The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
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 missing columns ({'subject_id'}) This happened while the csv dataset builder was generating data using hf://datasets/rajpurkarlab/CXR-PRO/mimic_test_impressions.csv (at revision 4f651d4d829b90f12d836eed30b08b7619b13b2f) 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 "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single writer.write_table(table) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table pa_table = table_cast(pa_table, self._schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast return cast_table_to_schema(table, schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema raise CastError( datasets.table.CastError: Couldn't cast study_id: int64 report: string dicom_id: string -- schema metadata -- pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 603 to {'dicom_id': Value(dtype='string', id=None), 'study_id': Value(dtype='int64', id=None), 'subject_id': Value(dtype='int64', id=None), 'report': Value(dtype='string', id=None)} 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 1321, 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 935, in convert_to_parquet builder.download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare self._download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split for job_id, done, content in self._prepare_split_single( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, 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 missing columns ({'subject_id'}) This happened while the csv dataset builder was generating data using hf://datasets/rajpurkarlab/CXR-PRO/mimic_test_impressions.csv (at revision 4f651d4d829b90f12d836eed30b08b7619b13b2f) 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.
dicom_id
string | study_id
int64 | subject_id
int64 | report
string |
---|---|---|---|
02aa804e-bde0afdd-112c0b34-7bc16630-4e384014 | 50,414,267 | 10,000,032 | No acute cardiopulmonary process. |
174413ec-4ec4c1f7-34ea26b7-c5f994f8-79ef1962 | 50,414,267 | 10,000,032 | No acute cardiopulmonary process. |
2a2277a9-b0ded155-c0de8eb9-c124d10e-82c5caab | 53,189,527 | 10,000,032 | No acute cardiopulmonary abnormality. |
e084de3b-be89b11e-20fe3f9f-9c8d8dfe-4cfd202c | 53,189,527 | 10,000,032 | No acute cardiopulmonary abnormality. |
68b5c4b1-227d0485-9cc38c3f-7b84ab51-4b472714 | 53,911,762 | 10,000,032 | No acute intrathoracic process. |
fffabebf-74fd3a1f-673b6b41-96ec0ac9-2ab69818 | 53,911,762 | 10,000,032 | No acute intrathoracic process. |
ea030e7a-2e3b1346-bc518786-7a8fd698-f673b44c | 56,699,142 | 10,000,032 | No acute cardiopulmonary process. |
096052b7-d256dc40-453a102b-fa7d01c6-1b22c6b4 | 57,375,967 | 10,000,764 | Focal consolidation at the left lung base, possibly representing aspiration or pneumonia. Central vascular engorgement. |
b79e55c3-735ce5ac-64412506-cdc9ea79-f1af521f | 57,375,967 | 10,000,764 | Focal consolidation at the left lung base, possibly representing aspiration or pneumonia. Central vascular engorgement. |
dcfeeac4-1597e318-d0e6736a-8b2c2238-47ac3f1b | 57,375,967 | 10,000,764 | Focal consolidation at the left lung base, possibly representing aspiration or pneumonia. Central vascular engorgement. |
