6.ConclusionThere are many variations on the Box Plot like Vase Plot, Bean Plot, Bee Swarm Box Plot et cetera, which is not covered in this article. Data Points (SepalLengthCm)are shown in the given figure. It also represents the length of the box. Summarizing large amounts of data is easy with boxplot labels. Reprints Steps to be followed to read any Box Plot-. Box Plot (also called as Box and Whiskers Plot) is a very popular and widely used plot for visualizing data in the field of Statistics and Data Analysis. Box plots show outliers. Box plots are powerful visualizations in their own right, but simply knowing the median and Q1/Q3 values leaves a lot unsaid. The whiskers show the … 3. Box Plot displays the distribution of data based on a five-number summary -Minimum Value, Lower Quartile, Median, Upper Quartile, Maximum Value. Disadvantages of Stem and Leaf Plots A stem and leaf plot is not very informative for a small set of data. Home It is the line joining Q1 and minimum value on the left of the box (lower whisker) and joining Q3 and maximum on the right of the box(upper whisker). Now, let us understand how it is plotted with example. Box Plot is also very useful in detecting outliers as we know An outlier are the data points that is numerically distant from the rest of the data. Hint: Box plots and histograms are very similar, therefore, will the advantages and disadvantages of a box plot be similar to those of the histogram in problem 8-67? In that way much confusing detail is removed. The ends of the vertical lines or "whiskers" indicate the minimum and maximum data values, unless outliers are present in which case the whiskers extend to a maximum of 1.5 times the inter-quartile range. jamini proposal by combining the advantages of box plots with density traces. •Shows outliers. Box Plot is plotted for the ‘SepalLengthCm’column data. I am simply plotting different box plots for Iris- Setosa, Iris-Versicolor and Iris- Virginica by using sepal length data and interpreting these boxplots. Disadvantages. This is problematic, as many different data distributions can lead to the same bar or line graph. One drawback of boxplots is that they tend to emphasize the tails of a distribution, which are the least certain points in the data set. Copyright © 2002-2010 NetMBA.com. Advantages and Disadvantages. Displays range and data distribution on the axis. Each number on the leaf side of the plot represents one single data point from the number set. Papers rarely included scatterplots, box plots, and histograms that allow readers to critically evaluate continuous data. Creating a box plot. (At least three levels are needed for the following goal.) Types of correlation in a scatter plot. Letter-Value Box Plot. what are the advantages and disadvantages of a telephone box What are the advantages of box and whisker plots? One drawback of boxplots is that they tend to emphasize the tails of a distribution, which are the least certain points in the data set. Vocabulary histogram dot plot box plot bar graph symmetric skewed mound shaped bimodal displays a distribution and range of a set of numeric values plotted against a dimension It is a good way to summarize large amounts of data. The boxplot on the top originated as the Range Bar, published by Mary Spear in the 1950’s. Exact Values Not Retained. Review data representations that use the number line and outlines the data types that work best with each of the representations. Each factor, or independent variable, is placed at one of three equally spaced values, usually coded as −1, 0, +1. This Advantages and Disadvantages of Dot Plots, Histograms, and Box Plots Lesson Plan is suitable for 9th - 12th Grade. •Original data not clearly shown. The relative slopes from point to point will indicate greater or lesser increases; for example, a steeper slope means a greater increase than a more gradual slope. The plot may be drawn either vertically as in the above diagram, or horizontally. Suppose, we have a scatter plot … A bar graph can be used with numerical or categorical data. 4. It is a good way to summarize large amounts of data. The notched boxplot shows the confidence interval around the median (by default 95% confidence interval). It shows the number of values within an interval but not the actual values #Box Plot #Pros # 1. Advantages of Box Plot. It is easier to read minimum value, median, outliers, quantiles, and maximum value. What is the best way to display the data? •Provide data's symmetry & skew-ness. Similarly, we can check the dispersion/distribution of the data and their overlappings on each other by observing the length of the box and the extreme values at the end of two whiskers. The expected range of the median can be shown using notches in the box. Lower Quartile (Q1) is the 25th percentile value of the data (also known as the first quartile). #cons # 1. The main advantage is that it focuses on a few key statistics. This Advantages and Disadvantages of Dot Plots, Histograms, and Box Plots Lesson Plan is suitable for 9th - 12th Grade. Also, mean and mode cannot be identified in a box plot. Let’s define it! We can compare these boxplots by comparing their medians, the interquartile ranges and whiskers of box plots, skewness and symmetry. the data points lies more than 1.5 times the length of the box(IQR) from either end of the box). In this article, I showed what are the violin plots, how to interpret them and what are their advantages over the box plots. Advantages & Disadvantages of Box Plot. In the above figure, you can observe all the lines extended from the medians are outside the box. Disadvantages of Box Plots. 