QRPO Reference Datasets
Collection
Datasets with reference completions and rewards used in the paper https://arxiv.org/abs/2507.08068.
•
28 items
•
Updated
Datasets:
uuid
stringlengths 36
36
| instruction
stringlengths 26
1.09k
| gen_input_configs
dict | intent
stringlengths 18
336
| knowledge
stringlengths 18
351
| difficulty
stringclasses 3
values | input_quality
stringclasses 2
values | quality_explanation
stringlengths 176
929
| task_category
stringclasses 11
values | input_length
int64 26
1.09k
| responses
listlengths 5
5
| gen_response_configs
dict | rewards_armorm
listlengths 5
5
| chosen
listlengths 2
2
| rejected
listlengths 2
2
| chosen_reward_tokens
listlengths 31
2.05k
| chosen_reward_tokens_len
int64 31
2.05k
| chosen_reward_text
stringlengths 151
14.3k
| rejected_reward_tokens
listlengths 22
2.05k
| rejected_reward_tokens_len
int64 22
2.05k
| rejected_reward_text
stringlengths 158
13.2k
| max_chosen_rejected_reward_tokens_len
int64 34
2.05k
| chosen_rewards
float64 0.03
0.54
| rejected_rewards
float64 -0.75
0.37
| ref_completions
listlengths 2
2
| ref_rewards
listlengths 50
50
| ref_completions_reward_tokens
listlengths 50
50
| ref_completions_reward_tokens_len
listlengths 50
50
| ref_completions_reward_texts
listlengths 50
50
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6d978758-3406-5b33-883a-2ddcd25e3d7c
| "I am trying to determine if a given computer program is a good solution for a specific problem. How(...TRUNCATED)
|
{
"temperature": 1,
"top_p": 0.99
}
|
The user wants to evaluate the performance of a computer program
| "To solve this problem, the models need to know about program evaluation, performance metrics, and p(...TRUNCATED)
|
medium
|
good
| "The query is clear and specific about the user's goal, which is to evaluate the performance of a co(...TRUNCATED)
|
Information seeking
| 152
| ["Evaluating the performance of a computer program involves assessing its ability to meet the requir(...TRUNCATED)
| {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED)
| [{"score":0.1845703125},{"score":0.185546875},{"score":0.18359375},{"score":0.189453125},{"score":0.(...TRUNCATED)
| [{"content":"I am trying to determine if a given computer program is a good solution for a specific (...TRUNCATED)
| [{"content":"I am trying to determine if a given computer program is a good solution for a specific (...TRUNCATED)
| [128006,882,128007,271,40,1097,4560,311,8417,422,264,2728,6500,2068,374,264,1695,6425,369,264,3230,3(...TRUNCATED)
| 628
| "<|start_header_id|>user<|end_header_id|>\n\nI am trying to determine if a given computer program is(...TRUNCATED)
| [128006,882,128007,271,40,1097,4560,311,8417,422,264,2728,6500,2068,374,264,1695,6425,369,264,3230,3(...TRUNCATED)
| 462
| "<|start_header_id|>user<|end_header_id|>\n\nI am trying to determine if a given computer program is(...TRUNCATED)
| 628
| 0.19043
| 0.103027
| [{"content":"I am trying to determine if a given computer program is a good solution for a specific (...TRUNCATED)
| [0.1904296875,0.12890625,0.171875,0.1396484375,0.10302734375,0.169921875,0.1787109375,0.189453125,0.(...TRUNCATED)
| [[128006,882,128007,271,40,1097,4560,311,8417,422,264,2728,6500,2068,374,264,1695,6425,369,264,3230,(...TRUNCATED)
| [628,483,383,231,462,273,443,592,189,731,150,303,365,324,130,417,305,272,129,357,337,384,736,301,453(...TRUNCATED)
| ["<|start_header_id|>user<|end_header_id|>\n\nI am trying to determine if a given computer program i(...TRUNCATED)
|
cb47e985-3d7c-57f7-9c6f-00231e6784b3
