Overview
![Space Plan Solutions clustering approach](https://static.wixstatic.com/media/4a5579_ed12ff234d274cc38350ea9673feba5f~mv2.png/v1/fill/w_154,h_144,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/New%20data%20image.png)
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Our Cat-Group solution groups stores using a bottom-up approach (user nominated sales mix).
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It uses the kmeans method to determine which stores are grouped together.
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The solution allows for the creation of several clusters using user nominated product attribute drivers.
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It can identify the most accurate cluster based on how close stores are to the centre of the cluster.
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Users can name clusters, exclude or manually make changes.
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We import data covering store attributes, product attributes and performance.
Examples
Store Results
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Product drivers and 4 Cluster Scheme.
![Clustering_ Choose Product Drivers](https://static.wixstatic.com/media/4a5579_4a8ef8a221cb4eab88b262585d09aaf3~mv2.png/v1/fill/w_271,h_96,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Clustering_%20Choose%20Product%20Drivers.png)
Choose Product Drivers
![Clustering stores in the cluster](https://static.wixstatic.com/media/4a5579_f0ae768bec8a42aa93e6f93c160caecd~mv2.png/v1/fill/w_290,h_96,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Clustering_%20Stores%20in%20Cluster.png)
Stores in Cluster
![Clustering_ Stores List](https://static.wixstatic.com/media/4a5579_817af5d6f38142dd801f26c26a75a79e~mv2.png/v1/fill/w_581,h_197,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Clustering_%20Stores%20List.png)
Store List
Number of Iterations and Scheme Accuracy
![Clustering_ Kmeans Iterations](https://static.wixstatic.com/media/4a5579_1a1da3267bf74b4bb7546e7bed906b59~mv2.png/v1/fill/w_346,h_246,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Clustering_%20Kmeans%20Iterations.png)
Kmeans Iterations
![Clustering_ Cluster Accuracy](https://static.wixstatic.com/media/4a5579_6a5f4f04da7742b7967497be7355c895~mv2.png/v1/fill/w_340,h_246,al_c,lg_1,q_85,enc_avif,quality_auto/Clustering_%20Cluster%20Accuracy.png)
Cluster Accuracy
Output reports
![Clustering_ Store Importance by Attribute](https://static.wixstatic.com/media/4a5579_8b4ce835d68f424383f0f6490eb3f9e0~mv2.png/v1/fill/w_302,h_267,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Clustering_%20Store%20Importance%20by%20Attribute.png)
Stores Importance by Attribute
![Clustering_ Product Importance by type of Attribute](https://static.wixstatic.com/media/4a5579_9171793dcbb84341bb9256da992d29bc~mv2.png/v1/fill/w_299,h_267,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Clustering_%20Product%20Importance%20by%20type%20of%20Attribute.png)
Product Importance by type of Attribute
![Clustering_ Demographic Importance by Type](https://static.wixstatic.com/media/4a5579_ecac041bf24743468e177a606166a54b~mv2.png/v1/fill/w_294,h_261,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Clustering_%20Demographic%20Importance%20by%20Type.png)
Demographic Importance by Type
Output Reports (Report Writer)
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Users can create their own reports for stores or products.
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An interactive Microsoft Excel workbook is delivered.
![Excel](https://static.wixstatic.com/media/4a5579_c1d53ce42598474eb58038d62666c66c~mv2.webp/v1/fill/w_53,h_53,al_c,q_80,usm_0.66_1.00_0.01,enc_avif,quality_auto/tc-excel_large.webp)
![Clustering Report](https://static.wixstatic.com/media/4a5579_227b7f0cfa114a38a61c50df72561022~mv2.png/v1/fill/w_720,h_152,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Clustering_%20Stores%20Output.png)
![Clustering Report](https://static.wixstatic.com/media/4a5579_46976de1546d47a7946d8ca4543a299e~mv2.png/v1/fill/w_715,h_157,al_c,q_85,usm_0.66_1.00_0.01,enc_avif,quality_auto/Clustering%20Products.png)
Project requirements​
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We complete a discovery process to find out your key objectives and goals for the Clustering project.
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To achieve the expected results of an accurate projection, data is key. All data is reviewed to ensure we have clean data to run the project.
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Any project delivery is designed around the available data that can be used.
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Please contact us and we will be happy to discuss your requirements further.