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Cluster analysis of Chinese city-level data

$750-1500 USD

Скасований
Опублікований over 6 years ago

$750-1500 USD

Оплачується при отриманні
We need to create a natural clustering of cities in China based on their geographic location (their distance from one another) and an importance factor we assign to each city. This will help us group cities with largest importance and nearest to each other as a larger geographical cluster. We do not wish to do the clustering based on what prefecture or province the cities belong to, as this will not allow us to create an efficient segmentation, as we may have cities within the borders of several prefectures that form a more important cluster when grouped together than if we simply group them into their respective prefectures. We will provide the following data in excel format: -> City name (Approximately 2.6k cities) -> Province name (of the city) -> Latitude (to determine geographical location) -> Longitude (to determine geographical location) -> Importance factor (nominal value to determine importance factor of a city) Deliverables 1. Core Analysis: The deliverable will require the natural clustering of cities as well as a descriptive methodology (algorithm) that was used to cluster the cities. A. We may require doing several iterations of the clustering, as we may adjust the values for the importance factors B. We would like to see several options for the number of natural geographical clusters depending on the output of the analysis; the main focus being: i. Mega-clusters, identifying 5-10 major clusters for highest importance areas (i.e. Beijing and Shanghai centered mega-clusters) C. Clusters mapped in Tableau 2. Excel spreadsheet: All the data we sent plus a new column indicating which clustering group the city belongs to. 3. Heat Map: Create a heat map of China with the natural clusters (darkness of color based on importance factor of natural cluster (the natural cluster is the sum of the importance factor of each individual city). A. We prefer that the mapping be done in Tableau so we can make adjustments ourselves, if this is not possible, we will need you to perform the adjustments as we move along. 1. The map must have a good quality to include it in a power point presentation 2. We may need to modify the color scheme of the heat map 3. We will need to label the location of certain key cities in China (a few key cities) 4. We should be able to see the geographical limits (borders) between the natural cluster
ID проекту: 15772910