0c4eb1e1-b801903c-bcebe8a4-3da9cd3c-3b94a27c | 50,771,383 | 10,000,898 | No acute intrathoracic process. |
2a280266-c8bae121-54d75383-cac046f4-ca37aa16 | 50,771,383 | 10,000,898 | No acute intrathoracic process. |
8959e402-2175d68d-edba5a6c-baab51c3-9359f700 | 54,205,396 | 10,000,898 | No evidence of acute cardiopulmonary process. |
9e7a6aae-2580e589-6212d336-9813ebbd-a9239a34 | 54,205,396 | 10,000,898 | No evidence of acute cardiopulmonary process. |
b75df1bd-0f22d631-52d73526-2ae7b85a-d843b39d | 54,205,396 | 10,000,898 | No evidence of acute cardiopulmonary process. |
d0b71acc-b5a62046-bbb5f6b8-7b173b85-65cdf738 | 50,578,979 | 10,000,935 | 1. Low lung volumes and mild pulmonary vascular congestion unchanged. 2. Small right fissural pleural effusion. 3. No focal opacities to suggest pneumonia. |
3be619d1-506a66cf-ff1ab8a1-2efb77bb-fe7d59fc | 51,178,377 | 10,000,935 | Left lung opacification which may reflect pneumonia superimposed on metastatic disease, although other etiologies such as lymphangitic pattern of metastatic spread could be considered. Ct may be helpful to evaluate further if needed clinically. |
9b314ad7-fbcb0422-6db62dfc-732858d0-a5527d8b | 51,178,377 | 10,000,935 | Left lung opacification which may reflect pneumonia superimposed on metastatic disease, although other etiologies such as lymphangitic pattern of metastatic spread could be considered. Ct may be helpful to evaluate further if needed clinically. |
6a5c3985-7764bdd0-ec5a6a74-af78bcaa-4ca33ec3 | 55,697,293 | 10,000,935 | Chest radiograph. |
c50494f1-90e2bff5-e9189550-1a4562fd-6ab5204c | 55,697,293 | 10,000,935 | Chest radiograph. |
8e3f2822-0c1d4b71-2a265bbf-5b96e531-ccf5fa30 | 56,164,612 | 10,000,935 | Nodular opacities within both upper lobes, left greater than right. Findings metastases, the lung bases the abdomen and pelvis day. |
ad13cf84-62c34a01-a01b9e87-2581a359-83bbc046 | 56,164,612 | 10,000,935 | Nodular opacities within both upper lobes, left greater than right. Findings metastases, the lung bases the abdomen and pelvis day. |
6fa5997e-b1dfecf8-3c174666-8815c84a-32db59ff | 56,522,600 | 10,000,935 | null |
f1adcae3-2921c0a8-5d9652f9-4191ecd7-f2a96f35 | 56,522,600 | 10,000,935 | null |
88498b37-c21dc7ba-bc202800-b517a62d-f7ac5bcf | 58,219,844 | 10,000,935 | Innumerable pulmonary metastases. Possible mild pulmonary vascular congestion. Low lung volumes. |
6ad03ed1-97ee17ee-9cf8b320-f7011003-cd93b42d | 50,985,099 | 10,000,980 | , one _ _ _. Mild pulmonary edema and possible concurrent pneumonia cleared. Heart is top - normal size, , and pleural effusions resolved. Right hilar vessels are enlarged, perhaps due to pulmonary arterial hypertension. Lateral view shows atherosclerotic coronary calcification in the left circumflex. |
6b360eca-17d2ae1a-19126084-78e9c85d-9800d216 | 50,985,099 | 10,000,980 | , one _ _ _. Mild pulmonary edema and possible concurrent pneumonia cleared. Heart is top - normal size, , and pleural effusions resolved. Right hilar vessels are enlarged, perhaps due to pulmonary arterial hypertension. Lateral view shows atherosclerotic coronary calcification in the left circumflex. |
