Rasmussen College Python Analytics Engineer Project

You are working as an Analytics Engineer for one of the book retail website. You need to identify best selling books based on the data. You have received the data in Excel file. You need to sort the result based on the best-selling book. You need to display following information on the website.

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  • Brand
  • Name
  • List_Price
  • Model
  • Use the attached file-

    paytm_com-ecommerce_sample.csv

    file.

    A brand column in the CSV file has various Null or Blank rows. These need to be replaced.

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    Directions:

  • Use Pandas to read the csv file
  • Analyze the Brand data column
  • Replace Null or Blank value with NaN.
  • Filter out NaN values from the current file and write it into another file.
  • Your python script should generate two files.File without any NaN value in Brand columnFile with NaN value in Brand column amtsave
    72
    117
    57
    84
    1050
    63
    75
    53
    63
    90
    58
    68
    180
    280
    672
    120
    45
    66
    90
    63
    50
    915
    126
    63
    54
    57
    63
    114
    132
    94
    77
    101
    109
    63
    250
    126
    60
    57
    150
    2414
    108
    57
    63
    0
    63
    63
    brand
    breadcrumbs
    country
    desc
    discount domain
    gallery
    image
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Product
    | Romance
    20%%| C.J.’shttps://catalog.paytm.com
    Fate
    Code”=>”9780553590487_20567”,
    https://assetscdn.paytm.com/im
    “ISBN-13″=>”978
    Rupa Publications
    Books |India
    Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Rupa
    | Short30%%
    Stories | Chandrakanta
    https://catalog.paytm.com
    Publicationshttps://assetscdn.paytm.com/im
    India”, “Product Code”=>”97881
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Romance
    14%%| Hearthttps://catalog.paytm.com
    Of Dixie
    House”, https://assetscdn.paytm.com/im
    “Product Code”=>”97805535914
    Transworld Books
    Publishers
    | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Transworld
    | General
    21%%
    | Perfect
    https://catalog.paytm.com
    Life
    Publishers”,
    https://assetscdn.paytm.com/im
    “Product Code”=>”978055
    Books
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Books”,
    | Literature
    35%%| Paulo
    https://catalog.paytm.com
    Coelho The “Product
    Golden Collection
    https://assetscdn.paytm.com/im
    Code”=>”9780008140168_95913
    Random House
    Books
    Publishing
    | Literature
    IN Group
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Suspense
    14%%Thrillerhttps://catalog.paytm.com
    | The Devil’s Banker
    House Publishing
    https://assetscdn.paytm.com/im
    Group”, “Product Code”
    Dell
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Dell”,
    | Suspense
    14%%Thrillerhttps://catalog.paytm.com
    | The Brethren
    “Product Code”=>”9780345531971_44120”
    https://assetscdn.paytm.com/im
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | General
    11%%
    | The Innocent
    https://catalog.paytm.com
    House”, https://assetscdn.paytm.com/im
    “Product Code”=>”97800995888
    Random House
    Books
    Publishing
    | Literature
    IN Group
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Romance
    14%%| Truehttps://catalog.paytm.com
    Love
    House Publishing
    https://assetscdn.paytm.com/im
    Group”, “Product Code”
    Harper Collins
    Books
    Publishers
    | Literature
    IN India& Fiction
    {“Description”=>{“Brand”=>”Harper
    | General
    36%%
    | Warriors:
    https://catalog.paytm.com