| "I have a question about generative models, specifically Generative Adversarial Networks (GANs). Do (...TRUNCATED)
|
{
"temperature": 1,
"top_p": 0.995
}
|
The user wants to know common pitfalls when training a Generative Adversarial Network (GAN)
| "To solve this problem, the models need to know the basics of GANs, deep learning, and machine learn(...TRUNCATED)
|
medium
|
good
| "The user query is clear and specific, asking about common pitfalls when training a Generative Adver(...TRUNCATED)
|
Information seeking
| 158
| ["Generative Adversarial Networks (GANs) can be challenging to train, and there are several common p(...TRUNCATED)
| {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED)
| [{"score":0.173828125},{"score":0.1796875},{"score":0.1787109375},{"score":0.173828125},{"score":0.1(...TRUNCATED)
| [{"content":"I have a question about generative models, specifically Generative Adversarial Networks(...TRUNCATED)
| [{"content":"I have a question about generative models, specifically Generative Adversarial Networks(...TRUNCATED)
| [128006,882,128007,271,40,617,264,3488,922,1803,1413,4211,11,11951,2672,1413,2467,3078,43821,39810,3(...TRUNCATED)
| 361
| "<|start_header_id|>user<|end_header_id|>\n\nI have a question about generative models, specifically(...TRUNCATED)
| [128006,882,128007,271,40,617,264,3488,922,1803,1413,4211,11,11951,2672,1413,2467,3078,43821,39810,3(...TRUNCATED)
| 93
| "<|start_header_id|>user<|end_header_id|>\n\nI have a question about generative models, specifically(...TRUNCATED)
| 361
| 0.145508
| 0.083496
| [{"content":"I have a question about generative models, specifically Generative Adversarial Networks(...TRUNCATED)
| [0.1455078125,0.09375,0.134765625,0.1220703125,0.08349609375,0.140625,0.1376953125,0.11328125,0.1210(...TRUNCATED)
| [[128006,882,128007,271,40,617,264,3488,922,1803,1413,4211,11,11951,2672,1413,2467,3078,43821,39810,(...TRUNCATED)
| [361,265,134,686,93,329,75,144,527,423,204,178,333,198,120,226,239,97,368,107,227,280,123,330,204,27(...TRUNCATED)
| ["<|start_header_id|>user<|end_header_id|>\n\nI have a question about generative models, specificall(...TRUNCATED)
|
7b4cecf5-9b18-5fbb-be21-e7b7dc29d7ae
| "I have a cooled magnet and a topological insulator. How can I detect the propagation of Majorana ze(...TRUNCATED)
|
{
"temperature": 1.1,
"top_p": 0.995
}
| "The user wants to detect the propagation of Majorana zero modes using a cooled magnet and a topolog(...TRUNCATED)
| "To solve this problem, the models need to know quantum mechanics, condensed matter physics, and the(...TRUNCATED)
|
hard
|
good
| "The query is clear and specific, with a clear mention of the materials used (cooled magnet and topo(...TRUNCATED)
|
Information seeking
| 108
| ["What a fascinating topic!\n\nTo detect the propagation of Majorana zero modes (MZMs) in a topologi(...TRUNCATED)
| {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED)
| [{"score":0.19140625},{"score":0.18359375},{"score":0.1884765625},{"score":0.1884765625},{"score":0.(...TRUNCATED)
| [{"content":"I have a cooled magnet and a topological insulator. How can I detect the propagation of(...TRUNCATED)
| [{"content":"I have a cooled magnet and a topological insulator. How can I detect the propagation of(...TRUNCATED)
| [128006,882,128007,271,40,617,264,65410,33297,323,264,1948,5848,1672,10733,13,2650,649,358,11388,279(...TRUNCATED)
| 723
| "<|start_header_id|>user<|end_header_id|>\n\nI have a cooled magnet and a topological insulator. How(...TRUNCATED)
| [128006,882,128007,271,40,617,264,65410,33297,323,264,1948,5848,1672,10733,13,2650,649,358,11388,279(...TRUNCATED)
