From db36e6149007491ad86bd031ff27d6c180e33fd7 Mon Sep 17 00:00:00 2001 From: Charles Reid Date: Wed, 18 Dec 2019 13:58:30 -0800 Subject: [PATCH 1/7] download all fastq files - change uuid to project that exists --- .../download-all-fastq-files.ipynb | 4582 ++++++++++++++++- 1 file changed, 4406 insertions(+), 176 deletions(-) diff --git a/download-all-fastq-files/download-all-fastq-files.ipynb b/download-all-fastq-files/download-all-fastq-files.ipynb index ceb9be6..25101a8 100644 --- a/download-all-fastq-files/download-all-fastq-files.ipynb +++ b/download-all-fastq-files/download-all-fastq-files.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Downloading all `.fastq`s in a project" + "# Downloading All Fastq Files in a Project" ] }, { @@ -19,9 +19,9 @@ "\n", "The fastest way to get all `.fastq`s associated with a project is to find the project in the HCA Data Explorer, then download a file manifest for the `.fastq`s associated with the project, then use `hca dss download-manifest` to download the files you selected. See [this guide](https://data.humancellatlas.org/guides/quick-start-guide) for details.\n", "\n", - "## Method 2: Using the HCA DSS REST API, the long way\n", + "## Method 2: Using the HCA Data Store API\n", "\n", - "We can also retrieve all `.fastq`s associated with a project with the DSS API. First, you'll want to find a project that you like on the [HCA Data Explorer](https://data.humancellatlas.org/explore/). (You'll probably want to filter for `.fastq` files to make sure that whatever you're downloading has the kind of data that you're looking for.)\n", + "We can also retrieve all `.fastq`s associated with a project with the Data Store (DSS) API. First, you'll want to find a project that you like on the [HCA Data Explorer](https://data.humancellatlas.org/explore/). (You'll probably want to filter for `.fastq` files to make sure that whatever you're downloading has the kind of data that you're looking for.)\n", "\n", "Once you find a project you like, open the project in the Data Explorer and then copy its URL. The UUID is at the end of the URL:" ] @@ -34,7 +34,7 @@ { "data": { "text/plain": [ - "'74b6d569-3b11-42ef-b6b1-a0454522b4a0'" + "'cc95ff89-2e68-4a08-a234-480eca21ce79'" ] }, "execution_count": 1, @@ -43,7 +43,7 @@ } ], "source": [ - "url = 'https://data.humancellatlas.org/explore/projects/74b6d569-3b11-42ef-b6b1-a0454522b4a0'\n", + "url = 'https://data.humancellatlas.org/explore/projects/cc95ff89-2e68-4a08-a234-480eca21ce79'\n", "_, project_uuid = url.rsplit('/', maxsplit=1)\n", "project_uuid" ] @@ -80,14 +80,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "There are 5459 bundles in this project. Wow!\n" + "There are 254 bundles in this project. Wow!\n" ] }, { "data": { "text/plain": [ - "{'bundle_fqid': 'fffcea5e-2e6c-4ca1-9aa9-c23b90b2e8b8.2019-05-16T211813.059000Z',\n", - " 'bundle_url': 'https://dss.data.humancellatlas.org/v1/bundles/fffcea5e-2e6c-4ca1-9aa9-c23b90b2e8b8?version=2019-05-16T211813.059000Z&replica=aws',\n", + "{'bundle_fqid': 'ff5a367c-4861-4321-9c48-2595c001ec1f.2019-07-03T090632.606000Z',\n", + " 'bundle_url': 'https://dss.integration.data.humancellatlas.org/v1/bundles/ff5a367c-4861-4321-9c48-2595c001ec1f?version=2019-07-03T090632.606000Z&replica=aws',\n", " 'search_score': None}" ] }, @@ -128,16 +128,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "fffcea5e-2e6c-4ca1-9aa9-c23b90b2e8b8 2019-05-16T211813.059000Z\n", - "ffc1714d-caef-41fe-9b68-a6db5efd4c69 2019-05-16T211813.060000Z\n", - "ffa728d1-3767-46a0-ad94-adefd36630c9 2019-05-16T211813.105000Z\n", - "ff982627-9abf-4d66-bc45-f9298ffb9311 2019-05-16T211813.111000Z\n", - "ff8020e9-5bce-491b-b5f3-821ab25fb167 2019-05-16T211813.082000Z\n", - "ff781a9d-e4f1-4a4f-acee-8bf28d8cd684 2019-05-16T211813.068000Z\n", - "ff74ec2f-21b7-4949-8c55-42315afa8295 2019-05-16T211813.074000Z\n", - "ff5e0cfc-bb2a-4f20-bade-897f1626fa8d 2019-05-16T211813.074000Z\n", - "ff5b1de9-fb65-4451-95dc-7da7d11bd493 2019-05-16T211813.105000Z\n", - "ff5a4036-08cf-4abc-98a7-572eaaa452cc 2019-05-16T211813.057000Z\n" + "ff5a367c-4861-4321-9c48-2595c001ec1f 2019-07-03T090632.606000Z\n", + "fe23bae9-4b71-4142-98c6-710edb2e42f9 2019-07-03T090632.605000Z\n", + "fdeb24d5-29f2-4c85-b6e5-5d8e8b40c294 2019-07-31T053949.705104Z\n", + "fce44c9a-dea9-4df5-865b-d99a8ef2c562 2019-07-31T043522.547425Z\n", + "fb7ea2c9-4c76-4249-a176-a4158df3b87a 2019-07-31T045957.400965Z\n", + "fb2bb6f8-529b-4f92-ab0f-579703956b53 2019-07-31T042306.099595Z\n", + "fab59898-3db9-4647-b3af-9cda96836937 2019-07-31T050607.292142Z\n", + "f9018b11-51e6-4520-8ba8-a9dac3c739c4 2019-07-03T090632.606000Z\n", + "f8d2c03e-c6fb-4e42-90f3-df7b8f446624 2019-07-31T045305.547659Z\n", + "f8b2b231-bf29-4e7a-9757-81656beb2da0 2019-07-31T050631.109072Z\n" ] } ], @@ -168,179 +168,4379 @@ { "data": { "text/plain": [ - "{'bundle': {'creator_uid': 8008,\n", + "{'bundle': {'creator_uid': 0,\n", " 'files': [{'content-type': 'application/json; dcp-type=\"metadata/biomaterial\"',\n", - " 'crc32c': 'f04827fa',\n", + " 'crc32c': '6f6a4adc',\n", " 'indexed': True,\n", " 'name': 'cell_suspension_0.json',\n", - " 's3_etag': '458bf0395db347c39bfaf267b0154568',\n", - " 'sha1': 'd5ba2ba27848c3b41d42c6e275aa4e3ad7cc6515',\n", - " 'sha256': '0e50c74847558a3123546b6e9d7eaf6766d504f42e6a7b389dba0369876af33d',\n", - " 'size': 1366,\n", - " 'uuid': 'd980eed4-9ac6-4343-81fc-647b0d88239f',\n", - " 'version': '2019-05-16T162211.753000Z'},\n", + " 's3_etag': 'e615def6fd75103bb602f684dddbbca1',\n", + " 'sha1': '58b2440dc4e96228f53abeb78ad1a99f64d244b7',\n", + " 'sha256': '547b0f0b9313c7362893cb098ca47c0536a16fc438115d66030cccd241d1a248',\n", + " 'size': 873,\n", + " 'uuid': 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insertions(+), 182 deletions(-) diff --git a/download-any-bam-file/download-any-bam-file.ipynb b/download-any-bam-file/download-any-bam-file.ipynb index 709a47a..9483b8b 100644 --- a/download-any-bam-file/download-any-bam-file.ipynb +++ b/download-any-bam-file/download-any-bam-file.