Upload subject sets to Zooniverse using the Panoptes client

In [5]:
import os
import glob
import re
import io
from PIL import Image
from panoptes_client import Panoptes, Project, SubjectSet, Subject
from credentials import ZOONIVERSE_USER, ZOONIVERSE_PW
In [6]:
Panoptes.connect(username=ZOONIVERSE_USER, password=ZOONIVERSE_PW)
Out[6]:
<panoptes_client.panoptes.Panoptes at 0x113ee59b0>
In [7]:
project = Project.find('8678')
project.title
Out[7]:
'Sydney Stock Exchange'

Create a new subject set

In [8]:
# New subject set
subject_set = SubjectSet()

subject_set.links.project = project
subject_set.display_name = 'Assorted headers'

subject_set.save()
Out[8]:
{'subject_sets': [{'id': '77733',
   'display_name': 'Assorted headers',
   'set_member_subjects_count': 0,
   'metadata': {},
   'created_at': '2019-09-04T02:29:13.466Z',
   'updated_at': '2019-09-04T02:29:13.466Z',
   'href': '/subject_sets/77733',
   'links': {'project': '8678', 'workflows': [], 'subjects': []}}],
 'links': {'subject_sets.project': {'href': '/projects/{subject_sets.project}',
   'type': 'projects'},
  'subject_sets.workflows': {'href': '/workflows?subject_set_id={subject_sets.id}',
   'type': 'workflows'}},
 'meta': {'subject_sets': {'page': 1,
   'page_size': 20,
   'count': 1,
   'include': [],
   'page_count': 1,
   'previous_page': None,
   'next_page': None,
   'first_href': '/subject_sets',
   'previous_href': None,
   'next_href': None,
   'last_href': '/subject_sets'}}}

Get and existing subject set

In [52]:
subject_set = SubjectSet.find('76903')
subject_set.display_name
Out[52]:
'1929 headers'

Upload subjects to a subject set

Generate a list of items from a directory of images. Each item has the following fields:

  • image_path – full path to image
  • image_name – image file name
  • volume – volume identifier
  • volume_number – numeric
  • page_number – numeric
In [9]:
file_pattern = '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/*header.jpg'
image_files = glob.glob(file_pattern)
data = []
for image_file in image_files:
    image_path = image_file
    image_name = image_file.split('/')[-1]
    volume = re.search(r'(N193-\d+)_', image_name).group(1)
    volume_number = int(volume.split('-')[1])
    page_number = int(re.search(r'N193-\d+_(\d+)', image_name).group(1))
    data.append({'image_path': image_path, 'image_name': image_name, 'volume': volume, 'volume_number': volume_number, 'page_number': page_number})
In [10]:
# View the results
data
Out[10]:
[{'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-121_0038-header.jpg',
  'image_name': 'N193-121_0038-header.jpg',
  'volume': 'N193-121',
  'volume_number': 121,
  'page_number': 38},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-083_0117-header.jpg',
  'image_name': 'N193-083_0117-header.jpg',
  'volume': 'N193-083',
  'volume_number': 83,
  'page_number': 117},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-103_0317-header.jpg',
  'image_name': 'N193-103_0317-header.jpg',
  'volume': 'N193-103',
  'volume_number': 103,
  'page_number': 317},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-016_0172-header.jpg',
  'image_name': 'N193-016_0172-header.jpg',
  'volume': 'N193-016',
  'volume_number': 16,
  'page_number': 172},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-160_0369-header.jpg',
  'image_name': 'N193-160_0369-header.jpg',
  'volume': 'N193-160',
  'volume_number': 160,
  'page_number': 369},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-108_0180-header.jpg',
  'image_name': 'N193-108_0180-header.jpg',
  'volume': 'N193-108',
  'volume_number': 108,
  'page_number': 180},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-145_0240-header.jpg',
  'image_name': 'N193-145_0240-header.jpg',
  'volume': 'N193-145',
  'volume_number': 145,
  'page_number': 240},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-098_0100-header.jpg',
  'image_name': 'N193-098_0100-header.jpg',
  'volume': 'N193-098',
  'volume_number': 98,
  'page_number': 100},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-094_0085-header.jpg',
  'image_name': 'N193-094_0085-header.jpg',
  'volume': 'N193-094',
  'volume_number': 94,
  'page_number': 85},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-054_0160-header.jpg',
  'image_name': 'N193-054_0160-header.jpg',
  'volume': 'N193-054',
  'volume_number': 54,
  'page_number': 160},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-169_0377-header.jpg',
  'image_name': 'N193-169_0377-header.jpg',
  'volume': 'N193-169',
  'volume_number': 169,
  'page_number': 377},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-095_0273-header.jpg',
  'image_name': 'N193-095_0273-header.jpg',
  'volume': 'N193-095',
  'volume_number': 95,
  'page_number': 273},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-041_0147-header.jpg',
  'image_name': 'N193-041_0147-header.jpg',
  'volume': 'N193-041',
  'volume_number': 41,
  'page_number': 147},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-081_0095-header.jpg',
  'image_name': 'N193-081_0095-header.jpg',
  'volume': 'N193-081',
  'volume_number': 81,
  'page_number': 95},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-130_0204-header.jpg',
  'image_name': 'N193-130_0204-header.jpg',
  'volume': 'N193-130',
  'volume_number': 130,
  'page_number': 204},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-180_0102-header.jpg',
  'image_name': 'N193-180_0102-header.jpg',
  'volume': 'N193-180',
  'volume_number': 180,
  'page_number': 102},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-142_0107-header.jpg',
  'image_name': 'N193-142_0107-header.jpg',
  'volume': 'N193-142',
  'volume_number': 142,
  'page_number': 107},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-103_0256-header.jpg',
  'image_name': 'N193-103_0256-header.jpg',
  'volume': 'N193-103',
  'volume_number': 103,
  'page_number': 256},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-003_0155-header.jpg',
  'image_name': 'N193-003_0155-header.jpg',
  'volume': 'N193-003',
  'volume_number': 3,
  'page_number': 155},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-072_0115-header.jpg',
  'image_name': 'N193-072_0115-header.jpg',
  'volume': 'N193-072',
  'volume_number': 72,
  'page_number': 115},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-083_0056-header.jpg',
  'image_name': 'N193-083_0056-header.jpg',
  'volume': 'N193-083',
  'volume_number': 83,
  'page_number': 56},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-062_0034-header.jpg',
  'image_name': 'N193-062_0034-header.jpg',
  'volume': 'N193-062',
  'volume_number': 62,
  'page_number': 34},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-085_0246-header.jpg',
  'image_name': 'N193-085_0246-header.jpg',
  'volume': 'N193-085',
  'volume_number': 85,
  'page_number': 246},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-051_0172-header.jpg',
  'image_name': 'N193-051_0172-header.jpg',
  'volume': 'N193-051',
  'volume_number': 51,
  'page_number': 172},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-006_0112-header.jpg',
  'image_name': 'N193-006_0112-header.jpg',