    Power of Collins
    Three #3:
    Publishers
    https://assetscdn.paytm.com/im
    OutcastIndia”, “Product Code”=>
    Vsp International
    Books Science
    | Literature
    IN Publishers
    & Fiction
    {“Description”=>{“Brand”=>”Vsp
    | Suspense
    30%%Thrillerhttps://catalog.paytm.com
    | Item Girl
    Internationalhttps://assetscdn.paytm.com/im
    Science Publishers”, “Product Co
    Pocket Books
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Pocket
    | Romance
    21%%| Sanger
    https://catalog.paytm.com
    In The Moonlight
    Books”, “Product
    https://assetscdn.paytm.com/im
    Code”=>”9781416509752
    WALKER BOOKS
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”WALKER
    | Others
    29%%
    | Happy Christmas;
    https://catalog.paytm.com
    Maisy
    BOOKS”,https://assetscdn.paytm.com/im
    “Product Code”=>”97814063310
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Product
    | Others
    20%%
    | Flowershttps://catalog.paytm.com
    cube
    Code”=>”9788854402263_20567”,
    book illustrated https://assetscdn.paytm.com/im
    edition Edition “Author”=>”Vale
    St Martins Press
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”St
    | General
    40%%
    | Making
    https://catalog.paytm.com
    Your Point
    Martins Press”,https://assetscdn.paytm.com/im
    “Product Code”=>”9780312378
    Berkley
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Berkley”,
    | Romance
    14%%| Blood
    https://catalog.paytm.com
    Magic https://assetscdn.paytm.com/images/catalo
    “Product
    https://assetscdn.paytm.com/im
    Code”=>”9780425259870_441
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Product
    | Literature
    15%%| The https://catalog.paytm.com
    LadyCode”=>”9781847374608_20567”,
    Of The Rivers
    https://assetscdn.paytm.com/im
    “ISBN-13″=>”978
    Pan Macmillan
    Books
    UK| Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Pan
    | Literature
    9%% | Lair https://catalog.paytm.com
    Macmillan UK”,
    https://assetscdn.paytm.com/im
    “Product Code”=>”978033052
    Alma BooksBooks | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Alma
    | Literature
    30%%| Bestseller
    https://catalog.paytm.com
    Books”, “Product
    https://assetscdn.paytm.com/im
    Code”=>”9781846881282_
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Romance
    14%%| Late https://catalog.paytm.com
    For The Wedding
    House”, https://assetscdn.paytm.com/im
    “Product Code”=>”97805535848
    Random House
    Books
    Publishing
    | Literature
    IN Group
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Classics
    14%%
    | Summer
    https://catalog.paytm.com
    House Publishing
    https://assetscdn.paytm.com/im
    Group”, “Product Code”
    BloomsburyBooks | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Bloomsbury”,
    | General
    9%%| Walterhttps://catalog.paytm.com
    Scott And Contemporary
    “Product
    https://assetscdn.paytm.com/im
    Theory
    Code”=>”9781441182531_
    Harper Collins
    Books
    Publishers
    | Literature
    IN India& Fiction
    {“Description”=>{“Brand”=>”Harper
    | General
    36%%
    | Alphabet
    https://catalog.paytm.com
    Soup For Lovers
    Collins Publishers
    https://assetscdn.paytm.com/im
    India”, “Product Code”=>
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Suspense
    14%%Thrillerhttps://catalog.paytm.com
    | The Third Victim
    House”, https://assetscdn.paytm.com/im
    “Product Code”=>”97805535786
    Harper Collins
    Books
    Publishers
    | Literature
    IN India& Fiction
    {“Description”=>{“Brand”=>”Harper
    | General
    36%%
    | His Diamond
    https://catalog.paytm.com
    of Convenience
    Collins Publishers
