape girardeau",75674.0,87.9,8.9,2.0,1.2,missouri,cape girardeau,MO,29,031,29031 -"missouri,carroll",9295.0,95.7,2.8,1.3,0.1,missouri,carroll,MO,29,033,29033 -"missouri,carter",6265.0,95.6,1.7,1.7,0.1,missouri,carter,MO,29,035,29035 -"missouri,cass",99478.0,89.5,5.6,4.0,0.6,missouri,cass,MO,29,037,29037 -"missouri,cedar",13982.0,96.1,1.9,1.5,0.3,missouri,cedar,MO,29,039,29039 -"missouri,chariton",7831.0,96.3,2.8,0.5,0.1,missouri,chariton,MO,29,041,29041 -"missouri,christian",77422.0,94.3,2.4,2.5,0.5,missouri,christian,MO,29,043,29043 -"missouri,clark",7139.0,97.7,1.3,0.6,0.3,missouri,clark,MO,29,045,29045 -"missouri,clay",221939.0,84.1,7.9,5.9,2.1,missouri,clay,MO,29,047,29047 -"missouri,clinton",20743.0,94.5,3.0,1.6,0.3,missouri,clinton,MO,29,049,29049 -"missouri,cole",75990.0,83.2,13.1,2.4,1.3,missouri,cole,MO,29,051,29051 -"missouri,cooper",17601.0,89.5,8.6,1.3,0.4,missouri,cooper,MO,29,053,29053 -"missouri,crawford",24696.0,96.4,1.4,1.5,0.3,missouri,crawford,MO,29,055,29055 -"missouri,dade",7883.0,94.8,2.6,1.5,0.3,missouri,dade,MO,29,057,29057 -"missouri,dallas",16777.0,95.6,1.9,1.5,0.2,missouri,dallas,MO,29,059,29059 -"missouri,daviess",8433.0,97.4,1.4,1.0,0.1,missouri,daviess,MO,29,061,29061 -"missouri,de kalb",,,,,,missouri,de kalb,,,,00nan -"missouri,dent",15657.0,95.9,2.0,0.9,0.3,missouri,dent,MO,29,065,29065 -"missouri,douglas",13684.0,96.6,2.0,0.8,0.2,missouri,douglas,MO,29,067,29067 -"missouri,dunklin",31953.0,82.9,11.3,5.4,0.3,missouri,dunklin,MO,29,069,29069 -"missouri,franklin",101492.0,96.0,2.0,1.4,0.4,missouri,franklin,MO,29,071,29071 -"missouri,gasconade",15222.0,97.2,1.3,1.0,0.3,missouri,gasconade,MO,29,073,29073 -"missouri,gentry",6738.0,98.0,1.0,0.5,0.3,missouri,gentry,MO,29,075,29075 -"missouri,greene",275174.0,89.5,5.5,3.0,1.6,missouri,greene,MO,29,077,29077 -"missouri,grundy",10261.0,96.0,1.6,1.7,0.4,missouri,grundy,MO,29,079,29079 -"missouri,harrison",8957.0,96.7,1.3,1.6,0.2,missouri,harrison,MO,29,081,29081 -"missouri,henry",22272.0,95.3,2.5,1.7,0.2,missouri,henry,MO,29,083,29083 -"missouri,hickory",9627.0,96.4,1.8,0.9,0.2,missouri,hickory,MO,29,085,29085 -"missouri,holt",4912.0,97.2,0.7,0.8,0.3,missouri,holt,MO,29,087,29087 -"missouri,howard",10144.0,91.1,7.1,1.2,0.3,missouri,howard,MO,29,089,29089 -"missouri,howell",40400.0,95.3,2.0,1.7,0.5,missouri,howell,MO,29,091,29091 -"missouri,iron",10630.0,95.6,2.8,1.3,0.1,missouri,iron,MO,29,093,29093 -"missouri,jackson",674158.0,63.3,27.0,8.4,1.6,missouri,jackson,MO,29,095,29095 -"missouri,jasper",117404.0,86.0,5.1,6.8,1.0,missouri,jasper,MO,29,097,29097 -"missouri,jefferson",218733.0,95.4,2.2,1.6,0.6,missouri,jefferson,MO,29,099,29099 -"missouri,johnson",52595.0,88.2,6.9,3.1,1.5,missouri,johnson,MO,29,101,29101 -"missouri,knox",4131.0,97.5,1.4,0.8,0.2,missouri,knox,MO,29,103,29103 -"missouri,laclede",35571.0,94.4,2.6,2.0,0.4,missouri,laclede,MO,29,105,29105 -"missouri,lafayette",33381.0,92.9,4.2,2.2,0.4,missouri,lafayette,MO,29,107,29107 -"missouri,lawrence",38634.0,91.0,2.0,6.3,0.4,missouri,lawrence,MO,29,109,29109 -"missouri,lewis",10211.0,93.5,4.6,1.6,0.2,missouri,lewis,MO,29,111,29111 -"missouri,lincoln",52566.0,93.9,3.7,2.0,0.4,missouri,lincoln,MO,29,113,29113 -"missouri,linn",12761.0,96.4,1.9,1.5,0.2,missouri,linn,MO,29,115,29115 -"missouri,livingston",15195.0,94.7,3.6,1.2,0.3,missouri,livingston,MO,29,117,29117 -"missouri,mcdonald",23083.0,81.0,3.8,11.2,0.8,missouri,mcdonald,MO,29,119,29119 -"missouri,macon",15566.0,94.7,3.8,1.0,0.4,missouri,macon,MO,29,121,29121 -"missouri,madison",12226.0,96.4,1.1,2.0,0.3,missouri,madison,MO,29,123,29123 -"missouri,maries",9176.0,97.1,1.4,0.8,0.1,missouri,maries,MO,29,125,29125 -"missouri,marion",28781.0,91.0,7.0,1.4,0.5,missouri,marion,MO,29,127,29127 -"missouri,mercer",3785.0,97.3,1.1,0.7,0.5,missouri,mercer,MO,29,129,29129 -"missouri,miller",24748.0,96.0,1.9,1.4,0.3,missouri,miller,MO,29,131,29131 -"missouri,mississippi",14358.0,73.3,25.0,1.6,0.2,missouri,mississippi,MO,29,133,29133 -"missouri,moniteau",15607.0,90.7,4.9,3.8,0.4,missouri,moniteau,MO,29,135,29135 -"missouri,monroe",8840.0,94.3,4.2,1.0,0.3,missouri,monroe,MO,29,137,29137 -"missouri,montgomery",12236.0,95.1,3.1,1.4,0.3,missouri,montgomery,MO,29,139,29139 -"missouri,morgan",20565.0,95.2,2.4,1.8,0.4,missouri,morgan,MO,29,141,29141 -"missouri,new madrid",18956.0,81.1,17.3,1.1,0.4,missouri,new madrid,MO,29,143,29143 -"missouri,newton",58114.0,87.7,3.8,4.4,1.3,missouri,newton,MO,29,145,29145 -"missouri,nodaway",23370.0,93.6,3.4,1.3,1.6,missouri,nodaway,MO,29,147,29147 -"missouri,oregon",10881.0,95.6,1.8,1.2,0.3,missouri,oregon,MO,29,149,29149 -"missouri,osage",13878.0,98.4,0.7,0.6,0.1,missouri,osage,MO,29,151,29151 -"missouri,ozark",9723.0,96.5,1.5,1.3,0.1,missouri,ozark,MO,29,153,29153 -"missouri,pemiscot",18296.0,69.6,28.3,1.9,0.2,missouri,pemiscot,MO,29,155,29155 -"missouri,perry",18971.0,96.5,1.3,1.7,0.4,missouri,perry,MO,29,157,29157 -"missouri,pettis",42201.0,87.0,5.2,7.2,0.6,missouri,pettis,MO,29,159,29159 -"missouri,phelps",45156.0,90.3,4.4,2.0,2.9,missouri,phelps,MO,29,161,29161 -"missouri,pike",18516.0,89.2,8.6,1.8,0.2,missouri,pike,MO,29,163,29163 -"missouri,platte",89322.0,84.1,8.4,5.0,2.3,missouri,platte,MO,29,165,29165 -"missouri,polk",31137.0,95.0,2.3,2.0,0.3,missouri,polk,MO,29,167,29167 -"missouri,pulaski",52274.0,72.4,16.3,9.0,2.6,missouri,pulaski,MO,29,169,29169 -"missouri,putnam",4979.0,97.7,1.0,0.7,0.5,missouri,putnam,MO,29,171,29171 -"missouri,ralls",10167.0,96.7,2.0,1.0,0.2,missouri,ralls,MO,29,173,29173 -"missouri,randolph",25414.0,90.0,8.0,1.6,0.4,missouri,randolph,MO,29,175,29175 -"missouri,ray",23494.0,95.1,2.6,1.8,0.3,missouri,ray,MO,29,177,29177 -"missouri,reynolds",6696.0,96.1,2.2,1.0,0.2,missouri,reynolds,MO,29,179,29179 -"missouri,ripley",14100.0,96.2,1.8,1.0,0.3,missouri,ripley,MO,29,181,29181 -"missouri,st charles",360485.0,89.1,5.9,2.8,2.2,missouri,st charles,,,,00nan -"missouri,st clair",9805.0,95.5,2.3,1.7,0.1,missouri,st clair,,,,00nan -"missouri,st francois",65359.0,92.8,5.4,1.2,0.4,missouri,st francois,,,,00nan -"missouri,st louis",1318248.0,62.4,31.6,2.7,3.4,missouri,st louis,,,,00nan -"missouri,st louis city",,,,,,missouri,st louis city,,,,00nan -"missouri,ste genevieve",18145.0,97.0,1.6,0.8,0.3,missouri,ste genevieve,,,,00nan -"missouri,saline",23370.0,83.2,7.7,8.2,0.5,missouri,saline,MO,29,195,29195 -"missouri,schuyler",4431.0,98.2,0.8,0.7,0.2,missouri,schuyler,MO,29,197,29197 -"missouri,scotland",4843.0,98.3,0.5,0.7,0.2,missouri,scotland,MO,29,199,29199 -"missouri,scott",39191.0,84.9,13.0,1.8,0.3,missouri,scott,MO,29,201,29201 -"missouri,shannon",8441.0,94.9,2.5,1.6,0.2,missouri,shannon,MO,29,203,29203 -"missouri,shelby",6373.0,97.3,1.2,1.1,0.2,missouri,shelby,MO,29,205,29205 -"missouri,stoddard",29968.0,96.5,1.9,1.2,0.2,missouri,stoddard,MO,29,207,29207 -"missouri,stone",32202.0,96.1,1.5,1.7,0.3,missouri,stone,MO,29,209,29209 -"missouri,sullivan",6714.0,79.7,1.7,18.6,0.1,missouri,sullivan,MO,29,211,29211 -"missouri,taney",51675.0,91.1,3.1,4.8,0.7,missouri,taney,MO,29,213,29213 -"missouri,texas",26008.0,92.3,5.2,1.6,0.3,missouri,texas,MO,29,215,29215 -"missouri,vernon",21159.0,95.5,1.9,1.6,0.5,missouri,vernon,MO,29,217,29217 -"missouri,warren",32513.0,92.9,3.7,2.9,0.4,missouri,warren,MO,29,219,29219 -"missouri,washington",25195.0,95.1,3.4,1.0,0.2,missouri,washington,MO,29,221,29221 -"missouri,wayne",13521.0,96.5,1.9,1.0,0.2,missouri,wayne,MO,29,223,29223 -"missouri,webster",36202.0,95.2,2.4,1.7,0.2,missouri,webster,MO,29,225,29225 -"missouri,worth",2171.0,97.4,1.2,1.1,0.3,missouri,worth,MO,29,227,29227 -"missouri,wright",18815.0,96.3,1.7,1.3,0.3,missouri,wright,MO,29,229,29229 -"montana,beaverhead",9246.0,92.7,1.9,3.7,0.4,montana,beaverhead,MT,30,001,30001 -"montana,big horn",12865.0,30.4,2.9,4.0,0.5,montana,big horn,MT,30,003,30003 -"montana,blaine",6491.0,47.9,2.1,1.8,0.1,montana,blaine,MT,30,005,30005 -"montana,broadwater",5612.0,94.6,1.8,2.2,0.2,montana,broadwater,MT,30,007,30007 -"montana,carbon",10078.0,95.9,1.3,1.9,0.2,montana,carbon,MT,30,009,30009 -"montana,carter",1160.0,97.6,0.9,0.7,0.1,montana,carter,MT,30,011,30011 -"montana,cascade",81327.0,87.4,4.9,3.3,0.8,montana,cascade,MT,30,013,30013 -"montana,chouteau",5813.0,75.5,1.6,1.6,0.4,montana,chouteau,MT,30,015,30015 -"montana,custer",11699.0,94.1,1.9,2.2,0.3,montana,custer,MT,30,017,30017 -"montana,daniels",1751.0,94.4,1.8,1.5,0.2,montana,daniels,MT,30,019,30019 -"montana,dawson",8966.0,94.5,1.9,2.0,0.3,montana,dawson,MT,30,021,30021 -"montana,deer lodge",9298.0,91.6,2.9,2.9,0.3,montana,deer lodge,MT,30,023,30023 -"montana,fallon",2890.0,96.6,1.4,1.2,0.6,montana,fallon,MT,30,025,30025 -"montana,fergus",11586.0,95.7,1.7,1.5,0.2,montana,fergus,MT,30,027,30027 -"montana,flathead",90928.0,94.0,2.3,2.3,0.6,montana,flathead,MT,30,029,30029 -"montana,gallatin",89513.0,93.3,2.2,2.8,1.1,montana,gallatin,MT,30,031,30031 -"montana,garfield",1206.0,98.4,0.7,0.2,0.1,montana,garfield,MT,30,033,30033 -"montana,glacier",13399.0,30.7,2.9,1.8,0.2,montana,glacier,MT,30,035,30035 -"montana,golden valley",884.0,93.0,2.1,3.5,0.7,montana,golden valley,MT,30,037,30037 -"montana,granite",3079.0,96.4,1.8,1.4,0.1,montana,granite,MT,30,039,30039 -"montana,hill",16096.0,72.9,3.6,2.3,0.4,montana,hill,MT,30,041,30041 -"montana,jefferson",11406.0,94.0,2.4,2.0,0.4,montana,jefferson,MT,30,043,30043 -"montana,judith basin",2072.0,97.2,0.7,1.2,0.1,montana,judith basin,MT,30,045,30045 -"montana,lake",28746.0,68.1,7.6,3.5,0.4,montana,lake,MT,30,047,30047 -"montana,lewis and clark",63395.0,92.4,2.8,2.5,0.6,montana,lewis and clark,MT,30,049,30049 -"montana,liberty",2339.0,98.0,1.2,0.3,0.1,montana,liberty,MT,30,051,30051 -"montana,lincoln",19687.0,94.2,2.5,2.3,0.3,montana,lincoln,MT,30,053,30053 -"montana,mccone",1734.0,97.4,1.4,0.7,0.1,montana,mccone,MT,30,055,30055 -"montana,madison",7691.0,95.4,1.5,2.4,0.3,montana,madison,MT,30,057,30057 -"montana,meagher",1891.0,96.6,1.4,1.5,0.3,montana,meagher,MT,30,059,30059 -"montana,mineral",4223.0,93.6,2.7,1.9,0.7,montana,mineral,MT,30,061,30061 -"montana,missoula",109299.0,91.0,3.0,2.6,1.1,montana,missoula,MT,30,063,30063 -"montana,musselshell",4538.0,94.3,2.1,2.6,0.2,montana,musselshell,MT,30,065,30065 -"montana,park",15636.0,95.2,1.8,2.1,0.3,montana,park,MT,30,067,30067 -"montana,petroleum",494.0,98.4,1.2,1.0,0.0,montana,petroleum,MT,30,069,30069 -"montana,phillips",4253.0,86.2,4.0,1.9,0.2,montana,phillips,MT,30,071,30071 -"montana,pondera",6153.0,82.2,2.5,1.4,0.2,montana,pondera,MT,30,073,30073 -"montana,powder river",1743.0,94.4,2.1,1.4,0.2,montana,powder river,MT,30,075,30075 -"montana,powell",7027.0,91.4,2.2,1.7,0.5,montana,powell,MT,30,077,30077 -"montana,prairie",1179.0,95.4,2.8,1.4,0.5,montana,prairie,MT,30,079,30079 -"montana,ravalli",40212.0,93.9,2.1,3.0,0.5,montana,ravalli,MT,30,081,30081 -"montana,richland",9746.0,93.3,2.2,3.0,0.2,montana,richland,MT,30,083,30083 -"montana,roosevelt",10425.0,35.6,3.1,1.3,0.4,montana,roosevelt,MT,30,085,30085 -"montana,rosebud",9233.0,60.2,3.0,3.4,0.5,montana,rosebud,MT,30,087,30087 -"montana,sanders",11413.0,90.4,3.3,2.0,0.3,montana,sanders,MT,30,089,30089 -"montana,sheridan",3384.0,94.6,2.2,1.5,0.4,montana,sheridan,MT,30,091,30091 -"montana,silver bow",34200.0,92.1,2.4,3.7,0.5,montana,silver bow,MT,30,093,30093 -"montana,stillwater",9117.0,95.3,1.7,2.3,0.3,montana,stillwater,MT,30,095,30095 -"montana,sweet grass",3651.0,95.6,1.6,1.4,0.7,montana,sweet grass,MT,30,097,30097 -"montana,teton",6073.0,95.4,1.9,1.3,0.1,montana,teton,MT,30,099,30099 -"montana,toole",5324.0,90.4,2.5,2.4,0.4,montana,toole,MT,30,101,30101 -"montana,treasure",718.0,92.8,2.9,3.5,0.4,montana,treasure,MT,30,103,30103 -"montana,valley",7369.0,86.4,2.3,1.2,0.5,montana,valley,MT,30,105,30105 -"montana,wheatland",2168.0,95.2,2.7,1.5,0.6,montana,wheatland,MT,30,107,30107 -"montana,wibaux",1017.0,97.1,1.2,1.3,0.5,montana,wibaux,MT,30,109,30109 -"montana,yellowstone",147972.0,88.2,3.4,4.7,0.6,montana,yellowstone,MT,30,111,30111 -"montana,yellowstone national",,,,,,montana,yellowstone national,,,,00nan -"nebraska,adams",31364.0,88.5,2.1,8.1,1.4,nebraska,adams,NE,31,001,31001 -"nebraska,antelope",6685.0,96.0,0.9,2.7,0.3,nebraska,antelope,NE,31,003,31003 -"nebraska,arthur",460.0,94.6,0.9,4.1,0.2,nebraska,arthur,NE,31,005,31005 -"nebraska,banner",690.0,95.1,0.7,3.8,0.0,nebraska,banner,NE,31,007,31007 -"nebraska,blaine",478.0,99.2,0.8,0.0,0.0,nebraska,blaine,NE,31,009,31009 -"nebraska,boone",5505.0,97.8,0.7,1.2,0.2,nebraska,boone,NE,31,011,31011 -"nebraska,box butte",11308.0,84.6,3.0,10.2,0.3,nebraska,box butte,NE,31,013,31013 -"nebraska,boyd",2099.0,96.4,1.0,1.6,0.8,nebraska,boyd,NE,31,015,31015 -"nebraska,brown",3145.0,97.7,0.9,0.9,0.2,nebraska,brown,NE,31,017,31017 -"nebraska,buffalo",46102.0,89.2,2.2,7.4,1.3,nebraska,buffalo,NE,31,019,31019 -"nebraska,burt",6858.0,95.1,1.6,1.8,0.2,nebraska,burt,NE,31,021,31021 -"nebraska,butler",8395.0,96.4,1.0,2.3,0.3,nebraska,butler,NE,31,023,31023 -"nebraska,cass",25241.0,95.4,1.8,2.4,0.3,nebraska,cass,NE,31,025,31025 -"nebraska,cedar",8852.0,97.8,0.8,1.3,0.1,nebraska,cedar,NE,31,027,31027 -"nebraska,chase",3966.0,88.0,1.3,11.1,0.1,nebraska,chase,NE,31,029,31029 -"nebraska,cherry",5713.0,90.0,2.7,1.7,0.4,nebraska,cherry,NE,31,031,31031 -"nebraska,cheyenne",9998.0,90.8,1.5,6.1,1.6,nebraska,cheyenne,NE,31,033,31033 -"nebraska,clay",6542.0,90.8,1.8,7.7,0.2,nebraska,clay,NE,31,035,31035 -"nebraska,colfax",10515.0,57.4,2.9,41.0,0.3,nebraska,colfax,NE,31,037,31037 -"nebraska,cuming",9139.0,90.5,1.3,8.3,0.2,nebraska,cuming,NE,31,039,31039 -"nebraska,custer",10939.0,96.5,1.2,2.0,0.1,nebraska,custer,NE,31,041,31041 -"nebraska,dakota",21006.0,55.2,5.4,35.3,3.0,nebraska,dakota,NE,31,043,31043 -"nebraska,dawes",9182.0,87.8,4.0,3.3,1.0,nebraska,dawes,NE,31,045,31045 -"nebraska,dawson",24326.0,63.6,5.2,31.8,0.6,nebraska,dawson,NE,31,047,31047 -"nebraska,deuel",1941.0,94.7,1.2,3.9,0.3,nebraska,deuel,NE,31,049,31049 -"nebraska,dixon",6000.0,88.2,1.3,10.4,0.2,nebraska,dixon,NE,31,051,31051 -"nebraska,dodge",36691.0,87.5,2.0,10.1,0.5,nebraska,dodge,NE,31,053,31053 -"nebraska,douglas",517110.0,71.9,14.4,11.2,2.7,nebraska,douglas,NE,31,055,31055 -"nebraska,dundy",2008.0,92.2,1.6,5.8,0.1,nebraska,dundy,NE,31,057,31057 -"nebraska,fillmore",5890.0,95.4,1.4,3.0,0.2,nebraska,fillmore,NE,31,059,31059 -"nebraska,franklin",3225.0,97.5,1.1,1.0,0.1,nebraska,franklin,NE,31,061,31061 -"nebraska,frontier",2756.0,97.5,0.8,1.3,0.1,nebraska,frontier,NE,31,063,31063 -"nebraska,furnas",4959.0,95.7,1.3,2.7,0.2,nebraska,furnas,NE,31,065,31065 -"nebraska,gage",22311.0,96.1,1.7,1.7,0.4,nebraska,gage,NE,31,067,31067 -"nebraska,garden",2057.0,94.4,1.6,3.9,0.0,nebraska,garden,NE,31,069,31069 -"nebraska,garfield",2049.0,98.7,0.4,0.7,0.1,nebraska,garfield,NE,31,071,31071 -"nebraska,gosper",2044.0,95.6,1.7,2.4,0.2,nebraska,gosper,NE,31,073,31073 -"nebraska,grant",614.0,97.7,0.8,1.1,0.2,nebraska,grant,NE,31,075,31075 -"nebraska,greeley",2538.0,96.6,1.1,2.0,0.1,nebraska,greeley,NE,31,077,31077 -"nebraska,hall",58607.0,72.6,3.8,23.3,1.0,nebraska,hall,NE,31,079,31079 -"nebraska,hamilton",9124.0,96.9,0.9,2.0,0.2,nebraska,hamilton,NE,31,081,31081 -"nebraska,harlan",3423.0,97.7,0.5,1.3,0.2,nebraska,harlan,NE,31,083,31083 -"nebraska,hayes",967.0,96.0,0.1,3.4,0.3,nebraska,hayes,NE,31,085,31085 -"nebraska,hitchcock",2908.0,97.0,1.1,1.4,0.1,nebraska,hitchcock,NE,31,087,31087 -"nebraska,holt",10435.0,96.0,0.6,2.9,0.2,nebraska,holt,NE,31,089,31089 -"nebraska,hooker",736.0,98.0,0.5,1.1,0.0,nebraska,hooker,NE,31,091,31091 -"nebraska,howard",6274.0,96.7,1.4,1.7,0.2,nebraska,howard,NE,31,093,31093 -"nebraska,jefferson",7547.0,95.7,1.5,2.7,0.2,nebraska,jefferson,NE,31,095,31095 -"nebraska,johnson",5217.0,83.5,5.8,8.3,1.4,nebraska,johnson,NE,31,097,31097 -"nebraska,kearney",6489.0,95.0,1.4,3.8,0.2,nebraska,kearney,NE,31,099,31099 -"nebraska,keith",8368.0,92.4,1.8,5.7,0.4,nebraska,keith,NE,31,101,31101 -"nebraska,keya paha",824.0,98.9,0.4,0.5,0.1,nebraska,keya paha,NE,31,103,31103 -"nebraska,kimball",3821.0,90.6,2.0,6.4,0.7,nebraska,kimball,NE,31,105,31105 -"nebraska,knox",8701.0,88.4,1.4,1.8,0.2,nebraska,knox,NE,31,107,31107 -"nebraska,lancaster",285407.0,84.3,6.2,5.8,3.5,nebraska,lancaster,NE,31,109,31109 -"nebraska,lincoln",36288.0,90.2,2.2,7.2,0.5,nebraska,lincoln,NE,31,111,31111 -"nebraska,logan",763.0,96.9,0.4,1.7,0.1,nebraska,logan,NE,31,113,31113 -"nebraska,loup",632.0,97.6,0.3,2.1,0.0,nebraska,loup,NE,31,115,31115 -"nebraska,mcpherson",539.0,98.0,1.9,0.4,0.0,nebraska,mcpherson,NE,31,117,31117 -"nebraska,madison",34876.0,83.3,3.0,12.9,0.5,nebraska,madison,NE,31,119,31119 -"nebraska,merrick",7845.0,94.4,1.2,3.5,0.8,nebraska,merrick,NE,31,121,31121 -"nebraska,morrill",5042.0,84.4,1.8,13.6,0.4,nebraska,morrill,NE,31,123,31123 -"nebraska,nance",3735.0,97.1,1.2,1.7,0.1,nebraska,nance,NE,31,125,31125 -"nebraska,nemaha",7248.0,95.7,1.8,1.8,0.4,nebraska,nemaha,NE,31,127,31127 -"nebraska,nuckolls",4500.0,96.3,1.5,2.2,0.2,nebraska,nuckolls,NE,31,129,31129 -"nebraska,otoe",15740.0,92.1,1.6,5.7,0.4,nebraska,otoe,NE,31,131,31131 -"nebraska,pawnee",2773.0,96.8,1.6,1.3,0.3,nebraska,pawnee,NE,31,133,31133 -"nebraska,perkins",2970.0,95.9,0.7,3.2,0.2,nebraska,perkins,NE,31,135,31135 -"nebraska,phelps",9188.0,94.6,1.1,4.1,0.2,nebraska,phelps,NE,31,137,31137 -"nebraska,pierce",7266.0,97.7,0.7,1.3,0.2,nebraska,pierce,NE,31,139,31139 -"nebraska,platte",32237.0,84.3,1.9,13.8,0.5,nebraska,platte,NE,31,141,31141 -"nebraska,polk",5406.0,95.9,1.1,2.9,0.1,nebraska,polk,NE,31,143,31143 -"nebraska,red willow",11055.0,93.6,1.8,4.2,0.3,nebraska,red willow,NE,31,145,31145 -"nebraska,richardson",8363.0,93.6,2.0,1.3,0.3,nebraska,richardson,NE,31,147,31147 -"nebraska,rock",1526.0,98.4,0.5,0.1,0.2,nebraska,rock,NE,31,149,31149 -"nebraska,saline",14200.0,76.2,2.5,20.2,1.6,nebraska,saline,NE,31,151,31151 -"nebraska,sarpy",158840.0,83.8,7.1,7.3,2.1,nebraska,sarpy,NE,31,153,31153 -"nebraska,saunders",20780.0,96.2,1.4,2.0,0.4,nebraska,saunders,NE,31,155,31155 -"nebraska,scotts bluff",36970.0,75.6,2.5,21.1,0.6,nebraska,scotts bluff,NE,31,157,31157 -"nebraska,seward",16750.0,96.4,1.4,1.6,0.4,nebraska,seward,NE,31,159,31159 -"nebraska,sheridan",5469.0,83.4,3.2,3.1,0.3,nebraska,sheridan,NE,31,161,31161 -"nebraska,sherman",3152.0,98.2,0.5,1.0,0.3,nebraska,sherman,NE,31,163,31163 -"nebraska,sioux",1311.0,94.6,1.2,4.0,0.1,nebraska,sioux,NE,31,165,31165 -"nebraska,stanton",6129.0,93.5,1.8,4.6,0.1,nebraska,stanton,NE,31,167,31167 -"nebraska,thayer",5228.0,97.1,1.1,1.5,0.3,nebraska,thayer,NE,31,169,31169 -"nebraska,thomas",647.0,97.2,1.2,1.9,0.3,nebraska,thomas,NE,31,171,31171 -"nebraska,thurston",6940.0,39.5,2.2,2.7,0.1,nebraska,thurston,NE,31,173,31173 -"nebraska,valley",4260.0,96.9,0.9,1.9,0.3,nebraska,valley,NE,31,175,31175 -"nebraska,washington",20234.0,95.9,1.6,2.1,0.3,nebraska,washington,NE,31,177,31177 -"nebraska,wayne",9595.0,92.7,2.5,4.2,0.5,nebraska,wayne,NE,31,179,31179 -"nebraska,webster",3812.0,94.1,2.0,3.5,0.3,nebraska,webster,NE,31,181,31181 -"nebraska,wheeler",818.0,98.0,0.9,0.7,0.5,nebraska,wheeler,NE,31,183,31183 -"nebraska,york",13665.0,93.1,2.2,4.1,0.4,nebraska,york,NE,31,185,31185 -"nevada,carson city",55274.0,70.7,4.8,21.3,2.1,nevada,carson city,NV,32,510,32510 -"nevada,churchill",24877.0,76.5,5.8,12.1,2.7,nevada,churchill,NV,32,001,32001 -"nevada,clark",1951269.0,48.0,15.6,29.1,8.7,nevada,clark,NV,32,003,32003 -"nevada,douglas",46997.0,83.2,3.6,10.9,1.5,nevada,douglas,NV,32,005,32005 -"nevada,elko",48818.0,69.1,3.9,22.9,0.9,nevada,elko,NV,32,007,32007 -"nevada,esmeralda",783.0,77.3,4.3,15.3,0.4,nevada,esmeralda,NV,32,009,32009 -"nevada,eureka",1987.0,83.6,2.3,12.0,0.9,nevada,eureka,NV,32,011,32011 -"nevada,humboldt",16528.0,68.9,3.3,24.4,0.7,nevada,humboldt,NV,32,013,32013 -"nevada,lander",5775.0,73.7,2.8,21.1,0.4,nevada,lander,NV,32,015,32015 -"nevada,lincoln",5345.0,87.9,4.5,6.2,0.7,nevada,lincoln,NV,32,017,32017 -"nevada,lyon",51980.0,78.2,4.5,14.8,1.4,nevada,lyon,NV,32,019,32019 -"nevada,mineral",4772.0,68.5,8.5,9.1,1.1,nevada,mineral,NV,32,021,32021 -"nevada,nye",43946.0,78.9,5.5,13.6,1.3,nevada,nye,NV,32,023,32023 -"nevada,pershing",6753.0,68.2,6.8,22.3,1.3,nevada,pershing,NV,32,027,32027 -"nevada,storey",4010.0,88.1,3.2,5.7,1.6,nevada,storey,NV,32,029,32029 -"nevada,washoe",421407.0,66.0,6.1,22.2,5.2,nevada,washoe,NV,32,031,32031 -"nevada,white pine",10030.0,76.3,6.5,13.2,1.0,nevada,white pine,NV,32,033,32033 -"new hampshire,belknap",60088.0,95.8,1.8,1.2,1.2,new hampshire,belknap,NH,33,001,33001 -"new hampshire,carroll",47818.0,96.8,1.4,1.0,0.6,new hampshire,carroll,NH,33,003,33003 -"new hampshire,cheshire",77117.0,95.4,1.9,1.4,1.2,new hampshire,cheshire,NH,33,005,33005 -"new hampshire,coos",33055.0,96.2,1.9,1.2,0.5,new hampshire,coos,NH,33,007,33007 -"new hampshire,grafton",89118.0,92.3,2.7,1.8,3.0,new hampshire,grafton,NH,33,009,33009 -"new hampshire,hillsborough",400721.0,87.6,4.1,5.3,3.2,new hampshire,hillsborough,NH,33,011,33011 -"new hampshire,merrimack",146445.0,94.3,2.5,1.6,1.6,new hampshire,merrimack,NH,33,013,33013 -"new hampshire,rockingham",295223.0,94.2,2.0,2.1,1.7,new hampshire,rockingham,NH,33,015,33015 -"new hampshire,strafford",123143.0,92.7,2.9,1.8,2.6,new hampshire,strafford,NH,33,017,33017 -"new hampshire,sullivan",43742.0,96.2,1.8,1.1,0.6,new hampshire,sullivan,NH,33,019,33019 -"new jersey,atlantic",274549.0,58.6,19.3,16.8,7.5,new jersey,atlantic,NJ,34,001,34001 -"new jersey,bergen",905116.0,62.5,8.3,16.1,14.5,new jersey,bergen,NJ,34,003,34003 -"new jersey,burlington",448734.0,70.6,19.5,6.4,4.3,new jersey,burlington,NJ,34,005,34005 -"new jersey,camden",513657.0,60.3,22.2,14.2,5.1,new jersey,camden,NJ,34,007,34007 -"new jersey,cape may",97265.0,86.9,6.6,6.2,0.9,new jersey,cape may,NJ,34,009,34009 -"new jersey,cumberland",156898.0,50.3,23.8,27.1,1.2,new jersey,cumberland,NJ,34,011,34011 -"new jersey,essex",783969.0,33.2,44.0,20.3,4.6,new jersey,essex,NJ,34,013,34013 -"new jersey,gloucester",288288.0,81.1,12.2,4.8,2.6,new jersey,gloucester,NJ,34,015,34015 -"new jersey,hudson",634266.0,30.8,17.6,42.2,13.4,new jersey,hudson,NJ,34,017,34017 -"new jersey,hunterdon",128349.0,87.7,4.0,5.2,3.3,new jersey,hunterdon,NJ,34,019,34019 -"new jersey,mercer",366513.0,54.5,23.0,15.1,8.9,new jersey,mercer,NJ,34,021,34021 -"new jersey,middlesex",809858.0,49.2,12.6,18.4,21.4,new jersey,middlesex,NJ,34,023,34023 -"new jersey,monmouth",630380.0,76.7,9.3,9.7,5.0,new jersey,monmouth,NJ,34,025,34025 -"new jersey,morris",492276.0,75.1,5.2,11.5,9.0,new jersey,morris,NJ,34,027,34027 -"new jersey,ocean",576567.0,85.9,4.6,8.3,1.7,new jersey,ocean,NJ,34,029,34029 -"new jersey,passaic",501226.0,45.3,16.5,37.0,5.0,new jersey,passaic,NJ,34,031,34031 -"new jersey,salem",66083.0,76.8,16.3,6.8,0.8,new jersey,salem,NJ,34,033,34033 -"new jersey,somerset",323444.0,62.4,11.5,13.0,14.1,new jersey,somerset,NJ,34,035,34035 -"new jersey,sussex",149265.0,88.8,3.4,6.4,1.8,new jersey,sussex,NJ,34,037,34037 -"new jersey,union",536499.0,45.4,25.1,27.3,4.6,new jersey,union,NJ,34,039,34039 -"new jersey,warren",108692.0,85.7,5.3,7.0,2.5,new jersey,warren,NJ,34,041,34041 -"new mexico,bernalillo",662564.0,41.5,7.4,47.9,2.3,new mexico,bernalillo,NM,35,001,35001 -"new mexico,catron",3725.0,76.0,3.6,19.0,0.2,new mexico,catron,NM,35,003,35003 -"new mexico,chaves",65645.0,43.9,5.3,52.0,0.6,new mexico,chaves,NM,35,005,35005 -"new mexico,colfax",13750.0,49.9,4.1,47.2,0.4,new mexico,colfax,NM,35,007,35007 -"new mexico,curry",48376.0,50.7,10.5,39.5,1.3,new mexico,curry,NM,35,009,35009 -"new mexico,de baca",2022.0,59.3,4.1,38.5,0.0,new mexico,de baca,NM,35,011,35011 -"new mexico,dona ana",209233.0,30.1,4.8,65.7,1.1,new mexico,dona ana,NM,35,013,35013 -"new mexico,eddy",53829.0,52.2,4.4,44.1,0.7,new mexico,eddy,NM,35,015,35015 -"new mexico,grant",29514.0,48.6,3.6,48.3,0.4,new mexico,grant,NM,35,017,35017 -"new mexico,guadalupe",4687.0,16.1,5.0,79.6,1.3,new mexico,guadalupe,NM,35,019,35019 -"new mexico,harding",695.0,56.3,1.7,43.0,0.0,new mexico,harding,NM,35,021,35021 -"new mexico,hidalgo",4894.0,41.4,2.3,56.6,0.5,new mexico,hidalgo,NM,35,023,35023 -"new mexico,lea",64727.0,43.0,6.6,51.1,0.5,new mexico,lea,NM,35,025,35025 -"new mexico,lincoln",20497.0,66.4,2.9,29.8,0.4,new mexico,lincoln,NM,35,027,35027 -"new mexico,los alamos",17950.0,76.3,3.2,14.7,6.0,new mexico,los alamos,NM,35,028,35028 -"new mexico,luna",25095.0,35.9,3.8,61.5,0.5,new mexico,luna,NM,35,029,35029 -"new mexico,mckinley",71492.0,10.3,3.6,13.3,0.8,new mexico,mckinley,NM,35,031,35031 -"new mexico,mora",4881.0,17.9,3.9,81.0,0.3,new mexico,mora,NM,35,033,35033 -"new mexico,otero",63797.0,52.8,7.7,34.5,1.2,new mexico,otero,NM,35,035,35035 -"new mexico,quay",9041.0,53.6,4.5,42.4,1.0,new mexico,quay,NM,35,037,35037 -"new mexico,rio arriba",40246.0,12.8,3.9,71.3,0.4,new mexico,rio arriba,NM,35,039,35039 -"new mexico,roosevelt",19846.0,55.5,5.0,39.9,0.9,new mexico,roosevelt,NM,35,041,35041 -"new mexico,sandoval",131561.0,47.5,6.0,35.1,1.5,new mexico,sandoval,NM,35,043,35043 -"new mexico,san juan",130044.0,42.5,4.1,19.1,0.4,new mexico,san juan,NM,35,045,35045 -"new mexico,san miguel",29393.0,19.7,5.3,76.8,0.8,new mexico,san miguel,NM,35,047,35047 -"new mexico,santa fe",144170.0,43.9,4.4,50.6,1.2,new mexico,santa fe,NM,35,049,35049 -"new mexico,sierra",11988.0,68.4,3.7,28.0,0.4,new mexico,sierra,NM,35,051,35051 -"new mexico,socorro",17866.0,37.6,3.9,48.5,1.2,new mexico,socorro,NM,35,053,35053 -"new mexico,taos",32937.0,36.3,5.3,55.8,0.7,new mexico,taos,NM,35,055,35055 -"new mexico,torrance",16383.0,56.0,5.7,39.1,0.4,new mexico,torrance,NM,35,057,35057 -"new mexico,union",4549.0,56.0,4.1,39.7,0.5,new mexico,union,NM,35,059,35059 -"new mexico,cibola",27213.0,21.5,4.1,36.5,0.5,new mexico,cibola,NM,35,006,35006 -"new york,albany",304204.0,76.0,15.2,4.9,4.8,new york,albany,NY,36,001,36001 -"new york,allegany",48946.0,95.4,2.2,1.4,0.9,new york,allegany,NY,36,003,36003 -"new york,bronx",1385108.0,10.9,41.8,53.5,3.6,new york,bronx,NY,36,005,36005 -"new york,broome",200600.0,86.3,7.3,3.4,3.5,new york,broome,NY,36,007,36007 -"new york,cattaraugus",80317.0,91.9,3.0,1.7,0.7,new york,cattaraugus,NY,36,009,36009 -"new york,cayuga",80026.0,91.3,5.8,2.4,0.5,new york,cayuga,NY,36,011,36011 -"new york,chautauqua",134905.0,89.3,4.4,6.1,0.5,new york,chautauqua,NY,36,013,36013 -"new york,chemung",88830.0,87.4,9.2,2.5,1.2,new york,chemung,NY,36,015,36015 -"new york,chenango",50477.0,95.6,2.0,1.8,0.4,new york,chenango,NY,36,017,36017 -"new york,clinton",82128.0,91.1,5.3,2.5,1.1,new york,clinton,NY,36,019,36019 -"new york,columbia",63096.0,88.2,6.6,3.9,1.6,new york,columbia,NY,36,021,36021 -"new york,cortland",49336.0,93.7,3.3,2.2,0.8,new york,cortland,NY,36,023,36023 -"new york,delaware",47980.0,93.2,2.9,3.3,0.8,new york,delaware,NY,36,025,36025 -"new york,dutchess",297488.0,74.6,12.5,10.5,3.5,new york,dutchess,NY,36,027,36027 -"new york,erie",919040.0,77.7,15.3,4.5,2.6,new york,erie,NY,36,029,36029 -"new york,essex",39370.0,92.9,3.9,2.5,0.7,new york,essex,NY,36,031,36031 -"new york,franklin",51599.0,82.6,7.3,2.9,0.4,new york,franklin,NY,36,033,36033 -"new york,fulton",55531.0,93.8,3.3,2.3,0.6,new york,fulton,NY,36,035,36035 -"new york,genesee",60079.0,91.5,4.5,2.7,0.6,new york,genesee,NY,36,037,36037 -"new york,greene",49221.0,87.1,7.5,4.9,0.8,new york,greene,NY,36,039,36039 -"new york,hamilton",4836.0,96.4,1.8,1.1,0.5,new york,hamilton,NY,36,041,36041 -"new york,herkimer",64519.0,95.6,2.3,1.6,0.5,new york,herkimer,NY,36,043,36043 -"new york,jefferson",116229.0,85.8,7.8,5.3,1.3,new york,jefferson,NY,36,045,36045 -"new york,kings",2504700.0,35.7,37.4,19.8,10.5,new york,kings,NY,36,047,36047 -"new york,lewis",27087.0,96.8,1.6,1.3,0.3,new york,lewis,NY,36,049,36049 -"new york,livingston",65393.0,92.2,3.9,2.8,1.2,new york,livingston,NY,36,051,36051 -"new york,madison",73442.0,93.8,3.1,1.8,0.8,new york,madison,NY,36,053,36053 -"new york,monroe",744344.0,72.8,17.8,7.3,3.3,new york,monroe,NY,36,055,36055 -"new york,montgomery",50219.0,85.1,3.8,11.3,0.7,new york,montgomery,NY,36,057,36057 -"new york,nassau",1339532.0,65.5,13.5,14.6,7.6,new york,nassau,NY,36,059,36059 -"new york,new york",1585873.0,48.0,19.5,25.4,11.3,new york,new york,NY,36,061,36061 -"new york,niagara",216469.0,87.3,9.0,2.2,0.8,new york,niagara,NY,36,063,36063 -"new york,oneida",234878.0,84.8,8.3,4.6,2.8,new york,oneida,NY,36,065,36065 -"new york,onondaga",467026.0,79.2,13.8,4.0,3.1,new york,onondaga,NY,36,067,36067 -"new york,ontario",107931.0,91.8,3.9,3.4,1.0,new york,ontario,NY,36,069,36069 -"new york,orange",372813.0,68.2,13.3,18.0,2.4,new york,orange,NY,36,071,36071 -"new york,orleans",42883.0,87.8,7.8,4.1,0.4,new york,orleans,NY,36,073,36073 -"new york,oswego",122109.0,95.1,2.1,2.1,0.6,new york,oswego,NY,36,075,36075 -"new york,otsego",62259.0,92.7,3.4,3.1,1.1,new york,otsego,NY,36,077,36077 -"new york,putnam",99710.0,82.9,4.3,11.7,1.9,new york,putnam,NY,36,079,36079 -"new york,queens",2230722.0,27.6,23.7,27.5,22.9,new york,queens,NY,36,081,36081 -"new york,rensselaer",159429.0,85.7,8.9,3.8,2.2,new york,rensselaer,NY,36,083,36083 -"new york,richmond",468730.0,64.0,13.2,17.3,7.5,new york,richmond,NY,36,085,36085 -"new york,rockland",311687.0,65.3,14.4,15.7,6.2,new york,rockland,NY,36,087,36087 -"new york,st lawrence",111944.0,92.9,3.5,1.9,1.0,new york,st lawrence,,,,00nan -"new york,saratoga",219607.0,92.7,3.1,2.4,1.8,new york,saratoga,NY,36,091,36091 -"new york,schenectady",154727.0,77.2,13.3,5.7,3.2,new york,schenectady,NY,36,093,36093 -"new york,schoharie",32749.0,93.9,2.7,2.8,0.7,new york,schoharie,NY,36,095,36095 -"new york,schuyler",18343.0,96.2,2.2,1.3,0.3,new york,schuyler,NY,36,097,36097 -"new york,seneca",35251.0,90.8,5.9,2.7,0.7,new york,seneca,NY,36,099,36099 -"new york,steuben",98990.0,94.4,3.0,1.4,1.2,new york,steuben,NY,36,101,36101 -"new york,suffolk",1493350.0,71.6,9.9,16.5,3.4,new york,suffolk,NY,36,103,36103 -"new york,sullivan",77547.0,74.5,12.0,13.6,1.4,new york,sullivan,NY,36,105,36105 -"new york,tioga",51125.0,96.0,1.9,1.4,0.7,new york,tioga,NY,36,107,36107 -"new york,tompkins",101564.0,80.2,7.2,4.2,8.6,new york,tompkins,NY,36,109,36109 -"new york,ulster",182493.0,81.7,8.8,8.7,1.7,new york,ulster,NY,36,111,36111 -"new york,warren",65707.0,95.2,2.3,1.8,0.7,new york,warren,NY,36,113,36113 -"new york,washington",63216.0,93.3,4.1,2.3,0.4,new york,washington,NY,36,115,36115 -"new york,wayne",93772.0,91.0,5.0,3.7,0.5,new york,wayne,NY,36,117,36117 -"new york,westchester",949113.0,57.4,17.7,21.8,5.4,new york,westchester,NY,36,119,36119 -"new york,wyoming",42155.0,90.2,6.5,3.0,0.4,new york,wyoming,NY,36,121,36121 -"new york,yates",25348.0,96.1,1.9,1.7,0.4,new york,yates,NY,36,123,36123 -"north carolina,alamance",151131.0,67.3,20.8,11.0,1.2,north carolina,alamance,NC,37,001,37001 -"north carolina,alexander",37198.0,87.8,6.9,4.3,1.0,north carolina,alexander,NC,37,003,37003 -"north carolina,alleghany",11155.0,88.4,2.4,9.0,0.5,north carolina,alleghany,NC,37,005,37005 -"north carolina,anson",26948.0,45.8,49.8,3.0,1.1,north carolina,anson,NC,37,007,37007 -"north carolina,ashe",27281.0,93.2,1.6,4.8,0.4,north carolina,ashe,NC,37,009,37009 -"north carolina,avery",17797.0,90.1,4.8,4.5,0.3,north carolina,avery,NC,37,011,37011 -"north carolina,beaufort",47759.0,66.4,26.9,6.6,0.3,north carolina,beaufort,NC,37,013,37013 -"north carolina,bertie",21282.0,34.7,63.4,1.3,0.5,north carolina,bertie,NC,37,015,37015 -"north carolina,bladen",35190.0,54.7,36.3,7.1,0.2,north carolina,bladen,NC,37,017,37017 -"north carolina,brunswick",107431.0,80.8,13.2,5.2,0.5,north carolina,brunswick,NC,37,019,37019 -"north carolina,buncombe",238318.0,84.4,8.5,6.0,1.0,north carolina,buncombe,NC,37,021,37021 -"north carolina,burke",90912.0,83.0,8.4,5.1,3.5,north carolina,burke,NC,37,023,37023 -"north carolina,cabarrus",178011.0,71.6,17.4,9.4,2.0,north carolina,cabarrus,NC,37,025,37025 -"north carolina,caldwell",83029.0,88.6,6.4,4.6,0.5,north carolina,caldwell,NC,37,027,37027 -"north carolina,camden",9980.0,81.2,15.3,2.2,1.5,north carolina,camden,NC,37,029,37029 -"north carolina,carteret",66469.0,87.4,8.0,3.4,0.9,north carolina,carteret,NC,37,031,37031 -"north carolina,caswell",23719.0,61.2,35.4,3.1,0.3,north carolina,caswell,NC,37,033,37033 -"north carolina,catawba",154358.0,78.0,10.3,8.4,3.5,north carolina,catawba,NC,37,035,37035 -"north carolina,chatham",63505.0,71.2,15.1,13.0,1.1,north carolina,chatham,NC,37,037,37037 -"north carolina,cherokee",27444.0,92.3,3.7,2.5,0.5,north carolina,cherokee,NC,37,039,37039 -"north carolina,chowan",14793.0,61.1,35.5,3.2,0.4,north carolina,chowan,NC,37,041,37041 -"north carolina,clay",10587.0,95.2,2.0,2.4,0.2,north carolina,clay,NC,37,043,37043 -"north carolina,cleveland",98078.0,74.2,22.2,2.8,0.8,north carolina,cleveland,NC,37,045,37045 -"north carolina,columbus",58098.0,60.4,32.0,4.6,0.3,north carolina,columbus,NC,37,047,37047 -"north carolina,craven",103505.0,67.1,25.1,6.1,2.0,north carolina,craven,NC,37,049,37049 -"north carolina,cumberland",319431.0,47.2,41.3,9.5,2.2,north carolina,cumberland,NC,37,051,37051 -"north carolina,currituck:knotts",,,,,,north carolina,currituck:knotts,,,,00nan -"north carolina,currituck:main",,,,,,north carolina,currituck:main,,,,00nan -"north carolina,currituck:spit",,,,,,north carolina,currituck:spit,,,,00nan -"north carolina,dare",33920.0,88.6,4.3,6.5,0.6,north carolina,dare,NC,37,055,37055 -"north carolina,davidson",162878.0,82.0,10.3,6.4,1.2,north carolina,davidson,NC,37,057,37057 -"north carolina,davie",41240.0,85.5,8.0,6.1,0.6,north carolina,davie,NC,37,059,37059 -"north carolina,duplin",58505.0,52.9,26.9,20.6,0.3,north carolina,duplin,NC,37,061,37061 -"north carolina,durham",267587.0,42.1,40.5,13.5,4.6,north carolina,durham,NC,37,063,37063 -"north carolina,edgecombe",56552.0,37.8,58.4,3.7,0.2,north carolina,edgecombe,NC,37,065,37065 -"north carolina,forsyth",350670.0,58.7,28.2,11.9,1.9,north carolina,forsyth,NC,37,067,37067 -"north carolina,franklin",60619.0,63.5,28.6,7.9,0.5,north carolina,franklin,NC,37,069,37069 -"north carolina,gaston",206086.0,75.8,17.1,5.9,1.2,north carolina,gaston,NC,37,071,37071 -"north carolina,gates",12197.0,63.0,35.0,1.4,0.1,north carolina,gates,NC,37,073,37073 -"north carolina,graham",8861.0,89.6,1.9,2.2,0.3,north carolina,graham,NC,37,075,37075 -"north carolina,granville",59916.0,57.7,34.5,7.5,0.5,north carolina,granville,NC,37,077,37077 -"north carolina,greene",21362.0,47.0,38.8,14.3,0.3,north carolina,greene,NC,37,079,37079 -"north carolina,guilford",488406.0,54.3,34.8,7.1,3.9,north carolina,guilford,NC,37,081,37081 -"north carolina,halifax",54691.0,39.4,54.4,2.1,0.7,north carolina,halifax,NC,37,083,37083 -"north carolina,harnett",114678.0,64.3,24.0,10.8,0.9,north carolina,harnett,NC,37,085,37085 -"north carolina,haywood",59036.0,93.8,2.1,3.4,0.4,north carolina,haywood,NC,37,087,37087 -"north carolina,henderson",106740.0,84.4,4.9,9.8,1.0,north carolina,henderson,NC,37,089,37089 -"north carolina,hertford",24669.0,34.4,61.8,2.6,0.5,north carolina,hertford,NC,37,091,37091 -"north carolina,hoke",46952.0,40.8,38.0,12.4,1.0,north carolina,hoke,NC,37,093,37093 -"north carolina,hyde",5810.0,59.1,32.8,7.1,0.3,north carolina,hyde,NC,37,095,37095 -"north carolina,iredell",159437.0,77.8,13.8,6.8,1.8,north carolina,iredell,NC,37,097,37097 -"north carolina,jackson",40271.0,81.4,3.8,5.1,0.9,north carolina,jackson,NC,37,099,37099 -"north carolina,johnston",168878.0,69.8,17.1,12.9,0.6,north carolina,johnston,NC,37,101,37101 -"north carolina,jones",10153.0,61.2,34.2,3.9,0.3,north carolina,jones,NC,37,103,37103 -"north carolina,lee",57866.0,59.3,22.4,18.3,0.8,north carolina,lee,NC,37,105,37105 -"north carolina,lenoir",59495.0,51.3,41.9,6.6,0.4,north carolina,lenoir,NC,37,107,37107 -"north carolina,lincoln",78265.0,85.8,7.1,6.7,0.5,north carolina,lincoln,NC,37,109,37109 -"north carolina,mcdowell",44996.0,88.9,5.0,5.3,0.8,north carolina,mcdowell,NC,37,111,37111 -"north carolina,macon",33922.0,90.2,2.4,6.6,0.6,north carolina,macon,NC,37,113,37113 -"north carolina,madison",20764.0,95.0,2.5,2.0,0.3,north carolina,madison,NC,37,115,37115 -"north carolina,martin",24505.0,52.2,44.5,3.1,0.3,north carolina,martin,NC,37,117,37117 -"north carolina,mecklenburg",919628.0,50.6,33.3,12.2,4.6,north carolina,mecklenburg,NC,37,119,37119 -"north carolina,mitchell",15579.0,94.1,1.4,4.1,0.3,north carolina,mitchell,NC,37,121,37121 -"north carolina,montgomery",27798.0,64.3,20.3,14.1,1.6,north carolina,montgomery,NC,37,123,37123 -"north carolina,moore",88247.0,77.6,15.1,6.0,0.9,north carolina,moore,NC,37,125,37125 -"north carolina,nash",95840.0,54.0,38.8,6.3,0.8,north carolina,nash,NC,37,127,37127 -"north carolina,new hanover",202667.0,76.8,16.8,5.3,1.2,north carolina,new hanover,NC,37,129,37129 -"north carolina,northampton",22099.0,38.9,59.3,1.4,0.2,north carolina,northampton,NC,37,131,37131 -"north carolina,onslow",177772.0,68.9,19.9,10.1,1.9,north carolina,onslow,NC,37,133,37133 -"north carolina,orange",133801.0,70.8,14.4,8.2,6.7,north carolina,orange,NC,37,135,37135 -"north carolina,pamlico",13144.0,74.8,21.4,3.1,0.4,north carolina,pamlico,NC,37,137,37137 -"north carolina,pasquotank",40661.0,55.0,40.0,4.0,1.1,north carolina,pasquotank,NC,37,139,37139 -"north carolina,pender",52217.0,73.9,19.5,6.1,0.4,north carolina,pender,NC,37,141,37141 -"north carolina,perquimans",13453.0,71.4,26.2,2.1,0.3,north carolina,perquimans,NC,37,143,37143 -"north carolina,person",39464.0,66.8,28.5,4.0,0.3,north carolina,person,NC,37,145,37145 -"north carolina,pitt",168148.0,57.1,36.1,5.5,1.6,north carolina,pitt,NC,37,147,37147 -"north carolina,polk",20510.0,88.4,5.9,5.5,0.3,north carolina,polk,NC,37,149,37149 -"north carolina,randolph",141752.0,81.3,7.5,10.4,1.0,north carolina,randolph,NC,37,151,37151 -"north carolina,richmond",46639.0,58.7,32.7,5.9,0.9,north carolina,richmond,NC,37,153,37153 -"north carolina,robeson",134168.0,27.0,26.9,8.1,0.7,north carolina,robeson,NC,37,155,37155 -"north carolina,rockingham",93643.0,73.4,20.6,5.5,0.5,north carolina,rockingham,NC,37,157,37157 -"north carolina,rowan",138428.0,73.7,17.8,7.7,1.0,north carolina,rowan,NC,37,159,37159 -"north carolina,rutherford",67810.0,84.1,11.9,3.5,0.4,north carolina,rutherford,NC,37,161,37161 -"north carolina,sampson",63431.0,53.2,29.0,16.5,0.4,north carolina,sampson,NC,37,163,37163 -"north carolina,scotland",36157.0,45.9,40.7,2.1,0.8,north carolina,scotland,NC,37,165,37165 -"north carolina,stanly",60585.0,82.3,12.1,3.6,1.8,north carolina,stanly,NC,37,167,37167 -"north carolina,stokes",47401.0,91.7,5.3,2.6,0.3,north carolina,stokes,NC,37,169,37169 -"north carolina,surry",73673.0,85.0,5.1,9.7,0.5,north carolina,surry,NC,37,171,37171 -"north carolina,swain",13981.0,65.6,4.8,3.9,0.5,north carolina,swain,NC,37,173,37173 -"north carolina,transylvania",33090.0,90.8,5.6,2.9,0.4,north carolina,transylvania,NC,37,175,37175 -"north carolina,tyrrell",4407.0,53.3,39.6,5.4,1.8,north carolina,tyrrell,NC,37,177,37177 -"north carolina,union",201292.0,74.6,13.6,10.4,1.6,north carolina,union,NC,37,179,37179 -"north carolina,vance",45422.0,42.1,51.2,6.7,0.4,north carolina,vance,NC,37,181,37181 -"north carolina,wake",900993.0,62.2,23.2,9.8,5.4,north