Über 80% neue Produkte zum Festpreis. Das ist das neue eBay. Finde jetzt Schnäppchen. Schau dir Angebote von Top-Marken bei eBay an ** Removing Outliers from pivot table data can be a bit tricky, but I've made a step by step video of how to identify and filter outliers from a pivot tables so**.. The idea being if the user wants to exclude a certain row's data because it's an outlier, this can be easily marked as so in the source data Table dataset by entering 'X'. Then on the Pivot Table the field also called 'X' was chosen in the Filter section of the Pivot Table field list How to identify and remove outliers from Excel pivot table using Tukey method, Trimmed Mean, standard z score, and modified Z score methods. - - - - - - - -.

This is the fields I used. The data is a list of app downloads in the US and UK organized by the day. Calculated Field Solve Order Field Formula 1 Outliers = AVERAGE('United States App Units' )*2 2 UK outliers = AVERAGE('United Kingdom Impressions.. I have large dataset that I have to analyse. I'm doing the analysis using pivot tables, but I would like to eliminate the outliers first. I was thinking of eliminating values that fall outside 2 standard deviations of the mean I created 2 tables: 1 table that contains your data; the second table calculate the average and std dev by sector before filtering. I also created a helper column in the data table that will filter out ROEs > 3rd Std Dev. For a brief example I created a pivot table that filters out tickers with ROEs that exceed the threshold. Hope this helps

** You can modify this to delete the data but most statistics functions have a way to ignore text**. I recommend you try it on a COPY of your data first. Code: Sub outliers () Dim dblAverage As Double, dblStdDev As Double Dim rTest As Range, Rng As Range Set rTest = Range (A1:A & Cells (Rows.Count, 1).End (xlUp).Row) dblAverage = WorksheetFunction. To remove the outliers we need to rank the objects by duration. I first read Alberto Ferrari's blog post on dynamic ranking in Power Pivot . It demonstrates a method to rank items within the table as a calculated column, which didn't quite work for me because I wanted to dynamically rank items after filters were applied (ex: rank only the. Home › Forums › Power Pivot › Average excluding outliers Tagged: Average, outliers, PowerPivot, stdev This topic contains 1 reply, has 2 voices, and was last updated by tomallan 5 years, 2 months ago. Viewing 2 posts - 1 through 2&helli Excel provides a few useful functions to help manage your outliers, so let's take a look. A Quick Example. In the image below, the outliers are reasonably easy to spot—the value of two assigned to Eric and the value of 173 assigned to Ryan. In a data set like this, it's easy enough to spot and deal with those outliers manually

1) Select the data headers and type alt + h + s + f 2) Click the value header, and click proper numbers until you have all the data you do not want filtered out. 3) Highlight all of the remaining cells (These should be the data points you want deleted, and the row numbers in excel should be blue now * One way you can do that is to filter on columns that have an extreme value (>10%) in this case, but by changing low and high you can set the bounds of the extreme value*. After that you can replace those values with low and high with nan, and then take the subset of columns that are outliers in this case as a separate DataFrame Removing $250 and $450 as the min/max and its corresponding square footage from =sumproduct (ColumnB,ColumnA)/sum (ColumnA (not summing 675 SF and 775 SF), the weighted average would be approximately $362/SF. In my chart below Column A has a sum of, excluding zeros/min/max of 5,275 SF Control charts are common in all types of working environments. Although the process of making a control chart is straightforward, the collected data used in the chart sometimes has outliers. For outliers, a determination of whether they have a special cause or are part of the process variation is needed. In either case, many time

Remove the outlier. If the value is a true outlier, you may choose to remove it if it will have a significant impact on your overall analysis. Just make sure to mention in your final report or analysis that you removed an outlier. 3 On looking at the trended data the averages are not consistent, on investigation due to outliers. I would like to add in a Median. Pivot tables do not use Median or mode. As well as a Median I would like to add in an adjusted average. Ie. I would like to remove the outliers at 2.5% on either side, giving me an 'adjusted' average Actually, it's very easy to change or edit Pivot Chart's axis and legends within the Filed List in Excel. And you can do as follows: Step 1: Select the Pivot Chart that you want to change its axis and legends, and then show Filed List pane with clicking the Filed List button on the Analyze tab.. Note: By default, the Field List pane will be opened when clicking the pivot chart

