Apply 2 *Edited: Horror Movie Data
Anil Eser
2024-09-20
Goal: Split our data and build a model Click [here for the data] https://github.com/rfordatascience/tidytuesday/tree/master/data/2022/2022-11-01
Import Data
horror_movies <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2022/2022-11-01/horror_movies.csv')
skimr:: skim(horror_movies)| Name | horror_movies |
| Number of rows | 32540 |
| Number of columns | 20 |
| _______________________ | |
| Column type frequency: | |
| character | 10 |
| Date | 1 |
| logical | 1 |
| numeric | 8 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| original_title | 0 | 1.00 | 1 | 191 | 0 | 30296 | 0 |
| title | 0 | 1.00 | 1 | 191 | 0 | 29563 | 0 |
| original_language | 0 | 1.00 | 2 | 2 | 0 | 97 | 0 |
| overview | 1286 | 0.96 | 1 | 1000 | 0 | 31020 | 0 |
| tagline | 19835 | 0.39 | 1 | 237 | 0 | 12513 | 0 |
| poster_path | 4474 | 0.86 | 30 | 32 | 0 | 28048 | 0 |
| status | 0 | 1.00 | 7 | 15 | 0 | 4 | 0 |
| backdrop_path | 18995 | 0.42 | 29 | 32 | 0 | 13536 | 0 |
| genre_names | 0 | 1.00 | 6 | 144 | 0 | 772 | 0 |
| collection_name | 30234 | 0.07 | 4 | 56 | 0 | 815 | 0 |
Variable type: Date
| skim_variable | n_missing | complete_rate | min | max | median | n_unique |
|---|---|---|---|---|---|---|
| release_date | 0 | 1 | 1950-01-01 | 2022-12-31 | 2012-12-09 | 10999 |
Variable type: logical
| skim_variable | n_missing | complete_rate | mean | count |
|---|---|---|---|---|
| adult | 0 | 1 | 0 | FAL: 32540 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| id | 0 | 1.00 | 445910.83 | 305744.67 | 17 | 146494.8 | 426521.00 | 707534.00 | 1033095.00 | ▇▆▆▅▅ |
| popularity | 0 | 1.00 | 4.01 | 37.51 | 0 | 0.6 | 0.84 | 2.24 | 5088.58 | ▇▁▁▁▁ |
| vote_count | 0 | 1.00 | 62.69 | 420.89 | 0 | 0.0 | 2.00 | 11.00 | 16900.00 | ▇▁▁▁▁ |
| vote_average | 0 | 1.00 | 3.34 | 2.88 | 0 | 0.0 | 4.00 | 5.70 | 10.00 | ▇▂▆▃▁ |
| budget | 0 | 1.00 | 543126.59 | 4542667.81 | 0 | 0.0 | 0.00 | 0.00 | 200000000.00 | ▇▁▁▁▁ |
| revenue | 0 | 1.00 | 1349746.73 | 14430479.15 | 0 | 0.0 | 0.00 | 0.00 | 701842551.00 | ▇▁▁▁▁ |
| runtime | 0 | 1.00 | 62.14 | 41.00 | 0 | 14.0 | 80.00 | 91.00 | 683.00 | ▇▁▁▁▁ |
| collection | 30234 | 0.07 | 481534.88 | 324498.16 | 656 | 155421.0 | 471259.00 | 759067.25 | 1033032.00 | ▇▅▅▅▅ |
Clean Data
data <- horror_movies %>%
# Log transform vote_average
mutate(vote_average = log1p(vote_average)) %>% # for zeroes: log1p(x) is the same as log(x+1)
# Treat multiple categories in genre_names
separate_rows(genre_names, sep = ", ") %>%
filter(status == "Released") %>%
select(id, vote_average, genre_names, overview, runtime) %>%
na.omit()Explore Data
data %>%
ggplot(aes(runtime, vote_average)) +
geom_point()
data %>%
group_by(runtime, vote_average) %>%
summarise(mean_group = mean(vote_average)) -> data2
data2 %>%
ggplot(aes(x= runtime, y= mean_group,
color= runtime, shape= vote_average,
group = runtime,
label = round(mean_group, 2))) +
scale_shape_binned() +
geom_point()
Prepare Data
data_binarized_tbl <- data %>%
select(-overview, -genre_names) %>%
binarize()
data_binarized_tbl %>% glimpse()## Rows: 62,252
## Columns: 11
## $ `id__-Inf_105927` <dbl> 0, 0, 0, 0, 0, 0, 0, 0…
## $ id__105927_387814 <dbl> 0, 0, 0, 0, 0, 0, 0, 0…
## $ id__387814_654747 <dbl> 0, 0, 0, 0, 0, 0, 0, 0…
## $ id__654747_Inf <dbl> 1, 1, 1, 1, 1, 1, 1, 1…
## $ `vote_average__-Inf_1.70474809223843` <dbl> 0, 0, 0, 0, 0, 0, 0, 0…
## $ vote_average__1.70474809223843_1.93152141160321 <dbl> 0, 0, 0, 0, 0, 0, 0, 0…
## $ vote_average__1.93152141160321_Inf <dbl> 1, 1, 1, 1, 1, 1, 1, 1…
## $ `runtime__-Inf_24` <dbl> 0, 0, 0, 0, 0, 0, 0, 0…
## $ runtime__24_84 <dbl> 0, 0, 0, 0, 0, 0, 0, 0…
## $ runtime__84_93 <dbl> 0, 0, 1, 1, 1, 0, 0, 0…
## $ runtime__93_Inf <dbl> 1, 1, 0, 0, 0, 1, 1, 1…Correlate
data_corr_tbl <- data_binarized_tbl %>%
