---
license: cc-by-4.0
task_categories:
- text-generation
language:
- pt
tags:
- pretraining
- pt-pt
- Portugal
pretty_name: Bagaco4, o maior corpo publico de pré-treino em pt-pt
size_categories:
- 10M<n<100M
---

Introdução

O maior dataset público de pré-treino dedicado exclusivamente ao português de europeu (pt-PT). 

O corpus foi curado de modo a garantir um bom alinhamento com o português usado em Portugal, minimizar as contaminações de outras variantes da língua ou traduções automáticas de baixa qualidade.

A principal inovação dos datasets da série bagaco, consiste na classificação prévia do texto com um score pt-pt, e extrair apenas os documentos que atingem o limiar que garante um score pt-pt superior a 0.90.

Esta versão está segmentada por níveis de qualidade. Este formato apresenta uma ligeira vantagem para a constituição de datasets de pré-treino (com ramping) adaptados ao modelo a treinar.

| edu | pt-pt | docs | chars | words | tokens |
|---|---|---|---|---|---|
| 5 | 0.8933 | 128,498 | 598,609,752 | 96,096,649 | 238,260,341 |
| 4 | 0.8958 | 2,574,687 | 19,598,337,214 | 3,165,154,084 | 7,615,216,866 |
| 3 | 0.9040 | 5,811,431 | 39,792,992,065 | 6,343,431,560 | 15,318,959,412 |
| 2 | 0.9290 | 13,738,836 | 53,091,805,170 | 8,557,967,628 | 20,418,537,041 |
| 1 | 0.9390 | 31,443,575 | 73,734,288,823 | 11,826,372,987 | 28,333,323,154 |
| 0 | 0.9184 | 44,850,283 | 120,304,072,247 | 19,438,743,284 | - |
| Total | - | 98,547,310 | 307,120,105,271 | 49,427,766,192 | 71,924,296,814* |


## EDU-5 Quick Metrics

| Metric | Value |
|---|---|
| Total Documents | 128,498 |
| Total Characters | 598,609,752 |
| Total Words | 96,096,649 |

## EDU-5 Document Length Statistics

| Statistic | Characters | Words |
|---|---|---|
| Min | 31.00 | 1.00 |
| P05 | 564.00 | 92.00 |
| P25 (Q1) | 1,088.00 | 182.00 |
| Mediana (Q2) | 2,028.00 | 338.00 |
| Média | 4,658.51 | 747.85 |
| P75 (Q3) | 3,984.00 | 659.00 |
| P95 | 14,085.00 | 2,266.00 |
| Max | 1,004,740.00 | 152,730.00 |

## EDU-5 Scores Distribution

| Statistic | pt-pt Score | Educational Score |
|---|---|---|
| Min | 0.7000 | 5.0 |
| P05 | 0.7300 | 5.0 |
| P25 (Q1) | 0.8314 | 5.0 |
| Mediana (Q2) | 0.9146 | 5.0 |
| Média | 0.8933 | 5.0 |
| P75 (Q3) | 0.9660 | 5.0 |
| P95 | 0.9951 | 5.0 |
| Max | 1.0000 | 5.0 |

## EDU-5 Character Distribution Histogram

| Character Range | Document Count | Percentage |
|---|---|---|
| 0 - 100 | 836 | 0.651% |
| 100 - 250 | 273 | 0.212% |
| 250 - 500 | 3,622 | 2.819% |
| 500 - 750 | 8,709 | 6.778% |
| 750 - 1,000 | 14,072 | 10.951% |
| 1,000 - 1,500 | 20,869 | 16.241% |
| 1,500 - 2,000 | 15,083 | 11.738% |
| 2,000 - 3,000 | 20,485 | 15.942% |
| 3,000 - 5,000 | 20,282 | 15.784% |
| 5,000 - 7,500 | 10,115 | 7.872% |
| 7,500 - 10,000 | 4,448 | 3.462% |
| 10,000 - 15,000 | 3,707 | 2.885% |
| 15,000 - 20,000 | 1,441 | 1.121% |
| 20,000 - 30,000 | 1,109 | 0.863% |
| 30,000 - 50,000 | 2,293 | 1.784% |
| 50,000 - 75,000 | 609 | 0.474% |
| 75,000 - 100,000 | 229 | 0.178% |
| 100,000 - 150,000 | 158 | 0.123% |
| 150,000 - 250,000 | 97 | 0.075% |
| 250,000 - 500,000 | 47 | 0.037% |
| 500,000 - 1,000,000 | 13 | 0.010% |
| 1,000,000 - ∞ | 1 | 0.001% |