Click anywhere in the PivotTable. This displays the PivotTable Tools tab on the ribbon. On the Options tab, in the PivotTable group, click Options. In the PivotTable Options dialog box, click the Layout & Format tab, and then under Layout, select or clear the Merge and center cells with labels check box To calculate how many number to trim, the values are counted, then multiplied by the trim percentage (e.g. 20 *.25 = 5 That number is divided by 2, to get the number to trim at each end (e.g. 5 / 2 = 2.5) To remove an equal number of data points at each end, the number is rounded down to the nearest integer (e.g. INT (2.5) = 2 The formulas will be: =SUMIFS (B:B,B:B,>=&LARGE (B:B,5)) =SUMIFS (B:B,B:B,< =&SMALL (B:B,5)) You can learn more about the SUMIFS function here. For both these formulas, the sum range is column B, and the criteria range is also column B. The criteria for that range is all the numbers that are greater than or equal to the 5th largest (or less. Now, if all we needed was a simple average that met criteria we could use an AVERAGEIF or AVERAGEIFS formula. Or if we just wanted to exclude the outliers we could use the TRIMMEAN function which returns the mean (average) of the interior proportion of values

- An easy way to remove data points, once you have decided to call them outliers, is to sort the column of scores for that variable. You can then easily find the lowest and highest values and replace those scores with blank entries or even delete the entire line of data
- Outlier values can be calculated using the Tukey method. The formula for Outliers - Lower Outlier = Q1 - (1.5 * IQR) Higher Outlier= Q3 + (1.5 * IQR
- e which Cells to Format option
- The
**Excel**TRIMMEAN function calculates mean (average) while excluding**outliers**. The number of data points to exclude is provided as a percentage - Is there a way to do a TrimMean calculation in a pivot table. Select range and press Ctrl+Shift+4 to format cells as currency. (Shift 4 is the $ sign)
- Conditional Formatting is commonly used to highlight data fields to easily identify outliers, or narrow down the results. However, this feature works a bit differently when dealing with a Pivot Table. Pivot Tables are also dynamic elements, and conditional formatting rules won't apply when the table size changes
- imum and [

* Select any cell in the pivot table to activate the PivotTable Tools, and then click Analyze (or Options) > Change Data Source > Change Data Source*. See screenshot: 3. In the Change PivotTable Data Source dialog box, specify the new source data in the Table/Range box, and click the OK button. See screenshot: 4 Die besten Bücher bei Amazon.de. Kostenlose Lieferung möglic

On looking at the trended data the averages are not consistent, on investigation due to **outliers**. I would like to add in a Median. **Pivot** **tables** do not use Median or mode. As well as a Median I would like to add in an adjusted average. Ie. I would like to **remove** the **outliers** at 2.5% on either side, giving me an 'adjusted' average Manually removing outliers not an option as this changes the data set. Can't even change the Y-axis on a box & whisker plot. 2. level 2. Starwax. · 2y. 460. Hi, If you double click on the box, options will open on the right, here you can uncheck the box regarding outliers

However, after developing a Pivot Table with products in rows and Territories in Columns, I realized some products have outlier like GP%. These products have zero revenue as they were given to the customer as a freebie in a large contract which throws off my analysis on how profitable the product category is Having the same problem. Can't find any answers (and suprisingly few questions) after going through 10 pages of Bing searches for pivot table average blank cell. In fact, have found quite a few pages that state that the pivot table should NOT be including blank cells. @Ashish: I'm not using any formulas. I'm just summarizing raw data *** See attached excel file *** I have a pivot table with four 'Row' categories and one 'Value' category. Row categories are Variety - Region - Location - Field Type Value category is Harvest Yield I would like to apply the TRIMMEAN formula to remove the highest 25% and lowest 25% and report the remaining average for each Harvest Yield value in the pivot table