    https://assetscdn.paytm.com/im
    India”, “Product Code”=>
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Romance
    14%%| The Golden
    https://catalog.paytm.com
    ValkyrieHouse”, https://assetscdn.paytm.com/im
    “Product Code”=>”97805535916
    Random House
    Books
    Publishing
    | Literature
    IN Group
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Romance
    14%%| First https://catalog.paytm.com
    Comes Marriage
    House Publishing
    https://assetscdn.paytm.com/im
    Group”, “Product Code”
    PENGUIN USA
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”PENGUIN
    | General
    14%%
    | Kiss My
    https://catalog.paytm.com
    Math : Showing
    USA”,
    Pre-Algebra
    “Product
    https://assetscdn.paytm.com/im
    Who’s
    Code”=>”978045229540
    Henry Holt And
    Books
    Company
    | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Henry
    | General
    14%%
    | 102 Minutes
    https://catalog.paytm.com
    Holt And Company”,
    https://assetscdn.paytm.com/im
    “Product Code”=>”978
    New York Review
    Books Books
    | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”New
    | Short14%%
    Stories | The
    https://catalog.paytm.com
    Professor
    York
    And
    Review
    The Siren
    https://assetscdn.paytm.com/im
    Books”, “Product Code”=>”9781
    Pan Macmillan
    Books
    India
    | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Pan
    | Romance
    22%%| Saving
    https://catalog.paytm.com
    Grace Macmillan India”,
    https://assetscdn.paytm.com/im
    “Product Code”=>”9781447
    Seven Seas Books
    Entertainment
    | Literature
    IN Llc & Fiction
    {“Description”=>{“Brand”=>”Seven
    | General
    14%%
    | Alice In
    https://catalog.paytm.com
    The Country
    Seas
    Of Entertainment
    Hearts:
    https://assetscdn.paytm.com/im
    The Mad
    Llc”, “Product Code”=>”
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Product
    | Others
    20%%
    | The 5thhttps://catalog.paytm.com
    Horseman
    Code”=>”9780755323081_203366”,
    https://assetscdn.paytm.com/im
    “Publisher”=>”H
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Suspense
    14%%Thrillerhttps://catalog.paytm.com
    | Dead Aim House”, https://assetscdn.paytm.com/im
    “Product Code”=>”97805535843
    Penguin Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Penguin”,
    | Literature
    50%%| My Husband
    https://catalog.paytm.com
    Next Door
    “Product
    https://assetscdn.paytm.com/im
    Code”=>”9781405913928_193
    Harper Collins
    Books
    Publishers
    | Literature
    IN India& Fiction
    {“Description”=>{“Brand”=>”Harper
    | Romance
    36%%| Always
    https://catalog.paytm.com
    Collins Publishers
    https://assetscdn.paytm.com/im
    India”, “Product Code”=>
    Hodder & Stoughton
    Books | Children
    IN & Teens
    {“Description”=>{“Brand”=>”Hodder
    | Young Adults
    10%% | Action
    https://catalog.paytm.com
    & Adventure
    https://assetscdn.paytm.com/images/catalo
    & Stoughton”,
    | Black
    https://assetscdn.paytm.com/im
    Swan
    “Product
    Green Code”=>”9780340
    Arihant Publications
    Books | Academic
    IN
    & Professional
    {“Description”=>{“Brand”=>”Arihant
    |27%%
    College Books
    https://catalog.paytm.com
    | Engineering
    Publications”,
    Bookshttps://assetscdn.paytm.com/im
    | Daily
    “Product
    Practice
    Code”=>”9789352
    Problems for Th
    Books
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Books”,
    | Adventure
    30%% | George
    https://catalog.paytm.com
    And The Unbreakable
    “Product https://assetscdn.paytm.com/im
    Code”=>”9780857533265_32027
    Code
    Cengage Learning
