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metadata
license: other
license_name: license
license_link: LICENSE
configs:
  - config_name: advanced_planning
    data_files:
      - split: train
        path: advanced_planning/train-*
      - split: validation
        path: advanced_planning/validation-*
      - split: test
        path: advanced_planning/test-*
  - config_name: main
    data_files:
      - split: train
        path: main/train-*
      - split: validation
        path: main/validation-*
      - split: test
        path: main/test-*
dataset_info:
  - config_name: advanced_planning
    features:
      - name: video_id
        dtype: string
      - name: activity_name
        dtype: string
      - name: recipe_graph
        struct:
          - name: action_description_cnt
            struct:
              - name: place an 8 inch flour tortilla on a cutting board
                dtype: int64
              - name: use a butter knife to scoop nut butter from the jar
                dtype: int64
              - name: >-
                  spread the nut butter onto the tortilla, leaving 1/2 inch
                  uncovered at the edges
                dtype: int64
              - name: clean the knife by wiping it with a paper towel
                dtype: int64
              - name: use the knife to scoop jelly from the jar
                dtype: int64
              - name: spread the jelly over the nut butter
                dtype: int64
              - name: >-
                  roll the tortilla from one end to the other into a log shape,
                  about 1.5 inches thick; roll it tight enough to prevent gaps,
                  but not so tight that the filling leaks
                dtype: int64
              - name: >-
                  secure the rolled tortilla by inserting 5 toothpicks about 1
                  inch apart
                dtype: int64
              - name: >-
                  trim the ends of the tortilla roll with the butter knife,
                  leaving 1/2 inch margin between the last toothpick and the end
                  of the roll
                dtype: int64
              - name: discard ends of the tortilla
                dtype: int64
              - name: >-
                  slide floss under the tortilla, perpendicular to the length of
                  the roll
                dtype: int64
              - name: place the floss halfway between toothpicks
                dtype: int64
              - name: cross the floss's two ends over the tortilla roll's top
                dtype: int64
              - name: pull the floss ends in opposite directions to slice
                dtype: int64
              - name: slice with floss to create 1 more pinwheel
                dtype: int64
              - name: place the pinwheels on a plate
                dtype: int64
              - name: rinse a tomato
                dtype: int64
              - name: gently dry the tomato with a paper/tea towel
                dtype: int64
              - name: slice one tomato into about 1/2 inch thick slices
                dtype: int64
              - name: >-
                  place the thick slices of tomatoes on a platter, ensuring they
                  only make a single layer
                dtype: int64
              - name: garnish the platter with italian seasoning
                dtype: int64
              - name: season the tomato slices with salt
                dtype: int64
              - name: season the platter with 1/4 teaspoon of black pepper
                dtype: int64
              - name: >-
                  sprinkle mozzarella cheese on top of the tomato throughout the
                  platter
                dtype: int64
              - name: >-
                  add a drizzle of extra-virgin olive oil, about 1 tablespoon,
                  over the entire platter
                dtype: int64
              - name: measure 2 cups of frozen corn
                dtype: int64
              - name: >-
                  thaw the frozen corn by putting it in a sieve and running it
                  under cold water
                dtype: int64
              - name: add the corn to a microwave-safe bowl
                dtype: int64
              - name: microwave the corn for 2 minutes
                dtype: int64
              - name: add 1 teaspoon of softened butter
                dtype: int64
              - name: add 1 teaspoon of pepper powder to the bowl
                dtype: int64
              - name: stir the bowl
                dtype: int64
              - name: microwave the corn for 3 more minutes
                dtype: int64
              - name: extract lime juice from 1/3 lime
                dtype: int64
              - name: add 1 teaspoon of salt to the bowl
                dtype: int64
              - name: add the lime juice to the bowl
                dtype: int64
              - name: mix the contents of the bowl well
                dtype: int64
              - name: heat 3 tablespoons of oil in a pan over medium heat
                dtype: int64
              - name: peel 4 large garlic cloves
                dtype: int64
              - name: add 1/4 teaspoon of mustard to the pan
                dtype: int64
              - name: take 1 tomato
                dtype: int64
              - name: mince the garlic
                dtype: int64
              - name: add 1/2 teaspoon of cumin seeds to the pan
                dtype: int64
              - name: >-
                  add the minced garlic when the mustard and cumin seeds begin
                  to sizzle
                dtype: int64
              - name: lower the heat
                dtype: int64
              - name: chop the tomato roughly. chunks of any size are fine
                dtype: int64
              - name: saute the garlic for 2 to 3 minutes
                dtype: int64
              - name: add 2 tablespoons of red chilli powder to the pan
                dtype: int64
              - name: mix the contents of the pan well
                dtype: int64
              - name: add 1/2 teaspoon of salt to the pan
                dtype: int64
              - name: puree the tomatoes without any water in a blender/mixer
                dtype: int64
              - name: add the tomato puree to the pan
                dtype: int64
              - name: mix well the tomato puree with the contents in the pan
                dtype: int64
              - name: >-
                  allow the mixture to simmer over low heat for 5 minutes or
                  until the mixture becomes thick
                dtype: int64
              - name: take the pan off the heat
                dtype: int64
              - name: transfer the mixture to a serving bowl
                dtype: int64
              - name: chop 1/4 medium onion
                dtype: int64
              - name: chop 1 teaspoon of cilantro
                dtype: int64
              - name: chop 1/4 tomato
                dtype: int64
              - name: chop 1 green chilli
                dtype: int64
              - name: peel 2 garlic cloves
                dtype: int64
              - name: mince the peeled garlic cloves
                dtype: int64
              - name: crack one egg into the bowl
                dtype: int64
              - name: add 1 tablespoon of milk to the bowl
                dtype: int64
              - name: add 1/3 teaspoon of salt to the bowl
                dtype: int64
              - name: whisk the egg mixture in the bowl
                dtype: int64
              - name: >-
                  heat 2 tablespoons of oil in a heavy-bottomed or nonstick pan
                  on medium heat
                dtype: int64
              - name: add 1/3 teaspoon of salt to the pan
                dtype: int64
              - name: add the chopped onions to the pan
                dtype: int64
              - name: >-
                  saute the onions on medium heat until they are soft and
                  translucent
                dtype: int64
              - name: add the garlic to the pan
                dtype: int64
              - name: add the chilli to the pan
                dtype: int64
              - name: cook for 1 minute, mixing everything
                dtype: int64
              - name: add 1/8 tsp of turmeric to the pan
                dtype: int64
              - name: add the tomatoes to the pan
                dtype: int64
              - name: cook covered for 1 minute or until the tomatoes soften
                dtype: int64
              - name: slowly pour the whisked eggs into the pan
                dtype: int64
              - name: >-
                  mix with a spatula for 3 minutes or until the eggs are almost
                  cooked
                dtype: int64
              - name: garnish with 1 tablespoon of chopped cilantro and serve
                dtype: int64
              - name: >-
                  whisk 1 cup of chilled curd in a mixing bowl until smooth; use
                  fresh homemade or packaged curd
                dtype: int64
              - name: add 1 teaspoon of cumin powder to the bowl
                dtype: int64
              - name: add 1 tablespoon of chopped cilantro leaves to the bowl
                dtype: int64
              - name: rinse 1 medium sized cucumber
                dtype: int64
              - name: add 1/2 teaspoon of chaat masala powder to the bowl
                dtype: int64
              - name: add 1/4 teaspoon of salt to the bowl
                dtype: int64
              - name: peel the cucumber
                dtype: int64
              - name: add 1/4 teaspoon of red chilli powder to the bowl
                dtype: int64
              - name: chop or grate the cucumber
                dtype: int64
              - name: add the chopped or grated cucumber to the whisked curd
                dtype: int64
              - name: combine all the ingredients in the bowl
                dtype: int64
              - name: peel 1 garlic clove
                dtype: int64
              - name: >-
                  spiralize 1 medium zucchini into thin noodles using a
                  spiralizer
                dtype: int64
              - name: heat a large pan on medium heat
                dtype: int64
              - name: melt 1 tablespoon of softened butter
                dtype: int64
              - name: add 1 large minced garlic clove to the pan
                dtype: int64
              - name: >-
                  cook the garlic until fragrant (about 1 minute); be careful
                  not to burn the garlic
                dtype: int64
              - name: add the zucchini noodles
                dtype: int64
              - name: season with salt
                dtype: int64
              - name: season with pepper to taste
                dtype: int64
              - name: add 1/6 cup of grated parmesan cheese
                dtype: int64
              - name: cook for 2 minutes or until the zoodles are done
                dtype: int64
              - name: remove from heat
                dtype: int64
              - name: top with more parmesan if desired
                dtype: int64
              - name: coat a 6 oz ramekin cup with cooking spray
                dtype: int64
              - name: pour 1 egg into the ramekin cup
                dtype: int64
              - name: stir the ramekin cup
                dtype: int64
              - name: >-
                  microwave for 15 to 30 more seconds or until the egg is almost
                  set
                dtype: int64
              - name: top the cup with 1 tablespoon of salsa
                dtype: int64
              - name: cut the english muffin into two pieces with a knife
                dtype: int64
              - name: sprinkle 1 tablespoon of cheese on the cup
                dtype: int64
              - name: microwave just until the cheese melts, about 10 seconds
                dtype: int64
              - name: line the bottom piece of the english muffin with lettuce
                dtype: int64
              - name: place the egg from the cup over the lettuce
                dtype: int64
              - name: replace the top of the english muffin
                dtype: int64
              - name: microwave the ramekin cup uncovered on high for 30 seconds
                dtype: int64
              - name: mince the garlic cloves
                dtype: int64
              - name: rinse 3 mushrooms under cold water
                dtype: int64
              - name: pat the rinsed mushrooms dry with a paper towel
                dtype: int64
              - name: pull out the mushroom stems
                dtype: int64
              - name: slice the mushrooms
                dtype: int64
              - name: chop 1 shallot
                dtype: int64
              - name: >-
                  heat 1 tablespoon of olive oil in a large skillet over
                  medium-high heat
                dtype: int64
              - name: add the mushrooms once the pan is hot
                dtype: int64
              - name: >-
                  cook for 3 to 5 minutes, stirring often, until the mushrooms
                  start to soften and brown
                dtype: int64
              - name: add the chopped shallot to the pan
                dtype: int64
              - name: cook, often stirring, for 1 minute
                dtype: int64
              - name: add 2 cloves of minced garlic to the pan
                dtype: int64
              - name: add 1/4 tablespoon of balsamic vinegar to the pan
                dtype: int64
              - name: season the pan with pepper to taste
                dtype: int64
              - name: season the pan with salt
                dtype: int64
              - name: transfer the contents of the pan to a serving dish
                dtype: int64
              - name: add 1/2 teaspoon of baking powder to a blender
                dtype: int64
              - name: add 1 egg to a blender
                dtype: int64
              - name: add 1 banana to a blender
                dtype: int64
              - name: add 1 heaped tablespoon of flour to a blender
                dtype: int64
              - name: blitz the contents in the blender for 20 seconds
                dtype: int64
              - name: chop 1 strawberry
                dtype: int64
              - name: >-
                  melt a small knob of butter in a nonstick frying pan over
                  low-medium heat
                dtype: int64
              - name: >-
                  pour three little puddles straight from the blender into the
                  frying pan
                dtype: int64
              - name: cook for 1 min or until the tops start to bubble
                dtype: int64
              - name: flip the pancakes with a fork or a fish slice spatula
                dtype: int64
              - name: cook for 20 to 30 more seconds
                dtype: int64
              - name: transfer to a plate
                dtype: int64
              - name: serve the pancakes with the chopped strawberries
                dtype: int64
              - name: splash maple syrup onto the plate
                dtype: int64
              - name: crack one egg into a bowl
                dtype: int64
              - name: chop 2 tablespoons of cilantro
                dtype: int64
              - name: add the chopped cilantro to the bowl
                dtype: int64
              - name: take a tomato
                dtype: int64
              - name: cut the tomato into two pieces
                dtype: int64
              - name: heat 1 tablespoon of oil in a nonstick frying pan
                dtype: int64
              - name: >-
                  cook the tomatoes cut-side down until they start to soften and
                  colour
                dtype: int64
              - name: scoop the tomatoes from the pan
                dtype: int64
              - name: put the tomatoes on a serving plate
                dtype: int64
              - name: add 1/2 teaspoon of ground black pepper to the bowl
                dtype: int64
              - name: beat the contents of the bowl
                dtype: int64
              - name: pour the egg mixture into the pan
                dtype: int64
              - name: >-
                  stir gently with a wooden spoon so the egg that sets on the
                  base of the pan moves to enable the uncooked egg to flow into
                  the space
                dtype: int64
              - name: >-
                  stop stirring when it's nearly cooked to allow the egg to set
                  into an omelette
                dtype: int64
              - name: transfer the omelette to the plate and serve with the tomatoes
                dtype: int64
              - name: take 5 broccoli florets
                dtype: int64
              - name: add 1/8 teaspoon of black pepper to the bowl
                dtype: int64
              - name: add 1/8 cup of soy sauce to the bowl
                dtype: int64
              - name: take 2 cremini mushrooms
                dtype: int64
              - name: add 1/6 cup of water to the bowl
                dtype: int64
              - name: add 1 teaspoon of cornstarch to the bowl
                dtype: int64
              - name: add 1/2 tablespoon of minced ginger to the bowl
                dtype: int64
              - name: take 1 bell pepper
                dtype: int64
              - name: add 2 cloves of minced garlic to the bowl
                dtype: int64
              - name: add 1 tablespoon of honey to the bowl
                dtype: int64
              - name: whisk the contents of the bowl
                dtype: int64
              - name: set aside the sauce mixture
                dtype: int64
              - name: slice 1/3 of the bell pepper
                dtype: int64
              - name: >-
                  heat 2 tablespoons of olive oil in a skillet over medium-high
                  heat
                dtype: int64
              - name: add the sliced mushrooms to the skillet
                dtype: int64
              - name: add the broccoli to the skillet
                dtype: int64
              - name: >-
                  cook, stirring often, for 4 minutes; if the pan gets too hot
                  on medium-high, turn the heat down to medium
                dtype: int64
              - name: add the bell pepper to the skillet
                dtype: int64
              - name: >-
                  cook, stirring often, for 2 to 3 minutes, until the vegetables
                  are crisp-tender
                dtype: int64
              - name: whisk the sauce again to recombine the ingredients
                dtype: int64
              - name: pour the sauce into the skillet
                dtype: int64
              - name: cook, stirring, for 1 minute, until the sauce thickens
                dtype: int64
              - name: measure and add a pinch of salt to the mixing bowl
                dtype: int64
              - name: measure and add 1/4 teaspoon of baking powder to the bowl
                dtype: int64
              - name: measure and add 1.5 tablespoons of sugar to the mixing bowl
                dtype: int64
              - name: measure and add 2 tablespoons of flour to the mixing bowl
                dtype: int64
              - name: >-
                  whisk to combine the mixture of flour, sugar, and baking
                  powder in the bowl
                dtype: int64
              - name: measure and add 2 tablespoons of water to the bowl
                dtype: int64
              - name: measure and add 2 teaspoons of vegetable oil to the bowl
                dtype: int64
              - name: measure and add 1/4 teaspoon of vanilla extract to the bowl
                dtype: int64
              - name: place a paper cupcake liner inside a mug
                dtype: int64
              - name: whisk the batter until no lumps remain
                dtype: int64
              - name: set aside the lined mug
                dtype: int64
              - name: pour the batter into the prepared mug
                dtype: int64
              - name: >-
                  microwave the mug and batter on high power for 60 seconds;
                  check if the cake is done by inserting a toothpick into the
                  center of the cake and then removing it; if wet batter clings
                  to the toothpick, microwave for an additional 5 seconds; if
                  the toothpick comes out clean, continue
                dtype: int64
              - name: invert the mug to release the cake onto a plate
                dtype: int64
              - name: allow to cool until the cake is no longer hot to the touch
                dtype: int64
              - name: remove the paper liner carefully
                dtype: int64
              - name: >-
                  prepare to pipe the frosting while the cake is cooling; scoop
                  4 spoonfuls of chocolate frosting into a zip top bag
                dtype: int64
              - name: seal the zip-top bag, removing as much air as possible
                dtype: int64
              - name: >-
                  use scissors to cut one corner from the bag to create a small
                  opening 1/4 inch in diameter
                dtype: int64
              - name: >-
                  squeeze the frosting through the opening to apply small
                  dollops of frosting to the plate in a circle around the base
                  of the cake
                dtype: int64
              - name: >-
                  cut 1/4 block or 3 ounces of fresh tofu into large cubes