Option 1: Select an empty cell and then insert a scatter chart. The chart will be empty ready for you to add the series one at a time. Right-click the chart > Select Data: Click 'Add' to start adding the data to the chart: Option 2: I prefer to copy my PivotTable and temporarily paste it as values into some empty cells Jon, To explain the index to someone. They need to know what the base index is and why it was chosen. In your example you could say that Prod. 1 / Store 1 with an index of 1.11 is 11% over the the base and store 2 is 12% below the base. But to be meaningful you need to know that the base rate or period is that it's being compared with Since the number of outliers in the dataset is very small, the best approach is Remove them and carry on with the analysis or Impute them using Percentile Capping method. The Percentile Capping is a method of Imputing the Outlier values by replacing those observations outside the lower limit with the value of 5th percentile and those that lie. ** MS Excel 2003: Exclude rows from the pivot table based on summed totals Question: In Microsoft Excel 2003/XP/2000/97, I have a pivot table with sums that are in some cases zero**. Note, that the values making them up are not zero (i.e. the values may be -1 and +1 producing a total of zero)

As we are working on a big dataset with more than 4 classification criteria and about 50 to 60 resulting cases in the pivot table a manual determination is far to complicate. Moreover this extraction will be done regularly in future. Unfortunately there are outliers in each of the subcases which cannot be determined for each class individually Averages where outliers give an unrealistic average. As shown below the average is shown as 2.89, but visually we can see that the 65 is throwing out an unrealistic average. Just looking at the numbers the average should be less then 2 and probably significantly less. In Excel a way around this is to use the TRIMMEAN function Before you can remove outliers, you must first decide on what you consider to be an outlier. There are two common ways to do so: 1. Use the interquartile range. The interquartile range (IQR) is the difference between the 75th percentile (Q3) and the 25th percentile (Q1) in a dataset. It measures the spread of the middle 50% of values Once you have the Excel data table with you, on the Insert ribbon, to your extreme left notice the icon that says pivot table - click on that. This should select the entire data range in the table and also pop up a dialogue box that shows the cell reference for the selected area and asks you where to create the pivot table ( in. Excel. The first column of each table is the strength of the tablet, entered as 1 mg., 2 mg., etc. The subsequent columns describe the shape, color, and markings. There are 3 tables, each with about 4-5 rows. Is there a way to copy each one - whether as a table or as text - into a single Excel cell without losing data? Many thanks

I select pivot table and okay. And you'll see now I've got a blank pivot table on my screen. I've clicked inside that pivot table which is why I'm seeing at the top here, pivot table tools, analyze, and design tabs, and then also on the far right I have the pivot table field list Re: Finding outliers when using Average calculation inside of pivot tables by DJP » Sat Sep 08, 2012 4:29 am What you could do is flag the outliers such as those more than 2-3 standard deviations from the mean ** Simple Box and Whisker Plot**. 1. For example, select the range A1:A7. Note: you don't have to sort the data points from smallest to largest, but it will help you understand the box and whisker plot. 2. On the Insert tab, in the Charts group, click the Statistic Chart symbol. 3. Click Box and Whisker. Result If you have never used pivot tables in Excel or would like to build on your basic knowledge, you're in the right place. (Note: PivotTable is the trademarked term for Microsoft Excel's pivot table function) By the time you finish this article, you should have a firm grip on how to create a pivot table in Excel Pivot Tables in Excel are one of the most powerful features within Microsoft Excel. A Pivot Table allows you to analyze more than 1 million rows of data with just a few mouse clicks, show the results in an easy to read table, pivot/change the report layout with the ease of dragging fields around, highlight key information to management and include Charts & Slicers for your monthly.

- To apply date grouping right click the Date field heading on the PivotTable and choose Group. Select the type of grouping and click OK. Note you can use the Ctrl key to select two or more items. If your table has multi-year data you will need to use Month and Year to group - see image below which used the Ctrl key to select both options
- I also love Pivot Tables, but if you're like me and don't quite like moving between Python and Excel just for data analysis, a package called pandas has Pivot Table functionality (including easy plotting). It also makes it trivial to remove outliers or filter data in other ways
- Free 30-day trial Then $5.99/mo. Cancel at any time. If you regularly need to summarize and prepare reports using Excel data, this report gives you the techniques you need from initial data cleansing to getting your chart into a PowerPoint presentation. It also covers automating your work. Learn why clean data is the solution to a lot of problems
- On the ribbon, click the Insert tab, and then click (the Statistical chart icon), and select Box and Whisker. Tips: Use the Chart Design and Format tabs to customize the look of your chart. If you don't see the Chart Design and Format tabs, click anywhere in the box and whisker chart to add them to the ribbon. Change box and whisker chart options

