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Matt Sokoloff
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Clear notebook
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‎examples/basics/ontologies.ipynb

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@@ -28,7 +28,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"execution_count": null,
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"id": "passing-question",
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"metadata": {
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"scrolled": true
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"execution_count": null,
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"id": "baking-recipient",
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"metadata": {
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"scrolled": true
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"execution_count": null,
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"id": "refined-welsh",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<Ontology {'classification_schema_count': 0, 'created_at': datetime.datetime(2021, 11, 12, 21, 27, 32, 432000, tzinfo=datetime.timezone.utc), 'description': None, 'name': 'sdk-ontology', 'normalized': {'tools': [{'schemaNodeId': 'ckvww5f1302jl0z3o7cce0lmr', 'featureSchemaId': 'ckvww5f1302jk0z3o0f57fek3', 'required': False, 'name': 'cat', 'tool': 'polygon', 'color': 'black', 'classifications': []}], 'classifications': []}, 'object_schema_count': 1, 'uid': 'ckvww5f0q02jj0z3o7f7q3vk4', 'updated_at': datetime.datetime(2021, 11, 12, 21, 27, 32, 432000, tzinfo=datetime.timezone.utc)}>\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# This will automatically create new feature schema\n",
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"ontology_name = \"sdk-ontology\"\n",
@@ -106,20 +98,12 @@
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"execution_count": null,
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"id": "faced-genome",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"ckvww5gjf02v60z5q4mcv5sf4\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# First create the feature schema\n",
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"feature_schema_cat = client.create_feature_schema(feature_schema_cat_normalized)\n",
@@ -141,7 +125,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"execution_count": null,
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"id": "pacific-combining",
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"metadata": {
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"scrolled": true
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"execution_count": null,
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"id": "d746a962",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<FeatureSchema {'name': 'cat', 'normalized': {'schemaNodeId': 'ckvww5gjf02v70z5qd7650en8', 'featureSchemaId': 'ckvww5gjf02v60z5q4mcv5sf4', 'required': 0, 'name': 'cat', 'tool': 'polygon', 'color': 'black', 'classifications': []}, 'uid': 'ckvww5gjf02v60z5q4mcv5sf4'}>\n",
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"<Ontology {'classification_schema_count': 0, 'created_at': datetime.datetime(2021, 11, 12, 21, 27, 36, 767000, tzinfo=datetime.timezone.utc), 'description': None, 'name': 'sdk-ontology', 'normalized': {'tools': [{'schemaNodeId': 'ckvww5gjf02v70z5qd7650en8', 'featureSchemaId': 'ckvww5gjf02v60z5q4mcv5sf4', 'required': False, 'name': 'cat', 'tool': 'polygon', 'color': 'black', 'classifications': []}, {'schemaNodeId': 'ckvww5hke02f70z5cdwzwccvw', 'featureSchemaId': 'ckvww5hke02f60z5c8yb1cb0t', 'required': False, 'name': 'dog', 'tool': 'polygon', 'color': 'black', 'classifications': []}], 'classifications': []}, 'object_schema_count': 0, 'uid': 'ckvww5id802ki0z3o166v6sz9', 'updated_at': datetime.datetime(2021, 11, 12, 21, 27, 36, 767000, tzinfo=datetime.timezone.utc)}>\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"#### Fetch by ID\n",
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"feature_schema = client.get_feature_schema(feature_schema_cat.uid)\n",
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"execution_count": null,
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"id": "05f8f22c",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<FeatureSchema {'name': 'cat', 'normalized': {'schemaNodeId': 'ckvww5gjf02v70z5qd7650en8', 'featureSchemaId': 'ckvww5gjf02v60z5q4mcv5sf4', 'required': 0, 'name': 'cat', 'tool': 'polygon', 'color': 'black', 'classifications': []}, 'uid': 'ckvww5gjf02v60z5q4mcv5sf4'}>\n",
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"<Ontology {'classification_schema_count': 0, 'created_at': datetime.datetime(2021, 11, 12, 21, 27, 36, 767000, tzinfo=datetime.timezone.utc), 'description': None, 'name': 'sdk-ontology', 'normalized': {'tools': [{'schemaNodeId': 'ckvww5gjf02v70z5qd7650en8', 'featureSchemaId': 'ckvww5gjf02v60z5q4mcv5sf4', 'required': False, 'name': 'cat', 'tool': 'polygon', 'color': 'black', 'classifications': []}, {'schemaNodeId': 'ckvww5hke02f70z5cdwzwccvw', 'featureSchemaId': 'ckvww5hke02f60z5c8yb1cb0t', 'required': False, 'name': 'dog', 'tool': 'polygon', 'color': 'black', 'classifications': []}], 'classifications': []}, 'object_schema_count': 0, 'uid': 'ckvww5id802ki0z3o166v6sz9', 'updated_at': datetime.datetime(2021, 11, 12, 21, 27, 36, 767000, tzinfo=datetime.timezone.utc)}>\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"#### Search by name\n",
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"feature_schema = next(client.get_feature_schemas(\"cat\"))\n",
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"execution_count": null,
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"id": "aaa47614",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{\n",
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" \"tools\": [\n",
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" {\n",
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" \"schemaNodeId\": \"ckvww5ka002g90z5c4d1m1qtr\",\n",
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" \"featureSchemaId\": \"ckvww5ka002g80z5c7skh9w9i\",\n",
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" \"required\": false,\n",
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" \"name\": \"dog\",\n",
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" \"tool\": \"rectangle\",\n",
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" \"color\": \"#ff0000\",\n",
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" \"classifications\": []\n",
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" },\n",
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" {\n",
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" \"schemaNodeId\": \"ckvww5ka002gb0z5cbw1rb4rf\",\n",
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" \"featureSchemaId\": \"ckvww5ka002ga0z5ccpj953nf\",\n",
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" \"required\": false,\n",
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" \"name\": \"cat\",\n",
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" \"tool\": \"superpixel\",\n",