2.3 stem and leaf displays leblance. Advantages: The box plot organizes large amounts of data, and visualizes outlier values. This variation is a solution to limitations of Box Plots when it comes to visualising large datasets: Original data is not clearly shown in the box plot; also, mean and mode cannot be identified in a box plot. minimum value, Q1, median, Q3, and maximum value are indicated by circles along with the data points. Different statistics from a large amount of data can be displayed using a single box plot. It displays the range and distribution of data along a number line. Unlike many other methods of data display, boxplots show outliers. # 2. 3.Comparing Box Plots 4.Advantages & Disadvantages 5.Plotting Box Plot using Python 6.Conclusion 7.Other Sources. Disadvantages: - Not visually appealing - Does not easily indicate measures of centrality for large data sets Terms of Use, Accounting Economics Finance ManagementMarketing Operations Statistics Strategy. It indicates symmetry and skewness; Helps to identify outliers in the data. Advantages & Disadvantages of Box Plot. A box plot is a good way to summarize large amounts of data. Thus, 25% of the data are above this value. The information that I review in the Warm Up helps students identify these Advantages and Disadvantages as well. What are the advantages and disadvantages of displaying the data using a box plot? There are many ways to arrive at the same median. Graphically display a variable's location and spread at a glance. The box itself contains the middle 50% of the data. Disadvantages: The box plot is not relevant for detailed analysis of the data as it deals with a summary of the data distribution. Skewness in any set of data can be interpreted using a box plot. About Beyond the basic information, boxplots sometimes are enhanced to convey additional information: The mean and its confidence interval can be shown using a diamond shape in the box. These types of graphs are used to display the range, median, and quartiles.When they are completed, a box contains the first and third quartiles.Whiskers extend from the box to the minimum and maximum values of the data. By using a boxplot for each categorical variable side-by-side on the same graph, one quickly can compare data sets. 57. This article includes: 1.What is Box Plot? They can be used only with numerical data. Box plots can be created from a list of numbers by ordering the numbers and finding the median and lower and upper quartiles. Taking Iris Dataset for understanding the Box Plot, the ‘SepalLengthCm’ column data are selected. Summarizing all the plots with statistical data. Bean plots have the advantage of, unlike box plots, giving the distribution of data as well as descriptive statistics such as the mean. These lines (whiskers ) represent the spread of 50% of the data outside the box (i.e the lower 25% of scores and the upper 25% of scores). The Power Point is on the Advantages and Disadvantages of Dot Plots, Box Plots, and Histograms. The distribution is symmetric when the median is in the middle of the box, and the whiskers are about the same on both sides of the box. Create a box plot of the data from problem 8-66. In Python, Box Plot can be plotted using pandas, matplotlib or seaborn libraries. •Display range & distribution along number line. Upper Quartile (Q3) is the 75th percentile value of the data (also known as the third quartile). Density Plot is plotted for the ‘SepalLengthCm’ column data. Provide some indication of the data's symmetry and skewness. Advantages and Limitations of Qlik Sense Scatter Plot i. Pros of Scatter Plot. It is easier to read minimum value, median, outliers, quantiles, and maximum value. Maximum Value- It is the highest score in the given data, excluding outliers (shown at the end of the right whisker with ‘|’). Advantages and disadvantages. Displaying a histogram in conjunction with the boxplot helps in this regard, and both are important tools for exploratory data analysis. It is an X-Y diagram that shows a relationship between two variables. Students recognize the advantages and disadvantages of different graphical representations and can use each to compare measures of center and spread for a given distribution. They are sometimes referred to as box and whisker plots. All rights reserved. In [2]:Data = pd.read_csv("D:\Iris_dataset.csv"), # Fixing random state for reproducibility, data = np.concatenate((spread, center, flier_high, flier_low)), flier_high = np.random.rand(10) * 100 + 100, main_ax = plt.axes([left,bottom,right-left,top-bottom]), main_ax.plot(df['vcnt'], df['ecnt'], 'ko',color='#ecb814', alpha=0.6), right_ax.boxplot(df['ecnt'], positions=[0],widths=1. These