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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'transcript'}) and 4 missing columns ({'sub_chunk_id', 'chunk_id', 'ground_truth_output', 'sentences'}).
This happened while the json dataset builder was generating data using
hf://datasets/AAU-NLP/effective-performance-measurement/ECB.json (at revision bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5), [/tmp/hf-datasets-cache/medium/datasets/95109340876225-config-parquet-and-info-AAU-NLP-effective-perform-f3523338/hub/datasets--AAU-NLP--effective-performance-measurement/snapshots/bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB-A.json (origin=hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB-A.json), /tmp/hf-datasets-cache/medium/datasets/95109340876225-config-parquet-and-info-AAU-NLP-effective-perform-f3523338/hub/datasets--AAU-NLP--effective-performance-measurement/snapshots/bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB.json (origin=hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB.json), /tmp/hf-datasets-cache/medium/datasets/95109340876225-config-parquet-and-info-AAU-NLP-effective-perform-f3523338/hub/datasets--AAU-NLP--effective-performance-measurement/snapshots/bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/SECB.json (origin=hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/SECB.json), /tmp/hf-datasets-cache/medium/datasets/95109340876225-config-parquet-and-info-AAU-NLP-effective-perform-f3523338/hub/datasets--AAU-NLP--effective-performance-measurement/snapshots/bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/gold_standard_traceable.jsonl (origin=hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/gold_standard_traceable.jsonl)], ['hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB-A.json', 'hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB.json', 'hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/SECB.json', 'hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/gold_standard_traceable.jsonl']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1800, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2281, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2227, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
symbol: string
year: int64
quarter: int64
date: timestamp[s]
transcript: list<item: struct<chunk_id: int64, sub_chunk_id: int64, processed_sentences: string, original_start_ (... 43 chars omitted)
child 0, item: struct<chunk_id: int64, sub_chunk_id: int64, processed_sentences: string, original_start_offset: int (... 31 chars omitted)
child 0, chunk_id: int64
child 1, sub_chunk_id: int64
child 2, processed_sentences: string
child 3, original_start_offset: int64
child 4, original_end_offset: int64
to
{'symbol': Value('string'), 'quarter': Value('int64'), 'year': Value('int64'), 'date': Value('timestamp[s]'), 'chunk_id': Value('int64'), 'sub_chunk_id': Value('int64'), 'sentences': Value('string'), 'ground_truth_output': {'entities': List({'id': Value('int64'), 'label': Value('string'), 'start_offset': Value('int64'), 'end_offset': Value('int64'), 'text': Value('string'), 'global_span': List(Value('int64'))}), 'relations': List({'id': Value('int64'), 'entity_ids': List(Value('int64')), 'description': Value('string')})}}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1802, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'transcript'}) and 4 missing columns ({'sub_chunk_id', 'chunk_id', 'ground_truth_output', 'sentences'}).
This happened while the json dataset builder was generating data using
hf://datasets/AAU-NLP/effective-performance-measurement/ECB.json (at revision bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5), [/tmp/hf-datasets-cache/medium/datasets/95109340876225-config-parquet-and-info-AAU-NLP-effective-perform-f3523338/hub/datasets--AAU-NLP--effective-performance-measurement/snapshots/bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB-A.json (origin=hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB-A.json), /tmp/hf-datasets-cache/medium/datasets/95109340876225-config-parquet-and-info-AAU-NLP-effective-perform-f3523338/hub/datasets--AAU-NLP--effective-performance-measurement/snapshots/bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB.json (origin=hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB.json), /tmp/hf-datasets-cache/medium/datasets/95109340876225-config-parquet-and-info-AAU-NLP-effective-perform-f3523338/hub/datasets--AAU-NLP--effective-performance-measurement/snapshots/bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/SECB.json (origin=hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/SECB.json), /tmp/hf-datasets-cache/medium/datasets/95109340876225-config-parquet-and-info-AAU-NLP-effective-perform-f3523338/hub/datasets--AAU-NLP--effective-performance-measurement/snapshots/bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/gold_standard_traceable.jsonl (origin=hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/gold_standard_traceable.jsonl)], ['hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB-A.json', 'hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/ECB.json', 'hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/SECB.json', 'hf://datasets/AAU-NLP/effective-performance-measurement@bcbd83db7eeb9db83c2e425ea84e75a0942ac4d5/gold_standard_traceable.jsonl']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
symbol string | quarter int64 | year int64 | date timestamp[us] | chunk_id int64 | sub_chunk_id int64 | sentences string | ground_truth_output dict |
|---|---|---|---|---|---|---|---|
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 0 | 0 | Operator: Good day, everyone, and welcome to the Apple Q1 Fiscal Year 2023 Earnings Conference Call. Today 's call is being recorded. And now at this time, for opening remarks and introductions, I would like to turn the call over to Tejas Gala, Director of Investor Relations and Corporate Finance. Please go ahead. | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 1 | 0 | Tejas Gala: Thank you. Speaking first today is Apple 's CEO, Tim Cook; and he 'll be followed by CFO, Luca Maestri. After that, we 'll open the call to questions from analysts. Before turning the call over to Tim, I would like to remind everyone that the December quarter spanned 14 weeks, while the March quarter, as... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 2 | 0 | Timothy Cook: Thank you, Tejas. Good afternoon, everyone, and thanks for joining us. Today, we 're reporting revenue of $117.2 billion for the December quarter. We set all - time revenue records in a number of markets, including Canada, Indonesia, Mexico, Spain, Turkey and Vietnam, along with quarterly records in Br... | {
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"text": "reporting revenue",
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},
{
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... |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 3 | 0 | Luca Maestri: Thank you, Tim, and good afternoon, everyone. As Tim mentioned, revenue for the December quarter was $117.2 billion, down 5% from last year. A number of factors had a significant impact on our results. First, we faced a very difficult foreign exchange environment, which affected our performance by nearly ... | {
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},
{
"id": 47,
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... |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 4 | 0 | Tejas Gala: Thank you, Luca. [Operator Instructions ]. Operator, may we have the first question, please. | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 5 | 0 | Operator: [Operator Instructions ]. Certainly. We will go ahead and take our first question from David Vogt with UBS. | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 6 | 0 | David Vogt: So Tim, and maybe this is for Luca as well. You talked about the supply chain returning back to normal after a very difficult October, November, but we 're still seeing some disruptions across tech products, whether it 's enterprise or consumer - facing. How do you think about your supply chain and maybe th... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 7 | 0 | Timothy Cook: This is Tim, David. From a supply point of view, we did see disruption from early November through most of December. And from a supply chain point of view, we 're now at a point where production is what we need it to be. And so the problem is behind us. In terms of going forward in the supply chain, we... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 8 | 0 | Operator: Our next question is from Shannon Cross of Credit Suisse. | {
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"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 9 | 0 | Shannon Cross: Luca, I wanted to dig a bit more into the commentary on gross margins. The guidance, especially at 43.5% to 44.5%, is obviously quite strong. So I ' m wondering what 's helping you out there, assume mix and some other things. And then how should we think about what currency and hedge is going to do as we... | {
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"text": "gross margins",
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]
},
{
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"label": "Traditional",
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"end_offset": 10... |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 10 | 0 | Luca Maestri: Shannon, yes, I mean, we ' ve had good margin for the December quarter to start with. We reported 43%. Obviously, in December, we have the benefit of leverage because of the seasonality of the business, but we also had favorable mix across the board. Of course, foreign exchange is an issue right now. I... | {
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]
},
{
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... |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 11 | 0 | Shannon Cross: And then, Tim, can you talk a bit about China? What you 're seeing -- obviously, you ' ve had the issues with production, but I mean more on the demand side. As we ' ve gotten through Chinese New Year and the opening, I ' m just wondering, are you seeing the Chinese consumer come back? What are they buyi... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 12 | 0 | Timothy Cook: Shannon, last quarter, we declined by 7% on a reported basis, but we actually grew on a constant currency basis. And that was despite some significant -- the supply constraints that we talked about earlier. And obviously, the sort of the COVID restrictions throughout China that happened in various differe... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 13 | 0 | Operator: Our next question is from Erik Woodring of Morgan Stanley. | {
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} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 14 | 0 | Erik Woodring: Maybe, Tim, first one for you. That 2 billion installed base -- device installed base figure, that 's up, I believe, 200 million units year - over - year. That implies the strongest annual gain in new devices in your installed base basically as far back as you ' ve provided those data points. And so I gu... | {
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"text": "2 billion",
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},
{
"id": 174,
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"t... |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 15 | 0 | Timothy Cook: Yes. The installed base is now over 2 billion active devices, as you mentioned. And we set records across each geographic segment and major product category. And so it was a broad - based change. Two -- I 'll correct one thing you said, it 's up over 150 million year - over - year. The last report we repo... | {
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"text": "up over 150 million",
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},
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 16 | 0 | Erik Woodring: And then, Luca, obviously, the December quarter was negatively impacted by the production challenges. Can you just maybe unpackage where channel inventory levels are today kind of across the iPhone broadly? And then what the data that you 're seeing so far this quarter is telling you about iPhone demand ... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 17 | 0 | Timothy Cook: Yes. Erik, I 'll take that one as well. The channel inventory levels on iPhone, we obviously ended the December quarter below our target range given the supply challenges on iPhone 14 Pro and iPhone 14 Pro Max. But as you think about this, keep in mind that a year ago, we also exited the December quarter ... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 18 | 0 | Operator: Our next question comes from Aaron Rakers of Wells Fargo. | {
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} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 19 | 0 | Aaron Rakers: I have two as well, if I can. I guess the first kind of question, just going back on the gross margin line. Pretty good guidance into this March quarter. I ' m curious if you unpack that a little bit specific around what you 're seeing as far as maybe benefits from component pricing in the guidance, if yo... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 20 | 0 | Luca Maestri: Yes. Of course, with our guidance, we try to capture every aspect of our cost structure. And obviously, components are a big portion of that. So definitely, that 's included. And keep in mind, again, that foreign exchange -- I mentioned earlier, I think to Shannon, that the sequential negative on FX is 50... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 21 | 0 | Aaron Rakers: Yes. And then kind of from a strategic perspective, given kind of the things that we 're seeing out in some of your peer group, I ' m curious, Tim, how you think about the role of AI in your strategy as far as particularly in the Services segment, whether you 're not -- you see opportunities to excel mone... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 22 | 0 | Timothy Cook: Yes. It is a major focus of ours. It 's incredible in terms of how it can enrich customers ' lives. And you can look no further than some of the things that we announced in the fall with crash detection and fall detection or back a ways with ECG. I mean these things have literally saved people 's lives. A... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 23 | 0 | Operator: Our next question comes from Amit Daryanani of Evercore. | {
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"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 24 | 0 | Amit Daryanani: I guess the first one I have is, Tim, I think based on your earlier comments that iPhones would have grown ex the production issue that implied that maybe it 's a $7 billion or so impact that you had in December quarter from the production challenges on the high - end models. I ' m sure it 's tough to s... | {
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} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 25 | 0 | Timothy Cook: It 's very hard to estimate is the real answer because you have to know a lot of data, and it 's usually only in hindsight that you have a more reasonable view of it. And so we put our best views in the color that Luca provided. That 's kind of what I would say. | {
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} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 26 | 0 | Amit Daryanani: All right. And then I guess maybe if I think about Services as you go forward. I know you had really good growth in Services, I think, over the last several years. But as you go forward in Services, what do you think drives the growth more so? Is it the expansion of your installed base? Or is it more go... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 27 | 0 | Luca Maestri: Amit, there 's a number of things, and I ' ve mentioned a few of them during the call. The first step is always the installed base. Installed base is the engine for Services growth. And the fact that the installed base is growing very nicely, and it 's growing in a lot of emerging markets, it 's growing e... | {
"entities": [],
"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 28 | 0 | Operator: Our next question comes from Harsh Kumar of Piper Sandler. | {
"entities": [],
"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 29 | 0 | Harsh Kumar: Tim, I had a quick question on emerging markets. Seems like you 're making a lot of strides in India. Potentially wanted to understand the kind of share you have in China and India. And relative to that, what would be your aspirational but sort of achievable share in iPhones in those territories, whether i... | {
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} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 30 | 0 | Timothy Cook: And looking at the business in India, we set a quarterly revenue record and grew very strong double digits year - over - year. And so we feel very good about how we performed, and that was -- that 's despite the headwinds that we ' ve talked about. Taking a step back, India is a hugely exciting market for... | {
"entities": [],
"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 31 | 0 | Harsh Kumar: Understood. And for my follow - up, I had a sort of interesting theoretical question on pricing. Assuming we get the CHIPS Act passed, and there 's a whole bunch of manufacturing that happens in U.S. and other territories that are potentially somewhat more expensive than the ones you might be now, have you... | {
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"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 32 | 0 | Timothy Cook: We have experience in that, but I would n't necessarily draw the same conclusion that you have in terms of the cost of the product. I -- we do n't know at this point exactly what that will be, but we 're all in, in terms of being the largest customer for TSMC in Arizona. I 'm very proud to take part in th... | {
"entities": [],
"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 33 | 0 | Operator: Our next question comes from Wamsi Mohan of Bank of America. | {
"entities": [],
"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 34 | 0 | Wamsi Mohan: Tim, you ' ve done a phenomenal job of driving consumer choice towards higher - end products within your portfolio. How would you compare this cycle for iPhones if you were to segment the Pro versus non - Pro models versus the cycles from the past few years? And do you think this move to higher ASPs is sus... | {
"entities": [],
"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 35 | 0 | Timothy Cook: The Pro has been a -- the 14 Pro and the 14 Pro Max have done extremely well up until the point where we had a supply shortage and could n't provide them -- could n't provide the total of the demand. And so it 's definitely a strong Pro cycle. I think there 's a number of reasons for that, but the most im... | {
"entities": [],
"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 36 | 0 | Wamsi Mohan: And Tim, do you think that this move to sort of higher ASPs that has happened over the last few years is sustainable? Or could it sustain in this very tough macro environment that you ' ve cited? | {
"entities": [],
"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 37 | 0 | Timothy Cook: I would n't want to predict, but I would say that the smartphone for us, the iPhone has become so integral into people 's lives. It contains their contacts and their health information and their banking information and their smart home and so many different parts of their lives, their payment vehicle and ... | {
"entities": [],
"relations": []
} |
AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 38 | 0 | Wamsi Mohan: Okay. Great. And Tim, you clearly emphasize the focus and importance of the installed base. If we think about the absolute grit of the installed base from 1 billion to 2 billion over 7 years from a device standpoint, how should we think about the penetration of services or the growth in paying customers on... | {
"entities": [
{
"id": 183,
"label": "Non_Traditional",
"start_offset": 149,
"end_offset": 163,
"text": "installed base",
"global_span": [
39972,
39986
]
},
{
"id": 184,
"label": "Value",
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 39 | 0 | Luca Maestri: Wamsi, it 's Luca. Yes, of course, we keep track of that. It 's really important for us. Over the last 7 years, as we doubled the installed base, we ' ve seen a growing engagement of our customers on the platform. That happens, first of all, by customers transacting on the platform and then moving to paid... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 40 | 0 | Operator: Our next question comes from Richard Kramer of Arete Research LLP. | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 41 | 0 | Tejas Gala: Operator, can we move on to the next? | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 42 | 0 | Operator: Next, we 'll hear from Jim Suva of Citigroup. | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 43 | 0 | James Suva: Tim and Luca, you both mentioned earlier on the Q&A a little bit about India. I was wondering if we 're now entering a situation of even more opportunity because we ' ve exited COVID, we ' ve exited countries with different COVID criteria. We ' ve also seen India build out its higher speed transmissions. An... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 44 | 0 | Timothy Cook: Yes. Jim, we actually did fairly well through COVID in India. And I ' m even more bullish now on the other side of it, or hopefully, on the other side of it. And that 's the reason why we 're investing there. We 're bringing retail there and bringing the online store there and putting a significant amount... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 45 | 0 | James Suva: And then as my quick follow - up, you had mentioned that Services, not necessarily specific to India, but Services overall were better than expected. And of course, supply chain was more challenged than expected. So what was the bridge factor of Services being better than expected on upside? Was it like adv... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 46 | 0 | Luca Maestri: It was -- Jim, it 's Luca. It 's primarily the -- this level of engagement we saw, which then reflects into the, as you said, the paid subscriptions. We saw very good results in our cloud services business in payment services. Music was very strong. So we had a number of categories that set new records, a... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 47 | 0 | Operator: Our next question will come from Krish Sankar of Cowen and Company. | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 48 | 0 | Krish Sankar: I have 2. The first one, Tim and Luca, you mentioned how the macro did soften, and it has an impact. And as consumers tighten their belt, when you look across your hardware products and service businesses, where are you seeing the biggest impact and where are you seeing the least impact from the softening... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 49 | 0 | Timothy Cook: We think there were some impact across the products and in Services. Probably, the ones that we saw the most impact on were Mac and Wearables. You can see that in those numbers. And probably, the least would have been iPhone. | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 50 | 0 | Krish Sankar: Got it. Got it. Very helpful, Tim. And then just a quick follow - up on the Mac. The PC industry is expecting a decline in PC shipments this year also. How do you think about the Mac relative to kind of like where the PC industry as a whole is expecting the shipments to end up? Is there any color you can ... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 51 | 0 | Timothy Cook: The industry is very challenged, as you say. It 's -- the industry is contracting. I think from us, though, is -- and I do n't know how this year will play out, so I do n't want to predict the year. But over the long run, we have a market that is a reasonable - sized market, a big market. And we have low ... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 52 | 0 | Tejas Gala: A replay of today 's call will be available for 2 weeks on Apple Podcasts, as a webcast on apple.com/investor and via telephone. The number for the telephone replay is 866 - 583 - 1035. Please enter confirmation code 6541285, followed by the pound sign. These replays will be available by approximately 5 ... | {
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AAPL | 1 | 2,023 | 2023-02-02T21:33:03 | 53 | 0 | Operator: And once again, this does conclude today 's conference. We do appreciate your participation. | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 0 | 0 | Operator: Thank you for standing by. Good day, everyone, and welcome to the Amazon.com First Quarter 2024 Financial Results Teleconference. [Operator Instructions ] Today 's call is being recorded.
And for opening remarks, I will be turning the call over to the Vice President of Investor Relations, Mr. Dave Fildes.... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 1 | 0 | Dave Fildes: Hello, and welcome to our Q1 2024 financial results conference call. Joining us today to answer your questions is Andy Jassy, our CEO; and Brian Olsavsky, our CFO. As you listen to today 's conference call, we encourage you to have our press release in front of you, which includes our financial results as ... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 2 | 0 | Andrew Jassy: Thanks, Dave. Today, we 're reporting $143.3 billion in revenue, up 13% year - over - year, excluding the impact from foreign exchange rates; $15.3 billion in operating income, up 221% year - over - year or $10.5 billion; and $48.8 billion in trailing 12 - month free cash flow adjusted for equipment finan... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 3 | 0 | Brian Olsavsky: Thanks, Andy. Starting with our top line financial results. Worldwide revenue was $143.3 billion, representing a 13% increase year - over - year, excluding the impact of foreign exchange and near the top end of our guidance range. I 'd like to highlight a couple of points to help you interpret our growt... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 4 | 0 | We remain focused on the inputs that matter most to our customers: selection, price, and convenience. During the quarter, around the world, we helped customers save with our shopping events. We added selection, including premium and luxury brands, and we delivered our fastest speeds ever for Prime members. Third - part... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 5 | 0 | Operator: [Operator Instructions ] Our first question comes from the line of Doug Anmuth with JPMorgan. | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 6 | 0 | Douglas Anmuth: Probably for both Andy and Brian. Historically, Amazon has shifted between periods of heavy investment and then margin expansion back into heavier investment, but you now have a much bigger base of gross profit and overall operating income. As you think about gen AI and capital intensity or grocery or K... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 7 | 0 | Brian Olsavsky: Doug, yes, we have historically always mentioned that. You have seen like a pendulum shift sometimes between profitability and investment. I think we 're at the stage now where we 're doing both at the same time continually, so we are more apt to talk about the specific investments that we 're making an... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 8 | 0 | Andrew Jassy: Yes, I just would add briefly, just to summarize. I understand where the question is coming from, Doug. And I think we 're in a position to do both is the short answer. I think there 's actually an opportunity in our existing large businesses in the stores business along with advertising and AWS. There 's... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 9 | 0 | Operator: And our next question comes from the line of Ross Sandler with Barclays. | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 10 | 0 | Ross Sandler: Somewhat related question on CapEx intensity in AWS. So I think the CEO of Anthropic has said that I think the next generation of models cost in the neighborhood of $1 billion to train. This would be like Claude 4, I guess, high end. And then the generation after that might be as much as $10 billion to tr... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 11 | 0 | Andrew Jassy: Well, Ross, I would tell you that we have seen kind of 3, I 'll call it, macro trends that I think are contributing to AWS ' performance, at least in the last quarter. I think first of all, I think the lion 's share of cost optimization is behind us. So I think companies will be smart and have learned a l... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 12 | 0 | Operator: And the next question comes from the line of Brian Nowak with Morgan Stanley. | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 13 | 0 | Brian Nowak: I have 2. The first one is on cost to serve. I appreciate all the color in the shareholder letter and even tonight on cost to serve. Andy, maybe could you just help us quantify a little more how to think about some of your North Star cost to serve goals over the next couple of years? And what could that me... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 14 | 0 | Brian Olsavsky: Brian, this is Brian. I will start with your second question. So as far as dividends or buybacks or any other capital structure moves, we do n't have anything to share with you on that today. But I 'll reacquaint you with our general philosophy. So our first priority is to invest in -- to support the gr... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 15 | 0 | Operator: And the next question comes from the line of Youssef Squali with Truist Securities. | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 16 | 0 | Youssef Squali: Andy, on logistics, in September, you launched Amazon supply chain. Can you just help us understand the opportunity you see there? Where are you in that journey to build logistics as a service on a global basis? And does that require a step function increase in CapEx? | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 17 | 0 | Andrew Jassy: Yes. Thanks for the question, Youssef. I think that it 's interesting what 's happening with our -- the business we 're building in third - party logistics. And it really kind of, in some ways, mirrors some of the other businesses we ' ve gotten involved in, AWS being an example of it, even though it 's -... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 18 | 0 | Operator: And our next question comes from the line of Justin Post with Bank of America. | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 19 | 0 | Justin Post: I thought I 'd ask a couple of growth drivers that you mentioned. First, grocery, it seems like you 're still changing the threshold for free delivery or the subscription prices. Just can you say at all how much that 's contributing to your gross right now and do you think you 're over the hump? Or are you... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 20 | 0 | Andrew Jassy: Yes. I 'll take them in opposite order just on Prime Video ads. Very early days, just launched a few months ago. It 's off to a really good start. I think advertisers are excited about being able to expand their ability to advertise with us in video beyond Twitch and Freevee to Prime Video shows and movie... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 21 | 0 | Operator: And our final question will come from the line of Ron Josey with Citi. | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 22 | 0 | Ronald Josey: Maybe, Andy, I wanted to ask on international profitability, just after 1Q 's 2.8% margin. Talk just about where we are in terms of international getting or to consistent profitability. We 're following a similar trajectory as North America in terms of benefiting from regionalization shift, and we saw wha... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 23 | 0 | Brian Olsavsky: Thank you, Ron. I ' m going to start with this one on international profitability. So yes, in the quarter, our operating income was $902 million. And if you ' ve watched that, we ' ve seen a steady progression in operating income in our international segment, it 's up $2.2 billion year - over - year. So... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 24 | 0 | Andrew Jassy: Yes. I would add a few things. I mean, I ' m again quite bullish on our international stores business. It 's already a very large business. We ' ve added a number of countries that are on the right trajectory, as Brian just indicated, and it 's going to be a big, profitable business for us. And I really l... | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 25 | 0 | Dave Fildes: Thank you for joining us on the call today and for your questions. A replay will be available on our Investor Relations website for at least 3 months. We appreciate your interest in Amazon and look forward to speaking with you again next quarter. | {
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AMZN | 1 | 2,024 | 2024-04-30T17:30:00 | 26 | 0 | Operator: And ladies and gentlemen, that does conclude today 's teleconference. You may disconnect your lines at this time. Thank you for your participation. | {
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BA | 3 | 2,023 | 2023-10-25T13:03:07 | 0 | 0 | Operator: Thank you for standing by. Good day, everyone, and welcome to The Boeing Company 's Third Quarter 2023 Earnings Conference Call. Today 's call is being recorded. The management discussion and slide presentation, plus the analysts ' question - and - answer session are being broadcast live over the internet. [O... | {
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BA | 3 | 2,023 | 2023-10-25T13:03:07 | 1 | 0 | Matt Welch: Thank you and good morning. Welcome to Boeing 's quarterly earnings call. I am Matt Welch, and with me today are Dave Calhoun, Boeing 's President and Chief Executive Officer; and Brian West, Boeing 's Executive Vice President and Chief Financial Officer. As a reminder, you can follow today 's broadcast and... | {
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BA | 3 | 2,023 | 2023-10-25T13:03:07 | 2 | 0 | Dave Calhoun: Thank you, Matt, and thanks to all for joining us this morning. Let me start with a comment on the conflict in Israel and Gaza. We were saddened to see the horrific attacks on Israel and the escalating conflict in the region that is resulting in a significant humanitarian emergency. We will continue to mo... | {
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End of preview.
YAML Metadata Warning:The task_categories "information-extraction" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other
Effective Performance Measurement: KPI Extraction Datasets
This dataset repository accompanies the ACL 2026 (Industry Track) paper: "Effective Performance Measurement: Challenges and Opportunities in KPI Extraction from Earnings Calls".
It contains three novel benchmarks and a prediction set designed to evaluate the extraction of Key Performance Indicators (KPIs) from unstructured financial texts, specifically comparing highly regulated SEC filings to conversational earnings calls.
🔗 Associated GitHub Repository: AAU-NLP/effective-performance-measurement
📊 Dataset Overview
This repository includes four data files, covering data from 20 S&P 500 companies between 2023 and 2024.
1. SEC Filings Benchmark (SECB.json)
- Description: Context-rich text chunks extracted from SEC filings (10-K, 10-Q). This dataset serves as a baseline to test models trained on highly structured, templated financial data.
- Size: 40,661 chunks.
- Annotations: 77,677 regex-labeled entities.
2. Earnings Call Benchmark (ECB.json)
- Description: Raw, unannotated conversational text chunks extracted from corporate earnings calls. This represents the challenging, unstructured domain shift.
- Size: 10,477 chunks.
3. Annotated Earnings Call Benchmark (ECB-A.json)
- Description: An expert-annotated subset of the ECB dataset used for evaluating Large Language Model (LLM) extraction and in-context learning techniques.
- Size: 587 chunks.
- Annotations: 2,460 entities and 934 relational groups.
4. Longitudinal KPI Tracking (gold_standard_traceable.jsonl)
- Description: A dataset containing post-hoc semantic clusterings of KPIs to track emergent metrics across multiple quarters.
- Size: 1,323 traced entity/KPI rows.
💻 How to Load the Data
You can easily load this data using the Hugging Face datasets library, or by downloading the JSON files directly.
from datasets import load_dataset
# Load the entire repository
dataset = load_dataset("AAU-NLP/effective-performance-measurement")
# Alternatively, download specific JSON files if you just want one benchmark
# e.g., wget [https://huggingface.co/datasets/AAU-NLP/effective-performance-measurement/resolve/main/ECB-A.json](https://huggingface.co/datasets/AAU-NLP/effective-performance-measurement/resolve/main/ECB-A.json)
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