correlate( `vote_average__-Inf_1.70474809223843` )
data_corr_tbl## # A tibble: 11 × 3
## feature bin correlation
## <fct> <chr> <dbl>
## 1 vote_average -Inf_1.70474809223843 1
## 2 vote_average 1.70474809223843_1.93152141160321 -0.585
## 3 vote_average 1.93152141160321_Inf -0.579
## 4 id 654747_Inf 0.237
## 5 id -Inf_105927 -0.233
## 6 runtime -Inf_24 0.188
## 7 runtime 93_Inf -0.178
## 8 runtime 84_93 -0.0929
## 9 runtime 24_84 0.0778
## 10 id 105927_387814 -0.0419
## 11 id 387814_654747 0.0386Plot
data_corr_tbl %>%
plot_correlation_funnel()
Build Models
Split Data
data <- sample_n(data, 100)
# Split into train and test data set
set.seed(1234)
data_split <- rsample::initial_split(data)
data_train <- training(data_split)
data_test <- testing(data_split)
# Further split training data set for cross-validation
set.seed(2345)
data_cv <- rsample::vfold_cv(data_train)
data_cv## # 10-fold cross-validation
## # A tibble: 10 × 2
## splits id
## <list> <chr>
## 1 <split [67/8]> Fold01
## 2 <split [67/8]> Fold02
## 3 <split [67/8]> Fold03
## 4 <split [67/8]> Fold04
## 5 <split [67/8]> Fold05
## 6 <split [68/7]> Fold06
## 7 <split [68/7]> Fold07
## 8 <split [68/7]> Fold08
## 9 <split [68/7]> Fold09
## 10 <split [68/7]> Fold10library(usemodels)## Warning: package 'usemodels' was built under R version 4.4.1usemodels::use_xgboost(vote_average ~., data = data_train)## xgboost_recipe <-
## recipe(formula = vote_average ~ ., data = data_train) %>%
## step_zv(all_predictors())
##
## xgboost_spec <-
## boost_tree(trees = tune(), min_n = tune(), tree_depth = tune(), learn_rate = tune(),
## loss_reduction = tune(), sample_size = tune()) %>%
## set_mode("classification") %>%
## set_engine("xgboost")
##
## xgboost_workflow <-
## workflow() %>%
## add_recipe(xgboost_recipe) %>%
## add_model(xgboost_spec)
##
## set.seed(6804)
## xgboost_tune <-
## tune_grid(xgboost_workflow, resamples = stop("add your rsample object"), grid = stop("add number of candidate points"))xgboost_recipe <-
recipe(formula = vote_average ~ ., data = data_train) %>%
step_other(genre_names, threshold = 0.05) %>%
step_dummy(all_nominal_predictors(), one_hot = TRUE) %>%
step_YeoJohnson(all_numeric_predictors())
xgboost_spec <-
boost_tree(
trees = tune(),
min_n = tune(),
tree_depth = tune(),
learn_rate = tune(),
loss_reduction = tune(),
sample_size = tune()
) %>%
set_mode("regression") %>%
set_engine("xgboost")
xgboost_workflow <-
workflow() %>%
add_recipe(xgboost_recipe) %>%
add_model(xgboost_spec)
# Tune the model
set.seed(6804)
xgboost_tune <- tune_grid(
xgboost_workflow,
resamples = data_cv,
grid = 5
)
xgboost_recipe %>% prep() %>% juice() %>% glimpse()## Rows: 75
## Columns: 84
## $ id <dbl> …
## $ runtime <dbl> …
## $ vote_average <dbl> …
## $ genre_names_Comedy <dbl> …
## $ genre_names_Crime <dbl> …
## $ genre_names_Drama <dbl> …
## $ genre_names_Horror <dbl> …
## $ genre_names_Thriller <dbl> …
## $ genre_names_other <dbl> …
## $ overview_X.Star.Vehicle..follows.the.downward.spiral.of.movie.driver.Donald.Cardini..a.self.professed.movie.buff.with.a.penchant.for.explosive.violence.when.provoked..Driving.the.stars.of.low.budget.movies..along.with.their.fragile.egos..to.and.from.locations.in.the.middle.of.nowhere..pushes.Don.s.buttons.in.all.of.the.wrong.directions..When.Luke..the.young.and.self.absorbed.writer.director.challenges.Don.s.authority..murder.and.mayhem.ensues. <dbl> …
