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Matt Sokoloff
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credential management
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‎examples/README.md‎

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Structure:
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1. basics
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* [Fundamentals](basics/basics.ipynb)
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* [Fundamentals](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/basics/basics.ipynb)
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* CRUD
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* [Data rows](basics/data_rows.ipynb)
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* [Datasets](basics/datasets.ipynb)
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* [Labels](basics/labels.ipynb)
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* [Ontologies](basics/ontologies.ipynb)
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* [Projects](basics/projects.ipynb)
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* [Data rows](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/basics/data_rows.ipynb)
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* [Datasets](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/basics/datasets.ipynb)
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* [Labels](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/basics/labels.ipynb)
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* [Ontologies](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/basics/ontologies.ipynb)
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* [Projects](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/basics/projects.ipynb)
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2. label_export
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* [Image annotation export](label_export/images.ipynb)
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* [Text annotation export](label_export/text.ipynb)
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* [Video annotation export](label_export/video.ipynb)
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* [Image annotation export](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/label_export/images.ipynb)
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* [Text annotation export](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/label_export/text.ipynb)
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* [Video annotation export](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/abel_export/video.ipynb)
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3. model_assisted_labeling
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* [MAL introduction](model_assisted_labeling/mal_introduction.ipynb)
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* [Image mal example](model_assisted_labeling/image_mal.ipynb)
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* [Named entity recognition mal example](model_assisted_labeling/ner_mal.ipynb)
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* [Debugging mal](model_assisted_labeling/debugging_mal.ipynb)
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* [MAL with subclasses](model_assisted_labeling/mal_with_subclasses.ipynb)
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* [MAL introduction](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/model_assisted_labeling/mal_introduction.ipynb)
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* [Image mal example](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/model_assisted_labeling/image_mal.ipynb)
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* [Named entity recognition mal example](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/model_assisted_labeling/ner_mal.ipynb)
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* [Debugging mal](https://colab.research.google.com/github/Labelbox/labelbox-python/tree/examples/examples/model_assisted_labeling/debugging_mal.ipynb)
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* [MAL with subclasses](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/model_assisted_labeling/mal_with_subclasses.ipynb)
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4. project_configuration
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* [Project setup](project_configuration/project_setup.ipynb)
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* [Queue management](project_configuration/queue_management.ipynb)
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* [Webhooks](project_configuration/webhooks.ipynb)
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* [Project setup](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/project_configuration/project_setup.ipynb)
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* [Queue management](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/project_configuration/queue_management.ipynb)
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* [Webhooks](https://colab.research.google.com/github/Labelbox/labelbox-python/blob/examples/examples/project_configuration/webhooks.ipynb)

‎examples/basics/basics.ipynb‎

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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": 2,
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"id": "everyday-street",
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"metadata": {},
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"outputs": [],
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"source": [
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"from labelbox import Client\n",
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"from labelbox import Project, Dataset\n",
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"from getpass import getpass\n",
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"import os"
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]
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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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"id": "crude-receiver",
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"metadata": {},
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"outputs": [],
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"source": [
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"# If you don't want to give google access to drive you can skip this cell\n",
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"# and manually set `API_KEY` below.\n",
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"\n",
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"COLAB = \"google.colab\" in str(get_ipython())\n",
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"if COLAB:\n",
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" !pip install colab-env -qU\n",
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" from colab_env import envvar_handler\n",
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" envvar_handler.envload() \n",
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"\n",
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"API_KEY = os.environ.get(\"LABELBOX_API_KEY\")\n",
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"if not os.environ.get(\"LABELBOX_API_KEY\"):\n",
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" API_KEY = getpass(\"Please enter your labelbox api key\")\n",
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" if COLAB:\n",
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" envvar_handler.add_env(\"LABELBOX_API_KEY\", API_KEY)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "committed-matthew",
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"DATASET_ID = \"ckk4q1vjznyhu087203wlghfr\"\n",
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"PROJECT_NAME = \"Sample Project\"\n",
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"DATASET_NAME = \"Example Jellyfish Dataset\"\n",
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"# Set this if running in colab. Otherwise it should work if you have the LABELBOX_API_KEY set.\n",
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"API_KEY = os.environ[\"LABELBOX_API_KEY\"]\n",
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"# Only update this if you have an on-prem deployment\n",
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"ENDPOINT = \"https://api.labelbox.com/graphql\""
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]

