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How would a typical person answer each of the following questions about causation? A sudden overnight frost completely kills a row of tomato plants. The plants are already dead by sunrise. That afternoon, Victor forgets to water them, although watering living plants would normally help them survive. Did Victor's failur...
No
How would a typical person answer each of the following questions about causation? A building's sprinkler system activates if either a smoke detector sends an alarm or someone pulls the emergency lever. A smoke detector sends an alarm after sensing a fire. A moment later, Leo also pulls the emergency lever. The sprinkl...
No
How would a typical person answer each of the following questions about causation? A research freezer remains cold only while it receives electricity and its cooling fan is running. During the night, the freezer has electricity, but its cooling fan stops because a loose wire becomes disconnected. Priya reconnects the w...
Yes
How would a typical person answer each of the following questions about causation? A chemical lamp produces green light only when solution P and solution Q are both poured into its chamber. Solution P is already in the chamber. Omar pours solution Q into the chamber, and the lamp produces green light. Did the lamp prod...
Yes
How would a typical person answer each of the following questions about causation? A warehouse door unlocks if either a valid access card is scanned or the security guard activates a remote release. The guard activates the remote release, and the door unlocks. At the same time, Lena scans an expired card that the syste...
No
How would a typical person answer each of the following questions about causation? A bakery's oven shuts down automatically whenever its internal temperature becomes dangerously high. One afternoon, the temperature sensor detects excessive heat and shuts down the oven. At the same time, Noah turns a decorative knob on ...
No
How would a typical person answer each of the following questions about causation? A greenhouse's heating system remains active only while the control switch is left in the upward position. During a freezing night, Priya notices that the switch is in the upward position. She knows that moving it downward would turn off...
Yes
How would a typical person answer each of the following questions about causation? A city official is deciding whether to approve a weekend street market. Her adviser explains that the market will generate substantial permit revenue, but it will also make the central plaza much more crowded. The official considers both...
Yes
How would a typical person answer each of the following questions about causation? Priya and Daniel each throw a stone at a fragile bottle. Priya's stone reaches the bottle first and shatters it. Daniel's stone passes through the place where the bottle had been a moment later. Did Daniel's throw cause the bottle to sha...
No
How would a typical person answer each of the following questions about causation? Darius throws a stone toward a window, hoping to break it. Before the stone reaches the building, a security net catches it. At the same moment, a falling tree branch strikes the window and breaks it. Did Darius's throw cause the window ...
No
How would a typical person answer each of the following questions about causation? After a heavy rainstorm, the streets in a town are wet, and many pedestrians are carrying umbrellas. A visitor observes that streets tend to be wet whenever many people are carrying umbrellas. In fact, the rain caused both the wet street...
No
How would a typical person answer each of the following questions about causation? A laboratory freezer remains cold only when both its compressor is operating and its door is closed. The compressor is operating normally. Before leaving for the night, Priya carefully closes the freezer door. The freezer remains cold, p...
Yes
How would a typical person answer each of the following questions about causation? Leon manages a city theater. His staff proposes replacing the old stage lights with brighter LED lights. They explain that the replacement will improve visibility for the audience but will also make the backstage area warmer during perfo...
Yes
How would a typical person answer each of the following questions about causation? Marcus tells his sister to take the coastal road to work. She refuses and chooses the mountain road instead. A fallen tree on the mountain road delays her for two hours. Did Marcus's advice cause his sister to be delayed? Options: - Yes ...
No
How would a typical person answer each of the following questions about causation? A greenhouse has an automatic watering system. Water reaches the plants only when the supply valve is open and the irrigation timer is activated. The supply valve is already open. At noon, Mei activates the irrigation timer, and water be...
Yes
How would a typical person answer each of the following questions about causation? The entrance to an office opens if either an employee scans a valid badge or the receptionist presses a release button. As Noah approaches, the receptionist presses the release button. At the same moment, Noah scans his valid badge. The ...
No
How would a typical person answer each of the following questions about causation? During a winter evening, Elena notices that the front door of the community hall has been left open. The heating system is working normally, but it cannot keep the hall warm while the door remains open. Elena is expecting another guest, ...
Yes
How would a typical person answer each of the following questions about causation? Elena directs a busy city museum. Her adviser tells her, "If we extend the museum's hours, ticket revenue will increase, but the additional lighting will also increase our electricity consumption." Elena replies, "I do not care about the...