                  (about 1 in x 1 in)
                dtype: int64
              - name: pat the tofu dry with a towel
                dtype: int64
              - name: turn on the heat to medium
                dtype: int64
              - name: add 1/4 teaspoon of salt to the pan
                dtype: int64
              - name: add 1 tablespoon of olive oil to a nonstick pan
                dtype: int64
              - name: add the tofu cubes to the pan
                dtype: int64
              - name: >-
                  cook for 5 to 6 minutes until the tofu cubes are lightly
                  browned on the bottom
                dtype: int64
              - name: remove the pan from the heat briefly to reduce spitting
                dtype: int64
              - name: flip the tofu with tongs
                dtype: int64
              - name: return the heat to medium
                dtype: int64
              - name: cook until the tofu turns brown
                dtype: int64
              - name: remove from the heat briefly again
                dtype: int64
              - name: drizzle 1 tablespoon of sesame oil into the pan
                dtype: int64
              - name: drizzle 1 tablespoon of soy sauce into the pan
                dtype: int64
              - name: return to low heat
                dtype: int64
              - name: cook for 2 minutes
                dtype: int64
              - name: flip the tofu in the pan
                dtype: int64
              - name: cook for 2 minutes until the colour is darkened
                dtype: int64
              - name: transfer to a serving dish
                dtype: int64
              - name: open a can of tuna
                dtype: int64
              - name: take 1 ripe avocado
                dtype: int64
              - name: chop 1 scallion
                dtype: int64
              - name: add the chopped scallion to the bowl
                dtype: int64
              - name: cut the avocado into thin slices
                dtype: int64
              - name: drain excess water from the can
                dtype: int64
              - name: lay out 2 large lettuce leaves
                dtype: int64
              - name: add 1/4 cup of mayonnaise to the bowl
                dtype: int64
              - name: add 1 teaspoon of sriracha sauce to the bowl
                dtype: int64
              - name: add 1 can of drained tuna to the bowl
                dtype: int64
              - name: mix the contents of the bowl
                dtype: int64
              - name: season the bowl with 1/4 teaspoon of pepper
                dtype: int64
              - name: place the avocado slices on each leaf
                dtype: int64
              - name: season the bowl with 1/4 teaspoon of salt
                dtype: int64
              - name: top the lettuce leaves with the tuna mixture
                dtype: int64
              - name: roll up the lettuce wraps
                dtype: int64
              - name: secure the wrap with a toothpick
                dtype: int64
              - name: >-
                  slice two 1/2 inch thick rounds from a baguette (slice
                  slanted)
                dtype: int64
              - name: add 1/8 cup of shredded mozzarella to a bowl
                dtype: int64
              - name: add 1/16 cup of basil to a bowl
                dtype: int64
              - name: add 1/4 teaspoon of salt to a bowl
                dtype: int64
              - name: cut 1/4 cup of cherry tomatoes into halves
                dtype: int64
              - name: add the cut cherry tomatoes to a bowl
                dtype: int64
              - name: brush 2 slices of baguette with olive oil on both sides
                dtype: int64
              - name: add 1/4 teaspoon of pepper to a bowl
                dtype: int64
              - name: >-
                  toast both sides of the slices in the pan for 2 to 3 minutes
                  until lightly charred and crispy, and then transfer the slices
                  to a plate
                dtype: int64
              - name: combine the contents of the bowl
                dtype: int64
              - name: spoon the mixture from the bowl onto the bread
                dtype: int64
              - name: peel one medium onion
                dtype: int64
              - name: >-
                  mix 1/4 cup of sweet-and-sour sauce and 1/2 teaspoon of soy
                  sauce in a small bowl
                dtype: int64
              - name: cut the onion into two pieces
                dtype: int64
              - name: slice 1/8 medium onion
                dtype: int64
              - name: cut 1/8 garlic clove
                dtype: int64
              - name: cut 1/4 medium carrot into short, thin strips
                dtype: int64
              - name: mince 1/8 garlic clove
                dtype: int64
              - name: place 5 meatballs in a microwave-safe plate
                dtype: int64
              - name: >-
                  top the plate with the carrots, onion, garlic, and 1/4
                  teaspoon of pepper powder
                dtype: int64
              - name: pour the sauces over the meatballs
                dtype: int64
              - name: microwave the plate, covered, on high for 1.5 minutes
                dtype: int64
              - name: stir the contents in the microwave with a spoon
                dtype: int64
              - name: microwave for 1 more minute
                dtype: int64
              - name: chop 1/4 red bell pepper into tiny bits
                dtype: int64
              - name: add 1/3 cup of cheddar cheese to a microwave-safe cup
                dtype: int64
              - name: place the chopped pepper in a microwave-safe bowl
                dtype: int64
              - name: add 1 tablespoon of water to the bowl
                dtype: int64
              - name: >-
                  melt the cheese by microwaving the cup for 30 seconds; check
                  after 30 seconds and microwave for 10 more seconds if needed
                dtype: int64
              - name: microwave the bowl, covered, for 2 minutes
                dtype: int64
              - name: mix the cheese and red bell pepper in the bowl
                dtype: int64
              - name: add 1/4 teaspoon of pepper to the bowl
                dtype: int64
              - name: add 1/2 tablespoon of softened butter to the bowl
                dtype: int64
              - name: mix all the ingredients in the bowl well
                dtype: int64
              - name: take a microwavable mug
                dtype: int64
              - name: measure 1/16 teaspoon of baking soda and add it to the mug
                dtype: int64
              - name: measure 1/8 teaspoon of baking powder and add it to the mug
                dtype: int64
              - name: measure 1/8 teaspoon of salt and add it to the mug
                dtype: int64
              - name: measure 4 tablespoons of flour and add it to the mug
                dtype: int64
              - name: stir the contents in the mug well
                dtype: int64
              - name: add 1 tablespoon of olive oil to the mug
                dtype: int64
              - name: add 3 tablespoons of milk to the mug
                dtype: int64
              - name: >-
                  mix the contents of the mug thoroughly; there might be some
                  lumps, but that is ok
                dtype: int64
              - name: take 1 tablespoon of marinara sauce
                dtype: int64
              - name: spread the marinara sauce around the surface of the batter
                dtype: int64
              - name: >-
                  sprinkle 1 generous tablespoon of mozzarella cheese on top of
                  the sauce
                dtype: int64
              - name: >-
                  microwave for 1 minute 20 seconds, or until the contents rise
                  and the toppings are bubbling
                dtype: int64
              - name: sprinkle dried italian herbs inside the mug
                dtype: int64
              - name: peel 1 medium onion
                dtype: int64
              - name: slice 1/4 medium onion into pieces
                dtype: int64
              - name: chop 1 garlic clove on a cutting board
                dtype: int64
              - name: remove the noodles from the package
                dtype: int64
              - name: put all the vegetables in a microwave-safe bowl
                dtype: int64
              - name: add the noodles to the bowl
                dtype: int64
              - name: cover the noodles with water
                dtype: int64
              - name: cover with a lid (or paper towel) to prevent splattering
                dtype: int64
              - name: microwave the ramen for 4 minutes
                dtype: int64
              - name: add chopped cilantro to the bowl
                dtype: int64
              - name: add basil to the bowl
                dtype: int64
              - name: >-
                  let the noodles sit for about 1 minute after the microwave
                  stops
                dtype: int64
              - name: mix the flavour packet into the bowl
                dtype: int64
              - name: >-
                  stir the noodles with a spoon or fork until the flavouring
                  dissolves
                dtype: int64
              - name: fill a microwave-safe mug with skimmed milk
                dtype: int64
              - name: microwave the contents of the mug for 1 minute
                dtype: int64
              - name: add 1 teaspoon of white sugar to the mug
                dtype: int64
              - name: add 2 pieces of chocolate to the mug
                dtype: int64
              - name: add 1/5 teaspoon of cinnamon to the mug
                dtype: int64
              - name: heat the contents of the mug for 1 minute and serve
                dtype: int64
              - name: mix the contents of the mug
                dtype: int64
              - name: >-
                  melt 1 tablespoon of softened butter in a large mug in the
                  microwave for about 30 seconds
                dtype: int64
              - name: roll the butter around in the mug to coat it
                dtype: int64
              - name: whisk one egg in the mug with a fork until well blended
                dtype: int64
              - name: sprinkle 1/4 teaspoon of cinnamon over the egg
                dtype: int64
              - name: add 1/4 teaspoon of vanilla extract to the mug
                dtype: int64
              - name: stir the mug
                dtype: int64
              - name: cut or tear 1 slice of bread into bite-size pieces
                dtype: int64
              - name: >-
                  add bread pieces to the egg mixture in the mug, pressing the
                  bread down into the egg
                dtype: int64
              - name: >-
                  microwave on high for 90 seconds until the egg is cooked
                  through
                dtype: int64
              - name: put the mug's contents on a plate
                dtype: int64
              - name: cut the contents on the plate, and serve
                dtype: int64
              - name: weigh the coffee beans (0.8 oz to 1.2 oz)
                dtype: int64
              - name: place the dripper on top of a coffee mug
                dtype: int64
              - name: >-
                  prepare the filter insert by folding the paper filter in half
                  to create a semi-circle, and in half again to create a
                  quarter-circle
                dtype: int64
              - name: place the paper filter in the dripper
                dtype: int64
              - name: >-
                  grind the coffee beans until the coffee grounds are the
                  consistency of coarse sand, about 20 seconds
                dtype: int64
              - name: measure 12 ounces of cold water
                dtype: int64
              - name: spread the filter in the dripper to create a cone
                dtype: int64
              - name: transfer the grounds to the filter cone
                dtype: int64
              - name: transfer the water to a kettle
                dtype: int64
              - name: >-
                  boil the water; while the water is boiling, assemble the
                  filter cone
                dtype: int64
              - name: >-
                  check the temperature of the water once the water has boiled;
                  the water should be between 195 to 205 degrees fahrenheit or
                  between 91 to 96 degrees celsius; if the water is too hot, let
                  it cool briefly
                dtype: int64
              - name: >-
                  pour a small amount of water into the filter to wet the
                  grounds
                dtype: int64
              - name: >-
                  wait about 30 seconds for the coffee to bloom; you will see
                  small bubbles or foam on the coffee grounds during this step
                dtype: int64
              - name: >-
                  slowly pour the rest of the water over the grounds in a
                  circular motion; do not overfill beyond the top of the paper
                  filter
                dtype: int64
              - name: >-
                  let the coffee drain completely into the mug before removing
                  the dripper
                dtype: int64
              - name: discard the paper filter and coffee grounds
                dtype: int64
              - name: extract and add contents of an egg to a microwave-safe bowl
                dtype: int64
              - name: whisk the egg
                dtype: int64
              - name: place an 8 inch tortilla on a cutting board
                dtype: int64
              - name: microwave for 3 minutes, stirring in between
                dtype: int64
              - name: add 1/2 tablespoon of sweet and sour sauce to the bowl
                dtype: int64
              - name: sprinkle oregano in the bowl
                dtype: int64
              - name: add 1 tablespoon of salsa to the bowl
                dtype: int64
              - name: pour the egg mixture on top of the tortilla
                dtype: int64
              - name: >-
                  sprinkle 1 tablespoon of shredded cheddar cheese on top of the
                  egg
                dtype: int64
              - name: >-
                  roll the tortilla from one end to another into a log shape,
                  about 1.5 inches thick; roll it tight enough to prevent gaps
                  but not so tight that the filling leaks
                dtype: int64
          - name: nodes_str_to_int
            struct:
              - name: START
                dtype: int64
              - name: slice with floss to create 1 more pinwheel_2
                dtype: int64
              - name: discard ends of the tortilla_1
                dtype: int64
              - name: slice with floss to create 1 more pinwheel_3
                dtype: int64
              - name: clean the knife by wiping it with a paper towel_2
                dtype: int64
              - name: cross the floss's two ends over the tortilla roll's top_1
                dtype: int64
              - name: >-
                  slide floss under the tortilla, perpendicular to the length of
                  the roll_1
                dtype: int64
              - name: spread the jelly over the nut butter_1
                dtype: int64
              - name: pull the floss ends in opposite directions to slice_1
                dtype: int64
              - name: place the pinwheels on a plate_1
                dtype: int64
              - name: >-
                  secure the rolled tortilla by inserting 5 toothpicks about 1
                  inch apart_1
                dtype: int64
              - name: use the knife to scoop jelly from the jar_1
                dtype: int64
              - name: >-
                  spread the nut butter onto the tortilla, leaving 1/2 inch
                  uncovered at the edges_1
                dtype: int64
              - name: use a butter knife to scoop nut butter from the jar_1
                dtype: int64
              - name: slice with floss to create 1 more pinwheel_1
                dtype: int64
              - name: >-
                  trim the ends of the tortilla roll with the butter knife,
                  leaving 1/2 inch margin between the last toothpick and the end
                  of the roll_1
                dtype: int64
              - name: place an 8 inch flour tortilla on a cutting board_1
                dtype: int64
              - name: >-
                  roll the tortilla from one end to the other into a log shape,
                  about 1.5 inches thick; roll it tight enough to prevent gaps,
                  but not so tight that the filling leaks_1
                dtype: int64
              - name: place the floss halfway between toothpicks_1
                dtype: int64
              - name: clean the knife by wiping it with a paper towel_1
                dtype: int64
              - name: END
                dtype: int64
              - name: slice one tomato into about 1/2 inch thick slices_1
                dtype: int64
              - name: >-
                  place the thick slices of tomatoes on a platter, ensuring they
                  only make a single layer_1
                dtype: int64
              - name: >-
                  add a drizzle of extra-virgin olive oil, about 1 tablespoon,
                  over the entire platter_1
                dtype: int64
              - name: gently dry the tomato with a paper/tea towel_1
                dtype: int64
              - name: season the tomato slices with salt_1
                dtype: int64
              - name: >-
                  sprinkle mozzarella cheese on top of the tomato throughout the
                  platter_1
                dtype: int64
              - name: rinse a tomato_1
                dtype: int64
              - name: season the platter with 1/4 teaspoon of black pepper_1
                dtype: int64
              - name: garnish the platter with italian seasoning_1
                dtype: int64
              - name: add the lime juice to the bowl_1
                dtype: int64
              - name: measure 2 cups of frozen corn_1
                dtype: int64
              - name: add 1 teaspoon of pepper powder to the bowl_1
                dtype: int64
              - name: extract lime juice from 1/3 lime_1
                dtype: int64
              - name: add the corn to a microwave-safe bowl_1
                dtype: int64
              - name: mix the contents of the bowl well_1
                dtype: int64
              - name: microwave the corn for 2 minutes_1
                dtype: int64
              - name: microwave the corn for 3 more minutes_1
                dtype: int64
              - name: stir the bowl_1
                dtype: int64
              - name: add 1 teaspoon of salt to the bowl_1
                dtype: int64
              - name: >-
                  thaw the frozen corn by putting it in a sieve and running it
                  under cold water_1
                dtype: int64
              - name: add 1 teaspoon of softened butter_1
                dtype: int64
              - name: add 1/4 teaspoon of mustard to the pan_1
                dtype: int64
              - name: mince the garlic_1
                dtype: int64
              - name: add 1/2 teaspoon of cumin seeds to the pan_1
                dtype: int64
              - name: add the tomato puree to the pan_1
                dtype: int64
              - name: take the pan off the heat_1
                dtype: int64
              - name: mix well the tomato puree with the contents in the pan_1
                dtype: int64
              - name: peel 4 large garlic cloves_1
                dtype: int64
              - name: add 1/2 teaspoon of salt to the pan_1
                dtype: int64
              - name: add 2 tablespoons of red chilli powder to the pan_1
                dtype: int64
              - name: saute the garlic for 2 to 3 minutes_1
                dtype: int64
              - name: take 1 tomato_1
                dtype: int64
              - name: puree the tomatoes without any water in a blender/mixer_1
                dtype: int64
              - name: lower the heat_1
                dtype: int64
              - name: >-
                  add the minced garlic when the mustard and cumin seeds begin
                  to sizzle_1
                dtype: int64
              - name: >-
                  allow the mixture to simmer over low heat for 5 minutes or
                  until the mixture becomes thick_1
                dtype: int64
              - name: heat 3 tablespoons of oil in a pan over medium heat_1
                dtype: int64
              - name: chop the tomato roughly. chunks of any size are fine_1
                dtype: int64
              - name: transfer the mixture to a serving bowl_1
                dtype: int64
              - name: mix the contents of the pan well_1
                dtype: int64
              - name: chop 1 teaspoon of cilantro_1
                dtype: int64
              - name: whisk the egg mixture in the bowl_1
                dtype: int64
              - name: add the garlic to the pan_1
                dtype: int64
              - name: chop 1 green chilli_1
                dtype: int64