‎examples/basics/data_rows.ipynb‎

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"outputs": [],
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"source": [
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"from labelbox import DataRow, Client\n",
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"from getpass import getpass\n",
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"import uuid\n",
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"import os"
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]
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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": "vertical-stockholm",
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"metadata": {},
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"outputs": [],
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"source": [
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"# If you don't want to give google access to drive you can skip this cell\n",
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"# and manually set `API_KEY` below.\n",
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"\n",
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"COLAB = \"google.colab\" in str(get_ipython())\n",
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"if COLAB:\n",
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" !pip install colab-env -qU\n",
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" from colab_env import envvar_handler\n",
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" envvar_handler.envload() \n",
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"\n",
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"API_KEY = os.environ.get(\"LABELBOX_API_KEY\")\n",
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"if not os.environ.get(\"LABELBOX_API_KEY\"):\n",
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" API_KEY = getpass(\"Please enter your labelbox api key\")\n",
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" if COLAB:\n",
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" envvar_handler.add_env(\"LABELBOX_API_KEY\", API_KEY)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "legendary-harvard",
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"source": [
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"# Pick a project that has a dataset attached, data has external ids, and there are some labels\n",
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"PROJECT_ID = \"ckk4q1viuc0w20704eh69u28h\"\n",
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"# Set this if running in colab. Otherwise it should work if you have the LABELBOX_API_KEY set.\n",
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"API_KEY = os.environ[\"LABELBOX_API_KEY\"]\n",
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"# Only update this if you have an on-prem deployment\n",
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"ENDPOINT = \"https://api.labelbox.com/graphql\""
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]

‎examples/basics/datasets.ipynb‎

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"outputs": [],
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"source": [
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"from labelbox import Client\n",
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"from getpass import getpass\n",
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"import uuid\n",
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"import os"
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]
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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": "secret-shore",
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"metadata": {},
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"outputs": [],
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"source": [
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"# If you don't want to give google access to drive you can skip this cell\n",
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"# and manually set `API_KEY` below.\n",
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"\n",
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"COLAB = \"google.colab\" in str(get_ipython())\n",
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"if COLAB:\n",
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" !pip install colab-env -qU\n",
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" from colab_env import envvar_handler\n",
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" envvar_handler.envload() \n",
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"\n",
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"API_KEY = os.environ.get(\"LABELBOX_API_KEY\")\n",
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"if not os.environ.get(\"LABELBOX_API_KEY\"):\n",
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" API_KEY = getpass(\"Please enter your labelbox api key\")\n",
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" if COLAB:\n",
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" envvar_handler.add_env(\"LABELBOX_API_KEY\", API_KEY)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "geological-clear",

‎examples/basics/labels.ipynb‎

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"import os"
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]
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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": "shaped-particle",
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"metadata": {},
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"outputs": [],
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"source": [
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"# If you don't want to give google access to drive you can skip this cell\n",
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"# and manually set `API_KEY` below.\n",
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"\n",
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"COLAB = \"google.colab\" in str(get_ipython())\n",
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"if COLAB:\n",
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" !pip install colab-env -qU\n",
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" from colab_env import envvar_handler\n",
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" envvar_handler.envload() \n",
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"\n",
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"API_KEY = os.environ.get(\"LABELBOX_API_KEY\")\n",
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"if not os.environ.get(\"LABELBOX_API_KEY\"):\n",
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" API_KEY = getpass(\"Please enter your labelbox api key\")\n",
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" if COLAB:\n",
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" envvar_handler.add_env(\"LABELBOX_API_KEY\", API_KEY)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "technical-receiver",
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"source": [
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"# Pick a project that has labels\n",
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"PROJECT_ID = \"ckmdx02yhzsrt0757owj3aprx\"\n",
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"# Set this if running in colab. Otherwise it should work if you have the LABELBOX_API_KEY set.\n",
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"API_KEY = os.environ[\"LABELBOX_API_KEY\"]\n",
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"# Only update this if you have an on-prem deployment\n",
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"ENDPOINT = \"https://api.labelbox.com/graphql\""
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]

‎examples/basics/ontologies.ipynb‎

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"source": [
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"from labelbox.schema.ontology import OntologyBuilder, Tool, Classification, Option\n",
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"from labelbox import Client\n",
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"from getpass import getpass\n",
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"import os"
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]
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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": "interested-bishop",
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"metadata": {},
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"outputs": [],
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"source": [
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"# If you don't want to give google access to drive you can skip this cell\n",
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"# and manually set `API_KEY` below.\n",
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"\n",
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"COLAB = \"google.colab\" in str(get_ipython())\n",
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"if COLAB:\n",
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" !pip install colab-env -qU\n",
52+
" from colab_env import envvar_handler\n",
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" envvar_handler.envload() \n",
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"\n",
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"API_KEY = os.environ.get(\"LABELBOX_API_KEY\")\n",
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"if not os.environ.get(\"LABELBOX_API_KEY\"):\n",
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" API_KEY = getpass(\"Please enter your labelbox api key\")\n",
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" if COLAB:\n",
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" envvar_handler.add_env(\"LABELBOX_API_KEY\", API_KEY)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "educated-commercial",
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"# Make sure this project has been fully setup (see project examples/project_configuration/project_setup.ipynb)\n",
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"# You also can just setup a project in the web ui\n",
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"PROJECT_ID = \"ckm4xyfncfgja0760vpfdxoro\"\n",
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"# Set this if running in colab. Otherwise it should work if you have the LABELBOX_API_KEY set.\n",
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"API_KEY = os.environ[\"LABELBOX_API_KEY\"]\n",
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"# Only update this if you have an on-prem deployment\n",
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"ENDPOINT = \"https://api.labelbox.com/graphql\""
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]