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Download Any BAM File 🌕\n", + "# Download Any BAM File\n", "\n", "Any BAM file will do. I just want to see what aligned data looks like in the HCA.\n", "\n", @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -42,7 +42,7 @@ "text": [ "Help on method get_file in module hca.util:\n", "\n", - "get_file(client, uuid: str = None, replica: str = None, version: Union[str, NoneType] = None, token: Union[str, NoneType] = None, directurl: Union[str, NoneType] = None) method of builtins.type instance\n", + "get_file(client, uuid:str=None, replica:str=None, version:Union[str, NoneType]=None, token:Union[str, NoneType]=None, directurl:Union[str, NoneType]=None, content_disposition:Union[str, NoneType]=None) method of builtins.type instance\n", " Retrieve a file given a UUID and optionally a version.\n", " \n", " \n", @@ -73,6 +73,8 @@ " :type token: typing.Union[str, NoneType]\n", " :param directurl: When set to true, the response will contain API-specific URLs that are tied to the specified replica, for example ``gs://bucket/object`` or ``s3://bucket/object`` The use of presigned URLs is recommended for data access. Cloud native URLs are currently provided for a limited set of use cases and may not be provided in the future. If cloud native URLs are required, please contact the data store team regarding the credentials necessary to use them. \n", " :type directurl: typing.Union[str, NoneType]\n", + " :param content_disposition: Optional and does not work when directurl=true (only works with the default presigned url response). If this parameter is provided, the response from fetching the returned presigned url will include the specified Content-Disposition header. This can be useful to indicate to a browser that a file should be downloaded rather than opened in a new tab, and can also supply the original filename in the response. Example: .. code:: content_disposition=\"attachment; filename=data.json\" \n", + " :type content_disposition: typing.Union[str, NoneType]\n", " \n", " \n", " \n", @@ -99,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -112,7 +114,7 @@ " 'total_hits': 0}" ] }, - "execution_count": 3, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -151,16 +153,16 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "695059" + "2307" ] }, - "execution_count": 4, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -180,18 +182,18 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'bundle_fqid': 'ffffba2d-30da-4593-9008-8b3528ee94f1.2019-08-01T200147.309074Z',\n", - " 'bundle_url': 'https://dss.data.humancellatlas.org/v1/bundles/ffffba2d-30da-4593-9008-8b3528ee94f1?version=2019-08-01T200147.309074Z&replica=aws',\n", + "{'bundle_fqid': 'fff14b79-c37e-43a4-9abc-c0777314f380.2019-05-14T105022.468000Z',\n", + " 'bundle_url': 'https://dss.integration.data.humancellatlas.org/v1/bundles/fff14b79-c37e-43a4-9abc-c0777314f380?version=2019-05-14T105022.468000Z&replica=aws',\n", " 'search_score': None}" ] }, - "execution_count": 5, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -210,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -222,7 +224,7 @@ "Traceback (most recent call last):\n", " File \"/var/task/chalicelib/dss/error.py\", line 72, in wrapper\n", " return func(*args, **kwargs)\n", - " File \"/var/task/chalicelib/dss/api/bundles/__init__.py\", line 54, in get\n", + " File \"/var/task/chalicelib/dss/api/bundles/__init__.py\", line 55, in get\n", " raise DSSException(404, \"not_found\", \"Cannot find bundle!\")\n", "dss.error.DSSException\n", "\n" @@ -249,178 +251,148 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'bundle': {'creator_uid': 8008,\n", + "{'bundle': {'creator_uid': 0,\n", " 'files': [{'content-type': 'application/json; dcp-type=\"metadata/biomaterial\"',\n", - " 'crc32c': 'e51ced73',\n", + " 'crc32c': 'fdff6dea',\n", " 'indexed': True,\n", " 'name': 'cell_suspension_0.json',\n", - " 's3_etag': '4b126057ce7abdc231255a8bf7784f8a',\n", - " 'sha1': '5dc657584a0fb00b1a918e0ecfc4701edf569ca1',\n", - " 'sha256': '775d6a9a562a6e818a3de5741c48dfc17d304b942f448da760b3996a139a5876',\n", - " 'size': 841,\n", - " 'uuid': 'ba96ea2d-c7e2-4c47-9561-418a849f93d0',\n", - " 'version': '2019-07-09T232055.867000Z'},\n", + " 's3_etag': '608e9aba7ccfa6f9ab1a41fe55d3034c',\n", + " 'sha1': 'dd0be5655f99000e257e295011cf0a56824c32b2',\n", + " 'sha256': '1842c7285092fa5e7f56ad48fa208edd29120b4798875ae8a6fa1142f817d415',\n", + " 'size': 997,\n", + " 'uuid': '5851c22f-3ad8-40db-bdf2-f5dc0e26dbd3',\n", + " 'version': '2019-05-14T093128.827000Z'},\n", " {'content-type': 'application/json; dcp-type=\"metadata/biomaterial\"',\n", - " 'crc32c': '6c24cc69',\n", + " 'crc32c': 'a0c4269e',\n", " 'indexed': True,\n", " 'name': 'specimen_from_organism_0.json',\n", - " 's3_etag': 'de2f1daec3d270806b2d5590eabb3dfc',\n", - " 'sha1': '077305bae96361f9cd453b2066ffb10d4fb6977f',\n", - " 'sha256': '40b34fd3f409255888f3065b7d1f9735538713eac567e647d74043dc44eb4777',\n", - " 'size': 861,\n", - " 'uuid': '2436de6c-82fa-4434-8cec-f73cde7b01cb',\n", - " 'version': '2019-07-09T223746.665000Z'},\n", + " 's3_etag': '73163822cf12c0426e9730ef0c0cddd9',\n", + " 'sha1': '7bcb10987d77d74a7080bb8c46b8193f00505985',\n", + " 'sha256': 'bb712ce013a58eccdf0bdf55c15d3ea13388bcf3cec5c24220e381eb65846283',\n", + " 'size': 1169,\n", + " 'uuid': '1a2e8c90-0d8b-465c-a4a6-bed616dbfad2',\n", + " 'version': '2019-05-14T092648.799000Z'},\n", " {'content-type': 'application/json; dcp-type=\"metadata/biomaterial\"',\n", - " 'crc32c': '811a3cdb',\n", + " 'crc32c': 'b0b45b80',\n", " 'indexed': True,\n", " 'name': 'donor_organism_0.json',\n", - " 's3_etag': '8118121f4b1c02b91ff0ae926c42d2c3',\n", - " 'sha1': '1626d0ce2ef617c73da9f5c860ceb7fe718031bf',\n", - " 'sha256': '8b75452e8ac0c2cb92c45932e9e41ff2790e1c228651eeb59ecc1e22781a313d',\n", - " 'size': 1455,\n", - " 'uuid': '278b968f-13eb-4983-995a-4ba08771248a',\n", - " 'version': '2019-07-09T221323.206000Z'},\n", + " 's3_etag': 'f236a3b672f2025c726149f2d0542161',\n", + " 