## EDU-4 Quick Metrics

| Metric | Value |
|---|---|
| Total Documents | 2,574,687 |
| Total Characters | 19,598,337,214 |
| Total Words | 3,165,154,084 |

## EDU-4 Document Length Statistics

| Statistic | Characters | Words |
|---|---|---|
| Min | 31.00 | 1.00 |
| P05 | 529.00 | 88.00 |
| P25 (Q1) | 1,617.00 | 265.00 |
| Mediana (Q2) | 3,143.00 | 515.00 |
| Média | 7,611.93 | 1,229.34 |
| P75 (Q3) | 6,346.00 | 1,040.00 |
| P95 | 24,376.00 | 3,998.00 |
| Max | 14,201,718.00 | 2,116,470.00 |

## EDU-4 Scores Distribution

| Statistic | pt-pt Score | Educational Score |
|---|---|---|
| Min | 0.7000 | 4.0 |
| P05 | 0.7303 | 4.0 |
| P25 (Q1) | 0.8389 | 4.0 |
| Mediana (Q2) | 0.9191 | 4.0 |
| Média | 0.8958 | 4.0 |
| P75 (Q3) | 0.9655 | 4.0 |
| P95 | 0.9930 | 4.0 |
| Max | 1.0000 | 4.0 |


## EDU-4 Character Distribution Histogram

| Character Range | Document Count | Percentage |
|---|---|---|
| 0 - 100 | 1,069 | 0.042% |
| 100 - 250 | 15,319 | 0.595% |
| 250 - 500 | 96,145 | 3.734% |
| 500 - 750 | 123,919 | 4.813% |
| 750 - 1,000 | 104,555 | 4.061% |
| 1,000 - 1,500 | 244,971 | 9.515% |
| 1,500 - 2,000 | 245,301 | 9.527% |
| 2,000 - 3,000 | 406,897 | 15.804% |
| 3,000 - 5,000 | 503,887 | 19.571% |
| 5,000 - 7,500 | 300,964 | 11.689% |
| 7,500 - 10,000 | 153,248 | 5.952% |
| 10,000 - 15,000 | 145,254 | 5.642% |
| 15,000 - 20,000 | 69,151 | 2.686% |
| 20,000 - 30,000 | 64,588 | 2.509% |
| 30,000 - 50,000 | 54,833 | 2.130% |
| 50,000 - 75,000 | 22,207 | 0.863% |
| 75,000 - 100,000 | 9,010 | 0.350% |
| 100,000 - 150,000 | 5,836 | 0.227% |
| 150,000 - 250,000 | 3,592 | 0.140% |
| 250,000 - 500,000 | 2,394 | 0.093% |
| 500,000 - 1,000,000 | 1,061 | 0.041% |
| 1,000,000 - ∞ | 486 | 0.019% |

## EDU-3 Quick Metrics

| Metric | Value |
|---|---|
| Total Documents | 5,811,431 |
| Total Characters | 39,792,992,065 |
| Total Words | 6,343,431,560 |

## EDU-3 Document Length Statistics

| Statistic | Characters | Words |
|---|---|---|
| Min | 31.00 | 1.00 |
| P05 | 523.00 | 85.00 |
| P25 (Q1) | 1,459.00 | 236.00 |
| Mediana (Q2) | 2,861.00 | 463.00 |
| Média | 6,847.37 | 1,091.54 |
| P75 (Q3) | 5,653.00 | 915.00 |
| P95 | 21,537.00 | 3,486.00 |
| Max | 33,537,348.00 | 3,552,909.00 |

## EDU-3 Scores Distribution

| Statistic | pt-pt Score | Educational Score |
|---|---|---|
| Min | 0.7000 | 3.0 |
| P05 | 0.7338 | 3.0 |
| P25 (Q1) | 0.8518 | 3.0 |
| Mediana (Q2) | 0.9298 | 3.0 |
| Média | 0.9040 | 3.0 |
| P75 (Q3) | 0.9719 | 3.0 |
| P95 | 0.9950 | 3.0 |
| Max | 1.0000 | 3.0 |

