diff --git a/notebooks/.ipynb_checkpoints/4a-download-large-area-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/4a-download-large-area-checkpoint.ipynb
index fa2789a..8435ecf 100644
--- a/notebooks/.ipynb_checkpoints/4a-download-large-area-checkpoint.ipynb
+++ b/notebooks/.ipynb_checkpoints/4a-download-large-area-checkpoint.ipynb
@@ -42,10 +42,10 @@
    "source": [
     "# If using example raw data\n",
     "import os\n",
-    "if not os.path.exists(\"../data/raw/\"):\n",
-    "    os.makedirs(\"../data/raw/\")\n",
+    "if not os.path.exists(\"../data/example/raw\"):\n",
+    "    os.makedirs(\"../data/example/raw/\")\n",
     "    \n",
-    "landscape = 'example-raw'\n",
+    "landscape = 'example'\n",
     "OUTPUT_FOLDER = '../data/{}/'.format(landscape)\n",
     "coords = (13.727334, -90.015579)\n",
     "coords = (coords[1], coords[0])"
@@ -58,9 +58,9 @@
    "outputs": [],
    "source": [
     "# Download example raw data - only if you don't have an API key!\n",
-    "!curl https://restoration-monitoring-external.s3.amazonaws.com/restoration-mapper/example/example-raw.zip \\\n",
-    "    -o ../data/data.zip\n",
-    "!unzip ../data/data.zip -d ../data/"
+    "!curl https://restoration-monitoring-external.s3.amazonaws.com/restoration-mapper/example/example.zip \\\n",
+    "    -o ../data/example/raw/data.zip\n",
+    "!unzip ../data/example/raw/data.zip -d ../data/example/raw/"
    ]
   },
   {
@@ -117,11 +117,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "with open(\"../config.yaml\", 'r') as stream:\n",
-    "    key = (yaml.safe_load(stream))\n",
-    "    API_KEY = key['key']\n",
-    "    AWSKEY = key['awskey']\n",
-    "    AWSSECRET = key['awssecret']"
+    "if os.path.exists(\"../config.yaml\"):\n",
+    "    with open(\"../config.yaml\", 'r') as stream:\n",
+    "        key = (yaml.safe_load(stream))\n",
+    "        API_KEY = key['key']\n",
+    "        AWSKEY = key['awskey']\n",
+    "        AWSSECRET = key['awssecret']\n",
+    "else:\n",
+    "    API_KEY = \"none\""
    ]
   },
   {
@@ -272,7 +275,7 @@
     "}\n",
     "\n",
     "landscape = 'brazil-buffer'\n",
-    "OUTPUT_FOLDER = '../tile_data/{}/'.format(landscape)\n",
+    "OUTPUT_FOLDER = '../data/{}/'.format(landscape)\n",
     "coords = landscapes[landscape]\n",
     "coords = (coords[1], coords[0])\n",
     "print(OUTPUT_FOLDER, coords)"
diff --git a/notebooks/4a-download-large-area.ipynb b/notebooks/4a-download-large-area.ipynb
index fa2789a..8435ecf 100644
--- a/notebooks/4a-download-large-area.ipynb
+++ b/notebooks/4a-download-large-area.ipynb
@@ -42,10 +42,10 @@
    "source": [
     "# If using example raw data\n",
     "import os\n",
-    "if not os.path.exists(\"../data/raw/\"):\n",
-    "    os.makedirs(\"../data/raw/\")\n",
+    "if not os.path.exists(\"../data/example/raw\"):\n",
+    "    os.makedirs(\"../data/example/raw/\")\n",
     "    \n",
-    "landscape = 'example-raw'\n",
+    "landscape = 'example'\n",
     "OUTPUT_FOLDER = '../data/{}/'.format(landscape)\n",
     "coords = (13.727334, -90.015579)\n",
     "coords = (coords[1], coords[0])"
