<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE document PUBLIC "-//CNX//DTD CNXML 0.5 plus MathML//EN" "http://cnx.rice.edu/cnxml/0.5/DTD/cnxml_mathml.dtd">
<document xmlns="http://cnx.rice.edu/cnxml" xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="id8034770">
  <name>Discrete Random Variables: Lab II</name>
  <metadata>
  <md:version>1.7</md:version>
  <md:created>2008/06/18 13:33:06 GMT-5</md:created>
  <md:revised>2008/08/15 11:16:49.801 GMT-5</md:revised>
  <md:authorlist>
      <md:author id="billowsky">
      <md:firstname>Barbara</md:firstname>
      
      <md:surname>Illowsky</md:surname>
      <md:email>illowskybarbara@deanza.edu</md:email>
    </md:author>
      <md:author id="sdean">
      <md:firstname>Susan</md:firstname>
      
      <md:surname>Dean</md:surname>
      <md:email>deansusan@deanza.edu</md:email>
    </md:author>
  </md:authorlist>

  <md:maintainerlist>
    <md:maintainer id="cnxorg">
      <md:firstname/>
      
      <md:surname>Connexions</md:surname>
      <md:email>cnx@cnx.org</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  <md:keywordlist>
    <md:keyword>dice</md:keyword>
    <md:keyword>discrete</md:keyword>
    <md:keyword>distribution</md:keyword>
    <md:keyword>elementary</md:keyword>
    <md:keyword>exercise</md:keyword>
    <md:keyword>experiment</md:keyword>
    <md:keyword>homework</md:keyword>
    <md:keyword>lab</md:keyword>
    <md:keyword>probability</md:keyword>
    <md:keyword>random</md:keyword>
    <md:keyword>statistics</md:keyword>
    <md:keyword>variable</md:keyword>
  </md:keywordlist>

  <md:abstract>This module allows students to apply concepts related to discrete distributions to a simple dice experiment.  Students will compare empirical data and a theoretical distribution to determine if the game fits a discrete distribution.  This experiment involves the concept of long-term probabilities.</md:abstract>
</metadata>
  <content>
    <para id="id8143321">Class Time: </para>
    
    <para id="id8332839">Names:</para>
    <section id="id-687089797809">
      <name>Student Learning Outcomes:</name>
      <list type="bulleted" id="id8107935">
        <item>The student will compare empirical data and a theoretical distribution to determine if a Tet gambling game fits a discrete distribution. </item>
        <item>The student will demonstrate an understanding of long-term probabilities.</item>
      </list></section>
      <section id="element-7"><name>Supplies: </name>
<list id="element-254" type="bulleted"><item>1 game “Lucky Dice” or 3 regular dice
</item>
</list>
      
      <note>For a detailed game description, refer <cnxn document="m16823" target="#element-650">here</cnxn>.</note><note>Round relative frequencies and probabilities to four decimal places.</note></section>
      
<section id="id-9638572585"><name>The Procedure</name><list id="list-2397564" type="enumerated"><item>The experiment procedure is to bet on one object. Then, roll 3 Lucky Dice and count the number of matches. The number of matches will decide your profit.</item>
	<item>What is the theoretical probability of 1 die matching the object?</item>
	<item>Choose one object to place a bet on. Roll the 3 Lucky Dice. Count the number of matches. </item>
	<item>Let 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>X</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{X} {}</m:annotation></m:semantics></m:math> = number of matches. Theoretically, 
<m:math><m:mi>X</m:mi></m:math> ~ ­­</item>
	<item>Let 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>Y</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{Y} {}</m:annotation></m:semantics></m:math> = profit per game. </item>
</list></section>