'sha1': '4cf71dfed1aedd9eb10fa6c8b01afc225f75a3ea',\n", + " 'sha256': 'd13d35b49a79ecfc3be995d9c0df64f071ecfe540f958f570c4aec82f9132997',\n", + " 'size': 1341,\n", + " 'uuid': 'cfde197c-59c3-4ac7-93e7-b41d2c206e93',\n", + " 'version': '2019-05-14T092508.151000Z'},\n", " {'content-type': 'application/json; dcp-type=\"metadata/file\"',\n", - " 'crc32c': 'a4e2caa6',\n", + " 'crc32c': '33ce0536',\n", " 'indexed': True,\n", " 'name': 'sequence_file_0.json',\n", - " 's3_etag': 'd8e118f824e84c242ce82b1bd4a3519d',\n", - " 'sha1': 'e0132cee448ae9afccd7158ea30f19d0c2b17aa1',\n", - " 'sha256': '548bd20983d6deed7c94e254057f0c9ffac73210530b4a3117160ad56edcf546',\n", - " 'size': 535,\n", - " 'uuid': '7726d628-118b-451c-83dc-871a7ea9b1ca',\n", - " 'version': '2019-07-10T152455.421000Z'},\n", - " {'content-type': 'application/json; 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dcp-type=\"metadata/process\"',\n", - " 'crc32c': 'fea10f32',\n", + " 'crc32c': '6273537c',\n", " 'indexed': True,\n", " 'name': 'process_0.json',\n", - " 's3_etag': '3934c3a428bad588f9cb789dd922531d',\n", - " 'sha1': '0b59566e2f18278a3c4b43a2e7df89d0bfa5ab79',\n", - " 'sha256': '770dcd9f2a63998d50a8a5947c7c36492a2c26b9e5c9fe6e55949f86cd940c38',\n", - " 'size': 377,\n", - " 'uuid': 'c144c8cc-3048-4fda-a3e0-fdca1743aa62',\n", - " 'version': '2019-07-10T005013.668000Z'},\n", + " 's3_etag': '6d6571aaf2e373b2350bfc6a146edd07',\n", + " 'sha1': 'b63c096ec76f8a52c4a7d3d4a1971c5c87d111ba',\n", + " 'sha256': 'da80ad8f7f4e3c0a78fcb1078445e3be1a69d90453552005c7b35c07007db7d0',\n", + " 'size': 463,\n", + " 'uuid': '135c272e-ad97-47dd-9231-2095b716157a',\n", + " 'version': '2019-05-14T093716.651000Z'},\n", " {'content-type': 'application/json; dcp-type=\"metadata/process\"',\n", - " 'crc32c': 'b21f3cea',\n", + " 'crc32c': 'd7412fca',\n", " 'indexed': True,\n", " 'name': 'process_1.json',\n", - " 's3_etag': '3e8604fe3389cde0c568966ff90784fa',\n", - " 'sha1': 'cceb18a181ae0cfb4f7accf4430fb49441ed5f1e',\n", - " 'sha256': '73652e16fb0de49157923099431a39d076707f08b46831cfb984ca7749aef037',\n", - " 'size': 380,\n", - " 'uuid': 'bd0a00e8-eeed-4c04-abd5-7b3212fa981c',\n", - " 'version': '2019-07-10T001250.697000Z'},\n", + " 's3_etag': '2e4f2bb744c2a739a42882628f10b9af',\n", + " 'sha1': 'b596b232542279da38a9eddb5f1e07e806a8231c',\n", + " 'sha256': 'abb8e689dbe0f83d3cf3a1876c1ba8241e0c706ef9ca22e2ff7013c161b71453',\n", + " 'size': 377,\n", + " 'uuid': '1c67612f-ffc6-4468-8545-ee2bffd2cf38',\n", + " 'version': '2019-05-14T093536.378000Z'},\n", " {'content-type': 'application/json; dcp-type=\"metadata/process\"',\n", - " 'crc32c': 'd7d43139',\n", + " 'crc32c': '3476a09b',\n", " 'indexed': True,\n", " 'name': 'process_2.json',\n", - " 's3_etag': 'fad68356e6bf63c4327f1f3b580f497a',\n", - " 'sha1': '117f7e8a215a9513b3c9e7914a8e3aea08bd4c47',\n", - " 'sha256': 'd02e6a1b2d1afee2c1a26d74f5c3cb5ba0dfaeabc370984b4f4d5c52b20ccbd5',\n", - " 'size': 378,\n", - " 'uuid': 'fce3ec06-2d04-4355-a8d1-ab25cfaf9507',\n", - " 'version': '2019-07-10T000838.833000Z'},\n", + " 's3_etag': '36f81eb1ea94fa6b4487426322d10ed3',\n", + " 'sha1': '04b8b93260ad2654b377149391a69b5a5d7ea2f6',\n", + " 'sha256': 'bd47f699e80b8dc4ebcf3b4e516bb82e01d71f96ab8e6ae16a838983872fc50a',\n", + " 'size': 376,\n", + " 'uuid': '451a2914-2534-47a9-aa43-e0a93dfb5046',\n", + " 'version': '2019-05-14T093534.629000Z'},\n", " {'content-type': 'application/json; dcp-type=\"metadata/links\"',\n", - " 'crc32c': '5e1e8829',\n", + " 'crc32c': '89974eee',\n", " 'indexed': True,\n", " 'name': 'links.json',\n", - " 's3_etag': '383a63488f3cbd045da97d43528fa33a',\n", - " 'sha1': '491271630f534b9b8f39908ecb02eda2b9abce79',\n", - " 'sha256': '061419b16bac390590db9e0e1deb493b94e3a11bcdc6a3253e83521b0be32347',\n", - " 'size': 2081,\n", - " 'uuid': '9e0a2c0a-ae0d-4349-b3d0-3189a2930508',\n", - " 'version': '2019-08-02T022130.857345Z'},\n", - " {'content-type': 'application/gzip; dcp-type=data',\n", - " 'crc32c': '64a1f0d8',\n", - " 'indexed': False,\n", - " 'name': 'SRR6520067_1.fastq.gz',\n", - " 's3_etag': '33ef86d19b0e86d5ed1d1989c1dbf21e',\n", - " 'sha1': '3d77b76a74e5bdf0fa99e6eb1000b028a8f8ab96',\n", - " 'sha256': 'f7bcf27cad4c2e23c82036820e3aceb4a5d74b396425b692a02d8298074377ee',\n", - " 'size': 44321552,\n", - " 'uuid': 'de204c6b-97be-44dd-bdb8-89af19a717b9',\n", - " 'version': '2019-08-02T022131.233758Z'},\n", + " 's3_etag': '7d27535d7b0ddea1204ffbf8bf6e5bf5',\n", + " 'sha1': '4865a7b2602a05cc1b192dbd25b45820e528e785',\n", + " 'sha256': 'abef3de4d865fc7a90e5437d3323306cea33e453f48332dd366df6f3974901df',\n", + " 'size': 1856,\n", + " 'uuid': 'e46a83ab-0882-47ae-9ba4-392ac40886f5',\n", + " 'version': '2019-05-14T151416.992321Z'},\n", " {'content-type': 'application/gzip; dcp-type=data',\n", - " 'crc32c': '1f0971e6',\n", + " 'crc32c': '900f9190',\n", " 'indexed': False,\n", - " 'name': 'SRR6520067_2.fastq.gz',\n", - " 's3_etag': '97b4aade52e6eedb297aab192bc27e73',\n", - " 'sha1': '871dba6bb574f00cfd984e9e16221d67e5d41dc3',\n", - " 'sha256': 'b1d774b2687e2a0b72e5d7643899d8696a348f0c1e04cdb0808de91d593e581d',\n", - " 'size': 47430937,\n", - " 'uuid': '5bebcad3-22b0-4383-b16a-4c1a8c067677',\n", - " 'version': '2019-08-02T022131.806574Z'}],\n", - " 'uuid': 'ffffba2d-30da-4593-9008-8b3528ee94f1',\n", - " 'version': '2019-08-01T200147.309074Z'}}" + " 'name': 'HP1506401_H16.fastq.gz',\n", + " 's3_etag': 'd43db6663df47d5f46cd182964ed5257',\n", + " 'sha1': '420099211a18cc5d4243c5edd2a96694bea6e064',\n", + " 'sha256': 'd197ee59a8be6b4db20f01aa802b49b8b3d5d6abe539872863acd6cdef1f067a',\n", + " 'size': 26207289,\n", + " 'uuid': '90dc8de8-9837-492f-bef8-673b262dd417',\n", + " 'version': '2019-05-14T151417.335615Z'}],\n", + " 'uuid': 'fff14b79-c37e-43a4-9abc-c0777314f380',\n", + " 'version': '2019-05-14T105022.468000Z'}}" ] }, - "execution_count": 7, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -437,12 +409,12 @@ "****\n", "Nice! Now I can see the general structure of a bundle.