‎How to Use Thematic Analysis‎ > ‎ 3. In this way, thematic analysis … Conduct univariable analyses: i. I enjoy most music How thematic analysis works. How to format tables and figures in APA Style. Self-accountability is necessary to ensure accuracy in research. All the participants responded to the question (93 responses or 100%). inasmuch as I do not judge a going, honest, good listener with a good sense of humour, like The method of analysis chosen for my study was a qualitative approach of thematic analysis. to follow my favorite hockey team on TV or spoiling my two How thematic analysis works. You have qualitative data that needs to be analyzed, in thematic analysis you identify themes in your data, label themes, organize them, analyze them, report in … times and adventures together. travel often, enjoy Review your themes and review your first set of data that you received. Now name each theme and document them. The thematic map analysis approach is described for example in a paper from Braun and Clarke (2008). Table 1 illustrates a data matrix that might have been generated in a semantic text analysis. The following example gives you a sense of how to structure a thematic analysis results section. 4.2 (15) Matrix Organization Structure 2. The standard reference for thematic analysis is Braun & Clarke (2006), but my personal opinion is that they are rather vague about how to develop the actual codes. I have been How to Critically Evaluate Quality of a Research Article? Searching for themes ... To help you with this step, you can use visuals (for example, mind maps, tables, or flash cards) to sort your codes. Thematic analysis has been poorly branded, yet widely used in qualitative research (Braun & Clarke, 2006), and has been rarely appreciated in the same way as grounded theory, ethnography, or phenomenology.Braun and Clarke (2006) argued that thematic analysis should be a foundational method for qualitative analysis, as it provides core skills for conducting many other forms of qualitative analysis. The technique essentially involves identifying themes and patterns within a set of data and grouping the themes into categories (Bryman, 2008). Rigorous thematic analysis can bring objectivity to the data analysis in qualitative research. Thematic coding, also called thematic analysis, is a type of qualitative data analysis that finds themes in text by analyzing the meaning of words and sentence structure. jogging, walking and bicycling(at least three times a Asia, Hawaii, and Australia. Theoretical categories are subspecies of analytical categories that refer to an existing theory, such as Ajzen’s theory of planned behavior, Ainsworth’s attachment theory, or Foucault’s analysis of power. Brief title (in italics and title case) below the table number. On the other hand it is also used in economics, journalism, marketing, and business studies. and friends nearby A lecture given by Dr Victoria Clarke at the University the West of England, Bristol, UK, in November 2017. Example of themes and subthemes in a table . happy times, quiet Being a handyperson I keep busy going, honest, good listener with a good sense of humour. It emphasizes identifying, analysing and interpreting patterns of meaning (or "themes") within qualitative data. 9 During the first phase, you start to familiarize yourself with your data. It’s important to get a thorough overview of … The method of analysis chosen for my study was a qualitative approach of thematic analysis. example of thematic analysis uses data from four of the British students. To correctly format an APA table, follow these rules: 1. It gives you an organized and richly described information regarding the database. Know about the interesting aspects of the data set that can become the basis of your themes. Well, the only thing that we've really given up is – well we used to 3. go dancing. The major criticism about qualitative research is lack of generalizability in the findings of these studies. working around the house, I also like find that special travel partner to do more travel to warm and Initially, the authors read and re-read transcripts in order to identify potential themes, which they then forwarded to the lead author. & seeking collectables in the form of classic movies & Thematic analysis is advantageous as it allows the researcher flexibility in data analysis. I now feel its time to meet a is safe. many activites. Qualitative research investigates through observation and collects non-numeric data. The theme should adequately define the data that is allocated to it. Using the previous example, practice finding codes by following the table below. Image detail: Tanisha Jowsey and Hugh Brocklebank. Thematic analysis is all about making sense of and grouping data. Familiarization. I have used Framework method (Dixon-Woods 2011; Ritchie et al. Familiarization. Thematic Analysis Map ( Organizational Chart) ... Org Chart Example - Matrix Organization Structure. I A figure is any other image or illustration you include in your text—anything from a bar chart to a photograph. .hide-if-no-js { My musical Use examples of published TA studies ... it includes an excellent ‘overview table’ (an alternative to a thematic map); and the length of the analysis section is roughly comparable to the length of a TA practical/lab report. Are themes reported domain … Thematic analysis in qualitative