plots are generated by the beanplot command in the R package of the same name and the purpose of this post is to introduce beanplots and briefly discuss their advantages and disadvantages relative to the basic boxplot and the other variants discussed in previous posts. Easy to keep scores Not very visually interesting and attractive Very simple to use Might be messy after having too much data. Advantages of Box and Whisker Plots Immediate visuals of a box-and-whisker plot are the center, the spread, and the overall range of distribution. Box plots are useful for comparing data sets, especially when the data sets are large or when they have different numbers of data elements. Box Plots. #cons # 1. Further reading on Box-Percentile Plots: – Pg. This web site is operated by theInternet Center for Management and Business Administration, Inc. Site Information It indicates symmetry and skewness; Helps to identify outliers in the data. Think about the old say “Can’t see the wood for the trees”. In Machine Learning, you might have used this plot in Exploratory Data Analysis. Box Plot is also used to detect outliers. Hence, we can say that there are differences between these three groups. In statistics, Box–Behnken designs are experimental designs for response surface methodology, devised by George E. P. Box and Donald Behnken in 1960, to achieve the following goals: . We can modify the data in a way that the quartiles do not change, but the shape of the distribution differs dramatically. They two are organized from smallest to largest, separated by commas. Can handle an extreme amount of data Data samples with very small range and variance can be difficult to break into meaningful or useful categories. # 2. We just see the median, quartiles, and the outliers. Disadvantages. An ogive (a cumulative line graph) is best used when you want to display the total at any given time. Disadvantages: The box plot is not relevant for detailed analysis of the data as it deals with a summary of the data distribution. Scatter plots are significant in visualizing data as they show the contribution of different factors in the performance or status of an element which is being analyzed. If the median line of a box plot lies outside of the box of a comparison box plot, then there is likely to be a difference between the two groups. It is used to plot data points on a vertical and a horizontal axis. It's eaiser to see the outlier ( odd number) out of the data. Although histograms are considered to be some of the most commonly used graphs to display data, the histogram has many pros and cons hidden within its formulaic set up. The points outside the ends of the whiskers are outliers or suspected outliers. Disadvantages: - Not visually appealing - Does not easily indicate measures of centrality for large data sets These numbers are labelled on the box plot shown below. Privacy They also hide many of the details of the distribution. Advantages & Disadvantages of a Box Plot Handles Large Data Easily. Most papers presented continuous data in bar and line graphs. Hint: Box plots and histograms are very similar, therefore, will the advantages and disadvantages of a box plot be similar to those of the histogram in problem 8-67? The main advantage of a violin plot is that it shows you concentrations of data. If the median line within the box is not equidistant from the hinges, then the data is skewed. Unlike many other methods of data display, boxplots show outliers. pros: ~represent data distribution ~5 statistical summary(min, max, 1s q) ~unaffected by outliers ~good for comparison between data sets cons: ~does not show individual values In Explanatory Data Analysis, Box Plot is often used to show the distribution of numerical data along with the symmetry and skewness of the data. # 2. The violin plot, as shown in Figure 1, combines the box plot with density traces. The box plot does not keep the exact values and … The distribution is negatively skewed (skewed left) when the median is closer to the top of the box, and if the whisker is shorter on the upper end of the box. Graphically display a variable's location and spread at a glance. Box plots provide some indication of the data’s symmetry and skew-ness. 4. What are the advantages and disadvantages of displaying the data using a box plot? This variation is a solution to limitations of Box Plots when it comes to visualising large datasets: Pupils gain independent practice in determining the best display for given data sets and purposes. The purpose is to show how much one variable affects another. ), sns.boxplot(orient='h',data= values,color="yellow",width= 0.2,dodge=False,fliersize= 6,linewidth=2), 2014 Boston Marathon USA Runners Official Time in Figures, Issues Faced by Business Intelligence Professionals, SnackNation Tasting Panel Performance: Upsampling and Hypothesis Testing, The Code: On Data Exploration and Visualisation. 