              - name: add the chilli to the pan_1
                dtype: int64
              - name: chop 1/4 medium onion_1
                dtype: int64
              - name: add 1/3 teaspoon of salt to the bowl_1
                dtype: int64
              - name: cook for 1 minute, mixing everything_1
                dtype: int64
              - name: >-
                  saute the onions on medium heat until they are soft and
                  translucent_1
                dtype: int64
              - name: crack one egg into the bowl_1
                dtype: int64
              - name: add 1/8 tsp of turmeric to the pan_1
                dtype: int64
              - name: chop 1/4 tomato_1
                dtype: int64
              - name: cook covered for 1 minute or until the tomatoes soften_1
                dtype: int64
              - name: >-
                  mix with a spatula for 3 minutes or until the eggs are almost
                  cooked_1
                dtype: int64
              - name: slowly pour the whisked eggs into the pan_1
                dtype: int64
              - name: >-
                  heat 2 tablespoons of oil in a heavy-bottomed or nonstick pan
                  on medium heat_1
                dtype: int64
              - name: garnish with 1 tablespoon of chopped cilantro and serve_1
                dtype: int64
              - name: add the tomatoes to the pan_1
                dtype: int64
              - name: peel 2 garlic cloves_1
                dtype: int64
              - name: add 1 tablespoon of milk to the bowl_1
                dtype: int64
              - name: add 1/3 teaspoon of salt to the pan_1
                dtype: int64
              - name: add the chopped onions to the pan_1
                dtype: int64
              - name: mince the peeled garlic cloves_1
                dtype: int64
              - name: add 1/4 teaspoon of red chilli powder to the bowl_1
                dtype: int64
              - name: peel the cucumber_1
                dtype: int64
              - name: >-
                  whisk 1 cup of chilled curd in a mixing bowl until smooth; use
                  fresh homemade or packaged curd_1
                dtype: int64
              - name: add 1/4 teaspoon of salt to the bowl_1
                dtype: int64
              - name: chop or grate the cucumber_1
                dtype: int64
              - name: combine all the ingredients in the bowl_1
                dtype: int64
              - name: add 1 tablespoon of chopped cilantro leaves to the bowl_1
                dtype: int64
              - name: add 1 teaspoon of cumin powder to the bowl_1
                dtype: int64
              - name: rinse 1 medium sized cucumber_1
                dtype: int64
              - name: add the chopped or grated cucumber to the whisked curd_1
                dtype: int64
              - name: add 1/2 teaspoon of chaat masala powder to the bowl_1
                dtype: int64
              - name: cook for 2 minutes or until the zoodles are done_1
                dtype: int64
              - name: add 1/6 cup of grated parmesan cheese_1
                dtype: int64
              - name: season with pepper to taste_1
                dtype: int64
              - name: top with more parmesan if desired_1
                dtype: int64
              - name: heat a large pan on medium heat_1
                dtype: int64
              - name: remove from heat_1
                dtype: int64
              - name: season with salt_1
                dtype: int64
              - name: add 1 large minced garlic clove to the pan_1
                dtype: int64
              - name: peel 1 garlic clove_1
                dtype: int64
              - name: add the zucchini noodles_1
                dtype: int64
              - name: >-
                  cook the garlic until fragrant (about 1 minute); be careful
                  not to burn the garlic_1
                dtype: int64
              - name: >-
                  spiralize 1 medium zucchini into thin noodles using a
                  spiralizer_1
                dtype: int64
              - name: melt 1 tablespoon of softened butter_1
                dtype: int64
              - name: pour 1 egg into the ramekin cup_1
                dtype: int64
              - name: place the egg from the cup over the lettuce_1
                dtype: int64
              - name: coat a 6 oz ramekin cup with cooking spray_1
                dtype: int64
              - name: microwave the ramekin cup uncovered on high for 30 seconds_1
                dtype: int64
              - name: sprinkle 1 tablespoon of cheese on the cup_1
                dtype: int64
              - name: top the cup with 1 tablespoon of salsa_1
                dtype: int64
              - name: replace the top of the english muffin_1
                dtype: int64
              - name: >-
                  microwave for 15 to 30 more seconds or until the egg is almost
                  set_1
                dtype: int64
              - name: line the bottom piece of the english muffin with lettuce_1
                dtype: int64
              - name: microwave just until the cheese melts, about 10 seconds_1
                dtype: int64
              - name: stir the ramekin cup_1
                dtype: int64
              - name: cut the english muffin into two pieces with a knife_1
                dtype: int64
              - name: pat the rinsed mushrooms dry with a paper towel_1
                dtype: int64
              - name: rinse 3 mushrooms under cold water_1
                dtype: int64
              - name: cook, often stirring, for 1 minute_1
                dtype: int64
              - name: add the mushrooms once the pan is hot_1
                dtype: int64
              - name: add the chopped shallot to the pan_1
                dtype: int64
              - name: slice the mushrooms_1
                dtype: int64
              - name: mince the garlic cloves_1
                dtype: int64
              - name: chop 1 shallot_1
                dtype: int64
              - name: >-
                  cook for 3 to 5 minutes, stirring often, until the mushrooms
                  start to soften and brown_1
                dtype: int64
              - name: pull out the mushroom stems_1
                dtype: int64
              - name: >-
                  heat 1 tablespoon of olive oil in a large skillet over
                  medium-high heat_1
                dtype: int64
              - name: transfer the contents of the pan to a serving dish_1
                dtype: int64
              - name: cook, often stirring, for 1 minute_2
                dtype: int64
              - name: add 1/4 tablespoon of balsamic vinegar to the pan_1
                dtype: int64
              - name: add 2 cloves of minced garlic to the pan_1
                dtype: int64
              - name: season the pan with pepper to taste_1
                dtype: int64
              - name: season the pan with salt_1
                dtype: int64
              - name: add 1/2 teaspoon of baking powder to a blender_1
                dtype: int64
              - name: serve the pancakes with the chopped strawberries_1
                dtype: int64
              - name: >-
                  melt a small knob of butter in a nonstick frying pan over
                  low-medium heat_1
                dtype: int64
              - name: splash maple syrup onto the plate_1
                dtype: int64
              - name: add 1 banana to a blender_1
                dtype: int64
              - name: cook for 1 min or until the tops start to bubble_1
                dtype: int64
              - name: blitz the contents in the blender for 20 seconds_1
                dtype: int64
              - name: flip the pancakes with a fork or a fish slice spatula_1
                dtype: int64
              - name: add 1 egg to a blender_1
                dtype: int64
              - name: cook for 20 to 30 more seconds_1
                dtype: int64
              - name: >-
                  pour three little puddles straight from the blender into the
                  frying pan_1
                dtype: int64
              - name: add 1 heaped tablespoon of flour to a blender_1
                dtype: int64
              - name: chop 1 strawberry_1
                dtype: int64
              - name: transfer to a plate_1
                dtype: int64
              - name: heat 1 tablespoon of oil in a nonstick frying pan_1
                dtype: int64
              - name: put the tomatoes on a serving plate_1
                dtype: int64
              - name: chop 2 tablespoons of cilantro_1
                dtype: int64
              - name: >-
                  stir gently with a wooden spoon so the egg that sets on the
                  base of the pan moves to enable the uncooked egg to flow into
                  the space_1
                dtype: int64
              - name: crack one egg into a bowl_1
                dtype: int64
              - name: >-
                  cook the tomatoes cut-side down until they start to soften and
                  colour_1
                dtype: int64
              - name: pour the egg mixture into the pan_1
                dtype: int64
              - name: add the chopped cilantro to the bowl_1
                dtype: int64
              - name: >-
                  transfer the omelette to the plate and serve with the
                  tomatoes_1
                dtype: int64
              - name: scoop the tomatoes from the pan_1
                dtype: int64
              - name: >-
                  stop stirring when it's nearly cooked to allow the egg to set
                  into an omelette_1
                dtype: int64
              - name: cut the tomato into two pieces_1
                dtype: int64
              - name: take a tomato_1
                dtype: int64
              - name: beat the contents of the bowl_1
                dtype: int64
              - name: add 1/2 teaspoon of ground black pepper to the bowl_1
                dtype: int64
              - name: add 1/8 cup of soy sauce to the bowl_1
                dtype: int64
              - name: set aside the sauce mixture_1
                dtype: int64
              - name: add 1 tablespoon of honey to the bowl_1
                dtype: int64
              - name: >-
                  cook, stirring often, for 4 minutes; if the pan gets too hot
                  on medium-high, turn the heat down to medium_1
                dtype: int64
              - name: add 1 teaspoon of cornstarch to the bowl_1
                dtype: int64
              - name: add 2 cloves of minced garlic to the bowl_1
                dtype: int64
              - name: pour the sauce into the skillet_1
                dtype: int64
              - name: add the sliced mushrooms to the skillet_1
                dtype: int64
              - name: whisk the contents of the bowl_1
                dtype: int64
              - name: add the bell pepper to the skillet_1
                dtype: int64
              - name: slice 1/3 of the bell pepper_1
                dtype: int64
              - name: cook, stirring, for 1 minute, until the sauce thickens_1
                dtype: int64
              - name: add the broccoli to the skillet_1
                dtype: int64
              - name: >-
                  heat 2 tablespoons of olive oil in a skillet over medium-high
                  heat_1
                dtype: int64
              - name: add 1/2 tablespoon of minced ginger to the bowl_1
                dtype: int64
              - name: add 1/8 teaspoon of black pepper to the bowl_1
                dtype: int64
              - name: add 1/6 cup of water to the bowl_1
                dtype: int64
              - name: take 2 cremini mushrooms_1
                dtype: int64
              - name: take 1 bell pepper_1
                dtype: int64
              - name: whisk the sauce again to recombine the ingredients_1
                dtype: int64
              - name: take 5 broccoli florets_1
                dtype: int64
              - name: >-
                  cook, stirring often, for 2 to 3 minutes, until the vegetables
                  are crisp-tender_1
                dtype: int64
              - name: whisk the batter until no lumps remain_1
                dtype: int64
              - name: remove the paper liner carefully_1
                dtype: int64
              - name: measure and add 2 tablespoons of water to the bowl_1
                dtype: int64
              - name: measure and add 1.5 tablespoons of sugar to the mixing bowl_1
                dtype: int64
              - name: >-
                  prepare to pipe the frosting while the cake is cooling; scoop
                  4 spoonfuls of chocolate frosting into a zip top bag_1
                dtype: int64
              - name: measure and add 2 tablespoons of flour to the mixing bowl_1
                dtype: int64
              - name: measure and add 2 teaspoons of vegetable oil to the bowl_1
                dtype: int64
              - name: set aside the lined mug_1
                dtype: int64
              - name: >-
                  squeeze the frosting through the opening to apply small
                  dollops of frosting to the plate in a circle around the base
                  of the cake_1
                dtype: int64
              - name: place a paper cupcake liner inside a mug_1
                dtype: int64
              - name: measure and add 1/4 teaspoon of baking powder to the bowl_1
                dtype: int64
              - name: allow to cool until the cake is no longer hot to the touch_1
                dtype: int64
              - name: >-
                  use scissors to cut one corner from the bag to create a small
                  opening 1/4 inch in diameter_1
                dtype: int64
              - name: pour the batter into the prepared mug_1
                dtype: int64
              - name: >-
                  whisk to combine the mixture of flour, sugar, and baking
                  powder in the bowl_1
                dtype: int64
              - name: invert the mug to release the cake onto a plate_1
                dtype: int64
              - name: measure and add a pinch of salt to the mixing bowl_1
                dtype: int64
              - name: seal the zip-top bag, removing as much air as possible_1
                dtype: int64
              - name: >-
                  microwave the mug and batter on high power for 60 seconds;
                  check if the cake is done by inserting a toothpick into the
                  center of the cake and then removing it; if wet batter clings
                  to the toothpick, microwave for an additional 5 seconds; if
                  the toothpick comes out clean, continue_1
                dtype: int64
              - name: measure and add 1/4 teaspoon of vanilla extract to the bowl_1
                dtype: int64
              - name: >-
                  cut 1/4 block or 3 ounces of fresh tofu into large cubes
                  (about 1 in x 1 in)_1
                dtype: int64
              - name: turn on the heat to medium_1
                dtype: int64
              - name: drizzle 1 tablespoon of soy sauce into the pan_1
                dtype: int64
              - name: drizzle 1 tablespoon of sesame oil into the pan_1
                dtype: int64
              - name: add the tofu cubes to the pan_1
                dtype: int64
              - name: remove the pan from the heat briefly to reduce spitting_1
                dtype: int64
              - name: flip the tofu in the pan_1
                dtype: int64
              - name: remove from the heat briefly again_1
                dtype: int64
              - name: transfer to a serving dish_1
                dtype: int64
              - name: return to low heat_1
                dtype: int64
              - name: flip the tofu with tongs_1
                dtype: int64
              - name: add 1/4 teaspoon of salt to the pan_1
                dtype: int64
              - name: return the heat to medium_1
                dtype: int64
              - name: cook for 2 minutes until the colour is darkened_1
                dtype: int64
              - name: cook for 2 minutes_1
                dtype: int64
              - name: cook until the tofu turns brown_1
                dtype: int64
              - name: add 1 tablespoon of olive oil to a nonstick pan_1
                dtype: int64
              - name: >-
                  cook for 5 to 6 minutes until the tofu cubes are lightly
                  browned on the bottom_1
                dtype: int64
              - name: pat the tofu dry with a towel_1
                dtype: int64
              - name: place the avocado slices on each leaf_1
                dtype: int64
              - name: season the bowl with 1/4 teaspoon of pepper_1
                dtype: int64
              - name: add 1/4 cup of mayonnaise to the bowl_1
                dtype: int64
              - name: drain excess water from the can_1
                dtype: int64
              - name: lay out 2 large lettuce leaves_1
                dtype: int64
              - name: roll up the lettuce wraps_1
                dtype: int64
              - name: mix the contents of the bowl_1
                dtype: int64
              - name: top the lettuce leaves with the tuna mixture_1
                dtype: int64
              - name: add the chopped scallion to the bowl_1
                dtype: int64
              - name: add 1 can of drained tuna to the bowl_1
                dtype: int64
              - name: take 1 ripe avocado_1
                dtype: int64
              - name: open a can of tuna_1
                dtype: int64
              - name: secure the wrap with a toothpick_1
                dtype: int64
              - name: season the bowl with 1/4 teaspoon of salt_1
                dtype: int64
              - name: add 1 teaspoon of sriracha sauce to the bowl_1
                dtype: int64
              - name: chop 1 scallion_1
                dtype: int64
              - name: cut the avocado into thin slices_1
                dtype: int64
              - name: add 1/8 cup of shredded mozzarella to a bowl_1
                dtype: int64
              - name: add 1/4 teaspoon of salt to a bowl_1
                dtype: int64
              - name: >-
                  slice two 1/2 inch thick rounds from a baguette (slice
                  slanted)_1
                dtype: int64
              - name: spoon the mixture from the bowl onto the bread_1
                dtype: int64
              - name: add 1/4 teaspoon of pepper to a bowl_1
                dtype: int64
              - name: add 1/16 cup of basil to a bowl_1
                dtype: int64
              - name: combine the contents of the bowl_1
                dtype: int64
              - name: brush 2 slices of baguette with olive oil on both sides_1
                dtype: int64
              - name: cut 1/4 cup of cherry tomatoes into halves_1
                dtype: int64
              - name: add the cut cherry tomatoes to a bowl_1
                dtype: int64
              - name: >-
                  toast both sides of the slices in the pan for 2 to 3 minutes
                  until lightly charred and crispy, and then transfer the slices
                  to a plate_1
                dtype: int64
              - name: pour the sauces over the meatballs_1
                dtype: int64
              - name: cut 1/8 garlic clove_1
                dtype: int64
              - name: peel one medium onion_1
                dtype: int64
              - name: stir the contents in the microwave with a spoon_2
                dtype: int64
              - name: slice 1/8 medium onion_1
                dtype: int64
              - name: stir the contents in the microwave with a spoon_1
                dtype: int64
              - name: microwave the plate, covered, on high for 1.5 minutes_2
                dtype: int64
              - name: place 5 meatballs in a microwave-safe plate_1
                dtype: int64
              - name: cut 1/4 medium carrot into short, thin strips_1
                dtype: int64
              - name: >-
                  mix 1/4 cup of sweet-and-sour sauce and 1/2 teaspoon of soy
                  sauce in a small bowl_1
                dtype: int64
              - name: >-
                  top the plate with the carrots, onion, garlic, and 1/4
                  teaspoon of pepper powder_1
                dtype: int64
              - name: microwave the plate, covered, on high for 1.5 minutes_1
                dtype: int64
              - name: microwave for 1 more minute_1
                dtype: int64
              - name: mince 1/8 garlic clove_1
                dtype: int64
              - name: cut the onion into two pieces_1
                dtype: int64
              - name: add 1/2 tablespoon of softened butter to the bowl_1
                dtype: int64
              - name: add 1/3 cup of cheddar cheese to a microwave-safe cup_1
                dtype: int64
              - name: mix the cheese and red bell pepper in the bowl_1
                dtype: int64
              - name: microwave the bowl, covered, for 2 minutes_1
                dtype: int64
              - name: add 1/4 teaspoon of pepper to the bowl_1
                dtype: int64
              - name: add 1 tablespoon of water to the bowl_1
                dtype: int64
              - name: chop 1/4 red bell pepper into tiny bits_1
                dtype: int64
              - name: place the chopped pepper in a microwave-safe bowl_1
                dtype: int64