<section id="id-9687585">
<name>Organize the Data</name>
<para id="element-234597">
In the chart below, fill in the <m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>Y</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{Y} {}</m:annotation></m:semantics></m:math> value that corresponds to each <m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>X</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{X} {}</m:annotation></m:semantics></m:math> value. Next, record the number of matches picked for your class. Then, calculate the relative frequency.</para>
<list id="list-23985798265" type="enumerated"><item>Complete the table.
		<table id="id8096op536">
<?table-summary This table is set up to place results of matches obtained with the Lucky 3 dice. The first column is X with values 0-3, the second column is Y which is blank for data entry, the third column is frequency which is blank for data entry, and the fourth column is relative frequency which is blank for data entry.?>
<tgroup cols="4"><colspec colnum="1" colname="c1"/>
				<colspec colnum="2" colname="c2"/>
				<colspec colnum="3" colname="c3"/>
				<colspec colnum="4" colname="c4"/>
				<colspec colnum="5" colname="c5"/>
				<colspec colnum="6" colname="c6"/>
				<thead>
					<row>
						<entry>X</entry>
						<entry>Y</entry>
						<entry>Frequency</entry>
						<entry>Relative Frequency</entry>
					</row>
				</thead>
				<tbody>
					<row>
						<entry>0</entry>
						<entry/>
						<entry/>
						<entry/>
					</row>
					<row>
						<entry>1</entry>
						<entry/>
						<entry/>
						<entry/>
					</row>
					<row>
						<entry>2</entry>
						<entry/>
						<entry/>
						<entry/>
					</row>
					<row>
						<entry>3</entry>
						<entry/>
						<entry/>
						<entry/>
					</row>
				</tbody>
			
</tgroup>
</table>
	</item>
	<item> Calculate the Following: 
<list id="element-640" type="named-item"><?mark .?>
	<item><name>a</name>
		<m:math>
			<m:semantics>
				<m:mrow>
					<m:mstyle fontsize="12pt">
						<m:mrow>
							<m:mrow>
								<m:mover accent="true">
									<m:mi>x</m:mi>
									<m:mo>¯</m:mo>
								</m:mover>
								<m:mo stretchy="false">=</m:mo>
								<m:mrow/>
							</m:mrow>
						</m:mrow>
					</m:mstyle>
					<m:mrow/>
				</m:mrow>
				<m:annotation encoding="StarMath 5.0"> size 12{ {overline  {x}} ={}} {}</m:annotation>
			</m:semantics>
		</m:math>
	</item>
	<item><name>b</name>
		<m:math>
			<m:semantics>
				<m:mrow>
					<m:mstyle fontsize="12pt">
						<m:mrow>
							<m:mrow>
								<m:msub>
									<m:mi>s</m:mi>
									<m:mstyle fontsize="8pt">
										<m:mrow>
											<m:mi>x</m:mi>
										</m:mrow>
									</m:mstyle>
								</m:msub>
								<m:mo stretchy="false">=</m:mo>
								<m:mrow/>
							</m:mrow>
						</m:mrow>
					</m:mstyle>
					<m:mrow/>
				</m:mrow>
				<m:annotation encoding="StarMath 5.0"> size 12{s rSub { size 8{x} } ={}} {}</m:annotation>
			</m:semantics>
		</m:math>
	</item>
	<item><name>c</name>
		<m:math>
			<m:semantics>
				<m:mrow>
					<m:mstyle fontsize="12pt">
						<m:mrow>
							<m:mrow>
								<m:mover accent="true">
									<m:mi>y</m:mi>
									<m:mo>¯</m:mo>
								</m:mover>
								<m:mo stretchy="false">=</m:mo>
								<m:mrow/>
							</m:mrow>
						</m:mrow>
					</m:mstyle>
					<m:mrow/>
				</m:mrow>
				<m:annotation encoding="StarMath 5.0"> size 12{ {overline  {y}} ={}} {}</m:annotation>
			</m:semantics>
		</m:math>