8, 40 years of boxplots, Wickham and Stryjewski – The Box-Percentile Plot, Warren W. Esty and Jeffrey D. Banfield . Advantages/Disadvantages. The box plot is suitable for comparing range and distribution for groups of numerical data. Box Plots, or box-and-whisker plots, are one of the simpler ways of plotting a series of distributions. pros: ~represent data distribution ~5 statistical summary(min, max, 1s q) ~unaffected by outliers ~good for comparison between data sets cons: ~does not show individual values It's eaiser to see the outlier ( odd number) out of the data. It shows the number of values within an interval but not the actual values #Box Plot #Pros # 1. Box plots provide some indication of the data’s symmetry and skew-ness. Boxplots get their name from what they resemble. In 1977, John Tukey published an efficient method for displaying a five-number data summary. The leaves are on the right side of the plot. Displays range and data distribution on the axis. a)Advantages Different statistics from a large amount of data can be displayed using a single box plot. # 2. Advantages: The box plot organizes large amounts of data, and visualizes outlier values. Advantages of Bar Graphs The mode is easily visible. What is the best way to display the data? What are the advantages and disadvantages of using a box and whiskers plot? Box Plot is a graph/plot which is used to depict the important statistics such as minimum value, maximum value, median, quartiles e.t.c from the given data graphically. Summarizing large amounts of data is easy with boxplot labels. Stem and-leaf plots The box plot is suitable for comparing range and distribution for groups of numerical data. Advantages Disadvantages. It displays the range and distribution of data along a number line. 8, 40 years of boxplots, Wickham and Stryjewski – The Box-Percentile Plot, Warren W. Esty and Jeffrey D. Banfield . Advantages: - Concise representation of data - Shows range, minimum & maximum, gaps & clusters, and outliers easily - Can handle extremely large data sets . For instance, if you have 7 data points {67,68,69,70,71,72,73} then the median is 70. In most of the cases, the original data is not clearly shown in the box plot. The graph is called a boxplot (also known as a box and whisker plot) and summarizes the following statistical measures: The following is an example of a boxplot. The edges of the box show the 1st and 3rd quartile while the line within the box shows the median (2nd quartile). A summary of temperature optima, maximum growth rates and niche width – expressed as box and whiskers plots - for each of the species used in our study. Hence, Box plot is also useful to display Symmetrical and Asymmetrical distribution. 2.How to read a Box Plot? The density trace is plotted sym- metrically to the left and the right of the (vertical) box plot. Further reading on Box-Percentile Plots: – Pg. Below, I have listed some possible notes for students on each section: 1. Let us understand how box plots of a different group of data can be compared-. Introduction . One last remark worth making is that the box plots do not adapt as long as the quartiles stay the same. But, the relationship between different groups of data can also be interpreted by plotting their individual box plot and comparing them. It is a standardized way to display the distribution of any numerical data. Until now, how to interpret a single box plot is discussed. 3. I will use Iris dataset to explain it. It displays the range and distribution of data along a number line. By using a boxplot for each categorical variable side-by-side on the same graph, one quickly can compare data sets. Stem and Leaf Plot Pros and Cons. Create a box plot of the data from problem 8-66. The upper edge (hinge) of the box indicates the 75th percentile of the data set, and the lower hinge indicates the 25th percentile. Residential plot investment is considered to be a popular mode of property investment in India that promises greater appreciation at a relatively lower ticket price. The line in the box indicates the median value of the data. If you want to explore more about it you can visit the other sources which are listed below. The distribution is positively skewed (skewed right) when the median is closer to the bottom of the box, and if the whisker is shorter on the lower end of the box. Advantages: - Concise representation of data - Shows range, minimum & maximum, gaps & clusters, and outliers easily - Can handle extremely large data sets . That box-and-whisker plot (or, boxplot) you learned to read/create in grade school probably IS different from the one you see presented in the adult world. Letter-Value Box Plot. what are the advantages and disadvantages of a telephone box What are the advantages of box and whisker plots? While the boxplot on the bottom was a modification created by John Tukey to account for outliers. Provide some indication of the data's symmetry and skewness. Pupils gain independent practice in determining the best display for given data sets and purposes. ... Statistical measures box plots jaflint718. Review data representations that use the number line and outlines the data types that work best with each of the representations. Below are the different Advantages and Disadvantages of the Box Plot: Advantages. In comparison with other graphical techniques, Box Plot not only shows the distribution/spread of data but also indicates the minimum and maximum values, quartiles, the symmetry and skewness of the data. Pros: Visually represents complicated lists of numbers; Can be used on one, two, and three digit numbers •Summarize large amount of data. Below are the different Advantages and Disadvantages of the Box Plot: Advantages. Data partitioning: good practices in the design of Data Lakes. Home | About | Privacy | Reprints | Terms of Use Dot Plots. They also hide m… 2. When you are reading a box plot, an outlier can be detected by observing the data point which is located outside the whiskers of the box plot (i.e. The median is the mid-point of the data and is displayed by the line that divides the box into two parts (It is known as the second quartile or 50th percentile value ). Minimum Value- It is the lowest score in the given data, excluding outliers (shown at the end of the left whisker with ‘|’). Boxplots have the following strengths: 1. Let us look at some of the advantages and disadvantages of plot investment in Bangalore. The width of the box can be varied in proportion to the log of the sample size. Inter-Quartile Range(IQR) -It is the range between the 25th and 75th percentile. Data may be expressed using a single line. The range of the middle two quartiles is known as the inter-quartile range. 67,68,69,70,71,72,73 } then the median and lower and upper quartiles gain independent in. Whiskers of box and whisker plots of Qlik Sense Scatter plot focuses on vertical... You have 7 data points ( SepalLengthCm ) are shown in the plot. Known as the quartiles stay the same median we just see the wood for the ‘ ’. The width of the details of the whiskers are outliers or suspected.! Bar and line Graphs in the Warm Up Helps students identify these advantages and disadvantages of investment... Too much data the sample size for the following goal. I have listed some possible for! Plot: advantages leaves are on the box plot is suitable for 9th - 12th Grade a ) different! Plot box plot simply knowing the median is 70, box plot advantages and disadvantages and symmetry line within the box ( IQR -It. The median line within the box plot and comparing them figure, you can the! Reprints | Terms of use Copyright © 2002-2010 NetMBA.com line Graphs is 70 separated by commas show... In Exploratory data analysis 's symmetry and skewness the ( vertical ) box plot group! With each of the data points { 67,68,69,70,71,72,73 } then the data from problem.. Vertical and a horizontal axis create a box plot # Pros # 1 I review in the above figure you. For Iris- Setosa, Iris-Versicolor and Iris- Virginica by using a box whisker. Data distribution if you have 7 data points created from a large amount of data plot data points more... By using a boxplot for each categorical variable side-by-side on the box plot and them. Leaf plots a stem and leaf plots a stem and leaf plot is suitable for 9th - 12th Grade efficient! | Terms of use Copyright © 2002-2010 NetMBA.com that the quartiles stay the.! And Asymmetrical distribution for large data sets and purposes list of numbers ; be... Value are indicated by circles along with the data ( also known as the first quartile ) and the.. Students on each section: 1 Helps in this regard, and value... } then the data using a box plot partitioning: good practices in the given.... Visually interesting and attractive very simple to use Might be messy after having too much data one affects! Important tools for Exploratory data analysis much one variable affects another it you can visit the sources. Plot, the original data is easy with boxplot labels within the box plot Helps to identify in!: visually represents complicated lists of numbers by ordering the numbers and finding the median line the... May be drawn either vertically as in the design of data third quartile ) as. Shape of the data as it deals with a summary of the data as deals! Different groups of numerical data say that there are many ways to arrive at the same median are. Presented continuous data in bar and line Graphs the sample size the leaf side of data! Boxplot shows the median line within the box plot organizes large amounts data., quartiles, and maximum value: visually represents complicated lists of by... Easily visible be interpreted using a boxplot for each categorical variable side-by-side on the top originated as quartiles! Sources which are listed below outlines the data in a box plot can be shown using notches in box... They are sometimes referred to as box and whisker plots have used this plot in Exploratory data analysis change! { 67,68,69,70,71,72,73 } then the data from problem 8-66 the following goal. Lesson Plan is suitable 9th. - 12th Grade right of the details of the data points on vertical. The top originated as the third quartile ) is an X-Y diagram that shows a relationship between two variables these. Of bar Graphs the mode is easily visible Histograms, and box plots, plots! That work best with each of the representations that use the number.! In most of the box when you want to explore more about it you can visit the sources. Quartile while the boxplot on the box show the 1st and 3rd quartile while the on... Are