## EDU-3 Character Distribution Histogram

| Character Range | Document Count | Percentage |
|---|---|---|
| 0 - 100 | 2,669 | 0.046% |
| 100 - 250 | 23,543 | 0.405% |
| 250 - 500 | 230,932 | 3.974% |
| 500 - 750 | 359,819 | 6.192% |
| 750 - 1,000 | 307,587 | 5.293% |
| 1,000 - 1,500 | 571,829 | 9.840% |
| 1,500 - 2,000 | 583,038 | 10.033% |
| 2,000 - 3,000 | 937,760 | 16.136% |
| 3,000 - 5,000 | 1,123,022 | 19.324% |
| 5,000 - 7,500 | 637,425 | 10.968% |
| 7,500 - 10,000 | 307,702 | 5.295% |
| 10,000 - 15,000 | 280,770 | 4.831% |
| 15,000 - 20,000 | 128,480 | 2.211% |
| 20,000 - 30,000 | 120,050 | 2.066% |
| 30,000 - 50,000 | 103,042 | 1.773% |
| 50,000 - 75,000 | 46,939 | 0.808% |
| 75,000 - 100,000 | 18,125 | 0.312% |
| 100,000 - 150,000 | 12,493 | 0.215% |
| 150,000 - 250,000 | 8,290 | 0.143% |
| 250,000 - 500,000 | 5,425 | 0.093% |
| 500,000 - 1,000,000 | 1,806 | 0.031% |
| 1,000,000 - ∞ | 685 | 0.012% |


## EDU-2 Quick Metrics

| Metric | Value |
|---|---|
| Total Documents | 13,738,836 |
| Total Characters | 53,091,805,170 |
| Total Words | 8,557,967,628 |

## EDU-2 Document Length Statistics

| Statistic | Characters | Words |
|---|---|---|
| Min | 31.00 | 1.00 |
| P05 | 478.00 | 78.00 |
| P25 (Q1) | 1,091.00 | 176.00 |
| Mediana (Q2) | 2,065.00 | 333.00 |
| Média | 3,864.36 | 622.90 |
| P75 (Q3) | 3,788.00 | 613.00 |
| P95 | 11,269.00 | 1,836.00 |
| Max | 12,239,987.00 | 975,863.00 |

## EDU-2 Scores Distribution

| Statistic | pt-pt Score | Educational Score |
|---|---|---|
| Min | 0.7000 | 2.0 |
| P05 | 0.7602 | 2.0 |
| P25 (Q1) | 0.8977 | 2.0 |
| Mediana (Q2) | 0.9567 | 2.0 |
| Média | 0.9290 | 2.0 |
| P75 (Q3) | 0.9844 | 2.0 |
| P95 | 0.9976 | 2.0 |
| Max | 1.0000 | 2.0 |

Nota: Valores inválidos encontrados para pt-pt: 0.
## EDU-2 Character Distribution Histogram

| Character Range | Document Count | Percentage |
|---|---|---|
| 0 - 100 | 29,490 | 0.215% |
| 100 - 250 | 89,609 | 0.652% |
| 250 - 500 | 640,957 | 4.665% |
| 500 - 750 | 1,181,887 | 8.603% |
| 750 - 1,000 | 1,120,481 | 8.156% |
| 1,000 - 1,500 | 1,876,581 | 13.659% |
| 1,500 - 2,000 | 1,728,997 | 12.585% |
| 2,000 - 3,000 | 2,429,049 | 17.680% |
| 3,000 - 5,000 | 2,330,646 | 16.964% |
| 5,000 - 7,500 | 1,049,962 | 7.642% |
| 7,500 - 10,000 | 441,040 | 3.210% |
| 10,000 - 15,000 | 367,513 | 2.675% |
| 15,000 - 20,000 | 153,703 | 1.119% |
| 20,000 - 30,000 | 134,870 | 0.982% |
| 30,000 - 50,000 | 97,028 | 0.706% |
| 50,000 - 75,000 | 37,550 | 0.273% |
| 75,000 - 100,000 | 13,310 | 0.097% |
| 100,000 - 150,000 | 8,528 | 0.062% |
| 150,000 - 250,000 | 4,712 | 0.034% |
| 250,000 - 500,000 | 2,230 | 0.016% |
| 500,000 - 1,000,000 | 524 | 0.004% |
| 1,000,000 - ∞ | 169 | 0.001% |


## EDU-1 Quick Metrics

| Metric | Value |
|---|---|
| Total Documents | 31,443,575 |
| Total Characters | 73,734,288,823 |
| Total Words | 11,826,372,987 |

## EDU-1 Document Length Statistics

| Statistic | Characters | Words |
|---|---|---|
| Min | 10.00 | 1.00 |
| P05 | 267.00 | 43.00 |
| P25 (Q1) | 680.00 | 110.00 |
| Mediana (Q2) | 1,334.00 | 215.00 |
| Média | 2,344.97 | 376.11 |
| P75 (Q3) | 2,497.00 | 402.00 |
| P95 | 6,673.00 | 1,078.00 |
| Max | 5,514,848.00 | 883,850.00 |

## EDU-1 Scores Distribution

| Statistic | pt-pt Score | Educational Score |
|---|---|---|
| Min | 0.7000 | 1.0 |
| P05 | 0.7613 | 1.0 |
| P25 (Q1) | 0.9136 | 1.0 |
| Mediana (Q2) | 0.9717 | 1.0 |
| Média | 0.9390 | 1.0 |
| P75 (Q3) | 0.9925 | 1.0 |
| P95 | 0.9993 | 1.0 |
| Max | 1.0000 | 1.0 |

