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@dat-boris
Created October 27, 2019 19:36
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A notebook demo my work in finding camper van location
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Streetview example notebook\n",
"\n",
"This is an example to explore the streetview API for the notebook.\n",
"\n",
"\n",
"## Let's choose the right API!\n",
"\n",
"This involves doing reserach on the following API docs. We first look at the [official google streetview platform](https://developers.google.com/maps/documentation/streetview/intro) - which allows us to download the static image.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It turn out that it probably make sense to use the [streetview API client wrapper](https://github.com/rrwen/google_streetview)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting google_streetview\n",
" Downloading https://files.pythonhosted.org/packages/04/33/be168a62a973e8dd3f00a83b2481f4c5602bb8339cbe81cf70a437b04ade/google_streetview-1.2.9.tar.gz\n",
"Collecting kwconfig (from google_streetview)\n",
" Downloading https://files.pythonhosted.org/packages/47/49/87ca96c4c299d24700daf45f4bb8d900b05e15e8c48179b13008fc29c509/kwconfig-1.1.7.tar.gz\n",
"Requirement already satisfied: requests in /opt/conda/lib/python3.7/site-packages (from google_streetview) (2.22.0)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->google_streetview) (2019.9.11)\n",
"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests->google_streetview) (1.25.3)\n",
"Requirement already satisfied: idna<2.9,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->google_streetview) (2.8)\n",
"Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests->google_streetview) (3.0.4)\n",
"Building wheels for collected packages: google-streetview, kwconfig\n",
" Building wheel for google-streetview (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for google-streetview: filename=google_streetview-1.2.9-cp37-none-any.whl size=9781 sha256=616b3780371c7172c8a86928ab194580b55842aa0252762f1f0916fede5f33ae\n",
" Stored in directory: /home/jovyan/.cache/pip/wheels/e1/ce/c0/e90d7ee251659d215b7ab21a7cd80cfd65e1720fc3dca3b9ed\n",
" Building wheel for kwconfig (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for kwconfig: filename=kwconfig-1.1.7-cp37-none-any.whl size=4981 sha256=a5a6395195551a01c236b9fbca95160fe808857bb6d92e5a92a66ed78dbc0d43\n",
" Stored in directory: /home/jovyan/.cache/pip/wheels/22/fa/82/fed4c9e2829a6210470b121673adddedf169b6319112b3ba20\n",
"Successfully built google-streetview kwconfig\n",
"Installing collected packages: kwconfig, google-streetview\n",
"Successfully installed google-streetview-1.2.9 kwconfig-1.1.7\n"
]
}
],
"source": [
"!pip install google_streetview"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# See secrets.template.py for explanation\n",
"import secret_keys"
]
},
{
"cell_type": "code",
"execution_count": 220,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 220,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Import google_streetview for the api module\n",
"import google_streetview.api\n",
"from IPython.display import Image\n",
"import os.path\n",
"# Define parameters for street view api\n",
"\n",
"def get_streetview_id(place_id, lat_long, heading):\n",
" params = [{\n",
" 'size': '600x300', # max 640x640 pixels\n",
" 'location': lat_long,\n",
" 'heading': heading,\n",
" 'pitch': '0',\n",
" 'key': secret_keys.GOOGLE_API_KEY\n",
" }]\n",
"\n",
" # Create a results object\n",
" results = google_streetview.api.results(params)\n",
"\n",
" # Download images to directory 'downloads'\n",
" folder_name = f'streetview_result/{place_id}'\n",
" results.download_links(folder_name)\n",
" \n",
" # return image name - default name\n",
" file_name = f'{folder_name}/gsv_0.jpg'\n",
" if os.path.exists(file_name):\n",
" return file_name\n",
" return\n",
" \n",
"\n",
"Image(get_streetview_id('demo_place', '46.414382,10.013988', '151.78'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Ensuring that we can find the image of campervan\n",
"\n",
