# Datasets:math_dataset

Languages: English
Dataset Preview
"b'Solve -282*d + 929 - 178 = -1223 for d.\n'"
"b'7\n'"
"b'Solve 49*l + 45*l - 125 - 63 = 0 for l.\n'"
"b'2\n'"
"b'Solve -64*t + 1387 - 848 + 933 = 0 for t.\n'"
"b'23\n'"
"b'Solve 75*g = 192*g - 71*g - 79*g - 264 for g.\n'"
"b'-8\n'"
"b'Solve -34*v + 232*v + 52351 = 48985 for v.\n'"
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"b'Solve 21*w + 26*w - 9*w - 3*w + 980 = 0 for w.\n'"
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"b'Solve -21*v - 96 = 156 for v.\n'"
"b'-12\n'"
"b'Solve -12*t - 4482 = 64*t - 383*t + 141*t for t.\n'"
"b'27\n'"
"b'Solve -516 = -106*h + 4183 - 247 for h.\n'"
"b'42\n'"
"b'Solve -5437 = 149*q - 2717 + 2942 for q.\n'"
"b'-38\n'"
"b'Solve -10500 = -3300*p + 1800*p for p.\n'"
"b'7\n'"
"b'Solve -351*s - 5051 = 586*s - 623 + 6816 for s.\n'"
"b'-12\n'"
"b'Solve 1633 = 327*u - 891 - 944 - 1110 for u.\n'"
"b'14\n'"
"b'Solve 8*x + 77 = -7*x - 158 + 70 for x.\n'"
"b'-11\n'"
"b'Solve -51*u + 22*u + 729 = -79*u - 1171 for u.\n'"
"b'-38\n'"
"b'Solve 0 = 4018*q - 4444 - 3592 for q.\n'"
"b'2\n'"
"b'Solve 34338*y = 34271*y - 3216 for y.\n'"
"b'-48\n'"
"b'Solve -12463 - 56347 = -2338*d + 58334 - 12582 for d.\n'"
"b'49\n'"
"b'Solve 315*k + 6462 + 1204 = -162*k - 6167 for k.\n'"
"b'-29\n'"
"b'Solve -5444 = -458*f - 25596 for f.\n'"
"b'-44\n'"
"b'Solve 1407 = -141*f + 2112 for f.\n'"
"b'5\n'"
"b'Solve h - h - 13*h + h = 540 for h.\n'"
"b'-45\n'"
"b'Solve 0 = 49560*f - 49522*f - 1102 for f.\n'"
"b'29\n'"
"b'Solve 1106*r + 29369 = 434*r + 1145 for r.\n'"
"b'-42\n'"
"b'Solve 0 = -254*s - 44133 + 46673 for s.\n'"
"b'10\n'"
"b'Solve 2857*n - 2677*n + 1260 = 0 for n.\n'"
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"b'Solve 159 = 58*a - 146 - 118 + 17 for a.\n'"
"b'7\n'"
"b'Solve 0 = 81*q + 8096 - 4451 for q.\n'"
"b'-45\n'"
"b'Solve 1308*j = -21443 - 26953 for j.\n'"
"b'-37\n'"
"b'Solve -71*a - 2546 = -108*a - 97*a for a.\n'"
"b'19\n'"
"b'Solve 0*t - 33*t - 83 + 964 = -736 for t.\n'"
"b'49\n'"
"b'Solve -22*k = 166 + 57 - 25 for k.\n'"
"b'-9\n'"
"b'Solve -39*o - 99*o + 67 = 111*o + 814 for o.\n'"
"b'-3\n'"
"b'Solve 237 = 14*g + 791 - 134 for g.\n'"
"b'-30\n'"
"b'Solve 12655 = -131*z - 217*z - 14*z + 1071 for z.\n'"
"b'-32\n'"
"b'Solve -243*n + 1512 = 68*n - 59*n for n.\n'"
"b'6\n'"
"b'Solve 307*b + 88 = 195 + 1121 for b.\n'"
"b'4\n'"
"b'Solve -1711*p + 520 + 1435 = -1626*p for p.\n'"
"b'23\n'"
"b'Solve 111*o - 341*o + 900 = -135*o - 120*o for o.\n'"
"b'-36\n'"
"b'Solve -61*n = 183*n + 1440*n + 8420 for n.\n'"
"b'-5\n'"
"b'Solve 0 = -11*u - 10394 + 9877 for u.\n'"
"b'-47\n'"
"b'Solve 0 = 17*y + 6898 - 6473 for y.\n'"
"b'-25\n'"
"b'Solve -591*v = -188*v - 192 - 15693 + 1780 for v.\n'"
"b'35\n'"
"b'Solve -780*h = -263*h + 19129 for h.\n'"
"b'-37\n'"
"b'Solve -253*i + 2769 - 14660 = 0 for i.\n'"
"b'-47\n'"
"b'Solve 2959*b + 4245 + 11493 = -4975 for b.\n'"
"b'-7\n'"
"b'Solve 14263 - 17047 = -87*s for s.\n'"
"b'32\n'"
"b'Solve 0 = 2885*i + 3042 + 20933 + 47695 + 40845 for i.\n'"
"b'-39\n'"
"b'Solve 0 = 1102422*q - 1102381*q - 1968 for q.\n'"
"b'48\n'"
