Document Analysis

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The document provides basic analysis of the Resume of Partha Majumdar.

This document is developed to demonstrate generating R Markdown Documents.

  • This program does the following:
    • Load the needed libraries
    • Read the PDF Document
    • Form the Corpus
    • Clean the Text
    • Determine the Frequency of the Words used in the Document
    • Form the Word Cloud

Most Frequent Words

There are 844 unique words in the Resume.

Given below are the most frequent words used in the Resume.

head(v_df)
##   values     ind
## 1     70 develop
## 2     62  system
## 3     51   manag
## 4     48     use
## 5     35   solut
## 6     32 project

Word Cloud

Below is the Word Cloud of the most frequent words used in the Resume. The Size and the Colour of the Words in the Word Cloud is set based onthe frequency of the word.

Generating displaying the Code and Supressing the Warnings

The code used to generate the Word Cloud has been displayed in the document. This can be accomplished by setting the parameter echo equal to TRUE.

The warnings can be supressed by setting the parameter warning to FALSE.

wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1,
          max.words=500, colors=brewer.pal(8, "Dark2"),
          random.order = FALSE )

Generating Word Cloud NOT displaying the Code, but SHOWING the Warnings

## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## handl could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## infrar could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## infrastructur could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## make could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## need could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## nonit could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## pgdmeba could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## phone could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## play could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## postgradu could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## price could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## prior could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## propos could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## prototyp could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## rajiv could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## recognit could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## regist could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## respons could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## sale could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## socket could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## sourc could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## subseg could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## tabadul could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## thailand could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## thereaft could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## updat could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## voucher could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## vskill could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## wipro could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## acquisit could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## agenc could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## altern could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## analys could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## android could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## appoint could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## apprais could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## around could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## associ could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## belgium could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## blockchain could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## bpmn could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## broadband could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## california could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## ceduc could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## clean could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## competit could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## conform could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## consum could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## contact could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## correct could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## deep could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## dialog could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## dtac could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## effort could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## electr could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## exercis could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## exist could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## financi could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## first could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## firsthand could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## follow could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## formul could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## forum could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## frozen could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## grameen could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## gurgaon could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## hadoop could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## hopkin could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## httpparthamajumdarorg could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## informix could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## insur could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## intern could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## khalid could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## king could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## landscap could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## main could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## malek could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## manojrmanrconsultingcom could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## manual could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## mdm could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## mention could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## nonexecut could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## nrtrde could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## ownership could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## paikari could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## panida could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## panidadtaccoth could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## partner could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## partnership could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## pass could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## payabl could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## postpaid could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## powerbuild could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## primit could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## proposit could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## pune could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## recruit could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## recurr could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## registr could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## releas could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## request could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## retent could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## reusabl could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## rfps could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## sabri could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## save could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## sector could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## sent could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## servlet could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## shammari could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## sneha could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## snrbeascoin could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## stock could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## stringent could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## task could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## term could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## threshold could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## thus could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## togaf could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## trade could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## travel could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## truth could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## vpit could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## warehous could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = v_df$ind, freq = v_df$values, min.freq = 1, :
## webspher could not be fit on page. It will not be plotted.

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