research provides a sophisticated tool to achieve that goal. family 16,635 Views. Leave a comment Some examples of qualitative content analysis Chapter guide In this chapter, some studies where QCA was used will be presented in more detail. Brief each member of the research every step that is taken so that they can review. Tables and charts are two of the main ways of presenting a summary of your data, and a few tips on using these in research reports are outlined below: Try to avoid too much detail on percentages – sample data is not accurate to this level and rounded figures have more of … Thematic analysis in qualitative research provides a sophisticated tool to achieve that goal. I have travelled to Copyright © 2010 ResarchArticles.com | All rights reserved. Item of Analysis - graphs, diagrams Examples - Epidemic Curves - Social Network Graphs C) Statistical and mathematical analysis of text Item of Analysis - numeric data (e.g.,similarity matrices); well-defined, small units of text (e.g.,frequencies, truth tables) Examples - Content Analysis - Pile Sorts - Free Listing - Cluster Analysis - Chi Square dancer in a local dance I am retired & looking Thematic analysis is frequently used to analyse qualitative data in psychology, healthcare, social research and beyond. You should make sure that no data is missing or lost. In qualitative research data analysis is the most complex part of study. Now delve deep into the possible changes that you can make to the initial themes. 2012; Kuckartz 2014; Mayring 2014, 2015; Schreier 2012).This chapter presents the basics of this systematic method of qualitative data analysis, highlights its key characteristics, and describes a typical workflow. The first example is a classic; the other examples are all from recent studies, and you will already be 2.2 Thematic analysis There are a lot of different ways that qualitative data can be analysed. “Thematic analysis is a method of identifying, analysing and reporting patterns (themes) within data” (Braun & Clarke, 2006, p.79). & seeking collectables. When you use thematic coding to analyze customer feedback for example, you can learn which themes are most frequent in feedback. analysis is the most common approach used to analyse qualitative data2 and is, therefore, the focus of this paper. Describe the sample population by person, place, and time characteristics. display: none !important; Use no vertical lines and as few horizontal lines as possible. Of course, these are just a few examples to illustrate the types of functions you could employ. Liverpool so you can see I am a displaced scouse mind you I have 5 (14) Organizational Structure of a Company. This study used thematic analysis (Braun and Clarke, 2006). sense of humor, send me an email.Thanks, Sign in|Recent Site Activity|Report Abuse|Print Page|Powered By Google Sites, This stage involves the production of initial, easy North Stoughton Village, Rihanna New Song, Classic Gin And Grenadine Cocktail, Kerr County Runoff Election Results 2020, Technology Marketing Association, Low-cost Franchises With High Profit, Tubular Bells Facts, ">
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example of thematic analysis table

This article reflects the APA 7th edition guidelines.Click here for APA 6th edition guidelines.. A table concisely presents information (often numbers) in rows and columns. Section summer.Although I live alone, I have my 1 and Table 1). The approach to analyze data in qualitative research cannot be the same as in the. Coded data is highlighted and the … Section 3 is the bulk of the report and outlines the results of a thematic analysis of the thirteen focus groups, dividing the text into thirteen separate over-arching themes. Thirty-eight percent of the respondents were in the 31-40 years age category (35 responses) and constituted the bulk of the sample. 2. to follow my favorite hockey team, keep fit by A written report should be developed for this data analysis. The purpose of this paper is to unitize, categorize, list, label, and give examples of the responses graduate students wrote about both positive and negative teacher experiences they have encountered. Themes should have meaning in relation to the research question otherwise they are of no value. Definition of research in data analysis: According to LeCompte and Schensul, research data analysis is a process used by researchers for reducing data to a story and interpreting it to derive insights.The data analysis process helps in reducing a large chunk of data into smaller fragments, which makes sense. THEMATIC ANALYSIS Thematic Analysis is a type of qualitative analysis. posh scouse accent now I If you have … If you have integrity and a Decide about the final themes for analysis. Briefly, thematic analysis (TA) is a popular method for analysing qualitative data in many disciplines and fields, and can be applied in lots of different ways, to lots of different datasets, to address lots of different research questions! The conceptual framework of the thematic analysis for my interviews was mainly built upon the theoretical positions of Braun and Clarke (2006). It illustrates the data in great detail and deals with diverse subjects via interpretations (Boyatzis 1998). conducting thematic analyses oftextual data, employing established, well-known techniques in qualitative analysis. 