	</item>
	<item><name>d</name>
		<m:math>
			<m:semantics>
				<m:mrow>
					<m:mstyle fontsize="12pt">
						<m:mrow>
							<m:mrow>
								<m:msub>
									<m:mi>s</m:mi>
									<m:mstyle fontsize="8pt">
										<m:mrow>
											<m:mi>y</m:mi>
										</m:mrow>
									</m:mstyle>
								</m:msub>
								<m:mo stretchy="false">=</m:mo>
								<m:mrow/>
							</m:mrow>
						</m:mrow>
					</m:mstyle>
					<m:mrow/>
				</m:mrow>
				<m:annotation encoding="StarMath 5.0"> size 12{s rSub { size 8{y} } ={}} {}</m:annotation>
			</m:semantics>
		</m:math>
		
	</item></list></item>
	<item>Explain what 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mover accent="true"><m:mi>x</m:mi><m:mo>¯</m:mo></m:mover></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {overline  {x}} } {}</m:annotation></m:semantics></m:math> represents.</item>
	<item>Explain what 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mover accent="true"><m:mi>y</m:mi><m:mo>¯</m:mo></m:mover></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {overline  {y}} } {}</m:annotation></m:semantics></m:math> represents.</item>
	<item>Based upon the experiment: 
<list id="list-9876876586" type="named-item">
			<?mark .?>
			<item><name>a</name>What was the average profit per game? </item>
			<item><name>b</name>Did this represent an average win or loss per game? </item>
			<item><name>c</name>How do you know? Answer in complete sentences.</item>
		</list></item>
	<item>Construct a histogram of the empirical data
<figure><media type="image/png" src="graph4.PNG">
				<param name="alt" value="Blank graph with relative frequency on the vertical axis and number of matches on the horizontal axis."/>
				<param name="width" value="400"/>
				<param name="print-width" value="4in"/>
			</media></figure></item></list>
</section>


<section id="id-92736548755">
<name>Theoretical Distribution</name>
<para id="element-89757864587624">Build the theoretical PDF chart for 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>X</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{X} {}</m:annotation></m:semantics></m:math> and 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>Y</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{Y} {}</m:annotation></m:semantics></m:math> based on the distribution from the section titled "The Procedure".</para>

<list id="list-529786925" type="enumerated">
<item>
<table id="id8012631">
<?table-summary This table is similar to the previous table except it only has three columns. The first column has the values of X, 0-3, the blank second column is for values of Y to be entered, and the blank third column is for values of P(X=x)=P(Y=y).?>
<tgroup cols="4"><colspec colnum="1" colname="c1"/>
          <colspec colnum="2" colname="c2"/>
          <colspec colnum="3" colname="c3"/>
          <colspec colnum="4" colname="c4"/>
<thead>
            <row>
              <entry>
                <m:math>
                  <m:semantics>
                    <m:mrow>
                      <m:mstyle fontsize="12pt">
                        <m:mrow>
                          <m:mi>X</m:mi>
                        </m:mrow>
                      </m:mstyle>
                      <m:mrow/>
                    </m:mrow>
                    <m:annotation encoding="StarMath 5.0"> size 12{X} {}</m:annotation>
                  </m:semantics>
                </m:math>
              </entry>
              <entry>
                <m:math>
                  <m:semantics>
                    <m:mrow>
                      <m:mstyle fontsize="12pt">
                        <m:mrow>
                          <m:mi>Y</m:mi>
                        </m:mrow>
                      </m:mstyle>
                      <m:mrow/>
                    </m:mrow>
                    <m:annotation encoding="StarMath 5.0"> size 12{Y} {}</m:annotation>
                  </m:semantics>
                </m:math>
              </entry>
          
              <entry>
                <m:math>
                  <m:semantics>
                    <m:mrow>
                      <m:mstyle fontsize="12pt">
                        <m:mrow>
                          <m:mrow>
                            <m:mi>P</m:mi>
                            <m:mrow>
                              <m:mfenced open="(" close=")">
                                <m:mrow>
                                  <m:mi>X</m:mi>
                                  <m:mo stretchy="false">=</m:mo>
                                  <m:mi>x</m:mi>
                                </m:mrow>
                              </m:mfenced>
                              <m:mo stretchy="false">=</m:mo>
                              <m:mi>P</m:mi>
                            </m:mrow>
                            <m:mfenced open="(" close=")">
                              <m:mrow>
                                <m:mi>Y</m:mi>
                                <m:mo stretchy="false">=</m:mo>
                                <m:mi>y</m:mi>
                              </m:mrow>
                            </m:mfenced>
                          </m:mrow>
                        </m:mrow>
                      </m:mstyle>
                      <m:mrow/>
                    </m:mrow>
                    <m:annotation encoding="StarMath 5.0"> size 12{P left (X=x right )=P left (Y=y right )} {}</m:annotation>
                  </m:semantics>
                </m:math>
              </entry>
            </row>
</thead>        

