prteek/newton-net
Updated
id int64 0 5k | text stringlengths 34 95 | answer float64 -51,570 117k ⌀ | unit stringclasses 5
values | case stringclasses 3
values |
|---|---|---|---|---|
0 | How far do I get if I cruise for 19.9 minutes? | null | m | missing_input |
1 | doing 25 mph in the rain, how far to stop? | 12.4903 | m | answer |
2 | A car at 4.4 m/s accelerates at 0.33g for 6.6 s. What is its final speed? | 25.7589 | m/s | answer |
3 | there's a dog 2.6 m ahead and I'm at 17 mph. how hard do I need to brake? | -11.1068 | m/s2 | answer |
4 | A 1,380 kg car goes from 67.4 km/h to 94.9 km/h in 5.8 s. What net force acts on it? | 1,817.5287 | N | answer |
5 | doing 114.6 km/h on an icy road, how far to stop? | 253.3403 | m | answer |
6 | Pulling away from rest at 2.6 m/s², how far have I gone after 6.1 s? | 48.373 | m | answer |
7 | A car at 25.8 m/s brakes at 0.63g. How long until it stops? | 4.176 | s | answer |
8 | Pulling away from rest at 0.33g, how far have I gone after 6.2 s? | 62.1997 | m | answer |
9 | A car at 38.7 mph brakes at 4.3 m/s². What is its stopping distance? | 34.803 | m | answer |
10 | What tyre pressure should I use on a dry road? | null | null | off_topic |
11 | A car at 18.2 m/s accelerates at 0.28g for 3.7 s. What is its final speed? | 28.3597 | m/s | answer |
12 | How long does it take to drive 1155.9 m at a constant 113.6 km/h? | 36.6306 | s | answer |
13 | A car at 13.9 km/h accelerates at 0.39g for 3.1 s. What is its final speed? | 15.7174 | m/s | answer |
14 | A 1,100 kg car goes from 13.1 m/s to 36 m/s in 7.6 s. What net force acts on it? | 3,314.4737 | N | answer |
15 | A car at 65.4 mph brakes at 0.39g. How long until it stops? | 7.6443 | s | answer |
16 | Can you write me a poem about a road trip? | null | null | off_topic |
17 | Can you write me a poem about a road trip? | null | null | off_topic |
18 | What force does a 1,960 kg car need? | null | N | missing_input |
19 | What tyre pressure should I use on a dry road? | null | null | off_topic |
20 | How long does it take to drive 31 km at a constant 23.4 mph? | 2,963.4626 | s | answer |
21 | How long does a car take to go from 62.4 km/h to 22.8 m/s at 0.27g? | 2.0646 | s | answer |
22 | How far do I get if I cruise for 34.7 minutes? | null | m | missing_input |
23 | How long does a car take to go from 20.6 km/h to 20.9 mph at 1.2 m/s²? | 3.0174 | s | answer |
24 | doing 25.4 m/s on a dry road, how far to stop? | 43.0107 | m | answer |
25 | A car at 30.9 km/h brakes at 7.9 m/s². What is its stopping distance? | 4.6629 | m | answer |
26 | doing 18.2 mph on a dry road, how far to stop? | 4.4131 | m | answer |
27 | A car at 18.7 m/s brakes at 0.53g. What is its stopping distance? | 33.6401 | m | answer |
28 | How much fuel does a 1,320 kg car use at 27.9 m/s? | null | null | off_topic |
29 | How much fuel does a 1,330 kg car use at 72.8 mph? | null | null | off_topic |
30 | cruising at 43 mph for 4.1 minutes, how far will I get? | 4,728.7891 | m | answer |
31 | How long does it take to reach 85 km/h? | null | s | missing_input |
32 | doing 22.3 m/s on an icy road, how far to stop? | 124.3225 | m | answer |
33 | How long does it take to reach 25.5 m/s? | null | s | missing_input |
34 | A car at 68.8 km/h brakes at 2.6 m/s². What is its stopping distance? | 70.2374 | m | answer |
35 | A car at 61.6 mph brakes at 0.36g. What is its stopping distance? | 107.3992 | m | answer |
36 | What force stops a 1,170 kg car from 74 mph in 10.5 s? | -3,686.1641 | N | answer |
37 | doing 51.3 mph on a dry road, how far to stop? | 35.062 | m | answer |
38 | How far do I get if I cruise for 35.5 minutes? | null | m | missing_input |
39 | How long does it take to drive 75 km at a constant 25.8 m/s? | 2,906.9767 | s | answer |
40 | A car at 59.1 mph brakes at 4.5 m/s². How long until it stops? | 5.8711 | s | answer |