"b'Solve 0 = -i - 91*i - 1598*i - 64220 for i.\n'"
"b'-38\n'"
"b'Solve -5561 = -1733*b - 753*b - 21099 - 36668 for b.\n'"
"b'-21\n'"
"b'Solve 19*v - 316 - 142 = 151 + 75 for v.\n'"
"b'36\n'"
"b'Solve 62*a + 4*a - 3*a + 2480 = a for a.\n'"
"b'-40\n'"
"b'Solve -7*o - 13*o = 672 - 654 - 698 for o.\n'"
"b'34\n'"
"b'Solve -304*a = 1517*a + 3642 for a.\n'"
"b'-2\n'"
"b'Solve 32*b + 36*b + 280 = -22*b + 34*b for b.\n'"
"b'-5\n'"
"b'Solve -6041*a + 6164*a + 738 = 0 for a.\n'"
"b'-6\n'"
"b'Solve 190*v + 2901 = -902*v + 144*v - 19*v for v.\n'"
"b'-3\n'"
"b'Solve -1072*f - 48125 = -8461 for f.\n'"
"b'-37\n'"
"b'Solve 148*q - 2571 + 501 = -91*q + 32*q for q.\n'"
"b'10\n'"
"b'Solve -98317*p + 98094*p - 8697 = 0 for p.\n'"
"b'-39\n'"
"b'Solve 1129 = 112*g + 5497 for g.\n'"
"b'-39\n'"
"b'Solve 34934 = -2069*g - 1059 + 4958 for g.\n'"
"b'-15\n'"
"b'Solve -1004*k - 10471 + 2408 - 15049 = -362*k for k.\n'"
"b'-36\n'"
"b'Solve -370*j = 560*j + 8207 + 3883 for j.\n'"
"b'-13\n'"
"b'Solve -171 + 315 + 171 = -63*g for g.\n'"
"b'-5\n'"
"b'Solve -77945*l + 77956*l - 62 + 370 = 0 for l.\n'"
"b'-28\n'"
"b'Solve 0 = -118*a + 264*a + 3942 for a.\n'"
"b'-27\n'"
"b'Solve -93*n + 1008 = 18*n + 33*n for n.\n'"
"b'7\n'"
"b'Solve -558 = -24*n + 186*n + 48*n - 5388 for n.\n'"
"b'23\n'"
"b'Solve 82*m - 2*m - 133*m = 142*m - 2925 for m.\n'"
"b'15\n'"
"b'Solve -158*s + 63*s - 2446 = -261 for s.\n'"
"b'-23\n'"
"b'Solve 159*c + 118*c - 3317 = -1048 + 1055 for c.\n'"
"b'12\n'"
"b'Solve 0 = -182*n + 2925 - 4563 for n.\n'"
"b'-9\n'"
"b'Solve 739*v - 364*v = -109*v - 913*v - 1397 for v.\n'"
"b'-1\n'"
"b'Solve 6*p - 105*p - 1644 = 1920 for p.\n'"
"b'-36\n'"
"b'Solve -1334*l - 1365*l = -2753*l + 1350 for l.\n'"
"b'25\n'"
"b'Solve -6*s = -31*s - 728*s + 7075 + 14009 for s.\n'"
"b'28\n'"
"b'Solve 0 = -9*y + 859 - 1273 for y.\n'"
"b'-46\n'"
"b'Solve 14*w - 85*w + 17*w + 20*w + 272 = 0 for w.\n'"
"b'8\n'"
"b'Solve -117*z - 11214 = -4*z + 66*z + 88*z for z.\n'"
"b'-42\n'"
"b'Solve 665 - 1356 = 71*c - 478 for c.\n'"
"b'-3\n'"
"b'Solve -71*z - 13*z + 6*z + 380 + 400 = 0 for z.\n'"
"b'10\n'"
"b'Solve 1898 = -2633*x - 831 - 2537 for x.\n'"
"b'-2\n'"
"b'Solve 1516*r = 2372*r - 35096 for r.\n'"
"b'41\n'"
"b'Solve -292*b = 6180 - 12580 - 7616 for b.\n'"
"b'48\n'"
"b'Solve 813*m = -187*m - 28000 for m.\n'"
"b'-28\n'"
"b'Solve 66*u - 1478 - 1624 = 0 for u.\n'"
"b'47\n'"
"b'Solve 2999*w - 88874 + 11332 = 63411 for w.\n'"
"b'47\n'"
"b'Solve -2048*c + 5277*c = -22603 for c.\n'"
"b'-7\n'"
"b'Solve -1114*i + 2193*i + 580 = 1099*i for i.\n'"
"b'29\n'"
"b'Solve -6930 = 475*z - 706*z for z.\n'"
"b'30\n'"
"b'Solve 2328 = 89*h + 179*h + 23*h for h.\n'"
"b'8\n'"
"b'Solve 52*x = -152*x - 79*x + 21018 - 8283 for x.\n'"
"b'45\n'"
"b'Solve -62*i + 1362 + 297 = 109 for i.\n'"
"b'25\n'"
"b'Solve -246*w - 53*w + 675*w = -520*w - 33152 for w.\n'"
"b'-37\n'"
"b'Solve 8549 = 905*t + 1017*t - 8749 for t.\n'"
"b'9\n'"
"b'Solve 27719 = 322*y + 22245 for y.\n'"
"b'17\n'"
"b'Solve -25895 - 4396 = -967*b + 5458 + 6799 for b.\n'"
"b'44\n'"
"b'Solve -15996*l - 6058 = -16229*l for l.\n'"
"b'26\n'"
End of preview (truncated to 100 rows)