@@ -58,9 +58,9 @@
    "outputs": [],
    "source": [
     "# Download example raw data - only if you don't have an API key!\n",
-    "!curl https://restoration-monitoring-external.s3.amazonaws.com/restoration-mapper/example/example-raw.zip \\\n",
-    "    -o ../data/data.zip\n",
-    "!unzip ../data/data.zip -d ../data/"
+    "!curl https://restoration-monitoring-external.s3.amazonaws.com/restoration-mapper/example/example.zip \\\n",
+    "    -o ../data/example/raw/data.zip\n",
+    "!unzip ../data/example/raw/data.zip -d ../data/example/raw/"
    ]
   },
   {
@@ -117,11 +117,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "with open(\"../config.yaml\", 'r') as stream:\n",
-    "    key = (yaml.safe_load(stream))\n",
-    "    API_KEY = key['key']\n",
-    "    AWSKEY = key['awskey']\n",
-    "    AWSSECRET = key['awssecret']"
+    "if os.path.exists(\"../config.yaml\"):\n",
+    "    with open(\"../config.yaml\", 'r') as stream:\n",
+    "        key = (yaml.safe_load(stream))\n",
+    "        API_KEY = key['key']\n",
+    "        AWSKEY = key['awskey']\n",
+    "        AWSSECRET = key['awssecret']\n",
+    "else:\n",
+    "    API_KEY = \"none\""
    ]
   },
   {
@@ -272,7 +275,7 @@
     "}\n",
     "\n",
     "landscape = 'brazil-buffer'\n",
-    "OUTPUT_FOLDER = '../tile_data/{}/'.format(landscape)\n",
+    "OUTPUT_FOLDER = '../data/{}/'.format(landscape)\n",
     "coords = landscapes[landscape]\n",
     "coords = (coords[1], coords[0])\n",
     "print(OUTPUT_FOLDER, coords)"
diff --git a/notebooks/4b-predict-large-area.ipynb b/notebooks/4b-predict-large-area.ipynb
index 59bb530..6ddb8ca 100644
--- a/notebooks/4b-predict-large-area.ipynb
+++ b/notebooks/4b-predict-large-area.ipynb
@@ -17,6 +17,402 @@
     "   * **Writing COG**"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "absl-py==0.7.1\r\n",
+      "affine==2.3.0\r\n",
+      "ago==0.0.93\r\n",
+      "anaconda-client==1.7.2\r\n",
+      "anaconda-navigator==1.9.7\r\n",
+      "appnope==0.1.0\r\n",
+      "arrow==0.14.2\r\n",
+      "asn1crypto==0.24.0\r\n",
+      "astor==0.8.0\r\n",
+      "astropy==4.0.1.post1\r\n",
+      "attrs==19.3.0\r\n",
+      "Automat==0.7.0\r\n",
+      "awscli==1.16.227\r\n",
+      "backcall==0.1.0\r\n",
+      "beautifulsoup4==4.7.1\r\n",
+      "binaryornot==0.4.4\r\n",
+      "bleach==3.1.0\r\n",
+      "blis==0.2.4\r\n",
+      "bokeh==2.1.1\r\n",
+      "boto3==1.9.166\r\n",
+      "botocore==1.12.217\r\n",
+      "bs4==0.0.1\r\n",
+      "cachetools==4.1.0\r\n",
+      "cchardet==2.1.6\r\n",
+      "certifi==2019.6.16\r\n",
+      "cffi==1.12.3\r\n",
+      "chardet==3.0.4\r\n",
+      "Click==7.0\r\n",
+      "click-plugins==1.1.1\r\n",
+      "cligj==0.5.0\r\n",
+      "clyent==1.2.2\r\n",
+      "colorama==0.3.9\r\n",
+      "conda==4.7.5\r\n",
+      "conda-build==3.17.8\r\n",
+      "conda-package-handling==1.3.10\r\n",
+      "conda-verify==3.1.1\r\n",
+      "confuse==1.1.0\r\n",
+      "constantly==15.1.0\r\n",
+      "cookiecutter==1.6.0\r\n",
+      "cryptography==2.7\r\n",
+      "cssselect==1.1.0\r\n",
+      "cycler==0.10.0\r\n",
