Data Cleaning and Strategic Gap Filling for a Local Market Dataset

Suljettu Julkaistu 2 kuukautta sitten Maksettu toimituksen yhteydessä
Suljettu Maksettu toimituksen yhteydessä

Overview:

I am seeking a skilled data scientist or data analyst with expertise in professional and scientific data management techniques to assist in completing and filling the missing values in a daily local market oil price dataset. The dataset contains crucial information on diesel, petrol, and LPG prices collected from two distinct locations: Hairatan and Aqena, each with slight variations in fuel prices. The dataset exhibits both small, short-term data gaps and more substantial, extended gaps that require specialized attention.

Data Description:

• Type of Data: Daily local market oil price data for diesel, petrol, and LPG.

• Data Sources: Collected from two different locations, Hairatan and Aqena (two local fuel markets).

• Variations: Prices differ between the two markets.

• Data Volume: approximately 8,760 entries, encompassing daily records for six distinct variables over a four-year period.

Data Gap Types:

1. Short Gaps: These are small, brief periods of missing data.

2. Extended Gaps: These are larger, more prolonged periods of missing data.

Approaches to Fill Data Gaps:

1. Conventional Technique: For short gaps, conventional data management techniques will be applied to fill in the missing values. This might include interpolation, time-series methods, or other suitable approaches.

2. Comparative Method: For extended gaps, it's acknowledged that filling the missing data by looking at prior and subsequent data points of the same variable may not yield accurate results. Instead, we propose using a comparative method that leverages data from the adjacent market (Hairatan or Aqena) to fill the gap.

Additional Considerations:

• Market Comparison: It will be essential to establish a relationship between price changes in the two markets to make informed assumptions for gap filling when data from the adjacent market is available.

• Accuracy: Ensuring accuracy in price predictions is paramount, especially for extended gaps.

Deliverables:

• Completed dataset with missing values filled using appropriate techniques.

• Documentation detailing the methods and approaches used for gap filling.

• Visualizations or reports showcasing the filled data and insights gained.

Attachment: A screenshot illustrating sample longer missing data gaps and short gaps is included for reference.

Budget and Timeline:

• Budget: Kindly submit your precise and realistic bid amount. We do not engage with placeholder or fictitious price offers. Your accuracy is appreciated.

• Timeline: The project timeline is negotiable, but timely completion is essential.

Datatiede Data Cleansing Data Management Tilastotiede Data Analysis

Projektin tunnus: #37239070

Tietoa projektista

40 ehdotusta Etäprojekti Aktiivinen kuukausi sitten

40 freelanceria on tarjonnut keskimäärin $138 tähän työhön

schoudhary1553

Top 1% in Freelancer.com Hi, Greetings! ✅checked your project details: ✅Completed Time: In project deadline We have worked on 900 + Projects. I have 6 + years of the experience in same kind of projects. If you are look Lisää

$220 USD 4 päivässä
(62 arvostelua)
6.4
belarjsoufiane20

Hello. Hope all is well. In this project, my detailed approach will involve two key strategies for filling missing values in the daily local market oil price dataset. For short gaps, I will apply conventional data mana Lisää

$180 USD 5 päivässä
(64 arvostelua)
5.4
Zied130

Greetings, With my background in data science, I have acquired a wealth of experience in data processing and analysis. One of my specialties is filling in missing values in data sets. If you require assistance with t Lisää

$150 USD 7 päivässä
(61 arvostelua)
5.3
mohamedabdelall4

Hi , I'm sure that I can do this job. I'm artificial intelligence engineer experienced in Statistics, Feature Engineering, Machine/Deep Learning, Data Science/Analysis/Visualization using Python programming. Here you c Lisää

$110 USD 2 päivässä
(14 arvostelua)
5.2
realhudex

I am confident that I can help you complete this project. As an Electrical Engineer with experience in data management techniques and data analysis, I have the expertise required to fill the missing values in your oil Lisää

