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ArcView ALAS BetaTest Phase 2:
Engineering Instructions


"Spatial" functionality

Spatial Query - Box Select

Engineering Task - Downtown Crashes

    To begin, first proceed through the process to identify your region of interest. That is, begin by selecting ALAS File from the menubar, then select View Map from this menu. Proceed through the questions, selecting the region type (County), the region desired (Story), the timeframe of interest (1993-1997), and whether you want to use actual crash locations or nodes for your selection (choose actual crash locations). Once this has been completed, you should have a map showing Story County roads, rails, rivers, and 1993-1997 crashes, shown in Figure 1.

      Figure 1. Story County map

    Using the zoom-in tool, zoom to the Ames area (the large city on the western edge of the map). First, move the mouse pointer to the zoom-in tool button () and click with the mouse to select it. Then proceed by placing the zoom button at one corner of a box that would contain Ames, pressing and holding down the left mouse button, dragging the mouse to the opposite corner of the box, and releasing the button. The box to be drawn (though difficult to see) is shown in Figure 2.

      Figure 2. Zoom-in box

    The resultant map should look somewhat like the one shown in Figure 3.

      Figure 3. City of Ames map

    Next, using the box selection tool, select the Ames downtown region, as shown in Figure 4. First, move the mouse pointer to the box select tool button () and click with the mouse to select it. Then proceed by placing the zoom button at one corner of a box that would contain downtown Ames, pressing and holding down the left mouse button, dragging the mouse to the opposite corner of the box, and releasing the button. The box to be drawn (though difficult to see, is shown in Figure 4.

      Figure 4. Box selection of downtown Ames

    The resultant map should look somewhat like the one shown in Figure 5.

      Figure 5. Downtown Ames selection

    From here, select Request from the menubar, then select Crash Locations from this menu. A box giving the number of crashes for the selected region will then appear. An example of the answer is shown in Figure 6. Note: You should only arrive at the same answer if you selected the EXACT same region as is selected here.

      Figure 6. Results of crash selection

    Another dialog box, shown in Figure 7, will appear, asking if you wish to zoom to the selected crashes.

      Figure 7. Zoom dialog

    Click on "Yes". The screen will redraw, zooming to the region of selected crashes, as shown in Figure 8.

      Figure 8. Selected region

    You may now proceed by selecting various parameters and producing reports, as outlined in the AV-ALAS User's Manual. Additionally, if you wish to zoom back to the previous zoom level, select View from the menubar, then select Zoom Previous from this menu.

    Additionally, you could, once the crashes have been selected, quickly determine the number of crashes that have occurred in each year. This can be done two ways.

      First, you could select Theme from the menubar, then select Table from this menu. This would result in a number of tables opening, one for each year selected. When each table is made the active table (i.e., the one in use at the time), the number of crashes selected as well as the number of crashes total for that year will be displayed in the upper left of the ArcView window.

      Second, you could make each theme for each year active one at a time and then select Request then Crash Locations for each theme. The total number of selected crashes for that year would then be returned.

    Potential uses for box selections are numerous. They are the basis for all further operations within ArcView ALAS whether you are selecting a group of crashes or a group of nodes.

Spatial Query - Buffer Select

Engineering Task - Crashes within 1/4 mile of an intersection

    To begin, first proceed through the process to identify your region of interest. That is, begin by selecting ALAS File from the menubar, then select View Map from this menu. Proceed through the questions, selecting the region type (County), the region desired (Story), the timeframe of interest (1993-1997), and whether you want to use actual crash locations or nodes for your selection (choose actual crash locations). Once this has been completed, you should have a map showing Story County roads, rails, rivers, and 1993-1997 crashes, shown in Figure 1.

    Using the zoom-in tool, zoom to the Ames area (the large city on the western edge of the map). First, move the mouse pointer to the zoom-in tool button () and click with the mouse to select it. Then proceed by placing the zoom button at one corner of a box that would contain Ames, pressing and holding down the left mouse button, dragging the mouse to the opposite corner of the box, and releasing the button. The box to be drawn (though difficult to see) is shown in Figure 2. The resultant map should look somewhat like the one shown in Figure 3.

    Next, you either need to select the intersection of interest from a current layer or you need to create a new layer containing an object at the location of interest.