+      "cymem==2.0.2\r\n",
+      "decorator==4.4.0\r\n",
+      "defusedxml==0.6.0\r\n",
+      "descartes==1.1.0\r\n",
+      "dill==0.3.0\r\n",
+      "distro==1.5.0\r\n",
+      "docutils==0.15.2\r\n",
+      "dotmap==1.3.8\r\n",
+      "editdistance==0.5.3\r\n",
+      "elasticsearch==7.0.4\r\n",
+      "en-core-web-sm==2.1.0\r\n",
+      "entrypoints==0.3\r\n",
+      "fastprogress==0.2.3\r\n",
+      "feedfinder2==0.0.4\r\n",
+      "feedparser==5.2.1\r\n",
+      "filelock==3.0.12\r\n",
+      "Fiona==1.8.13.post1\r\n",
+      "Flask==1.1.1\r\n",
+      "future==0.17.1\r\n",
+      "gast==0.2.2\r\n",
+      "GDAL==2.3.3\r\n",
+      "gdelt==0.1.10.6\r\n",
+      "geographiclib==1.49\r\n",
+      "geopandas==0.7.0\r\n",
+      "geopy==1.20.0\r\n",
+      "getch==1.0\r\n",
+      "giveme5w1h==1.0.16\r\n",
+      "glob2==0.7\r\n",
+      "google-auth==1.18.0\r\n",
+      "google-auth-oauthlib==0.4.1\r\n",
+      "google-pasta==0.1.7\r\n",
+      "googletrans==2.4.0\r\n",
+      "grpcio==1.23.0\r\n",
+      "h5py==2.9.0\r\n",
+      "hjson==3.0.1\r\n",
+      "htmlmin==0.1.12\r\n",
+      "hurry.filesize==0.9\r\n",
+      "hyperlink==19.0.0\r\n",
+      "idna==2.8\r\n",
+      "ImageHash==4.1.0\r\n",
+      "importlib-metadata==1.6.0\r\n",
+      "incremental==17.5.0\r\n",
+      "ipykernel==5.1.1\r\n",
+      "ipython==7.6.0\r\n",
+      "ipython-genutils==0.2.0\r\n",
+      "ipywidgets==7.5.1\r\n",
+      "itsdangerous==1.1.0\r\n",
+      "jedi==0.13.3\r\n",
+      "jieba==0.42.1\r\n",
+      "jieba3k==0.35.1\r\n",
+      "Jinja2==2.11.2\r\n",
+      "jinja2-time==0.2.0\r\n",
+      "jmespath==0.9.4\r\n",
+      "joblib==0.13.2\r\n",
+      "jsonschema==3.0.1\r\n",
+      "jupyter==1.0.0\r\n",
+      "jupyter-client==6.1.3\r\n",
+      "jupyter-console==6.0.0\r\n",
+      "jupyter-core==4.6.3\r\n",
+      "Keras==2.2.5\r\n",
+      "Keras-Applications==1.0.8\r\n",
+      "keras-bert==0.84.0\r\n",
+      "keras-embed-sim==0.7.0\r\n",
+      "keras-layer-normalization==0.14.0\r\n",
+      "keras-multi-head==0.27.0\r\n",
+      "keras-pos-embd==0.11.0\r\n",
+      "keras-position-wise-feed-forward==0.6.0\r\n",
+      "Keras-Preprocessing==1.1.0\r\n",
+      "keras-self-attention==0.46.0\r\n",
+      "keras-transformer==0.37.0\r\n",
+      "keyboard==0.13.3\r\n",
+      "kiwisolver==1.1.0\r\n",
+      "ktrain==0.7.2\r\n",
+      "langdetect==1.0.7\r\n",
+      "libarchive-c==2.8\r\n",
+      "lief==0.9.0\r\n",
+      "llvmlite==0.29.0\r\n",
+      "lxml==4.3.4\r\n",
+      "Markdown==3.1.1\r\n",
+      "MarkupSafe==1.1.1\r\n",
+      "matplotlib==3.2.1\r\n",
+      "mercantile==1.1.2\r\n",
+      "missingno==0.4.2\r\n",
+      "mistune==0.8.4\r\n",
+      "mkl-fft==1.0.12\r\n",
+      "mkl-random==1.0.2\r\n",
+      "more-itertools==8.3.0\r\n",
+      "munch==2.5.0\r\n",
+      "murmurhash==1.0.2\r\n",
+      "navigator-updater==0.2.1\r\n",
+      "nbconvert==5.5.0\r\n",
+      "nbformat==4.4.0\r\n",
+      "networkx==2.3\r\n",
+      "news-please==1.4.23\r\n",
+      "newspaper3k==0.2.8\r\n",
+      "nltk==3.4.4\r\n",
+      "notebook==5.7.8\r\n",