  'volume': 'N193-006',
  'volume_number': 6,
  'page_number': 112},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-099_0057-header.jpg',
  'image_name': 'N193-099_0057-header.jpg',
  'volume': 'N193-099',
  'volume_number': 99,
  'page_number': 57},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-031_0111-header.jpg',
  'image_name': 'N193-031_0111-header.jpg',
  'volume': 'N193-031',
  'volume_number': 31,
  'page_number': 111},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-035_0229-header.jpg',
  'image_name': 'N193-035_0229-header.jpg',
  'volume': 'N193-035',
  'volume_number': 35,
  'page_number': 229},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-169_0083-header.jpg',
  'image_name': 'N193-169_0083-header.jpg',
  'volume': 'N193-169',
  'volume_number': 169,
  'page_number': 83},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-165_0419-header.jpg',
  'image_name': 'N193-165_0419-header.jpg',
  'volume': 'N193-165',
  'volume_number': 165,
  'page_number': 419},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-160_0189-header.jpg',
  'image_name': 'N193-160_0189-header.jpg',
  'volume': 'N193-160',
  'volume_number': 160,
  'page_number': 189},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-098_0089-header.jpg',
  'image_name': 'N193-098_0089-header.jpg',
  'volume': 'N193-098',
  'volume_number': 98,
  'page_number': 89},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-173_0200-header.jpg',
  'image_name': 'N193-173_0200-header.jpg',
  'volume': 'N193-173',
  'volume_number': 173,
  'page_number': 200},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-008_0229-header.jpg',
  'image_name': 'N193-008_0229-header.jpg',
  'volume': 'N193-008',
  'volume_number': 8,
  'page_number': 229},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-190_0076-header.jpg',
  'image_name': 'N193-190_0076-header.jpg',
  'volume': 'N193-190',
  'volume_number': 190,
  'page_number': 76},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-058_0250-header.jpg',
  'image_name': 'N193-058_0250-header.jpg',
  'volume': 'N193-058',
  'volume_number': 58,
  'page_number': 250},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-189_0095-header.jpg',
  'image_name': 'N193-189_0095-header.jpg',
  'volume': 'N193-189',
  'volume_number': 189,
  'page_number': 95},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-170_0248-header.jpg',
  'image_name': 'N193-170_0248-header.jpg',
  'volume': 'N193-170',
  'volume_number': 170,
  'page_number': 248},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-136_0076-header.jpg',
  'image_name': 'N193-136_0076-header.jpg',
  'volume': 'N193-136',
  'volume_number': 136,
  'page_number': 76},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-101_0042-header.jpg',
  'image_name': 'N193-101_0042-header.jpg',
  'volume': 'N193-101',
  'volume_number': 101,
  'page_number': 42},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-114_0113-header.jpg',
  'image_name': 'N193-114_0113-header.jpg',
  'volume': 'N193-114',
  'volume_number': 114,
  'page_number': 113},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-164_0099-header.jpg',
  'image_name': 'N193-164_0099-header.jpg',
  'volume': 'N193-164',
  'volume_number': 164,
  'page_number': 99},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-148_0486-header.jpg',
  'image_name': 'N193-148_0486-header.jpg',
  'volume': 'N193-148',
  'volume_number': 148,
  'page_number': 486},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-198_0195-header.jpg',
  'image_name': 'N193-198_0195-header.jpg',
  'volume': 'N193-198',
  'volume_number': 198,
  'page_number': 195},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-062_0175-header.jpg',
  'image_name': 'N193-062_0175-header.jpg',
  'volume': 'N193-062',
  'volume_number': 62,
  'page_number': 175},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-172_0268-header.jpg',
  'image_name': 'N193-172_0268-header.jpg',
  'volume': 'N193-172',
  'volume_number': 172,
  'page_number': 268},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-050_0039-header.jpg',
  'image_name': 'N193-050_0039-header.jpg',
  'volume': 'N193-050',
  'volume_number': 50,
  'page_number': 39},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-187_0259-header.jpg',
  'image_name': 'N193-187_0259-header.jpg',
  'volume': 'N193-187',
  'volume_number': 187,
  'page_number': 259},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-176_0167-header.jpg',
  'image_name': 'N193-176_0167-header.jpg',
  'volume': 'N193-176',
  'volume_number': 176,
  'page_number': 167},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-157_0255-header.jpg',
  'image_name': 'N193-157_0255-header.jpg',
  'volume': 'N193-157',
  'volume_number': 157,
  'page_number': 255},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-117_0284-header.jpg',
  'image_name': 'N193-117_0284-header.jpg',
  'volume': 'N193-117',
  'volume_number': 117,
  'page_number': 284},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-195_0373-header.jpg',
  'image_name': 'N193-195_0373-header.jpg',
  'volume': 'N193-195',
  'volume_number': 195,
  'page_number': 373},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-107_0279-header.jpg',
  'image_name': 'N193-107_0279-header.jpg',
  'volume': 'N193-107',
  'volume_number': 107,
  'page_number': 279},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-190_0181-header.jpg',
