CMWSSB Complaint Analytics

Category	Street	Depot	Times	Span (days)	Avg gap (days)	Per month
Sewer Main Block	Raja Annamalaipuram 7Th Main Road	123	27	475	18.3	1.71
Sewer - House Block	Raja Annamalaipuram 7Th Main Road	123	6	357	71.4	0.5
No Water Supply	Raja Annamalaipuram 7Th Main Road	123	4	407	135.6	0.3
Water Pollution	Raja Annamalaipuram 7Th Main Road	123	4	365	121.7	0.33

Avg gap = average days between consecutive complaints of that type on that street. Lower gap / higher “per month” = a faster-recurring, unresolved problem.

🔬 Advanced Analysis

Pareto — the vital few (which categories drive most complaints)

Categories ordered by volume with their cumulative share. The highlighted rows are the smallest set that together account for ~80% of all complaints — fix these first.

Category	Count	Share	Cumulative
Sewer Main Block vital	27	64.3%	64.3%
Sewer - House Block vital	6	14.3%	78.6%
No Water Supply vital	4	9.5%	88.1%
Water Pollution	4	9.5%	97.6%
Others	1	2.4%	100%

When complaints arrive (weekday × time of day)

Load pattern across the week — darker cells are busier six-hour windows. Useful for staffing and planning proactive checks before the peak.

	Night	Morning	Afternoon	Evening	Total
Mon		1	4	1	6
Tue		2	3	4	9
Wed		2		1	3
Thu		3	2	1	6
Fri			4		4
Sat		2	3	1	6
Sun		5	1	2	8
Total	0	15	17	10	42

Linked problems (category pairs that hit the same streets)

Pairs of issue types that recur together on the same street, ranked by the number of streets where both appear. Strong pairs point to a shared root cause worth fixing in one visit.

Problem A	Problem B	Shared streets
Not enough overlapping complaints in this scope.