943486a3-b3fa9ff7-50f5a769-7a62fcbb-f39b6da4 | 51,967,283 | 10,000,980 | Right upper lobe pneumonia or mass. However, given right hilar fullness, a mass resulting in post - obstructive pneumonia is within the differential. Recommend chest ct with intravenous contrast for further assessment. Dr. _ _ _ communicated the above results to dr. _ _ _ at 8 : 55 am on _ _ _ by telephone. |
96f9a77c-59b47dfb-0cac64db-6538421a-a6b135e2 | 54,577,367 | 10,000,980 | No radiographic evidence for pneumonia. |
cfb03587-782edf6c-1bf392e1-98196cd5-365d69e8 | 54,577,367 | 10,000,980 | No radiographic evidence for pneumonia. |
6ad819bb-bae74eb9-7b663e90-b8deabd7-57f8054a | 54,935,705 | 10,000,980 | Mild pulmonary edema with superimposed left upper lung consolidation, potentially more confluent edema versus superimposed infection. |
8ffec5b7-419a7a3f-2bd64dc8-da23ed1e-24e1a884 | 54,935,705 | 10,000,980 | Mild pulmonary edema with superimposed left upper lung consolidation, potentially more confluent edema versus superimposed infection. |
a75a1fbe-802065ad-717eb7c1-e2ce3552-646276a6 | 54,980,801 | 10,000,980 | No acute cardiopulmonary process. |
e2c78502-fe9ea663-7f57d466-3e6a9be2-e969cabb | 54,980,801 | 10,000,980 | No acute cardiopulmonary process. |
5aa15ba6-55f5e96e-39cea686-7c3b28b2-b8c97a88 | 57,861,150 | 10,000,980 | Mild pulmonary edema with trace bilateral pleural effusions. |
dd8af025-426084b7-b7c38b0c-436a70e0-3e650184 | 57,861,150 | 10,000,980 | Mild pulmonary edema with trace bilateral pleural effusions. |
54affd39-8bf24209-232bac8a-df6c277a-398ee8a5 | 58,206,436 | 10,000,980 | 1. Mild pulmonary edema with persistent small bilateral pleural effusions. 2. Severe cardiomegaly due to low lung volumes and patient positioning. |
127f4cd5-c4f21388-b4f9168b-918534d6-308fb782 | 58,636,672 | 10,000,980 | The lung volumes decreased. Signs of mild overinflation and moderate pleural effusions persist. Moderate cardiomegaly. Elongation of the descending aorta. No pneumonia. |
c7526473-7b7214ee-a5d58d12-29d1f67f-9f4edf00 | 58,636,672 | 10,000,980 | The lung volumes decreased. Signs of mild overinflation and moderate pleural effusions persist. Moderate cardiomegaly. Elongation of the descending aorta. No pneumonia. |
57a3c797-7272b246-fa226777-e4c7d84c-91ec2e96 | 59,988,438 | 10,000,980 | Tiny pleural effusions, new. Otherwise unremarkable. |
925b9496-a956d7b2-05185e52-bb33313b-c06ee522 | 59,988,438 | 10,000,980 | Tiny pleural effusions, new. Otherwise unremarkable. |
28fad2ac-d6001216-b4f72c5b-2d4d452e-17b6c9a5 | 58,224,503 | 10,001,038 | No acute intrathoracic process. |
5cae71aa-99bb4662-41ef629e-7e89308c-5831ff9c | 58,224,503 | 10,001,038 | No acute intrathoracic process. |
f3e86afd-437eb86e-0f9bafb8-1e0f6f96-084ac17e | 58,224,503 | 10,001,038 | No acute intrathoracic process. |
8039752c-2ea661b7-16f1eafe-055b7e7b-dbd4cdd1 | 53,447,138 | 10,001,122 | The lung volumes are normal. No evidence of tb or other parenchymal changes. Elevation of the left hemidiaphragm. No pleural effusions. No pneumonia. The lateral radiograph shows evidence of anterior ligament calcification at the anterior aspect of the thoracic spine. Status post cholecystectomy. |