\n", "\n", - "Using this information, what if I want to find a bundle with a BAM? I can write a function `find_bam()` that iterates over bundles until it finds a bundle with a BAM..." + "Using this information, what if I want to find a bundle with a BAM? I can write a function `find_bam()` that iterates over bundles and returns bundle information for each undle with a BAM file:" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -452,7 +424,7 @@ " bundle_dict = client.get_bundle(uuid=bundle_uuid, replica=\"aws\")\n", " for file_dict in bundle_dict[\"bundle\"][\"files\"]:\n", " if file_dict[\"name\"].endswith(\".bam\"):\n", - " return file_dict" + " yield file_dict" ] }, { @@ -464,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -477,7 +449,7 @@ " continue\n", " for file_dict in bundle_dict[\"bundle\"][\"files\"]:\n", " if file_dict[\"name\"].endswith(\".bam\"):\n", - " return file_dict" + " yield file_dict" ] }, { @@ -489,7 +461,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -498,7 +470,7 @@ "text": [ "Help on method post_search in module hca.util:\n", "\n", - "post_search(client, es_query: Mapping = None, output_format: Union[str, NoneType] = 'summary', replica: str = None, per_page: Union[str, NoneType] = 100, search_after: Union[str, NoneType] = None) method of builtins.type instance\n", + "post_search(client, es_query:Mapping=None, output_format:Union[str, NoneType]='summary', replica:str=None, per_page:Union[str, NoneType]=100, search_after:Union[str, NoneType]=None) method of builtins.type instance\n", " Find bundles by searching their metadata with an Elasticsearch query\n", " \n", " \n", @@ -599,7 +571,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -613,37 +585,78 @@ " continue\n", " for file_dict in bundle_dict[\"bundle\"][\"files\"]:\n", " if file_dict[\"name\"].endswith(\".bam\"):\n", - " return file_dict" + " yield file_dict" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `find_bam()` function is a generator (since it uses the `yield` keyword), so to get the next bundle containing a BAM file, call the `next()` function and pass it the generator:" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 68, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "{'content-type': 'application/gzip; dcp-type=data',\n", - " 'crc32c': '74405869',\n", - " 'indexed': False,\n", - " 'name': 'ceae7e4d-6871-4d47-b2af-f3c9a5b3f5db_qc.bam',\n", - " 's3_etag': 'd86563efae1f97a11215ab8ac08ff57d-3',\n", - " 'sha1': 'd497da691495b27de9a304b4b0e1853203fe3a6a',\n", - " 'sha256': '14b700a3d4e3643cf781fb4641bdaa6dbc252d31d9e5a465acc23f30d61237d7',\n", - " 'size': 176911395,\n", - " 'uuid': '1907c7b9-55e5-47d5-a54c-85423e942523',\n", - " 'version': '2019-05-18T173113.216367Z'}" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + " \"content-type\": \"application/gzip; dcp-type=data\",\n", + " \"crc32c\": \"13d0a885\",\n", + " \"indexed\": false,\n", + " \"name\": \"merged.bam\",\n", + " \"s3_etag\": \"2a460ca1a794924868eb9ab10188148d-263\",\n", + " \"sha1\": \"e80d114b07a165f638f80904806587a8c2a67b0a\",\n", + " \"sha256\": \"610003f3064db6e64aa14b759827e9e4b8c7b8a8fd24b591f85a6db6aae34a9f\",\n", + " \"size\": 17629632969,\n", + " \"uuid\": \"0fb3b147-11c1-4494-bbfb-55f0140ac656\",\n", + " \"version\": \"2019-07-28T070418.165550Z\"\n", + "}\n" + ] } ], "source": [ - "bam_file = find_bam()\n", - "bam_file" + "bam_generator = find_bam()\n", + "bam_file = next(bam_generator)\n", + "print(json.dumps(bam_file, indent=4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check the size to make sure this BAM file is less than 1 GB (since we will download it for this tutorial), and if it is too large, get the next BAM file returned by `find_bam()`:" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BAM file merged.bam is 16.42 GB\n", + " ------ This BAM file is too large! continuing to look for another BAM file ------\n", + "BAM file ecd3c30b-610c-4311-91c6-54c04f63f632_qc.bam is 0.04 GB\n" + ] + } + ], + "source": [ + "B2GB = 1/1024/1024/1024\n", + "size_in_gb = bam_file['size']*B2GB\n", + "print(\"BAM file %s is %0.2f GB\"%(bam_file['name'], bam_file['size']*B2GB))\n", + "\n", + "while size_in_gb > 1.0:\n", + " print(\" ------ This BAM file is too large! continuing to look for another BAM file ------\")\n", + " bam_file = next(bam_generator)\n", + " size_in_gb = bam_file['size']*B2GB\n", + " print(\"BAM file %s is %0.2f GB\"%(bam_file['name'], bam_file['size']*B2GB))" ] }, { @@ -655,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -674,14 +687,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Name: SRR6520067_1.fastq.gz, UUID: de204c6b-97be-44dd-bdb8-89af19a717b9\n" + "Name: HP1506401_H16.fastq.gz, UUID: 90dc8de8-9837-492f-bef8-673b262dd417\n" ] } ], @@ -699,18 +712,54 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Waiting 10s before redirect per Retry-After header\n" + ] + } + ], + "source": [ + "bam_file = client.get_file(uuid=bam_file['uuid'], replica=\"aws\")" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "print(type(bam_file))" + ] + }, + { + "cell_type": "code", + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ - "bam_file = client.get_file(uuid=bam_file['uuid'], replica=\"aws\")\n", "with open(\"Aligned.sortedByCoord.out.bam\", \"wb\") as output_bam:\n", - " output_bam.write(bam_file)" + " # Write the file in chunks, since it is very large\n", + " blocksize = 1000000000\n", + " for i in range(0, len(bam_file), blocksize):\n", + " output_bam.write(bam_file[i:i+blocksize])" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 75, "metadata": {}, "outputs": [ { @@ -912,8 +961,8 @@ "@SQ\tSN:KI270755.1\tLN:36723\n", "@SQ\tSN:KI270756.1\tLN:79590\n", "@SQ\tSN:KI270757.1\tLN:71251\n", - "@RG\tID:ceae7e4d-6871-4d47-b2af-f3c9a5b3f5db\tSM:ceae7e4d-6871-4d47-b2af-f3c9a5b3f5db\tLB:ceae7e4d-6871-4d47-b2af-f3c9a5b3f5db\tPL:ILLUMINA\tPU:ceae7e4d-6871-4d47-b2af-f3c9a5b3f5db\n", - "@PG\tID:hisat2\tPN:hisat2\tVN:2.1.0\tCL:\"/opt/tools/hisat2-2.1.0/hisat2-align-s --wrapper basic-0 -t -x genome_snp_tran/genome_snp_tran --rg-id=ceae7e4d-6871-4d47-b2af-f3c9a5b3f5db --rg SM:ceae7e4d-6871-4d47-b2af-f3c9a5b3f5db --rg