On average nine children were excluded from schools in the area on every school day last year.
The revelation comes after a warning from MPs that parents and children are having to contend with a "scandal of ever-increasing exclusions" in a system that is like the "Wild West".
In the 2016-17 academic year, schools in Calderdale handed out 1,836 exclusions, according to data from the Department for Education.
Read: These 9 restaurants and takeaways in Halifax have zero or one-star food hygiene ratingsEach excluded pupil received an average of 2.1 exclusions over the school year, and lost around five days of teaching apiece.
The number of exclusions represents an increase of 25 per cent from the previous year when 1,473 exclusions were recorded, and an increase of 49% from the level it was at five years ago.
Although the school population has been increasing at the same time, the rate at which exclusions have increased is higher than the rate of population growth.
This means exclusions are now far more prevalent relative to the number of school children than they were a year ago, increasing from 4.1 exclusions per 100 pupils to 5.
The majority of the exclusions in 2016-17 - 1,542 of them - were in secondary schools, with 291 in primary schools and 3 in special schools, which cater for pupils with special education needs or disabilities.
IN PICTURES: Six more Calderdale filming locations used in Ackley Bridge series twoThis equated to a rate of 10 exclusions per 100 pupils in the area's secondary schools.
The most common reason for a child to be excluded from a school in Calderdale was for persistent disruptive behaviour, which accounted for 22 per cent of exclusions.
In England, exclusions numbered around 389,600 in 2016-17, up from 346,000 the previous year.
This represents an increase from 4.4 exclusions per 100 pupils to 4.9.
Ministers from the cross-party House of Commons education committee have this week published a highly critical report on the current exclusions system in England.
A rise in "zero-tolerance" behaviour policies may mean that "pupils are punished and ultimately excluded" for incidents that "could and should" have been better managed, the report stated.
The MPs also criticised a "lack of moral accountability" among many schools which have little incentive to keep on students that are seen as "difficult or challenging".
Committee chair Robert Halfon MP said: "Today, we face the scandal of ever-increasing numbers of children being excluded and being left abandoned to a forgotten part of our education system which too often fails to deliver good outcomes for these young people."
Mr Halfon and his fellow committee members are calling for a "bill of rights" for pupils and their parents, which will include a commitment that schools do not rush to exclude pupils.
A spokesman for the Department for Education said: "Schools should only use permanent exclusions as a last resort but we do support teachers in taking proportionate and measured steps to ensure good behaviour in schools.
“Whilst we know there has been an increase in exclusions there are still fewer than the peak ten years ago.
"We recognise some groups of pupils are more likely to be excluded than others which is why we launched an externally-led review to look at how schools are using exclusions and why certain groups are disproportionately affected."