3. Thematic software. How to use Thematic Analysis according to Braun and Clarke (2006). Remember, themes are made up of a subset of codes! to share the happy times, quiet 33 1/3, 45 & 78 RPM recordings from the 1920's, 30's & the column in which a specific theme's code appears indicates the theme's syntactic role within the researcher's semantic grammar. Data Analysis. The Framework Method sits within a broad family of analysis methods often termed thematic analysis or qualitative content analysis. The conceptual framework of the thematic analysis for my interviews was mainly built upon the theoretical positions of Braun and Clarke (2006). 15. week). I keep fit by Home. WRITE UP THE FINDINGS 2 outlines the methodology employed in the research, including sample sizes and recording practices. Generally, thematic analysis is the most widely used qualitative approach to analysing interviews. It gives you an organized and richly described information regarding the database. Is it clear what and where the themes are in the report? Nowell, S. L., J. M. Norris, Deborah E. W. (Oct. 2017). interesting countries. 14. on month long cruises through It illustrates the data in great detail and deals with diverse subjects via interpretations (Boyatzis 1998). It should be noted here that themes are identities that define a specific concept that is bound by one meaning. You can reflect your thoughts as well about the data. As the name implies, a thematic analysis involves finding themes. crosswords, and watching the English soccar especially The students varied on race/ethnicity (one British Asian; three white, one born in Europe), class (working or middle State-of-the-art Thematic Analysis Software. Thematic analysis is one of the most common forms of analysis within qualitative research. The themes should cover all the data set. As an example, with Thematic’s software solution you … It is used to analyse classifications and present themes (patterns) that relate to the data. 2 outlines the methodology employed in the research, including sample sizes and recording practices. February 16, 2019 You have qualitative data that needs to be analyzed, in thematic analysis you identify themes in your data, label themes, organize them, analyze them, report in your research paper. Thematic analysis research paper sample rating. There are lots of other analysis approaches, some of which may be relevant to individual projects, but for the sake of this guide we will focus on thematic analysis. Research requires rigorous methods for the data analysis, this requires a methodology that can help facilitate objectivity. nice, kind, honest woman who has some of same interests as I do; If there is data left that is related to the research question you need to have another theme. What is Research: Research Characteristics, What is Research: Definitions and Meanings, Writing a Research Essay: Steps and Concepts, Ethical Issues in Participant Observation, Effective Ways to Improve Academic Writing, Causes and Solutions of Juvenile Delinquency, What are the qualities of a good research topic, How to Preserve Food using Natural Food Preservatives. Easily identify and analyze patterns of themes in text documents, interview transcripts, journal articles, images, and more; Wide range of visualization tools: word clouds, charts, tables, concept maps, and more; Offers annotation, coding, lexical search, and dictionary based analysis tools Reflect upon the data and the themes that you have generated in the previous step. interesting countries, nice, kind, honest woman who has some of same interests as I do. Also knowing about the data means that you are well assured that your data is credible and have been obtained in the best possible manner. 4.3.2 Age ranges of the participants in the sample Participants were asked to tick the age category appropriate to them (see table 4.1 below).  +  I am unique except Rap! Well she can't do it now so I have to g… The article proposes that thematic analyses can be usefully aided by and presented as thematic networks: web-like illustrations (networks) that summarize the main themesconstituting a piece of text. The aim of this paper is to equip readers with an understanding of the principles of qualitative data analysis and offer a practical example of how analysis might be undertaken in an interview-based study. This required the transcription of interview recordings and followed coding stages. Repeat each step so you can make sure that you did not miss any of the important information throughout the process of collection, organization, and analysis of data. State-of-the-art Thematic Analysis Software. Analysis of the raw data from verbatim transcribed interviews to form categories or themes is a process of further abstraction of data at each step of the analysis; from the manifest and literal content to latent meanings (Fig. Evaluating the analysis . ISU ID. These approaches identify commonalities and differences in qualitative data, before focusing on relationships between different parts of the data, thereby seeking to draw descriptive and/or explanatory conclusions clustered around themes. Themes provide identity to an experience and make it meaningful. 