    For either of these options the first step is to set the map and distance units of the view. To do this, make sure the View (or map) Window is active, then choose View from the menubar and Properties from the menu. A dialog titled "View Properties" will appear, shown in Figure 9. Note the Map Units and the Distance Units selection boxes.

      Figure 9. View Properties Initial Appearance

    Change the Map Units to decimal degrees and the Distance Units to Miles, as shown in Figure 10.

      Figure 10. View Properties Changed Appearance

    Additionally, it would be useful to zoom-in more to facilitate selection of features.

    To use a current layer for identifying the intersection of interest, there are two options: using the crash layers if a crash has happened at the intersection of interest or using the node layer because each intersection should have a node. To use the crash layers to define the intersection, use the box selection tool () to select the crashes that occurred immediately on top of the intersection. To use the node layer to define the intersection, first activate the node theme (named "Co. 85 Nodes") by moving the mouse pointer to the node theme on the left of the map, click on it. Then, make the the node theme visible by clicking on the small box to the left of the node themes name. A check mark should appear in the small box and yellow dots should appear on the map. Then, use the box selection tool () to select the node at the intersection of interest.

    To create a new layer with an object that defines the intersection, first select View from the menubar then New Theme from the menu. A dialog box, shown in Figure 11, will appear, asking you to identify the type of features contained in the theme. Select point and click on the OK button.

      Figure 11. Feature Type Selection Box

    Next a dialog box, shown in Figure 12, will appear asking you what you wish to call the new theme and where you want to save it. Unless you have a preference, just use the defaults and click the OK button.

      Figure 12. File Name Specification Box

    Once you click OK, a new theme will appear and it will be active, visible, and editable. To place a point at the intersection of interest, select the draw point tool button (). Then move the crosshairs to the intersection of interest and click the left mouse button. A new dot should appear, as shown in Figure 13.

      Figure 13. New Theme Point Placement

    To select this point, use the box selection tool () to select the point you just created.

    Once you have set the map and distance units and used one of these three methods to identify the intersection of interest, we can proceed with capturing those crashes within 1/4 mile of the intersection. To proceed, first make sure the crash layers for the years you are interested in are active. If not, activate them by clicking on one of them, holding down the shift key, and clicking on the others. Next, choose Theme from the menubar and Select By Theme from the menu. A dialog box will appear, shown in Figure 14.

      Figure 14. Select By Theme Dialog Box Initially

    Within this box, pick the theme from which you've identified the intersection (in this case the creation of a new theme option, i.e, theme2.shp). Then, under the heading "Select features of active themes that", choose "Are Within Distance Of" and insert ".25" in the box under the heading "Selection distance:" which will appear. This is displayed in Figure 15. Then click the New Set button.

      Figure 15. Select By Theme Dialog Box Set for Selection

    The results of the selection are shown in Figure 16.

      Figure 16. Selection View

    You can then either "pan" the view to see the selection or you can zoom to the selection. To pan, use the panning tool () to move the map appropriately. To do this, select the tool, move the mouse pointer to the map, click and hold the left mouse button, slide the mouse pointer in the appropriate direction for the distance desired, then release the mouse button. To zoom to the selection, choose View from the menubar then choose Zoom to Selected from the menu.

    You can get the total number of crashes selected by this process by choosing Request from the menubar and Crash Locations from the menu. Answers will appear as before.

    Additionally, you may select multiple points simultaneously, create multiple points within the new theme and select all of them, or use other existing coverages (such as signalized intersection locations) for your selection set.

Select Your Own

    Using the tools described in this section, perform your own queries. Please share your spatial query uses with us so that we can add them to the available repertoire.

Mapping

Mapping of Selected Characteristics

Engineering Task - pin maps of animal-related crashes

    To begin, first proceed through the process to identify your region of interest. That is, begin by selecting ALAS File from the menubar, then select View Map from this menu. Proceed through the questions, selecting the region type (County), the region desired (Story), the timeframe of interest (1993-1997), and whether you want to use actual crash locations or nodes for your selection (choose actual crash locations). Once this has been completed, you should have a map showing Story County roads, rails, rivers, and 1993-1997 crashes, shown in Figure 1.

    Once the Story County map is visible, you can proceed in three ways: querying for animal-related crashes (either by using AV-ALAS functionality or ArcView functionality), querying for animal-related crashes and viewing only those crashes, or creating a thematic map.