‎examples/basics/projects.ipynb‎

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"import os"
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]
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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": "transsexual-oakland",
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"metadata": {},
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"outputs": [],
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"source": [
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"# If you don't want to give google access to drive you can skip this cell\n",
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"# and manually set `API_KEY` below.\n",
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"\n",
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"COLAB = \"google.colab\" in str(get_ipython())\n",
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"if COLAB:\n",
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" !pip install colab-env -qU\n",
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" from colab_env import envvar_handler\n",
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" envvar_handler.envload() \n",
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"\n",
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"API_KEY = os.environ.get(\"LABELBOX_API_KEY\")\n",
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"if not os.environ.get(\"LABELBOX_API_KEY\"):\n",
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" API_KEY = getpass(\"Please enter your labelbox api key\")\n",
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" if COLAB:\n",
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" envvar_handler.add_env(\"LABELBOX_API_KEY\", API_KEY)"
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]
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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": "intermediate-istanbul",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Set this if running in colab. Otherwise it should work if you have the LABELBOX_API_KEY set.\n",
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"API_KEY = os.environ[\"LABELBOX_API_KEY\"]\n",
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"# Only update this if you have an on-prem deployment\n",
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"ENDPOINT = \"https://api.labelbox.com/graphql\""
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]

‎examples/label_export/images.ipynb‎

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"!pip install requests\n",
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"!pip install numpy\n",
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"!pip install PILLOW\n",
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"!apt-get update && apt-get -qq install -y libsm6 libxext6 && pip install -q -U opencv-python"
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"!pip install opencv-python"
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]
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},
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{
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"source": [
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"from labelbox import Client\n",
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"import requests\n",
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"from getpass import getpass\n",
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"from PIL import Image\n",
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"import cv2\n",
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"import numpy as np\n",
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"from io import BytesIO\n",
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"from typing import Dict, Any\n",
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"import os"
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"import os\n",
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"import cv2"
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]
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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": "under-vancouver",
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"metadata": {},
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"outputs": [],
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"source": [
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"# If you don't want to give google access to drive you can skip this cell\n",
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"# and manually set `API_KEY` below.\n",
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"\n",
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"COLAB = \"google.colab\" in str(get_ipython())\n",
55+
"if COLAB:\n",
56+
" !pip install colab-env -qU\n",
57+
" from colab_env import envvar_handler\n",
58+
" envvar_handler.envload() \n",
59+
"\n",
60+
"API_KEY = os.environ.get(\"LABELBOX_API_KEY\")\n",
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"if not os.environ.get(\"LABELBOX_API_KEY\"):\n",
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" API_KEY = getpass(\"Please enter your labelbox api key\")\n",
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" if COLAB:\n",
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" envvar_handler.add_env(\"LABELBOX_API_KEY\", API_KEY)"
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]
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},
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{
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"# Pick a project that has and of box, point, polygon, or segmentation tools tools in the ontology\n",
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"# and has completed labels\n",
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"PROJECT_ID = \"ckmdx02yhzsrt0757owj3aprx\"\n",
53-
"# Set this if running in colab. Otherwise it should work if you have the LABELBOX_API_KEY set.\n",
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"API_KEY = os.environ[\"LABELBOX_API_KEY\"]\n",
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"# Only update this if you have an on-prem deployment\n",
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"ENDPOINT = \"https://api.labelbox.com/graphql\""
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]

‎examples/label_export/text.ipynb‎

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"outputs": [],
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"source": [
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"from labelbox import Client\n",
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"from getpass import getpass\n",
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"import requests\n",
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"from collections import Counter\n",
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"import os"
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]
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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": "preceding-vitamin",
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"metadata": {},
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"outputs": [],
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"source": [
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"# If you don't want to give google access to drive you can skip this cell\n",
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"# and manually set `API_KEY` below.\n",
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"\n",
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"COLAB = \"google.colab\" in str(get_ipython())\n",
48+
"if COLAB:\n",
49+
" !pip install colab-env -qU\n",
50+
" from colab_env import envvar_handler\n",
51+
" envvar_handler.envload() \n",
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"\n",
53+
"API_KEY = os.environ.get(\"LABELBOX_API_KEY\")\n",
54+
"if not os.environ.get(\"LABELBOX_API_KEY\"):\n",
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" API_KEY = getpass(\"Please enter your labelbox api key\")\n",
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" if COLAB:\n",
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" envvar_handler.add_env(\"LABELBOX_API_KEY\", API_KEY)"
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]
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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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"source": [
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"# Pick a project that has entity tools in the ontology and has completed labels\n",
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"PROJECT_ID = \"ckme5v7aykpoj0709ufi5h6i2\"\n",
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"# Set this if running in colab. Otherwise it should work if you have the LABELBOX_API_KEY set.\n",
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"API_KEY = os.environ[\"LABELBOX_API_KEY\"]\n",
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"# Only update this if you have an on-prem deployment\n",
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"ENDPOINT = \"https://api.labelbox.com/graphql\""
4971
]

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