Yes
How would a typical person answer each of the following questions about causation? Before printing a report, Calvin changes the title from a plain font to an italic font. When he starts the printer, it jams. A technician discovers that the jam was caused by a broken plastic gear inside the printer and that the report's...
No
How would a typical person answer each of the following questions about causation? Elena directs a company that is building a new office tower. An engineer tells her, "Installing reflective windows will greatly reduce our cooling costs, but the reflected sunlight will also make the neighboring plaza uncomfortably brigh...
Yes
How would a typical person answer each of the following questions about causation? At 8:00 AM, a school alarm sounds because smoke is detected in a classroom. At 8:05 AM, after the alarm has already been sounding for five minutes, a custodian presses the alarm's test button. Did the custodian's pressing of the test but...
No
How would a typical person answer each of the following questions about causation? A museum alarm sounds as soon as any one of its motion sensors detects movement. At midnight, a sensor in the west gallery detects an intruder and immediately activates the alarm. Ten seconds later, a sensor in the east gallery detects a...
No
How would a typical person answer each of the following questions about causation? There is a red button beside the entrance to an old warehouse. Although the button was once connected to a warning bell, an electrician disconnected and removed the bell last month. Tariq presses the red button today, but nothing in the ...
No
How would a typical person answer each of the following questions about causation? A farmer sprays pesticide on a field to eliminate a beetle infestation. Unknown to the farmer, the beetles are resistant to that pesticide, so the spray has no effect on them. That night, an unusually severe frost kills all of the beetle...
No
How would a typical person answer each of the following questions about causation? A sealed package of ice cream is left outside on a hot afternoon. It will melt from the heat regardless of whether its paper label is attached. Jonah removes the label but does not open or move the package. An hour later, the ice cream h...
No
How would a typical person answer each of the following questions about causation? During a winter storm, snow begins accumulating on the awning above a bakery entrance. The bakery's owner notices that a support bracket has come loose. If the bracket remains loose, the weight of the snow will make the awning collapse. ...
Yes
How would a typical person answer each of the following questions about causation? A maintenance worker leaves a heavy toolbox on a sloping roof. A wooden block placed beneath the toolbox prevents it from sliding. Priya wants to use the block elsewhere, so she removes it. As soon as the block is removed, the toolbox sl...
Yes
How would a typical person answer each of the following questions about causation? During a chemistry demonstration, a reaction occurs only when solution P and solution Q are both poured into the same container. Professor Singh pours solution P into an empty container. His assistant then pours solution Q into it, and t...
Yes
How would a typical person answer each of the following questions about causation? A concert will be canceled if either the lead singer is ill or the theater loses electrical power. On Friday, the lead singer becomes seriously ill and cannot perform. Later that day, a storm also cuts power to the theater. Since the sin...
No
How would a typical person answer each of the following questions about causation? Darius tries to stop a clock by removing its battery. Unknown to him, the clock has no battery inside and is powered by a cable connected to the wall. At that same moment, a power failure stops the clock. Did Darius's attempt to remove t...
No
How would a typical person answer each of the following questions about causation? A laboratory freezer sounds an alarm if its door is open and its alarm system is activated. The alarm system is already activated, but the freezer door is closed. Priya opens the freezer door to retrieve a sample. As soon as she opens it...
Yes
How would a typical person answer each of the following questions about causation? A warehouse door opens only when both a security card is scanned and the correct code is entered. Omar scans his authorized card, and then Leah enters the correct code. The door opens. If Omar had not scanned his card, the door would hav...
Yes
How would a typical person answer each of the following questions about causation? A warehouse door opens whenever the correct access code is entered. Before Ava reaches the keypad, a security guard inside presses the release button, and the door opens. Ava then enters an incorrect code, which has no effect on the door...
No
How would a typical person answer each of the following questions about causation? Maya carries a sealed bottle of juice from the kitchen to the dining room. Unknown to her, a loose decorative label falls from the bottle while she is walking and lands under the table. Maya never noticed that the label was loose, did no...
No
How would a typical person answer each of the following questions about causation? Marta manages a busy downtown theater. Her staff proposes extending the evening performances by thirty minutes. They explain that the change will allow the theater to sell more tickets, but it will also require the cleaning crew to work ...