    To query for animal-related crashes countywide using AV-ALAS functionality, once the county is open, select Search from the menubar, then select Refine Search. A dialog box, as shown in Figure 17, should appear.

      Figure 17. Refine Search Dialog Box

    From this dialog box select Crash Information and click OK. Another dialog box, as shown in Figure 18, should appear.

      Figure 18. Crash Information Dialog Box

    From this dialog box, select Type of Crash. Another dialog box, as shown in Figure 19, should appear.

      Figure 19. Type of Crash (Non-Collision Crashes) Dialog Box

    From this dialog box, select Cancel as you want collision crashes involving animals. A dialog box, shown in Figure 20, asking if you'd like to Cancel All, Cancel Type of Crash: Non-Collision, or Don't Cancel appears.

      Figure 20. Cancel Dialog Box

    Select Yes from the choices as you only want to cancel the Non-Collision selections. A new dialog box, shown in Figure 21, appears.

      Figure 21. Type of Crash (Collision Crashes) Dialog Box

    Select Animal from the list, then click OK. The code will run for a bit, searching for all crashes for the years selected within Story County involving animals, specifically crashes involving collisions with animals. A dialog box, shown in Figure 22, will display the answer.

      Figure 22. Crashes Involving Collisions With Animals

    Click OK. The final map should look like that shown in Figure 23.

      Figure 23. Story County Collision With Animal Crashes Map

    If you watched the map redraw, you may have seen that some of the selected crashes (i.e., the animal related crashes) were covered by non-selected crashes. This makes the map less useful. To alleviate this problem and get a map of just those crashes that were selected, you would want to first use the city/county/region search capability in AV-ALAS. To do this, choose Request from the menubar, then choose City/County/Region Location from the menu. A dialog box appears, as shown in Figure 24.

      Figure 24. City/County/Region Location Dialog Box

    From this dialog box, you could pick either county or region for our purposes. Choosing county would result in another dialog box appearing. This dialog box would list all counties available in the current view, in this case Story County. From this list, you could pick the county or counties you were interested in. However, choosing region would simply select all crashes in all the counties currently open in the view. To proceed with this example, choose Region. A dialog box, as shown in Figure 25, appears, providing the total number of crashes for the years available for the region.

      Figure 25. Regionwide Crash Totals

    Click OK. The view, as shown in Figure 26, shows all crashes in the county as being selected (i.e., they are all red). Proceeding through the above collision with animal crash procedure will now result in the map shown in Figure 26.

      Figure 26. Story County Collision with Animal Crashes Only Map

    Finally, the third option, thematic mapping, is covered in the next section.

Thematic Mapping

Engineering

weather conditions

    To begin, first proceed through the process to identify your region of interest. That is, begin by selecting ALAS File from the menubar, then select View Map from this menu. Proceed through the questions, selecting the region type (County), the region desired (Story), the timeframe of interest (1993-1997), and whether you want to use actual crash locations or nodes for your selection (choose actual crash locations). Once this has been completed, you should have a map showing Story County roads, rails, rivers, and 1993-1997 crashes, shown in Figure 1.

    To begin, move the mouse pointer to the left of the view where the themes are listed, as shown in Figure 27.

      Figure 27. Themes List Portion of View

    Move the mouse pointer over one of the A Record themes, as shown in Figure 28.

      Figure 28. A Record Portion of Themes List

    Double click the mouse. A dialog box, as shown in Figure 29, titled "Legend Editor" will appear.

      Figure 29. Legend Editor Dialog Box

    From this dialog, locate the "Legend Type:" selection area. Choose Unique Value from the list. Then locate the "Classification Field:" selection area. Choose Weather_co from the list. The dialog should now look similar to that shown in Figure 30.

      Figure 30. Legend Editor Unique Value Weather Conditions

    For weather conditions, the codes within the columns are as follows:

      1 - Clear
      2 - Cloudy
      3 - Fog
      4 - Mist
      5 - Rain
      6 - Sleet/Hail
      7 - Snow
      8 - Strong Wind
      9 - Other
      0 - Unknown

    Up to two values may entered for each crash, therefore most crashes have two values (i.e., 27 = Cloudy and Snow). Of these, Snow has the highest precedence, followed by Sleet/Hail, Rain, Mist, Fog, Strong Wind, Cloudy, Clear, Other, and, finally, Unknown. Knowing this, we can assign symbols, colors, and labels to the values. To do this, first locate any value in the list which contains a 7 (i.e., Snow). Now set each of the symbols for these values to a large, blue snowflake. To do this, double click on the colored dot to the left of the value under the Symbol heading. Another dialog box, as shown in Figure 31, will appear.