              - name: >-
                  melt the cheese by microwaving the cup for 30 seconds; check
                  after 30 seconds and microwave for 10 more seconds if needed_1
                dtype: int64
              - name: mix all the ingredients in the bowl well_1
                dtype: int64
              - name: measure 1/8 teaspoon of salt and add it to the mug_1
                dtype: int64
              - name: sprinkle dried italian herbs inside the mug_1
                dtype: int64
              - name: take 1 tablespoon of marinara sauce_1
                dtype: int64
              - name: spread the marinara sauce around the surface of the batter_1
                dtype: int64
              - name: >-
                  microwave for 1 minute 20 seconds, or until the contents rise
                  and the toppings are bubbling_1
                dtype: int64
              - name: measure 4 tablespoons of flour and add it to the mug_1
                dtype: int64
              - name: add 1 tablespoon of olive oil to the mug_1
                dtype: int64
              - name: measure 1/16 teaspoon of baking soda and add it to the mug_1
                dtype: int64
              - name: take a microwavable mug_1
                dtype: int64
              - name: >-
                  mix the contents of the mug thoroughly; there might be some
                  lumps, but that is ok_1
                dtype: int64
              - name: stir the contents in the mug well_1
                dtype: int64
              - name: >-
                  sprinkle 1 generous tablespoon of mozzarella cheese on top of
                  the sauce_1
                dtype: int64
              - name: measure 1/8 teaspoon of baking powder and add it to the mug_1
                dtype: int64
              - name: add 3 tablespoons of milk to the mug_1
                dtype: int64
              - name: mix the flavour packet into the bowl_1
                dtype: int64
              - name: >-
                  stir the noodles with a spoon or fork until the flavouring
                  dissolves_1
                dtype: int64
              - name: remove the noodles from the package_1
                dtype: int64
              - name: microwave the ramen for 4 minutes_1
                dtype: int64
              - name: slice 1/4 medium onion into pieces_1
                dtype: int64
              - name: peel 1 medium onion_1
                dtype: int64
              - name: >-
                  let the noodles sit for about 1 minute after the microwave
                  stops_1
                dtype: int64
              - name: cover with a lid (or paper towel) to prevent splattering_1
                dtype: int64
              - name: add basil to the bowl_1
                dtype: int64
              - name: chop 1 garlic clove on a cutting board_1
                dtype: int64
              - name: add the noodles to the bowl_1
                dtype: int64
              - name: add chopped cilantro to the bowl_1
                dtype: int64
              - name: put all the vegetables in a microwave-safe bowl_1
                dtype: int64
              - name: cover the noodles with water_1
                dtype: int64
              - name: heat the contents of the mug for 1 minute and serve_1
                dtype: int64
              - name: add 1/5 teaspoon of cinnamon to the mug_1
                dtype: int64
              - name: mix the contents of the mug_1
                dtype: int64
              - name: add 1 teaspoon of white sugar to the mug_1
                dtype: int64
              - name: fill a microwave-safe mug with skimmed milk_1
                dtype: int64
              - name: microwave the contents of the mug for 1 minute_1
                dtype: int64
              - name: add 2 pieces of chocolate to the mug_1
                dtype: int64
              - name: >-
                  microwave on high for 90 seconds until the egg is cooked
                  through_1
                dtype: int64
              - name: >-
                  add bread pieces to the egg mixture in the mug, pressing the
                  bread down into the egg_1
                dtype: int64
              - name: stir the mug_1
                dtype: int64
              - name: >-
                  melt 1 tablespoon of softened butter in a large mug in the
                  microwave for about 30 seconds_1
                dtype: int64
              - name: sprinkle 1/4 teaspoon of cinnamon over the egg_1
                dtype: int64
              - name: cut the contents on the plate, and serve_1
                dtype: int64
              - name: put the mug's contents on a plate_1
                dtype: int64
              - name: roll the butter around in the mug to coat it_1
                dtype: int64
              - name: cut or tear 1 slice of bread into bite-size pieces_1
                dtype: int64
              - name: add 1/4 teaspoon of vanilla extract to the mug_1
                dtype: int64
              - name: whisk one egg in the mug with a fork until well blended_1
                dtype: int64
              - name: >-
                  wait about 30 seconds for the coffee to bloom; you will see
                  small bubbles or foam on the coffee grounds during this step_1
                dtype: int64
              - name: >-
                  pour a small amount of water into the filter to wet the
                  grounds_1
                dtype: int64
              - name: transfer the grounds to the filter cone_1
                dtype: int64
              - name: spread the filter in the dripper to create a cone_1
                dtype: int64
              - name: place the paper filter in the dripper_1
                dtype: int64
              - name: >-
                  slowly pour the rest of the water over the grounds in a
                  circular motion; do not overfill beyond the top of the paper
                  filter_1
                dtype: int64
              - name: >-
                  prepare the filter insert by folding the paper filter in half
                  to create a semi-circle, and in half again to create a
                  quarter-circle_1
                dtype: int64
              - name: discard the paper filter and coffee grounds_1
                dtype: int64
              - name: >-
                  boil the water; while the water is boiling, assemble the
                  filter cone_1
                dtype: int64
              - name: weigh the coffee beans (0.8 oz to 1.2 oz)_1
                dtype: int64
              - name: >-
                  let the coffee drain completely into the mug before removing
                  the dripper_1
                dtype: int64
              - name: >-
                  grind the coffee beans until the coffee grounds are the
                  consistency of coarse sand, about 20 seconds_1
                dtype: int64
              - name: measure 12 ounces of cold water_1
                dtype: int64
              - name: place the dripper on top of a coffee mug_1
                dtype: int64
              - name: transfer the water to a kettle_1
                dtype: int64
              - name: >-
                  check the temperature of the water once the water has boiled;
                  the water should be between 195 to 205 degrees fahrenheit or
                  between 91 to 96 degrees celsius; if the water is too hot, let
                  it cool briefly_1
                dtype: int64
              - name: whisk the egg_1
                dtype: int64
              - name: microwave for 3 minutes, stirring in between_1
                dtype: int64
              - name: add 1/2 tablespoon of sweet and sour sauce to the bowl_1
                dtype: int64
              - name: >-
                  sprinkle 1 tablespoon of shredded cheddar cheese on top of the
                  egg_1
                dtype: int64
              - name: extract and add contents of an egg to a microwave-safe bowl_1
                dtype: int64
              - name: >-
                  roll the tortilla from one end to another into a log shape,
                  about 1.5 inches thick; roll it tight enough to prevent gaps
                  but not so tight that the filling leaks_1
                dtype: int64
              - name: pour the egg mixture on top of the tortilla_1
                dtype: int64
              - name: add 1 tablespoon of salsa to the bowl_1
                dtype: int64
              - name: place an 8 inch tortilla on a cutting board_1
                dtype: int64
              - name: sprinkle oregano in the bowl_1
                dtype: int64
          - name: nodes_int_to_str
            struct:
              - name: '0'
                dtype: string
              - name: '1'
                dtype: string
              - name: '2'
                dtype: string
              - name: '3'
                dtype: string
              - name: '4'
                dtype: string
              - name: '5'
                dtype: string
              - name: '6'
                dtype: string
              - name: '7'
                dtype: string
              - name: '8'
                dtype: string
              - name: '9'
                dtype: string
              - name: '10'
                dtype: string
              - name: '11'
                dtype: string
              - name: '12'
                dtype: string
              - name: '13'
                dtype: string
              - name: '14'
                dtype: string
              - name: '15'
                dtype: string
              - name: '16'
                dtype: string
              - name: '17'
                dtype: string
              - name: '18'
                dtype: string
              - name: '19'
                dtype: string
              - name: '20'
                dtype: string
              - name: '21'
                dtype: string
              - name: '22'
                dtype: string
              - name: '23'
                dtype: string
              - name: '24'
                dtype: string
              - name: '25'
                dtype: string
              - name: '26'
                dtype: string
          - name: edges
            sequence:
              sequence: int64
          - name: recipe_text
            dtype: string
      - name: remaining_plan
        sequence: string
      - name: remaining_plan_w_suffix
        sequence:
          sequence:
            sequence: string
      - name: output_timestamps
        sequence: float64
      - name: output_texts
        sequence: string
      - name: output_types
        sequence: string
      - name: output_actions
        sequence: string
      - name: remaining_plan_uid
        sequence:
          sequence:
            sequence: string
    splits:
      - name: train
        num_bytes: 7674964
        num_examples: 209
      - name: validation
        num_bytes: 2066330
        num_examples: 57
      - name: test
        num_bytes: 1253580
        num_examples: 36
    download_size: 1922554
    dataset_size: 10994874
  - config_name: default
    features:
      - name: video_id
        dtype: string
      - name: activity_name
        dtype: string
      - name: recipe_graph
        struct:
          - name: action_description_cnt
            struct:
              - name: place an 8 inch flour tortilla on a cutting board
                dtype: int64
              - name: use a butter knife to scoop nut butter from the jar
                dtype: int64
              - name: >-
                  spread the nut butter onto the tortilla, leaving 1/2 inch
                  uncovered at the edges
                dtype: int64
              - name: clean the knife by wiping it with a paper towel
                dtype: int64
              - name: use the knife to scoop jelly from the jar
                dtype: int64
              - name: spread the jelly over the nut butter
                dtype: int64
              - name: >-
                  roll the tortilla from one end to the other into a log shape,
                  about 1.5 inches thick; roll it tight enough to prevent gaps,
                  but not so tight that the filling leaks
                dtype: int64
              - name: >-
                  secure the rolled tortilla by inserting 5 toothpicks about 1
                  inch apart
                dtype: int64
              - name: >-
                  trim the ends of the tortilla roll with the butter knife,
                  leaving 1/2 inch margin between the last toothpick and the end
                  of the roll
                dtype: int64
              - name: discard ends of the tortilla
                dtype: int64
              - name: >-
                  slide floss under the tortilla, perpendicular to the length of
                  the roll
                dtype: int64
              - name: place the floss halfway between toothpicks
                dtype: int64
              - name: cross the floss's two ends over the tortilla roll's top
                dtype: int64
              - name: pull the floss ends in opposite directions to slice
                dtype: int64
              - name: slice with floss to create 1 more pinwheel
                dtype: int64
              - name: place the pinwheels on a plate
                dtype: int64
              - name: rinse a tomato
                dtype: int64
              - name: gently dry the tomato with a paper/tea towel
                dtype: int64
              - name: slice one tomato into about 1/2 inch thick slices
                dtype: int64
              - name: >-
                  place the thick slices of tomatoes on a platter, ensuring they
                  only make a single layer
                dtype: int64
              - name: garnish the platter with italian seasoning
                dtype: int64
              - name: season the tomato slices with salt
                dtype: int64
              - name: season the platter with 1/4 teaspoon of black pepper
                dtype: int64
              - name: >-
                  sprinkle mozzarella cheese on top of the tomato throughout the
                  platter
                dtype: int64
              - name: >-
                  add a drizzle of extra-virgin olive oil, about 1 tablespoon,
                  over the entire platter
                dtype: int64
              - name: measure 2 cups of frozen corn
                dtype: int64
              - name: >-
                  thaw the frozen corn by putting it in a sieve and running it
                  under cold water
                dtype: int64
              - name: add the corn to a microwave-safe bowl
                dtype: int64
              - name: microwave the corn for 2 minutes
                dtype: int64
              - name: add 1 teaspoon of softened butter
                dtype: int64
              - name: add 1 teaspoon of pepper powder to the bowl
                dtype: int64
              - name: stir the bowl
                dtype: int64
              - name: microwave the corn for 3 more minutes
                dtype: int64
              - name: extract lime juice from 1/3 lime
                dtype: int64
              - name: add 1 teaspoon of salt to the bowl
                dtype: int64
              - name: add the lime juice to the bowl
                dtype: int64
              - name: mix the contents of the bowl well
                dtype: int64
              - name: heat 3 tablespoons of oil in a pan over medium heat
                dtype: int64
              - name: peel 4 large garlic cloves
                dtype: int64
              - name: add 1/4 teaspoon of mustard to the pan
                dtype: int64
              - name: take 1 tomato
                dtype: int64
              - name: mince the garlic
                dtype: int64
              - name: add 1/2 teaspoon of cumin seeds to the pan
                dtype: int64
              - name: >-
                  add the minced garlic when the mustard and cumin seeds begin
                  to sizzle
                dtype: int64
              - name: lower the heat
                dtype: int64
              - name: chop the tomato roughly. chunks of any size are fine
                dtype: int64
              - name: saute the garlic for 2 to 3 minutes
                dtype: int64
              - name: add 2 tablespoons of red chilli powder to the pan
                dtype: int64
              - name: mix the contents of the pan well
                dtype: int64
              - name: add 1/2 teaspoon of salt to the pan
                dtype: int64
              - name: puree the tomatoes without any water in a blender/mixer
                dtype: int64
              - name: add the tomato puree to the pan
                dtype: int64
              - name: mix well the tomato puree with the contents in the pan
                dtype: int64
              - name: >-
                  allow the mixture to simmer over low heat for 5 minutes or
                  until the mixture becomes thick
                dtype: int64
              - name: take the pan off the heat
                dtype: int64
              - name: transfer the mixture to a serving bowl
                dtype: int64
              - name: chop 1/4 medium onion
                dtype: int64
              - name: chop 1 teaspoon of cilantro
                dtype: int64
              - name: chop 1/4 tomato
                dtype: int64
              - name: chop 1 green chilli
                dtype: int64
              - name: peel 2 garlic cloves
                dtype: int64
              - name: mince the peeled garlic cloves
                dtype: int64
              - name: crack one egg into the bowl
                dtype: int64
              - name: add 1 tablespoon of milk to the bowl
                dtype: int64
              - name: add 1/3 teaspoon of salt to the bowl
                dtype: int64
              - name: whisk the egg mixture in the bowl
                dtype: int64
              - name: >-
                  heat 2 tablespoons of oil in a heavy-bottomed or nonstick pan
                  on medium heat
                dtype: int64
              - name: add 1/3 teaspoon of salt to the pan
                dtype: int64
              - name: add the chopped onions to the pan
                dtype: int64
              - name: >-
                  saute the onions on medium heat until they are soft and
                  translucent
                dtype: int64
              - name: add the garlic to the pan
                dtype: int64
              - name: add the chilli to the pan
                dtype: int64
              - name: cook for 1 minute, mixing everything
                dtype: int64
              - name: add 1/8 tsp of turmeric to the pan
                dtype: int64
              - name: add the tomatoes to the pan
                dtype: int64
              - name: cook covered for 1 minute or until the tomatoes soften
                dtype: int64
              - name: slowly pour the whisked eggs into the pan
                dtype: int64
              - name: >-
                  mix with a spatula for 3 minutes or until the eggs are almost
                  cooked
                dtype: int64
              - name: garnish with 1 tablespoon of chopped cilantro and serve
                dtype: int64
              - name: >-
                  whisk 1 cup of chilled curd in a mixing bowl until smooth; use
                  fresh homemade or packaged curd
                dtype: int64
              - name: add 1 teaspoon of cumin powder to the bowl
                dtype: int64
              - name: add 1 tablespoon of chopped cilantro leaves to the bowl
                dtype: int64
              - name: rinse 1 medium sized cucumber
                dtype: int64
              - name: add 1/2 teaspoon of chaat masala powder to the bowl
                dtype: int64
              - name: add 1/4 teaspoon of salt to the bowl
                dtype: int64
              - name: peel the cucumber
                dtype: int64
              - name: add 1/4 teaspoon of red chilli powder to the bowl
                dtype: int64
              - name: chop or grate the cucumber
                dtype: int64
              - name: add the chopped or grated cucumber to the whisked curd
                dtype: int64
              - name: combine all the ingredients in the bowl
                dtype: int64
              - name: peel 1 garlic clove
                dtype: int64
              - name: >-
                  spiralize 1 medium zucchini into thin noodles using a
                  spiralizer
                dtype: int64
              - name: heat a large pan on medium heat
                dtype: int64
              - name: melt 1 tablespoon of softened butter
                dtype: int64
              - name: add 1 large minced garlic clove to the pan
                dtype: int64
              - name: >-
                  cook the garlic until fragrant (about 1 minute); be careful
                  not to burn the garlic
                dtype: int64
              - name: add the zucchini noodles
                dtype: int64
              - name: season with salt
                dtype: int64
              - name: season with pepper to taste
                dtype: int64
              - name: add 1/6 cup of grated parmesan cheese
                dtype: int64
              - name: cook for 2 minutes or until the zoodles are done
                dtype: int64
              - name: remove from heat
                dtype: int64
              - name: top with more parmesan if desired
                dtype: int64
              - name: coat a 6 oz ramekin cup with cooking spray
                dtype: int64
              - name: pour 1 egg into the ramekin cup
                dtype: int64
              - name: stir the ramekin cup
                dtype: int64
              - name: >-
                  microwave for 15 to 30 more seconds or until the egg is almost
                  set
                dtype: int64
              - name: top the cup with 1 tablespoon of salsa
                dtype: int64
              - name: cut the english muffin into two pieces with a knife
                dtype: int64
              - name: sprinkle 1 tablespoon of cheese on the cup
                dtype: int64
              - name: microwave just until the cheese melts, about 10 seconds
                dtype: int64
              - name: line the bottom piece of the english muffin with lettuce
                dtype: int64
              - name: place the egg from the cup over the lettuce
                dtype: int64
              - name: replace the top of the english muffin
                dtype: int64
              - name: microwave the ramekin cup uncovered on high for 30 seconds
                dtype: int64
              - name: mince the garlic cloves
                dtype: int64
              - name: rinse 3 mushrooms under cold water
                dtype: int64
              - name: pat the rinsed mushrooms dry with a paper towel
                dtype: int64
              - name: pull out the mushroom stems
                dtype: int64
              - name: slice the mushrooms
                dtype: int64
              - name: chop 1 shallot
                dtype: int64
              - name: >-
                  heat 1 tablespoon of olive oil in a large skillet over
                  medium-high heat
                dtype: int64
              - name: add the mushrooms once the pan is hot
                dtype: int64
              - name: >-
                  cook for 3 to 5 minutes, stirring often, until the mushrooms
                  start to soften and brown
                dtype: int64
              - name: add the chopped shallot to the pan
                dtype: int64
              - name: cook, often stirring, for 1 minute
                dtype: int64
              - name: add 2 cloves of minced garlic to the pan
                dtype: int64
              - name: add 1/4 tablespoon of balsamic vinegar to the pan
                dtype: int64
              - name: season the pan with pepper to taste
                dtype: int64
              - name: season the pan with salt
                dtype: int64
              - name: transfer the contents of the pan to a serving dish
                dtype: int64
              - name: add 1/2 teaspoon of baking powder to a blender
                dtype: int64
              - name: add 1 egg to a blender
                dtype: int64
              - name: add 1 banana to a blender
                dtype: int64
              - name: add 1 heaped tablespoon of flour to a blender
                dtype: int64
              - name: blitz the contents in the blender for 20 seconds
                dtype: int64
              - name: chop 1 strawberry
                dtype: int64
              - name: >-
                  melt a small knob of butter in a nonstick frying pan over
                  low-medium heat
                dtype: int64
              - name: >-
                  pour three little puddles straight from the blender into the
                  frying pan
                dtype: int64
              - name: cook for 1 min or until the tops start to bubble
                dtype: int64
              - name: flip the pancakes with a fork or a fish slice spatula
                dtype: int64
              - name: cook for 20 to 30 more seconds
                dtype: int64
              - name: transfer to a plate
                dtype: int64
              - name: serve the pancakes with the chopped strawberries
                dtype: int64
              - name: splash maple syrup onto the plate
                dtype: int64
              - name: crack one egg into a bowl
                dtype: int64
              - name: chop 2 tablespoons of cilantro
                dtype: int64
              - name: add the chopped cilantro to the bowl
                dtype: int64
              - name: take a tomato
                dtype: int64
              - name: cut the tomato into two pieces
                dtype: int64
              - name: heat 1 tablespoon of oil in a nonstick frying pan
                dtype: int64
              - name: >-
                  cook the tomatoes cut-side down until they start to soften and
                  colour
                dtype: int64
              - name: scoop the tomatoes from the pan
                dtype: int64
              - name: put the tomatoes on a serving plate
                dtype: int64
              - name: add 1/2 teaspoon of ground black pepper to the bowl
                dtype: int64
              - name: beat the contents of the bowl
                dtype: int64
              - name: pour the egg mixture into the pan
                dtype: int64
              - name: >-
                  stir gently with a wooden spoon so the egg that sets on the
                  base of the pan moves to enable the uncooked egg to flow into
                  the space
                dtype: int64
              - name: >-
                  stop stirring when it's nearly cooked to allow the egg to set
                  into an omelette
                dtype: int64
              - name: transfer the omelette to the plate and serve with the tomatoes
                dtype: int64
              - name: take 5 broccoli florets
                dtype: int64
              - name: add 1/8 teaspoon of black pepper to the bowl
                dtype: int64
              - name: add 1/8 cup of soy sauce to the bowl
                dtype: int64
              - name: take 2 cremini mushrooms
                dtype: int64
              - name: add 1/6 cup of water to the bowl
                dtype: int64
              - name: add 1 teaspoon of cornstarch to the bowl
                dtype: int64
              - name: add 1/2 tablespoon of minced ginger to the bowl
                dtype: int64
              - name: take 1 bell pepper
                dtype: int64
              - name: add 2 cloves of minced garlic to the bowl
                dtype: int64
              - name: add 1 tablespoon of honey to the bowl
                dtype: int64
              - name: whisk the contents of the bowl
                dtype: int64
              - name: set aside the sauce mixture
                dtype: int64
              - name: slice 1/3 of the bell pepper
                dtype: int64
              - name: >-
                  heat 2 tablespoons of olive oil in a skillet over medium-high
                  heat
                dtype: int64
              - name: add the sliced mushrooms to the skillet
                dtype: int64
              - name: add the broccoli to the skillet
                dtype: int64
              - name: >-
                  cook, stirring often, for 4 minutes; if the pan gets too hot
                  on medium-high, turn the heat down to medium
                dtype: int64
              - name: add the bell pepper to the skillet
                dtype: int64
              - name: >-
                  cook, stirring often, for 2 to 3 minutes, until the vegetables
                  are crisp-tender
                dtype: int64
              - name: whisk the sauce again to recombine the ingredients
                dtype: int64
              - name: pour the sauce into the skillet
                dtype: int64
              - name: cook, stirring, for 1 minute, until the sauce thickens
                dtype: int64
              - name: measure and add a pinch of salt to the mixing bowl
                dtype: int64
              - name: measure and add 1/4 teaspoon of baking powder to the bowl
                dtype: int64
              - name: measure and add 1.5 tablespoons of sugar to the mixing bowl
                dtype: int64
              - name: measure and add 2 tablespoons of flour to the mixing bowl
                dtype: int64
              - name: >-
                  whisk to combine the mixture of flour, sugar, and baking
                  powder in the bowl
                dtype: int64
              - name: measure and add 2 tablespoons of water to the bowl
                dtype: int64
              - name: measure and add 2 teaspoons of vegetable oil to the bowl
                dtype: int64
              - name: measure and add 1/4 teaspoon of vanilla extract to the bowl
                dtype: int64
              - name: place a paper cupcake liner inside a mug
                dtype: int64
              - name: whisk the batter until no lumps remain
                dtype: int64
              - name: set aside the lined mug
                dtype: int64
              - name: pour the batter into the prepared mug
                dtype: int64
              - name: >-
                  microwave the mug and batter on high power for 60 seconds;
                  check if the cake is done by inserting a toothpick into the
                  center of the cake and then removing it; if wet batter clings
                  to the toothpick, microwave for an additional 5 seconds; if
                  the toothpick comes out clean, continue
                dtype: int64
              - name: invert the mug to release the cake onto a plate
                dtype: int64
              - name: allow to cool until the cake is no longer hot to the touch
                dtype: int64
              - name: remove the paper liner carefully
                dtype: int64
              - name: >-
                  prepare to pipe the frosting while the cake is cooling; scoop
                  4 spoonfuls of chocolate frosting into a zip top bag
                dtype: int64
              - name: seal the zip-top bag, removing as much air as possible
                dtype: int64
              - name: >-
                  use scissors to cut one corner from the bag to create a small
                  opening 1/4 inch in diameter
                dtype: int64
              - name: >-
                  squeeze the frosting through the opening to apply small
                  dollops of frosting to the plate in a circle around the base
                  of the cake
                dtype: int64
              - name: >-
                  cut 1/4 block or 3 ounces of fresh tofu into large cubes
                  (about 1 in x 1 in)
                dtype: int64
              - name: pat the tofu dry with a towel
                dtype: int64
              - name: turn on the heat to medium
                dtype: int64
              - name: add 1/4 teaspoon of salt to the pan
                dtype: int64
              - name: add 1 tablespoon of olive oil to a nonstick pan
                dtype: int64
              - name: add the tofu cubes to the pan
                dtype: int64
              - name: >-
                  cook for 5 to 6 minutes until the tofu cubes are lightly
                  browned on the bottom
                dtype: int64
              - name: remove the pan from the heat briefly to reduce spitting
                dtype: int64
              - name: flip the tofu with tongs
                dtype: int64
              - name: return the heat to medium
                dtype: int64
              - name: cook until the tofu turns brown
                dtype: int64
              - name: remove from the heat briefly again
                dtype: int64
              - name: drizzle 1 tablespoon of sesame oil into the pan
                dtype: int64
              - name: drizzle 1 tablespoon of soy sauce into the pan
                dtype: int64
              - name: return to low heat
                dtype: int64
              - name: cook for 2 minutes
                dtype: int64
              - name: flip the tofu in the pan
                dtype: int64
              - name: cook for 2 minutes until the colour is darkened
                dtype: int64
              - name: transfer to a serving dish
                dtype: int64
              - name: open a can of tuna
                dtype: int64
              - name: take 1 ripe avocado
                dtype: int64
              - name: chop 1 scallion
                dtype: int64
              - name: add the chopped scallion to the bowl
                dtype: int64
              - name: cut the avocado into thin slices
                dtype: int64
              - name: drain excess water from the can
                dtype: int64
              - name: lay out 2 large lettuce leaves
                dtype: int64
              - name: add 1/4 cup of mayonnaise to the bowl
                dtype: int64
              - name: add 1 teaspoon of sriracha sauce to the bowl
                dtype: int64
              - name: add 1 can of drained tuna to the bowl
                dtype: int64
              - name: mix the contents of the bowl
                dtype: int64
              - name: season the bowl with 1/4 teaspoon of pepper
                dtype: int64
              - name: place the avocado slices on each leaf
                dtype: int64
              - name: season the bowl with 1/4 teaspoon of salt
                dtype: int64
              - name: top the lettuce leaves with the tuna mixture
                dtype: int64
              - name: roll up the lettuce wraps
                dtype: int64
              - name: secure the wrap with a toothpick
                dtype: int64
              - name: >-
                  slice two 1/2 inch thick rounds from a baguette (slice
                  slanted)
                dtype: int64
              - name: add 1/8 cup of shredded mozzarella to a bowl
                dtype: int64
              - name: add 1/16 cup of basil to a bowl
                dtype: int64
              - name: add 1/4 teaspoon of salt to a bowl
                dtype: int64
              - name: cut 1/4 cup of cherry tomatoes into halves
                dtype: int64
              - name: add the cut cherry tomatoes to a bowl
                dtype: int64
              - name: brush 2 slices of baguette with olive oil on both sides
                dtype: int64
              - name: add 1/4 teaspoon of pepper to a bowl
                dtype: int64
              - name: >-
                  toast both sides of the slices in the pan for 2 to 3 minutes
                  until lightly charred and crispy, and then transfer the slices
                  to a plate
                dtype: int64
              - name: combine the contents of the bowl
                dtype: int64
              - name: spoon the mixture from the bowl onto the bread
                dtype: int64
              - name: peel one medium onion
                dtype: int64
              - name: >-
                  mix 1/4 cup of sweet-and-sour sauce and 1/2 teaspoon of soy
                  sauce in a small bowl
                dtype: int64
              - name: cut the onion into two pieces
                dtype: int64
              - name: slice 1/8 medium onion
                dtype: int64
              - name: cut 1/8 garlic clove
                dtype: int64
              - name: cut 1/4 medium carrot into short, thin strips
                dtype: int64
              - name: mince 1/8 garlic clove
                dtype: int64
              - name: place 5 meatballs in a microwave-safe plate
                dtype: int64
              - name: >-
                  top the plate with the carrots, onion, garlic, and 1/4
                  teaspoon of pepper powder
                dtype: int64
              - name: pour the sauces over the meatballs
                dtype: int64
              - name: microwave the plate, covered, on high for 1.5 minutes
                dtype: int64
              - name: stir the contents in the microwave with a spoon
                dtype: int64
              - name: microwave for 1 more minute
                dtype: int64
              - name: chop 1/4 red bell pepper into tiny bits
                dtype: int64
              - name: add 1/3 cup of cheddar cheese to a microwave-safe cup
                dtype: int64
              - name: place the chopped pepper in a microwave-safe bowl
                dtype: int64
              - name: add 1 tablespoon of water to the bowl
                dtype: int64
              - name: >-
                  melt the cheese by microwaving the cup for 30 seconds; check
                  after 30 seconds and microwave for 10 more seconds if needed
                dtype: int64
              - name: microwave the bowl, covered, for 2 minutes
                dtype: int64
              - name: mix the cheese and red bell pepper in the bowl
                dtype: int64
              - name: add 1/4 teaspoon of pepper to the bowl
                dtype: int64
              - name: add 1/2 tablespoon of softened butter to the bowl
                dtype: int64
              - name: mix all the ingredients in the bowl well
                dtype: int64
              - name: take a microwavable mug
                dtype: int64
              - name: measure 1/16 teaspoon of baking soda and add it to the mug
                dtype: int64
              - name: measure 1/8 teaspoon of baking powder and add it to the mug
                dtype: int64
              - name: measure 1/8 teaspoon of salt and add it to the mug
                dtype: int64
              - name: measure 4 tablespoons of flour and add it to the mug
                dtype: int64
              - name: stir the contents in the mug well
                dtype: int64
              - name: add 1 tablespoon of olive oil to the mug
                dtype: int64
              - name: add 3 tablespoons of milk to the mug
                dtype: int64
              - name: >-
                  mix the contents of the mug thoroughly; there might be some
                  lumps, but that is ok
                dtype: int64
              - name: take 1 tablespoon of marinara sauce
                dtype: int64
              - name: spread the marinara sauce around the surface of the batter
                dtype: int64
              - name: >-
                  sprinkle 1 generous tablespoon of mozzarella cheese on top of
                  the sauce
                dtype: int64
              - name: >-
                  microwave for 1 minute 20 seconds, or until the contents rise
                  and the toppings are bubbling
                dtype: int64
              - name: sprinkle dried italian herbs inside the mug
                dtype: int64
              - name: peel 1 medium onion
                dtype: int64
              - name: slice 1/4 medium onion into pieces
                dtype: int64
              - name: chop 1 garlic clove on a cutting board
                dtype: int64
              - name: remove the noodles from the package
                dtype: int64
              - name: put all the vegetables in a microwave-safe bowl
                dtype: int64
              - name: add the noodles to the bowl
                dtype: int64
              - name: cover the noodles with water
                dtype: int64
              - name: cover with a lid (or paper towel) to prevent splattering
                dtype: int64
              - name: microwave the ramen for 4 minutes
                dtype: int64
              - name: add chopped cilantro to the bowl
                dtype: int64
              - name: add basil to the bowl
                dtype: int64
              - name: >-
                  let the noodles sit for about 1 minute after the microwave
                  stops
                dtype: int64
              - name: mix the flavour packet into the bowl
                dtype: int64
              - name: >-
                  stir the noodles with a spoon or fork until the flavouring
                  dissolves
                dtype: int64
              - name: fill a microwave-safe mug with skimmed milk
                dtype: int64
              - name: microwave the contents of the mug for 1 minute
                dtype: int64
              - name: add 1 teaspoon of white sugar to the mug
                dtype: int64
              - name: add 2 pieces of chocolate to the mug
                dtype: int64
              - name: add 1/5 teaspoon of cinnamon to the mug
                dtype: int64
              - name: heat the contents of the mug for 1 minute and serve
                dtype: int64
              - name: mix the contents of the mug
                dtype: int64
              - name: >-
                  melt 1 tablespoon of softened butter in a large mug in the
                  microwave for about 30 seconds
                dtype: int64
              - name: roll the butter around in the mug to coat it
                dtype: int64
              - name: whisk one egg in the mug with a fork until well blended
                dtype: int64
              - name: sprinkle 1/4 teaspoon of cinnamon over the egg
                dtype: int64
              - name: add 1/4 teaspoon of vanilla extract to the mug
                dtype: int64
              - name: stir the mug
                dtype: int64
              - name: cut or tear 1 slice of bread into bite-size pieces
                dtype: int64
              - name: >-
                  add bread pieces to the egg mixture in the mug, pressing the
                  bread down into the egg
                dtype: int64
              - name: >-
                  microwave on high for 90 seconds until the egg is cooked