LB:ceae7e4d-6871-4d47-b2af-f3c9a5b3f5db --rg PL:ILLUMINA --rg PU:ceae7e4d-6871-4d47-b2af-f3c9a5b3f5db --new-summary --summary-file ceae7e4d-6871-4d47-b2af-f3c9a5b3f5db_qc.log --met-file ceae7e4d-6871-4d47-b2af-f3c9a5b3f5db_qc.hisat2.met.txt --met 5 --seed 12345 -k 10 --secondary -p 4 -S /dev/fd/63 -1 /tmp/148.inpipe1 -2 /tmp/148.inpipe2\"\n", + "@RG\tID:ecd3c30b-610c-4311-91c6-54c04f63f632\tSM:ecd3c30b-610c-4311-91c6-54c04f63f632\tLB:ecd3c30b-610c-4311-91c6-54c04f63f632\tPL:ILLUMINA\tPU:ecd3c30b-610c-4311-91c6-54c04f63f632\n", + "@PG\tID:hisat2\tPN:hisat2\tVN:2.1.0\tCL:\"/opt/tools/hisat2-2.1.0/hisat2-align-s --wrapper basic-0 -t -x genome_snp_tran/genome_snp_tran --rg-id=ecd3c30b-610c-4311-91c6-54c04f63f632 --rg SM:ecd3c30b-610c-4311-91c6-54c04f63f632 --rg LB:ecd3c30b-610c-4311-91c6-54c04f63f632 --rg PL:ILLUMINA --rg PU:ecd3c30b-610c-4311-91c6-54c04f63f632 --new-summary --summary-file ecd3c30b-610c-4311-91c6-54c04f63f632_qc.log --met-file ecd3c30b-610c-4311-91c6-54c04f63f632_qc.hisat2.met.txt --met 5 --seed 12345 -k 10 --secondary -p 4 -S /dev/fd/63 -1 /tmp/147.inpipe1 -2 /tmp/147.inpipe2\"\n", "\n" ] } @@ -941,7 +990,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.6.3" } }, "nbformat": 4, From b363b74410b941c0ff360c0db970d59a267f1a92 Mon Sep 17 00:00:00 2001 From: Charles Reid Date: Wed, 18 Dec 2019 15:10:35 -0800 Subject: [PATCH 3/7] remove bash magic from login notebook --- login/login.ipynb | 54 +++++++++++++++++++++++------------------------ 1 file changed, 27 insertions(+), 27 deletions(-) diff --git a/login/login.ipynb b/login/login.ipynb index 9292a16..9b6c9bf 100644 --- a/login/login.ipynb +++ b/login/login.ipynb @@ -4,48 +4,48 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Login to the DSS 🔶" + "# Login to the DSS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Things fall apart when logging in\n", - "First, assume the HCA CLI is already installed.\n", + "## Interactively\n", "\n", - "The docs say to log in with `hca dss login`. This won't return if you run it in a notebook:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%%bash\n", - "hca dss login" + "One of the first things you will need to do to use the Human Cell Atlas command line interface (CLI) is to log in with your Human Cell Atlas account.\n", + "\n", + "Running the following command in a terminal will open a browser, and will direct you to an Auth0 URL that will ask you to authenticate yourself using one of atuhentication providers.\n", + "\n", + "To do this, run the following command at the command line:\n", + "\n", + "```\n", + "hca dss login\n", + "```\n", + "\n", + "Running via a terminal tells you to `Please visit this URL to authorize this application: `\n", + "\n", + "That URL directs you to a Google sign-in page, which then redirects to to `localhost:8080`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Running via a terminal tells you to `Please visit this URL to authorize this application: `\n", + "## Remotely\n", "\n", - "That URL directs you to a Google sign-in page, which then redirects to to `localhost:8080`.\n", + "If you're working in a notebook, VM, EC2 instance, or other remote host where you can't access a browser, you can run the following command instead:\n", "\n", - "If you're working in a notebook, VM, EC2 instance, or other remote host where you can't access a browser, instead do:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ + "```\n", + "hca dss login --remote\n", + "```\n", + "\n", + "If you are running a Jupyter notebook, enter the following into a cell to run the command using bash magic:\n", + "\n", + "```\n", "%%bash\n", - "hca dss login --remote" + "hca dss login --remote\n", + "```" ] } ], @@ -65,7 +65,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.6.9" } }, "nbformat": 4, From d1c93d211ee7c7322d9492344ea56ac4bff59a19 Mon Sep 17 00:00:00 2001 From: Charles Reid Date: Wed, 18 Dec 2019 15:10:56 -0800 Subject: [PATCH 4/7] update folder names in test/ignore, remove login from ignore list --- test/ignore | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/test/ignore b/test/ignore index b8c0cd6..07a2e91 100644 --- a/test/ignore +++ b/test/ignore @@ -1,4 +1,3 @@ -Download\ 10x\ Seq\ T-cell\ Bundles/ -Find\ Cell\ Type\ Count/ -Login\ to\ the\ DSS/ -SPARK\ Example/ +download-10x-seq-tcell +find-cell-type-count +spark-example From 106c44ad5ea2d3929388a089bebf87a6fc87d355 Mon Sep 17 00:00:00 2001 From: Charles Reid Date: Thu, 19 Dec 2019 10:46:41 -0800 Subject: [PATCH 5/7] fix find-cell-type-count (this nb is really messed up) --- .../find-cell-type-count.ipynb | 1344 +++++++++-------- 1 file changed, 737 insertions(+), 607 deletions(-) diff --git a/find-cell-type-count/find-cell-type-count.ipynb b/find-cell-type-count/find-cell-type-count.ipynb index e9d0dd7..2822d27 100644 --- a/find-cell-type-count/find-cell-type-count.ipynb +++ b/find-cell-type-count/find-cell-type-count.ipynb @@ -13,7 +13,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import json" + ] + }, + { + "cell_type": "code", + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -25,16 +34,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now, what type of cells are we looking for? Maybe cells from a _hematopoietic system_?" + "Now, what type of cells are we looking for? Maybe cells from a pancreas?" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "organ_type = 'hematopoietic system'" + "organ_type = 'pancreas'" ] }, { @@ -51,17 +60,19 @@ "query = {\n", " \"query\" : {\n", " \"bool\" : {\n", - " \"must\" : [{\n", - " \"match\" : {\n", - " \"some.path.to.the.organ.type\" : organ_type\n", - " }\n", - " }, {\n", - " \"range\" : {\n", - " \"some.path.to.the.total.number.of.cells\" : {\n", - " \"gt\" : 0\n", + " \"must\" : [\n", + " {\n", + " \"match\" : {\n", + " \"some.path.to.the.organ.type\" : organ_type\n", + " }\n", + " }, {\n", + " \"range\" : {\n", + " \"some.path.to.the.total.number.of.cells\" : {\n", + " \"gt\" : 0\n", + " }\n", " }\n", " }\n", - " }]\n", + " ]\n", " }\n", " }\n", "}\n", @@ -72,652 +83,771 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "{'bundle_fqid': 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Complementary whole-islet RNA-seq data have also been deposited at ArrayExpress under accession number E-MTAB-5060 (http://www.ebi.ac.uk/arrayexpress/experiments/E-MTAB-5060).\",\n", + " \"project_short_name\": \"Healthy and type 2 diabetes pancreas\",\n", + " \"project_title\": \"Single-cell RNA-seq analysis of human pancreas from healthy individuals and type 2 diabetes patients\"\n", + " },\n", + " \"provenance\": {\n", + " \"document_id\": \"ae71be1d-ddd8-4feb-9bed-24c3ddb6e1ad\",\n", + " \"submission_date\": \"2019-05-14T09:16:14.479Z\",\n", + " \"update_date\": \"2019-05-14T09:25:04.555Z\"\n", + " },\n", + " \"publications\": [\n", + " {\n", + " \"authors\": [\n", + " \"Segerstolpe A\",\n", + " \"Palasantza A\",\n", + " \"Eliasson P\",\n", + " \"Andersson EM\",\n", + " \"Andreasson AC\",\n", + " \"Sun X\",\n", + " \"Picelli S\",\n", + " \"Sabirsh A\",\n", + " \"Clausen M\",\n", + " \"Bjursell MK\",\n", + " \"Smith DM\",\n", + " \"Kasper M\",\n", + " \"Ammala C\",\n", + " \"Sandberg R\"\n", + " ],\n", + " \"doi\": \"10.1016/j.cmet.2016.08.020\",\n", + " \"pmid\": 27667667,\n", + " \"title\": \"Single-Cell Transcriptome Profiling of Human Pancreatic Islets in Health and Type 2 Diabetes\",\n", + " \"url\": \"https://europepmc.org/abstract/MED/27667667\"\n", + " }\n", + " ],\n", + " \"schema_type\": \"project\",\n", + " \"supplementary_links\": [\n", + " \"https://www.ebi.ac.uk/gxa/sc/experiments/E-MTAB-5061/Results\"\n", + " ]\n", + " }\n", + " ],\n", + " \"sequence_file_json\": [\n", + " {\n", + " \"describedBy\": \"https://schema.humancellatlas.org/type/file/9.0.0/sequence_file\",\n", + " \"file_core\": {\n", + " \"file_name\": \"HP1506401_H16.fastq.gz\",\n", + " \"format\": \"fastq.gz\"\n", + " },\n", + " \"insdc_run_accessions\": [\n", + " \"ERR1631402\"\n", + " ],\n", + " \"provenance\": {\n", + " \"document_id\": \"24aee65f-213e-442a-b5a6-8f323aaf8b08\",\n", + " \"submission_date\": \"2019-05-14T09:17:54.833Z\",\n", + " \"update_date\": \"2019-05-14T09:52:07.276Z\"\n", + " },\n", + " \"read_index\": \"read1\",\n", + " \"read_length\": 43,\n", + " \"schema_type\": \"file\"\n", + " }\n", + " ],\n", + " \"sequencing_protocol_json\": [\n", + " {\n", + " \"describedBy\": \"https://schema.humancellatlas.org/type/protocol/sequencing/10.0.0/sequencing_protocol\",\n", + " \"instrument_manufacturer_model\": {\n", + " \"ontology\": \"EFO:0004203\",\n", + " \"ontology_label\": \"Illumina HiSeq 2000\",\n", + " \"text\": \"Illumina HiSeq 2000\"\n", + " },\n", + " \"method\": {\n", + " \"ontology\": \"EFO:0008441\",\n", + " \"ontology_label\": \"full length single cell RNA sequencing\",\n", + " \"text\": \"full length single cell RNA sequencing\"\n", + " },\n", + " \"paired_end\": false,\n", + " \"protocol_core\": {\n", + " \"protocol_description\": \"Libraries were sequenced on an Illumina HiSeq 2000, generating 43 bp single-end reads.\",\n", + " \"protocol_id\": \"sequencing_protocol_1\",\n", + " \"protocol_name\": \"SmartSeq2 single cell sequencing\",\n", + " \"publication_doi\": \"10.1038/nprot.2014.006\"\n", + " },\n", + " \"provenance\": {\n", + " \"document_id\": \"eb61d563-e7ec-407d-a84f-3626663eb4fa\",\n", + " \"submission_date\": \"2019-05-14T09:19:37.478Z\",\n", + " \"update_date\": \"2019-05-14T09:19:43.616Z\"\n", + " },\n", + " \"schema_type\": \"protocol\"\n", + " }\n", + " ],\n", + " \"specimen_from_organism_json\": [\n", + " {\n", + " \"biomaterial_core\": {\n", + " \"biomaterial_description\": \"Pancreas from normal donor H3\",\n", + " \"biomaterial_id\": \"H3_pancreas\",\n", + " \"biomaterial_name\": \"Pancreas from donor H3\",\n", + " \"ncbi_taxon_id\": [\n", + " 9606\n", + " ]\n", + " },\n", + " \"describedBy\": \"https://schema.humancellatlas.org/type/biomaterial/10.2.0/specimen_from_organism\",\n", + " \"genus_species\": [\n", + " {\n", + " \"ontology\": \"NCBITaxon:9606\",\n", + " \"ontology_label\": \"Homo sapiens\",\n", + " \"text\": \"Homo sapiens\"\n", + " }\n", + " ],\n", + " \"organ\": {\n", + " \"ontology\": \"UBERON:0001264\",\n", + " \"ontology_label\": \"pancreas\",\n", + " \"text\": \"pancreas\"\n", + " },\n", + " \"organ_parts\": [\n", + " {\n", + " \"ontology\": \"UBERON:0000006\",\n", + " \"ontology_label\": \"islet of Langerhans\",\n", + " \"text\": \"islet of Langerhans\"\n", + " }\n", + " ],\n", + " \"provenance\": {\n", + " \"document_id\": \"1a2e8c90-0d8b-465c-a4a6-bed616dbfad2\",\n", + " \"submission_date\": \"2019-05-14T09:16:14.546Z\",\n", + " \"update_date\": \"2019-05-14T09:26:46.799Z\"\n", + " },\n", + " \"purchased_specimen\": {\n", + " \"manufacturer\": \"Prodo Laboratories Inc (Irvine, CA, USA)\"\n", + " },\n", + " \"schema_type\": \"biomaterial\"\n", + " }\n", + " ]\n", + " },\n", + " \"manifest\": {\n", + " \"creator_uid\": 0,\n", + " \"files\": [\n", + " {\n", + " \"content-type\": \"application/json; 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dcp-type=\\\"metadata/project\\\"\",\n", + " \"crc32c\": \"08fb0af6\",\n", + " \"indexed\": true,\n", + " \"name\": \"project_0.json\",\n", + " \"s3-etag\": \"0ad4ab37bfe5d9798afdfba0b949eb05\",\n", + " \"sha1\": \"bab034a14a2ca97a98a7035b08cddc9d5fa03459\",\n", + " \"sha256\": \"96a6a89399aa47c52e15984c19769dccac4029656da0294a95b86b10d6e37914\",\n", + " \"size\": 6263,\n", + " \"uuid\": \"ae71be1d-ddd8-4feb-9bed-24c3ddb6e1ad\",\n", + " \"version\": \"2019-05-14T092506.555000Z\"\n", + " },\n", + " {\n", + " \"content-type\": \"application/json; dcp-type=\\\"metadata/protocol\\\"\",\n", + " \"crc32c\": \"49aa500f\",\n", + " \"indexed\": true,\n", + " \"name\": \"library_preparation_protocol_0.json\",\n", + " \"s3-etag\": \"7e9e1bc2ee6e782f012df057e4fc8513\",\n", + " \"sha1\": \"c7b8d0ac3ac5b66e5ac61d81a1ef70bb37a74323\",\n", + " \"sha256\": \"8d94f45c9c31011a795d2626c2f0aebb506a1dce92de72650171b742a96326fe\",\n", + " \"size\": 