carolina,wake,NC,37,183,37183 -"north carolina,warren",20972.0,38.0,53.9,3.3,0.2,north carolina,warren,NC,37,185,37185 -"north carolina,washington",13228.0,45.3,51.0,3.5,0.3,north carolina,washington,NC,37,187,37187 -"north carolina,watauga",51079.0,92.5,3.1,3.4,0.9,north carolina,watauga,NC,37,189,37189 -"north carolina,wayne",122623.0,55.6,33.7,9.9,1.2,north carolina,wayne,NC,37,191,37191 -"north carolina,wilkes",69340.0,88.8,5.4,5.4,0.4,north carolina,wilkes,NC,37,193,37193 -"north carolina,wilson",81234.0,49.4,40.6,9.5,0.8,north carolina,wilson,NC,37,195,37195 -"north carolina,yadkin",38406.0,86.0,4.3,9.8,0.2,north carolina,yadkin,NC,37,197,37197 -"north carolina,yancey",17818.0,93.5,1.8,4.6,0.2,north carolina,yancey,NC,37,199,37199 -"north dakota,adams",2343.0,96.7,1.4,0.9,0.4,north dakota,adams,ND,38,001,38001 -"north dakota,barnes",11066.0,95.8,2.2,1.1,0.5,north dakota,barnes,ND,38,003,38003 -"north dakota,benson",6660.0,43.0,1.4,1.2,0.0,north dakota,benson,ND,38,005,38005 -"north dakota,billings",783.0,98.5,0.4,0.5,0.5,north dakota,billings,ND,38,007,38007 -"north dakota,bottineau",6429.0,94.3,2.2,1.3,0.2,north dakota,bottineau,ND,38,009,38009 -"north dakota,bowman",3151.0,96.4,0.6,2.5,0.1,north dakota,bowman,ND,38,011,38011 -"north dakota,burke",1968.0,96.1,0.8,1.9,0.7,north dakota,burke,ND,38,013,38013 -"north dakota,burleigh",81308.0,92.3,2.0,1.2,0.5,north dakota,burleigh,ND,38,015,38015 -"north dakota,cass",149778.0,90.5,4.2,2.0,2.4,north dakota,cass,ND,38,017,38017 -"north dakota,cavalier",3993.0,97.4,0.9,0.6,0.2,north dakota,cavalier,ND,38,019,38019 -"north dakota,dickey",5289.0,95.4,1.9,1.9,0.4,north dakota,dickey,ND,38,021,38021 -"north dakota,divide",2071.0,96.9,1.1,1.4,0.3,north dakota,divide,ND,38,023,38023 -"north dakota,dunn",3536.0,84.4,1.9,1.1,0.3,north dakota,dunn,ND,38,025,38025 -"north dakota,eddy",2385.0,94.0,1.2,2.2,0.3,north dakota,eddy,ND,38,027,38027 -"north dakota,emmons",3550.0,97.7,0.8,1.0,0.2,north dakota,emmons,ND,38,029,38029 -"north dakota,foster",3343.0,97.9,0.6,0.9,0.1,north dakota,foster,ND,38,031,38031 -"north dakota,golden valley",1680.0,96.0,1.4,2.1,0.1,north dakota,golden valley,ND,38,033,38033 -"north dakota,grand forks",66861.0,88.6,4.4,2.9,1.9,north dakota,grand forks,ND,38,035,38035 -"north dakota,grant",2394.0,97.1,1.3,0.3,0.1,north dakota,grant,ND,38,037,38037 -"north dakota,griggs",2420.0,98.6,0.5,0.4,0.2,north dakota,griggs,ND,38,039,38039 -"north dakota,hettinger",2477.0,95.8,1.5,0.5,0.0,north dakota,hettinger,ND,38,041,38041 -"north dakota,kidder",2435.0,95.6,0.7,2.9,0.9,north dakota,kidder,ND,38,043,38043 -"north dakota,la moure",,,,,,north dakota,la moure,,,,00nan -"north dakota,logan",1990.0,98.2,0.8,0.6,0.3,north dakota,logan,ND,38,047,38047 -"north dakota,mchenry",5395.0,96.7,1.0,1.5,0.3,north dakota,mchenry,ND,38,049,38049 -"north dakota,mcintosh",2809.0,97.0,0.9,1.4,0.4,north dakota,mcintosh,ND,38,051,38051 -"north dakota,mckenzie",6360.0,74.6,1.7,2.2,0.3,north dakota,mckenzie,ND,38,053,38053 -"north dakota,mclean",8962.0,90.5,1.6,1.2,0.1,north dakota,mclean,ND,38,055,38055 -"north dakota,mercer",8424.0,94.9,1.3,1.4,0.3,north dakota,mercer,ND,38,057,38057 -"north dakota,morton",27471.0,93.0,2.1,1.5,0.2,north dakota,morton,ND,38,059,38059 -"north dakota,mountrail",7673.0,64.3,2.8,3.7,0.2,north dakota,mountrail,ND,38,061,38061 -"north dakota,nelson",3126.0,96.5,1.7,1.1,0.1,north dakota,nelson,ND,38,063,38063 -"north dakota,oliver",1846.0,96.5,0.8,1.0,0.2,north dakota,oliver,ND,38,065,38065 -"north dakota,pembina",7413.0,93.7,1.6,2.6,0.1,north dakota,pembina,ND,38,067,38067 -"north dakota,pierce",4357.0,93.7,1.2,1.0,0.1,north dakota,pierce,ND,38,069,38069 -"north dakota,ramsey",11451.0,87.2,2.9,1.2,0.4,north dakota,ramsey,ND,38,071,38071 -"north dakota,ransom",5457.0,96.8,1.2,1.2,0.4,north dakota,ransom,ND,38,073,38073 -"north dakota,renville",2470.0,97.2,1.3,1.0,0.2,north dakota,renville,ND,38,075,38075 -"north dakota,richland",16321.0,94.1,2.0,1.7,0.5,north dakota,richland,ND,38,077,38077 -"north dakota,rolette",13937.0,20.1,2.3,1.0,0.1,north dakota,rolette,ND,38,079,38079 -"north dakota,sargent",3829.0,97.1,0.8,1.3,0.2,north dakota,sargent,ND,38,081,38081 -"north dakota,sheridan",1321.0,96.3,1.5,1.2,0.2,north dakota,sheridan,ND,38,083,38083 -"north dakota,sioux",4153.0,12.4,3.0,2.0,0.1,north dakota,sioux,ND,38,085,38085 -"north dakota,slope",727.0,97.2,0.3,1.7,0.0,north dakota,slope,ND,38,087,38087 -"north dakota,stark",24199.0,94.1,2.1,1.9,1.2,north dakota,stark,ND,38,089,38089 -"north dakota,steele",1975.0,97.0,0.8,1.0,0.1,north dakota,steele,ND,38,091,38091 -"north dakota,stutsman",21100.0,94.8,1.9,1.7,0.5,north dakota,stutsman,ND,38,093,38093 -"north dakota,towner",2246.0,96.4,0.8,0.4,0.0,north dakota,towner,ND,38,095,38095 -"north dakota,traill",8121.0,94.7,1.7,2.6,0.3,north dakota,traill,ND,38,097,38097 -"north dakota,walsh",11119.0,88.4,1.6,8.7,0.3,north dakota,walsh,ND,38,099,38099 -"north dakota,ward",61675.0,88.7,5.2,3.0,0.9,north dakota,ward,ND,38,101,38101 -"north dakota,wells",4207.0,98.5,0.6,0.5,0.1,north dakota,wells,ND,38,103,38103 -"north dakota,williams",22398.0,90.9,3.2,1.9,0.4,north dakota,williams,ND,38,105,38105 -"ohio,adams",28550.0,97.1,1.6,0.9,0.1,ohio,adams,OH,39,001,39001 -"ohio,allen",106331.0,82.5,14.5,2.4,0.7,ohio,allen,OH,39,003,39003 -"ohio,ashland",53139.0,96.6,1.7,0.9,0.5,ohio,ashland,OH,39,005,39005 -"ohio,ashtabula",101497.0,90.8,5.6,3.4,0.4,ohio,ashtabula,OH,39,007,39007 -"ohio,athens",64757.0,90.8,4.9,1.5,2.7,ohio,athens,OH,39,009,39009 -"ohio,auglaize",45949.0,97.1,1.2,1.2,0.4,ohio,auglaize,OH,39,011,39011 -"ohio,belmont",70400.0,93.6,5.3,0.6,0.4,ohio,belmont,OH,39,013,39013 -"ohio,brown",44846.0,97.2,1.8,0.6,0.2,ohio,brown,OH,39,015,39015 -"ohio,butler",368130.0,84.3,9.5,4.0,2.4,ohio,butler,OH,39,017,39017 -"ohio,carroll",28836.0,97.3,1.6,0.8,0.2,ohio,carroll,OH,39,019,39019 -"ohio,champaign",40097.0,94.1,4.1,1.1,0.4,ohio,champaign,OH,39,021,39021 -"ohio,clark",138333.0,85.3,11.3,2.8,0.6,ohio,clark,OH,39,023,39023 -"ohio,clermont",197363.0,94.9,2.5,1.5,1.0,ohio,clermont,OH,39,025,39025 -"ohio,clinton",42040.0,93.9,4.1,1.3,0.5,ohio,clinton,OH,39,027,39027 -"ohio,columbiana",107841.0,94.9,3.5,1.2,0.3,ohio,columbiana,OH,39,029,39029 -"ohio,coshocton",36901.0,96.6,2.2,0.8,0.3,ohio,coshocton,OH,39,031,39031 -"ohio,crawford",43784.0,96.4,2.0,1.2,0.4,ohio,crawford,OH,39,033,39033 -"ohio,cuyahoga",1280122.0,61.4,31.8,4.8,2.6,ohio,cuyahoga,OH,39,035,39035 -"ohio,darke",52959.0,97.0,1.4,1.2,0.3,ohio,darke,OH,39,037,39037 -"ohio,defiance",39037.0,88.0,3.8,8.7,0.3,ohio,defiance,OH,39,039,39039 -"ohio,delaware",174214.0,88.4,5.2,2.1,4.3,ohio,delaware,OH,39,041,39041 -"ohio,erie",77079.0,84.9,11.4,3.4,0.6,ohio,erie,OH,39,043,39043 -"ohio,fairfield",146156.0,89.2,7.9,1.7,1.1,ohio,fairfield,OH,39,045,39045 -"ohio,fayette",29030.0,93.8,3.8,1.8,0.5,ohio,fayette,OH,39,047,39047 -"ohio,franklin",1163414.0,67.3,24.2,4.8,3.9,ohio,franklin,OH,39,049,39049 -"ohio,fulton",42698.0,90.3,1.9,7.8,0.4,ohio,fulton,OH,39,051,39051 -"ohio,gallia",30934.0,94.2,4.2,0.9,0.5,ohio,gallia,OH,39,053,39053 -"ohio,geauga",93389.0,96.1,2.1,1.1,0.6,ohio,geauga,OH,39,055,39055 -"ohio,greene",161573.0,85.1,9.8,2.1,2.9,ohio,greene,OH,39,057,39057 -"ohio,guernsey",40087.0,95.5,3.3,0.9,0.3,ohio,guernsey,OH,39,059,39059 -"ohio,hamilton",802374.0,67.6,27.8,2.6,2.0,ohio,hamilton,OH,39,061,39061 -"ohio,hancock",74782.0,90.8,3.3,4.5,1.7,ohio,hancock,OH,39,063,39063 -"ohio,hardin",32058.0,96.0,2.1,1.3,0.6,ohio,hardin,OH,39,065,39065 -"ohio,harrison",15864.0,95.6,3.7,0.5,0.1,ohio,harrison,OH,39,067,39067 -"ohio,henry",28215.0,91.7,1.7,6.6,0.4,ohio,henry,OH,39,069,39069 -"ohio,highland",43589.0,96.0,2.9,0.7,0.2,ohio,highland,OH,39,071,39071 -"ohio,hocking",29380.0,97.0,1.9,0.7,0.2,ohio,hocking,OH,39,073,39073 -"ohio,holmes",42366.0,98.2,0.8,0.8,0.1,ohio,holmes,OH,39,075,39075 -"ohio,huron",59626.0,91.7,2.6,5.6,0.3,ohio,huron,OH,39,077,39077 -"ohio,jackson",33225.0,96.6,1.9,0.8,0.3,ohio,jackson,OH,39,079,39079 -"ohio,jefferson",69709.0,91.1,7.3,1.1,0.4,ohio,jefferson,OH,39,081,39081 -"ohio,knox",60921.0,96.0,2.0,1.2,0.6,ohio,knox,OH,39,083,39083 -"ohio,lake",230041.0,90.9,4.7,3.4,1.1,ohio,lake,OH,39,085,39085 -"ohio,lawrence",62450.0,95.4,3.4,0.7,0.4,ohio,lawrence,OH,39,087,39087 -"ohio,licking",166492.0,92.4,5.3,1.4,0.7,ohio,licking,OH,39,089,39089 -"ohio,logan",45858.0,94.6,3.5,1.2,0.5,ohio,logan,OH,39,091,39091 -"ohio,lorain",301356.0,80.2,11.5,8.4,0.9,ohio,lorain,OH,39,093,39093 -"ohio,lucas",441815.0,71.0,22.1,6.1,1.5,ohio,lucas,OH,39,095,39095 -"ohio,madison",43435.0,89.8,8.1,1.4,0.5,ohio,madison,OH,39,097,39097 -"ohio,mahoning",238823.0,77.6,17.7,4.7,0.7,ohio,mahoning,OH,39,099,39099 -"ohio,marion",66501.0,89.8,7.4,2.3,0.5,ohio,marion,OH,39,101,39101 -"ohio,medina",172332.0,95.0,2.4,1.6,1.0,ohio,medina,OH,39,103,39103 -"ohio,meigs",23770.0,97.1,2.0,0.5,0.2,ohio,meigs,OH,39,105,39105 -"ohio,mercer",40814.0,96.7,1.2,1.5,0.4,ohio,mercer,OH,39,107,39107 -"ohio,miami",102506.0,93.6,3.8,1.3,1.2,ohio,miami,OH,39,109,39109 -"ohio,monroe",14642.0,97.8,1.6,0.4,0.1,ohio,monroe,OH,39,111,39111 -"ohio,montgomery",535153.0,72.7,23.3,2.3,1.7,ohio,montgomery,OH,39,113,39113 -"ohio,morgan",15054.0,92.8,6.1,0.6,0.1,ohio,morgan,OH,39,115,39115 -"ohio,morrow",34827.0,97.0,1.7,1.1,0.3,ohio,morrow,OH,39,117,39117 -"ohio,muskingum",86074.0,92.5,6.2,0.8,0.3,ohio,muskingum,OH,39,119,39119 -"ohio,noble",14645.0,95.8,3.3,0.4,0.1,ohio,noble,OH,39,121,39121 -"ohio,ottawa",41428.0,93.6,2.1,4.2,0.3,ohio,ottawa,OH,39,123,39123 -"ohio,paulding",19614.0,93.5,2.5,4.3,0.2,ohio,paulding,OH,39,125,39125 -"ohio,perry",36058.0,97.5,1.6,0.5,0.1,ohio,perry,OH,39,127,39127 -"ohio,pickaway",55698.0,93.8,4.6,1.1,0.4,ohio,pickaway,OH,39,129,39129 -"ohio,pike",28709.0,96.2,2.5,0.7,0.2,ohio,pike,OH,39,131,39131 -"ohio,portage",161419.0,91.4,5.8,1.3,1.4,ohio,portage,OH,39,133,39133 -"ohio,preble",42270.0,97.2,1.6,0.6,0.4,ohio,preble,OH,39,135,39135 -"ohio,putnam",34499.0,93.5,1.2,5.5,0.2,ohio,putnam,OH,39,137,39137 -"ohio,richland",124475.0,86.5,11.3,1.4,0.6,ohio,richland,OH,39,139,39139 -"ohio,ross",78064.0,90.2,8.3,1.0,0.4,ohio,ross,OH,39,141,39141 -"ohio,sandusky",60944.0,86.2,5.4,8.9,0.3,ohio,sandusky,OH,39,143,39143 -"ohio,scioto",79499.0,93.8,4.4,1.1,0.3,ohio,scioto,OH,39,145,39145 -"ohio,seneca",56745.0,91.2,4.2,4.4,0.6,ohio,seneca,OH,39,147,39147 -"ohio,shelby",49423.0,93.9,3.7,1.3,0.9,ohio,shelby,OH,39,149,39149 -"ohio,stark",375586.0,87.7,9.8,1.6,0.7,ohio,stark,OH,39,151,39151 -"ohio,summit",541781.0,79.7,16.5,1.6,2.2,ohio,summit,OH,39,153,39153 -"ohio,trumbull",210312.0,88.1,10.1,1.3,0.5,ohio,trumbull,OH,39,155,39155 -"ohio,tuscarawas",92582.0,95.7,2.0,1.9,0.3,ohio,tuscarawas,OH,39,157,39157 -"ohio,union",52300.0,92.1,3.8,1.3,2.7,ohio,union,OH,39,159,39159 -"ohio,van wert",28744.0,95.2,2.3,2.6,0.2,ohio,van wert,OH,39,161,39161 -"ohio,vinton",13435.0,97.5,1.4,0.5,0.2,ohio,vinton,OH,39,163,39163 -"ohio,warren",212693.0,89.0,4.8,2.2,3.9,ohio,warren,OH,39,165,39165 -"ohio,washington",61778.0,96.0,2.5,0.7,0.6,ohio,washington,OH,39,167,39167 -"ohio,wayne",114520.0,94.7,2.9,1.6,0.8,ohio,wayne,OH,39,169,39169 -"ohio,williams",37642.0,93.7,2.2,3.7,0.6,ohio,williams,OH,39,171,39171 -"ohio,wood",125488.0,90.1,4.1,4.5,1.5,ohio,wood,OH,39,173,39173 -"ohio,wyandot",22615.0,96.1,1.2,2.2,0.6,ohio,wyandot,OH,39,175,39175 -"oklahoma,adair",22683.0,42.1,10.8,5.3,0.6,oklahoma,adair,OK,40,001,40001 -"oklahoma,alfalfa",5642.0,87.3,6.2,4.0,0.2,oklahoma,alfalfa,OK,40,003,40003 -"oklahoma,atoka",14182.0,72.8,10.8,2.9,0.4,oklahoma,atoka,OK,40,005,40005 -"oklahoma,beaver",5636.0,76.5,3.9,20.1,0.1,oklahoma,beaver,OK,40,007,40007 -"oklahoma,beckham",22119.0,78.9,6.8,11.8,0.8,oklahoma,beckham,OK,40,009,40009 -"oklahoma,blaine",11943.0,62.9,6.4,24.1,0.2,oklahoma,blaine,OK,40,011,40011 -"oklahoma,bryan",42416.0,73.8,8.6,5.0,0.5,oklahoma,bryan,OK,40,013,40013 -"oklahoma,caddo",29600.0,59.5,8.8,10.1,0.2,oklahoma,caddo,OK,40,015,40015 -"oklahoma,canadian",115541.0,79.7,6.7,6.7,3.0,oklahoma,canadian,OK,40,017,40017 -"oklahoma,carter",47557.0,72.5,13.3,5.3,1.1,oklahoma,carter,OK,40,019,40019 -"oklahoma,cherokee",46987.0,50.2,10.4,6.3,0.6,oklahoma,cherokee,OK,40,021,40021 -"oklahoma,choctaw",15205.0,63.7,17.5,2.8,0.3,oklahoma,choctaw,OK,40,023,40023 -"oklahoma,cimarron",2475.0,76.5,2.1,20.8,0.3,oklahoma,cimarron,OK,40,025,40025 -"oklahoma,cleveland",255755.0,75.7,9.8,7.0,3.8,oklahoma,cleveland,OK,40,027,40027 -"oklahoma,coal",5925.0,73.1,8.3,2.6,0.2,oklahoma,coal,OK,40,029,40029 -"oklahoma,comanche",124098.0,58.9,23.9,11.2,2.2,oklahoma,comanche,OK,40,031,40031 -"oklahoma,cotton",6193.0,79.2,7.5,5.6,0.2,oklahoma,cotton,OK,40,033,40033 -"oklahoma,craig",15029.0,65.6,11.5,2.5,0.7,oklahoma,craig,OK,40,035,40035 -"oklahoma,creek",69967.0,78.4,8.9,3.1,0.3,oklahoma,creek,OK,40,037,40037 -"oklahoma,custer",27469.0,73.4,6.9,13.9,1.0,oklahoma,custer,OK,40,039,40039 -"oklahoma,delaware",41487.0,65.9,8.2,3.0,1.3,oklahoma,delaware,OK,40,041,40041 -"oklahoma,dewey",4810.0,86.0,3.5,4.8,0.7,oklahoma,dewey,OK,40,043,40043 -"oklahoma,ellis",4151.0,90.6,1.9,6.0,0.2,oklahoma,ellis,OK,40,045,40045 -"oklahoma,garfield",60580.0,80.5,6.5,8.8,1.0,oklahoma,garfield,OK,40,047,40047 -"oklahoma,garvin",27576.0,79.0,7.5,6.2,0.4,oklahoma,garvin,OK,40,049,40049 -"oklahoma,grady",52431.0,83.6,6.8,4.6,0.4,oklahoma,grady,OK,40,051,40051 -"oklahoma,grant",4527.0,91.5,3.2,3.5,0.2,oklahoma,grant,OK,40,053,40053 -"oklahoma,greer",6239.0,78.4,10.6,9.8,0.2,oklahoma,greer,OK,40,055,40055 -"oklahoma,harmon",2922.0,62.9,11.3,25.9,0.4,oklahoma,harmon,OK,40,057,40057 -"oklahoma,harper",3685.0,80.2,2.4,17.5,0.2,oklahoma,harper,OK,40,059,40059 -"oklahoma,haskell",12769.0,73.3,7.5,3.3,0.5,oklahoma,haskell,OK,40,061,40061 -"oklahoma,hughes",14003.0,66.8,12.0,3.8,0.2,oklahoma,hughes,OK,40,063,40063 -"oklahoma,jackson",26446.0,65.8,12.4,20.9,1.2,oklahoma,jackson,OK,40,065,40065 -"oklahoma,jefferson",6472.0,80.6,5.3,8.5,0.3,oklahoma,jefferson,OK,40,067,40067 -"oklahoma,johnston",10957.0,71.7,9.9,3.9,0.2,oklahoma,johnston,OK,40,069,40069 -"oklahoma,kay",46562.0,77.6,7.1,6.4,0.5,oklahoma,kay,OK,40,071,40071 -"oklahoma,kingfisher",15034.0,80.0,4.3,13.4,0.3,oklahoma,kingfisher,OK,40,073,40073 -"oklahoma,kiowa",9446.0,77.3,8.7,8.8,0.3,oklahoma,kiowa,OK,40,075,40075 -"oklahoma,latimer",11154.0,69.2,8.5,2.6,0.3,oklahoma,latimer,OK,40,077,40077 -"oklahoma,le flore",50384.0,73.1,8.0,6.9,0.5,oklahoma,le flore,OK,40,079,40079 -"oklahoma,lincoln",34273.0,84.6,6.9,2.4,0.2,oklahoma,lincoln,OK,40,081,40081 -"oklahoma,logan",41848.0,78.5,13.2,5.2,0.5,oklahoma,logan,OK,40,083,40083 -"oklahoma,love",9423.0,76.3,6.7,11.8,0.5,oklahoma,love,OK,40,085,40085 -"oklahoma,mcclain",34506.0,81.0,6.0,7.0,0.4,oklahoma,mcclain,OK,40,087,40087 -"oklahoma,mccurtain",33151.0,65.8,14.9,4.7,0.3,oklahoma,mccurtain,OK,40,089,40089 -"oklahoma,mcintosh",20252.0,69.4,10.3,1.9,0.3,oklahoma,mcintosh,OK,40,091,40091 -"oklahoma,major",7527.0,88.1,2.9,7.5,0.3,oklahoma,major,OK,40,093,40093 -"oklahoma,marshall",15840.0,69.8,7.6,14.0,0.2,oklahoma,marshall,OK,40,095,40095 -"oklahoma,mayes",41259.0,66.9,9.5,2.7,0.4,oklahoma,mayes,OK,40,097,40097 -"oklahoma,murray",13488.0,75.9,7.5,4.9,0.4,oklahoma,murray,OK,40,099,40099 -"oklahoma,muskogee",70990.0,58.3,19.5,5.2,0.6,oklahoma,muskogee,OK,40,101,40101 -"oklahoma,noble",11561.0,83.3,5.9,2.6,0.4,oklahoma,noble,OK,40,103,40103 -"oklahoma,nowata",10536.0,67.8,11.3,2.3,0.1,oklahoma,nowata,OK,40,105,40105 -"oklahoma,okfuskee",12191.0,63.2,14.8,2.9,0.2,oklahoma,okfuskee,OK,40,107,40107 -"oklahoma,oklahoma",718633.0,59.3,20.7,15.1,3.0,oklahoma,oklahoma,OK,40,109,40109 -"oklahoma,okmulgee",40069.0,64.4,16.8,3.2,0.3,oklahoma,okmulgee,OK,40,111,40111 -"oklahoma,osage",47472.0,64.7,18.5,2.9,0.3,oklahoma,osage,OK,40,113,40113 -"oklahoma,ottawa",31848.0,67.4,8.3,4.7,0.5,oklahoma,ottawa,OK,40,115,40115 -"oklahoma,pawnee",16577.0,79.7,6.9,2.0,0.3,oklahoma,pawnee,OK,40,117,40117 -"oklahoma,payne",77350.0,79.7,8.8,3.9,3.5,oklahoma,payne,OK,40,119,40119 -"oklahoma,pittsburg",45837.0,71.9,10.9,3.9,0.4,oklahoma,pittsburg,OK,40,121,40121 -"oklahoma,pontotoc",37492.0,69.3,9.6,4.1,0.7,oklahoma,pontotoc,OK,40,123,40123 -"oklahoma,pottawatomie",69442.0,74.4,9.2,4.1,0.6,oklahoma,pottawatomie,OK,40,125,40125 -"oklahoma,pushmataha",11572.0,73.9,6.4,2.4,0.2,oklahoma,pushmataha,OK,40,127,40127 -"oklahoma,roger mills",3647.0,87.3,2.7,4.5,0.3,oklahoma,roger mills,OK,40,129,40129 -"oklahoma,rogers",86905.0,73.7,9.1,3.7,1.1,oklahoma,rogers,OK,40,131,40131 -"oklahoma,seminole",25482.0,67.2,11.7,3.5,0.3,oklahoma,seminole,OK,40,133,40133 -"oklahoma,sequoyah",42391.0,65.2,11.0,3.4,0.5,oklahoma,sequoyah,OK,40,135,40135 -"oklahoma,stephens",45048.0,82.5,6.7,6.2,0.5,oklahoma,stephens,OK,40,137,40137 -"oklahoma,texas",20640.0,52.8,4.4,42.0,1.6,oklahoma,texas,OK,40,139,40139 -"oklahoma,tillman",7992.0,64.6,11.8,22.3,0.3,oklahoma,tillman,OK,40,141,40141 -"oklahoma,tulsa",603403.0,65.2,16.5,11.0,2.3,oklahoma,tulsa,OK,40,143,40143 -"oklahoma,wagoner",73085.0,73.4,11.1,4.8,1.4,oklahoma,wagoner,OK,40,145,40145 -"oklahoma,washington",50976.0,75.9,8.5,5.0,1.1,oklahoma,washington,OK,40,147,40147 -"oklahoma,washita",11629.0,85.9,4.9,8.1,0.2,oklahoma,washita,OK,40,149,40149 -"oklahoma,woods",8878.0,86.6,6.0,4.8,0.9,oklahoma,woods,OK,40,151,40151 -"oklahoma,woodward",20081.0,82.8,4.2,10.6,0.6,oklahoma,woodward,OK,40,153,40153 -"oregon,baker",16134.0,92.6,2.7,3.3,0.5,oregon,baker,OR,41,001,41001 -"oregon,benton",85579.0,83.6,4.5,6.4,5.2,oregon,benton,OR,41,003,41003 -"oregon,clackamas",375992.0,84.5,4.0,7.7,3.7,oregon,clackamas,OR,41,005,41005 -"oregon,clatsop",37039.0,87.2,3.4,7.7,1.2,oregon,clatsop,OR,41,007,41007 -"oregon,columbia",49351.0,90.3,3.9,4.0,0.9,oregon,columbia,OR,41,009,41009 -"oregon,coos",63043.0,87.0,4.7,5.4,1.0,oregon,coos,OR,41,011,41011 -"oregon,crook",20978.0,89.4,2.2,7.0,0.5,oregon,crook,OR,41,013,41013 -"oregon,curry",22364.0,88.7,4.0,5.4,0.7,oregon,curry,OR,41,015,41015 -"oregon,deschutes",157733.0,88.4,2.9,7.4,0.9,oregon,deschutes,OR,41,017,41017 -"oregon,douglas",107667.0,89.5,3.5,4.7,1.0,oregon,douglas,OR,41,019,41019 -"oregon,gilliam",1871.0,92.2,1.5,4.7,0.2,oregon,gilliam,OR,41,021,41021 -"oregon,grant",7445.0,93.4,2.5,2.8,0.3,oregon,grant,OR,41,023,41023 -"oregon,harney",7422.0,89.6,3.2,4.0,0.5,oregon,harney,OR,41,025,41025 -"oregon,hood river",22346.0,65.8,3.6,29.5,1.4,oregon,hood river,OR,41,027,41027 -"oregon,jackson",203206.0,83.7,4.2,10.7,1.2,oregon,jackson,OR,41,029,41029 -"oregon,jefferson",21720.0,61.8,4.4,19.3,0.4,oregon,jefferson,OR,41,031,41031 -"oregon,josephine",82713.0,88.6,3.7,6.3,0.8,oregon,josephine,OR,41,033,41033 -"oregon,klamath",66380.0,81.1,4.8,10.4,0.9,oregon,klamath,OR,41,035,41035 -"oregon,lake",7895.0,87.1,3.8,6.9,0.7,oregon,lake,OR,41,037,41037 -"oregon,lane",351715.0,84.7,5.1,7.4,2.4,oregon,lane,OR,41,039,41039 -"oregon,lincoln",46034.0,84.4,4.2,7.9,1.1,oregon,lincoln,OR,41,041,41041 -"oregon,linn",116672.0,87.1,3.7,7.8,1.0,oregon,linn,OR,41,043,41043 -"oregon,malheur",31313.0,63.6,4.1,31.5,1.7,oregon,malheur,OR,41,045,41045 -"oregon,marion",315335.0,68.7,4.9,24.3,1.9,oregon,marion,OR,41,047,41047 -"oregon,morrow",11173.0,64.6,3.1,31.3,0.9,oregon,morrow,OR,41,049,41049 -"oregon,multnomah",735334.0,72.1,10.2,10.9,6.5,oregon,multnomah,OR,41,051,41051 -"oregon,polk",75403.0,80.5,4.4,12.1,1.9,oregon,polk,OR,41,053,41053 -"oregon,sherman",1765.0,91.6,2.0,5.6,0.2,oregon,sherman,OR,41,055,41055 -"oregon,tillamook",25250.0,86.7,2.8,9.0,0.9,oregon,tillamook,OR,41,057,41057 -"oregon,umatilla",75889.0,69.4,3.9,23.9,0.9,oregon,umatilla,OR,41,059,41059 -"oregon,union",25748.0,90.9,2.8,3.9,0.8,oregon,union,OR,41,061,41061 -"oregon,wallowa",7008.0,94.5,2.3,2.2,0.3,oregon,wallowa,OR,41,063,41063 -"oregon,wasco",25213.0,77.6,3.0,14.8,0.8,oregon,wasco,OR,41,065,41065 -"oregon,washington",529710.0,69.7,6.1,15.7,8.6,oregon,washington,OR,41,067,41067 -"oregon,wheeler",1441.0,90.7,3.1,4.3,0.6,oregon,wheeler,OR,41,069,41069 -"oregon,yamhill",99193.0,79.1,4.2,14.7,1.5,oregon,yamhill,OR,41,071,41071 -"pennsylvania,adams",101407.0,90.6,2.9,6.0,0.7,pennsylvania,adams,PA,42,001,42001 -"pennsylvania,allegheny",1223348.0,80.6,15.1,1.6,2.8,pennsylvania,allegheny,PA,42,003,42003 -"pennsylvania,armstrong",68941.0,97.7,1.6,0.5,0.2,pennsylvania,armstrong,PA,42,005,42005 -"pennsylvania,beaver",170539.0,90.4,8.0,1.2,0.4,pennsylvania,beaver,PA,42,007,42007 -"pennsylvania,bedford",49762.0,97.5,1.3,0.9,0.2,pennsylvania,bedford,PA,42,009,42009 -"pennsylvania,berks",411442.0,76.9,7.4,16.4,1.3,pennsylvania,berks,PA,42,011,42011 -"pennsylvania,blair",127089.0,95.6,2.9,1.0,0.6,pennsylvania,blair,PA,42,013,42013 -"pennsylvania,bradford",62622.0,96.7,1.5,1.1,0.5,pennsylvania,bradford,PA,42,015,42015 -"pennsylvania,bucks",625249.0,86.9,5.2,4.3,3.8,pennsylvania,bucks,PA,42,017,42017 -"pennsylvania,butler",183862.0,95.9,2.0,1.1,1.0,pennsylvania,butler,PA,42,019,42019 -"pennsylvania,cambria",143679.0,93.3,4.9,1.4,0.5,pennsylvania,cambria,PA,42,021,42021 -"pennsylvania,cameron",5085.0,98.0,1.1,0.4,0.3,pennsylvania,cameron,PA,42,023,42023 -"pennsylvania,carbon",65249.0,93.7,2.7,3.3,0.5,pennsylvania,carbon,PA,42,025,42025 -"pennsylvania,centre",153990.0,87.9,4.5,2.4,5.2,pennsylvania,centre,PA,42,027,42027 -"pennsylvania,chester",498886.0,82.1,7.9,6.5,3.9,pennsylvania,chester,PA,42,029,42029 -"pennsylvania,clarion",39988.0,96.8,2.0,0.6,0.5,pennsylvania,clarion,PA,42,031,42031 -"pennsylvania,clearfield",81642.0,94.4,3.2,2.3,0.5,pennsylvania,clearfield,PA,42,033,42033 -"pennsylvania,clinton",39238.0,95.9,2.4,1.1,0.5,pennsylvania,clinton,PA,42,035,42035 -"pennsylvania,columbia",67295.0,94.4,2.9,2.0,0.8,pennsylvania,columbia,PA,42,037,42037 -"pennsylvania,crawford",88765.0,95.7,2.9,0.9,0.5,pennsylvania,crawford,PA,42,039,42039 -"pennsylvania,cumberland",235406.0,89.4,5.0,2.7,3.0,pennsylvania,cumberland,PA,42,041,42041 -"pennsylvania,dauphin",268100.0,69.9,21.1,7.0,3.2,pennsylvania,dauphin,PA,42,043,42043 -"pennsylvania,delaware",558979.0,71.1,21.7,3.0,4.7,pennsylvania,delaware,PA,42,045,42045 -"pennsylvania,elk",31946.0,98.1,0.9,0.6,0.3,pennsylvania,elk,PA,42,047,42047 -"pennsylvania,erie",280566.0,86.5,9.3,3.4,1.1,pennsylvania,erie,PA,42,049,42049 -"pennsylvania,fayette",136606.0,92.9,6.0,0.8,0.3,pennsylvania,fayette,PA,42,051,42051 -"pennsylvania,forest",7716.0,75.8,18.6,5.4,0.2,pennsylvania,forest,PA,42,053,42053 -"pennsylvania,franklin",149618.0,90.2,5.0,4.3,0.9,pennsylvania,franklin,PA,42,055,42055 -"pennsylvania,fulton",14845.0,96.9,2.1,0.8,0.1,pennsylvania,fulton,PA,42,057,42057 -"pennsylvania,greene",38686.0,94.1,4.3,1.2,0.3,pennsylvania,greene,PA,42,059,42059 -"pennsylvania,huntingdon",45913.0,91.9,6.1,1.6,0.4,pennsylvania,huntingdon,PA,42,061,42061 -"pennsylvania,indiana",88880.0,94.4,3.7,1.1,0.9,pennsylvania,indiana,PA,42,063,42063 -"pennsylvania,jefferson",45200.0,97.9,1.1,0.6,0.2,pennsylvania,jefferson,PA,42,065,42065 -"pennsylvania,juniata",24636.0,95.7,1.6,2.5,0.3,pennsylvania,juniata,PA,42,067,42067 -"pennsylvania,lackawanna",214437.0,89.7,4.1,5.0,1.7,pennsylvania,lackawanna,PA,42,069,42069 -"pennsylvania,lancaster",519445.0,84.9,5.6,8.6,1.9,pennsylvania,lancaster,PA,42,071,42071 -"pennsylvania,lawrence",91108.0,93.2,5.5,1.0,0.4,pennsylvania,lawrence,PA,42,073,42073 -"pennsylvania,lebanon",133568.0,86.9,3.8,9.3,1.1,pennsylvania,lebanon,PA,42,075,42075 -"pennsylvania,lehigh",349497.0,71.6,9.0,18.8,2.9,pennsylvania,lehigh,PA,42,077,42077 -"pennsylvania,luzerne",320918.0,88.2,4.9,6.7,1.0,pennsylvania,luzerne,PA,42,079,42079 -"pennsylvania,lycoming",116111.0,91.9,6.2,1.3,0.6,pennsylvania,lycoming,PA,42,081,42081 -"pennsylvania,mckean",43450.0,94.5,3.3,1.7,0.4,pennsylvania,mckean,PA,42,083,42083 -"pennsylvania,mercer",116638.0,91.0,7.3,1.1,0.6,pennsylvania,mercer,PA,42,085,42085 -"pennsylvania,mifflin",46682.0,96.8,1.7,1.1,0.4,pennsylvania,mifflin,PA,42,087,42087 -"pennsylvania,monroe",169842.0,70.5,16.0,13.1,2.1,pennsylvania,monroe,PA,42,089,42089 -"pennsylvania,montgomery",799874.0,79.0,10.6,4.3,6.4,pennsylvania,montgomery,PA,42,091,42091 -"pennsylvania,montour",18267.0,94.2,2.4,1.8,1.8,pennsylvania,montour,PA,42,093,42093 -"pennsylvania,northampton",297735.0,81.0,7.3,10.5,2.4,pennsylvania,northampton,PA,42,095,42095 -"pennsylvania,northumberland",94528.0,94.3,3.1,2.4,0.4,pennsylvania,northumberland,PA,42,097,42097 -"pennsylvania,perry",45969.0,96.6,1.7,1.3,0.4,pennsylvania,perry,PA,42,099,42099 -"pennsylvania,philadelphia",1526006.0,36.9,46.2,12.3,6.3,pennsylvania,philadelphia,PA,42,101,42101 -"pennsylvania,pike",57369.0,82.9,7.9,9.0,1.0,pennsylvania,pike,PA,42,103,42103 -"pennsylvania,potter",17457.0,97.4,1.2,1.0,0.3,pennsylvania,potter,PA,42,105,42105 -"pennsylvania,schuylkill",148289.0,93.2,3.7,2.8,0.5,pennsylvania,schuylkill,PA,42,107,42107 -"pennsylvania,snyder",39702.0,96.0,1.9,1.7,0.5,pennsylvania,snyder,PA,42,109,42109 -"pennsylvania,somerset",77742.0,95.5,3.0,1.1,0.3,pennsylvania,somerset,PA,42,111,42111 -"pennsylvania,sullivan",6428.0,94.7,3.3,1.4,0.3,pennsylvania,sullivan,PA,42,113,42113 -"pennsylvania,susquehanna",43356.0,97.1,1.2,1.3,0.3,pennsylvania,susquehanna,PA,42,115,42115 -"pennsylvania,tioga",41981.0,96.6,1.8,1.0,0.4,pennsylvania,tioga,PA,42,117,42117 -"pennsylvania,union",44947.0,85.2,9.0,5.2,1.2,pennsylvania,union,PA,42,119,42119 -"pennsylvania,venango",54984.0,96.5,2.2,0.9,0.4,pennsylvania,venango,PA,42,121,42121 -"pennsylvania,warren",41815.0,97.6,1.2,0.7,0.4,pennsylvania,warren,PA,42,123,42123 -"pennsylvania,washington",207820.0,93.4,4.8,1.1,0.6,pennsylvania,washington,PA,42,125,42125 -"pennsylvania,wayne",52822.0,92.0,4.2,3.4,0.5,pennsylvania,wayne,PA,42,127,42127 -"pennsylvania,westmoreland",365169.0,94.8,3.6,0.9,0.7,pennsylvania,westmoreland,PA,42,129,42129 -"pennsylvania,wyoming",28276.0,96.4,1.7,1.5,0.3,pennsylvania,wyoming,PA,42,131,42131 -"pennsylvania,york",434972.0,86.2,7.6,5.6,1.2,pennsylvania,york,PA,42,133,42133 -"rhode island,bristol",49875.0,94.3,2.3,2.0,1.4,rhode island,bristol,RI,44,001,44001 -"rhode island,kent",166158.0,91.6,3.3,3.2,2.0,rhode island,kent,RI,44,003,44003 -"rhode island,newport",82888.0,87.9,6.4,4.2,1.6,rhode island,newport,RI,44,005,44005 -"rhode island,providence",626667.0,66.1,12.6,18.8,3.7,rhode island,providence,RI,44,007,44007 -"rhode island,washington",126979.0,92.4,3.0,2.4,1.6,rhode island,washington,RI,44,009,44009 -"south carolina,abbeville",25417.0,69.1,29.4,1.0,0.3,south carolina,abbeville,SC,45,001,45001 -"south carolina,aiken",160099.0,67.8,26.5,4.9,0.8,south carolina,aiken,SC,45,003,45003 -"south carolina,allendale",10419.0,23.1,74.5,2.3,0.4,south carolina,allendale,SC,45,005,45005 -"south carolina,anderson",187126.0,78.8,17.6,2.9,0.8,south carolina,anderson,SC,45,007,45007 -"south carolina,bamberg",15987.0,35.6,62.5,1.6,0.4,south carolina,bamberg,SC,45,009,45009 -"south carolina,barnwell",22621.0,51.8,45.7,1.8,0.6,south carolina,barnwell,SC,45,011,45011 -"south carolina,beaufort",162233.0,66.1,21.3,12.1,1.2,south carolina,beaufort,SC,45,013,45013 -"south carolina,berkeley",177843.0,63.9,27.7,6.0,2.3,south carolina,berkeley,SC,45,015,45015 -"south carolina,calhoun",15175.0,53.1,43.7,3.0,0.2,south carolina,calhoun,SC,45,017,45017 -"south carolina,charleston",350209.0,62.0,31.3,5.4,1.3,south carolina,charleston,SC,45,019,45019 -"south carolina,cherokee",55342.0,74.0,21.8,3.7,0.6,south carolina,cherokee,SC,45,021,45021 -"south carolina,chester",33140.0,59.1,38.9,1.4,0.3,south carolina,chester,SC,45,023,45023 -"south carolina,chesterfield",46734.0,61.6,34.3,3.6,0.4,south carolina,chesterfield,SC,45,025,45025 -"south carolina,clarendon",34971.0,46.2,50.9,2.6,0.6,south carolina,clarendon,SC,45,027,45027 -"south carolina,colleton",38892.0,55.9,40.5,2.8,0.3,south carolina,colleton,SC,45,029,45029 -"south carolina,darlington",68681.0,55.3,42.7,1.7,0.3,south carolina,darlington,SC,45,031,45031 -"south carolina,dillon",32062.0,47.3,47.7,2.6,0.2,south carolina,dillon,SC,45,033,45033 -"south carolina,dorchester",136555.0,65.5,28.5,4.4,1.5,south carolina,dorchester,SC,45,035,45035 -"south carolina,edgefield",26985.0,56.3,38.5,5.2,0.4,south carolina,edgefield,SC,45,037,45037 -"south carolina,fairfield",23956.0,38.0,60.2,1.6,0.2,south carolina,fairfield,SC,45,039,45039 -"south carolina,florence",136885.0,54.1,42.4,2.2,1.2,south carolina,florence,SC,45,041,45041 -"south carolina,georgetown",60158.0,62.0,34.5,3.1,0.5,south carolina,georgetown,SC,45,043,45043 -"south carolina,greenville",451225.0,70.3,19.9,8.1,2.0,south carolina,greenville,SC,45,045,45045 -"south carolina,greenwood",69661.0,61.3,32.5,5.4,0.8,south carolina,greenwood,SC,45,047,45047 -"south carolina,hampton",21090.0,41.2,55.1,3.5,0.5,south carolina,hampton,SC,45,049,45049 -"south carolina,horry",269291.0,77.3,15.4,6.2,1.0,south carolina,horry,SC,45,051,45051 -"south carolina,jasper",24777.0,37.4,47.5,15.1,0.7,south carolina,jasper,SC,45,053,45053 -"south carolina,kershaw",61697.0,69.7,26.2,3.7,0.5,south carolina,kershaw,SC,45,055,45055 -"south carolina,lancaster",76652.0,69.8,25.1,4.4,0.6,south carolina,lancaster,SC,45,057,45057 -"south carolina,laurens",66537.0,69.0,26.7,4.1,0.3,south carolina,laurens,SC,45,059,45059 -"south carolina,lee",19220.0,32.9,65.2,1.7,0.3,south carolina,lee,SC,45,061,45061 -"south carolina,lexington",262391.0,77.0,16.2,5.5,1.4,south carolina,lexington,SC,45,063,45063 -"south carolina,mccormick",10233.0,48.3,50.6,0.8,0.3,south carolina,mccormick,SC,45,065,45065 -"south carolina,marion",33062.0,40.0,57.1,2.4,0.5,south carolina,marion,SC,45,067,45067 -"south carolina,marlboro",28933.0,40.3,52.7,2.8,0.3,south carolina,marlboro,SC,45,069,45069 -"south carolina,newberry",37508.0,60.5,32.2,7.2,0.3,south carolina,newberry,SC,45,071,45071 -"south carolina,oconee",74273.0,85.9,9.1,4.5,0.6,south carolina,oconee,SC,45,073,45073 -"south carolina,orangeburg",92501.0,33.7,63.4,1.9,0.8,south carolina,orangeburg,SC,45,075,45075 -"south carolina,pickens",119224.0,87.2,8.1,3.1,1.6,south carolina,pickens,SC,45,077,45077 -"south carolina,richland",384504.0,45.3,48.1,4.8,2.2,south carolina,richland,SC,45,079,45079 -"south carolina,saluda",19875.0,58.1,27.7,14.4,0.2,south carolina,saluda,SC,45,081,45081 -"south carolina,spartanburg",284307.0,70.1,22.3,5.9,2.0,south carolina,spartanburg,SC,45,083,45083 -"south carolina,sumter",107456.0,46.9,48.8,3.3,1.1,south carolina,sumter,SC,45,085,45085 -"south carolina,union",28961.0,66.1,32.5,1.0,0.3,south carolina,union,SC,45,087,45087 -"south carolina,williamsburg",34423.0,31.2,66.5,2.0,0.4,south carolina,williamsburg,SC,45,089,45089 -"south carolina,york",226073.0,72.7,20.9,4.5,1.5,south carolina,york,SC,45,091,45091 -"south dakota,aurora",2710.0,93.4,0.9,3.7,0.7,south dakota,aurora,SD,46,003,46003 -"south dakota,beadle",17398.0,85.8,2.5,7.7,3.6,south dakota,beadle,SD,46,005,46005 -"south dakota,bennett",3431.0,33.3,4.1,2.0,0.4,south dakota,bennett,SD,46,007,46007 -"south dakota,bon homme",7070.0,88.9,2.3,1.8,0.1,south dakota,bon homme,SD,46,009,46009 -"south dakota,brookings",31965.0,92.3,2.2,2.0,2.7,south dakota,brookings,SD,46,011,46011 -"south dakota,brown",36531.0,92.6,2.3,1.4,1.0,south dakota,brown,SD,46,013,46013 -"south dakota,brule",5255.0,87.8,2.7,1.4,0.2,south dakota,brule,SD,46,015,46015 -"south dakota,buffalo",1912.0,14.8,1.1,1.8,0.1,south dakota,buffalo,SD,46,017,46017 -"south dakota,butte",10110.0,92.6,2.8,3.0,0.2,south dakota,butte,SD,46,019,46019 -"south dakota,campbell",1466.0,97.5,0.9,1.4,0.3,south dakota,campbell,SD,46,021,46021 -"south dakota,charles mix",9129.0,64.6,2.8,1.7,0.2,south dakota,charles mix,SD,46,023,46023 -"south dakota,clark",3691.0,97.4,1.0,1.7,0.1,south dakota,clark,SD,46,025,46025 -"south dakota,clay",13864.0,90.0,3.6,2.0,1.7,south dakota,clay,SD,46,027,46027 -"south dakota,codington",27227.0,94.6,1.6,1.6,0.4,south dakota,codington,SD,46,029,46029 -"south dakota,corson",4050.0,29.7,2.7,2.6,0.3,south dakota,corson,SD,46,031,46031 -"south dakota,custer",8216.0,92.8,2.2,2.2,0.4,south dakota,custer,SD,46,033,46033 -"south dakota,davison",19504.0,93.8,2.0,1.5,0.5,south dakota,davison,SD,46,035,46035 -"south dakota,day",5710.0,87.6,1.9,1.1,0.2,south dakota,day,SD,46,037,46037 -"south dakota,deuel",4364.0,96.7,1.2,2.0,0.1,south dakota,deuel,SD,46,039,46039 -"south dakota,dewey",5301.0,20.9,3.7,1.8,0.2,south dakota,dewey,SD,46,041,46041 -"south dakota,douglas",3002.0,96.3,1.2,0.8,0.1,south dakota,douglas,SD,46,043,46043 -"south dakota,edmunds",4071.0,97.0,1.1,1.4,0.1,south dakota,edmunds,SD,46,045,46045 -"south dakota,fall river",7094.0,87.4,3.6,2.2,0.4,south dakota,fall river,SD,46,047,46047 -"south dakota,faulk",2364.0,98.3,0.8,0.8,0.1,south dakota,faulk,SD,46,049,46049 -"south dakota,grant",7356.0,96.1,1.0,2.3,0.3,south dakota,grant,SD,46,051,46051 -"south dakota,gregory",4271.0,89.4,2.4,0.9,0.3,south dakota,gregory,SD,46,053,46053 -"south dakota,haakon",1937.0,94.1,2.7,0.9,0.4,south dakota,haakon,SD,46,055,46055 -"south dakota,hamlin",5903.0,96.2,1.0,2.5,0.2,south dakota,hamlin,SD,46,057,46057 -"south dakota,hand",3431.0,98.2,0.9,0.6,0.3,south dakota,hand,SD,46,059,46059 -"south dakota,hanson",3331.0,98.4,0.5,0.5,0.3,south dakota,hanson,SD,46,061,46061 -"south dakota,harding",1255.0,95.4,1.8,1.6,0.1,south dakota,harding,SD,46,063,46063 -"south dakota,hughes",17022.0,85.0,2.8,1.8,0.5,south dakota,hughes,SD,46,065,46065 -"south dakota,hutchinson",7343.0,96.6,1.3,1.6,0.2,south dakota,hutchinson,SD,46,067,46067 -"south dakota,hyde",1420.0,88.9,2.0,1.1,0.2,south dakota,hyde,SD,46,069,46069 -"south dakota,jackson",3031.0,42.6,5.0,1.3,0.0,south dakota,jackson,SD,46,071,46071 -"south dakota,jerauld",2071.0,94.6,0.8,4.1,0.2,south dakota,jerauld,SD,46,073,46073 -"south dakota,jones",1006.0,94.3,2.0,1.3,0.0,south dakota,jones,SD,46,075,46075 -"south dakota,kingsbury",5148.0,96.9,1.0,1.4,0.3,south dakota,kingsbury,SD,46,077,46077 -"south dakota,lake",11200.0,95.6,1.6,1.6,0.7,south dakota,lake,SD,46,079,46079 -"south dakota,lawrence",24097.0,92.7,2.4,2.5,0.7,south dakota,lawrence,SD,46,081,46081 -"south dakota,lincoln",44828.0,95.3,2.1,1.2,1.0,south dakota,lincoln,SD,46,083,46083 -"south dakota,lyman",3755.0,58.1,3.0,1.1,0.3,south dakota,lyman,SD,46,085,46085 -"south dakota,mccook",5618.0,97.0,0.8,1.8,0.1,south dakota,mccook,SD,46,087,46087 -"south dakota,mcpherson",2459.0,97.8,1.3,1.0,0.2,south dakota,mcpherson,SD,46,089,46089 -"south dakota,marshall",4656.0,84.6,1.2,6.8,0.2,south dakota,marshall,SD,46,091,46091 -"south dakota,meade",25434.0,90.2,4.1,3.0,0.6,south dakota,meade,SD,46,093,46093 -"south dakota,mellette",2048.0,39.3,5.7,1.5,0.2,south dakota,mellette,SD,46,095,46095 -"south dakota,miner",2389.0,97.1,1.0,1.3,0.4,south dakota,miner,SD,46,097,46097 -"south dakota,minnehaha",169468.0,86.2,6.1,4.1,1.5,south dakota,minnehaha,SD,46,099,46099 -"south dakota,moody",6486.0,80.6,3.2,1.7,1.1,south dakota,moody,SD,46,101,46101 -"south dakota,pennington",100948.0,81.7,4.9,4.0,1.0,south dakota,pennington,SD,46,103,46103 -"south dakota,perkins",2982.0,96.7,1.2,0.7,0.1,south dakota,perkins,SD,46,105,46105 -"south dakota,potter",2329.0,97.0,1.0,0.7,0.3,south dakota,potter,SD,46,107,46107 -"south dakota,roberts",10149.0,61.5,3.2,1.2,0.2,south dakota,roberts,SD,46,109,46109 -"south dakota,sanborn",2355.0,97.5,1.1,1.2,0.2,south dakota,sanborn,SD,46,111,46111 -"south dakota,shannon",13586.0,2.8,0.9,2.2,0.1,south dakota,shannon,SD,46,113,46113 -"south dakota,spink",6415.0,96.6,1.1,1.1,0.1,south dakota,spink,SD,46,115,46115 -"south dakota,stanley",2966.0,89.5,3.1,0.7,0.1,south dakota,stanley,SD,46,117,46117 -"south dakota,sully",1373.0,96.4,2.3,0.9,0.0,south dakota,sully,SD,46,119,46119 -"south dakota,todd",9612.0,9.5,1.9,2.4,0.2,south dakota,todd,SD,46,121,46121 -"south dakota,tripp",5644.0,82.8,2.5,1.1,0.2,south dakota,tripp,SD,46,123,46123 -"south dakota,turner",8347.0,96.8,1.2,1.3,0.2,south dakota,turner,SD,46,125,46125 -"south dakota,union",14399.0,94.5,2.3,2.1,0.9,south dakota,union,SD,46,127,46127 -"south dakota,walworth",5438.0,82.2,2.7,0.7,0.2,south dakota,walworth,SD,46,129,46129 -"south dakota,yankton",22438.0,91.6,3.0,2.7,0.5,south dakota,yankton,SD,46,135,46135 -"south dakota,ziebach",2801.0,21.7,3.2,3.1,0.1,south dakota,ziebach,SD,46,137,46137 -"tennessee,anderson",75129.0,90.7,5.7,2.4,1.1,tennessee,anderson,TN,47,001,47001 -"tennessee,bedford",45058.0,78.5,10.0,11.3,0.8,tennessee,bedford,TN,47,003,47003 -"tennessee,benton",16489.0,94.4,3.3,1.8,0.4,tennessee,benton,TN,47,005,47005 -"tennessee,bledsoe",12876.0,92.7,4.9,2.0,0.1,tennessee,bledsoe,TN,47,007,47007 -"tennessee,blount",123010.0,92.1,4.3,2.8,0.7,tennessee,blount,TN,47,009,47009 -"tennessee,bradley",98963.0,88.5,6.0,4.7,0.8,tennessee,bradley,TN,47,011,47011 -"tennessee,campbell",40716.0,97.0,1.4,1.2,0.3,tennessee,campbell,TN,47,013,47013 -"tennessee,cannon",13801.0,95.6,2.5,1.5,0.1,tennessee,cannon,TN,47,015,47015 -"tennessee,carroll",28522.0,85.7,11.7,2.1,0.2,tennessee,carroll,TN,47,017,47017 -"tennessee,carter",57424.0,95.5,2.5,1.5,0.3,tennessee,carter,TN,47,019,47019 -"tennessee,cheatham",39105.0,94.4,2.7,2.3,0.4,tennessee,cheatham,TN,47,021,47021 -"tennessee,chester",17131.0,86.6,10.7,2.0,0.4,tennessee,chester,TN,47,023,47023 -"tennessee,claiborne",32213.0,96.4,2.0,0.8,0.5,tennessee,claiborne,TN,47,025,47025 -"tennessee,clay",7861.0,95.7,2.5,1.6,0.1,tennessee,clay,TN,47,027,47027 -"tennessee,cocke",35662.0,94.2,3.6,1.8,0.3,tennessee,cocke,TN,47,029,47029 -"tennessee,coffee",52796.0,90.0,5.3,3.8,0.9,tennessee,coffee,TN,47,031,47031 -"tennessee,crockett",14586.0,77.1,14.1,8.7,0.2,tennessee,crockett,TN,47,033,47033 -"tennessee,cumberland",56053.0,95.8,1.3,2.3,0.4,tennessee,cumberland,TN,47,035,47035 -"tennessee,davidson",626681.0,57.4,30.2,9.8,3.0,tennessee,davidson,TN,47,037,47037 -"tennessee,decatur",11757.0,93.1,4.1,2.6,0.2,tennessee,decatur,TN,47,039,47039 -"tennessee,de kalb",,,,,,tennessee,de kalb,,,,00nan -"tennessee,dickson",49666.0,90.4,6.0,3.2,0.5,tennessee,dickson,TN,47,043,47043 -"tennessee,dyer",38335.0,81.0,16.1,2.6,0.5,tennessee,dyer,TN,47,045,47045 -"tennessee,fayette",38413.0,68.2,29.0,2.2,0.5,tennessee,fayette,TN,47,047,47047 -"tennessee,fentress",17959.0,97.6,1.1,1.1,0.2,tennessee,fentress,TN,47,049,47049 -"tennessee,franklin",41052.0,89.7,6.9,2.5,0.7,tennessee,franklin,TN,47,051,47051 -"tennessee,gibson",49683.0,77.6,20.1,2.0,0.2,tennessee,gibson,TN,47,053,47053 -"tennessee,giles",29485.0,85.5,12.2,1.6,0.4,tennessee,giles,TN,47,055,47055 -"tennessee,grainger",22657.0,96.0,1.5,2.3,0.1,tennessee,grainger,TN,47,057,47057 -"tennessee,greene",68831.0,93.9,3.2,2.5,0.4,tennessee,greene,TN,47,059,47059 -"tennessee,grundy",13703.0,97.2,1.4,0.8,0.2,tennessee,grundy,TN,47,061,47061 -"tennessee,hamblen",62544.0,82.9,6.0,10.7,0.7,tennessee,hamblen,TN,47,063,47063 -"tennessee,hamilton",336463.0,72.0,21.9,4.5,1.8,tennessee,hamilton,TN,47,065,47065 -"tennessee,hancock",6819.0,97.9,1.5,0.2,0.1,tennessee,hancock,TN,47,067,47067 -"tennessee,hardeman",27253.0,55.8,42.4,1.4,0.5,tennessee,hardeman,TN,47,069,47069 -"tennessee,hardin",26026.0,92.6,4.9,1.9,0.4,tennessee,hardin,TN,47,071,47071 -"tennessee,hawkins",56833.0,95.8,2.4,1.2,0.5,tennessee,hawkins,TN,47,073,47073 -"tennessee,haywood",18787.0,44.8,51.3,3.8,0.1,tennessee,haywood,TN,47,075,47075 -"tennessee,henderson",27769.0,88.2,9.6,1.9,0.3,tennessee,henderson,TN,47,077,47077 -"tennessee,henry",32330.0,88.2,9.6,1.7,0.3,tennessee,henry,TN,47,079,47079 -"tennessee,hickman",24690.0,91.8,6.0,1.8,0.2,tennessee,hickman,TN,47,081,47081 -"tennessee,houston",8426.0,94.1,3.8,1.5,0.3,tennessee,houston,TN,47,083,47083 -"tennessee,humphreys",18538.0,94.4,3.7,1.5,0.2,tennessee,humphreys,TN,47,085,47085 -"tennessee,jackson",11638.0,96.8,1.3,1.4,0.1,tennessee,jackson,TN,47,087,47087 -"tennessee,jefferson",51407.0,92.9,3.4,3.1,0.4,tennessee,jefferson,TN,47,089,47089 -"tennessee,johnson",18244.0,95.2,3.0,1.5,0.2,tennessee,johnson,TN,47,091,47091 -"tennessee,knox",432226.0,83.9,10.7,3.5,1.9,tennessee,knox,TN,47,093,47093 -"tennessee,lake",7832.0,69.1,29.0,1.7,0.1,tennessee,lake,TN,47,095,47095 -"tennessee,lauderdale",27815.0,61.2,36.3,2.0,0.2,tennessee,lauderdale,TN,47,097,47097 -"tennessee,lawrence",41869.0,94.8,3.2,1.6,0.3,tennessee,lawrence,TN,47,099,47099 -"tennessee,lewis",12161.0,94.6,3.2,1.8,0.4,tennessee,lewis,TN,47,101,47101 -"tennessee,lincoln",33361.0,88.1,8.6,2.7,0.4,tennessee,lincoln,TN,47,103,47103 -"tennessee,loudon",48556.0,90.2,2.2,7.0,0.6,tennessee,loudon,TN,47,105,47105 -"tennessee,mcminn",52266.0,90.4,5.9,2.8,0.7,tennessee,mcminn,TN,47,107,47107 -"tennessee,mcnairy",26075.0,91.0,7.2,1.5,0.2,tennessee,mcnairy,TN,47,109,47109 -"tennessee,macon",22248.0,94.2,1.5,4.1,0.2,tennessee,macon,TN,47,111,47111 -"tennessee,madison",98294.0,58.1,37.7,3.4,0.9,tennessee,madison,TN,47,113,47113 -"tennessee,marion",28237.0,93.2,4.8,1.3,0.4,tennessee,marion,TN,47,115,47115 -"tennessee,marshall",30617.0,86.8,8.2,4.5,0.4,tennessee,marshall,TN,47,117,47117 -"tennessee,maury",80956.0,80.2,14.5,4.8,0.6,tennessee,maury,TN,47,119,47119 -"tennessee,meigs",11753.0,95.8,2.2,1.5,0.2,tennessee,meigs,TN,47,121,47121 -"tennessee,monroe",44519.0,92.4,3.8,3.3,0.3,tennessee,monroe,TN,47,123,47123 -"tennessee,montgomery",172331.0,67.1,23.6,8.0,2.1,tennessee,montgomery,TN,47,125,47125 -"tennessee,moore",6362.0,94.9,3.4,1.1,0.4,tennessee,moore,TN,47,127,47127 -"tennessee,morgan",21987.0,93.9,4.9,0.9,0.2,tennessee,morgan,TN,47,129,47129 -"tennessee,obion",31807.0,84.8,11.7,3.1,0.2,tennessee,obion,TN,47,131,47131 -"tennessee,overton",22083.0,97.1,1.5,0.9,0.2,tennessee,overton,TN,47,133,47133 -"tennessee,perry",7915.0,94.8,3.0,1.7,0.2,tennessee,perry,TN,47,135,47135 -"tennessee,pickett",5077.0,97.8,0.7,1.3,0.1,tennessee,pickett,TN,47,137,47137 -"tennessee,polk",16825.0,96.7,1.6,1.4,0.1,tennessee,polk,TN,47,139,47139 -"tennessee,putnam",72321.0,89.9,3.6,5.3,1.2,tennessee,putnam,TN,47,141,47141 -"tennessee,rhea",31809.0,92.1,3.5,3.7,0.4,tennessee,rhea,TN,47,143,47143 -"tennessee,roane",54181.0,93.7,4.3,1.3,0.5,tennessee,roane,TN,47,145,47145 -"tennessee,robertson",66283.0,84.7,8.9,5.9,0.5,tennessee,robertson,TN,47,147,47147 -"tennessee,rutherford",262604.0,75.6,14.9,6.7,3.0,tennessee,rutherford,TN,47,149,47149 -"tennessee,scott",22228.0,98.1,1.0,0.5,0.2,tennessee,scott,TN,47,151,47151 -"tennessee,sequatchie",14112.0,95.0,1.4,3.3,0.3,tennessee,sequatchie,TN,47,153,47153 -"tennessee,sevier",89889.0,91.6,2.1,5.3,0.9,tennessee,sevier,TN,47,155,47155 -"tennessee,shelby",927644.0,38.7,53.5,5.6,2.3,tennessee,shelby,TN,47,157,47157 -"tennessee,smith",19166.0,93.9,3.5,2.2,0.2,tennessee,smith,TN,47,159,47159 -"tennessee,stewart",13324.0,93.6,3.2,1.9,1.0,tennessee,stewart,TN,47,161,47161 -"tennessee,sullivan",156823.0,94.4,3.4,1.5,0.6,tennessee,sullivan,TN,47,163,47163 -"tennessee,sumner",160645.0,87.0,8.1,3.9,1.0,tennessee,sumner,TN,47,165,47165 -"tennessee,tipton",61081.0,76.7,20.4,2.1,0.6,tennessee,tipton,TN,47,167,47167 -"tennessee,trousdale",7870.0,85.9,11.3,2.5,0.2,tennessee,trousdale,TN,47,169,47169 -"tennessee,unicoi",18313.0,94.7,1.3,3.8,0.2,tennessee,unicoi,TN,47,171,47171 -"tennessee,union",19109.0,97.0,1.4,1.3,0.1,tennessee,union,TN,47,173,47173 -"tennessee,van buren",5548.0,97.5,1.3,0.9,0.1,tennessee,van buren,TN,47,175,47175 -"tennessee,warren",39839.0,87.2,4.5,8.1,0.5,tennessee,warren,TN,47,177,47177 -"tennessee,washington",122979.0,90.2,5.6,3.0,1.2,tennessee,washington,TN,47,179,47179 -"tennessee,wayne",17021.0,91.3,6.7,1.6,0.2,tennessee,wayne,TN,47,181,47181 -"tennessee,weakley",35021.0,87.7,9.2,2.0,1.1,tennessee,weakley,TN,47,183,47183 -"tennessee,white",25841.0,94.8,3.2,1.6,0.3,tennessee,white,TN,47,185,47185 -"tennessee,williamson",183182.0,86.7,5.8,4.5,3.0,tennessee,williamson,TN,47,187,47187 -"tennessee,wilson",113993.0,87.5,8.0,3.2,1.1,tennessee,wilson,TN,47,189,47189 -"texas,anderson",58458.0,61.2,22.8,15.9,0.5,texas,anderson,TX,48,001,48001 -"texas,andrews",14786.0,47.9,3.5,48.7,0.6,texas,andrews,TX,48,003,48003 -"texas,angelina",86771.0,63.3,16.8,19.8,0.9,texas,angelina,TX,48,005,48005 -"texas,aransas",23158.0,70.6,3.6,24.6,2.0,texas,aransas,TX,48,007,48007 -"texas,archer",9054.0,90.4,1.9,7.5,0.2,texas,archer,TX,48,009,48009 -"texas,armstrong",1901.0,90.7,1.7,6.5,0.0,texas,armstrong,TX,48,011,48011 -"texas,atascosa",44911.0,36.3,3.1,61.9,0.3,texas,atascosa,TX,48,013,48013 -"texas,austin",28417.0,65.7,11.6,23.4,0.4,texas,austin,TX,48,015,48015 -"texas,bailey",7165.0,38.3,3.2,59.8,0.4,texas,bailey,TX,48,017,48017 -"texas,bandera",20485.0,80.9,2.3,16.7,0.3,texas,bandera,TX,48,019,48019 -"texas,bastrop",74171.0,57.2,10.7,32.6,0.7,texas,bastrop,TX,48,021,48021 -"texas,baylor",3726.0,84.5,4.1,12.2,0.1,texas,baylor,TX,48,023,48023 -"texas,bee",31861.0,34.4,10.5,56.2,0.6,texas,bee,TX,48,025,48025 -"texas,bell",310235.0,50.7,26.5,21.6,2.8,texas,bell,TX,48,027,48027 -"texas,bexar",1714773.0,30.3,11.0,58.7,2.4,texas,bexar,TX,48,029,48029 -"texas,blanco",10497.0,79.4,2.6,18.2,0.5,texas,blanco,TX,48,031,48031 -"texas,borden",641.0,84.1,1.6,14.8,0.2,texas,borden,TX,48,033,48033 -"texas,bosque",18212.0,80.7,3.4,16.1,0.2,texas,bosque,TX,48,035,48035 -"texas,bowie",92565.0,66.3,26.3,6.5,0.8,texas,bowie,TX,48,037,48037 -"texas,brazoria",313166.0,53.2,14.7,27.7,5.5,texas,brazoria,TX,48,039,48039 -"texas,brazos",194851.0,59.1,13.3,23.3,5.2,texas,brazos,TX,48,041,48041 -"texas,brewster",9232.0,54.3,4.0,42.4,0.7,texas,brewster,TX,48,043,48043 -"texas,briscoe",1637.0,71.0,4.9,25.1,0.0,texas,briscoe,TX,48,045,48045 -"texas,brooks",7223.0,7.9,1.9,91.2,0.3,texas,brooks,TX,48,047,48047 -"texas,brown",38106.0,74.7,5.7,19.6,0.4,texas,brown,TX,48,049,48049 -"texas,burleson",17187.0,68.1,14.1,18.4,0.2,texas,burleson,TX,48,051,48051 -"texas,burnet",42750.0,76.1,3.6,20.2,0.5,texas,burnet,TX,48,053,48053 -"texas,caldwell",38066.0,44.2,9.3,47.1,0.9,texas,caldwell,TX,48,055,48055 -"texas,calhoun",21381.0,45.8,4.7,46.4,4.4,texas,calhoun,TX,48,057,48057 -"texas,callahan",13544.0,89.1,2.9,7.6,0.4,texas,callahan,TX,48,059,48059 -"texas,cameron",406220.0,10.7,2.1,88.1,0.7,texas,cameron,TX,48,061,48061 -"texas,camp",12401.0,58.9,20.2,21.4,0.5,texas,camp,TX,48,063,48063 -"texas,carson",6182.0,88.5,2.3,8.5,0.3,texas,carson,TX,48,065,48065 -"texas,cass",30464.0,77.2,18.8,3.5,0.3,texas,cass,TX,48,067,48067 -"texas,castro",8062.0,37.3,3.6,59.9,0.4,texas,castro,TX,48,069,48069 -"texas,chambers",35096.0,70.6,10.3,18.9,1.0,texas,chambers,TX,48,071,48071 -"texas,cherokee",50845.0,62.7,16.9,20.6,0.5,texas,cherokee,TX,48,073,48073 -"texas,childress",7041.0,61.5,11.3,26.8,0.7,texas,childress,TX,48,075,48075 -"texas,clay",10752.0,92.5,2.2,4.3,0.3,texas,clay,TX,48,077,48077 -"texas,cochran",3127.0,42.5,6.7,52.9,0.2,texas,cochran,TX,48,079,48079 -"texas,coke",3320.0,79.8,2.2,18.1,0.2,texas,coke,TX,48,081,48081 -"texas,coleman",8895.0,80.1,4.2,16.0,0.4,texas,coleman,TX,48,083,48083 -"texas,collin",782341.0,63.1,11.4,14.7,11.2,texas,collin,TX,48,085,48085 -"texas,collingsworth",3057.0,63.4,8.4,30.0,0.1,texas,collingsworth,TX,48,087,48087 -"texas,colorado",20874.0,59.9,15.0,26.1,0.4,texas,colorado,TX,48,089,48089 -"texas,comal",108472.0,71.3,3.8,24.9,0.8,texas,comal,TX,48,091,48091 -"texas,comanche",13974.0,72.6,2.0,25.8,0.3,texas,comanche,TX,48,093,48093 -"texas,concho",4087.0,44.3,3.8,53.2,0.3,texas,concho,TX,48,095,48095 -"texas,cooke",38437.0,78.7,4.9,15.6,0.8,texas,cooke,TX,48,097,48097 -"texas,coryell",75388.0,62.0,20.9,15.9,1.9,texas,coryell,TX,48,099,48099 -"texas,cottle",1505.0,69.3,10.9,21.0,0.0,texas,cottle,TX,48,101,48101 -"texas,crane",4375.0,40.3,5.1,55.1,0.4,texas,crane,TX,48,103,48103 -"texas,crockett",3719.0,35.3,2.5,63.2,0.3,texas,crockett,TX,48,105,48105 -"texas,crosby",6059.0,43.3,5.5,52.3,0.1,texas,crosby,TX,48,107,48107 -"texas,culberson",2398.0,21.0,3.4,76.2,1.0,texas,culberson,TX,48,109,48109 -"texas,dallam",6703.0,55.6,4.9,40.5,0.6,texas,dallam,TX,48,111,48111 -"texas,dallas",2368139.0,33.1,25.1,38.3,5.0,texas,dallas,TX,48,113,48113 -"texas,dawson",13833.0,39.1,8.8,53.4,0.4,texas,dawson,TX,48,115,48115 -"texas,deaf smith",19372.0,30.7,3.6,67.3,0.3,texas,deaf smith,TX,48,117,48117 -"texas,delta",5231.0,83.2,10.1,5.5,0.6,texas,delta,TX,48,119,48119 -"texas,denton",662614.0,64.4,11.3,18.2,6.6,texas,denton,TX,48,121,48121 -"texas,de witt",,,,,,texas,de witt,,,,00nan -"texas,dickens",2444.0,65.1,5.7,29.0,0.9,texas,dickens,TX,48,125,48125 -"texas,dimmit",9996.0,12.2,2.6,86.2,0.6,texas,dimmit,TX,48,127,48127 -"texas,donley",3677.0,85.3,6.3,8.4,0.2,texas,donley,TX,48,129,48129 -"texas,duval",11782.0,10.2,2.6,88.5,0.2,texas,duval,TX,48,131,48131 -"texas,eastland",18583.0,82.2,3.4,14.4,0.3,texas,eastland,TX,48,133,48133 -"texas,ector",137130.0,41.1,7.0,52.7,0.8,texas,ector,TX,48,135,48135 -"texas,edwards",2002.0,47.3,1.6,51.3,0.3,texas,edwards,TX,48,137,48137 -"texas,ellis",149610.0,65.5,11.2,23.5,0.6,texas,ellis,TX,48,139,48139 -"texas,el paso",800647.0,13.1,5.6,82.2,1.0,texas,el paso,TX,48,141,48141 -"texas,erath",37890.0,77.5,2.9,19.2,0.7,texas,erath,TX,48,143,48143 -"texas,falls",17866.0,52.5,27.2,20.8,0.3,texas,falls,TX,48,145,48145 -"texas,fannin",33915.0,80.9,8.9,9.5,0.4,texas,fannin,TX,48,147,48147 -"texas,fayette",24554.0,73.5,8.0,18.7,0.3,texas,fayette,TX,48,149,48149 -"texas,fisher",3974.0,70.4,5.4,25.1,0.2,texas,fisher,TX,48,151,48151 -"texas,floyd",6446.0,43.1,4.8,52.9,0.2,texas,floyd,TX,48,153,48153 -"texas,foard",1336.0,81.4,4.7,14.0,0.4,texas,foard,TX,48,155,48155 -"texas,fort bend",585375.0,36.2,24.4,23.7,17.0,texas,fort bend,TX,48,157,48157 -"texas,franklin",10605.0,81.1,5.7,12.6,0.5,texas,franklin,TX,48,159,48159 -"texas,freestone",19816.0,68.9,17.7,13.6,0.3,texas,freestone,TX,48,161,48161 -"texas,frio",17217.0,16.2,5.3,77.8,2.1,texas,frio,TX,48,163,48163 -"texas,gaines",17526.0,60.6,3.8,36.6,0.3,texas,gaines,TX,48,165,48165 -"texas,galveston:main",,,,,,texas,galveston:main,,,,00nan -"texas,galveston:spit",,,,,,texas,galveston:spit,,,,00nan -"texas,garza",6461.0,45.8,7.7,47.1,0.1,texas,garza,TX,48,169,48169 -"texas,gillespie",24837.0,78.4,1.6,20.0,0.4,texas,gillespie,TX,48,171,48171 -"texas,glasscock",1226.0,67.3,2.4,30.8,0.1,texas,glasscock,TX,48,173,48173 -"texas,goliad",7210.0,60.2,7.1,34.1,0.2,texas,goliad,TX,48,175,48175 -"texas,gonzales",19807.0,44.6,9.6,47.2,0.4,texas,gonzales,TX,48,177,48177 -"texas,gray",22535.0,69.1,7.3,23.8,0.4,texas,gray,TX,48,179,48179 -"texas,grayson",120877.0,78.7,8.5,11.3,0.9,texas,grayson,TX,48,181,48181 -"texas,gregg",121730.0,60.8,22.3,16.4,1.1,texas,gregg,TX,48,183,48183 -"texas,grimes",26604.0,60.6,18.7,21.2,0.2,texas,grimes,TX,48,185,48185 -"texas,guadalupe",131533.0,54.8,9.5,35.6,1.4,texas,guadalupe,TX,48,187,48187 -"texas,hale",36273.0,37.6,8.3,55.9,0.4,texas,hale,TX,48,189,48189 -"texas,hall",3353.0,59.6,8.8,32.4,0.1,texas,hall,TX,48,191,48191 -"texas,hamilton",8517.0,88.0,1.6,10.1,0.4,texas,hamilton,TX,48,193,48193 -"texas,hansford",5613.0,55.0,2.9,43.3,0.3,texas,hansford,TX,48,195,48195 -"texas,hardeman",4139.0,71.0,8.5,21.5,0.3,texas,hardeman,TX,48,197,48197 -"texas,hardin",54635.0,88.0,7.2,4.4,0.5,texas,hardin,TX,48,199,48199 -"texas,harris",4092459.0,33.0,22.2,40.8,6.2,texas,harris,TX,48,201,48201 -"texas,harrison",65631.0,65.0,23.6,11.1,0.5,texas,harrison,TX,48,203,48203 -"texas,hartley",6062.0,67.8,8.0,23.9,0.5,texas,hartley,TX,48,205,48205 -"texas,haskell",5899.0,70.3,6.3,24.0,0.5,texas,haskell,TX,48,207,48207 -"texas,hays",157107.0,58.6,6.4,35.3,1.2,texas,hays,TX,48,209,48209 -"texas,hemphill",3807.0,69.8,2.0,28.5,0.5,texas,hemphill,TX,48,211,48211 -"texas,henderson",78532.0,80.9,8.0,10.8,0.4,texas,henderson,TX,48,213,48213 -"texas,hidalgo",774769.0,7.8,1.9,90.6,1.0,texas,hidalgo,TX,48,215,48215 -"texas,hill",35089.0,73.6,8.4,18.3,0.3,texas,hill,TX,48,217,48217 -"texas,hockley",22935.0,51.4,6.1,43.6,0.3,texas,hockley,TX,48,219,48219 -"texas,hood",51182.0,87.1,2.0,10.2,0.6,texas,hood,TX,48,221,48221 -"texas,hopkins",35161.0,75.4,9.1,15.3,0.5,texas,hopkins,TX,48,223,48223 -"texas,houston",23732.0,62.4,27.5,10.0,0.4,texas,houston,TX,48,225,48225 -"texas,howard",35012.0,53.7,8.3,37.9,0.8,texas,howard,TX,48,227,48227 -"texas,hudspeth",3476.0,18.1,3.5,79.6,0.5,texas,hudspeth,TX,48,229,48229 -"texas,hunt",86129.0,74.8,10.6,13.6,1.1,texas,hunt,TX,48,231,48231 -"texas,hutchinson",22150.0,74.4,5.3,19.8,0.4,texas,hutchinson,TX,48,233,48233 -"texas,irion",1599.0,72.1,2.8,25.5,0.2,texas,irion,TX,48,235,48235 -"texas,jack",9044.0,80.6,4.8,14.2,0.3,texas,jack,TX,48,237,48237 -"texas,jackson",14075.0,62.9,9.1,29.0,0.4,texas,jackson,TX,48,239,48239 -"texas,jasper",35710.0,75.4,18.2,5.6,0.6,texas,jasper,TX,48,241,48241 -"texas,jeff davis",2342.0,63.6,3.0,33.7,0.3,texas,jeff davis,TX,48,243,48243 -"texas,jefferson",252273.0,44.6,35.8,17.0,3.4,texas,jefferson,TX,48,245,48245 -"texas,jim hogg",5300.0,6.3,1.9,92.6,0.3,texas,jim hogg,TX,48,247,48247 -"texas,jim wells",40838.0,19.7,2.2,79.0,0.4,texas,jim wells,TX,48,249,48249 -"texas,johnson",150934.0,76.6,4.8,18.1,0.7,texas,johnson,TX,48,251,48251 -"texas,jones",20202.0,62.1,13.3,24.8,0.4,texas,jones,TX,48,253,48253 -"texas,karnes",14824.0,40.2,10.6,49.8,0.2,texas,karnes,TX,48,255,48255 -"texas,kaufman",103350.0,70.0,12.7,17.0,0.9,texas,kaufman,TX,48,257,48257 -"texas,kendall",33410.0,77.1,2.4,20.4,0.6,texas,kendall,TX,48,259,48259 -"texas,kenedy",416.0,20.7,4.1,76.7,0.2,texas,kenedy,TX,48,261,48261 -"texas,kent",808.0,82.8,2.4,14.9,0.0,texas,kent,TX,48,263,48263 -"texas,kerr",49625.0,72.2,3.9,24.0,0.8,texas,kerr,TX,48,265,48265 -"texas,kimble",4607.0,74.9,1.2,23.4,0.4,texas,kimble,TX,48,267,48267 -"texas,king",286.0,84.6,1.4,13.6,0.0,texas,king,TX,48,269,48269 -"texas,kinney",3598.0,41.6,3.5,55.7,0.3,texas,kinney,TX,48,271,48271 -"texas,kleberg",32061.0,23.3,6.1,70.2,2.3,texas,kleberg,TX,48,273,48273 -"texas,knox",3719.0,63.1,8.7,29.6,0.2,texas,knox,TX,48,275,48275 -"texas,lamar",49793.0,76.1,16.1,6.5,0.6,texas,lamar,TX,48,277,48277 -"texas,lamb",13977.0,43.1,6.6,51.7,0.1,texas,lamb,TX,48,279,48279 -"texas,lampasas",19677.0,75.4,6.4,17.5,1.0,texas,lampasas,TX,48,281,48281 -"texas,la salle",6886.0,13.0,1.7,86.0,0.1,texas,la salle,TX,48,283,48283 -"texas,lavaca",19263.0,76.2,8.5,16.0,0.3,texas,lavaca,TX,48,285,48285 -"texas,lee",16612.0,65.0,12.8,22.4,0.3,texas,lee,TX,48,287,48287 -"texas,leon",16801.0,77.8,8.6,13.5,0.5,texas,leon,TX,48,289,48289 -"texas,liberty",75643.0,69.2,12.8,18.0,0.5,texas,liberty,TX,48,291,48291 -"texas,limestone",23384.0,61.7,19.5,19.1,0.4,texas,limestone,TX,48,293,48293 -"texas,lipscomb",3302.0,67.0,3.0,30.5,0.3,texas,lipscomb,TX,48,295,48295 -"texas,live oak",11531.0,59.0,5.9,35.2,0.5,texas,live oak,TX,48,297,48297 -"texas,llano",19301.0,89.6,2.0,8.0,0.4,texas,llano,TX,48,299,48299 -"texas,loving",82.0,73.2,7.3,22.0,0.0,texas,loving,TX,48,301,48301 -"texas,lubbock",278831.0,57.3,10.0,31.9,2.1,texas,lubbock,TX,48,303,48303 -"texas,lynn",5915.0,50.4,4.5,46.4,0.1,texas,lynn,TX,48,305,48305 -"texas,mcculloch",8283.0,67.2,3.7,29.9,0.4,texas,mcculloch,TX,48,307,48307 -"texas,mclennan",234906.0,58.9,17.3,23.6,1.4,texas,mclennan,TX,48,309,48309 -"texas,mcmullen",707.0,61.1,3.7,36.9,0.4,texas,mcmullen,TX,48,311,48311 -"texas,madison",13664.0,58.8,21.6,19.7,0.6,texas,madison,TX,48,313,48313 -"texas,marion",10546.0,71.7,24.2,3.1,0.5,texas,marion,TX,48,315,48315 -"texas,martin",4799.0,53.7,3.4,43.5,0.3,texas,martin,TX,48,317,48317 -"texas,mason",4012.0,77.1,1.4,21.5,0.2,texas,mason,TX,48,319,48319 -"texas,matagorda",36702.0,47.4,13.8,38.3,2.0,texas,matagorda,TX,48,321,48321 -"texas,maverick",54258.0,2.9,1.3,95.7,0.3,texas,maverick,TX,48,323,48323 -"texas,medina",46006.0,46.5,4.4,49.7,0.6,texas,medina,TX,48,325,48325 -"texas,menard",2242.0,63.6,2.2,35.2,0.1,texas,menard,TX,48,327,48327 -"texas,midland",136872.0,53.2,9.0,37.7,1.3,texas,midland,TX,48,329,48329 -"texas,milam",24757.0,65.5,11.8,23.3,0.4,texas,milam,TX,48,331,48331 -"texas,mills",4936.0,81.5,2.0,16.6,0.2,texas,mills,TX,48,333,48333 -"texas,mitchell",9403.0,50.5,12.9,37.0,0.3,texas,mitchell,TX,48,335,48335 -"texas,montague",19719.0,88.0,1.9,9.8,0.3,texas,montague,TX,48,337,48337 -"texas,montgomery",455746.0,71.2,6.6,20.8,2.1,texas,montgomery,TX,48,339,48339 -"texas,moore",21904.0,38.2,3.7,52.7,6.1,texas,moore,TX,48,341,48341 -"texas,morris",12934.0,66.8,25.0,7.8,0.3,texas,morris,TX,48,343,48343 -"texas,motley",1210.0,83.7,3.1,13.5,0.0,texas,motley,TX,48,345,48345 -"texas,nacogdoches",64524.0,61.5,20.2,17.6,1.2,texas,nacogdoches,TX,48,347,48347 -"texas,navarro",47735.0,59.9,16.1,23.8,0.5,texas,navarro,TX,48,349,48349 -"texas,newton",14445.0,74.9,21.5,2.8,0.4,texas,newton,TX,48,351,48351 -"texas,nolan",15216.0,60.4,7.0,33.5,0.4,texas,nolan,TX,48,353,48353 -"texas,nueces",340223.0,32.9,6.4,60.6,1.7,texas,nueces,TX,48,355,48355 -"texas,ochiltree",10223.0,49.5,2.7,48.7,0.3,texas,ochiltree,TX,48,357,48357 -"texas,oldham",2052.0,82.8,4.5,11.8,0.8,texas,oldham,TX,48,359,48359 -"texas,orange",81837.0,83.0,10.3,5.8,1.0,texas,orange,TX,48,361,48361 -"texas,palo pinto",28111.0,78.1,4.0,17.7,0.5,texas,palo pinto,TX,48,363,48363 -"texas,panola",23796.0,73.6,18.0,8.3,0.3,texas,panola,TX,48,365,48365 -"texas,parker",116927.0,85.3,3.5,10.6,0.5,texas,parker,TX,48,367,48367 -"texas,parmer",10269.0,38.4,3.3,60.0,0.2,texas,parmer,TX,48,369,48369 -"texas,pecos",15507.0,27.9,5.8,67.3,0.5,texas,pecos,TX,48,371,48371 -"texas,polk",45413.0,72.3,13.2,13.1,0.4,texas,polk,TX,48,373,48373 -"texas,potter",121073.0,49.0,13.3,35.3,4.0,texas,potter,TX,48,375,48375 -"texas,presidio",7818.0,14.5,2.5,83.4,1.0,texas,presidio,TX,48,377,48377 -"texas,rains",10914.0,87.5,3.9,7.7,0.5,texas,rains,TX,48,379,48379 -"texas,randall",120725.0,78.2,4.6,16.4,1.4,texas,randall,TX,48,381,48381 -"texas,reagan",3367.0,36.2,3.9,60.9,0.2,texas,reagan,TX,48,383,48383 -"texas,real",3309.0,72.5,2.6,24.6,0.1,texas,real,TX,48,385,48385 -"texas,red river",12860.0,73.9,19.2,6.6,0.2,texas,red river,TX,48,387,48387 -"texas,reeves",13783.0,19.5,6.5,74.2,0.9,texas,reeves,TX,48,389,48389 -"texas,refugio",7383.0,45.2,8.5,47.2,0.4,texas,refugio,TX,48,391,48391 -"texas,roberts",929.0,90.5,2.2,8.0,0.2,texas,roberts,TX,48,393,48393 -"texas,robertson",16622.0,59.1,23.5,18.0,0.6,texas,robertson,TX,48,395,48395 -"texas,rockwall",78337.0,74.1,7.9,15.9,2.4,texas,rockwall,TX,48,397,48397 -"texas,runnels",10501.0,65.1,3.5,32.0,0.2,texas,runnels,TX,48,399,48399 -"texas,rusk",53330.0,66.1,19.7,14.3,0.4,texas,rusk,TX,48,401,48401 -"texas,sabine",10834.0,87.5,8.8,3.2,0.3,texas,sabine,TX,48,403,48403 -"texas,san augustine",8865.0,69.7,24.1,6.0,0.3,texas,san augustine,TX,48,405,48405 -"texas,san jacinto",26384.0,76.6,12.2,10.9,0.5,texas,san jacinto,TX,48,407,48407 -"texas,san patricio",64804.0,42.2,4.1,54.4,0.8,texas,san patricio,TX,48,409,48409 -"texas,san saba",6131.0,67.4,4.9,28.0,0.2,texas,san saba,TX,48,411,48411 -"texas,schleicher",3461.0,54.1,3.9,44.4,0.1,texas,schleicher,TX,48,413,48413 -"texas,scurry",16921.0,57.8,7.0,36.3,0.3,texas,scurry,TX,48,415,48415 -"texas,shackelford",3378.0,87.7,2.7,10.1,0.3,texas,shackelford,TX,48,417,48417 -"texas,shelby",25448.0,65.0,18.8,16.4,0.3,texas,shelby,TX,48,419,48419 -"texas,sherman",3034.0,58.1,2.0,40.4,0.2,texas,sherman,TX,48,421,48421 -"texas,smith",209714.0,62.1,19.9,17.2,1.2,texas,smith,TX,48,423,48423 -"texas,somervell",8490.0,77.7,3.4,19.2,0.6,texas,somervell,TX,48,425,48425 -"texas,starr",60968.0,4.0,0.6,95.7,0.2,texas,starr,TX,48,427,48427 -"texas,stephens",9630.0,75.7,3.8,20.9,0.3,texas,stephens,TX,48,429,48429 -"texas,sterling",1143.0,64.1,3.1,31.9,0.0,texas,sterling,TX,48,431,48431 -"texas,stonewall",1490.0,80.9,4.6,14.0,0.9,texas,stonewall,TX,48,433,48433 -"texas,sutton",4128.0,39.7,1.9,59.6,0.2,texas,sutton,TX,48,435,48435 -"texas,swisher",7854.0,51.2,9.1,40.1,0.1,texas,swisher,TX,48,437,48437 -"texas,tarrant",1809034.0,51.8,17.9,26.7,4.7,texas,tarrant,TX,48,439,48439 -"texas,taylor",131506.0,67.0,10.6,22.1,1.6,texas,taylor,TX,48,441,48441 -"texas,terrell",984.0,50.3,2.2,47.5,0.4,texas,terrell,TX,48,443,48443 -"texas,terry",12651.0,45.4,7.3,49.1,0.2,texas,terry,TX,48,445,48445 -"texas,throckmorton",1641.0,88.5,1.5,9.3,0.4,texas,throckmorton,TX,48,447,48447 -"texas,titus",32334.0,49.2,11.9,39.6,0.7,texas,titus,TX,48,449,48449 -"texas,tom green",110224.0,57.9,6.9,35.7,1.0,texas,tom green,TX,48,451,48451 -"texas,travis",1024266.0,50.5,11.8,33.5,5.8,texas,travis,TX,48,453,48453 -"texas,trinity",14585.0,81.0,10.9,7.7,0.3,texas,trinity,TX,48,455,48455 -"texas,tyler",21766.0,80.4,12.2,6.8,0.2,texas,tyler,TX,48,457,48457 -"texas,upshur",39309.0,82.1,10.8,6.6,0.4,texas,upshur,TX,48,459,48459 -"texas,upton",3355.0,48.0,3.9,49.0,0.0,texas,upton,TX,48,461,48461 -"texas,uvalde",26405.0,29.0,3.6,69.3,0.5,texas,uvalde,TX,48,463,48463 -"texas,val verde",48879.0,17.5,3.6,80.2,0.5,texas,val verde,TX,48,465,48465 -"texas,van zandt",52579.0,85.8,4.6,9.2,0.3,texas,van zandt,TX,48,467,48467 -"texas,victoria",86793.0,47.9,8.8,43.9,1.0,texas,victoria,TX,48,469,48469 -"texas,walker",67861.0,58.5,24.5,16.8,0.9,texas,walker,TX,48,471,48471 -"texas,waller",43205.0,44.6,27.1,29.0,0.5,texas,waller,TX,48,473,48473 -"texas,ward",10658.0,46.2,8.2,47.6,0.3,texas,ward,TX,48,475,48475 -"texas,washington",33718.0,66.4,19.2,13.8,1.3,texas,washington,TX,48,477,48477 -"texas,webb",250304.0,3.3,1.9,95.7,0.6,texas,webb,TX,48,479,48479 -"texas,wharton",41280.0,47.7,15.9,37.4,0.4,texas,wharton,TX,48,481,48481 -"texas,wheeler",5410.0,71.1,4.4,24.8,0.4,texas,wheeler,TX,48,483,48483 -"texas,wichita",131500.0,68.4,13.4,16.6,2.0,texas,wichita,TX,48,485,48485 -"texas,wilbarger",13535.0,63.4,10.6,25.9,0.7,texas,wilbarger,TX,48,487,48487 -"texas,willacy",22134.0,10.1,4.0,87.2,0.6,texas,willacy,TX,48,489,48489 -"texas,williamson",422679.0,63.8,9.4,23.2,4.8,texas,williamson,TX,48,491,48491 -"texas,wilson",42918.0,58.7,3.8,38.2,0.4,texas,wilson,TX,48,493,48493 -"texas,winkler",7110.0,42.5,5.3,53.8,0.2,texas,winkler,TX,48,495,48495 -"texas,wise",59127.0,79.7,3.2,17.1,0.4,texas,wise,TX,48,497,48497 -"texas,wood",41964.0,84.9,6.1,8.5,0.4,texas,wood,TX,48,499,48499 -"texas,yoakum",7879.0,39.2,3.6,58.7,0.4,texas,yoakum,TX,48,501,48501 -"texas,young",18550.0,80.6,3.2,16.4,0.4,texas,young,TX,48,503,48503 -"texas,zapata",14018.0,6.1,0.7,93.3,0.2,texas,zapata,TX,48,505,48505 -"texas,zavala",11677.0,5.5,2.2,93.9,0.0,texas,zavala,TX,48,507,48507 -"utah,beaver",6629.0,86.0,1.6,10.8,1.1,utah,beaver,UT,49,001,49001 -"utah,box elder",49975.0,88.3,2.6,8.3,0.9,utah,box elder,UT,49,003,49003 -"utah,cache",112656.0,85.5,2.5,10.0,1.9,utah,cache,UT,49,005,49005 -"utah,carbon",21403.0,84.1,2.8,12.4,0.6,utah,carbon,UT,49,007,49007 -"utah,daggett",1059.0,94.4,1.4,3.1,0.4,utah,daggett,UT,49,009,49009 -"utah,davis",306479.0,85.8,3.9,8.4,1.8,utah,davis,UT,49,011,49011 -"utah,duchesne",18607.0,87.1,3.1,6.0,0.3,utah,duchesne,UT,49,013,49013 -"utah,emery",10976.0,92.1,1.1,6.0,0.3,utah,emery,UT,49,015,49015 -"utah,garfield",5172.0,91.6,1.3,4.5,1.2,utah,garfield,UT,49,017,49017 -"utah,grand",9225.0,84.1,2.3,9.6,0.8,utah,grand,UT,49,019,49019 -"utah,iron",46163.0,87.1,2.8,7.7,0.8,utah,iron,UT,49,021,49021 -"utah,juab",10246.0,94.0,1.7,3.7,0.2,utah,juab,UT,49,023,49023 -"utah,kane",7125.0,93.2,1.6,3.7,0.4,utah,kane,UT,49,025,49025 -"utah,millard",12503.0,84.7,1.6,12.8,0.6,utah,millard,UT,49,027,49027 -"utah,morgan",9469.0,96.1,1.1,2.4,0.4,utah,morgan,UT,49,029,49029 -"utah,piute",1556.0,91.2,1.5,7.0,0.4,utah,piute,UT,49,031,49031 -"utah,rich",2264.0,94.1,1.2,4.2,0.3,utah,rich,UT,49,033,49033 -"utah,salt lake",1029655.0,74.0,4.7,17.1,3.3,utah,salt lake,UT,49,035,49035 -"utah,san juan",14746.0,43.9,2.5,4.4,0.3,utah,san juan,UT,49,037,49037 -"utah,sanpete",27822.0,86.7,2.6,9.4,0.5,utah,sanpete,UT,49,039,49039 -"utah,sevier",20802.0,92.9,1.7,4.5,0.3,utah,sevier,UT,49,041,49041 -"utah,summit",36324.0,85.4,2.1,11.5,1.2,utah,summit,UT,49,043,49043 -"utah,tooele",58218.0,84.5,3.5,11.4,0.6,utah,tooele,UT,49,045,49045 -"utah,uintah",32588.0,82.8,2.7,7.1,0.5,utah,uintah,UT,49,047,49047 -"utah,utah",516564.0,84.2,3.3,10.8,1.4,utah,utah,UT,49,049,49049 -"utah,wasatch",23530.0,84.2,1.7,13.5,0.8,utah,wasatch,UT,49,051,49051 -"utah,washington",138115.0,85.6,2.9,9.8,0.7,utah,washington,UT,49,053,49053 -"utah,wayne",2778.0,93.4,1.7,4.2,0.7,utah,wayne,UT,49,055,49055 -"utah,weber",231236.0,78.1,4.3,16.7,1.3,utah,weber,UT,49,057,49057 -"vermont,addison",36821.0,94.1,2.5,1.9,1.4,vermont,addison,VT,50,001,50001 -"vermont,bennington",37125.0,95.7,2.1,1.4,0.7,vermont,bennington,VT,50,003,50003 -"vermont,caledonia",31227.0,95.8,1.9,1.1,0.8,vermont,caledonia,VT,50,005,50005 -"vermont,chittenden",156545.0,91.3,4.0,1.8,2.8,vermont,chittenden,VT,50,007,50007 -"vermont,essex",6306.0,96.6,1.6,0.9,0.3,vermont,essex,VT,50,009,50009 -"vermont,franklin",47746.0,94.9,2.6,1.2,0.5,vermont,franklin,VT,50,011,50011 -"vermont,grand isle",6970.0,94.7,3.2,1.1,0.3,vermont,grand isle,VT,50,013,50013 -"vermont,lamoille",24475.0,95.7,2.1,1.3,0.5,vermont,lamoille,VT,50,015,50015 -"vermont,orange",28936.0,96.4,1.9,1.0,0.5,vermont,orange,VT,50,017,50017 -"vermont,orleans",27231.0,96.0,2.2,1.1,0.3,vermont,orleans,VT,50,019,50019 -"vermont,rutland",61642.0,96.3,1.8,1.1,0.6,vermont,rutland,VT,50,021,50021 -"vermont,washington",59534.0,94.9,2.5,1.7,0.8,vermont,washington,VT,50,023,50023 -"vermont,windham",44513.0,94.1,2.9,1.8,1.0,vermont,windham,VT,50,025,50025 -"vermont,windsor",56670.0,95.5,2.2,1.2,0.9,vermont,windsor,VT,50,027,50027 -"virginia,accomack:main",,,,,,virginia,accomack:main,,,,00nan -"virginia,accomack:chincoteague",,,,,,virginia,accomack:chincoteague,,,,00nan -"virginia,albemarle",98970.0,77.9,12.1,5.5,4.7,virginia,albemarle,VA,51,003,51003 -"virginia,alleghany",16250.0,92.6,6.0,1.1,0.2,virginia,alleghany,VA,51,005,51005 -"virginia,amelia",12690.0,72.8,24.5,2.3,0.2,virginia,amelia,VA,51,007,51007 -"virginia,amherst",32353.0,75.7,21.1,1.9,0.5,virginia,amherst,VA,51,009,51009 -"virginia,appomattox",14973.0,76.7,21.7,1.1,0.2,virginia,appomattox,VA,51,011,51011 -"virginia,arlington",207627.0,64.0,12.2,15.1,9.6,virginia,arlington,VA,51,013,51013 -"virginia,augusta",73750.0,92.2,5.2,2.1,0.5,virginia,augusta,VA,51,015,51015 -"virginia,bath",4731.0,92.2,5.5,2.1,0.1,virginia,bath,VA,51,017,51017 -"virginia,bedford",74898.0,89.0,8.2,1.6,1.0,virginia,bedford,VA,51,019,51019 -"virginia,bland",6824.0,95.2,4.1,0.6,0.3,virginia,bland,VA,51,021,51021 -"virginia,botetourt",33148.0,94.2,4.1,1.1,0.5,virginia,botetourt,VA,51,023,51023 -"virginia,brunswick",17434.0,39.8,58.3,1.7,0.3,virginia,brunswick,VA,51,025,51025 -"virginia,buchanan",24098.0,96.3,3.0,0.4,0.2,virginia,buchanan,VA,51,027,51027 -"virginia,buckingham",17146.0,61.2,36.7,1.7,0.4,virginia,buckingham,VA,51,029,51029 -"virginia,campbell",54842.0,81.3,15.9,1.7,1.0,virginia,campbell,VA,51,031,51031 -"virginia,caroline",28545.0,63.6,32.3,3.4,0.6,virginia,caroline,VA,51,033,51033 -"virginia,carroll",30042.0,95.9,1.2,2.6,0.2,virginia,carroll,VA,51,035,51035 -"virginia,charles city",7256.0,40.5,51.0,1.2,0.3,virginia,charles city,VA,51,036,51036 -"virginia,charlotte",12586.0,66.6,31.2,1.9,0.2,virginia,charlotte,VA,51,037,51037 -"virginia,chesterfield",316236.0,65.4,24.6,7.2,3.3,virginia,chesterfield,VA,51,041,51041 -"virginia,clarke",14034.0,88.3,7.3,3.5,0.9,virginia,clarke,VA,51,043,51043 -"virginia,craig",5190.0,98.3,0.8,0.7,0.2,virginia,craig,VA,51,045,51045 -"virginia,culpeper",46689.0,71.7,18.6,8.9,1.3,virginia,culpeper,VA,51,047,51047 -"virginia,cumberland",10052.0,63.2,34.5,1.8,0.3,virginia,cumberland,VA,51,049,51049 -"virginia,dickenson",15903.0,98.4,0.8,0.5,0.1,virginia,dickenson,VA,51,051,51051 -"virginia,dinwiddie",28001.0,62.9,34.3,2.4,0.4,virginia,dinwiddie,VA,51,053,51053 -"virginia,essex",11151.0,56.0,40.2,3.1,0.8,virginia,essex,VA,51,057,51057 -"virginia,fairfax",1104291.0,54.7,13.1,15.6,17.5,virginia,fairfax,VA,51,059,51059 -"virginia,fauquier",65203.0,81.9,10.6,6.4,1.3,virginia,fauquier,VA,51,061,51061 -"virginia,floyd",15279.0,94.1,2.9,2.7,0.2,virginia,floyd,VA,51,063,51063 -"virginia,fluvanna",25691.0,79.1,17.5,3.0,0.6,virginia,fluvanna,VA,51,065,51065 -"virginia,franklin",64741.0,81.0,15.9,2.4,0.4,virginia,franklin,VA,51,067,51067 -"virginia,frederick",78305.0,86.3,6.1,6.6,1.2,virginia,frederick,VA,51,069,51069 -"virginia,giles",17286.0,95.9,2.5,1.2,0.3,virginia,giles,VA,51,071,51071 -"virginia,gloucester",36858.0,85.7,11.0,2.5,0.8,virginia,gloucester,VA,51,073,51073 -"virginia,goochland",21717.0,76.4,20.5,2.1,1.0,virginia,goochland,VA,51,075,51075 -"virginia,grayson",15533.0,94.2,2.9,2.7,0.1,virginia,grayson,VA,51,077,51077 -"virginia,greene",18403.0,85.8,8.6,4.2,1.4,virginia,greene,VA,51,079,51079 -"virginia,greensville",12243.0,37.8,60.6,1.4,0.3,virginia,greensville,VA,51,081,51081 -"virginia,halifax",36241.0,60.2,37.8,1.6,0.4,virginia,halifax,VA,51,083,51083 -"virginia,hanover",99863.0,85.5,10.8,2.1,1.4,virginia,hanover,VA,51,085,51085 -"virginia,henrico",306935.0,56.9,31.9,4.9,6.5,virginia,henrico,VA,51,087,51087 -"virginia,henry",54151.0,71.5,23.4,4.7,0.4,virginia,henry,VA,51,089,51089 -"virginia,highland",2321.0,98.4,0.5,0.8,0.2,virginia,highland,VA,51,091,51091 -"virginia,isle of wight",35270.0,70.8,26.5,1.9,0.8,virginia,isle of wight,VA,51,093,51093 -"virginia,james city",67009.0,77.7,15.7,4.5,2.2,virginia,james city,VA,51,095,51095 -"virginia,king and queen",6945.0,65.5,30.2,2.6,0.2,virginia,king and queen,VA,51,097,51097 -"virginia,king george",23584.0,74.6,20.8,3.3,1.2,virginia,king george,VA,51,099,51099 -"virginia,king william",15935.0,76.0,20.0,2.0,0.7,virginia,king william,VA,51,101,51101 -"virginia,lancaster",11391.0,69.6,28.9,1.0,0.6,virginia,lancaster,VA,51,103,51103 -"virginia,lee",25587.0,93.4,4.6,1.6,0.2,virginia,lee,VA,51,105,51105 -"virginia,loudoun",312311.0,62.4,11.3,12.4,14.7,virginia,loudoun,VA,51,107,51107 -"virginia,louisa",33153.0,77.1,20.0,2.3,0.5,virginia,louisa,VA,51,109,51109 -"virginia,lunenburg",12914.0,59.9,36.4,3.6,0.2,virginia,lunenburg,VA,51,111,51111 -"virginia,madison",13308.0,85.6,12.0,1.8,0.6,virginia,madison,VA,51,113,51113 -"virginia,mathews",8978.0,87.3,11.1,1.2,0.3,virginia,mathews,VA,51,115,51115 -"virginia,mecklenburg",32727.0,58.7,38.3,2.5,0.7,virginia,mecklenburg,VA,51,117,51117 -"virginia,middlesex",10959.0,78.5,19.6,1.5,0.3,virginia,middlesex,VA,51,119,51119 -"virginia,montgomery",94392.0,85.9,6.0,2.7,5.4,virginia,montgomery,VA,51,121,51121 -"virginia,suffolk",84585.0,50.9,45.0,2.9,1.6,virginia,suffolk,,,,00nan -"virginia,nelson",15020.0,81.8,14.8,3.1,0.5,virginia,nelson,VA,51,125,51125 -"virginia,new kent",18429.0,80.3,15.8,2.1,0.9,virginia,new kent,VA,51,127,51127 -"virginia,northampton",12389.0,54.5,38.0,7.1,0.7,virginia,northampton,VA,51,131,51131 -"virginia,northumberland",12330.0,70.1,26.5,3.1,0.3,virginia,northumberland,VA,51,133,51133 -"virginia,nottoway",15853.0,55.5,40.6,3.8,0.3,virginia,nottoway,VA,51,135,51135 -"virginia,orange",33481.0,80.7,15.2,3.4,0.7,virginia,orange,VA,51,137,51137 -"virginia,page",24042.0,95.1,3.1,1.6,0.3,virginia,page,VA,51,139,51139 -"virginia,patrick",18490.0,90.2,7.0,2.4,0.2,virginia,patrick,VA,51,141,51141 -"virginia,pittsylvania",63506.0,74.4,23.2,2.1,0.3,virginia,pittsylvania,VA,51,143,51143 -"virginia,powhatan",28046.0,82.8,14.8,1.8,0.5,virginia,powhatan,VA,51,145,51145 -"virginia,prince edward",23368.0,62.2,34.8,2.2,0.9,virginia,prince edward,VA,51,147,51147 -"virginia,prince george",35725.0,58.3,34.8,5.8,1.5,virginia,prince george,VA,51,149,51149 -"virginia,prince william",402002.0,48.7,25.3,20.3,7.5,virginia,prince william,VA,51,153,51153 -"virginia,pulaski",34872.0,91.7,6.5,1.2,0.5,virginia,pulaski,VA,51,155,51155 -"virginia,rappahannock",7373.0,90.2,6.0,3.1,0.5,virginia,rappahannock,VA,51,157,51157 -"virginia,richmond",213468.0,40.1,52.0,6.3,2.2,virginia,richmond,VA,51,159,51159 -"virginia,roanoke",189408.0,74.9,19.3,3.8,2.2,virginia,roanoke,VA,51,161,51161 -"virginia,rockbridge",22307.0,93.8,4.1,1.3,0.5,virginia,rockbridge,VA,51,163,51163 -"virginia,rockingham",76314.0,91.3,3.1,5.3,0.6,virginia,rockingham,VA,51,165,51165 -"virginia,russell",28897.0,97.4,1.4,1.0,0.2,virginia,russell,VA,51,167,51167 -"virginia,scott",23177.0,97.4,1.2,1.0,0.2,virginia,scott,VA,51,169,51169 -"virginia,shenandoah",41993.0,90.2,3.4,6.1,0.5,virginia,shenandoah,VA,51,171,51171 -"virginia,smyth",32208.0,95.1,2.9,1.6,0.3,virginia,smyth,VA,51,173,51173 -"virginia,southampton",18570.0,60.0,38.6,1.1,0.2,virginia,southampton,VA,51,175,51175 -"virginia,spotsylvania",122397.0,72.0,18.6,7.6,2.3,virginia,spotsylvania,VA,51,177,51177 -"virginia,stafford",128961.0,67.8,20.9,9.2,2.8,virginia,stafford,VA,51,179,51179 -"virginia,surry",7058.0,50.8,47.8,1.2,0.3,virginia,surry,VA,51,181,51181 -"virginia,sussex",12087.0,38.6,58.9,2.2,0.4,virginia,sussex,VA,51,183,51183 -"virginia,tazewell",45078.0,94.7,3.9,0.7,0.6,virginia,tazewell,VA,51,185,51185 -"virginia,warren",37575.0,88.7,6.8,3.5,1.0,virginia,warren,VA,51,187,51187 -"virginia,washington",54876.0,96.2,2.0,1.3,0.4,virginia,washington,VA,51,191,51191 -"virginia,westmoreland",17454.0,63.5,30.3,5.7,0.6,virginia,westmoreland,VA,51,193,51193 -"virginia,wise",41452.0,92.4,6.1,1.1,0.3,virginia,wise,VA,51,195,51195 -"virginia,wythe",29235.0,94.6,4.0,1.0,0.4,virginia,wythe,VA,51,197,51197 -"virginia,york",65464.0,74.0,16.8,4.4,4.9,virginia,york,VA,51,199,51199 -"virginia,hampton",137436.0,41.0,53.3,4.5,2.2,virginia,hampton,,,,00nan -"virginia,newport news",180719.0,46.0,44.9,7.5,2.7,virginia,newport news,,,,00nan -"virginia,norfolk",242803.0,44.3,46.7,6.6,3.3,virginia,norfolk,,,,00nan -"virginia,virginia beach",437994.0,64.5,23.7,6.6,6.1,virginia,virginia beach,,,,00nan -"washington,adams",18728.0,38.8,3.4,59.3,0.7,washington,adams,WA,53,001,53001 -"washington,asotin",21623.0,92.6,2.8,3.0,0.5,washington,asotin,WA,53,003,53003 -"washington,benton",175177.0,74.5,4.8,18.7,2.7,washington,benton,WA,53,005,53005 -"washington,chelan",72453.0,70.7,3.1,25.8,0.8,washington,chelan,WA,53,007,53007 -"washington,clallam",71404.0,84.6,4.6,5.1,1.4,washington,clallam,WA,53,009,53009 -"washington,clark",425363.0,81.8,6.0,7.6,4.1,washington,clark,WA,53,011,53011 -"washington,columbia",4078.0,89.5,3.0,6.2,0.6,washington,columbia,WA,53,013,53013 -"washington,cowlitz",102410.0,85.8,4.4,7.8,1.5,washington,cowlitz,WA,53,015,53015 -"washington,douglas",38431.0,67.8,3.0,28.7,0.7,washington,douglas,WA,53,017,53017 -"washington,ferry",7551.0,75.0,5.1,3.4,0.7,washington,ferry,WA,53,019,53019 -"washington,franklin",78163.0,43.2,5.0,51.2,1.8,washington,franklin,WA,53,021,53021 -"washington,garfield",2266.0,92.8,1.9,4.0,1.7,washington,garfield,WA,53,023,53023 -"washington,grant",89120.0,57.3,4.6,38.3,0.9,washington,grant,WA,53,025,53025 -"washington,grays harbor",72797.0,81.4,5.0,8.6,1.4,washington,grays harbor,WA,53,027,53027 -"washington,island",78506.0,83.1,6.7,5.5,4.4,washington,island,WA,53,029,53029 -"washington,jefferson",29872.0,89.3,4.2,2.8,1.6,washington,jefferson,WA,53,031,53031 -"washington,king",1931249.0,64.8,11.2,8.9,14.6,washington,king,WA,53,033,53033 -"washington,kitsap",251133.0,79.1,8.4,6.2,4.9,washington,kitsap,WA,53,035,53035 -"washington,kittitas",40915.0,86.1,3.9,7.6,2.0,washington,kittitas,WA,53,037,53037 -"washington,klickitat",20318.0,83.8,3.5,10.7,0.6,washington,klickitat,WA,53,039,53039 -"washington,lewis",75455.0,86.0,3.8,8.7,0.9,washington,lewis,WA,53,041,53041 -"washington,lincoln",10570.0,93.6,2.5,2.3,0.4,washington,lincoln,WA,53,043,53043 -"washington,mason",60699.0,82.9,5.2,8.0,1.2,washington,mason,WA,53,045,53045 -"washington,okanogan",41120.0,68.3,3.9,17.6,0.6,washington,okanogan,WA,53,047,53047 -"washington,pacific",20920.0,84.6,3.7,8.0,2.0,washington,pacific,WA,53,049,53049 -"washington,pend oreille",13001.0,89.8,3.3,3.0,0.6,washington,pend oreille,WA,53,051,53051 -"washington,pierce:main",,,,,,washington,pierce:main,,,,00nan -"washington,pierce:penrose",,,,,,washington,pierce:penrose,,,,00nan -"washington,san juan:lopez island",,,,,,washington,san juan:lopez island,,,,00nan -"washington,san juan:orcas island",,,,,,washington,san juan:orcas island,,,,00nan -"washington,san juan:san juan island",,,,,,washington,san juan:san juan island,,,,00nan -"washington,skagit",116901.0,76.7,3.9,16.9,1.8,washington,skagit,WA,53,057,53057 -"washington,skamania",11066.0,89.6,3.4,5.0,0.9,washington,skamania,WA,53,059,53059 -"washington,snohomish",713335.0,74.3,7.1,9.0,8.9,washington,snohomish,WA,53,061,53061 -"washington,spokane",471221.0,86.7,5.5,4.5,2.1,washington,spokane,WA,53,063,53063 -"washington,stevens",43531.0,87.9,3.7,2.7,0.5,washington,stevens,WA,53,065,53065 -"washington,thurston",252264.0,78.9,8.0,7.1,5.2,washington,thurston,WA,53,067,53067 -"washington,wahkiakum",3978.0,92.5,3.3,2.7,0.6,washington,wahkiakum,WA,53,069,53069 -"washington,walla walla",58781.0,74.2,4.9,19.7,1.3,washington,walla walla,WA,53,071,53071 -"washington,whatcom",201140.0,81.9,4.7,7.8,3.5,washington,whatcom,WA,53,073,53073 -"washington,whitman",44776.0,82.1,5.3,4.6,7.8,washington,whitman,WA,53,075,53075 -"washington,yakima",243231.0,47.7,4.7,45.0,1.1,washington,yakima,WA,53,077,53077 -"west virginia,barbour",16589.0,96.5,2.2,0.6,0.2,west virginia,barbour,WV,54,001,54001 -"west virginia,berkeley",104169.0,85.8,9.8,3.8,0.8,west virginia,berkeley,WV,54,003,54003 -"west virginia,boone",24629.0,98.3,1.1,0.4,0.1,west virginia,boone,WV,54,005,54005 -"west virginia,braxton",14523.0,97.8,1.3,0.5,0.2,west virginia,braxton,WV,54,007,54007 -"west virginia,brooke",24069.0,96.6,2.3,0.7,0.4,west virginia,brooke,WV,54,009,54009 -"west virginia,cabell",96319.0,90.9,6.9,1.1,1.0,west virginia,cabell,WV,54,011,54011 -"west virginia,calhoun",7627.0,97.9,0.9,0.7,0.2,west virginia,calhoun,WV,54,013,54013 -"west virginia,clay",9386.0,98.5,0.9,0.4,0.1,west virginia,clay,WV,54,015,54015 -"west virginia,doddridge",8202.0,96.6,2.5,0.5,0.2,west virginia,doddridge,WV,54,017,54017 -"west virginia,fayette",46039.0,92.9,6.0,0.9,0.2,west virginia,fayette,WV,54,019,54019 -"west virginia,gilmer",8693.0,80.0,14.0,5.7,0.4,west virginia,gilmer,WV,54,021,54021 -"west virginia,grant",11937.0,97.3,1.5,1.0,0.2,west virginia,grant,WV,54,023,54023 -"west virginia,greenbrier",35480.0,93.9,4.3,1.2,0.4,west virginia,greenbrier,WV,54,025,54025 -"west virginia,hampshire",23964.0,96.6,2.1,1.0,0.2,west virginia,hampshire,WV,54,027,54027 -"west virginia,hancock",30676.0,95.0,3.6,1.0,0.3,west virginia,hancock,WV,54,029,54029 -"west virginia,hardy",14025.0,92.2,3.5,3.4,1.0,west virginia,hardy,WV,54,031,54031 -"west