In fact you can't actually display the median in a pivot table. You have to create a formula manually and copy it down. The screenshot below contains fictitious response times in minutes for police officers responding to calls over a 7-day period * Creating the table*. Now, select the data. Using Excel, this is as simple as clicking and dragging over the data. Now select the 'Insert' tab and then 'Pivot Table'. It is best to insert the table into a new document. On other programs like OpenOffice data or in a Google spreadsheet, you might have to click the 'Data' tab to insert a pivot table

- A box plot consists of a box (which describes different quartiles), whiskers (extending to show the rest of the distribution) and several points (implying outliers in the data). Let's quickly create box plot of Misc charges values, which are copied in a different column than the PivotTable table
- To add a calculated field: Select a cell in the pivot table, and on the Excel Ribbon, under the PivotTable Tools tab, click the Options tab (Analyze tab in Excel 2013). In the Calculations group, click Fields, Items, & Sets, and then click Calculated Field. Type a name for the calculated field, for example, RepBonus
- Though this doesn't necessarily relate to the pivot table, there are a few more interesting features we can pull out of this dataset using the Pandas tools covered up to this point. We must start by cleaning the data a bit, removing outliers caused by mistyped dates (e.g., June 31st) or missing values (e.g., June 99th)
- Learning pivot tables makes it easier to pull significant information from a spreadsheet, database, or business intelligence program that's full of data. You're able to program it to showcase the data set you need, and then you can add up or average the data by entering a command. You can set filters to remove unwanted data from your table.
- g articles, quizzes and practice/competitive program
- You can easily remove all subtotals, select the cell range you want to remove subtotals from. Go to tab Data, press with left mouse button on Subtotal button. Press with left mouse button on Remove All button. Build a Pivot Table/Pivot chart. A pivot table allows you to summarize a data table in many different ways, using different criteria

Highlight columns A - H, then go to the Insert > PivotTable option on Excel's ribbon. On the pop-up menu, make sure you leave the option set to Select a table or range and have all of your data highlighted. It should include all columns from A to H for our example. Then, click OK to create a pivot on a new sheet. You'll see a new report. * On this table, we see that in both datasets, all the low values would be increased up to 4*.4. You can see in the figure below that this cuts a part of our dataset. The high values would be decreased down to 16.6 on the dataset without outliers (see figure 10.1) and down to 70.9 for the dataset with an outlier (see figure 10.2)

If you know in advance what the thresholds are for outliers, you can use a CALCULATE () to exclude values past the threshold. If you can derive a measure that calculates the threshold for you, then you can include this in a FILTER () Within the CALCULATE () to remove outliers. If you can describe the logic you need, I can help with the measures Using Excel for Statistical Analysis: Pivot Tables . A PivotTable is an Excel tool for summarizing a list into a simple format. It helps you analyze all the data in your worksheet so as to make better business decisions. Excel can help you by recommending, and then, automatically creating PivotTables, which are a great way to summarize, analyze.

The panel chart can remove outliers, enabling you to expand the rest of the data, and see trends in the remaining points. The dot plot panel below shows the same data as the bar chart above. It's nonsensical to talk about trends with categorical labels (the cities), but if these were numerical, you could see the trend in the left panel. * 1*. Data Analytics with Excel Pivot Tables: Hi. I welcome you to this course wherein I am going to teach you that how you can use Excel pivot tables to increase your data analytical skills. In this century, data analytics and data science are considered to be the best career for everyone Pivot Table: Pivot table conditional formatting Exceljet. Excel Details: Pivot table conditional formatting To apply conditional formatting to a pivot table, create a new conditional formatting rule and pay particular attention to the apply rule to settings as described below.In the example shown, there are two rules applied. The green shows the pivot table conditional filte

The good news is that Excel has an easy way for you to spot positive and negative trends in your data using pivot tables. To create one, highlight a cell on your spreadsheet and click Insert > Pivot Table. Next, you will see a dialogue box that will ask you to choose the data to analyze and where to place your pivot table The steps to create a box plot : Insert the data in the cells as shown above. Select the data and go to the Insert tab at the top of the Excel window. Now click on the Statistical Chart menu. A drop-down will occur. Now select Box and Whisker chart. Box Plot. The box plot by default will be exclusive of the mean value New Excel glitch 1. how to create blinking text within a cell 1. Importing data 1. Counting Dates on Multiple Worksheets 1. False) 1. Box Sync 1. Worksheet names 1. Data Table 1. Excel 97-2003 worksheet format issue 1 Many people like to work with pivot tables in Excel. This possibility also exists in Python. For this post the dataset WorldHappinessReport from the statistic platform Kaggle was used Welcome to the Excel group! This is the place to discuss best practices, news, and the latest trends and topics related to Excel. 21.4K Discussions. Skip to Latest Activity Feed