+      "numba==0.45.0\r\n",
+      "numbskull==0.1.1\r\n",
+      "numpy==1.16.4\r\n",
+      "oauthlib==3.1.0\r\n",
+      "olefile==0.46\r\n",
+      "opt-einsum==3.2.1\r\n",
+      "packaging==20.4\r\n",
+      "pandas==1.0.4\r\n",
+      "pandas-profiling==2.8.0\r\n",
+      "pandas-summary==0.0.7\r\n",
+      "pandocfilters==1.4.2\r\n",
+      "parsedatetime==2.4\r\n",
+      "parsel==1.5.2\r\n",
+      "parso==0.5.0\r\n",
+      "pexpect==4.7.0\r\n",
+      "phik==0.10.0\r\n",
+      "pickleshare==0.7.5\r\n",
+      "Pillow==6.0.0\r\n",
+      "pkginfo==1.5.0.1\r\n",
+      "plac==0.9.6\r\n",
+      "plotly==4.1.0\r\n",
+      "pluggy==0.13.1\r\n",
+      "poyo==0.4.2\r\n",
+      "preshed==2.0.1\r\n",
+      "prometheus-client==0.7.1\r\n",
+      "prompt-toolkit==2.0.9\r\n",
+      "protobuf==3.9.0\r\n",
+      "psutil==5.6.3\r\n",
+      "ptyprocess==0.6.0\r\n",
+      "py==1.8.1\r\n",
+      "pyasn1==0.4.6\r\n",
+      "pyasn1-modules==0.2.6\r\n",
+      "pycorenlp==0.3.0\r\n",
+      "pycosat==0.6.3\r\n",
+      "pycparser==2.19\r\n",
+      "PyDispatcher==2.0.5\r\n",
+      "Pygments==2.4.2\r\n",
+      "PyHamcrest==1.9.0\r\n",
+      "PyMySQL==0.9.3\r\n",
+      "pynput==1.4.2\r\n",
+      "pyobjc==5.2\r\n",
+      "pyobjc-core==5.2\r\n",
+      "pyobjc-framework-Accounts==5.2\r\n",
+      "pyobjc-framework-AddressBook==5.2\r\n",
+      "pyobjc-framework-AdSupport==5.2\r\n",
+      "pyobjc-framework-AppleScriptKit==5.2\r\n",
+      "pyobjc-framework-AppleScriptObjC==5.2\r\n",
+      "pyobjc-framework-ApplicationServices==5.2\r\n",
+      "pyobjc-framework-Automator==5.2\r\n",
+      "pyobjc-framework-AVFoundation==5.2\r\n",
+      "pyobjc-framework-AVKit==5.2\r\n",
+      "pyobjc-framework-BusinessChat==5.2\r\n",
+      "pyobjc-framework-CalendarStore==5.2\r\n",
+      "pyobjc-framework-CFNetwork==5.2\r\n",
+      "pyobjc-framework-CloudKit==5.2\r\n",
+      "pyobjc-framework-Cocoa==5.2\r\n",
+      "pyobjc-framework-Collaboration==5.2\r\n",
+      "pyobjc-framework-ColorSync==5.2\r\n",
+      "pyobjc-framework-Contacts==5.2\r\n",
+      "pyobjc-framework-ContactsUI==5.2\r\n",
+      "pyobjc-framework-CoreAudio==5.2\r\n",
+      "pyobjc-framework-CoreAudioKit==5.2\r\n",
+      "pyobjc-framework-CoreBluetooth==5.2\r\n",
+      "pyobjc-framework-CoreData==5.2\r\n",
+      "pyobjc-framework-CoreLocation==5.2\r\n",
+      "pyobjc-framework-CoreMedia==5.2\r\n",
+      "pyobjc-framework-CoreMediaIO==5.2\r\n",
+      "pyobjc-framework-CoreML==5.2\r\n",
+      "pyobjc-framework-CoreServices==5.2\r\n",
+      "pyobjc-framework-CoreSpotlight==5.2\r\n",
+      "pyobjc-framework-CoreText==5.2\r\n",
+      "pyobjc-framework-CoreWLAN==5.2\r\n",
+      "pyobjc-framework-CryptoTokenKit==5.2\r\n",
+      "pyobjc-framework-DictionaryServices==5.2\r\n",
+      "pyobjc-framework-DiscRecording==5.2\r\n",
+      "pyobjc-framework-DiscRecordingUI==5.2\r\n",
+      "pyobjc-framework-DiskArbitration==5.2\r\n",
+      "pyobjc-framework-DVDPlayback==5.2\r\n",
+      "pyobjc-framework-EventKit==5.2\r\n",
+      "pyobjc-framework-ExceptionHandling==5.2\r\n",