                  through
                dtype: int64
              - name: put the mug's contents on a plate
                dtype: int64
              - name: cut the contents on the plate, and serve
                dtype: int64
              - name: weigh the coffee beans (0.8 oz to 1.2 oz)
                dtype: int64
              - name: place the dripper on top of a coffee mug
                dtype: int64
              - name: >-
                  prepare the filter insert by folding the paper filter in half
                  to create a semi-circle, and in half again to create a
                  quarter-circle
                dtype: int64
              - name: place the paper filter in the dripper
                dtype: int64
              - name: >-
                  grind the coffee beans until the coffee grounds are the
                  consistency of coarse sand, about 20 seconds
                dtype: int64
              - name: measure 12 ounces of cold water
                dtype: int64
              - name: spread the filter in the dripper to create a cone
                dtype: int64
              - name: transfer the grounds to the filter cone
                dtype: int64
              - name: transfer the water to a kettle
                dtype: int64
              - name: >-
                  boil the water; while the water is boiling, assemble the
                  filter cone
                dtype: int64
              - name: >-
                  check the temperature of the water once the water has boiled;
                  the water should be between 195 to 205 degrees fahrenheit or
                  between 91 to 96 degrees celsius; if the water is too hot, let
                  it cool briefly
                dtype: int64
              - name: >-
                  pour a small amount of water into the filter to wet the
                  grounds
                dtype: int64
              - name: >-
                  wait about 30 seconds for the coffee to bloom; you will see
                  small bubbles or foam on the coffee grounds during this step
                dtype: int64
              - name: >-
                  slowly pour the rest of the water over the grounds in a
                  circular motion; do not overfill beyond the top of the paper
                  filter
                dtype: int64
              - name: >-
                  let the coffee drain completely into the mug before removing
                  the dripper
                dtype: int64
              - name: discard the paper filter and coffee grounds
                dtype: int64
              - name: extract and add contents of an egg to a microwave-safe bowl
                dtype: int64
              - name: whisk the egg
                dtype: int64
              - name: place an 8 inch tortilla on a cutting board
                dtype: int64
              - name: microwave for 3 minutes, stirring in between
                dtype: int64
              - name: add 1/2 tablespoon of sweet and sour sauce to the bowl
                dtype: int64
              - name: sprinkle oregano in the bowl
                dtype: int64
              - name: add 1 tablespoon of salsa to the bowl
                dtype: int64
              - name: pour the egg mixture on top of the tortilla
                dtype: int64
              - name: >-
                  sprinkle 1 tablespoon of shredded cheddar cheese on top of the
                  egg
                dtype: int64
              - name: >-
                  roll the tortilla from one end to another into a log shape,
                  about 1.5 inches thick; roll it tight enough to prevent gaps
                  but not so tight that the filling leaks
                dtype: int64
          - name: nodes_str_to_int
            struct:
              - name: START
                dtype: int64
              - name: slice with floss to create 1 more pinwheel_2
                dtype: int64
              - name: discard ends of the tortilla_1
                dtype: int64
              - name: slice with floss to create 1 more pinwheel_3
                dtype: int64
              - name: clean the knife by wiping it with a paper towel_2
                dtype: int64
              - name: cross the floss's two ends over the tortilla roll's top_1
                dtype: int64
              - name: >-
                  slide floss under the tortilla, perpendicular to the length of
                  the roll_1
                dtype: int64
              - name: spread the jelly over the nut butter_1
                dtype: int64
              - name: pull the floss ends in opposite directions to slice_1
                dtype: int64
              - name: place the pinwheels on a plate_1
                dtype: int64
              - name: >-
                  secure the rolled tortilla by inserting 5 toothpicks about 1
                  inch apart_1
                dtype: int64
              - name: use the knife to scoop jelly from the jar_1
                dtype: int64
              - name: >-
                  spread the nut butter onto the tortilla, leaving 1/2 inch
                  uncovered at the edges_1
                dtype: int64
              - name: use a butter knife to scoop nut butter from the jar_1
                dtype: int64
              - name: slice with floss to create 1 more pinwheel_1
                dtype: int64
              - name: >-
                  trim the ends of the tortilla roll with the butter knife,
                  leaving 1/2 inch margin between the last toothpick and the end
                  of the roll_1
                dtype: int64
              - name: place an 8 inch flour tortilla on a cutting board_1
                dtype: int64
              - name: >-
                  roll the tortilla from one end to the other into a log shape,
                  about 1.5 inches thick; roll it tight enough to prevent gaps,
                  but not so tight that the filling leaks_1
                dtype: int64
              - name: place the floss halfway between toothpicks_1
                dtype: int64
              - name: clean the knife by wiping it with a paper towel_1
                dtype: int64
              - name: END
                dtype: int64
              - name: slice one tomato into about 1/2 inch thick slices_1
                dtype: int64
              - name: >-
                  place the thick slices of tomatoes on a platter, ensuring they
                  only make a single layer_1
                dtype: int64
              - name: >-
                  add a drizzle of extra-virgin olive oil, about 1 tablespoon,
                  over the entire platter_1
                dtype: int64
              - name: gently dry the tomato with a paper/tea towel_1
                dtype: int64
              - name: season the tomato slices with salt_1
                dtype: int64
              - name: >-
                  sprinkle mozzarella cheese on top of the tomato throughout the
                  platter_1
                dtype: int64
              - name: rinse a tomato_1
                dtype: int64
              - name: season the platter with 1/4 teaspoon of black pepper_1
                dtype: int64
              - name: garnish the platter with italian seasoning_1
                dtype: int64
              - name: add the lime juice to the bowl_1
                dtype: int64
              - name: measure 2 cups of frozen corn_1
                dtype: int64
              - name: add 1 teaspoon of pepper powder to the bowl_1
                dtype: int64
              - name: extract lime juice from 1/3 lime_1
                dtype: int64
              - name: add the corn to a microwave-safe bowl_1
                dtype: int64
              - name: mix the contents of the bowl well_1
                dtype: int64
              - name: microwave the corn for 2 minutes_1
                dtype: int64
              - name: microwave the corn for 3 more minutes_1
                dtype: int64
              - name: stir the bowl_1
                dtype: int64
              - name: add 1 teaspoon of salt to the bowl_1
                dtype: int64
              - name: >-
                  thaw the frozen corn by putting it in a sieve and running it
                  under cold water_1
                dtype: int64
              - name: add 1 teaspoon of softened butter_1
                dtype: int64
              - name: add 1/4 teaspoon of mustard to the pan_1
                dtype: int64
              - name: mince the garlic_1
                dtype: int64
              - name: add 1/2 teaspoon of cumin seeds to the pan_1
                dtype: int64
              - name: add the tomato puree to the pan_1
                dtype: int64
              - name: take the pan off the heat_1
                dtype: int64
              - name: mix well the tomato puree with the contents in the pan_1
                dtype: int64
              - name: peel 4 large garlic cloves_1
                dtype: int64
              - name: add 1/2 teaspoon of salt to the pan_1
                dtype: int64
              - name: add 2 tablespoons of red chilli powder to the pan_1
                dtype: int64
              - name: saute the garlic for 2 to 3 minutes_1
                dtype: int64
              - name: take 1 tomato_1
                dtype: int64
              - name: puree the tomatoes without any water in a blender/mixer_1
                dtype: int64
              - name: lower the heat_1
                dtype: int64
              - name: >-
                  add the minced garlic when the mustard and cumin seeds begin
                  to sizzle_1
                dtype: int64
              - name: >-
                  allow the mixture to simmer over low heat for 5 minutes or
                  until the mixture becomes thick_1
                dtype: int64
              - name: heat 3 tablespoons of oil in a pan over medium heat_1
                dtype: int64
              - name: chop the tomato roughly. chunks of any size are fine_1
                dtype: int64
              - name: transfer the mixture to a serving bowl_1
                dtype: int64
              - name: mix the contents of the pan well_1
                dtype: int64
              - name: chop 1 teaspoon of cilantro_1
                dtype: int64
              - name: whisk the egg mixture in the bowl_1
                dtype: int64
              - name: add the garlic to the pan_1
                dtype: int64
              - name: chop 1 green chilli_1
                dtype: int64
              - name: add the chilli to the pan_1
                dtype: int64
              - name: chop 1/4 medium onion_1
                dtype: int64
              - name: add 1/3 teaspoon of salt to the bowl_1
                dtype: int64
              - name: cook for 1 minute, mixing everything_1
                dtype: int64
              - name: >-
                  saute the onions on medium heat until they are soft and
                  translucent_1
                dtype: int64
              - name: crack one egg into the bowl_1
                dtype: int64
              - name: add 1/8 tsp of turmeric to the pan_1
                dtype: int64
              - name: chop 1/4 tomato_1
                dtype: int64
              - name: cook covered for 1 minute or until the tomatoes soften_1
                dtype: int64
              - name: >-
                  mix with a spatula for 3 minutes or until the eggs are almost
                  cooked_1
                dtype: int64
              - name: slowly pour the whisked eggs into the pan_1
                dtype: int64
              - name: >-
                  heat 2 tablespoons of oil in a heavy-bottomed or nonstick pan
                  on medium heat_1
                dtype: int64
              - name: garnish with 1 tablespoon of chopped cilantro and serve_1
                dtype: int64
              - name: add the tomatoes to the pan_1
                dtype: int64
              - name: peel 2 garlic cloves_1
                dtype: int64
              - name: add 1 tablespoon of milk to the bowl_1
                dtype: int64
              - name: add 1/3 teaspoon of salt to the pan_1
                dtype: int64
              - name: add the chopped onions to the pan_1
                dtype: int64
              - name: mince the peeled garlic cloves_1
                dtype: int64
              - name: add 1/4 teaspoon of red chilli powder to the bowl_1
                dtype: int64
              - name: peel the cucumber_1
                dtype: int64
              - name: >-
                  whisk 1 cup of chilled curd in a mixing bowl until smooth; use
                  fresh homemade or packaged curd_1
                dtype: int64
              - name: add 1/4 teaspoon of salt to the bowl_1
                dtype: int64
              - name: chop or grate the cucumber_1
                dtype: int64
              - name: combine all the ingredients in the bowl_1
                dtype: int64
              - name: add 1 tablespoon of chopped cilantro leaves to the bowl_1
                dtype: int64
              - name: add 1 teaspoon of cumin powder to the bowl_1
                dtype: int64
              - name: rinse 1 medium sized cucumber_1
                dtype: int64
              - name: add the chopped or grated cucumber to the whisked curd_1
                dtype: int64
              - name: add 1/2 teaspoon of chaat masala powder to the bowl_1
                dtype: int64
              - name: cook for 2 minutes or until the zoodles are done_1
                dtype: int64
              - name: add 1/6 cup of grated parmesan cheese_1
                dtype: int64
              - name: season with pepper to taste_1
                dtype: int64
              - name: top with more parmesan if desired_1
                dtype: int64
              - name: heat a large pan on medium heat_1
                dtype: int64
              - name: remove from heat_1
                dtype: int64
              - name: season with salt_1
                dtype: int64
              - name: add 1 large minced garlic clove to the pan_1
                dtype: int64
              - name: peel 1 garlic clove_1
                dtype: int64
              - name: add the zucchini noodles_1
                dtype: int64
              - name: >-
                  cook the garlic until fragrant (about 1 minute); be careful
                  not to burn the garlic_1
                dtype: int64
              - name: >-
                  spiralize 1 medium zucchini into thin noodles using a
                  spiralizer_1
                dtype: int64
              - name: melt 1 tablespoon of softened butter_1
                dtype: int64
              - name: pour 1 egg into the ramekin cup_1
                dtype: int64
              - name: place the egg from the cup over the lettuce_1
                dtype: int64
              - name: coat a 6 oz ramekin cup with cooking spray_1
                dtype: int64
              - name: microwave the ramekin cup uncovered on high for 30 seconds_1
                dtype: int64
              - name: sprinkle 1 tablespoon of cheese on the cup_1
                dtype: int64
              - name: top the cup with 1 tablespoon of salsa_1
                dtype: int64
              - name: replace the top of the english muffin_1
                dtype: int64
              - name: >-
                  microwave for 15 to 30 more seconds or until the egg is almost
                  set_1
                dtype: int64
              - name: line the bottom piece of the english muffin with lettuce_1
                dtype: int64
              - name: microwave just until the cheese melts, about 10 seconds_1
                dtype: int64
              - name: stir the ramekin cup_1
                dtype: int64
              - name: cut the english muffin into two pieces with a knife_1
                dtype: int64
              - name: pat the rinsed mushrooms dry with a paper towel_1
                dtype: int64
              - name: rinse 3 mushrooms under cold water_1
                dtype: int64
              - name: cook, often stirring, for 1 minute_1
                dtype: int64
              - name: add the mushrooms once the pan is hot_1
                dtype: int64
              - name: add the chopped shallot to the pan_1
                dtype: int64
              - name: slice the mushrooms_1
                dtype: int64
              - name: mince the garlic cloves_1
                dtype: int64
              - name: chop 1 shallot_1
                dtype: int64
              - name: >-
                  cook for 3 to 5 minutes, stirring often, until the mushrooms
                  start to soften and brown_1
                dtype: int64
              - name: pull out the mushroom stems_1
                dtype: int64
              - name: >-
                  heat 1 tablespoon of olive oil in a large skillet over
                  medium-high heat_1
                dtype: int64
              - name: transfer the contents of the pan to a serving dish_1
                dtype: int64
              - name: cook, often stirring, for 1 minute_2
                dtype: int64
              - name: add 1/4 tablespoon of balsamic vinegar to the pan_1
                dtype: int64
              - name: add 2 cloves of minced garlic to the pan_1
                dtype: int64
              - name: season the pan with pepper to taste_1
                dtype: int64
              - name: season the pan with salt_1
                dtype: int64
              - name: add 1/2 teaspoon of baking powder to a blender_1
                dtype: int64
              - name: serve the pancakes with the chopped strawberries_1
                dtype: int64
              - name: >-
                  melt a small knob of butter in a nonstick frying pan over
                  low-medium heat_1
                dtype: int64
              - name: splash maple syrup onto the plate_1
                dtype: int64
              - name: add 1 banana to a blender_1
                dtype: int64
              - name: cook for 1 min or until the tops start to bubble_1
                dtype: int64
              - name: blitz the contents in the blender for 20 seconds_1
                dtype: int64
              - name: flip the pancakes with a fork or a fish slice spatula_1
                dtype: int64
              - name: add 1 egg to a blender_1
                dtype: int64
              - name: cook for 20 to 30 more seconds_1
                dtype: int64
              - name: >-
                  pour three little puddles straight from the blender into the
                  frying pan_1
                dtype: int64
              - name: add 1 heaped tablespoon of flour to a blender_1
                dtype: int64
              - name: chop 1 strawberry_1
                dtype: int64
              - name: transfer to a plate_1
                dtype: int64
              - name: heat 1 tablespoon of oil in a nonstick frying pan_1
                dtype: int64
              - name: put the tomatoes on a serving plate_1
                dtype: int64
              - name: chop 2 tablespoons of cilantro_1
                dtype: int64
              - name: >-
                  stir gently with a wooden spoon so the egg that sets on the
                  base of the pan moves to enable the uncooked egg to flow into
                  the space_1
                dtype: int64
              - name: crack one egg into a bowl_1
                dtype: int64
              - name: >-
                  cook the tomatoes cut-side down until they start to soften and
                  colour_1
                dtype: int64
              - name: pour the egg mixture into the pan_1
                dtype: int64
              - name: add the chopped cilantro to the bowl_1
                dtype: int64
              - name: >-
                  transfer the omelette to the plate and serve with the
                  tomatoes_1
                dtype: int64
              - name: scoop the tomatoes from the pan_1
                dtype: int64
              - name: >-
                  stop stirring when it's nearly cooked to allow the egg to set
                  into an omelette_1
                dtype: int64
              - name: cut the tomato into two pieces_1
                dtype: int64
              - name: take a tomato_1
                dtype: int64
              - name: beat the contents of the bowl_1
                dtype: int64
              - name: add 1/2 teaspoon of ground black pepper to the bowl_1
                dtype: int64
              - name: add 1/8 cup of soy sauce to the bowl_1
                dtype: int64
              - name: set aside the sauce mixture_1
                dtype: int64
              - name: add 1 tablespoon of honey to the bowl_1
                dtype: int64
              - name: >-
                  cook, stirring often, for 4 minutes; if the pan gets too hot
                  on medium-high, turn the heat down to medium_1
                dtype: int64
              - name: add 1 teaspoon of cornstarch to the bowl_1
                dtype: int64
              - name: add 2 cloves of minced garlic to the bowl_1
                dtype: int64
              - name: pour the sauce into the skillet_1
                dtype: int64
              - name: add the sliced mushrooms to the skillet_1
                dtype: int64
              - name: whisk the contents of the bowl_1
                dtype: int64
              - name: add the bell pepper to the skillet_1
                dtype: int64
              - name: slice 1/3 of the bell pepper_1
                dtype: int64