Removing these outliers will give you a better picture of your data. You can use both visualizations and formulas to identify outliers in Excel. Let's get started with some statistics to find an outlier in Excel. See a great Master Excel Beginner to Advanced Course to improve your skills fast If that is the case, you can add a new table to sum up the revenue at daily level by using SUMMRIZE function. I have tested it on my local environment, here is the sample expression for you reference. DailyRevene = SUMMARIZE(Daily,Daily[Date],Daily total,SUM(Daily[Sales])) Then you can remove the outliers on daily level in this new created table If you know any other method to calculate RSF in Excel, please do let me know. Edit 1 - 09 Sept 2017. I recently came across another method to calculate RSF in Excel using Pivot tables. Method III: Using Pivot Tables Filter Method. Create a pivot table in a new sheet. Take vendor number and invoice number in rows and invoice amount in column Option 1: Create a Set. Right-click on the desired dimension and select Create Set. Name the set. Exclude the desired members. Click OK. Place the newly created set on the Filters shelf. Place the set on the Rows or Columns shelf, as desired In order to get a better insight from a data we need to analyse the trend in raw data .there are lot of ways to find the trend in a data like finding relationship through , pivot table , correlation etc. Outlier:-In statistics, an outlier is a data point that significantly differs from the other data points in a sample. Often, outliers in a.

For all but the simplest of messages, this rendition defeats both pattern recognition and table look-up. We definitely need a better solution. Use a Secondary Axis. Excel gives us an easy solution: break the data into two columns (small numbers in one and large numbers in the other) and plot them on separate axes How (and Why) to Use the Outliers Function in Excel. Excel Details: An outlier is a value that is significantly higher or lower than most of the values in your data.When using Excel to analyze data, outliers can skew the results. For example, the mean average of a data set might truly reflect your values I find these options incredibly helpful to move and select large pivot tables (by large I mean too many row / column fields). There are two options to select (the entire pivot or parts of it) and move the pivot table in the Analyse tab . Tip #10 Formatting Empty Cells in the Pivot. In case your Pivot Table has any blank cells (for values) In this code, the logic is to remove the maximum value from the main table and then calculate the max value to figure out the second max value of the main table. 11. Identify second maximum value by a group The code below first removes all the max values by a group from the main table. Later we calculated the second max value by a group

The word 'Class Interval' takes me back to the math class in school. Trust me, I had a tough time understanding Class Intervals and Frequency Distribution jargons. Several years later (now) when I finally believe I have understood its meaning and application, I want to keep it really simple for you and talk about 3 different ways to create it in Excel 2. Under Sort On, choose how you would like to sort. Note that Excel can sort by cell or font color in addition to values. 3. Under Order, choose A to Z (ascending), Z to A (descending), or Custom List. 4. Click OK to perform the sort Change pivot item and field names directly in the Pivot Table. So below we only typed Monday into cell B4, and the Pivot Table, on its own, understood that all the 1's in the field Day of Week must rather be shown as 'Monday'. You would need to manually type each day of the week (but only once), so this trick is only useful when there are. 1. Create a normal chart, based on the values shown in the table. If you include all rows, Excel will plot empty values as well. 2. Using the name manager (control + F3) define the name groups. In the refers to box, use a formula like this:

I have a table of numbers and formulas for each row, column, and for the table as a whole. The table is part of a report - the output of the application. The user wants to exclude certain numbers from the calculations after reviewing them. These numbers would be outliers and would skew the results. The calculations are AVERAGE and STDEV. Use pivot tables to show measure values for the intersection of two dimensions. Heat maps and pivot tables display data in a similar tabular fashion. Use a heat map if you want to identify trends and outliers, because the use of color makes these easier to spot A Microsoft Excel test is a pre-employment hiring assessment that employers use during the recruitment process to check how proficient candidates are with Microsoft Excel. Spreadsheets allow users to input and analyse data efficiently, and are used in all kinds of office jobs; as such, Microsoft Excel Assessment Tests are becoming increasingly common. In this [ Examples That Highlight Dates And Statistical Outliers Using Conditional Formatting How To Delete Or Hide Calculated Fields How To Perform Sorting Filtering And Grouping Data With Pivot Tables Using Excel Spread Shee