## $ overview_X15.minutes.of.recovered.footage.that.was.thought.to.have.been.lost.shortly.after.it.was.filmed.due.to.a.hard.drive.malfunction..It.shows.ghost.activity.which.was.captured.on.camera. <dbl> …
## $ overview_X1880..Unidentified.Serial.Killer.Jack.the.Ripper.haunts.London...1970..The.elusive.Zodiac.Killer.terrorizes.San.Francisco...2010..More.than.ten.bodies.are.discovered.in.and.around.Gilgo.Beach.in.Long.Island.revealing.a.serial.killer.at.large.for.at.least.15.years............It.s.time.for.his.ghastly.tale.to.be.told. <dbl> …
## $ overview_X1985.film.by.3.directors..including.hiroki..under.the.pseudonym.Go.Ijuin <dbl> …
## $ overview_A.couple.s.fractured.relationship.is.pushed.to.the.brink.when.an.unexpected.visitor.shows.up.in.the.middle.of.the.night. <dbl> …
## $ overview_A.defense.attorney.begins.to.suspect.that.her.client..who.is.charged.with.the.murders.of.a.vacationing.family..might.be.more.than.meets.the.eye. <dbl> …
## $ overview_A.former.astronaut.helps.a.government.agent.and.a.police.detective.track.the.source.of.mysterious.alien.pod.spores..filled.with.lethal.flesh.dissolving.acid..to.a.South.American.coffee.plantation.controlled.by.alien.pod.clones. <dbl> …
## $ overview_A.group.of.humans.arrive.on.Sirius.6.B.to.investigate.an.SOS.signal.sent.out.from.the.planet..which.has.been.supposedly.deserted.since.the.destruction.of.the.man.made.weapons.known.as..screamers...Once.the.squad.arrives..they.find.a.group.of.human.survivors.eking.out.an.existence.in.an.old.military.outpost. <dbl> …
## $ overview_A.horror.film.directed.by.M..Subash..with.a.cast.made.up.of.a.combination.of.old.and.new.actors.such.as.Imuda.and.many.others. <dbl> …
## $ overview_A.lifelong.believer.in.the.paranormal.invites.a.hardwired.sceptic.on.a.road.trip.of.the.UK.s.most.famous.haunted.locations..in.an.attempt.to.convince.him.of.the.existence.of.ghosts..A.journey.of.true.discovery..shocks..emotional.turmoil..hilarious.conflict.and.a.bewildering.climax. <dbl> …
## $ overview_A.man.walks.into.a.meticulously.clean.and.sterile.bathroom.and.proceeds.to.shave..When.his.face.is.clean..however..he.only.continues.to.shave.until.he.pierces.through.his.skin..Blood.covers.him.and.falls.around.him..the.red.contrasting.the.perfect.spotlessness.of.the.bathroom. <dbl> …
## $ overview_A.potential.house.buyer.finds.himself.fighting.for.his.life.when.the.property.turns.out.to.be.a.death.trap. <dbl> …
## $ overview_A.pregnant.widow..believing.herself.to.be.guided.by.her.unborn.child..embarks.on.a.homicidal.rampage. <dbl> …
## $ overview_A.sea.creature.is.terrorizing.a.small.Gulf.coast.town..The.creature.is.a.mutation.from.the.Deep.Water.Horizon.s.oil.spill.in.the.Gulf..But.it.s.not.the.only.thing.that.s.mutating. <dbl> …
## $ overview_A.serial.killer.preys.on.prostitutes.from.the.mean.streets.of.a.small..mid.west.city.as.the.police.turn.a.blind.eye..With.an.insatiable.sexual.appetite..the.killer.brutalizes.his.victims.and.leaves.their.bodies.at.Moon.Lake.outside.of.town..A.voice.inside.the.killer.s.head.commands.him.to.kill..his.victims.beg.for.death..John.Martin.Crawford.is.only.too.happy.to.oblige..But.Moon.Lake.happens.to.be.a.spiritual.holy.ground.for.the.local.Native.Americans..and.soon.the.victims..ghosts.are.haunting.both.family.members.and.complete.strangers.in.desperate.pleas.for.justice.so.their.souls.may.rest..A.supernatural.story.that.reminds.us.the.dead.are.not.powerless. <dbl> …