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" \"color\": \"#00ffff\",\n",
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" \"classifications\": []\n",
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" }\n",
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" ],\n",
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" \"classifications\": []\n",
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"}\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# Create normalized json with a bounding box and segmentation tool\n",
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"ontology_builder = OntologyBuilder(tools=[\n",
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "912a0445",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{\n",
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" \"tools\": [\n",
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" {\n",
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" \"schemaNodeId\": \"ckvww5kl102lc0z3ogyps5e91\",\n",
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" \"featureSchemaId\": \"ckvww5kl102lb0z3o6oce4878\",\n",
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" \"required\": false,\n",
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" \"name\": \"dog\",\n",
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" \"tool\": \"rectangle\",\n",
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" \"color\": \"#ff0000\",\n",
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" \"classifications\": []\n",
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" },\n",
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" {\n",
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" \"schemaNodeId\": \"ckvww5kl202le0z3oeq6b8kzv\",\n",
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" \"featureSchemaId\": \"ckvww5kl202ld0z3o6i7c33r8\",\n",
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" \"required\": false,\n",
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" \"name\": \"cat\",\n",
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" \"tool\": \"superpixel\",\n",
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" \"color\": \"#00ffff\",\n",
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" \"classifications\": []\n",
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" }\n",
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" ],\n",
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" \"classifications\": []\n",
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"}\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# Create\n",
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"ontology_builder = OntologyBuilder()\n",
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"execution_count": null,
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"id": "e212df2b",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{\n",
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" \"tools\": [\n",
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" {\n",
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" \"tool\": \"rectangle\",\n",
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" \"name\": \"dog\",\n",
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" \"required\": false,\n",
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" \"color\": \"#ff0000\",\n",
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" \"classifications\": [],\n",
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" \"schemaNodeId\": null,\n",
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" \"featureSchemaId\": null\n",
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" },\n",
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" {\n",
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" \"tool\": \"superpixel\",\n",
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" \"name\": \"cat\",\n",
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" \"required\": false,\n",
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" \"color\": \"#00ffff\",\n",
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" \"classifications\": [\n",
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" {\n",
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" \"type\": \"text\",\n",
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" \"instructions\": \"name\",\n",
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" \"name\": \"name\",\n",
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" \"required\": false,\n",
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" \"options\": [],\n",
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" \"schemaNodeId\": null,\n",
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" \"featureSchemaId\": null\n",
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" }\n",
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" ],\n",
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" \"schemaNodeId\": null,\n",
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" \"featureSchemaId\": null\n",
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" }\n",
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" ],\n",
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" \"classifications\": [\n",
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" {\n",
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" \"type\": \"radio\",\n",
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" \"instructions\": \"image_quality\",\n",
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" \"name\": \"image_quality\",\n",
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" \"options\": [\n",
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" {\n",
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" \"schemaNodeId\": null,\n",
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" \"label\": \"clear\",\n",
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" \"value\": \"clear\",\n",
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" },\n",
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" \"schemaNodeId\": null,\n",
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" \"label\": \"blurry\",\n",
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" ]\n",
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],
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"outputs": [],
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"source": [
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" \n",
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"ontology_builder = OntologyBuilder(\n",
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "df8e624c",
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"metadata": {
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"scrolled": true
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"execution_count": null,
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"id": "9ada8aef",
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"metadata": {
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"scrolled": true

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