| 515
| "<|start_header_id|>user<|end_header_id|>\n\nI have a cooled magnet and a topological insulator. How(...TRUNCATED)
| 723
| 0.172852
| 0.15918
| [{"content":"I have a cooled magnet and a topological insulator. How can I detect the propagation of(...TRUNCATED)
| [0.162109375,0.1728515625,0.1591796875,0.1630859375,0.1640625,0.169921875,0.1513671875,0.171875,0.16(...TRUNCATED)
| [[128006,882,128007,271,40,617,264,65410,33297,323,264,1948,5848,1672,10733,13,2650,649,358,11388,27(...TRUNCATED)
| [542,723,515,630,422,550,649,717,511,186,935,363,673,495,533,107,709,581,89,266,464,409,495,521,562,(...TRUNCATED)
| ["<|start_header_id|>user<|end_header_id|>\n\nI have a cooled magnet and a topological insulator. Ho(...TRUNCATED)
|
6313871b-19ae-5199-8f6e-bf65cbe4d2e5
| "I'm looking for a way to create a RESTful API to interact with my SQLite database using Python and (...TRUNCATED)
|
{
"temperature": 1,
"top_p": 0.99
}
|
The user wants to create a RESTful API to interact with a SQLite database using Python and Flask
| "To solve this problem, the models need to know Python programming, Flask framework, RESTful API con(...TRUNCATED)
|
medium
|
good
| "The query is clear and concise, stating the specific goal of creating a RESTful API to interact wit(...TRUNCATED)
|
Coding & Debugging
| 105
| ["Here's a step-by-step guide to creating a RESTful API using Python, Flask, and SQLite:\n\n**Step 1(...TRUNCATED)
| {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED)
| [{"score":0.109375},{"score":0.103515625},{"score":0.107421875},{"score":0.10693359375},{"score":0.1(...TRUNCATED)
| [{"content":"I'm looking for a way to create a RESTful API to interact with my SQLite database using(...TRUNCATED)
| [{"content":"I'm looking for a way to create a RESTful API to interact with my SQLite database using(...TRUNCATED)
| [128006,882,128007,271,40,2846,3411,369,264,1648,311,1893,264,26487,1285,5446,311,16681,449,856,2943(...TRUNCATED)
| 565
| "<|start_header_id|>user<|end_header_id|>\n\nI'm looking for a way to create a RESTful API to intera(...TRUNCATED)
| [128006,882,128007,271,40,2846,3411,369,264,1648,311,1893,264,26487,1285,5446,311,16681,449,856,2943(...TRUNCATED)
| 570
| "<|start_header_id|>user<|end_header_id|>\n\nI'm looking for a way to create a RESTful API to intera(...TRUNCATED)
| 570
| 0.104004
| 0.094238
| [{"content":"I'm looking for a way to create a RESTful API to interact with my SQLite database using(...TRUNCATED)
| [0.09423828125,0.0986328125,0.1015625,0.099609375,0.1015625,0.10400390625,0.10546875,0.09130859375,0(...TRUNCATED)
| [[128006,882,128007,271,40,2846,3411,369,264,1648,311,1893,264,26487,1285,5446,311,16681,449,856,294(...TRUNCATED)
| [570,501,809,589,504,565,596,523,412,643,519,589,678,384,573,681,328,549,555,713,569,491,489,527,695(...TRUNCATED)
| ["<|start_header_id|>user<|end_header_id|>\n\nI'm looking for a way to create a RESTful API to inter(...TRUNCATED)
|
767cd4cb-0e7a-57da-a46d-939b8e8c34a1
| "What are the significance and organizational structure of the ideas in the concept of ai governance(...TRUNCATED)
|
{
"temperature": 1.25,
"top_p": 0.99
}
| "The user wants to understand the concept of AI governance, specifically the significance and organi(...TRUNCATED)
| "To solve this problem, the models need to know about AI governance, its concepts, and the organizat(...TRUNCATED)
|
medium
|
good
| "The query is clear and specific, asking about the significance and organizational structure of the (...TRUNCATED)
|
Information seeking
| 100
| ["The concept of AI governance refers to the development and implementation of policies, regulations(...TRUNCATED)
| {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED)
| [{"score":0.2001953125},{"score":0.205078125},{"score":0.22265625},{"score":0.21484375},{"score":0.2(...TRUNCATED)
| [{"content":"What are the significance and organizational structure of the ideas in the concept of a(...TRUNCATED)
| [{"content":"What are the significance and organizational structure of the ideas in the concept of a(...TRUNCATED)
| [128006,882,128007,271,3923,527,279,26431,323,41295,6070,315,279,6848,304,279,7434,315,16796,35186,3(...TRUNCATED)
| 582
| "<|start_header_id|>user<|end_header_id|>\n\nWhat are the significance and organizational structure (...TRUNCATED)
| [128006,882,128007,271,3923,527,279,26431,323,41295,6070,315,279,6848,304,279,7434,315,16796,35186,3(...TRUNCATED)
| 118
| "<|start_header_id|>user<|end_header_id|>\n\nWhat are the significance and organizational structure (...TRUNCATED)
| 582
| 0.208984
| 0.103027
| [{"content":"What are the significance and organizational structure of the ideas in the concept of a(...TRUNCATED)
| [0.1796875,0.203125,0.208984375,0.10302734375,0.177734375,0.2080078125,0.158203125,0.1982421875,0.21(...TRUNCATED)
| [[128006,882,128007,271,3923,527,279,26431,323,41295,6070,315,279,6848,304,279,7434,315,16796,35186,(...TRUNCATED)
| [352,572,582,118,688,659,107,360,633,491,173,653,534,468,781,546,584,496,263,691,176,532,107,129,863(...TRUNCATED)
| ["<|start_header_id|>user<|end_header_id|>\n\nWhat are the significance and organizational structure(...TRUNCATED)
|
17a91a99-6d71-5d0a-93dc-b5a1d98a1ff9
| "What role does Artemis (Titan of the Hunt) play in retaining mythological, folklore, and cultural s(...TRUNCATED)
|
{
"temperature": 1.25,
"top_p": 0.99
}
| "The user wants to understand the role of Artemis in Japanese mythology and its cultural significanc(...TRUNCATED)
| "To solve this problem, the models need to know about Japanese mythology, Greek mythology, and the c(...TRUNCATED)
|
medium
|
good
| "The query is well-structured and specific, asking about a specific deity (Artemis) and its role in (...TRUNCATED)
|
Information seeking
| 133
| ["Artemis, the Titan of the Hunt, does not have a significant role in Japanese mythology. Artemis is(...TRUNCATED)
| {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED)
| [{"score":0.1845703125},{"score":0.1806640625},{"score":0.1748046875},{"score":0.1923828125},{"score(...TRUNCATED)
| [{"content":"What role does Artemis (Titan of the Hunt) play in retaining mythological, folklore, an(...TRUNCATED)
| [{"content":"What role does Artemis (Titan of the Hunt) play in retaining mythological, folklore, an(...TRUNCATED)
| [128006,882,128007,271,3923,3560,1587,79366,285,320,95240,315,279,27690,8,1514,304,51110,21849,5848,(...TRUNCATED)
| 482
| "<|start_header_id|>user<|end_header_id|>\n\nWhat role does Artemis (Titan of the Hunt) play in reta(...TRUNCATED)
| [128006,882,128007,271,3923,3560,1587,79366,285,320,95240,315,279,27690,8,1514,304,51110,21849,5848,(...TRUNCATED)
| 141
| "<|start_header_id|>user<|end_header_id|>\n\nWhat role does Artemis (Titan of the Hunt) play in reta(...TRUNCATED)
| 482
| 0.191406
| 0.097656
| [{"content":"What role does Artemis (Titan of the Hunt) play in retaining mythological, folklore, an(...TRUNCATED)
| [0.158203125,0.189453125,0.185546875,0.19140625,0.09765625,0.12158203125,0.1455078125,0.1708984375,0(...TRUNCATED)