Yes
How would a typical person answer each of the following questions about causation? While cycling home, Hugo rides into a deep pothole and falls from his bicycle. He happens to be wearing a red shirt at the time. Did Hugo's red shirt cause him to fall? Options: - Yes - No
No
How would a typical person answer each of the following questions about causation? Elena manages a large hotel. Her adviser tells her, "If we replace the lobby's old lighting system, we will reduce electricity costs, but the brighter lights will disturb the birds nesting outside the windows." Elena replies, "I do not c...
Yes
How would a typical person answer each of the following questions about causation? A university awards an automatic scholarship to any student who either earns a perfect entrance-exam score or wins the national mathematics championship. Luis has both earned a perfect score and won the championship. His coach sends the ...
No
How would a typical person answer each of the following questions about causation? A backup generator starts if either the automatic sensor detects a power failure or someone presses the manual start button. A power failure occurs, and the automatic sensor is working properly. Before the generator starts, Rafael presse...
No
How would a typical person answer each of the following questions about causation? A courtyard fountain operates only when its water inlet is open and its electrical pump is switched on. The inlet is initially closed, while the pump is already on. Clara opens the inlet, and water immediately begins flowing from the fou...
Yes
How would a typical person answer each of the following questions about causation? A shipping company can adopt a lighter type of packaging that will reduce its expenses. The company's chair, Dennis, is informed that the new packaging will also reduce the amount of plastic entering the ocean. Dennis says, "Helping the ...
No
How would a typical person answer each of the following questions about causation? Two demolition workers are assigned to bring down an abandoned wall. Maya activates a charge that immediately destroys the wall. Several seconds later, a second charge previously set by Luis explodes at the place where the wall had stood...
No
How would a typical person answer each of the following questions about causation? Dina wants to prevent a tractor from working, so she pours sugar into its fuel tank. An effective filter removes all of the sugar before it reaches the engine. Later that day, the tractor stops because an old fuel hose cracks. Did Dina's...
No
How would a typical person answer each of the following questions about causation? Naomi owns a small café and replaces its ordinary light bulbs with energy-efficient bulbs to reduce electricity costs. She does not know that the new bulbs emit a frequency that interferes with a particular model of wireless speaker. Aft...
No
How would a typical person answer each of the following questions about causation? A museum guard notices that a visitor has left a candle burning beside a paper exhibit. Museum rules require guards to extinguish any open flame immediately. The guard wants to finish a phone call and deliberately leaves the candle burni...
Yes
How would a typical person answer each of the following questions about causation? Jonah is responsible for closing the gate to a field every evening. One night, he notices that the gate is open but decides not to close it. There are no gaps anywhere else in the fence. During the night, several goats walk through the o...
Yes
How would a typical person answer each of the following questions about causation? A security alarm sounds whenever either a window is opened or a motion detector senses movement. A burglar is already moving inside the building, so the motion detector has activated the alarm. While the alarm is sounding, the burglar op...
No
How would a typical person answer each of the following questions about causation? Lena wants to stop a clock from ringing at noon. She knows that removing its battery will prevent the alarm from receiving power. At 11:50 AM, she removes the battery for that purpose. The clock receives no power, and the alarm does not ...
Yes
How would a typical person answer each of the following questions about causation? An automatic gate begins opening as soon as a vehicle sensor is triggered. A delivery van triggers the sensor, and the gate's motor starts opening the gate. Several seconds later, while the gate is already moving, Elena presses an unused...
No
How would a typical person answer each of the following questions about causation? At 4:00 PM, a company's computer server crashes because a cooling pump fails. At 5:00 PM, Elena sends the server a very large data file, not knowing that it has already crashed. The technicians later discover both the failed pump and Ele...
No
How would a typical person answer each of the following questions about causation? A factory's emergency shutdown system is activated only when two separate levers are pulled. Pulling both levers during ordinary production will destroy the material being processed. Victor wants the day's production to be ruined, so he ...
Yes
How would a typical person answer each of the following questions about causation? A security door unlocks if either a supervisor enters a master code or an employee scans a valid badge. The supervisor has already entered the master code, which is enough to unlock the door. A moment later, Darius scans his valid badge,...