"The next step is to focus on ensuring that we can find the campervan in the co-ordinate that I have found from [the overlay map](https://www.google.com/maps/d/u/0/edit?mid=1x5RrN3eu1YuRd_585mtwp0pw7M9gFKYM&ll=49.18694567280319%2C-123.16987892639224&z=10)\n"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Original URL: https://www.google.ca/maps/@49.2021939,-123.1345625,3a,75y,219.04h,70.13t/data=!3m6!1e1!3m4!1sA85XjUX18b0dH4I2OTjRkQ!2e0!7i16384!8i8192\n",
"LONG = 49.2021939\n",
"LAT = -123.1345625\n",
"HEADING = 219.04\n",
"PITCH = -0.7013\n",
"\n",
"CAMPER_IMAGE = get_streetview_id('demo_camper_place', f'{LONG},{LAT}', HEADING)\n",
"Image(CAMPER_IMAGE)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Sweet**! Camper van identified."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using RNN to identify cars in the image\n",
"\n",
"Using [Google cloud vision ai object detection](https://cloud.google.com/vision/docs/object-localizer)\n",
"\n",
"We can establish establish the van in the images"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: google-cloud-vision in /opt/conda/lib/python3.7/site-packages (0.39.0)\n",
"Requirement already satisfied: google-api-core[grpc]<2.0.0dev,>=1.14.0 in /opt/conda/lib/python3.7/site-packages (from google-cloud-vision) (1.14.3)\n",
"Requirement already satisfied: googleapis-common-protos<2.0dev,>=1.6.0 in /opt/conda/lib/python3.7/site-packages (from google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (1.6.0)\n",
"Requirement already satisfied: setuptools>=34.0.0 in /opt/conda/lib/python3.7/site-packages (from google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (41.0.1)\n",
"Requirement already satisfied: google-auth<2.0dev,>=0.4.0 in /opt/conda/lib/python3.7/site-packages (from google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (1.6.3)\n",
"Requirement already satisfied: pytz in /opt/conda/lib/python3.7/site-packages (from google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (2019.2)\n",
"Requirement already satisfied: requests<3.0.0dev,>=2.18.0 in /opt/conda/lib/python3.7/site-packages (from google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (2.22.0)\n",
"Requirement already satisfied: six>=1.10.0 in /opt/conda/lib/python3.7/site-packages (from google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (1.12.0)\n",
"Requirement already satisfied: protobuf>=3.4.0 in /opt/conda/lib/python3.7/site-packages (from google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (3.9.1)\n",
"Requirement already satisfied: grpcio<2.0dev,>=1.8.2; extra == \"grpc\" in /opt/conda/lib/python3.7/site-packages (from google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (1.24.3)\n",
"Requirement already satisfied: rsa>=3.1.4 in /opt/conda/lib/python3.7/site-packages (from google-auth<2.0dev,>=0.4.0->google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (4.0)\n",
"Requirement already satisfied: cachetools>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from google-auth<2.0dev,>=0.4.0->google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (3.1.1)\n",
"Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.7/site-packages (from google-auth<2.0dev,>=0.4.0->google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (0.2.7)\n",
"Requirement already satisfied: idna<2.9,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests<3.0.0dev,>=2.18.0->google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (2.8)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests<3.0.0dev,>=2.18.0->google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (2019.9.11)\n",
"Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests<3.0.0dev,>=2.18.0->google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (3.0.4)\n",
"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests<3.0.0dev,>=2.18.0->google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (1.25.3)\n",
"Requirement already satisfied: pyasn1>=0.1.3 in /opt/conda/lib/python3.7/site-packages (from rsa>=3.1.4->google-auth<2.0dev,>=0.4.0->google-api-core[grpc]<2.0.0dev,>=1.14.0->google-cloud-vision) (0.4.7)\n"
]
}
],
"source": [
"!pip install google-cloud-vision"
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'van_found': 2, 'img': 'streetview_demo_camper_place/data_tagged_image.png'}\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 200,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from google.cloud import vision\n",
"\n",
"# For displaying image\n",