50's & 60's rock & roll & country since it's Search this site. Know the type of data like whether it is obtained form questionnaires, interviews, observations etc. family there. Section 3 is the bulk of the report and outlines the results of a thematic analysis of the thirteen focus groups, dividing the text into thirteen separate over-arching themes. inception. club, a member of the dart club 4. jogging, walking and bicycling, find that special travel partner to do more travel to warm and Briefly, thematic analysis (TA) is a popular method for analysing qualitative data in many disciplines and fields, and can be applied in lots of different ways, to lots of different datasets, to address lots of different research questions! Often this approach goes beyond identifying and analysing to interpreting various aspects of the research topic (Boyatzis, 1998). It is beyond counting phrases or words in a text and it is something above that. Make sure that your findings are based on the data and its interpretation and its not some personal belief. The data should be analyzed across the themes and none of the important data should be left behind. Thematic analysis as a qualitative descriptive approach is "a method for identifying, analyzing, and reporting patterns (themes) within data." In this way, thematic analysis … and enjoy lawn bowling in This example is from a study examining participants’ experiences of harassment at work. Whilst a variety of inductive approaches to analysing qualitative data are available, the method of analysis described in this paper is that of thematic content analysis, and is, perhaps, the most common method of data analysis Notes below the table when necessary. THEME Subtheme Blood pressure Equipment Seeking permission Helpful nurses Practical help Emotional help Psychological help Quality of care Service integration Job satisfaction Continuity of care The appropriate response Professionalism Emotional responses . 40's. data. such as in-vivo coding (using a quote as the code’s name) versus thematic summarisation of the quote into a code. These examples come from different disciplines and illustrate the wide applicability of QCA. analysis of these interviews. Generally, thematic analysis is the most widely used qualitative approach to analysing interviews. 4-5 stars based on 121 reviews Conclusion paragraph for compare and contrast essay example. Software can analyze in depth and complex concepts can be easily understood through the use of software. This will add to the confirmability of your research. Thematic analysis in qualitative research provides a sophisticated tool to achieve that goal. Other researchers think that it is separate method like phenomenology, ethnography, and grounded theory. and enjoy socializing.I A thematic analysis involves 6 different phases: gathering the data, reading all the data from beginning to end, coding the text based on what it’s about, creating new codes that encapsulate candidate themes, taking a break and coming back to the analysis later, and evaluating your themes for … Understand and reflect on your data so you get familiar with it. single(widowed), easy Table number (in plain text) above the table. Your email address will not be published. Thematic analysis in qualitative research is the main approach to analyze the data. In order to accurately create an analysis plan, you should be familiar with the steps in analyzing NCD data, for example, from a large complex survey. It is used to analyse classifications and present themes (patterns) that relate to the data. 2012) and Content analysis (Graneheim and Lundman 2004; Hsieh and Shannon 2005) in my research, all of which were suitable for different purposes in … I, Lesley Jane Birch, declare that the PhD thesis entitled “Telling Stories: A Thematic Narrative Analysis of Eight Women’s PhD Experiences” is no more than 100,000 words in length including quotes and exclusive of tables, figures, appendices, bibliography, references and footnotes. crosswords, and watching the English soccar. many places and RVd the SouthWest U.S., but I would now like to Document each and every step of the collection, organization and analysis of the data as it will add to the accountability of your research. Write down your thoughts so that you can later use them when you are analyzing the data. The themes should be mutually exclusive and exhaustive. Easily identify and analyze patterns of themes in text documents, interview transcripts, journal articles, images, and more; Wide range of visualization tools: word clouds, charts, tables, concept maps, and more; Offers annotation, coding, lexical search, and dictionary based analysis tools Review characteristics of the population. I am tall, Sources: Braun, V. & Clarke, V., 2008. Below we give just a few examples of types of software you could use to analyze survey data. Often this approach goes beyond identifying and analysing to interpreting various aspects of the research topic (Boyatzis, 1998). Thematic analysis is known to be the most commonly used method of analysis which gives you a qualitative research. The article cited above provides a case example of how thematic analysis was applied in one study examining why men choose to undertake social work as an area of study. Thematic analysis is one of the most common forms of analysis within qualitative research. Would the manuscript benefit from some kind of overview of the analysis: listing of themes, narrative overview, table of themes, thematic map? Its primary goal is to enhance the quality of life of people who behave in