No
How would a typical person answer each of the following questions about causation? A laboratory's safety manual says that the blue cleaning solution may be used on a certain machine, but no other cleaning solution may be added to it. If blue and red cleaning solutions are combined, they produce a dangerous gas. Luis pr...
Yes
How would a typical person answer each of the following questions about causation? A bakery's alarm sounds if either smoke is detected or the manual test switch is pressed. Thick smoke from a burned loaf has already activated the alarm. A few seconds later, Mei presses the test switch while the alarm continues to sound...
No
How would a typical person answer each of the following questions about causation? A laboratory alarm sounds when two different sensors are activated at the same time. During a test, Ravi knowingly directs steam toward the heat sensor while his colleague directs smoke toward the particle sensor. Both sensors activate, ...
Yes
How would a typical person answer each of the following questions about causation? Lily carries a sealed envelope to the accounting office as her supervisor instructed. Unknown to Lily, a dishonest employee has hidden a forged payment request inside the envelope. The accountant processes the request because the forgery...
No
How would a typical person answer each of the following questions about causation? Maya is standing beside a swimming pool when she sees a child struggling in the deep end. A flotation ring is next to her, and she could easily throw it to the child. Maya decides not to help and walks away. No one else is nearby, and th...
Yes
How would a typical person answer each of the following questions about causation? A hospital's computer system stays online whenever either the primary generator or the backup generator is running. The primary generator is running without interruption. Omar starts the backup generator, and the computer system remains ...
No
How would a typical person answer each of the following questions about causation? During a theater rehearsal, a stage lamp is shining directly into an actor's eyes. Carlos notices the problem and pulls the lever that rotates the lamp away from the stage. The lever works normally, and the lamp turns toward the back wal...
Yes
How would a typical person answer each of the following questions about causation? Marcus is repairing a restaurant's freezer. While inspecting the electrical panel, he accidentally removes the fuse that supplies power to the freezer. The freezer immediately shuts down, and the food inside becomes warm several hours la...
Yes
How would a typical person answer each of the following questions about causation? Marcus manages a shipping company. An adviser proposes a new route that will reduce delivery times and also create loud nighttime noise near a residential neighborhood. Marcus says, "I know the route will create nighttime noise, but redu...
Yes
How would a typical person answer each of the following questions about causation? A factory siren sounds whenever its smoke detector senses smoke. The siren can also be activated by a red emergency button. During a fire, the smoke detector senses thick smoke and activates the siren. Several seconds after the siren has...
No
How would a typical person answer each of the following questions about causation? A packaging machine is programmed to start automatically at noon. There is also a decorative green button on its control panel, but the button is not connected to any part of the machine. At exactly noon, Omar presses the green button, a...
No
How would a typical person answer each of the following questions about causation? A mechanic correctly replaces all four tires on Daniel's car and carefully checks that none of them are leaking. That night, a vandal enters the parking lot and punctures the rear tire with a knife. By morning, the tire is flat. Did the ...
No
How would a typical person answer each of the following questions about causation? Lena leaves her umbrella at home before taking a train to another city. While she waits at the station, a landslide blocks the railway tracks, and the railway company cancels her train. Did Lena's decision to leave her umbrella at home c...
No
How would a typical person answer each of the following questions about causation? The director of a museum is considering installing a powerful cooling system to protect a collection of ancient manuscripts. An engineer tells him that operating the system will preserve the manuscripts but will also substantially increa...
Yes
How would a typical person answer each of the following questions about causation? A theater's automatic curtain opens at exactly 7:00 PM according to a preprogrammed controller. At 6:55 PM, Felix changes the brightness of the lobby lights. At 7:00 PM, the controller activates and the curtain opens. The lobby lights ar...
No
How would a typical person answer each of the following questions about causation? Nora is responsible for activating the temperature alarm in a museum's archive each evening. One night, she notices that the alarm is off but decides to go home without activating it. During the night, the cooling system fails. Had the a...
Yes
How would a typical person answer each of the following questions about causation? A chef tells his assistant, Lila, that a jar contains ordinary sugar and asks her to add it to a dessert. The chef knows that the jar actually contains a chemical that becomes harmful when mixed with cream, but Lila has no reason to doub...
No
How would a typical person answer each of the following questions about causation? Elena manages a shipping company. Her staff proposes using a faster route that will reduce delivery times but will also send loud trucks past a wildlife sanctuary at night, disturbing the nesting birds. Elena says, "I do not care whether...