832b57d8-3ae08663-e152699e-51c5db98-b7cb4226 | 53,447,138 | 10,001,122 | The lung volumes are normal. No evidence of tb or other parenchymal changes. Elevation of the left hemidiaphragm. No pleural effusions. No pneumonia. The lateral radiograph shows evidence of anterior ligament calcification at the anterior aspect of the thoracic spine. Status post cholecystectomy. |
07b9ddda-9a4a1e1a-4495463d-4c77d947-ed368713 | 53,957,785 | 10,001,122 | No acute cardiopulmonary abnormality. |
9d0b174f-274aad16-82ecf512-e149845d-79154325 | 53,957,785 | 10,001,122 | No acute cardiopulmonary abnormality. |
cf25f480-4219d99b-fdd51fcb-34fc89e7-c149837f | 53,957,785 | 10,001,122 | No acute cardiopulmonary abnormality. |
1fe73f8e-036bd24e-4578c891-33c1746e-864884a7 | 53,186,264 | 10,001,176 | Mild perihilar prominence, suspected to represent mildly prominent pulmonary vessels without definite pneumonia. Streaky left basilar opacification seen only on the frontal view is probably due to minor atelectasis or scarring. |
c0b72282-4bf7adde-cf59c475-8fd53494-bc16bc5c | 53,186,264 | 10,001,176 | Mild perihilar prominence, suspected to represent mildly prominent pulmonary vessels without definite pneumonia. Streaky left basilar opacification seen only on the frontal view is probably due to minor atelectasis or scarring. |
20f28a4a-25597874-b9a79e92-d0a4a168-c4126873 | 54,684,191 | 10,001,176 | Mild pulmonary edema. |
3b8b1b7d-054490d5-385641e7-ff43d2c8-9505f058 | 54,684,191 | 10,001,176 | Mild pulmonary edema. |
ed9c0dfc-ea25b576-0f8cc069-df4cdf14-0cd60eb7 | 54,684,191 | 10,001,176 | Mild pulmonary edema. |
a917c883-720a5bbf-02c84fc6-98ad00ac-c562ff80 | 52,067,803 | 10,001,217 | Mild left base atelectasis. Otherwise, no acute cardiopulmonary process. |
ab111843-fd3b8873-93d8943f-d7618a0c-e6674193 | 52,067,803 | 10,001,217 | Mild left base atelectasis. Otherwise, no acute cardiopulmonary process. |
5e54fc9c-37c49834-9ac3b915-55811712-9d959d26 | 58,913,004 | 10,001,217 | null |
0009a9fb-eb905e90-824cad7c-16d40468-007f0038 | 50,225,296 | 10,001,401 | No previous images. Nasogastric tube extends to the mid body of the stomach, be for coiling on itself so that the tip lies close to the esophagogastric junction. Optimal positioning, the to would have be pulled back almost 10 cm then hopefully redirected toward the lower stomach. Cardiac silhouette is within normal limits and there is no vascular congestion, pleural effusion, or acute focal pneumonia. |
1af1b768-31250d78-0286cc9f-0950490e-f4103bcb | 51,065,211 | 10,001,401 | Mild bibasilar atelectasis. No signs of free air below the right hemidiaphragm. |
8061113f-c019f3ae-fd1b7c54-33e8690d-be838099 | 51,065,211 | 10,001,401 | Mild bibasilar atelectasis. No signs of free air below the right hemidiaphragm. |
c74ce171-c7c53262-a7d57fa1-ee9a9bea-b5f75cb8 | 51,065,211 | 10,001,401 | Mild bibasilar atelectasis. No signs of free air below the right hemidiaphragm. |
0fb4f936-4101f4fa-702d001f-155c63e8-d0d6b2b6 | 55,350,604 | 10,001,401 | ##graphs _ _ _ through _ _ _. Heart size top - normal. Lungs grossly clear. No pleural abnormality or evidence of central lymph node enlargement. |
d9db838d-4612fd1e-e45b40a9-3ea30033-26efd8e4 | 55,350,604 | 10,001,401 | ##graphs _ _ _ through _ _ _. Heart size top - normal. Lungs grossly clear. No pleural abnormality or evidence of central lymph node enlargement. |