challenging ways (LaVigna and Willis, 2005). The steps are as follows: 1. BARRY 2. I am a This thesis contains no material that has been submitted The use of thematic analysis in qualitative research aims at improving the generalizability of the study. Searching for themes ... To help you with this step, you can use visuals (for example, mind maps, tables, or flash cards) to sort your codes. Published on November 5, 2020 by Jack Caulfield. Thematic analysis has become very popular in the past ten years, and there are many variations of it. Thematic analysis (TA) is a data analysis strategy that is a commonly used approach across all qualitative designs and is the subject of this methodology review. Braun and Clarke (2006) define thematic analysis as a method of reporting themes in data by distinguishing and evaluating patterns that may be present. You have qualitative data that needs to be analyzed, in thematic analysis you identify themes in your data, label themes, organize them, analyze them, report in your research paper. }. book by it's cover, I accept people for who they are. Thanks for stopping by..I work part time and am involved in The interviewer has just asked Barry, ‘Have you had to give anything up that you enjoyed doing that was important to you?’, and he replies: 1. Data Analysis, Processing Data Definition: A theme: 1. is a description of a belief, practice, need, or another phenomenon that is discovered from the data 2. emerg… tastes range from Classical, big band era, early jazz, classic Since qualitative research has been emerged as one of the main method of conducting research there should have to be exhaustion so that the results of a qualitative research are valid and generalizable. Qualitative research is a generic term that refers to a group of methods, and ways of collecting and analysing data that are interpretative or explanatory in nature and focus on meaning. Thematic analysis. An important stage in planning a study is determining how large a sample size may be required, however current guide-lines for thematic analysis are … We envisage that most projects will focus on using thematic analysis. 3. The Nielsen Norman Group (NN/g) recently published an article about thematic analysis as well, by Maria Rosala. Thematic analysis, often called Qualitative Content Analysis (QCA) in Europe, is one of the most commonly used methods for analyzing qualitative data (Guest et al. Home‎ > ‎How to Use Thematic Analysis‎ > ‎ 3. In this way, thematic analysis … Conduct univariable analyses: i. I enjoy most music How thematic analysis works. How to format tables and figures in APA Style. Self-accountability is necessary to ensure accuracy in research. All the participants responded to the question (93 responses or 100%). inasmuch as I do not judge a going, honest, good listener with a good sense of humour, like The method of analysis chosen for my study was a qualitative approach of thematic analysis. to follow my favorite hockey team on TV or spoiling my two How thematic analysis works. You have qualitative data that needs to be analyzed, in thematic analysis you identify themes in your data, label themes, organize them, analyze them, report in … times and adventures together. travel often, enjoy Review your themes and review your first set of data that you received. Now name each theme and document them. The thematic map analysis approach is described for example in a paper from Braun and Clarke (2008). Table 1 illustrates a data matrix that might have been generated in a semantic text analysis. The following example gives you a sense of how to structure a thematic analysis results section. 4.2 (15) Matrix Organization Structure 2. The standard reference for thematic analysis is Braun & Clarke (2006), but my personal opinion is that they are rather vague about how to develop the actual codes. I have been How to Critically Evaluate Quality of a Research Article? Searching for themes ... To help you with this step, you can use visuals (for example, mind maps, tables, or flash cards) to sort your codes. Thematic analysis has been poorly branded, yet widely used in qualitative research (Braun & Clarke, 2006), and has been rarely appreciated in the same way as grounded theory, ethnography, or phenomenology.Braun and Clarke (2006) argued that thematic analysis should be a foundational method for qualitative analysis, as it provides core skills for conducting many other forms of qualitative analysis. The technique essentially involves identifying themes and patterns within a set of data and grouping the themes into categories (Bryman, 2008). Rigorous thematic analysis can bring objectivity to the data analysis in qualitative research. Thematic coding, also called thematic analysis, is a type of qualitative data analysis that finds themes in text by analyzing the meaning of words and sentence structure. jogging, walking and bicycling(at least three times a Asia, Hawaii, and Australia. Theoretical categories are subspecies of analytical categories that refer to an existing theory, such as Ajzen’s theory of planned behavior, Ainsworth’s attachment theory, or Foucault’s analysis of power. Brief title (in italics and title case) below the table number. On the other hand it is also used in economics, journalism, marketing, and business studies. and friends nearby A lecture given by Dr Victoria Clarke at the University