# Dataset Card for "math_dataset"

### Dataset Summary

Mathematics database.

This dataset code generates mathematical question and answer pairs, from a range of question types at roughly school-level difficulty. This is designed to test the mathematical learning and algebraic reasoning skills of learning models.

Original paper: Analysing Mathematical Reasoning Abilities of Neural Models (Saxton, Grefenstette, Hill, Kohli).

Example usage: train_examples, val_examples = datasets.load_dataset( 'math_dataset/arithmetic__mul', split=['train', 'test'], as_supervised=True)

## Dataset Structure

### Data Instances

#### algebra__linear_1d

• Size of the generated dataset: 88.31 MB
• Total amount of disk used: 2313.31 MB

An example of 'train' looks as follows.




#### algebra__linear_1d_composed

• Size of the generated dataset: 191.29 MB
• Total amount of disk used: 2416.29 MB

An example of 'train' looks as follows.




#### algebra__linear_2d

• Size of the generated dataset: 121.51 MB
• Total amount of disk used: 2346.51 MB

An example of 'train' looks as follows.




#### algebra__linear_2d_composed

• Size of the generated dataset: 224.68 MB
• Total amount of disk used: 2449.68 MB

An example of 'train' looks as follows.




#### algebra__polynomial_roots

• Size of the generated dataset: 156.41 MB
• Total amount of disk used: 2381.41 MB

An example of 'train' looks as follows.




### Data Fields

The data fields are the same among all splits.

#### algebra__linear_1d

• question: a string feature.
• answer: a string feature.

#### algebra__linear_1d_composed

• question: a string feature.
• answer: a string feature.

#### algebra__linear_2d

• question: a string feature.
• answer: a string feature.

#### algebra__linear_2d_composed

• question: a string feature.
• answer: a string feature.

#### algebra__polynomial_roots

• question: a string feature.
• answer: a string feature.

### Data Splits

name train test
algebra__linear_1d 1999998 10000
algebra__linear_1d_composed 1999998 10000
algebra__linear_2d 1999998 10000
algebra__linear_2d_composed 1999998 10000
algebra__polynomial_roots 1999998 10000

## Considerations for Using the Data

### Citation Information


@article{2019arXiv,
author = {Saxton, Grefenstette, Hill, Kohli},
title = {Analysing Mathematical Reasoning Abilities of Neural Models},
year = {2019},
journal = {arXiv:1904.01557}
}


### Contributions

Thanks to @patrickvonplaten, @lewtun, @thomwolf for adding this dataset.