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Cengage
    | General
    32%%
    | Grassroots
    https://catalog.paytm.com
    With Readings
    Learning”,
    https://assetscdn.paytm.com/im
    “Product Code”=>”978061850
    Knopf Doubleday
    Books Publishing
    | Literature
    IN Group
    & Fiction
    {“Description”=>{“Brand”=>”Knopf
    | Short14%%
    Stories | Ahttps://catalog.paytm.com
    Good Fall Doubledayhttps://assetscdn.paytm.com/im
    Publishing Group”, “Product Cod
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Romance
    14%%| Mismatch
    https://catalog.paytm.com
    House”, https://assetscdn.paytm.com/im
    “Product Code”=>”97805535916
    Oxford University
    Books |Press
    Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Oxford
    | Others
    16%%
    | The Decision
    https://catalog.paytm.com
    Universityhttps://assetscdn.paytm.com/im
    Press”, “Product Code”=>”97807
    Dreamtech Books
    Press | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Dreamtech
    | General
    0%%| Autodesk
    https://catalog.paytm.com
    Invtor 11 For Press”,
    Engineers
    https://assetscdn.paytm.com/im
    “Product
    and Designer
    Code”=>”9788177226
    Anchor
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Anchor”,
    | Suspense
    14%%Thrillerhttps://catalog.paytm.com
    | Stranded “Producthttps://assetscdn.paytm.com/im
    Code”=>”9780307947710_4412
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Romance
    14%%| White
    https://catalog.paytm.com
    Satin
    House”, https://assetscdn.paytm.com/im
    “Product Code”=>”97805535937
    128
    0
    114
    102
    114
    63
    144
    310
    100
    250
    63
    36
    522
    95
    60
    67
    80
    63
    63
    75
    400
    60
    70
    86
    63
    58
    126
    35
    51
    108
    224
    35
    126
    63
    143
    250
    112
    0
    63
    140
    114
    54
    210
    57
    0
    69
    63
    Books | SelfINHelp | Motivational
    {“Description”=>{“Product
    & 32%%
    Inspirational
    https://catalog.paytm.com
    | How
    Code”=>”9780743273961_20038”,
    to Sell Anything
    https://assetscdn.paytm.com/im
    to Anybody “ISBN-13″=>”978
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Product
    | Romance
    0%% | Best https://catalog.paytm.com
    LaidCode”=>”9789351779186_21345”,
    Plans
    https://assetscdn.paytm.com/im
    “ISBN-13″=>”978
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Literature
    14%%| A Hologram
    https://catalog.paytm.com
    For The
    House”,
    King https://assetscdn.paytm.com/im
    “Product Code”=>”97803079475
    Oxford University
    Books |Press
    Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Oxford
    | Others
    20%%
    | Secret Of
    https://catalog.paytm.com
    Shambhala:
    University
    In Searchhttps://assetscdn.paytm.com/im
    Press”,
    Of The”Product
    EleventhCode”=>”97805
    Insight- The
    Penguin Books
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Penguin
    | General
    14%%
    | A Woman
    https://catalog.paytm.com
    Of Independent
    Books”,Means
    “Product
    https://assetscdn.paytm.com/im
    Code”=>”978014027436
    Harper Collins
    Second
    Publishers
    Chance
    IN India
    at Love{“Description”=>{“Brand”=>”Harper
    36%%
    https://catalog.paytm.com
    Collins Publishers
    https://assetscdn.paytm.com/im
    India”, “Product Code”=>
    Harper Collins
    Books
    Publishers
    | Biographies
    IN India & Auto
    {“Description”=>{“Brand”=>”Harper
    Biographies
    36%%| History
    https://catalog.paytm.com
    & PoliticsCollins
    | Are You
    Publishers
    https://assetscdn.paytm.com/im
    The OneIndia”,
    For Me?