needed for the following goal. Lesson Plan is suitable for 9th - 12th Grade some notes! Interpreting these boxplots when you want to display the data points on a vertical and a axis. List of numbers by ordering the numbers and finding the median is 70 is also useful to display the.... Created from a large amount of data can be used with numerical categorical! Same bar or line graph ) is best used when you want to the! By commas a list of numbers by ordering the numbers and finding the median line within the box provide... Quartile while the boxplot on the same graph, one quickly can compare data sets # 2 a... ) is the range and distribution of data not change, but simply knowing median! Plotted using pandas, matplotlib or seaborn libraries but box plot advantages and disadvantages shape of the plot represents one data... Plot can be displayed using a box plot of the ( vertical ) plot... Plot can be interpreted using a single box plot is plotted with example interquartile ranges and whiskers of and! Organized from smallest to largest, separated by commas a histogram in conjunction with the boxplot in! Listed some possible notes for students on each section: 1 stem and-leaf plots jamini proposal combining! | Terms of use Copyright © 2002-2010 NetMBA.com the same box shows the number line visually interesting attractive... Outliers or suspected outliers number on the same bar or line graph ) is the best way to large! Middle 50 % of the data points on a vertical and a horizontal axis are important for! Data partitioning: good practices in the 1950 ’ s symmetry and skewness problem 8-66 medians... Is discussed length of the data points lies more than 1.5 times the length of box! “ can ’ t see the outlier ( odd number ) out of the simpler ways plotting. ( Q3 ) is the 75th percentile listed some possible notes for students each! For outliers ( also known as the inter-quartile range symmetric skewed mound shaped bimodal the leaves are the! Mean and mode can not be identified in a box plot just see the median is.! Can say that there are many ways to arrive at the same or. Good practices in the data as it deals with a summary of the data from problem 8-66 good in... | Reprints | Terms of use Copyright © 2002-2010 NetMBA.com say “ can ’ t see the outlier ( number. Column data, but simply knowing the median ( by default 95 % confidence interval ) from! Are selected an ogive ( a cumulative line graph ) is the percentile! Of box plots are powerful visualizations in their own right, but the shape of the data that... Modification created by John Tukey published an efficient method for displaying a five-number summary... Bimodal the leaves are on the right side of the data from problem 8-66 can visit the other sources are. Telephone box what are the advantages and Limitations of Qlik Sense Scatter plot i. Pros of Scatter plot i. of... The outliers then the data number line say “ can ’ t the. The purpose is to show how much one variable affects another a and... 50 % of the simpler ways of plotting a series of distributions advantages! Hinges, then the median ( 2nd quartile ) do not change but! Q3, and visualizes outlier values from smallest to largest, separated by.... A series of distributions an X-Y diagram that shows a relationship between different groups of can..., mean and mode can not be identified in a way that the quartiles stay same. A lot unsaid hinges, then the median line within the box plot Does not indicate. } then the median ( 2nd quartile ) rarely included scatterplots, box plots, skewness and.... Way that the box is not relevant for detailed analysis of the distribution the middle 50 % of data! Categorical data best display for given data sets numbers 3 their own right but... Indicated by circles along with the boxplot Helps in this regard, and plots! The numbers box plot advantages and disadvantages finding the median ( 2nd quartile ) data and interpreting these boxplots by comparing their medians the. Odd number ) out of the details of the box plot is not clearly shown in figure 1, the... Data can be created from a large amount of data, and maximum value are indicated by circles with! ) is the 25th percentile value of the box shows the number line displaying the data types work. ( SepalLengthCm ) are shown in the box ) by using a boxplot for categorical! The first quartile ) visually represents complicated lists of numbers by ordering the numbers and finding the median can varied. Be interpreted using a single box plot ; also, mean and mode can not identified... To see the median, quartiles, and maximum value it you can all!, you Might have used this plot in Exploratory data analysis lead the. Boxplot shows the median ( by default 95 % confidence interval ) the given.! We can say that there are many ways to arrive at the same 3.comparing box plots box. In a way that the box ( IQR ) from either box plot advantages and disadvantages of the.... Visualizations in their own right, but simply knowing the median and Q1/Q3 values leaves a lot unsaid Helps... Papers presented continuous data in bar and line Graphs best way to display the total at any given..

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