  <tbody>

            <row>
              <entry>0</entry>
              <entry/>
         
              <entry/>
            </row>

            <row>
              <entry>1</entry>
              <entry/>
      
              <entry/>
            </row>

            <row>
              <entry>2</entry>
              <entry/>
              <entry/>
            
            </row>

            <row>
              <entry>3</entry>
              <entry/>   <entry/>
            </row>

          </tbody>
        

</tgroup>
</table>
</item>

<item>Calculate the following
<list id="list-82735687268357" type="named-item"><?mark .?>
<item><name>a</name>
          <m:math>
            <m:semantics>
              <m:mrow>
                <m:mstyle fontsize="12pt">
                  <m:mrow>
                    <m:mrow>
                      <m:msub>
                        <m:mi>μ</m:mi>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mi>x</m:mi>
                          </m:mrow>
                        </m:mstyle>
                      </m:msub>
                      <m:mo stretchy="false">=</m:mo>
                      <m:mrow/>
                    </m:mrow>
                  </m:mrow>
                </m:mstyle>
                <m:mrow/>
              </m:mrow>
              <m:annotation encoding="StarMath 5.0"> size 12{μ rSub { size 8{x} } ={}} {}</m:annotation>
            </m:semantics>
          </m:math>
        </item>
        <item><name>b</name>
          <m:math>
            <m:semantics>
              <m:mrow>
                <m:mstyle fontsize="12pt">
                  <m:mrow>
                    <m:mrow>
                      <m:msub>
                        <m:mi>σ</m:mi>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mi>x</m:mi>
                          </m:mrow>
                        </m:mstyle>
                      </m:msub>
                      <m:mo stretchy="false">=</m:mo>
                      <m:mrow/>
                    </m:mrow>
                  </m:mrow>
                </m:mstyle>
                <m:mrow/>
              </m:mrow>
              <m:annotation encoding="StarMath 5.0"> size 12{σ rSub { size 8{x} } ={}} {}</m:annotation>
            </m:semantics>
          </m:math>
        </item>
        <item><name>c</name>
          <m:math>
            <m:semantics>
              <m:mrow>
                <m:mstyle fontsize="12pt">
                  <m:mrow>
                    <m:mrow>
                      <m:msub>
                        <m:mi>μ</m:mi>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mi>y</m:mi>
                          </m:mrow>
                        </m:mstyle>
                      </m:msub>
                      <m:mo stretchy="false">=</m:mo>
                      <m:mrow/>
                    </m:mrow>
                  </m:mrow>
                </m:mstyle>
                <m:mrow/>
              </m:mrow>
              <m:annotation encoding="StarMath 5.0"> size 12{μ rSub { size 8{y} } ={}} {}</m:annotation>
            </m:semantics>
          </m:math>
        </item>
      
</list>
</item>

<item>Explain what 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:msub><m:mi>μ</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>x</m:mi></m:mrow></m:mstyle></m:msub></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{μ rSub { size 8{x} } } {}</m:annotation></m:semantics></m:math> represents.</item>

<item>Explain what 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:msub><m:mi>μ</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>y</m:mi></m:mrow></m:mstyle></m:msub></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{μ rSub { size 8{y} } } {}</m:annotation></m:semantics></m:math> represents.</item>

<item> Based upon theory:<list id="element-35" type="named-item"><?mark .?> <item><name>a</name>What was the expected profit per game? </item>
     
<item><name>b</name>Did the expected profit represent an average win or loss per game? </item>
      
