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diff --git a/notebooks/.ipynb_checkpoints/IBM Watson Visual Recognition-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/IBM Watson Visual Recognition-checkpoint.ipynb
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-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# IBM Watson Visual Recognition\n",
-    "Create an account on [IBM Watson Studio](https://www.ibm.com/cloud/watson-studio) and add the [Watson Visual Recognition](https://www.ibm.com/cloud/watson-visual-recognition) service to your free account."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "pip install --upgrade --user \"ibm-watson>=4.5.0\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "apikey = \"<your-apikey>\"\n",
-    "version = \"2018-03-19\"\n",
-    "url = \"<your-url>\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import json\n",
-    "from ibm_watson import VisualRecognitionV3\n",
-    "from ibm_cloud_sdk_core.authenticators import IAMAuthenticator\n",
-    "\n",
-    "authenticator = IAMAuthenticator(apikey)\n",
-    "visual_recognition = VisualRecognitionV3(\n",
-    "    version=version,\n",
-    "    authenticator=authenticator\n",
-    ")\n",
-    "\n",
-    "visual_recognition.set_service_url(url)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "visual_recognition.set_default_headers({'x-watson-learning-opt-out': \"true\"})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data = [\n",
-    "{\n",
-    "  \"title\": \"Bear Country, South Dakota\",\n",
-    "  \"url\": \"https://example.com/photos/highres/20140717.jpg\"\n",
-    "},\n",
-    "{\n",
-    "  \"title\": \"Pactola Lake\",\n",
-    "  \"url\": \"https://example.com/photos/highres/20140718.jpg\"\n",
-    "},\n",
-    "{\n",
-    "  \"title\": \"Welcome to Utah\",\n",
-    "  \"url\": \"https://example.com/photos/highres/20190608_02.jpg\"\n",
-    "},\n",
-    "{\n",
-    "  \"title\": \"Honey Badger\",\n",
-    "  \"url\": \"https://example.com/photos/highres/20190611_03.jpg\"\n",
-    "},\n",
-    "{\n",
-    "  \"title\": \"Grand Canyon Lizard\",\n",
-    "  \"url\": \"https://example.com/photos/highres/20190612.jpg\"\n",
-    "},\n",
-    "{\n",
-    "  \"title\": \"The Workhouse\",\n",
-    "  \"url\": \"https://example.com/photos/highres/20191116_01.jpg\"\n",
-    "}\n",
-    "]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-------------------------------------------------------------------------------------------------------------------------------------\n",
-      "Image Title:  Bear Country, South Dakota \n",
-      "\n",
-      "brown bear ( 0.944 )\n",
-      "bear ( 1 )\n",
-      "carnivore ( 1 )\n",
-      "mammal ( 1 )\n",
-      "animal ( 1 )\n",
-      "Alaskan brown bear ( 0.759 )\n",
-      "greenishness color ( 0.975 )\n",
-      "-------------------------------------------------------------------------------------------------------------------------------------\n",
-      "-------------------------------------------------------------------------------------------------------------------------------------\n",
-      "Image Title:  Pactola Lake \n",
-      "\n",
-      "ponderosa pine ( 0.763 )\n",
-      "pine tree ( 0.867 )\n",
-      "tree ( 0.867 )\n",
-      "plant ( 0.867 )\n",
-      "blue color ( 0.959 )\n",
-      "-------------------------------------------------------------------------------------------------------------------------------------\n",
-      "-------------------------------------------------------------------------------------------------------------------------------------\n",
-      "Image Title:  Welcome to Utah \n",
-      "\n",
-      "signboard ( 0.953 )\n",
-      "building ( 0.79 )\n",
-      "blue color ( 0.822 )\n",
-      "purplish blue color ( 0.619 )\n",
-      "-------------------------------------------------------------------------------------------------------------------------------------\n",
-      "-------------------------------------------------------------------------------------------------------------------------------------\n",
-      "Image Title:  Honey Badger \n",
-      "\n",
-      "American badger ( 0.689 )\n",
-      "carnivore ( 0.689 )\n",
-      "mammal ( 0.864 )\n",
-      "animal ( 0.864 )\n",
-      "armadillo ( 0.618 )\n",
-      "light brown color ( 0.9 )\n",
-      "reddish brown color ( 0.751 )\n",
-      "-------------------------------------------------------------------------------------------------------------------------------------\n",
-      "-------------------------------------------------------------------------------------------------------------------------------------\n",
-      "Image Title:  Grand Canyon Lizard \n",
-      "\n",
-      "western fence lizard ( 0.724 )\n",
-      "lizard ( 0.93 )\n",
-      "reptile ( 0.93 )\n",
-      "animal ( 0.93 )\n",
-      "ultramarine color ( 0.633 )\n",
-      "-------------------------------------------------------------------------------------------------------------------------------------\n",
-      "-------------------------------------------------------------------------------------------------------------------------------------\n",
-      "Image Title:  The Workhouse \n",
-      "\n",
-      "castle ( 0.896 )\n",
-      "fortification ( 0.905 )\n",
-      "defensive structure ( 0.96 )\n",
-      "stronghold ( 0.642 )\n",
-      "building ( 0.799 )\n",
-      "mound ( 0.793 )\n",
-      "blue color ( 0.745 )\n",
-      "-------------------------------------------------------------------------------------------------------------------------------------\n"
-     ]
-    }
-   ],
-   "source": [
-    "from ibm_watson import ApiException\n",
-    "\n",
-    "for x in range(len(data)):\n",
-    "    try:\n",
-    "        url = data[x][\"url\"]\n",
-    "        images_filename = data[x][\"title\"]\n",
-    "        classes = visual_recognition.classify(\n",
-    "            url=url,\n",
-    "            images_filename=images_filename,\n",
-    "            threshold='0.6',\n",
-    "            owners=[\"IBM\"]).get_result()\n",
-    "        print(\"-------------------------------------------------------------------------------------------------------------------------------------\")\n",
-    "        print(\"Image Title: \", data[x][\"title\"], \"\\n\")\n",
-    "        print(\"Image URL: \", data[x][\"url\"], \"\\n\")\n",
-    "        classification_results = classes[\"images\"][0][\"classifiers\"][0][\"classes\"]\n",
-    "        for result in classification_results:\n",
-    "            print(result[\"class\"], \"(\", result[\"score\"], \")\")\n",
-    "        print(\"-------------------------------------------------------------------------------------------------------------------------------------\")\n",
-    "    except ApiException as ex:\n",
-    "        print(\"Method failed with status code \" + str(ex.code) + \": \" + ex.message)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}