Yes
How would a typical person answer each of the following questions about causation? A patient receives a medicine on Monday that doctors know will eliminate her infection within two days. On Tuesday, a trainee mistakenly gives the patient an injection containing only harmless saline solution. The saline has no effect on...
No
How would a typical person answer each of the following questions about causation? During a storm, lightning strikes a barn at 8:00 PM and starts a fire. At 8:10 PM, after the barn is already burning, Carlos throws a lit match through a broken window. Investigators determine that the match lands in a metal bucket and i...
No
How would a typical person answer each of the following questions about causation? A neighborhood council has five members. A proposal needs at least three votes to pass. The first two members vote in favor, and the next two vote against it. Knowing that her vote will decide the outcome, the final member, Aisha, votes ...
Yes
How would a typical person answer each of the following questions about causation? Marcus is organizing an outdoor concert. The musicians can perform only if the stage has electricity. Before the concert, Marcus notices that the stage's power cable is disconnected. He plugs the cable into the generator, and electricity...
Yes
How would a typical person answer each of the following questions about causation? Elena is preparing a stage for a concert. The main curtain will open only if its motor is switched on and the control button is pressed. A technician switches on the motor. Elena then presses the control button, and the curtain opens. Di...
Yes
How would a typical person answer each of the following questions about causation? A cargo ship is delayed because a mechanical failure prevents its engine from starting. While the ship is being repaired, a passenger on the dock forgets to mail a postcard. The ship remains in port for the entire day. Did the passenger'...
No
How would a typical person answer each of the following questions about causation? Maya keeps medicine in a refrigerator that works only when its power switch is on and its door is completely closed. Before leaving for work, Maya notices that the power switch is on, but the refrigerator door is slightly open. She pushe...
Yes
How would a typical person answer each of the following questions about causation? A greenhouse fan starts whenever either the temperature rises above 30 degrees or someone activates the manual control. This afternoon, the temperature is 35 degrees, so the fan is set to start automatically. Jo also activates the manual...
No
How would a typical person answer each of the following questions about causation? Hector's porch light is controlled by a timer that switches it on every evening at sunset. Today, the timer turns the light on at 6:30 PM. Ten minutes later, Hector walks past the already illuminated porch and flips a disconnected wall s...
No
How would a typical person answer each of the following questions about causation? A museum has a main sprinkler system and an emergency backup system. When smoke is detected, the main system releases water immediately. The backup system releases water only if the main system fails. One night, smoke is detected and the...
No
How would a typical person answer each of the following questions about causation? Dr. Hale instructs two assistants, Mina and Joel, to clean separate sets of glass containers using only cleaning solution C. Joel wants Mina to be blamed for damaging the containers, so he falsely tells her that Dr. Hale ordered her to u...
No
How would a typical person answer each of the following questions about causation? A food vendor at a street festival illegally bypasses a safety valve on a propane tank so that his stove will produce a larger flame. The bypass allows propane to leak and accumulate beneath the stall. That evening, a spark from a damage...
Yes
How would a typical person answer each of the following questions about causation? Omar is practicing baseball beside an abandoned warehouse. He hits a ball directly toward one of the warehouse windows. The ball strikes the glass, and the window shatters immediately. No other object hits the window. Did Omar's hit caus...
Yes
How would a typical person answer each of the following questions about causation? A five-member committee will approve a proposal if it receives at least three votes. The first two members vote in favor, and the next two vote against it. The final member, Hector, votes in favor. The proposal therefore receives three v...
Yes
How would a typical person answer each of the following questions about causation? Harold plans to take a train that departs at 8:00 AM. At 7:30 AM, his neighbor knocks on his door and speaks with him for two minutes. Harold still reaches the station at 7:50 AM. The train is canceled because a fallen tree blocks the tr...
No
How would a typical person answer each of the following questions about causation? Noah installs a software update because he wants to improve his tablet's security. Nobody has told him that the update will also change the color of the menu icons, and he has no reason to expect this change. After the update, the menu i...
No
How would a typical person answer each of the following questions about causation? A greenhouse has two independent heating systems. Either system is powerful enough by itself to keep the greenhouse warm. On a cold morning, the main heater is already running and will continue running all day. Omar turns on the backup h...