41 | A 1,300 kg car goes from 16.3 m/s to 148 km/h in 6.9 s. What net force acts on it? | 4,674.5572 | N | answer |
42 | What force does a 1,080 kg car need? | null | N | missing_input |
43 | there's a dog 4.8 m ahead and I'm at 39.3 km/h. how hard do I need to brake? | -12.4139 | m/s2 | answer |
44 | How long does a car take to go from 10 m/s to 29.2 m/s at 3.4 m/s²? | 5.6471 | s | answer |
45 | How far do I get if I cruise for 32.9 minutes? | null | m | missing_input |
46 | cruising at 11.8 m/s for 30.2 minutes, how far will I get? | 21,381.6 | m | answer |
47 | A car at 56.9 mph brakes at 4.7 m/s². What is its stopping distance? | 68.8319 | m | answer |
48 | What force stops a 1,890 kg car from 78.1 km/h in 2.5 s? | -16,401 | N | answer |
49 | How much fuel does a 1,190 kg car use at 5.5 m/s? | null | null | off_topic |
50 | How far do I get if I cruise for 17.8 minutes? | null | m | missing_input |
51 | cruising at 55.8 mph for 84.6 s, how far will I get? | 2,110.3328 | m | answer |
52 | A car at 8.8 mph accelerates at 1.8 m/s² for 6.4 s. What is its final speed? | 15.454 | m/s | answer |
53 | there's a dog 28.4 m ahead and I'm at 28.6 m/s. how hard do I need to brake? | -14.4007 | m/s2 | answer |
54 | A car at 52 km/h accelerates at 0.29g for 4.9 s. What is its final speed? | 28.3797 | m/s | answer |
55 | Is it legal to drive at 55.8 km/h on a motorway? | null | null | off_topic |
56 | there's a dog 1.6 m ahead and I'm at 21.2 km/h. how hard do I need to brake? | -10.8372 | m/s2 | answer |
57 | A car at 26.7 m/s brakes at 7.5 m/s². How long until it stops? | 3.56 | s | answer |
58 | cruising at 9.5 m/s for 13.8 minutes, how far will I get? | 7,866 | m | answer |
59 | cruising at 37.4 mph for 42 minutes, how far will I get? | 42,132.6259 | m | answer |
60 | How far do I get if I cruise for 50.8 minutes? | null | m | missing_input |
61 | What acceleration takes a car from 59.4 km/h to 27.5 m/s in 6.2 s? | 1.7742 | m/s2 | answer |
62 | What tyre pressure should I use in the rain? | null | null | off_topic |
63 | How long does a car take to go from 13.4 mph to 108 km/h at 0.4g? | 6.1208 | s | answer |
64 | A 1,480 kg car goes from 23.5 mph to 29.5 m/s in 6.7 s. What net force acts on it? | 4,195.8133 | N | answer |
65 | A car at 15 mph accelerates at 2.4 m/s² for 7.6 s. What is its final speed? | 24.9456 | m/s | answer |
66 | A car at 93.5 km/h brakes at 2.9 m/s². What is its stopping distance? | 116.3028 | m | answer |
67 | doing 19.9 m/s in the rain, how far to stop? | 39.601 | m | answer |
68 | A car at 11.5 mph accelerates at 0.27g for 7.9 s. What is its final speed? | 26.0585 | m/s | answer |
69 | What acceleration takes a car from 43.4 mph to 83.2 km/h in 2.2 s? | 1.6862 | m/s2 | answer |
70 | What force stops a 1,350 kg car from 81.9 km/h in 2.3 s? | -13,353.2609 | N | answer |
71 | A car at 44.6 mph accelerates at 0.39g for 3.6 s. What is its final speed? | 33.7065 | m/s | answer |
72 | A car at 12.8 m/s brakes at 0.17g. What is its stopping distance? | 49.1383 | m | answer |
73 | A car at 18.4 km/h brakes at 0.28g. How long until it stops? | 1.8614 | s | answer |
74 | there's a dog 9.9 m ahead and I'm at 87.2 km/h. how hard do I need to brake? | -29.6321 | m/s2 | answer |
75 | How long does a car take to go from 8.9 mph to 55.6 mph at 3.8 m/s²? | 5.4939 | s | answer |
76 | Pulling away from rest at 3.4 m/s², how far have I gone after 7.6 s? | 98.192 | m | answer |
77 | What force does a 1,530 kg car need? | null | N | missing_input |
78 | How much fuel does a 1,780 kg car use at 74.1 mph? | null | null | off_topic |
79 | How long does it take to reach 42.8 mph? | null | s | missing_input |
80 | How long does it take to reach 107 km/h? | null | s | missing_input |
81 | What tyre pressure should I use in the rain? | null | null | off_topic |
82 | A 1,810 kg car goes from 9.4 m/s to 37.3 mph in 3.3 s. What net force acts on it? | 3,990.0035 | N | answer |