<item><name>c</name>How do you know? Answer in complete sentences.</item>
      </list></item>

<item>Construct a histogram of the theoretical distribution. <figure><media type="image/png" src="graph3.PNG">
   <param name="alt" value="Blank graph with relative frequency on the vertical axis and number of matches on the horizontal axis."/>
   <param name="width" value="400"/>
   <param name="print-width" value="4in"/>
</media></figure> </item></list>

</section>



<section id="id-2394576875625">
<name>Use the Data</name>
<para id="element-23956825">
Calculate the following (rounded to 4 decimal places):
</para>
<note><m:math><m:mtext>RF</m:mtext></m:math> = relative frequency</note>
<para id="element-23525">Use the data from the section titled "Theoretical Distribution" here:
<list id="listular" type="enumerated">
		<item>
			<m:math>
				<m:semantics>
					<m:mrow>
						<m:mstyle fontsize="12pt">
							<m:mrow>
								<m:mrow>
									<m:mi>P</m:mi>
									<m:mrow>
										<m:mfenced open="(" close=")">
											<m:mrow>
												<m:mi>X</m:mi>
												<m:mo stretchy="false">=</m:mo>
												<m:mn>3</m:mn>
											</m:mrow>
										</m:mfenced>
										<m:mo stretchy="false">=</m:mo>
										<m:mrow/>
									</m:mrow>
								</m:mrow>
							</m:mrow>
						</m:mstyle>
						<m:mrow/>
					</m:mrow>
					<m:annotation encoding="StarMath 5.0"> size 12{P left (X=3 right )={}} {}</m:annotation>
				</m:semantics>
			</m:math><m:math><m:mtext>____________</m:mtext></m:math>
		</item>
		<item>
			<m:math>
				<m:semantics>
					<m:mrow>
						<m:mstyle fontsize="12pt">
							<m:mrow>
								<m:mrow>
									<m:mi>P</m:mi>
									<m:mrow>
										<m:mfenced open="(" close=")">
											<m:mrow>
												<m:mrow>
													<m:mn>0</m:mn>
													<m:mo stretchy="false">&lt;</m:mo>
													<m:mi>X</m:mi>
												</m:mrow>
												<m:mo stretchy="false">&lt;</m:mo>
												<m:mn>3</m:mn>
											</m:mrow>
										</m:mfenced>
										<m:mo stretchy="false">=</m:mo>
										<m:mrow/>
									</m:mrow>
								</m:mrow>
							</m:mrow>
						</m:mstyle>
						<m:mrow/>
					</m:mrow>
					<m:annotation encoding="StarMath 5.0"> size 12{P left (0&lt;X&lt;3 right )={}} {}</m:annotation>
				</m:semantics>
			</m:math><m:math><m:mtext>____________</m:mtext></m:math>
		</item>
		<item>
			<m:math>
				<m:semantics>
					<m:mrow>
						<m:mstyle fontsize="12pt">
							<m:mrow>
								<m:mrow>
									<m:mi>P</m:mi>
									<m:mrow>
										<m:mfenced open="(" close=")">
											<m:mrow>
												<m:mi>X</m:mi>
												<m:mo stretchy="false">≥</m:mo>
												<m:mn>2</m:mn>
											</m:mrow>
										</m:mfenced>
										<m:mo stretchy="false">=</m:mo>
										<m:mrow/>
									</m:mrow>
								</m:mrow>
							</m:mrow>
						</m:mstyle>
						<m:mrow/>
					</m:mrow>
					<m:annotation encoding="StarMath 5.0"> size 12{P left (X &gt;= 2 right )={}} {}</m:annotation>
				</m:semantics>
			</m:math><m:math><m:mtext>____________</m:mtext></m:math>
		</item>
	</list>
</para>
<para id="element-872568354">Use the data from the section titled "Organize the Data" here:
<list id="element-997" type="enumerated">
		<item>
			<m:math>
				<m:semantics>
					<m:mrow>
						<m:mstyle fontsize="12pt">
							<m:mrow>
								<m:mrow>
									<m:mstyle fontstyle="italic">
										<m:mrow>