d69651ae-dc7bacca-a05efc02-1d5882cd-001c77c4 | 56,534,136 | 10,001,401 | An enteric tube courses below the level of the diaphragm. |
a83c7ff9-2d42639c-6ddebd0e-6b67809b-38210026 | 57,492,692 | 10,001,401 | Ng tube in expected position with tip coiled in the stomach. Day. |
19e55bee-714bb193-0968d683-5bf655a5-7b5caba9 | 58,747,570 | 10,001,401 | Hilar congestion without frank edema. No convincing signs of pneumonia. |
f56a3d51-284b2466-262661f1-2567a6ab-248f4ae3 | 58,747,570 | 10,001,401 | Hilar congestion without frank edema. No convincing signs of pneumonia. |
9fb2d581-65c0f51e-3ff2db55-6b21a902-c270ad96 | 59,664,767 | 10,001,851 | No acute cardiopulmonary process. |
edb88e4a-c04f1be7-aefcf3e0-8889542d-692ff7fd | 59,664,767 | 10,001,851 | No acute cardiopulmonary process. |
3892f17f-8fa034e8-e9b81865-01c48bbb-b9452626 | 50,279,568 | 10,001,884 | No acute cardiopulmonary process. |
dcd906c2-e405c990-6e248dd6-d54558ee-fb0e4140 | 50,279,568 | 10,001,884 | No acute cardiopulmonary process. |
469d0d94-3dad5068-efac76ef-a28cc502-68fe6275 | 50,376,803 | 10,001,884 | The endotracheal tube tip is 6 cm above the carina. Nasogastric tube tip is beyond the ge junction and off the edge of the film. A left central line is present in the tip is in the mid svc. A pacemaker is noted on the right in the lead projects over the right ventricle. There is probable scarring in both lung apices. There are no areas of consolidation. There is upper zone redistribution and cardiomegaly suggesting pulmonary venous hypertension. There is no pneumothorax. |
7b25b3ed-e780a527-319cb7b3-02d5d071-f1cddee9 | 50,712,381 | 10,001,884 | _ _, most _ _ _ and _ _ _. Mild pulmonary edema resolved. Moderate cardiomegaly stable. Pleural effusion, small if any. No pneumothorax. Right transjugular temporary pacer lead tip projects over the floor of the right ventricle. Et tube in standard placement. Esophageal probe ends at the level of the carina. Transesophageal drainage tube passes into the stomach and out of view. |
027b8cb9-29af1bce-48a57329-6cf1fcdf-de453e37 | 50,807,032 | 10,001,884 | 1. No focal consolidation to suggest active infection. 2. Stable copd. 3. ##xplain mild rightward deviation of the trachea. |
ebf48d65-7e780cd5-59118fba-50977097-3720cc7e | 50,807,032 | 10,001,884 | 1. No focal consolidation to suggest active infection. 2. Stable copd. 3. ##xplain mild rightward deviation of the trachea. |
96bfb531-d6621042-58ea2067-b155e38f-f76e305b | 51,181,158 | 10,001,884 | No acute intrathoracic process. |
d5f12914-f14ffd99-3ff2ee54-6f0cbd0c-4c411a2c | 51,817,555 | 10,001,884 | Opacity over the lung bases bilaterally felt due to overlying soft tissue rather than consolidation. Lateral view may be helpful for confirmation. |
8df1bc0a-1f93728a-1f356bcc-5bfe1147-ab211251 | 52,060,840 | 10,001,884 | No acute cardiopulmonary process. |
ee31086f-cbf22f9d-9553d506-2bcd4167-0e1e17bf | 52,060,840 | 10,001,884 | No acute cardiopulmonary process. |
1e583282-042438d1-4c0d5389-f3c06b76-e9a29eaa | 53,109,065 | 10,001,884 | Mild basilar atelectasis without definite focal consolidation. |
545a6de8-a04ace43-330b8a57-bd3c7ee2-3c35df44 | 53,109,065 | 10,001,884 | Mild basilar atelectasis without definite focal consolidation. |