1337,\n", + " \"uuid\": \"96209d06-5fb7-4fc3-bff4-20ef3f55ee40\",\n", + " \"version\": \"2019-05-14T091945.579000Z\"\n", + " },\n", + " {\n", + " \"content-type\": \"application/json; dcp-type=\\\"metadata/protocol\\\"\",\n", + " \"crc32c\": \"82d72b8c\",\n", + " \"indexed\": true,\n", + " \"name\": \"sequencing_protocol_0.json\",\n", + " \"s3-etag\": \"db67c58bf1e090404112e4fdad72f7ac\",\n", + " \"sha1\": \"0aa97de5efb059bef7802d4daa6a462995895fe8\",\n", + " \"sha256\": \"d35a79746f9f3e5487d3342d5c2df76ceaad59d55e282ab8ffc0bc360ea12859\",\n", + " \"size\": 1025,\n", + " \"uuid\": \"eb61d563-e7ec-407d-a84f-3626663eb4fa\",\n", + " \"version\": \"2019-05-14T091945.616000Z\"\n", + " },\n", + " {\n", + " \"content-type\": \"application/json; dcp-type=\\\"metadata/protocol\\\"\",\n", + " \"crc32c\": \"9e7a0efb\",\n", + " \"indexed\": true,\n", + " \"name\": \"dissociation_protocol_0.json\",\n", + " \"s3-etag\": \"4fb3cd5b9db025c80fcd1191300f5582\",\n", + " \"sha1\": \"b3e94679f3d150ef1d7ec6b6156bf7d391c0c1fd\",\n", + " \"sha256\": \"0d80e243aa428b5612369391ae7b74dd823cfe02b7c63067b9f5ac97d2034c3d\",\n", + " \"size\": 901,\n", + " \"uuid\": \"d72df926-94a2-4e11-b40a-88ed7691cae9\",\n", + " \"version\": \"2019-05-14T091945.386000Z\"\n", + " },\n", + " {\n", + " \"content-type\": \"application/json; dcp-type=\\\"metadata/process\\\"\",\n", + " \"crc32c\": \"6273537c\",\n", + " \"indexed\": true,\n", + " \"name\": \"process_0.json\",\n", + " \"s3-etag\": \"6d6571aaf2e373b2350bfc6a146edd07\",\n", + " \"sha1\": \"b63c096ec76f8a52c4a7d3d4a1971c5c87d111ba\",\n", + " \"sha256\": \"da80ad8f7f4e3c0a78fcb1078445e3be1a69d90453552005c7b35c07007db7d0\",\n", + " \"size\": 463,\n", + " \"uuid\": \"135c272e-ad97-47dd-9231-2095b716157a\",\n", + " \"version\": \"2019-05-14T093716.651000Z\"\n", + " },\n", + " {\n", + " \"content-type\": \"application/json; dcp-type=\\\"metadata/process\\\"\",\n", + " \"crc32c\": \"d7412fca\",\n", + " \"indexed\": true,\n", + " \"name\": \"process_1.json\",\n", + " \"s3-etag\": \"2e4f2bb744c2a739a42882628f10b9af\",\n", + " \"sha1\": \"b596b232542279da38a9eddb5f1e07e806a8231c\",\n", + " \"sha256\": \"abb8e689dbe0f83d3cf3a1876c1ba8241e0c706ef9ca22e2ff7013c161b71453\",\n", + " \"size\": 377,\n", + " \"uuid\": \"1c67612f-ffc6-4468-8545-ee2bffd2cf38\",\n", + " \"version\": \"2019-05-14T093536.378000Z\"\n", + " },\n", + " {\n", + " \"content-type\": \"application/json; dcp-type=\\\"metadata/process\\\"\",\n", + " \"crc32c\": \"3476a09b\",\n", + " \"indexed\": true,\n", + " \"name\": \"process_2.json\",\n", + " \"s3-etag\": \"36f81eb1ea94fa6b4487426322d10ed3\",\n", + " \"sha1\": \"04b8b93260ad2654b377149391a69b5a5d7ea2f6\",\n", + " \"sha256\": \"bd47f699e80b8dc4ebcf3b4e516bb82e01d71f96ab8e6ae16a838983872fc50a\",\n", + " \"size\": 376,\n", + " \"uuid\": \"451a2914-2534-47a9-aa43-e0a93dfb5046\",\n", + " \"version\": \"2019-05-14T093534.629000Z\"\n", + " },\n", + " {\n", + " \"content-type\": \"application/json; dcp-type=\\\"metadata/links\\\"\",\n", + " \"crc32c\": \"89974eee\",\n", + " \"indexed\": true,\n", + " \"name\": \"links.json\",\n", + " \"s3-etag\": \"7d27535d7b0ddea1204ffbf8bf6e5bf5\",\n", + " \"sha1\": \"4865a7b2602a05cc1b192dbd25b45820e528e785\",\n", + " \"sha256\": \"abef3de4d865fc7a90e5437d3323306cea33e453f48332dd366df6f3974901df\",\n", + " \"size\": 1856,\n", + " \"uuid\": \"e46a83ab-0882-47ae-9ba4-392ac40886f5\",\n", + " \"version\": \"2019-05-14T151416.992321Z\"\n", + " },\n", + " {\n", + " \"content-type\": \"application/gzip; dcp-type=data\",\n", + " \"crc32c\": \"900f9190\",\n", + " \"indexed\": false,\n", + " \"name\": \"HP1506401_H16.fastq.gz\",\n", + " \"s3-etag\": \"d43db6663df47d5f46cd182964ed5257\",\n", + " \"sha1\": \"420099211a18cc5d4243c5edd2a96694bea6e064\",\n", + " \"sha256\": \"d197ee59a8be6b4db20f01aa802b49b8b3d5d6abe539872863acd6cdef1f067a\",\n", + " \"size\": 26207289,\n", + " \"uuid\": \"90dc8de8-9837-492f-bef8-673b262dd417\",\n", + " \"version\": \"2019-05-14T151417.335615Z\"\n", + " }\n", + " ],\n", + " \"format\": \"0.0.1\",\n", + " \"version\": \"2019-05-14T105022.468000Z\"\n", + " },\n", + " \"shape_descriptor\": \"v.cell_suspension.13.dissociation_protocol.6.donor_organism.15.library_preparation_protocol.6.links.1.process.9.project.14.sequence_file.9.sequencing_protocol.10.specimen_from_organism.10\",\n", + " \"state\": \"new\",\n", + " \"uuid\": \"fff14b79-c37e-43a4-9abc-c0777314f380\"\n", + " },\n", + " \"search_score\": null\n", + "}\n" + ] } ], "source": [ - "client.post_search(es_query={}, replica='aws', output_format='raw')['results'][0]" + "print(json.dumps(\n", + " client.post_search(es_query={}, replica='aws', output_format='raw')['results'][0],\n", + " indent=4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Well, that's not very helpful. The `files` section is empty. Let's try another one." + "It's not very pretty, but now that we know where fields go, we can finish our ElasticSearch query." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'bundle_fqid': '1e352213-af04-4678-b659-f245e924a888.2018-03-29T141756.401707Z',\n", - " 'bundle_url': 'https://dss.data.humancellatlas.org/v1/bundles/1e352213-af04-4678-b659-f245e924a888?version=2018-03-29T141756.401707Z&replica=aws',\n", - " 'metadata': {'files': {'biomaterial_json': {'biomaterials': [{'content': {'biomaterial_core': {'biomaterial_id': '22011_1#68',\n", - " 'has_input_biomaterial': '1134_T',\n", - " 'ncbi_taxon_id': [10090]},\n", - " 'describedBy': 'https://schema.humancellatlas.org/type/biomaterial/5.1.0/cell_suspension',\n", - " 'genus_species': [{'ontology': 'NCBITaxon:10090',\n", - " 'text': 'Mus musculus'}],\n", - " 'schema_type': 'biomaterial',\n", - " 'target_cell_type': [{'ontology': 'CL:0000625', 'text': 'CD8+ T cell'}],\n", - " 'total_estimated_cells': 1},\n", - " 'hca_ingest': {'accession': '',\n", - " 'document_id': 'd7c77c44-7ded-4e26-9046-f851a2e5ee37',\n", - " 'submissionDate': '2018-03-28T14:00:02.182Z',\n", - " 'updateDate': '2018-03-28T14:48:30.990Z'}},\n", - " {'content': {'biomaterial_core': {'biomaterial_id': '1134_T',\n", - " 'biomaterial_name': 'Mouse_day11_T_rep1',\n", - " 