      Figure 31. Symbol Palette

    Then, with the marker button () depressed (), search for and select the snowflake from the marker symbol list, as shown in Figure 32.

      Figure 32. Marker Palette Snowflake Symbol Selection

    Now, set the size to 12, as shown in Figure 33.

      Figure 33. Marker Palette Snowflake Symbol Sizing

    Then, with the color button () depressed (), search for and select a medium blue () by double-clicking on the blue, as shown in Figure 34.

      Figure 34. Color Palette Snowflake Symbol Coloring

    Then, on the "Legend Editor" window, click on Apply. The View should change accordingly.

    Remember to repeat this process for all those values that contain a 7 (i.e., Snow). Next, do the same for all values containing a 6 (i.e., Sleet/Hail) but not a 7. However, instead, use a different symbol, size, and/or color (e.g., make the symbol smaller but leave the symbol and color the same). Use a size of 8 for this exercise, but leave the symbol and color the same as for Snow. Repeat this through the hierarchy of weather conditions. You must do this for each year. Additionally, it is useful to select all values that will have the same symbol by holding down the CTRL key on the keyboard and clicking on each one of these values. This saves time by allowing you to change the symbols of all these values simultaneously. Some suggested symbols follow:

      7 - Snow:
      6 - Sleet/Hail:
      5 - Rain:
      4 - Mist:
      3 - Fog:
      8 - Strong Wind:
      2 - Cloudy:
      1 - Clear:
      9 - Other: left colorless
      0 - Unknown: left colorless

    Finally, you might want to label each of these values. To do this, click under the label heading and insert a new value. Some labels that have been entered are shown in Figure 35.

      Figure 35. Legend Editor Labels

    You can label any way you choose. The convention used for labelling here was first value name/second value name (i.e., 27 = "Cloudy/Snow" while 72 = "Snow/Cloudy").

    The final view should look like that shown in Figure 36.

      Figure 36. Weather Conditions Map

access management scenarios (e.g., broadside/left turn)

    To begin, first proceed through the process to identify your region of interest. That is, begin by selecting ALAS File from the menubar, then select View Map from this menu. Proceed through the questions, selecting the region type (County), the region desired (Story), the timeframe of interest (1993-1997), and whether you want to use actual crash locations or nodes for your selection (choose actual crash locations). Once this has been completed, you should have a map showing Story County roads, rails, rivers, and 1993-1997 crashes, shown in Figure 1.

    To begin, move the mouse pointer to the left of the view where the themes are listed, as shown in Figure 27. Move the mouse pointer over one of the A Record themes, as shown in Figure 28. Double click the mouse. A dialog box, as shown in Figure 29, titled "Legend Editor" will appear. From this dialog, locate the "Legend Type:" selection area. Choose Graduated Color from the list. Then locate the "Classification Field:" selection area. Choose Collision_ from the list. The dialog should now look similar to that shown in Figure 37.

      Figure 37. Legend Editor Graduate Color Collision Type

    For collision types, the codes within the columns are as follows:

      1 - Head-on
      2 - Broadside/Left Turn
      3 - Rear End
      4 - Rear End/Right Turn
      5 - Rear End/Left Turn
      6 - Sideswipe/Opposite Direction
      7 - Sideswipe/Same Direction
      8 - Sideswipe/Right Turn
      9 - Sideswipe/Left Turn
      10 - Sideswipe/Dual Left Turn
      11 - Sideswipe/Dual Right Turn
      12 - Broadside/Right Angle
      13 - Broadside/Right Entering
      14 - Broadside/Left Entering
      15 - Head-on/Left Entering
      16 - Sideswipe/Both Left Turning
      17 - Other
      18 - Single
      19 - Pedestrian
      20 - Bicycle

    Knowing this, we can assign symbols, colors, and labels to the values. To do this, first we will limit the number of classification fields, as we are only interested in Broadside/Left Turn crashes. Click on Classify. A dialog, shown in Figure 38, titled "Classification" appears.