Nota: Valores inválidos encontrados para pt-pt: 0.
## EDU-1 Character Distribution Histogram

| Character Range | Document Count | Percentage |
|---|---|---|
| 0 - 100 | 313,270 | 0.996% |
| 100 - 250 | 1,073,390 | 3.414% |
| 250 - 500 | 3,630,972 | 11.548% |
| 500 - 750 | 3,873,890 | 12.320% |
| 750 - 1,000 | 3,256,992 | 10.358% |
| 1,000 - 1,500 | 5,103,312 | 16.230% |
| 1,500 - 2,000 | 3,716,493 | 11.820% |
| 2,000 - 3,000 | 4,463,314 | 14.195% |
| 3,000 - 5,000 | 3,425,383 | 10.894% |
| 5,000 - 7,500 | 1,314,804 | 4.181% |
| 7,500 - 10,000 | 535,760 | 1.704% |
| 10,000 - 15,000 | 371,490 | 1.181% |
| 15,000 - 20,000 | 134,552 | 0.428% |
| 20,000 - 30,000 | 103,533 | 0.329% |
| 30,000 - 50,000 | 73,369 | 0.233% |
| 50,000 - 75,000 | 26,747 | 0.085% |
| 75,000 - 100,000 | 10,373 | 0.033% |
| 100,000 - 150,000 | 8,330 | 0.026% |
| 150,000 - 250,000 | 4,871 | 0.015% |
| 250,000 - 500,000 | 2,118 | 0.007% |
| 500,000 - 1,000,000 | 459 | 0.001% |
| 1,000,000 - ∞ | 153 | 0.000% |

## EDU-0 Quick Metrics

| Metric | Value |
|---|---|
| Total Documents | 44,850,283 |
| Total Characters | 120,304,072,247 |
| Total Words | 19,438,743,284 |

## EDU-0 Document Length Statistics

| Statistic | Characters | Words |
|---|---|---|
| Min | 0.00 | 0.00 |
| P05 | 219.00 | 36.00 |
| P25 (Q1) | 658.00 | 107.00 |
| Mediana (Q2) | 1,345.00 | 219.00 |
| Média | 2,682.35 | 433.41 |
| P75 (Q3) | 2,708.00 | 442.00 |
| P95 | 8,276.00 | 1,348.00 |
| Max | 64,123,869.00 | 10,449,524.00 |

## EDU-0 Scores Distribution

| Statistic | pt-pt Score | Educational Score |
|---|---|---|
| Min | 0.7000 | 0.0 |
| P05 | 0.7358 | 0.0 |
| P25 (Q1) | 0.8660 | 0.0 |
| Mediana (Q2) | 0.9544 | 0.0 |
| Média | 0.9184 | 0.0 |
| P75 (Q3) | 0.9884 | 0.0 |
| P95 | 0.9992 | 0.0 |
| Max | 1.0000 | 0.0 |

Nota: Valores inválidos encontrados para pt-pt: 0.
## EDU-0 Character Distribution Histogram

| Character Range | Document Count | Percentage |
|---|---|---|
| 0 - 100 | 935,126 | 2.085% |
| 100 - 250 | 1,821,867 | 4.062% |
| 250 - 500 | 5,287,948 | 11.790% |
| 500 - 750 | 4,863,896 | 10.845% |
| 750 - 1,000 | 4,387,087 | 9.782% |
| 1,000 - 1,500 | 7,112,224 | 15.858% |
| 1,500 - 2,000 | 4,879,368 | 10.879% |
| 2,000 - 3,000 | 5,591,134 | 12.466% |
| 3,000 - 5,000 | 4,775,272 | 10.647% |
| 5,000 - 7,500 | 2,515,819 | 5.609% |
| 7,500 - 10,000 | 103,6249 | 2.310% |
| 10,000 - 15,000 | 756,058 | 1.686% |
| 15,000 - 20,000 | 361,754 | 0.807% |
| 20,000 - 30,000 | 296,332 | 0.661% |
| 30,000 - 50,000 | 136,139 | 0.304% |
| 50,000 - 75,000 | 51,454 | 0.115% |
| 75,000 - 100,000 | 17,342 | 0.039% |
| 100,000 - 150,000 | 13,494 | 0.030% |
| 150,000 - 250,000 | 7,155 | 0.016% |
| 250,000 - 500,000 | 3,206 | 0.007% |
| 500,000 - 1,000,000 | 943 | 0.002% |
| 1,000,000 - ∞ | 416 | 0.001% |