              - name: cook, stirring, for 1 minute, until the sauce thickens_1
                dtype: int64
              - name: add the broccoli to the skillet_1
                dtype: int64
              - name: >-
                  heat 2 tablespoons of olive oil in a skillet over medium-high
                  heat_1
                dtype: int64
              - name: add 1/2 tablespoon of minced ginger to the bowl_1
                dtype: int64
              - name: add 1/8 teaspoon of black pepper to the bowl_1
                dtype: int64
              - name: add 1/6 cup of water to the bowl_1
                dtype: int64
              - name: take 2 cremini mushrooms_1
                dtype: int64
              - name: take 1 bell pepper_1
                dtype: int64
              - name: whisk the sauce again to recombine the ingredients_1
                dtype: int64
              - name: take 5 broccoli florets_1
                dtype: int64
              - name: >-
                  cook, stirring often, for 2 to 3 minutes, until the vegetables
                  are crisp-tender_1
                dtype: int64
              - name: whisk the batter until no lumps remain_1
                dtype: int64
              - name: remove the paper liner carefully_1
                dtype: int64
              - name: measure and add 2 tablespoons of water to the bowl_1
                dtype: int64
              - name: measure and add 1.5 tablespoons of sugar to the mixing bowl_1
                dtype: int64
              - name: >-
                  prepare to pipe the frosting while the cake is cooling; scoop
                  4 spoonfuls of chocolate frosting into a zip top bag_1
                dtype: int64
              - name: measure and add 2 tablespoons of flour to the mixing bowl_1
                dtype: int64
              - name: measure and add 2 teaspoons of vegetable oil to the bowl_1
                dtype: int64
              - name: set aside the lined mug_1
                dtype: int64
              - name: >-
                  squeeze the frosting through the opening to apply small
                  dollops of frosting to the plate in a circle around the base
                  of the cake_1
                dtype: int64
              - name: place a paper cupcake liner inside a mug_1
                dtype: int64
              - name: measure and add 1/4 teaspoon of baking powder to the bowl_1
                dtype: int64
              - name: allow to cool until the cake is no longer hot to the touch_1
                dtype: int64
              - name: >-
                  use scissors to cut one corner from the bag to create a small
                  opening 1/4 inch in diameter_1
                dtype: int64
              - name: pour the batter into the prepared mug_1
                dtype: int64
              - name: >-
                  whisk to combine the mixture of flour, sugar, and baking
                  powder in the bowl_1
                dtype: int64
              - name: invert the mug to release the cake onto a plate_1
                dtype: int64
              - name: measure and add a pinch of salt to the mixing bowl_1
                dtype: int64
              - name: seal the zip-top bag, removing as much air as possible_1
                dtype: int64
              - name: >-
                  microwave the mug and batter on high power for 60 seconds;
                  check if the cake is done by inserting a toothpick into the
                  center of the cake and then removing it; if wet batter clings
                  to the toothpick, microwave for an additional 5 seconds; if
                  the toothpick comes out clean, continue_1
                dtype: int64
              - name: measure and add 1/4 teaspoon of vanilla extract to the bowl_1
                dtype: int64
              - name: >-
                  cut 1/4 block or 3 ounces of fresh tofu into large cubes
                  (about 1 in x 1 in)_1
                dtype: int64
              - name: turn on the heat to medium_1
                dtype: int64
              - name: drizzle 1 tablespoon of soy sauce into the pan_1
                dtype: int64
              - name: drizzle 1 tablespoon of sesame oil into the pan_1
                dtype: int64
              - name: add the tofu cubes to the pan_1
                dtype: int64
              - name: remove the pan from the heat briefly to reduce spitting_1
                dtype: int64
              - name: flip the tofu in the pan_1
                dtype: int64
              - name: remove from the heat briefly again_1
                dtype: int64
              - name: transfer to a serving dish_1
                dtype: int64
              - name: return to low heat_1
                dtype: int64
              - name: flip the tofu with tongs_1
                dtype: int64
              - name: add 1/4 teaspoon of salt to the pan_1
                dtype: int64
              - name: return the heat to medium_1
                dtype: int64
              - name: cook for 2 minutes until the colour is darkened_1
                dtype: int64
              - name: cook for 2 minutes_1
                dtype: int64
              - name: cook until the tofu turns brown_1
                dtype: int64
              - name: add 1 tablespoon of olive oil to a nonstick pan_1
                dtype: int64
              - name: >-
                  cook for 5 to 6 minutes until the tofu cubes are lightly
                  browned on the bottom_1
                dtype: int64
              - name: pat the tofu dry with a towel_1
                dtype: int64
              - name: place the avocado slices on each leaf_1
                dtype: int64
              - name: season the bowl with 1/4 teaspoon of pepper_1
                dtype: int64
              - name: add 1/4 cup of mayonnaise to the bowl_1
                dtype: int64
              - name: drain excess water from the can_1
                dtype: int64
              - name: lay out 2 large lettuce leaves_1
                dtype: int64
              - name: roll up the lettuce wraps_1
                dtype: int64
              - name: mix the contents of the bowl_1
                dtype: int64
              - name: top the lettuce leaves with the tuna mixture_1
                dtype: int64
              - name: add the chopped scallion to the bowl_1
                dtype: int64
              - name: add 1 can of drained tuna to the bowl_1
                dtype: int64
              - name: take 1 ripe avocado_1
                dtype: int64
              - name: open a can of tuna_1
                dtype: int64
              - name: secure the wrap with a toothpick_1
                dtype: int64
              - name: season the bowl with 1/4 teaspoon of salt_1
                dtype: int64
              - name: add 1 teaspoon of sriracha sauce to the bowl_1
                dtype: int64
              - name: chop 1 scallion_1
                dtype: int64
              - name: cut the avocado into thin slices_1
                dtype: int64
              - name: add 1/8 cup of shredded mozzarella to a bowl_1
                dtype: int64
              - name: add 1/4 teaspoon of salt to a bowl_1
                dtype: int64
              - name: >-
                  slice two 1/2 inch thick rounds from a baguette (slice
                  slanted)_1
                dtype: int64
              - name: spoon the mixture from the bowl onto the bread_1
                dtype: int64
              - name: add 1/4 teaspoon of pepper to a bowl_1
                dtype: int64
              - name: add 1/16 cup of basil to a bowl_1
                dtype: int64
              - name: combine the contents of the bowl_1
                dtype: int64
              - name: brush 2 slices of baguette with olive oil on both sides_1
                dtype: int64
              - name: cut 1/4 cup of cherry tomatoes into halves_1
                dtype: int64
              - name: add the cut cherry tomatoes to a bowl_1
                dtype: int64
              - name: >-
                  toast both sides of the slices in the pan for 2 to 3 minutes
                  until lightly charred and crispy, and then transfer the slices
                  to a plate_1
                dtype: int64
              - name: pour the sauces over the meatballs_1
                dtype: int64
              - name: cut 1/8 garlic clove_1
                dtype: int64
              - name: peel one medium onion_1
                dtype: int64
              - name: stir the contents in the microwave with a spoon_2
                dtype: int64
              - name: slice 1/8 medium onion_1
                dtype: int64
              - name: stir the contents in the microwave with a spoon_1
                dtype: int64
              - name: microwave the plate, covered, on high for 1.5 minutes_2
                dtype: int64
              - name: place 5 meatballs in a microwave-safe plate_1
                dtype: int64
              - name: cut 1/4 medium carrot into short, thin strips_1
                dtype: int64
              - name: >-
                  mix 1/4 cup of sweet-and-sour sauce and 1/2 teaspoon of soy
                  sauce in a small bowl_1
                dtype: int64
              - name: >-
                  top the plate with the carrots, onion, garlic, and 1/4
                  teaspoon of pepper powder_1
                dtype: int64
              - name: microwave the plate, covered, on high for 1.5 minutes_1
                dtype: int64
              - name: microwave for 1 more minute_1
                dtype: int64
              - name: mince 1/8 garlic clove_1
                dtype: int64
              - name: cut the onion into two pieces_1
                dtype: int64
              - name: add 1/2 tablespoon of softened butter to the bowl_1
                dtype: int64
              - name: add 1/3 cup of cheddar cheese to a microwave-safe cup_1
                dtype: int64
              - name: mix the cheese and red bell pepper in the bowl_1
                dtype: int64
              - name: microwave the bowl, covered, for 2 minutes_1
                dtype: int64
              - name: add 1/4 teaspoon of pepper to the bowl_1
                dtype: int64
              - name: add 1 tablespoon of water to the bowl_1
                dtype: int64
              - name: chop 1/4 red bell pepper into tiny bits_1
                dtype: int64
              - name: place the chopped pepper in a microwave-safe bowl_1
                dtype: int64
              - name: >-
                  melt the cheese by microwaving the cup for 30 seconds; check
                  after 30 seconds and microwave for 10 more seconds if needed_1
                dtype: int64
              - name: mix all the ingredients in the bowl well_1
                dtype: int64
              - name: measure 1/8 teaspoon of salt and add it to the mug_1
                dtype: int64
              - name: sprinkle dried italian herbs inside the mug_1
                dtype: int64
              - name: take 1 tablespoon of marinara sauce_1
                dtype: int64
              - name: spread the marinara sauce around the surface of the batter_1
                dtype: int64
              - name: >-
                  microwave for 1 minute 20 seconds, or until the contents rise
                  and the toppings are bubbling_1
                dtype: int64
              - name: measure 4 tablespoons of flour and add it to the mug_1
                dtype: int64
              - name: add 1 tablespoon of olive oil to the mug_1
                dtype: int64
              - name: measure 1/16 teaspoon of baking soda and add it to the mug_1
                dtype: int64
              - name: take a microwavable mug_1
                dtype: int64
              - name: >-
                  mix the contents of the mug thoroughly; there might be some
                  lumps, but that is ok_1
                dtype: int64
              - name: stir the contents in the mug well_1
                dtype: int64
              - name: >-
                  sprinkle 1 generous tablespoon of mozzarella cheese on top of
                  the sauce_1
                dtype: int64
              - name: measure 1/8 teaspoon of baking powder and add it to the mug_1
                dtype: int64
              - name: add 3 tablespoons of milk to the mug_1
                dtype: int64
              - name: mix the flavour packet into the bowl_1
                dtype: int64
              - name: >-
                  stir the noodles with a spoon or fork until the flavouring
                  dissolves_1
                dtype: int64
              - name: remove the noodles from the package_1
                dtype: int64
              - name: microwave the ramen for 4 minutes_1
                dtype: int64
              - name: slice 1/4 medium onion into pieces_1
                dtype: int64
              - name: peel 1 medium onion_1
                dtype: int64
              - name: >-
                  let the noodles sit for about 1 minute after the microwave
                  stops_1
                dtype: int64
              - name: cover with a lid (or paper towel) to prevent splattering_1
                dtype: int64
              - name: add basil to the bowl_1
                dtype: int64
              - name: chop 1 garlic clove on a cutting board_1
                dtype: int64
              - name: add the noodles to the bowl_1
                dtype: int64
              - name: add chopped cilantro to the bowl_1
                dtype: int64
              - name: put all the vegetables in a microwave-safe bowl_1
                dtype: int64
              - name: cover the noodles with water_1
                dtype: int64
              - name: heat the contents of the mug for 1 minute and serve_1
                dtype: int64
              - name: add 1/5 teaspoon of cinnamon to the mug_1
                dtype: int64
              - name: mix the contents of the mug_1
                dtype: int64
              - name: add 1 teaspoon of white sugar to the mug_1
                dtype: int64
              - name: fill a microwave-safe mug with skimmed milk_1
                dtype: int64
              - name: microwave the contents of the mug for 1 minute_1
                dtype: int64
              - name: add 2 pieces of chocolate to the mug_1
                dtype: int64
              - name: >-
                  microwave on high for 90 seconds until the egg is cooked
                  through_1
                dtype: int64
              - name: >-
                  add bread pieces to the egg mixture in the mug, pressing the
                  bread down into the egg_1
                dtype: int64
              - name: stir the mug_1
                dtype: int64
              - name: >-
                  melt 1 tablespoon of softened butter in a large mug in the
                  microwave for about 30 seconds_1
                dtype: int64
              - name: sprinkle 1/4 teaspoon of cinnamon over the egg_1
                dtype: int64
              - name: cut the contents on the plate, and serve_1
                dtype: int64
              - name: put the mug's contents on a plate_1
                dtype: int64
              - name: roll the butter around in the mug to coat it_1
                dtype: int64
              - name: cut or tear 1 slice of bread into bite-size pieces_1
                dtype: int64
              - name: add 1/4 teaspoon of vanilla extract to the mug_1
                dtype: int64
              - name: whisk one egg in the mug with a fork until well blended_1
                dtype: int64
              - name: >-
                  wait about 30 seconds for the coffee to bloom; you will see
                  small bubbles or foam on the coffee grounds during this step_1
                dtype: int64
              - name: >-
                  pour a small amount of water into the filter to wet the
                  grounds_1
                dtype: int64
              - name: transfer the grounds to the filter cone_1
                dtype: int64
              - name: spread the filter in the dripper to create a cone_1
                dtype: int64
              - name: place the paper filter in the dripper_1
                dtype: int64
              - name: >-
                  slowly pour the rest of the water over the grounds in a
                  circular motion; do not overfill beyond the top of the paper
                  filter_1
                dtype: int64
              - name: >-
                  prepare the filter insert by folding the paper filter in half
                  to create a semi-circle, and in half again to create a
                  quarter-circle_1
                dtype: int64
              - name: discard the paper filter and coffee grounds_1
                dtype: int64
              - name: >-
                  boil the water; while the water is boiling, assemble the
                  filter cone_1
                dtype: int64
              - name: weigh the coffee beans (0.8 oz to 1.2 oz)_1
                dtype: int64
              - name: >-
                  let the coffee drain completely into the mug before removing
                  the dripper_1
                dtype: int64
              - name: >-
                  grind the coffee beans until the coffee grounds are the
                  consistency of coarse sand, about 20 seconds_1
                dtype: int64
              - name: measure 12 ounces of cold water_1
                dtype: int64
              - name: place the dripper on top of a coffee mug_1
                dtype: int64
              - name: transfer the water to a kettle_1
                dtype: int64
              - name: >-
                  check the temperature of the water once the water has boiled;
                  the water should be between 195 to 205 degrees fahrenheit or
                  between 91 to 96 degrees celsius; if the water is too hot, let
                  it cool briefly_1
                dtype: int64
              - name: whisk the egg_1
                dtype: int64
              - name: microwave for 3 minutes, stirring in between_1
                dtype: int64
              - name: add 1/2 tablespoon of sweet and sour sauce to the bowl_1
                dtype: int64
              - name: >-
                  sprinkle 1 tablespoon of shredded cheddar cheese on top of the
                  egg_1
                dtype: int64
              - name: extract and add contents of an egg to a microwave-safe bowl_1
                dtype: int64
              - name: >-
                  roll the tortilla from one end to another into a log shape,
                  about 1.5 inches thick; roll it tight enough to prevent gaps
                  but not so tight that the filling leaks_1
                dtype: int64
              - name: pour the egg mixture on top of the tortilla_1
                dtype: int64
              - name: add 1 tablespoon of salsa to the bowl_1
                dtype: int64
              - name: place an 8 inch tortilla on a cutting board_1
                dtype: int64
              - name: sprinkle oregano in the bowl_1
                dtype: int64
          - name: nodes_int_to_str
            struct:
              - name: '0'
                dtype: string
              - name: '1'
                dtype: string
              - name: '2'
                dtype: string
              - name: '3'
                dtype: string
              - name: '4'
                dtype: string
              - name: '5'
                dtype: string
              - name: '6'
                dtype: string
              - name: '7'
                dtype: string
              - name: '8'
                dtype: string
              - name: '9'
                dtype: string
              - name: '10'
                dtype: string
              - name: '11'
                dtype: string
              - name: '12'
                dtype: string
              - name: '13'
                dtype: string
              - name: '14'
                dtype: string
              - name: '15'
                dtype: string
              - name: '16'
                dtype: string
              - name: '17'
                dtype: string
              - name: '18'
                dtype: string
              - name: '19'
                dtype: string
              - name: '20'
                dtype: string
              - name: '21'
                dtype: string
              - name: '22'
                dtype: string
              - name: '23'
                dtype: string
              - name: '24'
                dtype: string
              - name: '25'
                dtype: string
              - name: '26'
                dtype: string
          - name: edges
            sequence:
              sequence: int64
          - name: recipe_text
            dtype: string
      - name: remaining_plan
        sequence: string
      - name: remaining_plan_w_suffix
        sequence:
          sequence:
            sequence: string
      - name: output_timestamps
        sequence: float64
      - name: output_texts
        sequence: string
      - name: output_types
        sequence: string
      - name: output_actions
        sequence: string
      - name: remaining_plan_uid
        sequence:
          sequence:
            sequence: string
    splits:
      - name: train
        num_bytes: 7674964
        num_examples: 209
      - name: validation
        num_bytes: 2066330
        num_examples: 57
      - name: test
        num_bytes: 1253580
        num_examples: 36
    download_size: 1922554
    dataset_size: 10994874