      Figure 38. Classification Dialog Box

    Select "Number of classes:" equal to 3 and click OK. The "Legend Editor" should now look like that shown in Figure 39.

      Figure 39. Legend Editor with 3 Classification Fields

    Now, to show only Broadside/Left Turn Crashes, set the ranges and symbols/colors/sizes to denote those you want to show vs. those you don't (i.e., set the first range as 1, the second as 2, and the third as 3-20) as shown in Figure 40.

      Figure 40. Legend Editor with 3 Rearranged Classification Fields

    Click Apply. The View should now look like that in Figure 41.

      Figure 41. Broadside/Left Turn Map

    Repeat this for the other years.

Select Your Own

    Using the tools described in this section, perform your own queries. Please share your mapping uses with us so that we can add them to the available repertoire.

Data Integrations

integration with road data

Engineering Task - rate based on VMT

    In order to perform the necessary functions to determine a rate based on VMT, you will now need to do some set up on the data files. Currently they are uneditable because they came off a CD or are on a CD. They need to be editable. If they are one a CD, you need to first copy them from the CD to your hard drive. Place them under the _avalas directory under this path "_avalas\_maps\_county\_", where equals the name of the county you are copying (e.g., Boone county data files would be under "_avalas\_maps\_county\_boone"). Start with an underscore ("_"), only use 8 total characters, and place underscores ("_") between words. Once the files are on the hard drive in the proper place, you must set their properties so that they are editable. To do this, begin by opening Windows Explorer by moving the mouse pointer to the lower left of the screen, clicking on Start and then clicking on Windows Explorer, as shown in Figure 42.

      Figure 42. Opening Explorer

    Now, locate the data directory on your computer, perhaps "c:\_avalas\_maps\_county\" or "d:\_avalas\_maps\_county". For this example, "e:\_avalas\_maps\_county\" was used, as shown in Figure 43.

      Figure 43. Explorer AV-ALAS Data Directories

    Then locate the county of interest (if multiple counties, repeat this as needed) and select it. In this case, select Story as shown in Figure 44.

      Figure 44. Explorer AV-ALAS Story County Data Directory

    The files listed in your Explorer window should be similar to those shown here. Now select all the files in the directory by clicking on the first file, holding the shift key down, scrolling to the bottom of the files, and selecting the last one. This is shown in Figure 45.

      Figure 45. Explorer File Selection

    Next, while the mouse pointer is over one of the selected files, click the right mouse button. A screen like that shown in Figure 46 should appear.

      Figure 46. Right Button click Pop-up Window

    Now click on Properties. A dialog box like that shown in Figure 47 will appear.

      Figure 47. Properties Window Initially

    Note that the Read-only and Archive boxes have checkmarks in them. Click on the boxes to remove these checkmarks. The window should now look like that shown in Figure 48.

      Figure 48. Properties Window After

    Now click Apply. The window will now look like Figure 49.

      Figure 49. Properties Window After Apply

    Click OK. Remember to repeat this process for each county of interest.

    Note: You will want to be very CAREFUL about file saving now that you have made these files editable. Remember that you have the data on CD if you happen to save over a file. There is potential for accidentally doing so. You might consider saving these files to another directory after you finish this process and reloading the CD files for future analyses. This would be advisable due to the high risk of biasing future analyses.

    Now that the files are editable, you can proceed.

    To begin, first proceed through the process to identify your region of interest. That is, begin by selecting ALAS File from the menubar, then select View Map from this menu. Proceed through the questions, selecting the region type (County), the region desired (Story), the timeframe of interest (1993-1997), and whether you want to use actual crash locations or nodes for your selection (choose actual crash locations). Once this has been completed, you should have a map showing Story County roads, rails, rivers, and 1993-1997 crashes, shown in Figure 1.

    Next, move the mouse over to the roads theme layer on the left side of the view and click. Then, while holding the shift key down, click on each of the A Record crash themes. The view should look like that in Figure 50.

      Figure 50. Story County View with Roads and A Records Active

    Then select Theme from the menubar and choose Table from the menu. A number of tables should open, one for each active theme (in this case, 6) as shown in Figure 51.

      Figure 51. Open Tables

    A list of the tables appears in the project window, as shown in Figure 52.