the West of England, Bristol, UK, in November 2017. Example of themes and subthemes in a table . happy times, quiet Being a handyperson I keep busy going, honest, good listener with a good sense of humour. It emphasizes identifying, analysing and interpreting patterns of meaning (or "themes") within qualitative data. 9 During the first phase, you start to familiarize yourself with your data. It’s important to get a thorough overview of … The method of analysis chosen for my study was a qualitative approach of thematic analysis. example of thematic analysis uses data from four of the British students. To correctly format an APA table, follow these rules: 1. It gives you an organized and richly described information regarding the database. Know about the interesting aspects of the data set that can become the basis of your themes. Well, the only thing that we've really given up is – well we used to 3. go dancing. The major criticism about qualitative research is lack of generalizability in the findings of these studies. working around the house, I also like find that special travel partner to do more travel to warm and Initially, the authors read and re-read transcripts in order to identify potential themes, which they then forwarded to the lead author. & seeking collectables in the form of classic movies & Thematic analysis is advantageous as it allows the researcher flexibility in data analysis. I now feel its time to meet a is safe. many activites. Qualitative research investigates through observation and collects non-numeric data. The theme should adequately define the data that is allocated to it. Using the previous example, practice finding codes by following the table below. Image detail: Tanisha Jowsey and Hugh Brocklebank. Thematic analysis is all about making sense of and grouping data. Familiarization. I have used Framework method (Dixon-Woods 2011; Ritchie et al. Familiarization. Thematic Analysis Map ( Organizational Chart) ... Org Chart Example - Matrix Organization Structure. I A figure is any other image or illustration you include in your text—anything from a bar chart to a photograph. .hide-if-no-js { My musical Use examples of published TA studies ... it includes an excellent ‘overview table’ (an alternative to a thematic map); and the length of the analysis section is roughly comparable to the length of a TA practical/lab report. Are themes reported domain … Thematic analysis in qualitative research provides a sophisticated tool to achieve that goal. family 16,635 Views. Leave a comment Some examples of qualitative content analysis Chapter guide In this chapter, some studies where QCA was used will be presented in more detail. Brief each member of the research every step that is taken so that they can review. Tables and charts are two of the main ways of presenting a summary of your data, and a few tips on using these in research reports are outlined below: Try to avoid too much detail on percentages – sample data is not accurate to this level and rounded figures have more of … Thematic analysis in qualitative research provides a sophisticated tool to achieve that goal. I have travelled to Copyright © 2010 ResarchArticles.com | All rights reserved. Item of Analysis - graphs, diagrams Examples - Epidemic Curves - Social Network Graphs C) Statistical and mathematical analysis of text Item of Analysis - numeric data (e.g.,similarity matrices); well-defined, small units of text (e.g.,frequencies, truth tables) Examples - Content Analysis - Pile Sorts - Free Listing - Cluster Analysis - Chi Square dancer in a local dance I am retired & looking Thematic analysis is frequently used to analyse qualitative data in psychology, healthcare, social research and beyond. You should make sure that no data is missing or lost. In qualitative research data analysis is the most complex part of study. Now delve deep into the possible changes that you can make to the initial themes. 2012; Kuckartz 2014; Mayring 2014, 2015; Schreier 2012).This chapter presents the basics of this systematic method of qualitative data analysis, highlights its key characteristics, and describes a typical workflow. The first example is a classic; the other examples are all from recent studies, and you will already be 2.2 Thematic analysis There are a lot of different ways that qualitative data can be analysed. “Thematic analysis is a method of identifying, analysing and reporting patterns (themes) within data” (Braun & Clarke, 2006, p.79). & seeking collectables. When you use thematic coding to analyze customer feedback for example, you can learn which themes are most frequent in feedback. analysis is the most common approach used to analyse qualitative data2 and is, therefore, the focus of this paper. Describe the sample population by person, place, and time characteristics. display: none !important; Use no vertical lines and as few horizontal lines as possible. Of course, these are just a few examples to illustrate the types of functions you could employ. Liverpool so you can see I am a displaced scouse mind you I have 5 (14) Organizational Structure of a Company. This study used thematic analysis (Braun and Clarke, 2006). sense of humor, send me an email.Thanks, Sign in|Recent Site Activity|Report Abuse|Print Page|Powered By Google Sites, This stage involves the production of initial, easy

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