											<m:mtext>RF</m:mtext>
										</m:mrow>
									</m:mstyle>
									<m:mrow>
										<m:mfenced open="(" close=")">
											<m:mrow>
												<m:mi>X</m:mi>
												<m:mo stretchy="false">=</m:mo>
												<m:mn>3</m:mn>
											</m:mrow>
										</m:mfenced>
										<m:mo stretchy="false">=</m:mo>
										<m:mrow/>
									</m:mrow>
								</m:mrow>
							</m:mrow>
						</m:mstyle>
						<m:mrow/>
					</m:mrow>
					<m:annotation encoding="StarMath 5.0"> size 12{ ital "RF" left (X=3 right )={}} {}</m:annotation>
				</m:semantics>
			</m:math><m:math><m:mtext>____________</m:mtext></m:math>
		</item>
		<item>
			<m:math>
				<m:semantics>
					<m:mrow>
						<m:mstyle fontsize="12pt">
							<m:mrow>
								<m:mrow>
									<m:mstyle fontstyle="italic">
										<m:mrow>
											<m:mtext>RF</m:mtext>
										</m:mrow>
									</m:mstyle>
									<m:mrow>
										<m:mfenced open="(" close=")">
											<m:mrow>
												<m:mrow>
													<m:mn>0</m:mn>
													<m:mo stretchy="false">&lt;</m:mo>
													<m:mi>X</m:mi>
												</m:mrow>
												<m:mo stretchy="false">&lt;</m:mo>
												<m:mn>3</m:mn>
											</m:mrow>
										</m:mfenced>
										<m:mo stretchy="false">=</m:mo>
										<m:mrow/>
									</m:mrow>
								</m:mrow>
							</m:mrow>
						</m:mstyle>
						<m:mrow/>
					</m:mrow>
					<m:annotation encoding="StarMath 5.0"> size 12{ ital "RF" left (0&lt;X&lt;3 right )={}} {}</m:annotation>
				</m:semantics>
			</m:math><m:math><m:mtext>____________</m:mtext></m:math>
		</item>
		<item>
			<m:math>
				<m:semantics>
					<m:mrow>
						<m:mstyle fontsize="12pt">
							<m:mrow>
								<m:mrow>
									<m:mstyle fontstyle="italic">
										<m:mrow>
											<m:mtext>RF</m:mtext>
										</m:mrow>
									</m:mstyle>
									<m:mrow>
										<m:mfenced open="(" close=")">
											<m:mrow>
												<m:mi>X</m:mi>
												<m:mo stretchy="false">≥</m:mo>
												<m:mn>2</m:mn>
											</m:mrow>
										</m:mfenced>
										<m:mo stretchy="false">=</m:mo>
										<m:mrow/>
									</m:mrow>
								</m:mrow>
							</m:mrow>
						</m:mstyle>
						<m:mrow/>
					</m:mrow>
					<m:annotation encoding="StarMath 5.0"> size 12{ ital "RF" left (X &gt;= 2 right )={}} {}</m:annotation>
				</m:semantics>
			</m:math>
			<m:math><m:mtext>____________</m:mtext></m:math>
		</item>
	</list>
</para>
</section>



<section id="id-927875827654">
<name> Discussion Question</name>
<list id="list-2359768725" type="enumerated">
<item>Knowing that data vary, describe three similarities between the graphs and distributions of the theoretical and empirical distributions. Use complete sentences. (Note: these answers may vary and still be correct.)</item>

<item>Describe the three most significant differences between the graphs or distributions of the theoretical and empirical distributions. (Note: these answers may vary and still be correct.)</item>

<item>Does it appear that the data fit the distribution in (1)? In 1 - 3 complete sentences, explain why or why not.</item>

<item>Suppose that the experiment had been repeated 500 times. Which chart (from (2) or (4)) would you expect to change? Why? How might the chart change?</item></list>
</section>
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      

    
  </content>
</document>