No
How would a typical person answer each of the following questions about causation? Victor manages a chemical factory. His engineers propose a manufacturing process that will substantially increase production but will also release an unpleasant odor into a nearby neighborhood. Victor cares only about increasing producti...
Yes
How would a typical person answer each of the following questions about causation? A small fire starts in a storage shed after lightning strikes its roof. By the time Nina arrives, the wooden wall is already burning. Not realizing this, Nina tosses a lit match toward the shed, but the match lands in a metal bucket and ...
No
How would a typical person answer each of the following questions about causation? Erin and Howard independently plan to burn an abandoned pile of branches. Erin throws a lit match onto the pile at noon, and the branches immediately catch fire. Howard arrives one minute later intending to ignite the pile, but by then t...
Yes
How would a typical person answer each of the following questions about causation? A restaurant keeps frozen food in a walk-in freezer. Before leaving for the night, employee Carla sees that the freezer door has not closed completely. She is in a hurry and deliberately leaves without shutting it. Warm air enters throug...
Yes
How would a typical person answer each of the following questions about causation? Marcus is preparing a presentation in a conference room. The projector cannot display his slides unless its power cable is connected. Marcus notices that the cable is disconnected, so he plugs it into the wall. No one else touches the pr...
Yes
How would a typical person answer each of the following questions about causation? Maya manages a city theater. Her adviser tells her, "If we extend the summer festival by one week, ticket revenue will rise, but the extension will also force the neighboring bookstore to close during evening performances." Maya replies,...
Yes
How would a typical person answer each of the following questions about causation? A strong gust of wind knocks a bicycle over at 10:00 in the morning, bending its front wheel. Five minutes later, Jonah walks past the fallen bicycle and rings its bell. Did Jonah's ringing of the bell cause the bicycle to fall over? Opt...
No
How would a typical person answer each of the following questions about causation? Every morning, a rooster crows shortly before the lights in a nearby shop turn on. The shop's lights are controlled by an automatic timer that is not connected to the rooster or its enclosure. One morning, the rooster crows, and a minute...
No
How would a typical person answer each of the following questions about causation? Malcolm wanted to remove an abandoned shed from his property. He attached a strong rope to the shed, connected the rope to his tractor, and drove forward. The force of the tractor pulled the shed down exactly as Malcolm had planned. Did ...
Yes
How would a typical person answer each of the following questions about causation? A secure archive opens only when a physical key is turned and the correct code is entered. Mei turns the key while Carlos enters the correct code. Both actions occur, and the archive opens. If Carlos had not entered the code, the archive...
Yes
How would a typical person answer each of the following questions about causation? Two demolition workers are instructed to knock down an abandoned wall. Rafael presses his detonator first, setting off explosives that immediately bring down the wall. Several seconds later, Mei presses her detonator, but by then the wal...
Yes
How would a typical person answer each of the following questions about causation? A museum asks two employees, Hana and Victor, to clean a marble statue using only plain water. Victor secretly replaces Hana's water bottle with a clear acidic solution because he wants her to be blamed for damaging the statue. Hana has ...
No
How would a typical person answer each of the following questions about causation? Darius sends a routine software update to all employees because he wants to improve computer security. Unknown to him, the update changes the color of one rarely used icon from blue to green. Darius neither knew about nor considered the ...
No
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bbh-causal-judgement

Synthetically generated causal-judgement items in the BIG-Bench Hard format. Each input poses a causation question about a short scenario with the answer options inline; target is Yes or No.

Generated with mdg/synthetic/generate_causal.py (task 2, seed 42, n=4000).

Splits

Split Rows
train 3,000
test 1,000

The split is stratified by label with seed 42 (75/25). This is the exact split used to fine-tune the BERT, RoBERTa and T5 models published under namesarnav/bbh-causal-judgement-bert-base-uncased, -roberta-base and -t5-base, and the test split is the one every adversarial attack result is measured on.

Reproduce it with:

python -m mdg.scripts.prepare_finetune_data \
  --local-files 'namesarnav_bbh-causal-judgement:mdg/synthetic/data/bbh_causal_judgement_task2.jsonl' \
  --output-dir mdg/finetune/data

Version note

This replaces an earlier, much smaller version of this dataset (187 rows). The previous files remain in this repository's git history.

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