| [[128006,882,128007,271,3923,3560,1587,79366,285,320,95240,315,279,27690,8,1514,304,51110,21849,5848(...TRUNCATED)
| [70,365,293,482,141,120,89,90,104,77,76,405,105,320,288,77,184,493,124,144,98,367,94,149,133,111,235(...TRUNCATED)
| ["<|start_header_id|>user<|end_header_id|>\n\nWhat role does Artemis (Titan of the Hunt) play in ret(...TRUNCATED)
|
2e69972b-24b4-56fe-8417-d42ead51e226
| "I am trying to understand the concept of complementary angles and create some exercises for student(...TRUNCATED)
|
{
"temperature": 1.2,
"top_p": 1
}
| "The user wants to understand the concept of complementary angles and create exercises for students (...TRUNCATED)
| "To solve this problem, the models need to know the definition and properties of complementary angle(...TRUNCATED)
|
medium
|
good
| "The user query is clear and specific about the topic of complementary angles and the desired outcom(...TRUNCATED)
|
Math
| 113
| ["Complementary angles are a fundamental concept in geometry, and practicing them can help students (...TRUNCATED)
| {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED)
| [{"score":0.14453125},{"score":0.140625},{"score":0.1435546875},{"score":0.146484375},{"score":0.145(...TRUNCATED)
| [{"content":"I am trying to understand the concept of complementary angles and create some exercises(...TRUNCATED)
| [{"content":"I am trying to understand the concept of complementary angles and create some exercises(...TRUNCATED)
| [128006,882,128007,271,40,1097,4560,311,3619,279,7434,315,58535,27030,323,1893,1063,23783,369,4236,3(...TRUNCATED)
| 299
| "<|start_header_id|>user<|end_header_id|>\n\nI am trying to understand the concept of complementary (...TRUNCATED)
| [128006,882,128007,271,40,1097,4560,311,3619,279,7434,315,58535,27030,323,1893,1063,23783,369,4236,3(...TRUNCATED)
| 179
| "<|start_header_id|>user<|end_header_id|>\n\nI am trying to understand the concept of complementary (...TRUNCATED)
| 299
| 0.136719
| 0.094238
| [{"content":"I am trying to understand the concept of complementary angles and create some exercises(...TRUNCATED)
| [0.13671875,0.09423828125,0.10498046875,0.11669921875,0.125,0.13671875,0.138671875,0.12255859375,0.1(...TRUNCATED)
| [[128006,882,128007,271,40,1097,4560,311,3619,279,7434,315,58535,27030,323,1893,1063,23783,369,4236,(...TRUNCATED)
| [299,179,57,149,204,254,468,395,426,378,143,330,105,295,629,110,171,238,355,123,141,153,76,331,238,2(...TRUNCATED)
| ["<|start_header_id|>user<|end_header_id|>\n\nI am trying to understand the concept of complementary(...TRUNCATED)
|
674ddc64-3583-52e0-8a5c-7ba792fe4dd5
| "I've been having an issue with my kitchen lights in my home. The kitchen is a big open area with a (...TRUNCATED)
|
{
"temperature": 1.1,
"top_p": 1
}
| "The user wants to improve the lighting in their kitchen by adding additional lighting without clutt(...TRUNCATED)
| "To solve this problem, the models need to know about lighting design, types of light fixtures, and (...TRUNCATED)
|
medium
|
good
| "The user query is clear and specific about the issue they're experiencing with their kitchen lights(...TRUNCATED)
|
Planning
| 326
| ["I'm happy to help you with that!\n\nIt sounds like you're facing a common issue in large, open-pla(...TRUNCATED)
| {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED)
| [{"score":0.1630859375},{"score":0.16015625},{"score":0.1318359375},{"score":0.1640625},{"score":0.1(...TRUNCATED)
| [{"content":"I've been having an issue with my kitchen lights in my home. The kitchen is a big open (...TRUNCATED)