## $ overview_A.tale.about.a.woman.searching.for.revenge.though.centuries. <dbl> …
## $ overview_A.teenage.girl.is.babysitting.in.an.old.house.rumoured.to.be.haunted.when.a.power.outage.forces.her.to.descend.the.ten.steps.to.the.basement.to.fix.the.fuse..As.she.walks.into.the.darkness..panic.and.terror.begin.to.rise. <dbl> …
## $ overview_A.troubled.young.man.reflects.upon.the.dates.he.looks.forward.to.each.Tuesday. <dbl> …
## $ overview_A.young.alien.falls.for.a.pretty.teenage.Earth.girl.and.they.team.up.to.try.to.stop.the.plans.of.his.invading.cohorts..who.intend.to.use.Earth.as.a.food.breeding.ground.for.giant.lobsters.from.their.planet. <dbl> …
## $ overview_A.young.couple.moves.into.a.farmhouse.in.rural.Pennsylvania..What.they.don.t.know.is.that.there.is.an.unseen.presence.in.the.house..and.that.it.wants.to.take.possession.of.the.wife. <dbl> …
## $ overview_A.young.newlywed.couple.is.attacked.by.a.monster.at.their.honeymoon.resort. <dbl> …
## $ overview_After.four.high.school.friends.are.involved.in.a.hit.and.run.road.accident..they.dispose.of.the.body.and.vow.to.keep.the.incident.a.secret..A.year.later..they.each.start.receiving.anonymous.letters.bearing.the.warning..I.Know.What.You.Did.Last.Summer.. <dbl> …
## $ overview_After.one.schoolgirl.is.raped.while.taking.a.short.cut.through.the.local.woods..and.another.is.murdered.in.the.same.woods.a.few.days.later..the.local.police.are.baffled..With.the.help.of.a.reporter.from.one.of.the.local.papers..and.against.the.wishes.of.a.psychologist.at.the.local.hospital..a.young.teacher.at.the.school.the.girls.attended.uses.herself.as.bait.to.lure.the.perpetrator.out..Could.it.be.the.creepy.husband.of.the.head.mistress.at.the.school..the.psychologist.who.seems.to.be.taking.an.unusual.interest.in.the.case..or.something.altogether.more.sinister. <dbl> …
## $ overview_An.inventor.moves.his.family.into.a.prototype.smart.home.in.order.to.work.out.the.kinks.and.sell.the.program..But.the.AI.gets.the.idea.that.its.human.inhabitants.are.standing.in.the.way.of.its.goals.and.tries.to.eliminate.them. <dbl> …
## $ overview_Arthur.Dichter.thinks.he.is.dying.of.insomnia..but.the.reality.is.much.more.frightening..In.this.surreal.puzzle.film..Dichter.turns.from.his.wife.to.a.private.journal.to.record.his.deepest.fears..Anna.knows.her.husband.lives.in.a.waking.nightmare.where.delusions.and.reality.blend..but.is.powerless.to.help.him..As.Arthur.s.disease.gives.way.to.despair..loneliness..and.alienation..he.and.Anna.hang.onto.their.last.shred.of.hope..This.atmospheric.film.explores.personal.identity..marital.discord..and.contemporary.life..turning.narrative.and.chronology.inside.out.to.find.the.darkest.corners.of.the.human.spirit..With.music.from.avant.garde.legends.AMM..Art.Bears..and.Stephen.O.Malley.s.Ginnungagap. <dbl> …
## $ overview_As.Samantha.attempts.to.keep.up.with.the.rapid.changes.of.her.new.high.school..she.is.convinced.that.in.order.to.fit.in..she.must.successfully.summon.a.demon. <dbl> …
## $ overview_As.she.struggles.to.escape.rural.poverty.with.her.daughter..a.loving.mother.suspects.those.closest.to.them.of.turning.on.her. <dbl> …
## $ overview_BETH..hitchhiking.cross.country.on.a.lonely.highway..is.offered.a.much.needed.ride.from.SAM..Along.the.way.Sam.begins.spinning.an.eerie.tale.of.MIDNIGHT.MARY.and.THE.HITCHHIKER..The.contempt.of.Midnight.Mary.s.life.being.cut.short.still.haunts.the.isolated.roadway..However..Sam.wants.to.add.a.new.twist.to.the.urban.legend...the.death.of.Beth. <dbl> …