Про проект

26 пропозицій(-ї)
Дистанційний проект
Активність 6 yrs ago

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26 фрілансерів(-и) готові виконати цю роботу у середньому за $1 144 USD
Аватарка користувача
Greeting, I have understood your Cluster analysis of Chinese city-level data task and can do it with your 100% satisfaction. Please ping me for more discussion. Relevant Skills and Experience I have more than 5 years of experience in Data Processing, Data Science, Excel, SPSS Statistics, Statistical Analysis Proposed Milestones $1250 USD - Cluster analysis of Chinese city-level data
$1 250 USD за 20 дні(-в)
4,9 (328 відгуки(-ів))
7,9
7,9
Аватарка користувача
I can assist you to develop a clustering of the cities based on distance and the importance factor using R. I can provide a Shiny interface to interactively view clusters as parameters change. Relevant Skills and Experience I have experience using R and Shiny for data analysis projects and for user-friendly, web-based, interactive applications with options to save output in different formats. Proposed Milestones $800 USD - Prepare data, develop clustering algorithm and map output $450 USD - Develop a Shiny interface with map view and save in high resolution
$1 250 USD за 20 дні(-в)
4,9 (11 відгуки(-ів))
5,5
5,5
Аватарка користувача
Hello, I am an analytics consultant with more than 6 years of experience in statistical analysis including clustering for clients across the globe. I can create this map smoothly. (Check reviews) Relevant Skills and Experience With over 50 projects in statistical analysis and over 30 projects on Tableau data visualizations, I am perfectly positioned to take up this role. Have represented clusters on Map in past. Please ping Proposed Milestones $300 USD - While Awarding $600 USD - 50% completion $600 USD - 100% completion
$1 500 USD за 20 дні(-в)
5,0 (10 відгуки(-ів))
4,5
4,5
Аватарка користувача
Cluster Analysis Relevant Skills and Experience I have 9 years of work exp in Data Analytics with M.Phil. in Operation Research. Techniques – Predictive Modeling, Machine Learning Tools–R, Excel, SAS, SPSS, Python Proposed Milestones $777 USD - Output
$777 USD за 15 дні(-в)
5,0 (15 відгуки(-ів))
4,1
4,1
Аватарка користувача
I am a senior lecturer in finance at a prestige university for 4 years, with a master degree in finance from a U.S. University. I am a Ph.D. student in finance in Germany. I had also worked as an investment consultant for 2 years. I have professional experience in quantitative analysis, data analysis, financial analysis and financial modeling with many high-quality academic types of research presented at international science workshop. I can use many data analysis tools such as state, review, spss, excel, My SQL or tableau.
$1 500 USD за 20 дні(-в)
5,0 (5 відгуки(-ів))
4,0
4,0
Аватарка користувача
Hi, How are you? I’ve carefully gone through your job post. I am very much interested in your project with all of your requirements. Stay tuned, I'm still working on this proposal.
$1 250 USD за 20 дні(-в)
4,5 (6 відгуки(-ів))
3,7
3,7
Аватарка користувача
HI I have done prior similar work of geo-clustering for a courier company using google API and calculated the shortest delivery path also. If longitude and lattitude are even not provided, it will. Relevant Skills and Experience we can check the ready POC with me for this project. Proposed Milestones $1250 USD - Complete Work We can discuss the possibilities and options more in chat. With Regards
$1 455 USD за 45 дні(-в)
4,4 (1 відгук)
1,6
1,6
Аватарка користувача
Hello I work Data entry , Data Processing ,Excel , Word , Data Analytics , Copy Typing ,Internet Marketing Web search fast and high skill with 2 years experience Relevant Skills and Experience Hello I work Data entry , Data Processing ,Excel , Word , Data Analytics , Copy Typing ,Internet Marketing Web search fast and high skill with 2 years experience Proposed Milestones $755 USD - s
$755 USD за 20 дні(-в)
5,0 (1 відгук)
0,0
0,0
Аватарка користувача
I am an undergraduate at IIT Bombay, India's foremost engineering college. Besides a major in the Computer Science and Engineering Department, I am pursuing a minor in Applied Statistics and Informatics and this makes me uniquely suited for the job which I believe requires a perfect blend of Computer science and data analysis. I am part of a team which consists of two other batchmates and combined we are sure that we have all the skills needed to ensure this project is completed quickly and perfectly. We have very diverse skill sets and as a result we come up with the best multi-dimensional solutions to seemingly difficult problems. We have not worked much with freelancer but have completed several academic as well as corporate projects in fields of web and app development and data analytics. Just recently, we worked on a trainee-mangement portal for ONGC (India's largest Public Sector Undertaking) which has been implemented at its headquarters and training centres. Besides this, we have worked with the Uttarakhand State Minorities Commission on a statistical impact evaluation of the implementation of administrative schemes as well as corresponding development indices. We have a great work ethic, and are extremely hard working. We will ensure that we stick with the project right till the end and do not rest until the entire job has been completed with great quality. Since we are looking at freelancing jobs for the winter, if accepted we will undoubtedly dedicate our winters
$827 USD за 7 дні(-в)
0,0 (0 відгуки(-ів))
0,0
0,0
Аватарка користувача
Hello more then 6 years expirence Relevant Skills and Experience Hello more then 6 years expirence Proposed Milestones $1250 USD - 20 days
$1 250 USD за 20 дні(-в)
0,0 (0 відгуки(-ів))
0,0
0,0
Аватарка користувача
i am a seasoned data scientist having consulted for fortune 100 companies. new to freelancer and hence quoting less to build client base here it's an interesting problem. i have done similar clustering for USA using demographics, latitude, longitude, temperature, macro economics etc. outputs of such analysis were shared in Tableau.. i can share some use cases ..
$750 USD за 20 дні(-в)
0,0 (0 відгуки(-ів))
0,0
0,0
Аватарка користувача
A proposal has not yet been provided
$1 111 USD за 20 дні(-в)
0,0 (0 відгуки(-ів))
0,0
0,0
Аватарка користувача
Your project sounds really good, and I think a variety of clustering algorithms can be applied to it to make it work. Python should be a good tool to solve this. Relevant Skills and Experience I have a MSc in Mathematics and I have good practice with Data Analysis. I'm a professor so I can help you understand some of the algorithms I implement. Proposed Milestones $1250 USD - Full project. Additional Services Offered $250 USD - I will give you the code I used (Python), with some commented lines to make it easier to understand. Are you comfortable with me using Python to complete the tasks? What is the format of your data?
$1 250 USD за 3 дні(-в)
0,0 (0 відгуки(-ів))
0,0
0,0
Аватарка користувача
I'm Data Analyst with 4.5+ years experience In analyzing the data with Tableau and R for modeling. I have modeled complex models for Clustering and Forecasting with Tableau/R and suggest best results. Relevant Skills and Experience Tableau and R Proposed Milestones $1388 USD - Cluster analysis and Tableau Dashboards 1. Which Tableau Version is currently deployed in your team? 2. What is expected delivery date
$1 388 USD за 10 дні(-в)
0,0 (0 відгуки(-ів))
0,0
0,0
Аватарка користувача
A proposal has not yet been provided
$1 111 USD за 22 дні(-в)
0,0 (0 відгуки(-ів))
0,0
0,0
Аватарка користувача
A proposal has not yet been provided
$1 111 USD за 10 дні(-в)
5,0 (1 відгук)
0,0
0,0
Аватарка користувача
I have assisted clients with data and statistical analysis in the past. I can complete the task inside a day. I hope I am considered. Thanks. Relevant Skills and Experience SPSS. Statistics. Analysis Proposed Milestones $1250 USD - Total
$1 250 USD за 3 дні(-в)
5,0 (1 відгук)
0,0
0,0
Аватарка користувача
We provide the developer on tableau, informatica and cognos design dashboard, visualization and reporting. Relevant Skills and Experience Tableau, Informatica Proposed Milestones $750 USD - Tableau work
$750 USD за 20 дні(-в)
0,0 (0 відгуки(-ів))
0,0
0,0
Аватарка користувача
I have a lor oh experience in machine learning, pattern recognition, including clustering. I am intereted in your work/proje
$1 250 USD за 20 дні(-в)
0,0 (0 відгуки(-ів))
0,0
0,0
Аватарка користувача
Cluster analysis of Chinese city-level data. A data driven analysis. Relevant Skills and Experience We sit in Beijing and have worked on a similar analysis for a major German car manufacturer. I have a small team of software developers, mathematicians and data designers. Tablau is no problem​. Proposed Milestones $1498 USD - The project
$1 498 USD за 19 дні(-в)
0,0 (0 відгуки(-ів))
0,0
0,0

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