Qualcomm Interactive Cooking Dataset

Description

The Qualcomm Interactive Cooking Dataset is designed to evaluate the ability of multi-modal LLMs to provide step-by-step instructions, focusing on the cooking domain.

Dataset Details

The Qualcomm Interactive Cooking Dataset includes step-by-step instructions and feedback pairs. The videos are from the CaptainCook4D dataset - licensed under Apache 2.0.

Dataset Collection Process

The text annotations and timestamps are manually annotated.

Data Format

The dataset can be loaded using the following command:

load_dataset("qualcomm/qualcomm-interactive-cooking-dataset", <set>, split=<split>)

Where, set = {“main”, “advanced_planning”} and split={“train”, “validation”, “test”}.

Each row of the dataset corresponds to a video from the CaptainCook4D dataset. The row contains the following columns:

    1. video_id: The identifier of the video from CaptainCook4D.
    1. activity_name: The name of the recipe in the video.
    1. output_texts: The instruction and feedback messages.
    1. output_timestamps: The timestamp corresponding to each instruction and feedback message.
    1. output_types: The type of each message in output_texts classified as described in Appendix B.
    1. output_actions: The action that the user performed corresponding to each feedback message.
    1. remaining_plan: The remaining step-by-step plan before each instruction or feedback message.

Dataset license

This dataset is intended for research purposes only.

Data License Agreement - Research Use

Dataset Citation Instructions

Please cite our paper if you use this dataset in your research.

@inproceedings{interactivecooking,
 title      = {Can Multi-Modal LLMs Provide Live Step-by-Step Task Guidance?},
 author     = {Apratim Bhattacharyya and Bicheng Xu and Sanjay Haresh and Reza Pourreza and Litian Liu and Sunny Panchal and Leonid Sigal and Roland Memisevic},
 booktitle  = {NeurIPS},
 year       = {2025}
}

Qualcomm AI Research

At Qualcomm AI Research, we are advancing AI to make its core capabilities – perception, reasoning, and action – ubiquitous across devices. Our mission is to make breakthroughs in fundamental AI research and scale them across industries. By bringing together some of the best minds in the field, we’re pushing the boundaries of what’s possible and shaping the future of AI.

Qualcomm AI Research continues to invest in and support deep-learning research in computer vision. The publication of this dataset for use by the AI research community is one of our many initiatives.

Find out more about Qualcomm AI Research.

For any questions or technical support, please contact us at research.datasets@qti.qualcomm.com

Qualcomm AI Research is an initiative of Qualcomm Technologies, Inc.