## $ overview_Dan.and.Carole.meet.and.confess.to.each.other..their.desire.to.leave.everything..and.to.die...They.decide.to.perform.crimes.to.live.without.paying..But.one.day...they.commit.a.murder. <dbl> …
## $ overview_Dr..Jackie.Stevenson.is.a.Los.Angeles.based.therapist.and.scientist.who.tries.to.invent.a.serum.to.separate.the.pure.from.the.lustful.side.of.the.female.psychosis..After.she.has.an.unsuccessful.experiment.with.a.female.client.named.Martine..which.drove.her.patient.to.insanity.and.to.a.mental.hospital..Jackie.tries.part.of.the.serum.on.herself.and.becomes.her.lustful.alter.ego.Heidi.Hyde..a.voracious.lesbian.who.prowls.the.streets.of.L.A..after.dark.looking.for.carnal.pleasures. <dbl> …
## $ overview_Earth.as.we.know.it.is.gone..A.virus.has.destroyed.the.planet.and.rendered.all.its.women.infertile..all.but.one..An.elite.team.of.soldiers.are.tasked.with.bringing.the.woman.to.safety.on.the.newly.habitable.Earth.Two..But.when.they.are.forced.underground.they.find.themselves.fighting.for.survival.from.an.bloodthirsty.creature.in.a.maze.of.ever.shrinking.tunnels..As.the.team.s.ranks.start.to.dwindle..the.tunnels.shrink.and.the.ammunition.run.out..the.crawl.for.survival.becomes.more.and.more.desperate. <dbl> …
## $ overview_Elif.is.a.pretty.young.woman.who.grew.up.in.a.wealthy.family..Everything.in.her.life.works.according.to.plan...until.she.starts.hearing.voices..followed.by.strange.nightmares.and.asthma.attacks..She.becomes.convinced.that.she.has.fallen.under.some.evil.spell..In.order.to.conquer.the.demon.behind.it.all..she.has.to.dig.deep.into.her.past.and.uncover.her.true.origin..While.doing.this..she.is.confronted.by.the.horrific.circumstances.of.her.birth. <dbl> …
## $ overview_Five.friends.and.Urban.explorers.break.into.an.abandoned.building.to.explore.and.take.pictures..Everything.is.fun.and.games.until.they.see.something.they.should.have.never.seen.and.get.locked.in.a.place.they.never.should.have.been. <dbl> …
## $ overview_For.Vin.s.birthday.his.older.brother.had.a.fabulous.idea.to.surprise.the.young.man.with.a.present.that.will.change.both.their.lives.forever. <dbl> …
## $ overview_Freelancer.is.a.horror.comedy.that.follows.Jorge..a.struggling.freelancer.cameraman..who.is.about.to.endure.the.most.nightmarish.gig.he.has.ever.gotten. <dbl> …
## $ overview_Giallo.thriller.about.a.child.killer.roaming.the.streets.of.Venice...The.family.of.the.latest.victim.begin.their.own.investigation..Soon.finding.they.are.in.way.over.their.heads..the.killer.now.begins.to.target.those.who.have.discovered.too.much. <dbl> …
## $ overview_Graverobbers.stumble.upon.the.tomb.of.a.vampire..who.turns.them.into.zombies.to.do.his.bidding..which.is.to.stalk.and.capture.beautiful.women. <dbl> …
## $ overview_Horror...Prepare.yourself.for.seven.of.the.most.horrifying.short.films.ever..Too.sick.and.too.disturbing.for.the.faint.of.heart..Visions.of.Horror.consists.of.critically.acclaimed.gore.masterpieces..This.collection.is.a.must.for.a.true.gore.guru.....Tony.Simmons..Lora.Martinez.Cunningham..Gabriel.Sigal <dbl> …
## $ overview_In.a.rural.village.in.Thailand..Mak.is.sent.to.fight.in.a.war.and.leaves.his.pregnant.wife..Nak..Mak.is.injured.and.barely.survives..He.returns.home.to.his.doting.wife.and.child..or.so.he.thinks. <dbl> …
## $ overview_In.Shannon.Airport..American.military.planes.off.load.a.mysterious.cargo.destined.for.a.secret.location.in.Ireland..En.route..one.of.the.military.trucks.drops.its.package.amongst.the.treacherous.hillsides.of.Cavan..The.box.smashes..releasing.a.silver.canister.that.ends.up.on..Makeout.Point...killing.two.young.lovers.in.their.car..From.here..all.hell.breaks.loose...Who.is.the.mysterious.Professor.Wigand..and.what.is.his.role.in.these.ghastly.events..Can.our.young.hero..Garda.Cormac.McKee..crack.the.case.and.save.his.girl..the.beautiful.but.challenged.Katie.Hamelton..What.has.the.sinister.General.Earl.McCarthy.got.in.store.for.our.heroes..And.just.what.in.the.hell.is..The.Draft.. <dbl> …
## $ overview_In.the.autumn.of.1960..Father.Thomas.Riley.and.Father.John.Thornton.were.sent.by.the.Vatican.to.investigate.a.miraculous.event.in.an.Irish.home.for..fallen.women...only.to.uncover.something.much.more.horrific. <dbl> …
## $ overview_In.the.summer.of.1984..three.friends.go.camping.in.the.mythical.Femur.Creek.to.celebrate.a.birthday..Little.do.they.know.this.party.has.an.unexpected.guest. <dbl> …
## $ overview_In.this.mesmerizing.experimental.film..a.Stephen.King.television.movie.is.compressed.and.transformed.through.hypnotic.black.and.white.collage.animation.that.meticulously.reconstructs.and.reshapes.its.supernatural.drama.to.an.eerie.and.profound.effect. <dbl> …
## $ overview_Increased.level.of.fear..six.colliding.stories..one.roller.coaster.ride.of.emotions.and.terror..What.would.you.do.if.you.caught.your.significant.other.in.the.act.or.was.face.to.face.with.your.abductors..With.twists.and.turns.at.every.corner.you.will.have.the.ride.of.your.life.on.this.journey..A.journey.where.you.will.be.dying.to.find.out.the.unknown..Where.curiosity.kills.the.cat.and.a.seductive.mistake.can.be.your.last..What.level.are.you. <dbl> …
## $ overview_Joseph.s.world.plunges.into.darkness.when.he.defies.a.fortune.teller.s.prophecy.and.asks.May.to.marry.him..May.dies.and.Joseph.tries.in.vain.to.contact.her.in.the.afterlife..invoking.instead.the.ghost.of.a.comatose.man.who.was.with.May.the.day.she.died.as.well.as.several.other.spirits.that.lurk.constantly.in.the.darkest.recesses.of.our.surroundings. <dbl> …
## $ overview_Mad.with.grief.after.the.death.of.his.Kiowa.wife..Roe.awaits.death.under.a.tree.with.her.body.beside.him..She.begins.to.haunt.him.because.he.won.t.bury.her..His.father..who.bought.him.the.wife..thinks.her.sister.might.reason.with.Roe. <dbl> …
## $ overview_Mandacrest.Mansion..19th.century..Lord.Winston..after.the.strange.death.of.his.first.wife..Lady.Ira..has.married.Italian.singer.Claretta.Sonella. <dbl> …
## $ overview_Marcos..a.prosthetic.creator.with.a.traumatic.past..finds.a.corpse.in.his.laboratory..While.deciding.what.to.do.with.the.corpse.he.will.have.to.juggle.his.strange.family.life..a.zombie.movie..the.possibility.of.new.love.and.creating.the.perfect.prosthesis.for.a.very.special.client. <dbl> …
## $ overview_Maryam..a.woman.who.are.looking.for.happiness.when.her.love.life.with.Roy.is.in.the.verge.of.destruction..The.presence.of.Yudha.are.able.to.make.Maryam.calm..But..a.tragedy.happened...After.that.a.horror.urban.legend.started.to.spread..Besides.bringing.havoc..Maryam.s.presence.brings.a.valuable.lessons.for.the.people.around.her. <dbl> …
## $ overview_Platonic.room.mates.Joseph.and.Ellie.try.to..keep.it.casual..when.they.find.themselves.manipulated.by.an.otherworldly.force.to.begin.having.sex.with.each.other. <dbl> …
## $ overview_Renowned..ghost.hunter...Carter.Simms.is.paid.to.conduct.a.paranormal.investigation.of.a.supposedly.haunted.house..Along.with.a.cameraman..a.reporter..and.a.spiritual.advocate..she.embarks.on.a.three.night.journey.into.terror. <dbl> …