83 | A car at 6.5 m/s brakes at 4.9 m/s² with a wall 3.5 m ahead. How fast does it hit the wall? | 2.8196 | m/s | answer |
84 | A car at 71.1 mph brakes at 0.16g. What is its stopping distance? | 321.9299 | m | answer |
85 | How long does a car take to go from 34.7 mph to 79.6 mph at 0.33g? | 6.2024 | s | answer |
86 | How far do I get if I cruise for 44.3 minutes? | null | m | missing_input |
87 | How long does it take to reach 55.8 km/h? | null | s | missing_input |
88 | How long does it take to reach 114.7 km/h? | null | s | missing_input |
89 | How long does it take to drive 8.5 km at a constant 44.3 mph? | 429.209 | s | answer |
90 | What tyre pressure should I use on an icy road? | null | null | off_topic |
91 | A car at 20 m/s brakes at 7.9 m/s². How long until it stops? | 2.5316 | s | answer |
92 | Pulling away from rest at 1.5 m/s², how far have I gone after 4.8 s? | 17.28 | m | answer |
93 | A car at 29.3 km/h accelerates at 0.17g for 5.1 s. What is its final speed? | 16.6413 | m/s | answer |
94 | What tyre pressure should I use on an icy road? | null | null | off_topic |
95 | Can you write me a poem about a road trip? | null | null | off_topic |
96 | cruising at 27.2 mph for 12.2 minutes, how far will I get? | 8,900.7452 | m | answer |
97 | What force stops a 1,910 kg car from 51.4 km/h in 1 s? | -27,270.5556 | N | answer |
98 | A 2,050 kg car goes from 53 km/h to 28.8 m/s in 5.7 s. What net force acts on it? | 5,063.0604 | N | answer |
99 | What force stops a 1,020 kg car from 61.3 mph in 2.9 s? | -9,638.4907 | N | answer |
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Newton net driving physics questions
Preliminary synthetic data for Newton net: short (at most 160 characters) questions about braking, accelerating and driving at a constant speed, each with its exact answer in SI, or no answer when the question should be refused. Try the questions in the demo app. Code: github.com/prteek/newton-net.
| column | content |
|---|---|
id |
row number within the split |
text |
the question |
answer |
the answer in SI, signed (negative acceleration or force when braking); null when the question should be refused |
unit |
SI unit of the quantity asked for (m/s, s, m, m/s2, N), which names the target; null when the question is off topic |
case |
why it is answered or refused, for evaluation only: answer, missing_input (a quantity is asked for but not enough is given), off_topic |
Training uses text, answer and unit only: which number is which quantity, the sign and any implied values (from
rest, a stop, a wet road) are not labelled, and the model learns them by matching the answer through the planner.
How it is made: dataset/generate.py fills each question in from a template and a random, consistent physical
scenario. Values are written in units the project's extractor reads, and the answer is the project's planner applied to
the values as written plus what the question implies (a stop means v = 0, from rest u = 0, cruising a = 0, braking on a
road its typical deceleration), so answers are exact. train is 5,000 questions (seed 0) and test 1,000 (seed 1) less
any whose text is also in train. About 80% are answered, 10% ask for something without giving enough, and 10% are
off topic.
Preliminary: this matches the project's first, minimal prototype: 13 answerable templates and a few refusals. More templates and kinds of refusal (ambiguous, contradictory, impossible motion) come as the project develops.
Limitations: the questions come from a fixed set of templates, so wording is far narrower than real questions, and the test split shares templates with train (it tests new numbers and units, not new phrasing). Reaction time and negation ("I don't want to stop") are deliberately absent. Road-surface decelerations use typical values (dry 7.5, wet 5.0, icy 2.0 m/s²).
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