virginia,harrison",69099.0,95.0,3.2,1.3,0.5,west virginia,harrison,WV,54,033,54033 -"west virginia,jackson",29211.0,97.8,1.2,0.6,0.3,west virginia,jackson,WV,54,035,54035 -"west virginia,jefferson",53498.0,85.2,9.1,4.7,1.2,west virginia,jefferson,WV,54,037,54037 -"west virginia,kanawha",193063.0,88.6,9.3,0.9,1.0,west virginia,kanawha,WV,54,039,54039 -"west virginia,lewis",16372.0,97.5,1.4,0.6,0.3,west virginia,lewis,WV,54,041,54041 -"west virginia,lincoln",21720.0,98.7,0.7,0.4,0.1,west virginia,lincoln,WV,54,043,54043 -"west virginia,logan",36743.0,96.0,2.9,0.7,0.3,west virginia,logan,WV,54,045,54045 -"west virginia,mcdowell",22113.0,88.8,10.6,0.4,0.1,west virginia,mcdowell,WV,54,047,54047 -"west virginia,marion",56418.0,93.7,4.7,0.9,0.5,west virginia,marion,WV,54,049,54049 -"west virginia,marshall",33107.0,97.4,1.4,0.8,0.4,west virginia,marshall,WV,54,051,54051 -"west virginia,mason",27324.0,97.4,1.6,0.4,0.3,west virginia,mason,WV,54,053,54053 -"west virginia,mercer",62264.0,91.1,7.5,0.8,0.5,west virginia,mercer,WV,54,055,54055 -"west virginia,mineral",28212.0,94.8,4.0,0.7,0.4,west virginia,mineral,WV,54,057,54057 -"west virginia,mingo",26839.0,96.7,2.7,0.4,0.2,west virginia,mingo,WV,54,059,54059 -"west 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-"wisconsin,green",36842.0,95.3,1.3,2.8,0.5,wisconsin,green,WI,55,045,55045 -"wisconsin,green lake",19051.0,94.4,1.1,3.9,0.5,wisconsin,green lake,WI,55,047,55047 -"wisconsin,iowa",23687.0,96.7,1.2,1.4,0.5,wisconsin,iowa,WI,55,049,55049 -"wisconsin,iron",5916.0,97.6,1.0,0.6,0.3,wisconsin,iron,WI,55,051,55051 -"wisconsin,jackson",20449.0,88.0,3.4,2.5,0.3,wisconsin,jackson,WI,55,053,55053 -"wisconsin,jefferson",83686.0,90.7,2.1,6.6,0.7,wisconsin,jefferson,WI,55,055,55055 -"wisconsin,juneau",26664.0,92.7,3.3,2.6,0.4,wisconsin,juneau,WI,55,057,55057 -"wisconsin,kenosha",166426.0,78.0,9.5,11.8,1.4,wisconsin,kenosha,WI,55,059,55059 -"wisconsin,kewaunee",20574.0,95.9,1.3,2.3,0.3,wisconsin,kewaunee,WI,55,061,55061 -"wisconsin,la crosse",114638.0,91.1,3.0,1.5,4.1,wisconsin,la crosse,WI,55,063,55063 -"wisconsin,lafayette",16836.0,95.6,0.8,3.1,0.3,wisconsin,lafayette,WI,55,065,55065 -"wisconsin,langlade",19977.0,95.7,1.8,1.6,0.3,wisconsin,langlade,WI,55,067,55067 -"wisconsin,lincoln",28743.0,96.6,1.6,1.2,0.4,wisconsin,lincoln,WI,55,069,55069 -"wisconsin,manitowoc",81442.0,92.3,1.8,3.1,2.5,wisconsin,manitowoc,WI,55,071,55071 -"wisconsin,marathon",134063.0,90.3,1.9,2.2,5.3,wisconsin,marathon,WI,55,073,55073 -"wisconsin,marinette",41749.0,96.4,1.3,1.3,0.5,wisconsin,marinette,WI,55,075,55075 -"wisconsin,marquette",15404.0,95.4,1.3,2.5,0.4,wisconsin,marquette,WI,55,077,55077 -"wisconsin,milwaukee",947735.0,54.3,29.8,13.3,3.4,wisconsin,milwaukee,WI,55,079,55079 -"wisconsin,monroe",44673.0,92.4,2.5,3.7,0.6,wisconsin,monroe,WI,55,081,55081 -"wisconsin,oconto",37660.0,96.0,1.2,1.4,0.3,wisconsin,oconto,WI,55,083,55083 -"wisconsin,oneida",35998.0,96.0,1.7,1.1,0.5,wisconsin,oneida,WI,55,085,55085 -"wisconsin,outagamie",176695.0,89.6,2.5,3.6,3.0,wisconsin,outagamie,WI,55,087,55087 -"wisconsin,ozaukee",86395.0,93.4,2.5,2.3,1.7,wisconsin,ozaukee,WI,55,089,55089 -"wisconsin,pepin",7469.0,97.8,0.9,1.0,0.2,wisconsin,pepin,WI,55,091,55091 -"wisconsin,pierce",41019.0,95.7,1.8,1.5,0.7,wisconsin,pierce,WI,55,093,55093 -"wisconsin,polk",44205.0,96.1,1.2,1.5,0.4,wisconsin,polk,WI,55,095,55095 -"wisconsin,portage",70019.0,92.7,1.8,2.6,2.8,wisconsin,portage,WI,55,097,55097 -"wisconsin,price",14159.0,96.5,1.3,1.1,0.4,wisconsin,price,WI,55,099,55099 -"wisconsin,racine",195408.0,74.4,13.7,11.5,1.1,wisconsin,racine,WI,55,101,55101 -"wisconsin,richland",18021.0,96.1,1.2,2.0,0.5,wisconsin,richland,WI,55,103,55103 -"wisconsin,rock",160331.0,84.5,7.3,7.6,1.0,wisconsin,rock,WI,55,105,55105 -"wisconsin,rusk",14755.0,96.8,1.4,1.2,0.3,wisconsin,rusk,WI,55,107,55107 -"wisconsin,st croix",84345.0,94.7,2.0,2.0,1.1,wisconsin,st croix,,,,00nan -"wisconsin,sauk",61976.0,92.5,1.8,4.3,0.5,wisconsin,sauk,WI,55,111,55111 -"wisconsin,sawyer",16557.0,78.5,3.5,1.6,0.3,wisconsin,sawyer,WI,55,113,55113 -"wisconsin,shawano",41949.0,88.1,2.3,2.2,0.4,wisconsin,shawano,WI,55,115,55115 -"wisconsin,sheboygan",115507.0,87.0,3.1,5.5,4.6,wisconsin,sheboygan,WI,55,117,55117 -"wisconsin,taylor",20689.0,97.2,1.0,1.5,0.3,wisconsin,taylor,WI,55,119,55119 -"wisconsin,trempealeau",28816.0,92.9,1.1,5.8,0.4,wisconsin,trempealeau,WI,55,121,55121 -"wisconsin,vernon",29773.0,97.0,1.3,1.3,0.3,wisconsin,vernon,WI,55,123,55123 -"wisconsin,vilas",21430.0,86.5,1.4,1.3,0.3,wisconsin,vilas,WI,55,125,55125 -"wisconsin,walworth",102228.0,86.8,2.4,10.3,0.8,wisconsin,walworth,WI,55,127,55127 -"wisconsin,washburn",15911.0,95.7,1.7,1.3,0.4,wisconsin,washburn,WI,55,129,55129 -"wisconsin,washington",131887.0,94.3,2.0,2.6,1.1,wisconsin,washington,WI,55,131,55131 -"wisconsin,waukesha",389891.0,90.6,2.6,4.1,2.7,wisconsin,waukesha,WI,55,133,55133 -"wisconsin,waupaca",52410.0,95.7,1.2,2.5,0.4,wisconsin,waupaca,WI,55,135,55135 -"wisconsin,waushara",24496.0,91.1,3.0,5.4,0.4,wisconsin,waushara,WI,55,137,55137 -"wisconsin,winnebago",166994.0,90.7,3.3,3.5,2.3,wisconsin,winnebago,WI,55,139,55139 -"wisconsin,wood",74749.0,93.9,1.6,2.2,1.8,wisconsin,wood,WI,55,141,55141 -"wyoming,albany",36299.0,84.8,3.8,8.8,2.8,wyoming,albany,WY,56,001,56001 -"wyoming,big horn",11668.0,89.4,1.4,8.4,0.3,wyoming,big horn,WY,56,003,56003 -"wyoming,campbell",46133.0,88.9,2.4,7.8,0.6,wyoming,campbell,WY,56,005,56005 -"wyoming,carbon",15885.0,79.8,3.0,16.8,0.7,wyoming,carbon,WY,56,007,56007 -"wyoming,converse",13833.0,91.3,2.0,6.3,0.3,wyoming,converse,WY,56,009,56009 -"wyoming,crook",7083.0,95.9,1.4,2.0,0.2,wyoming,crook,WY,56,011,56011 -"wyoming,fremont",40123.0,71.5,3.1,5.6,0.4,wyoming,fremont,WY,56,013,56013 -"wyoming,goshen",13249.0,87.9,1.8,9.7,0.3,wyoming,goshen,WY,56,015,56015 -"wyoming,hot springs",4812.0,94.6,1.7,2.2,0.4,wyoming,hot springs,WY,56,017,56017 -"wyoming,johnson",8569.0,94.4,1.3,3.2,0.4,wyoming,johnson,WY,56,019,56019 -"wyoming,laramie",91738.0,80.8,5.5,13.1,1.1,wyoming,laramie,WY,56,021,56021 -"wyoming,lincoln",18106.0,93.5,1.4,4.3,0.3,wyoming,lincoln,WY,56,023,56023 -"wyoming,natrona",75450.0,89.1,3.3,6.9,0.7,wyoming,natrona,WY,56,025,56025 -"wyoming,niobrara",2484.0,95.0,1.8,2.1,0.4,wyoming,niobrara,WY,56,027,56027 -"wyoming,park",28205.0,92.5,1.8,4.8,0.6,wyoming,park,WY,56,029,56029 -"wyoming,platte",8667.0,91.2,1.8,6.7,0.4,wyoming,platte,WY,56,031,56031 -"wyoming,sheridan",29116.0,93.1,1.9,3.5,0.7,wyoming,sheridan,WY,56,033,56033 -"wyoming,sublette",10247.0,90.4,1.7,6.9,0.5,wyoming,sublette,WY,56,035,56035 -"wyoming,sweetwater",43806.0,80.9,3.3,15.3,0.8,wyoming,sweetwater,WY,56,037,56037 -"wyoming,teton",21294.0,82.2,1.9,15.0,1.1,wyoming,teton,WY,56,039,56039 -"wyoming,uinta",21118.0,88.5,2.3,8.8,0.3,wyoming,uinta,WY,56,041,56041 -"wyoming,washakie",8533.0,83.9,2.6,13.6,0.6,wyoming,washakie,WY,56,043,56043 -"wyoming,weston",7208.0,93.8,2.0,3.0,0.3,wyoming,weston,WY,56,045,56045 -"new mexico,valencia",76569.0,36.2,5.4,58.3,0.5,new mexico,valencia,NM,35,061,35061 diff --git a/docs/learning_streams/getting_started/map.py b/docs/learning_streams/getting_started/map.py deleted file mode 100644 index be4add99..00000000 --- a/docs/learning_streams/getting_started/map.py +++ /dev/null @@ -1,39 +0,0 @@ -import plotly.express as px - -def plot_choropleth(dataframe, color_column, title): - """ - Create a choropleth map for a specified percentage column. - - Args: - dataframe (pd.DataFrame): The dataframe containing FIPS codes and demographic data. - color_column (str): The column to use for coloring the map (e.g., 'white', 'black', etc.). - title (str): The title for the map. - - Returns: - plotly.graph_objects.Figure: The choropleth map figure. - """ - # Ensure FIPS codes are strings and zero-padded - dataframe['fips'] = dataframe['fips'].astype(str).str.zfill(5) - - # Create the choropleth map - fig = px.choropleth( - dataframe, - geojson="https://raw.githubusercontent.com/plotly/datasets/master/geojson-counties-fips.json", - locations='fips', # Use the FIPS code for mapping - color=color_column, # The column to determine color - color_continuous_scale="Viridis", # Choose a color scale - scope="usa", # Limit the map to the United States - labels={color_column: f"% {color_column.capitalize()} Population"}, # Legend label - hover_name='county', # Display county name on hover - hover_data={'fips': False, color_column: True, 'total.pop': True} # Show relevant data on hover - ) - - # Update layout for better visualization - fig.update_geos(fitbounds="locations", visible=False) - fig.update_layout( - title_text=title, - title_x=0.5, # Center the title - geo=dict(bgcolor='rgba(0,0,0,0)') # Transparent background - ) - - return fig From 7cee00c00d53991424cceb9b0ddb40d11155e3e9 Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Fri, 14 Feb 2025 00:54:15 -0800 Subject: [PATCH 07/12] hide the try/catch to load the tips data --- docs/learning_streams/getting_started/04-scripts.qmd | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/docs/learning_streams/getting_started/04-scripts.qmd b/docs/learning_streams/getting_started/04-scripts.qmd index 2a9f280f..7433294d 100644 --- a/docs/learning_streams/getting_started/04-scripts.qmd +++ b/docs/learning_streams/getting_started/04-scripts.qmd @@ -71,6 +71,17 @@ For example, if we wanted to read in data from the `tips.csv` file in pandas, we can use the same code in our shiny for python application. ```{python} +#| include: false + +import pandas as pd + +try: + tips = pd.read_csv("tips.csv") +except FileNotFoundError: + tips = pd.read_csv("docs/learning_streams/getting_started/tips.csv") +``` + +```python import pandas as pd tips = pd.read_csv("tips.csv") From b829477e62c9f4bdb6f140efc4c7f7380a220f44 Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Fri, 14 Feb 2025 00:55:01 -0800 Subject: [PATCH 08/12] attempt to get outputs solution app working --- .../getting_started/05-outputs.qmd | 18 ++++++++++-------- 1 file changed, 10 insertions(+), 8 deletions(-) diff --git a/docs/learning_streams/getting_started/05-outputs.qmd b/docs/learning_streams/getting_started/05-outputs.qmd index 62aa5589..817c5845 100644 --- a/docs/learning_streams/getting_started/05-outputs.qmd +++ b/docs/learning_streams/getting_started/05-outputs.qmd @@ -268,7 +268,7 @@ output component decorator. ## dataframe ```python -tips = pd.read_csv("docs/learning_streams/getting_started/tips.csv") +tips = pd.read_csv("tips.csv") total_lower = tips.total_bill.min() total_upper = tips.total_bill.max() @@ -357,11 +357,13 @@ plt.update_layout( #| layout: vertical #| viewerHeight: 500 -from ridgeplot import ridgeplot import pandas as pd import plotly.express as px -from shiny.express import input, ui +from ridgeplot import ridgeplot +from shiny.express import input, render, ui +from shinywidgets import render_plotly +# you may need to change the path to the tips.csv file tips = pd.read_csv("docs/learning_streams/getting_started/tips.csv") # title @@ -488,11 +490,11 @@ with ui.layout_columns(): samples = [[tips_filtered.percent[tips_filtered.day == val]] for val in uvals] plt = ridgeplot( - samples=samples, - labels=uvals, - bandwidth=0.01, - colorscale="viridis", - colormode="row-index" + samples=samples, + labels=uvals, + bandwidth=0.01, + colorscale="viridis", + colormode="row-index" ) plt.update_layout( From 9a8a4a16007b7291b28c0b3832929a927758e65e Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Fri, 14 Feb 2025 01:40:21 -0800 Subject: [PATCH 09/12] show reactives with new app mermaid examples --- .../getting_started/06-reactive.qmd | 171 +++++++++++------- 1 file changed, 107 insertions(+), 64 deletions(-) diff --git a/docs/learning_streams/getting_started/06-reactive.qmd b/docs/learning_streams/getting_started/06-reactive.qmd index 5fbbaed3..0d8654de 100644 --- a/docs/learning_streams/getting_started/06-reactive.qmd +++ b/docs/learning_streams/getting_started/06-reactive.qmd @@ -9,92 +9,135 @@ Reactivity is actually what makes Shiny special: when an input changes, only the minimum amount of calculations are made to update the outputs. This makes shiny very efficient. -Let's build another application to showcase reactivity. -We'll begin with another sidebar layout application that uses the -`yfinance` package to get stock data. -To make the application a bit simpler we'll pre-select a few stocks. +Shiny knows to re-execute **reactive functions** (e.g., `render` functions) when their **reactive dependencies** (e.g., `input`) change. +There are other main forms of reactive functions and dependencies: + +* Calculations with `@reactive.calc` + * Write your reactive calculation once, then call it as needed. +* Side effects with `@reactive.effect` + * Effects are similar to `@render.*` functions, but they don't return anything. They're used for their side-effects (e.g., writing to a database, sending an email, etc.) +* Reactive values with `reactive.value` + * Create `input`-like values that aren't tied to input controls and can be updated. They're often used to maintain state in an app. + +In this lesson we'll focus on the `@reactive.calc`, let's see why we may want reactive calculations. + +```{mermaid} +flowchart LR + A[Input] --> B(Calculated from Input) + B --> C{Value calculated from the input calc} + B --> D[Another value calculated from the input calc] +``` + +Let's say we have an input (A), +this input creates a value in the application (B). +But what if another part of the application needs to use this calculated value (C) +or another part (D)? + +Similar to why we create variables in python to capture intermediate values, +we can save these intermediate "reactive" calculations in shiny. + ```{shinylive-python} #| standalone: true #| components: [editor, viewer] #| layout: vertical -#| viewerHeight: 700 +#| viewerHeight: 200 + +from shiny import reactive +from shiny.express import input, render, ui + +ui.input_slider("x", "Slider value", min=0, max=100, value=10) -{{< include apps/app-06-01-base_stock.py >}} +# we need to make a calculation from an input value +@render.text +def x_squared_text(): + return f"Squared value: {input.x() ** 2}" -## file: requirements.txt -yfinance +# we can save this calculation to be used later +@reactive.calc +def x_squared(): + return input.x() ** 2 + +# we can use that saved calculation +@render.text +def x_squared_calc_text(): + return f"Saved squared: {x_squared()}" + +# we can build on top of that saved calculation +@render.text +def x_squared_half_calc_text(): + return f"Build on squared value: {x_squared() / 2}" + +# we don't need to re-calculate everything from the input again +@render.text +def x_squared_half_text(): + return f"Recalculate from input: {input.x() ** 2 / 2}" ``` -Every time the user changes either the stock or the number of history days, -the following steps will occur: +The app above shows that we only need to make the `input.x() ** 2` calculation **once**, +so we do not need to repeat that calculation, `input.x() ** 2 / 2`. -1. calculate the start and end date -2. download the corresponding information -3. create the figure +This idea is really similar to the following Python code, +where we save an intermediate value, +instead of repeating a calculation. -## Reactive Values +```{python} +initial_input_value = 3 -The data we get from Yahoo! Finance actually has more columns than just the `Close` value. -What if we wanted to look at another Column? -We could provide another user input component that allows the user to select -the column or value of interest. +initial_squared = initial_input_value ** 2 -```{shinylive-python} -#| standalone: true -#| components: [editor, viewer] -#| layout: vertical -#| viewerHeight: 700 +initial_squared_half = initial_squared / 2 +``` -{{< include apps/app-06-02-reactive_value_setup.py >}} +If we did not save the `initial_squared` intermediate value, +we would have to re-make that calculation when doing a square and half. -## file: requirements.txt -yfinance +```{python} +initial_squared_half = initial_input_value ** 2 / 2 ``` -Now, every time the user changes the stock, the number of history days, or variable -the following steps will occur: -1. calculate the start and end date -2. download the corresponding information -3. create the figure with the corresponding variable -However, now we have an issue, -when we change the variable that needs to be calculated, -we should not have to re-download and fetch the dataset. -We should be able to reuse the already fetched data -and only need to change the figure. -This is when we can create reactive values that hold intermediate calculations. +Currently our application is re-filtering the data from the input components +for each output component displayed in the application. -Let's break up our `plot()` output such that the stock data -is refactored into its own reactive value. -We can then use the newly created reactive dataset for the plot. +```{mermaid} +flowchart LR + A[Input Slider] --> C(Filtered Data) + B[Input Checkboxes] --> C + C --> D{value box 1} -```{shinylive-python} -#| standalone: true -#| components: [editor, viewer] -#| layout: vertical -#| viewerHeight: 70#| 0 + E[Input Slider] --> G(Filtered Data) + F[Input Checkboxes] --> G + G --> H{value box 2} + + I[Input Slider] --> K(Filtered Data) + J[Input Checkboxes] --> K + K --> L{value box 3} -{{< include apps/app-06-03-reactive_data.py >}} + M[Input Slider] --> O(Filtered Data) + N[Input Checkboxes] --> O + O --> P{dataframe display} -## file: requirements.txt -yfinance + Q[Input Slider] --> S(Filtered Data) + R[Input Checkboxes] --> S + S --> T{scatter plot} + + U[Input Slider] --> W(Filtered Data) + V[Input Checkboxes] --> W + W --> X{ridgeplot} ``` -Here we created a new function, `data()`, -that holds all the calculations to create our stock data -when the stock or day slide input components change. -It returns a dataframe of the yahoo finance data. -We then decorate it with the `@reactive.calc` function -so it can be used in another reactive context. - -The `plot()` function does not need to fetch and clean the data, -it only needs to use the reactive data. -We can then use the reactive data by calling the function we just created, -`data()`. - -Now when the user makes a change to the column radio button, -only the plot needs to be re-created, -and only when either the stock or day inputs are changed -does the underlying data get re-created for the plot. +It would be great if we calculated the filtered data **once** +and re-used it across all our output components. +```{mermaid} +flowchart LR + A[Input Slider] --> C(Filtered Data) + B[Input Checkboxes] --> C + C --> D{value box 1} + C --> E{value box 2} + C --> F{value box 3} + C --> G{dataframe display} + C --> H{scatter plot} + C --> I{ridgeplot} +``` From 31c8cdca7afeaa07634917575f56123a21f02f73 Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Fri, 14 Feb 2025 01:46:10 -0800 Subject: [PATCH 10/12] a few example tutorial cards and sections --- docs/learning_streams/tutorials.qmd | 149 ++++++++++++++++++---------- 1 file changed, 94 insertions(+), 55 deletions(-) diff --git a/docs/learning_streams/tutorials.qmd b/docs/learning_streams/tutorials.qmd index dd2835c7..4ea9b4c2 100644 --- a/docs/learning_streams/tutorials.qmd +++ b/docs/learning_streams/tutorials.qmd @@ -3,59 +3,66 @@ css: tutorial.css --- ```{=html} - + +``` + +## Express-Only Tutorials +Shiny Express is the easiest and quickest way to start with Shiny. +Create applications at the speed of thought. + +```{=html}

Getting Started with Shiny

@@ -63,23 +70,55 @@ css: tutorial.css

Updated: Feb 14, 2024

Start Tutorial - +
+``` + +## Express and Core Tutorials + +Here are the more general tutorials to get you started with all things Shiny. + +```{=html} +
+

Shiny Express to Shiny Core

Learn how to transition from Shiny Express to Shiny Core.

Updated: Feb 5, 2024

Start Tutorial - +

Shiny Modules

Create Shiny Modules to make more maintanable applications.

Updated: Mar 15, 2024

Start Tutorial - +

Make your own component

Create your own custom javasscript components.

Updated: Apr 20, 2024

Start Tutorial + +

Testing your application

+

Write unit tests and end-to-end tests with pytest and playwright.

+

Updated: Apr 20, 2024

+ Start Tutorial + +
+``` + +## Core-Only Tutorials + +Shiny Core provides you all the flexibility and complexity you need. +The syntax is a bit more verbose, +but you can create more complex applications using the core syntax. + +```{=html} +
+ +

Getting Started with Shiny

+

Install and build your first Shiny Application with the Core syntax.

+

Updated: Feb 14, 2024

+ Start Tutorial +
``` From e650c74891e7b10cebc2b9395a1e109b2ef9ce49 Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Fri, 14 Feb 2025 02:15:21 -0800 Subject: [PATCH 11/12] fix tutorial card link --- docs/learning_streams/tutorials.qmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/learning_streams/tutorials.qmd b/docs/learning_streams/tutorials.qmd index 4ea9b4c2..21081f07 100644 --- a/docs/learning_streams/tutorials.qmd +++ b/docs/learning_streams/tutorials.qmd @@ -64,7 +64,7 @@ Create applications at the speed of thought. ```{=html}
- +

Getting Started with Shiny

Install and build your first Shiny Application.

Updated: Feb 14, 2024

From 89e311755fb52c16779d2a1789a5320709bf371b Mon Sep 17 00:00:00 2001 From: Daniel Chen Date: Fri, 14 Feb 2025 02:15:36 -0800 Subject: [PATCH 12/12] put the learning hub url under tutorials --- _quarto.yml | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/_quarto.yml b/_quarto.yml index 9bada053..e3d7998e 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -79,9 +79,8 @@ website: href: docs/learning_streams/getting_started/01-welcome.qmd - text: "Tutorials" href: docs/learning_streams/tutorials.qmd - - - text: "Learning Hub" - href: docs/overview.qmd + - text: "Learning Hub" + href: docs/overview.qmd - text: "Components" menu:
+ +

Getting Started with Shiny

+

Install and build your first Shiny Application.

+

Updated: Feb 14, 2024

+ Start Tutorial + + +

Shiny Express to Shiny Core

+

Learn how to transition from Shiny Express to Shiny Core.

+

Updated: Feb 5, 2024

+ Start Tutorial + + +

Shiny Modules

+

Create Shiny Modules to make more maintanable applications.

+

Updated: Mar 15, 2024

+ Start Tutorial + + +

Make your own component

+

Create your own custom javasscript components.

+

Updated: Apr 20, 2024

+ Start Tutorial + +