+      "pyobjc-framework-ExternalAccessory==5.2\r\n",
+      "pyobjc-framework-FinderSync==5.2\r\n",
+      "pyobjc-framework-FSEvents==5.2\r\n",
+      "pyobjc-framework-GameCenter==5.2\r\n",
+      "pyobjc-framework-GameController==5.2\r\n",
+      "pyobjc-framework-GameKit==5.2\r\n",
+      "pyobjc-framework-GameplayKit==5.2\r\n",
+      "pyobjc-framework-ImageCaptureCore==5.2\r\n",
+      "pyobjc-framework-IMServicePlugIn==5.2\r\n",
+      "pyobjc-framework-InputMethodKit==5.2\r\n",
+      "pyobjc-framework-InstallerPlugins==5.2\r\n",
+      "pyobjc-framework-InstantMessage==5.2\r\n",
+      "pyobjc-framework-Intents==5.2\r\n",
+      "pyobjc-framework-IOSurface==5.2\r\n",
+      "pyobjc-framework-iTunesLibrary==5.2\r\n",
+      "pyobjc-framework-LatentSemanticMapping==5.2\r\n",
+      "pyobjc-framework-LaunchServices==5.2\r\n",
+      "pyobjc-framework-libdispatch==5.2\r\n",
+      "pyobjc-framework-LocalAuthentication==5.2\r\n",
+      "pyobjc-framework-MapKit==5.2\r\n",
+      "pyobjc-framework-MediaAccessibility==5.2\r\n",
+      "pyobjc-framework-MediaLibrary==5.2\r\n",
+      "pyobjc-framework-MediaPlayer==5.2\r\n",
+      "pyobjc-framework-MediaToolbox==5.2\r\n",
+      "pyobjc-framework-ModelIO==5.2\r\n",
+      "pyobjc-framework-MultipeerConnectivity==5.2\r\n",
+      "pyobjc-framework-NaturalLanguage==5.2\r\n",
+      "pyobjc-framework-NetFS==5.2\r\n",
+      "pyobjc-framework-Network==5.2\r\n",
+      "pyobjc-framework-NetworkExtension==5.2\r\n",
+      "pyobjc-framework-NotificationCenter==5.2\r\n",
+      "pyobjc-framework-OpenDirectory==5.2\r\n",
+      "pyobjc-framework-OSAKit==5.2\r\n",
+      "pyobjc-framework-Photos==5.2\r\n",
+      "pyobjc-framework-PhotosUI==5.2\r\n",
+      "pyobjc-framework-PreferencePanes==5.2\r\n",
+      "pyobjc-framework-PubSub==5.2\r\n",
+      "pyobjc-framework-QTKit==5.2\r\n",
+      "pyobjc-framework-Quartz==5.2\r\n",
+      "pyobjc-framework-SafariServices==5.2\r\n",
+      "pyobjc-framework-SceneKit==5.2\r\n",
+      "pyobjc-framework-ScreenSaver==5.2\r\n",
+      "pyobjc-framework-ScriptingBridge==5.2\r\n",
+      "pyobjc-framework-SearchKit==5.2\r\n",
+      "pyobjc-framework-Security==5.2\r\n",
+      "pyobjc-framework-SecurityFoundation==5.2\r\n",
+      "pyobjc-framework-SecurityInterface==5.2\r\n",
+      "pyobjc-framework-ServiceManagement==5.2\r\n",
+      "pyobjc-framework-Social==5.2\r\n",
+      "pyobjc-framework-SpriteKit==5.2\r\n",
+      "pyobjc-framework-StoreKit==5.2\r\n",
+      "pyobjc-framework-SyncServices==5.2\r\n",
+      "pyobjc-framework-SystemConfiguration==5.2\r\n",
+      "pyobjc-framework-UserNotifications==5.2\r\n",
+      "pyobjc-framework-VideoSubscriberAccount==5.2\r\n",
+      "pyobjc-framework-VideoToolbox==5.2\r\n",
+      "pyobjc-framework-Vision==5.2\r\n",
+      "pyobjc-framework-WebKit==5.2\r\n",
+      "pyOpenSSL==19.0.0\r\n",
+      "pyparsing==2.4.0\r\n",
+      "pyproj==2.2.0\r\n",
+      "pyrsistent==0.14.11\r\n",
+      "PySocks==1.7.0\r\n",
+      "pytesseract==0.2.7\r\n",
+      "pytest==5.4.3\r\n",
+      "python-dateutil==2.8.0\r\n",
+      "pytz==2019.1\r\n",