| [{"content":"I've been having an issue with my kitchen lights in my home. The kitchen is a big open (...TRUNCATED)
| [128006,882,128007,271,40,3077,1027,3515,459,4360,449,856,9979,13001,304,856,2162,13,578,9979,374,26(...TRUNCATED)
| 508
| "<|start_header_id|>user<|end_header_id|>\n\nI've been having an issue with my kitchen lights in my (...TRUNCATED)
| [128006,882,128007,271,40,3077,1027,3515,459,4360,449,856,9979,13001,304,856,2162,13,578,9979,374,26(...TRUNCATED)
| 234
| "<|start_header_id|>user<|end_header_id|>\n\nI've been having an issue with my kitchen lights in my (...TRUNCATED)
| 508
| 0.161133
| 0.120605
| [{"content":"I've been having an issue with my kitchen lights in my home. The kitchen is a big open (...TRUNCATED)
| [0.12890625,0.12060546875,0.1552734375,0.1298828125,0.134765625,0.1611328125,0.130859375,0.13671875,(...TRUNCATED)
| [[128006,882,128007,271,40,3077,1027,3515,459,4360,449,856,9979,13001,304,856,2162,13,578,9979,374,2(...TRUNCATED)
| [180,234,653,183,169,508,162,215,190,174,184,198,203,180,174,183,162,161,216,170,154,195,201,194,207(...TRUNCATED)
| ["<|start_header_id|>user<|end_header_id|>\n\nI've been having an issue with my kitchen lights in my(...TRUNCATED)
|
4d610511-05eb-56a5-bbee-091327c31458
| "In a pair, provide an honesty box and a dish representative of a cultural choice for each of the fo(...TRUNCATED)
|
{
"temperature": 1.2,
"top_p": 0.995
}
| "The user wants to provide a pair of honesty box and a dish representative of a cultural choice for (...TRUNCATED)
| "To solve this problem, the models need to know about the cultural practices and traditions of each (...TRUNCATED)
|
medium
|
good
| "The query is clear and specific, providing a list of requirements for four different trips. The use(...TRUNCATED)
|
Information seeking
| 150
| ["Here are some suggestions for honesty boxes and dishes that represent a cultural choice for each o(...TRUNCATED)
| {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED)
| [{"score":0.185546875},{"score":0.1884765625},{"score":0.1572265625},{"score":0.1875},{"score":0.150(...TRUNCATED)
| [{"content":"In a pair, provide an honesty box and a dish representative of a cultural choice for ea(...TRUNCATED)
| [{"content":"In a pair, provide an honesty box and a dish representative of a cultural choice for ea(...TRUNCATED)
| [128006,882,128007,271,644,264,6857,11,3493,459,48948,3830,323,264,12269,18740,315,264,13042,5873,36(...TRUNCATED)
| 121
| "<|start_header_id|>user<|end_header_id|>\n\nIn a pair, provide an honesty box and a dish representa(...TRUNCATED)
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4a63b3ea-696e-537e-a4b0-a3f2656a8f1f
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medium
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good
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Planning
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End of preview. Expand
in Data Studio
qrpo-paper-llama-nosft-magpieair-armorm-temp1-ref50-offpolicy2best-armorm
Dataset with reference completions and rewards for a specific model and reward model, ready for training with the QRPO reference codebase (https://github.com/CLAIRE-Labo/quantile-reward-policy-optimization).
Part of the dataset collection for the paper Quantile Reward Policy Optimization: Alignment with Pointwise Regression and Exact Partition Functions (https://arxiv.org/pdf/2507.08068).
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Size of the auto-converted Parquet files (First 5GB per split):
1.9 GB
Number of rows (First 5GB per split):
17,772
Estimated number of rows:
93,799