9f5446a9-46ea84a3-6806d8b7-2c0f6d4d-38799159 | 53,268,982 | 10,001,884 | Right middle lobe opacity concerning for pneumonia. |
bd7ebb15-8c5ad4a7-1b13ce66-7d02a4bf-f8f38c98 | 53,268,982 | 10,001,884 | Right middle lobe opacity concerning for pneumonia. |
52d6c812-26dfed36-97e26b11-1fa88177-e8b8b150 | 53,880,659 | 10,001,884 | There is hyperinflation. There is no pneumothorax, effusion, consolidation or chf. There is probable osteopenia. |
6fb4d662-251b2c9f-bce3aed3-0e6b2a61-8a0a00e5 | 53,880,659 | 10,001,884 | There is hyperinflation. There is no pneumothorax, effusion, consolidation or chf. There is probable osteopenia. |
a6617202-f5a8661d-78eb1442-037bf3e4-3dd8967f | 53,894,864 | 10,001,884 | No acute cardiopulmonary process. |
d750dd88-b22ae468-1adf0189-abe28ee0-a0ec53e9 | 53,894,864 | 10,001,884 | No acute cardiopulmonary process. |
4ee6a7f9-915c4c58-7dd1082b-6d03b302-aef0b6d9 | 54,000,534 | 10,001,884 | No acute cardiopulmonary process, without consolidation or evidence of chf. |
e321c955-4712586a-94ec15c6-07be7aa1-d875568d | 54,000,534 | 10,001,884 | No acute cardiopulmonary process, without consolidation or evidence of chf. |
3fc658da-23a5d1b2-68e913fd-bf919f75-b7113290 | 54,369,281 | 10,001,884 | No acute cardiopulmonary abnormality. |
82c84173-71ed7fac-3f8d7532-a4e5095e-6db87046 | 54,369,281 | 10,001,884 | No acute cardiopulmonary abnormality. |
112a33d1-0217c1be-710ee746-aaacee7c-f7bf92e3 | 54,579,606 | 10,001,884 | No acute intrathoracic process. |
7f23b996-22544258-fcf2fbc3-f8dbf8e7-b6c0e4c5 | 54,579,606 | 10,001,884 | No acute intrathoracic process. |
7561a64e-145a404e-f12d8f04-3b19c4e1-3de6e5a0 | 54,828,594 | 10,001,884 | No acute cardiopulmonary abnormality. |
d1cdd125-53a6cbd6-601d5e41-ed49f604-9a580d96 | 54,828,594 | 10,001,884 | No acute cardiopulmonary abnormality. |
02e759a5-72ab444e-581216c8-af8fea64-8b1a744b | 55,333,410 | 10,001,884 | No acute findings. Top - normal heart size. |
5b135035-4708084f-3bb6d230-9db72889-2aa90c14 | 55,333,410 | 10,001,884 | No acute findings. Top - normal heart size. |
4c3fdd2f-79be0bc9-f5a0ed41-3c9dc58e-75a6d19a | 55,893,591 | 10,001,884 | No evidence of pneumonia. No acute cardiopulmonary process. |
8d4eb7a8-0d3c4f7e-fed33834-ef1c6ffd-e01d0967 | 55,893,591 | 10,001,884 | No evidence of pneumonia. No acute cardiopulmonary process. |
e59ad2c0-255eb7ad-933f2ba8-6bf37730-3ca4bed2 | 56,308,417 | 10,001,884 | Subtle opacity in the right lower lobe could represent atelectasis or infection in the appropriate setting. |
CXR-PRO contains the following files:
.
├── cxr.h5
├── mimic_train_impressions.csv
└── mimic_test_impressions.csv
The contents of each file are outlined below:
cxr.h5
: The subset of MIMIC-CXR chest radiographs used for MIMIC-PRO, saved in Hierarchical Data Format (HDF).
mimic_train_impressions.csv
: A compilation of the impressions section of each radiology report in the MIMIC-PRO dataset, with references to priors removed. Additional fields include dicom_id
, study_id
, and subject_id
(which refer users to the chest radiograph associated with a given impressions section).
mimic_test_impressions.csv
: The expert-edited test set, as described in the Methods section of MIMIC-PRO's documentation on PhysioNet.
- Downloads last month
- 15