+      "PyWavelets==1.1.1\r\n",
+      "PyYAML==5.1.1\r\n",
+      "pyzmq==18.0.0\r\n",
+      "qtconsole==4.5.3\r\n",
+      "QtPy==1.8.0\r\n",
+      "queuelib==1.5.0\r\n",
+      "rasterio==1.1.2\r\n",
+      "readability-lxml==0.7.1\r\n",
+      "regex==2019.6.8\r\n",
+      "requests==2.23.0\r\n",
+      "requests-file==1.4.3\r\n",
+      "requests-oauthlib==1.3.0\r\n",
+      "retrying==1.3.3\r\n",
+      "rio-cogeo==1.1.9\r\n",
+      "rsa==3.4.2\r\n",
+      "ruamel-yaml==0.15.46\r\n",
+      "s3transfer==0.2.1\r\n",
+      "scikit-learn==0.21.3\r\n",
+      "scipy==1.4.1\r\n",
+      "Scrapy==1.7.3\r\n",
+      "seaborn==0.10.1\r\n",
+      "Send2Trash==1.5.0\r\n",
+      "sentinelhub==2.5.3\r\n",
+      "seqeval==0.0.12\r\n",
+      "service-identity==18.1.0\r\n",
+      "Shapely==1.6.4.post2\r\n",
+      "six==1.12.0\r\n",
+      "snorkel==0.7.0b0\r\n",
+      "snorkel-metal==0.5.0\r\n",
+      "snuggs==1.4.7\r\n",
+      "soupsieve==1.8\r\n",
+      "spacy==2.1.6\r\n",
+      "SQLAlchemy==1.3.6\r\n",
+      "srsly==0.0.7\r\n",
+      "supermercado==0.0.5\r\n",
+      "tabula-py==2.1.1\r\n",
+      "tangled-up-in-unicode==0.0.6\r\n",
+      "tensorboard==1.14.0\r\n",
+      "tensorboardX==1.8\r\n",
+      "tensorflow==1.14.0\r\n",
+      "tensorflow-estimator==1.14.0\r\n",
+      "termcolor==1.1.0\r\n",
+      "terminado==0.8.2\r\n",
+      "testpath==0.4.2\r\n",
+      "thinc==7.0.8\r\n",
+      "tifffile==2019.5.30\r\n",
+      "tinysegmenter==0.3\r\n",
+      "tldextract==2.2.1\r\n",
+      "torch==1.1.0.post2\r\n",
+      "tornado==6.0.3\r\n",
+      "tqdm==4.46.1\r\n",
+      "traitlets==4.3.2\r\n",
+      "treedlib==0.1.1\r\n",
+      "Twisted==19.7.0\r\n",
+      "typing==3.7.4.1\r\n",
+      "typing-extensions==3.7.4.2\r\n",
+      "Unidecode==1.1.1\r\n",
+      "urllib3==1.24.2\r\n",
+      "utm==0.4.2\r\n",
+      "virtualenv==16.6.0\r\n",
+      "visions==0.4.4\r\n",
+      "w3lib==1.21.0\r\n",
+      "Wand==0.5.5\r\n",
+      "warcio==1.7.1\r\n",
+      "wasabi==0.2.2\r\n",
+      "wcwidth==0.1.7\r\n",
+      "webencodings==0.5.1\r\n",
+      "Werkzeug==0.15.5\r\n",
+      "whichcraft==0.5.2\r\n",
+      "widgetsnbextension==3.5.1\r\n",
+      "wrapt==1.11.2\r\n",
+      "xmltodict==0.12.0\r\n",
+      "zipp==3.1.0\r\n",
+      "zope.interface==4.6.0\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip freeze"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
+      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
+      "100  374M  100  374M    0     0  11.4M      0  0:00:32  0:00:32 --:--:-- 13.0M 0     0  13.0M      0  0:00:28  0:00:06  0:00:22 13.3M 0  0:00:27  0:00:10  0:00:17 14.0M   0     0  11.2M      0  0:00:33  0:00:28  0:00:05 5573k\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl https://restoration-monitoring-external.s3.amazonaws.com/restoration-mapper/example/example-raw.zip \\\n",
+    "    -o ../data/data.zip"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
diff --git a/tests/test_download.py b/tests/do_not_run2.py
similarity index 100%
rename from tests/test_download.py
rename to tests/do_not_run2.py