"from PIL import Image as PILImage\n",
"from PIL import ImageDraw\n",
"from IPython.display import display\n",
"\n",
"# open service account\n",
"vision_client = vision.ImageAnnotatorClient.from_service_account_json('hanashi-9bb3f347790d.json')\n",
"\n",
"\n",
"def vision_localize_objects(image_path):\n",
" \"\"\"Localize objects in the local image.\n",
"\n",
" Args:\n",
" path: The path to the local file.\n",
" \"\"\"\n",
"\n",
" with open(image_path, 'rb') as image_file:\n",
" content = image_file.read()\n",
" \n",
" image = vision.types.Image(content=content)\n",
"\n",
" objects = vision_client.object_localization(\n",
" image=image).localized_object_annotations\n",
" \n",
" image = PILImage.open(image_path)\n",
" draw = ImageDraw.Draw(image)\n",
" \n",
" van_found = 0\n",
"\n",
"# print('Number of objects found: {}'.format(len(objects)))\n",
" for object_ in objects:\n",
"# print('\\n{} (confidence: {})'.format(object_.name, object_.score))\n",
"# print('Normalized bounding polygon vertices: ')\n",
"# for vertex in object_.bounding_poly.normalized_vertices:\n",
"# print(' - ({}, {})'.format(vertex.x, vertex.y))\n",
"\n",
" x_vals = list(map(lambda v:v.x, object_.bounding_poly.normalized_vertices))\n",
" y_vals = list(map(lambda v:v.y, object_.bounding_poly.normalized_vertices))\n",
" if object_.name == 'Van':\n",
" draw.rectangle([\n",
" (min(x_vals) * image.size[0],min(y_vals) * image.size[1]),\n",
" (max(x_vals) * image.size[0],max(y_vals) * image.size[1])\n",
" ], fill=None, outline='red')\n",
" van_found += 1\n",
" else:\n",
" draw.rectangle([\n",
" (min(x_vals) * image.size[0],min(y_vals) * image.size[1]),\n",
" (max(x_vals) * image.size[0],max(y_vals) * image.size[1])\n",
" ], fill=None, outline='grey')\n",
"\n",
" # write image path, and write to new image\n",
" new_image = '/'.join(image_path.split('/')[:-1]) + '/data_tagged_image.png'\n",
" image.save(new_image)\n",
" return {\n",
" 'van_found': van_found,\n",
" 'img': new_image\n",
" }\n",
" \n",
"image_result = vision_localize_objects(CAMPER_IMAGE)\n",
"print(image_result)\n",
"\n",
"Image(image_result['img'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Displaying the Gmap component within notebook\n",
"\n",
"This can be easily done with setting up the gmap notebook.\n",
"\n",
"See tutorial at https://jupyter-gmaps.readthedocs.io/en/latest/authentication.html"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting package metadata (current_repodata.json): done\n",
"Solving environment: done\n",
"\n",
"\n",
"==> WARNING: A newer version of conda exists. <==\n",
" current version: 4.7.10\n",
" latest version: 4.7.12\n",
"\n",
"Please update conda by running\n",
"\n",
" $ conda update -n base conda\n",
"\n",
"\n",
"\n",
"## Package Plan ##\n",
"\n",
" environment location: /opt/conda\n",
"\n",
" added / updated specs:\n",
" - gmaps\n",
"\n",
"\n",
"The following packages will be downloaded:\n",
"\n",
" package | build\n",
" ---------------------------|-----------------\n",
" ca-certificates-2019.9.11 | hecc5488_0 144 KB conda-forge\n",
" certifi-2019.9.11 | py37_0 147 KB conda-forge\n",
" geojson-2.5.0 | py_0 15 KB conda-forge\n",
" gmaps-0.9.0 | py_0 1.7 MB conda-forge\n",
" ------------------------------------------------------------\n",
" Total: 2.0 MB\n",
"\n",
"The following NEW packages will be INSTALLED:\n",
"\n",
" geojson conda-forge/noarch::geojson-2.5.0-py_0\n",
" gmaps conda-forge/noarch::gmaps-0.9.0-py_0\n",
"\n",
"The following packages will be UPDATED:\n",
"\n",
" ca-certificates 2019.6.16-hecc5488_0 --> 2019.9.11-hecc5488_0\n",
" certifi 2019.6.16-py37_1 --> 2019.9.11-py37_0\n",
"\n",
"\n",
"\n",
"Downloading and Extracting Packages\n",
"geojson-2.5.0 | 15 KB | ##################################### | 100% \n",
"ca-certificates-2019 | 144 KB | ##################################### | 100% \n",
"gmaps-0.9.0 | 1.7 MB | ##################################### | 100% \n",
"certifi-2019.9.11 | 147 KB | ##################################### | 100% \n",
"Preparing transaction: done\n",
"Verifying transaction: done\n",
"Executing transaction: done\n"
]
}
],
"source": [
"!conda install -y -c conda-forge gmaps"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# For normal jypyter notebook\n",
"#!jupyter nbextension enable --py --sys-prefix widgetsnbextension\n",