'has_input_biomaterial': '1134',\n", - " 'ncbi_taxon_id': [10090],\n", - " 'supplementary_files': ['FACS_sorting_markers.pdf']},\n", - " 'describedBy': 'https://schema.humancellatlas.org/type/biomaterial/5.1.0/specimen_from_organism',\n", - " 'genus_species': [{'ontology': 'NCBITaxon:10090',\n", - " 'text': 'Mus musculus'}],\n", - " 'organ': {'text': 'tumor'},\n", - " 'schema_type': 'biomaterial'},\n", - " 'hca_ingest': {'accession': '',\n", - " 'document_id': '6a184eda-f065-4be1-b23f-797a8bb5b3af',\n", - " 'submissionDate': '2018-03-28T13:58:57.117Z',\n", - " 'updateDate': '2018-03-28T14:48:14.773Z'}},\n", - " {'content': {'biological_sex': 'female',\n", - " 'biomaterial_core': {'biomaterial_id': '1134',\n", - " 'biomaterial_name': 'Mouse_day11_rep1',\n", - " 'ncbi_taxon_id': [10090]},\n", - " 'describedBy': 'https://schema.humancellatlas.org/type/biomaterial/5.1.0/donor_organism',\n", - " 'disease': [{'ontology': 'EFO:0000756',\n", - " 'text': 'subcutaneous melanoma'}],\n", - " 'genus_species': [{'ontology': 'NCBITaxon:10090',\n", - " 'text': 'Mus musculus'}],\n", - " 'is_living': False,\n", - " 'mus_musculus_specific': {'strain': [{'text': 'C57BL/6'}]},\n", - " 'organism_age': '6-12',\n", - " 'organism_age_unit': {'ontology': 'UO:0000034', 'text': 'week'},\n", - " 'schema_type': 'biomaterial'},\n", - " 'hca_ingest': {'accession': '',\n", - " 'document_id': '665b75b4-8638-4a15-83e5-f3928dd29314',\n", - " 'submissionDate': '2018-03-28T13:55:51.172Z',\n", - " 'updateDate': '2018-03-28T14:22:45.353Z'}}],\n", - " 'describedBy': 'https://schema.humancellatlas.org/bundle/5.1.0/biomaterial',\n", - " 'schema_type': 'biomaterial_bundle',\n", - " 'schema_version': '5.1.0'},\n", - 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It's not very pretty, but now that we know where the `total_estimated_cells` and `organ` fields lie, we can finish our ElasticSearch query." + "Now, let's see if this returns any results. Instead of using a `raw` `output_format` here, let's just use the default, `summary`, for simplicity (since all we need from our search is the total number of hits)." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "495\n" + ] + } + ], "source": [ - "query = {\n", - " \"query\" : {\n", - " \"bool\" : {\n", - " \"must\" : [{\n", - " \"match\" : {\n", - " \"files.biomaterial_json.biomaterials.content.organ.text\" : organ_type\n", - " }\n", - " }, {\n", - " \"range\" : {\n", - " \"files.biomaterial_json.biomaterials.content.total_estimated_cells\" : {\n", - " \"gt\" : 0\n", - " }\n", - " }\n", - " }]\n", - " }\n", - " }\n", - "}" + "print(client.post_search(es_query=query, replica='aws')['total_hits'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Now, let's see if this returns any results. Instead of using a `raw` `output_format` here, let's just use the default, `summary`, for simplicity (since all we need from our search is the total number of hits)." + "We can have all of the metadata included with the search results by including the keyword `output_format=\"raw\"` with our `post_search()` call:" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "4" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "\"pancreas\"\n" + ] } ], "source": [ - "client.post_search(es_query=query, replica='aws')['total_hits']" + "item = client.post_search(es_query=query, replica='aws', output_format='raw')['results'][0]\n", + "print(json.dumps(\n", + " item['metadata']['files']['specimen_from_organism_json'][0]['organ']['text'],\n", + " indent=4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Great, we got something. It looks like we have 4 bundles containing at least one hematopoietic system cell. Now we just need to add them up." + "Great, we have multiple bundles containing at least one cell type matching our organ of interest. Now we just need to add them up." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": { "scrolled": false }, @@ -726,7 +856,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "hematopoietic system cell count: 17397\n" + "pancreas cell count: 495\n" ] } ], @@ -735,7 +865,7 @@ "\n", "# Iterate through all search results containing the chosen cell type\n", "for bundle in client.post_search.iterate(es_query=query, replica='aws', output_format='raw'):\n", - " count += bundle['metadata']['files']['biomaterial_json']['biomaterials'][0]['content']['total_estimated_cells']\n", + " count += bundle['metadata']['files']['cell_suspension_json'][0]['estimated_cell_count']\n", "\n", "print('{} cell count: {}'.format(organ_type, count))" ] @@ -744,7 +874,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Alright, it looks like we're done here. Our program returned 17397 cells total out of the four bundles we searched." + "And now we are finished counting the number of cells matching our particular cell type." ] } ], @@ -764,7 +894,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.3" } }, "nbformat": 4, From 8c98b55651fa47a2c189db82e4a0f2708b7caeab Mon Sep 17 00:00:00 2001 From: Charles Reid Date: Thu, 19 Dec 2019 10:47:33 -0800 Subject: [PATCH 6/7] add intermediate loom/matrix files to .gitignore --- .gitignore | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index cf81e04..b49f9b4 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,7 @@ -may2019_demo/pancreas.loom .ipynb_checkpoints/ +download-any-bam-file/Aligned.sortedByCoord.out.bam +download-smartseq2-matrix-scanpy/matrix.results +download-smartseq2-matrix-scanpy/matrix.tsv +download-smartseq2-matrix-scanpy/matrix2.results +download-smartseq2-matrix-scanpy/matrix2.tsv +explore-hca-dataset-scanpy-may-2019/pancreas.loom From 4f38677608a30c6646d52c8218ab71e9df7a2e93 Mon Sep 17 00:00:00 2001 From: Charles Reid Date: Thu, 19 Dec 2019 13:43:36 -0800 Subject: [PATCH 7/7] remove find-cell-type-count from treon ignore file --- test/ignore | 1 - 1 file changed, 1 deletion(-) diff --git a/test/ignore b/test/ignore index 07a2e91..7619118 100644 --- a/test/ignore +++ b/test/ignore @@ -1,3 +1,2 @@ download-10x-seq-tcell -find-cell-type-count spark-example