Task $1$:

You are required to implement the same algorithm using $$Mall Customers$$ data provided in the lab.

Identify the clusters with the labels $$Age$.$

Task $2$:

Fill in the following table with your observation and answer the following questions. Each question has marks skipping or incorrect answer will cause loosing of marks.

$1.$ How many samples are there in the $$Mall Customers$$ dataset?

$200$

$2.$ How many X Features are there in the $$Mall Customers$$ dataset?

$1$

Task $3$:

Results and Observations: Fill in the following table with appropriate output$/$result

Queries Results

Minimum Age $18$

Maximum Age $70$

Average Age $38\mathrm{.}85$

Minimum Annual Income $15$

Maximum Annual Income $137$

Average Annual Income $60\mathrm{.}56$

Maximum Spending Score $99$

Minimum Spending Score $1$

Average Spending Score $50\mathrm{.}20$

How many unique ages are there in the labels? $51$

Cluster Centers with $(3$ Clusters$)[[41\mathrm{.}92307692]$

$[26.]$

$[60\mathrm{.}94736842]]$

Value Counts with $(3$ Clusters$)184$

$078$

$238$

Cluster Centers with $(4$ Clusters$)[[34\mathrm{.}22972973]$

$[63\mathrm{.}27586207]$

$[22\mathrm{.}6]$

$[48\mathrm{.}34042553]]$

Value Counts with $(4$ Clusters$)074$

$250$

$347$

$129$

Cluster Centers with $(5$ Clusters$)[[30\mathrm{.}39215686]$

$[49\mathrm{.}18604651]$

$[63\mathrm{.}53571429]$

$[21\mathrm{.}15789474]$

$[38\mathrm{.}05]]$

Value Counts with $(5$ Clusters$)051$

$143$

$440$

$338$

$228$

$$

Task $4$:

Screen Shots:

Paste the Screenshots of Graphs in the following:

$3$ Clusters Graphs

$4$ Clusters Graphs

$5$ Clusters

Graphs