  'image_name': 'N193-190_0181-header.jpg',
  'volume': 'N193-190',
  'volume_number': 190,
  'page_number': 181},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-160_0203-header.jpg',
  'image_name': 'N193-160_0203-header.jpg',
  'volume': 'N193-160',
  'volume_number': 160,
  'page_number': 203},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-174_0298-header.jpg',
  'image_name': 'N193-174_0298-header.jpg',
  'volume': 'N193-174',
  'volume_number': 174,
  'page_number': 298},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-185_0191-header.jpg',
  'image_name': 'N193-185_0191-header.jpg',
  'volume': 'N193-185',
  'volume_number': 185,
  'page_number': 191},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-035_0194-header.jpg',
  'image_name': 'N193-035_0194-header.jpg',
  'volume': 'N193-035',
  'volume_number': 35,
  'page_number': 194},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-008_0080-header.jpg',
  'image_name': 'N193-008_0080-header.jpg',
  'volume': 'N193-008',
  'volume_number': 8,
  'page_number': 80},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-195_0444-header.jpg',
  'image_name': 'N193-195_0444-header.jpg',
  'volume': 'N193-195',
  'volume_number': 195,
  'page_number': 444},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-022_0125-header.jpg',
  'image_name': 'N193-022_0125-header.jpg',
  'volume': 'N193-022',
  'volume_number': 22,
  'page_number': 125},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-161_0068-header.jpg',
  'image_name': 'N193-161_0068-header.jpg',
  'volume': 'N193-161',
  'volume_number': 161,
  'page_number': 68},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-009_0182-header.jpg',
  'image_name': 'N193-009_0182-header.jpg',
  'volume': 'N193-009',
  'volume_number': 9,
  'page_number': 182},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-031_0264-header.jpg',
  'image_name': 'N193-031_0264-header.jpg',
  'volume': 'N193-031',
  'volume_number': 31,
  'page_number': 264},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-064_0199-header.jpg',
  'image_name': 'N193-064_0199-header.jpg',
  'volume': 'N193-064',
  'volume_number': 64,
  'page_number': 199},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-158_0244-header.jpg',
  'image_name': 'N193-158_0244-header.jpg',
  'volume': 'N193-158',
  'volume_number': 158,
  'page_number': 244},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-110_0262-header.jpg',
  'image_name': 'N193-110_0262-header.jpg',
  'volume': 'N193-110',
  'volume_number': 110,
  'page_number': 262},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-152_0364-header.jpg',
  'image_name': 'N193-152_0364-header.jpg',
  'volume': 'N193-152',
  'volume_number': 152,
  'page_number': 364},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-170_0236-header.jpg',
  'image_name': 'N193-170_0236-header.jpg',
  'volume': 'N193-170',
  'volume_number': 170,
  'page_number': 236},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-032_0110-header.jpg',
  'image_name': 'N193-032_0110-header.jpg',
  'volume': 'N193-032',
  'volume_number': 32,
  'page_number': 110},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-041_0087-header.jpg',
  'image_name': 'N193-041_0087-header.jpg',
  'volume': 'N193-041',
  'volume_number': 41,
  'page_number': 87},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-001_0056-header.jpg',
  'image_name': 'N193-001_0056-header.jpg',
  'volume': 'N193-001',
  'volume_number': 1,
  'page_number': 56},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-070_0016-header.jpg',
  'image_name': 'N193-070_0016-header.jpg',
  'volume': 'N193-070',
  'volume_number': 70,
  'page_number': 16},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-188_0116-header.jpg',
  'image_name': 'N193-188_0116-header.jpg',
  'volume': 'N193-188',
  'volume_number': 188,
  'page_number': 116},
 {'image_path': '/Volumes/Workspace/mycode/stock-exchange/notebooks/processed/samples/headers/N193-019_0302-header.jpg',
  'image_name': 'N193-019_0302-header.jpg',
  'volume': 'N193-019',
  'volume_number': 19,
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 ...]

Loop through the metadata creating new Zooniverse subjects. The images are resized before they are added to the subjects.

In [11]:
new_subjects = []
for item in data:
    # New Zooniverse subject
    subject = Subject()
    
    # Link subject to project
    subject.links.project = project
    
    # Open the image
    img = Image.open(item['image_path'])
    w, h = img.size
    
    # Get the resize ratio based on a maximum width of 2000 px
    ratio = 2000 / w
    
    # Resize image using the ratio
    img = img.resize((int(w*ratio), int(h*ratio)), Image.LANCZOS)
    
    # Create a bytes object and save the image to it
    b = io.BytesIO()
    img.save(b, 'JPEG')
    b.seek(0)
    
    # Add the bytes object to the subject
    subject.add_location(b)
    
    # Add metadata to the subject
    subject.metadata['image'] = item['image_name']
    subject.metadata['volume'] = item['volume']
    subject.metadata['volume_number'] = item['volume_number']
    subject.metadata['page_number'] = item['page_number']
    subject.metadata['year'] = 1930
    
    # Save the subject
    subject.save()
    
    # Add to the list of subjects
    new_subjects.append(subject)
In [12]:
# Save the list of subjects to the subject set
subject_set.add(new_subjects)
In [ ]: