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Data Mining (+ Cleaning): Small Dataset, PCA/Clustering with Python

I need some data cleaning & mining work done. I have a solution in mind, but don't have time to do it properly.

I have a small dataset of attributes for some items.

Some items have common themes - so first I need help grouping those. This can be manually done, probably in 30 mins. (e.g. Item 1 = "Spa", Item 2 = "Spa Facilities" - common theme is "Spa")

Next, I need you to mine the data to identify groups (clusters) of items based on what attributes they have in common. I envision turning those common themes into one-hot vectors, running a PCA on them, then feeding that into a Kmeans algorithm. It's ok to use Scikit-learn, this is just a prototype.

The output has to be the (1) initial dataset with common themes as a new column, and cluster labels added as the last column, (2) code to replicate the work (so I could analyse further).

Taidot: Data Cleansing, tiedonlouhinta, Koneoppiminen, Python, Tutkimus

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Tietoa työnantajasta:
( 0 arvostelua ) Brisbane, Australia

Projektin tunnus: #18135305

39 freelanceria on tarjonnut keskimäärin %project_bid_stats_avg_sub_26% %project_currencyDetails_sign_sub_27% tähän työhön

shivampanchal

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$500 AUD 10 päivässä
(73 arvostelua)
6.7
bianyunzhi95

I hope to see you in chat. Though I am new to freelancer.com I am an experienced python data science developer with full-stack knowledge and career. I'm sure I can do this perfectly. Thanks for your kind attention.

$777 AUD 3 päivässä
(40 arvostelua)
6.0
schoudhary1553

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$600 AUD 10 päivässä
(39 arvostelua)
6.0
dinhfreedom

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$500 AUD 5 päivässä
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6.2
aki003iitr

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$400 AUD 10 päivässä
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6.0
polarjin2017

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$555 AUD 3 päivässä
(19 arvostelua)
5.4
davidngo817

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$300 AUD 10 päivässä
(14 arvostelua)
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suyashdhoot

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williams115

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$250 AUD 5 päivässä
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nodinh325

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$350 AUD 10 päivässä
(19 arvostelua)
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DarkKnight2206

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$500 AUD 2 päivässä
(25 arvostelua)
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qunzhuang323

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$300 AUD 3 päivässä
(11 arvostelua)
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lightingdavid

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$400 AUD 2 päivässä
(5 arvostelua)
3.7
general985

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$400 AUD 10 päivässä
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codedancer3

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midyasudip

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$250 AUD 6 päivässä
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titaoufikikkou

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mingtian815

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$277 AUD 7 päivässä
(8 arvostelua)
2.5
chembirline

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$250 AUD 2 päivässä
(5 arvostelua)
2.5