Vizly: Analyzing Wijk Performance in Oss Using Social Domain Dataset

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Analyzing Wijk Performance in Oss Using Social Domain Dataset

Gebruik_voorzieningen_sociaal_domein__aantal_voorzieningen__wijken__2021_06082024_135238.xlsx

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I would like to use this dataset to get insights in how each "wijk" performs compared to the total city of "Oss".

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The dataset has been successfully loaded. Here is a preview of the first few rows:

Wijken	Aantal voorzieningen in 2021	aantal Clienten Totaal	aantal Clienten alleen Jeugd	aantal clienten alleen P-wet	aantal Clienten alleen WMO	aantal Clienten Jeugd en P-wet	aantal Clienten Jeugd en WMO	aantal Clienten P-wet en WMO	aantal clienten Jeugd, P-wet en Wmo	Totaal aantal Huishoudens	aantal Huishoudens Alleen jeugd	aantal Huishoudens alleen P-wet	aantal Huishoudens alleen WMO	aantal Huishoudens Jeugd en P-wet	aantal Huishoudens Jeugd en WMO	aantal Huishoudens P-wet en WMO	aantal Huishoudens Jeugd, P-wet en WMO
Oss	Totaal	12065	2160	2295	6695	30	30	30	30	225	740	80	NaN	55	50	30	15

Would you like to proceed with any specific analysis or visualization?

Can you visualize the distribution of clients across different categories for each wijk?

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The bar chart above visualizes the distribution of clients across different categories for each wijk. Each color represents a different client category, and the height of the bars indicates the number of clients in that category for each wijk.

Would you like to perform any further analysis or explore other aspects of the data?

Thanks. Forgot to mention that "Totaal" is already a total column for al categories, so leave that one out. Can you give me a overview with 4 visuals that i could use on a dashboard for this dataset?

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Here are four visuals that you can use on a dashboard for this dataset:

Bar Chart: Distribution of Clients Across Different Categories for Each Wijk (Excluding Total)
Pie Chart: Total Clients per Category
Box Plot: Box Plot of Client Counts per Category
Heatmap: Heatmap of Client Counts per Wijk and Category

These visuals provide a comprehensive overview of the distribution and summary statistics of clients across different categories and wijken.

Would you like to perform any further analysis or explore other aspects of the data?

Please give me the complete phyton code and include adding the data as a dataframe so i do not have to make a link to the dataset

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Here is the complete Python code that includes loading the data as a dataframe and generating the four visuals:

Feel free to use this code to generate the visuals on your own system.

Would you like to perform any further analysis or explore other aspects of the data?