## $ overview_Sequel.to.the.cult.film.Ouija.Shark. <dbl> …
## $ overview_Stefan.learns.that.his.invalid.grandmother.was.the.nurse.lover.of.Nazi.doctor.Franz.Kindler.and.that.she.removed.his.brain.when.the.Nazis.were.losing.WW2..Unable.to.successfully.perform.a.transplant.on.test.subjects..she.needs.Stefan.to.carry.on.for.her.now.that.her.health.is.failing. <dbl> …
## $ overview_The.press.needs.a.new.idol.to.worship.every.fifteen.minutes..If.you.play.your.cards.right..it.could.be.you. <dbl> …
## $ overview_The.young.and.aspiring.writer..Rikke..heads.out.to.the.old.and.abandoned.parental.house.in.the.remote.Norwegian.countryside..A.girl..not.even.particularly.beautiful.one..all.alone.in.a.town.full.of.sexually.deviant.yokels..that.s.just.asking.for.trouble..After.a.couple.of.tense.and.unsettling.encounters..three.dimwits.rape.the.poor.girl.and.she.plots.an.excruciatingly.painful.vengeance.for.all.of.them. <dbl> …
## $ overview_Things.are.about.to.get.crazy.in.the.small.town.of.Cranberry.Lake.after.a.local.witch.and.her.servant.botch.a.demon.summoning.accidentally.unleashing.a.horde.of.demonic.zombie.babies..Luckily.a.teenage.biker.chick.named.Zipp..while.on.a.blind.date.with.the.town.nerd..discovers.the.true.cause.of.recent.attacks.around.town..Zipp.suddenly.finds.herself.in.a.race.against.time.to.reverse.the.summoning.before.the.demonic.zombie.babies.kill.everyone.in.Cranberry.Lake. <dbl> …
## $ overview_Tired.of.being.humiliated.by.her.husband..Lidia.secretly.gathers.money.to.change.her.life..However..one.day.her.savings.disappear. <dbl> …
## $ overview_Two.associates.finally.get.together.during.the.holiday.season.to.reminisce.on.their.past.glory.days..hash.out.their.differences..and.rejoice.by.embracing.a.new..disturbing.legacy. <dbl> …
## $ overview_Two.travel.magazine.writers.meet.at.a.beautiful.island.resort.deep.in.the.south.Pacific.researching.article.on.a.waterfront.inn.where.tourists.seem.to.go.missing. <dbl> …
## $ overview_Using.a.special.camera.that.can.see.spirits..a.family.must.protect.their.daughter.from.an.evil.entity.with.a.sinister.plan. <dbl> …
## $ overview_What.is.a.woman.to.do.in.the.current.dating.climate..When.a.suburban.housewife.discovers.that.her.husband.has.become.a.zombie.with.an.appetite.for.human.flesh..she.must.decide.whether.to.stay.in.the.marriage.or.wade.into.the.dating.pool..As.she.dips.her.toe.in..she.soon.finds.that.the.men.out.there.are.even.worse.than.her.zombie.husband..With.a.little.help.from.her.best.friend..she.decides.to.make.it.work...no.matter.what. <dbl> …
## $ overview_When.a.California.teen.with.an.interest.in.the.occult.moves.to.a.New.England.town..she.finds.that.the.town.teens.believe.she.is.a.witch.sent.to.seek.revenge.on.the.descendants.of.the.people.who.originally.killed.another.witch.a.hundred.years.earlier..Things.take.a.particularly.deadly.turn.when.they.convince.her.to.play.a.seer.at.a.Halloween.party.where.they.will.feed.her.information.over.an.earphone.about.those.who.enter.her.tent..only.she.suddenly.sees.things.beyond.their.knowledge.or.help. <dbl> …
## $ overview_When.a.group.of.friends.and.colleagues.tracks.reclusive.writer.Samantha.Ballard..Aleece.Jones..to.her.remote.desert.house..their.reluctant.hostess.informs.them.that.they.ll.die.if.they.try.to.escape..After.her.ex.husband.disastrously.tests.Samantha.s.pledge..the.remaining.guests.sink.into.horror..If.they.want.to.leave.Fear.House.alive..this.desperate.group.must.act.fast.in.writer.director.Michael.R..Morris.s.claustrophobic.spook.fest. <dbl> …