      Figure 52. Project Window Table Listing

    You can close the open table windows by clicking on the close window "X" () in the upper right of each table window. Do this. To open each table up again, simply double click on its corresponding listing in the project window. Open the roads table and the 93 A Records table and move them apart so that you can see them both (do this by placing the mouse pointer on the title bar, clicking and holding the left mouse button and moving the mouse to the position desired, then release the mouse button when the window is in position). Resize the table windows if you desire (to do this, place the mouse pointer on an edge of one of the tables, click and hold the left mouse button, move the mouse to the position desired, then release the mouse button when the window is the size desired). You don't have to move them and resize them, but it generally makes things easier to comprehend. Figure 53 shows the windows moved and resized.

      Figure 53. Table Moving and Resizing

    Across the top of each table you see column headings. Both tables have Shape columns, one with PolyLines and one with Points. The rest of the data is specific to each table. Each A Record table will have the same column headings, however.

    To begin the actual formulation of the rate based on VMT, you must first determine which links each link crash is associated with (we limit this example to links as intersections are more complex). To do this we perform a spatial join. That is, we use the spatial nature of our data to associate those roadway links (i.e., each row in the roads table) with those crashes (i.e., each row in the A Records tables) that fall upon them. We do this step so that we can create a unique identifier for each crash that identifies which roadway it is closest to.

    First, though, we must limit our crashes to just link crashes. To do this, click on the title portion of the A Records table. This table is now the active table. Then click on the Query Builder tool button (). A dialog box, shown in Figure 54, titled "Attributes of Co. 85 Yr. 1993 A Rec." will appear.

      Figure 54. Attributes of Co. 85 Yr. 1993 A Rec. Query Window

    Now, find the "[Dir_node]" listing under the "Fields" heading. Double click on this. It will appear in the box below. Now click on the "<>" button () and it will appear as well. Then either type in 999999 or find it and double click on it in the right list under the "Values" heading. The window should look like Figure 55.

      Figure 55. Attributes of Co. 85 Yr. 1993 A Rec. Query Window With Query

    Then click on the "New Set" button (). Close the window by clicking on the "X" () in the upper right of the window. The A Records table should now have roughly half its rows highlighted in red (i.e., all rows with a Dir_node column value not equal to 999999 should be highlighted). This is shown in Figure 56.

      Figure 56. A Records Highlighted

    Now click on the switch selection button () to select all crashes but the link crashes. (Alternatively, you could have simply used the "=" button () in the query statement to select the intersection and node crashes.) Switching the selection causes all the non-link crashes to be selected. You need to do this because now you are going to delete all the selected crashes and, as you are interested in retaining the link crashes, you need to have them unselected. To delete the selected crashes, you first need to make the table editable. To do this, click on Table in the menubar and select Start Editing from the menu. The table will change slightly (i.e., the column headings are now not italicized). Now click on Edit in the menubar and select Delete Records from the menu. The selected records should be removed after a short wait (the wait will depend on the size (number of records) of the table and the number of records selected). Now no records should be selected in the table. To save the edits you just made, select Table from the menubar, then choose Save Edits As... from the menu. A dialog box, as shown in Figure 57, will appear which allows you to name the table.

      Figure 57. Save Edits As... Dialog Box

    You may choose any name and any destination directory you choose, however, it is advisable to name the file meaningfully and place the file somewhere easily remembered. For this example, name it links.dbf and put it under your _avalas\_reports\ directory, as shown in Figure 58.

      Figure 58. Save Edits As... Dialog Box - Save Name and Location

    Now, the original table will have all its records back and not be in edit mode. Additionally, a new table, titled "links.dbf" will have appeared and be in edit mode and be active. This is shown in Figure 59.

      Figure 59. New Table - "links.dbf"

    Now add a field to this table. To do this, select Edit from the menubar and then choose Add Field. A dialog box, shown in Figure 60, will appear.

      Figure 60. New Field Dialog Box

integration with other data

Engineering Task - signalized intersections

    To begin, first proceed through the process to identify your region of interest. That is, begin by selecting ALAS File from the menubar, then select View Map from this menu. Proceed through the questions, selecting the region type (County), the region desired (Story), the timeframe of interest (1993-1997), and whether you want to use actual crash locations or nodes for your selection (choose actual crash locations). Once this has been completed, you should have a map showing Story County roads, rails, rivers, and 1993-1997 crashes, shown in Figure 1.

Share your uses.

last modified on April 20, 1999

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