Click on the pivot table type and a pivot table will appear in a new worksheet. Data Analysis and Visualisations in Excel with Ideas Ideas in Excel allows AI to automatically identify patterns, trends, outliers and correlations in your data Conditional formatting when applied to PivotTables in Excel 2007 - 2016 is applied to the underlying structure of the PivotTable rather than to the cells themselves. So, when you interact with a PivotTable such as moving fields around and viewing your data in different ways, the formatting is updated as you work This Excel tutorial explains how to find the percentile of a number from an array using PERCENTRANK.EXC function.. Excel Percentile. Percentile is a statistics term used to describe the Nth observation in a data set after sorting in ascending order The technique described here allows you to do that for 1, 2, or 3 sigma. The key to accomplish this is Excel's advanced data filter. The advanced filter uses a boolean formula to filter a table of data, starting at the first row of the table. The formula in A2 gives the desired result. where SigmaKeep is a worksheet cell (G2) with a data.

Excel Regression Step 1 - Remove Extreme Outliers. Calculation of the mean is one of the fundamental computations when performing linear regression analysis. The mean is unduly affected by outliers. Extremely outliers should be removed before beginning regression analysis. Not all outliers should be removed I generally make regular charts from pivot tables, which I learned to do in Excel 97 (pivot charts were introduced in 2000) and never forgot. I describe the use of regular charts to display pivot data in Making Regular Charts from Pivot Tables and Regular Charts from Pivot Tables, and numerous follow up posts We used Excel for the above examples, Applying a custom function to remove outliers. pivot_table allows you to pass your own custom aggregation functions as arguments. You can either use a lambda function, or create a function. Let's calculate the average number of countries in each region in a given year. We can do this easily using a. For example clicking on the [Add/Remove data] Lets take a quick look at the data using Excel Pivot Tables and Charts. Select this worksheet table and select Insert - Pivot Table to create a new pivot table like the one below. Also daily outliers may skew the monthly totals but viewed month over month does a good job of showing trends Highlight Every 5th Row In Your Excel Data Set. Pivot Table Tip: Calculate Percentage Between Two Fields. Using TRIMMEAN IN Excel To Ignore Outliers - Formula Friday; Self Expanding Chart Delete Obsolete Items From A Pivot Table-Excel 2007 What Are Pivot Tables- Create Your First One Enable The DeveloperTab In Excel Pivot Table. Pivot tables are useful for summarizing data. They can automatically sort, count, total, or average data stored in one table. Then, they can show the results of those actions in a new table of that summarized data. In pandas, the pivot_table() function is used to create pivot tables

- TK Maxx bags clearance.
- The post wwii World land impacted by geography.
- Is MAC doing makeup appointments.
- Beauty Schools near Me that do nails.
- 1/3 offset tile pattern 12x24.
- KpopKfans.
- SMH opinion Editor.
- Lingering diarrhea after COVID.
- Babycore Bedside Crib sheets.
- Tomato seedlings wilting after transplant.
- Bed Bath & Beyond coupon.
- Raw liver pate.
- Will amox clav treat diverticulitis.
- Foot Traffic West.
- Download Usher songs 2020.
- 2009 Dodge Grand Caravan AWD.
- German fishing reel brands.
- Limestone quarry health Effects.
- Matt Black Spray Paint for Bikes.
- High pitched noise outside at night 2020.
- Excel chart with text values.
- Restaurants near Beale Street.
- Baby Bottle rack Holder.
- Taking before and after pictures.
- The Wall Samsung.
- Best Birthday wishes for favourite actress.
- Defender 24 7 for PC.
- Venous reflux NHS.
- Reverse flow smoker Trailer.
- Facebook plugins.
- CCIV Reddit wallstreetbets.
- NAU phone number.
- Copart Germany.
- Olx used alto petrol car in delhi.
- Voting awareness images.
- Alat cek jantung.
- Fundations interactive games.
- How to prepare Umoja beer Powder.
- Nets for glass fishing floats.
- Motorola KE40 price.
- Windows 7 stuck on restarting.