## $ overview_When.a.group.of.hikers.take.off.for.a.weekend.of.fun.and.adventure.in.remote.mountain.region..they.unwittingly.stumble.across.the.Staunton.family...for.whom.the.hill.is.named...and.find.themselves.at.the.mercy.of.a.depraved..diabolical.brood.that.will.stop.at.nothing.to.rid.their.property.of.these..trespassers...The.only.law.on.Staunton.s.Hill.is.the.law.of.the.Stauntons...and..in.this.case..the.penalty.for.defying.that.law.is.death. <dbl> …
## $ overview_When.a.lawyer.shows.up.at.the.vampire.s.doorstep..he.falls.prey.to.his.charms.and.joins.him.in.his.search.for.fresh.blood..Enter.Professor.Van.Helsing..who.may.be.the.only.one.able.to.vanquish.the.Count. <dbl> …
## $ overview_When.a.newlywed.woman.is.taken.to.her.husband.s.hometown.to.meet.his.mother..she.is.possessed.by.the.vengeful.spirit.of.his.previous.wife. <dbl> …
## $ overview_When.a.Solomon.Islands.teenager.encounters.bullying.and.microaggressions.at.school..she.must.take.fate.into.her.own.hands.with.assistance.from.her.family.s.guardian.spirit. <dbl> …
## $ overview_When.a.young.man.s.estranged.father.is.killed.under.suspicious.circumstances..he.returns.home.for.the.first.time.in.years.to.get.to.the.bottom.of.the.mystery..Hoping.to.uncover.some.logical.explanation..he.instead.finds.his.mom.s.sleazy.new.boyfriend..a.natural.gas.company.buying.up.the.town..an.angry.female.sheriff.who.happens.to.be.his.ex.girlfriend..and.an.army.of.flesh.eating.squirrels.hellbent.on.destroying.everything.in.their.path.due.to.an.erosion.of.their.food.chain.as.a.result.of.environmental.destruction.by.the.gas.company. <dbl> …
## $ overview_When.deaf.mute.Maxie..K.T..Baumann..goes.to.work.at.the.local.butcher.shop..she.senses.strange.things.are.afoot..When.she.discovers.the.beloved.town.butcher..Vic.Tayback..is.getting.his.choicest.cuts.from.the.local.morgue..she.finds.herself.tangled.in.a.web.of.deception..betrayal.and.bloody.murder..Featuring.incredible.suspense.and.a.chilling.twist..The.Butchers.is.a.lost.cannibal.classic.in.the.tradition.of.Silence.of.the.Lambs.and.Cannibal..The.Musical. <dbl> …
## $ overview_When.Max..who.is.recovering.from.a.traumatic.accident..takes.a.job.as.a.nighttime.security.guard..he.begins.to.see.visions.of.a.young.mysterious.woman.in.the.store.s.mirror. <dbl> …
## $ overview_When.micro.scientist.Dr..Connors.and.his.assistant..Libby.Myers..are.discovered.missing.from.the.small.Everglades.community.of.Emerald.Lagoon..Libby.s.father.becomes.concerned.and.tries.to.find.Roland..a.local.fishing.guide..to.search.for.her. <dbl> …
## $ overview_When.struggling.filmmaker.inadvertently.records.a.notorious.serial.killer.in.the.middle.of.a.murderous.act..he.decides.to.use.the.footage.to.blackmail.the.madman.into.being.the.subject.of.a.disturbing.new.documentary. <dbl> …
## $ overview_When.the.world.is.taken.over.by.flesh.eating.zombies..best.friends.Tommy.and.Edwin.figure.out.a.way.to.benefit.from.it.by.turning.zombies.into.fertilizer.for.growing.potent.weed..There.will.be.bud. <dbl> …
## $ overview_When.three.teenage.boys.hire.a.stripper.and.film.her.taking.in.a.classroom.they.get.into.big.trouble.They.end.up.pocong.swearing.that.they.had.nothing.to.do.with.it.By.lying.they.unleashed.an.evil.spirit.that.wants.to.see.them.dead.sooner.rather.than.later. <dbl> …
## $ overview_While.backpacking..Franco.stays.in.a.peculiar.house.inhabited.by.a.strange.family..There..his.worst.fears.emerge. <dbl> …