$30 USD 1 päivässä
(8 arvostelua)
3.8
prdraco

Feel free to contact me for Data Cleaning and Strategic Gap Filling for a Local Market Dataset .shoot me message to discuss further more details .i provide the comments,images,videos,demos and live sessions in order t Lisää

$150 USD 3 päivässä
(2 arvostelua)
3.8
hemsingh1

Hello, Excel expert here. I can perfectly assist you with this and can start on an immediate basis. I am an experienced Excel professional with years of experience in all the tools of Excel including Visual Basic, Au Lisää

$200 USD 3 päivässä
(5 arvostelua)
3.2
arwamoizds

Hello, With a comprehensive background in data science and analytics, I propose a meticulous strategy for the completion of your daily local market oil price dataset. My process begins with addressing short gaps usin Lisää

$250 USD 7 päivässä
(4 arvostelua)
2.9
Feriver

Hey Great evening, We have perused the short subtleties on your work. I see you have been looking for a freelancer who has experience with "Data Cleaning and Strategic Gap Filling for a Local Market Dataset " this is r Lisää

$140 USD 7 päivässä
(3 arvostelua)
3.0
tkmaina868

I am an expert Swift coder with skills including Data Management, Data Analysis, Data Cleansing, Data Science and Statistics. Please send a message to discuss more about this project. Thanks & regards

$65 USD 3 päivässä
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2.4
tonywaigi

I am a consummate writer and researcher, with superb English command and 9 years’ experience. I'm interested in taking this task up for you and offer to provide the best quality and unique plagiarism-free paper. All pr Lisää

$140 USD 2 päivässä
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lincolnwriter

Hey! As a highly experienced Data Analyst, I am offering my services for your project. I have more than 5 years of specialization in the field and hold a Master's degree in data analytics. My knowledge and experience Lisää

$100 USD 1 päivässä
(3 arvostelua)
2.7
omarsaad5

Hello I am a data analyst certified of Udacity Nano degree of data analysis using python I completed four projects successfully of data analysis using pandas dataframe including data cleansing, exploration and explan Lisää

$50 USD 7 päivässä
(1 arvostelu)
0.6
muradeltaher

I understand that you are seeking a skilled data scientist or data analyst with expertise in professional and scientific data management techniques to assist in completing and filling the missing values in a daily loca Lisää

$250 USD 7 päivässä
(2 arvostelua)
0.4
STACYKENYA

I am here to offer my expertise in data management and data science to help complete the missing values in your oil price dataset. With experience in professional and scientific data management techniques, such as inte Lisää

$140 USD 7 päivässä
(0 arvostelua)
0.0
ShineDataEntry

My name is Shine and I am excited to help you complete the missing values in your daily local market oil price dataset. I have 2 years of experience in dashboard management and developed expertise in creating and analy Lisää

$120 USD 2 päivässä
(0 arvostelua)
0.0
anup2323

Hi, I can do this work for you in very Effective way. I have experience of more than 4 Year working as Data Scientist for top MNC. In my day to day life i work a lot on Data Cleaning, Handling missing values and modell Lisää

$250 USD 10 päivässä
(0 arvostelua)
0.0
ahmedtahashalaby

Hi there! I am Ahmed, a professional data analyst with extensive experience in data management techniques and data analysis. I understand that you are seeking assistance in completing and filling the missing values in Lisää

$100 USD 7 päivässä
(0 arvostelua)
0.0
EkeshwarS

Having the knowledge of Data Science field and gaining hands on experience with different projects and internships, I will be providing you with good solution to your project based on proper detailed research and analy Lisää

$100 USD 7 päivässä
(0 arvostelua)
0.0
chumar9755484

Hi, I have gone through your project and I can handle your project very well as I have 4 years of experience in the data science and data analytics field. I have done many projects based on your requirement like data p Lisää

$140 USD 7 päivässä
(0 arvostelua)
0.0