    “Product Code”=>
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Product
    | Others
    52%%
    | An Absolute
    https://catalog.paytm.com
    Code”=>”9780755336807_193994”,
    Scandal
    https://assetscdn.paytm.com/im
    “Publisher”=>”H
    Vintage
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Vintage”,
    | Literature
    20%%| The https://catalog.paytm.com
    Book Of Gold Leaves
    “Product
    https://assetscdn.paytm.com/im
    Code”=>”9780670087426_272
    Penguin Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Penguin”,
    | General
    50%%
    | Survivor
    https://catalog.paytm.com
    “Product
    https://assetscdn.paytm.com/im
    Code”=>”9780241961520_193
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Romance
    14%%| Simply
    https://catalog.paytm.com
    Love
    House”, https://assetscdn.paytm.com/im
    “Product Code”=>”97804402419
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Product
    | Adventure
    30%% | Adventures
    https://catalog.paytm.com
    Code”=>”9788129108920_20038”,
    of Nonu The Skating
    https://assetscdn.paytm.com/im
    Squirrel “ISBN-13″=>”978
    Scholastic Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Scholastic”,
    | General
    22%%
    | Star Wars
    https://catalog.paytm.com
    : A Galactic Pop
    “Product
    Uphttps://assetscdn.paytm.com/im
    Adventure
    Code”=>”9780545176163_1
    October Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”October”,
    | General
    14%%
    | Alice In
    https://catalog.paytm.com
    The Country Of”Product
    Joker:https://assetscdn.paytm.com/im
    Circus
    Code”=>”9781937867683_441
    An
    Simon & Schuster
    Books | Children
    IN & Teens
    {“Description”=>{“Brand”=>”Simon
    | Children
    20%%
    | Comics &
    https://catalog.paytm.com
    Graphic Novels
    & Schuster”,
    | Dork
    https://assetscdn.paytm.com/im
    Diaries:
    “Product
    Once
    Code”=>”978147112
    Upon A Dork
    To Excelkaleidoscope
    Books | Regional
    Sof
    IN
    Books{“Description”=>{“Brand”=>”To
    | Telugu | 30%%
    Mens Are For
    https://catalog.paytm.com
    Mars Women
    Excelkaleidoscope
    Are For
    https://assetscdn.paytm.com/im
    Venus
    Sof”, “Product Code”=>”978
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Product
    | General
    20%%
    | The Family
    https://catalog.paytm.com
    Code”=>”9780099464747_20567”,
    https://assetscdn.paytm.com/im
    “ISBN-13″=>”978
    Vintage
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Vintage”,
    | Crime
    14%%
    | Sliver Ofhttps://catalog.paytm.com
    Truth
    “Product
    https://assetscdn.paytm.com/im
    Code”=>”9780307949684_441
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Romance
    14%%| In Bed
    https://catalog.paytm.com
    With A Highlander
    House”, https://assetscdn.paytm.com/im
    “Product Code”=>”97803455194
    Random House
    Books | NonINFiction | History
    {“Description”=>{“Brand”=>”Random
    & Politics
    25%%| The Inimitable
    https://catalog.paytm.com
    Jeeves
    https://assetscdn.paytm.com/images/catalo
    House”, https://assetscdn.paytm.com/im
    “Product Code”=>”97800995136
    HarperCollins
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”HarperCollins”,
    | Fantasy
    20%%
    | The World
    https://catalog.paytm.com
    of Ice and Fire “Product
    https://assetscdn.paytm.com/im
    Code”=>”9780007580910
    Tata Mcgraw
    Books
    – Hill|Education
    Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Tata
    | General
    9%%| Schaum’s
    https://catalog.paytm.com
    Easy Outline
    Mcgraw
    Of-Electric
    Hillhttps://assetscdn.paytm.com/im
    Education”,
    Circuits chaum’s
    “ProductEasy
    Code”=>”9
    Outlin
    HARPER COLLINS
    BooksINDIA
    | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”HARPER
    | Short20%%
    Stories | And
    https://catalog.paytm.com
    Thereby Hangs
    COLLINS
    A Tale
    https://assetscdn.paytm.com/im
    INDIA”, “Product Code”=>”97803
    Mariner Books
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Mariner
    | General
    9%%| The Temple
    https://catalog.paytm.com
    Of My Familiar
    Books”, “Product
    https://assetscdn.paytm.com/im
    Code”=>”978054748000
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Literature
    14%%| Klone
    https://catalog.paytm.com
    And I
    House”, https://assetscdn.paytm.com/im
    “Product Code”=>”97804402256
    Random House
    Books | Literature
    IN
    & Fiction
    {“Description”=>{“Brand”=>”Random
    | Romance
    14%%| Everlasting
    https://catalog.paytm.com
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