Logistic Regression: For when your data really do fit in neat little boxes
Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to...
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Transcript of Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to...
![Page 1: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/1.jpg)
Data tables and
Graphs
Nature of Science
![Page 2: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/2.jpg)
Data Tables
Organize data. Neat rows and columns. A place to record data. Communicate to others.
Show relationships. Each data item represents the
relationship between the row value and column value.
![Page 3: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/3.jpg)
The Population
Data TablesFor Example:
Population of the United States
Year Population(in millions)
1900 76
1910 92
1920 105.7
1930 122.8
1940 131.7
1950 151.3
1960 179.2
1970 203.2
1980 226.5
1990 251.4
Each data item is connected to a row label and a column label.
Here the number 92 shows
in 1910
![Page 4: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/4.jpg)
Graphs
We will use three types of graphs Circle Graphs (Pie Charts)
Bar Graphs
Line Graphs
![Page 5: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/5.jpg)
Use a circle graph whenever the data is in percent. The entire circle represents
100%.
Each section should be labeled: Name Number
A circle graph should also have a title.
Circle (Pie Chart) Graphs
Each section is sized according to the size of its data.
You may also use letters or colors that refer to names in a key.
![Page 6: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/6.jpg)
We use a Bar graph whenever the data represents separate categories of data. The categories are listed along
the horizontal axis.
A measurement scale is constructed along the vertical axis.
Bar Graphs
A bar graph should have: a title a label for each axis a key if multiple sets of data are displayed.
# o
f Stu
dents
![Page 7: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/7.jpg)
When you have one category of data that is changing. A measurement scale is
constructed along the vertical axis and horizontal axis.
Each scale should have equal spacing. (But NOT necessarily the same.)
Line Graphs
The graph should have: A title Labels on each axis A key if multiple sets of data are graphed.
![Page 8: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/8.jpg)
Important! The data values NEVER go on the horizontal or vertical axis.
The smallest value on the axis should be a little less than, or equal to, the smallest data value.
Line Graphs
Create equal increments to mark the axis.
The largest value should be greater than, or equal to, the largest data value.
![Page 9: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/9.jpg)
Independent and Dependent variables.
When plotting data, The independent variable
is measured along the horizontal axis.
The dependent variable is measured along the vertical axis.
Line Graphs
![Page 10: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/10.jpg)
Data points represent the intersection of a horizontal value and a vertical value.
Line Graphs
Do NOT connect the dots!
![Page 11: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/11.jpg)
Best Fit lines represent the general trend of the data.
Use a ruler.
Line Graphs
Not from the smallest data point to the largest data point.
Try to draw a line that keeps all of the points as close to the line as possible.
Mark the trend of the data.
![Page 12: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/12.jpg)
Interpolation and Extrapolation
Use the “best fit line” to make inferences about data points not measured.
Line Graphs
Interpolation: Making inferences about data values between the data points.
We could interpolate that in the third year, the growth would be about 7m.
![Page 13: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/13.jpg)
Interpolation and Extrapolation
Line Graphs
Extrapolation: Making inferences about data values outside the range of the measured data.
12
30
25
Use the “best fit line” to make inferences about data points not measured.
We could extrapolate that in the 12th year, the growth would be about 28m.
![Page 14: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/14.jpg)
Slope has meaning!
How do you calculate slope?
Line Graphs
∆Y/∆X Remember: ∆ means (final – Initial)
On some graphs it is meaningless. But we must always check.
![Page 15: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/15.jpg)
Slope has meaning!
How do you calculate slope?
Line Graphs
∆Y/∆X Remember: ∆ means (final – Initial)
Mass (g)
Volume (mL)
On some graphs it is meaningless. But we must always check.
![Page 16: Data TablesData Tables Organize data. Neat rows and columns. A place to record data. Communicate to others. Show relationships. Each data item represents.](https://reader035.fdocuments.net/reader035/viewer/2022062619/5519b4695503465b578b4724/html5/thumbnails/16.jpg)
It is always important to use data tables and graphs to organize
your data; so that you, and others, may make accurate and
useful inferences from your data.
Nature of Science