"#!jupyter nbextension enable --py --sys-prefix gmaps"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Only if you are running an old version.\n",
"#!conda update -c conda-forge ipywidgets"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": []
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Building jupyterlab assets (build:prod:minimize)\n",
"JupyterLab v1.1.3\n",
"Known labextensions:\n",
" app dir: /opt/conda/share/jupyter/lab\n",
" @jupyter-widgets/jupyterlab-manager v1.0.3 \u001b[32m enabled \u001b[0m \u001b[32mOK\u001b[0m\n",
" jupyter-gmaps v0.9.0 \u001b[32m enabled \u001b[0m \u001b[32mOK\u001b[0m\n",
" jupyterlab_bokeh v1.0.0 \u001b[32m enabled \u001b[0m \u001b[32mOK\u001b[0m\n"
]
}
],
"source": [
"!jupyter labextension install @jupyter-widgets/jupyterlab-manager\n",
"!jupyter labextension list"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LabBuildApp] JupyterLab 1.1.3\n",
"[LabBuildApp] Building in /opt/conda/share/jupyter/lab\n",
"[LabBuildApp] Building jupyterlab assets (build:prod:minimize)\n"
]
}
],
"source": [
"# If you have not restarted your kernel\n",
"!jupyter lab build"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# TODO: follow conda update -c conda-forge ipywidgets\n",
"# !conda update -c conda-forge ipywidgets"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"#Installing from raw pip\n",
"#!pip install gmaps"
]
},
{
"cell_type": "code",
"execution_count": 211,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"streetview_demo_camper_place/gsv_0.jpg\n"
]
}
],
"source": [
"import base64\n",
"\n",
"def get_base64_image(img):\n",
" print(img)\n",
" with open(img, \"rb\") as image_file:\n",
" encoded_string = base64.b64encode(image_file.read())\n",
" return encoded_string.decode('ascii')\n",
"\n",
"base64_image = get_base64_image(CAMPER_IMAGE)\n",
"#base64_image.decode('ascii')"
]
},
{
"cell_type": "code",
"execution_count": 232,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"streetview_demo_camper_place/gsv_0.jpg\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "65aed5534961444088496ed501f003c6",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Figure(layout=FigureLayout(height='420px'))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Example gmaps setup\n",
"\n",
"import gmaps\n",
"import secret_keys\n",
"gmaps.configure(api_key=secret_keys.GOOGLE_API_KEY)\n",
"\n",
"def display_lat_long(labels, show_fp=False):\n",
" fig = gmaps.figure()\n",
" \n",
" marker_list = []\n",
" fill_color = []\n",
" info_box_content = []\n",
" for d in labels:\n",
" if 'img' in d:\n",
" marker_list.append((float(d['lat']), float(d['lng'])))\n",
" fill_color.append('#66cc00')\n",
" base64_image = get_base64_image(d['img'])\n",
" info_box_content.append(\n",
" f\"<img src='data:image/png;base64, {base64_image}'></img>\"\n",
" )\n",
" else:\n",
" if show_fp:\n",
" fill_color.append('#cc0000')\n",
" info_box_content.append(None)\n",
" markers = gmaps.symbol_layer(\n",
" marker_list,\n",
" fill_color=fill_color,\n",
" stroke_color=fill_color,\n",
" info_box_content=info_box_content\n",
" )\n",
" fig.add_layer(markers)\n",
" return fig\n",
"\n",
"\n",
"display_lat_long([\n",
" {'lat': '-34.0', 'lng': '-59.166672'},\n",
" {'lat': '-32.23333', 'lng': '-64.433327', 'img': CAMPER_IMAGE},\n",
"# (-34.0, -59.166672)\n",
"# (-34.0, -59.166672),\n",
"# (-32.23333, -64.433327),\n",
"# (40.166672, 44.133331),\n",
"# (51.216671, 5.0833302),\n",
"# (51.333328, 4.25)\n",
"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Enumerate street, and obtain streetview image\n",
"\n",
"Let's use this to identify the van location for each street view identities\n",
"\n",
"Useful API:\n",
"\n",
"* [Road API](https://developers.google.com/maps/documentation/roads/intro) - allow snapping to nearest road\n",
" * also using [geocoding API](https://developers.google.com/maps/documentation/geocoding/start) to allow finding lat/long of the road.\n",
" \n",
"That looks like a good way to go. Let's start with that."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# Starting point\n",
"# https://www.google.com/maps/@49.1977191,-123.0980187,13z/data=!4m2!6m1!1s1x5RrN3eu1YuRd_585mtwp0pw7M9gFKYM\n",
"START_POINT_LAT_LONG = (49.1977191,-123.0980187)"
]
},
{
"cell_type": "code",
"execution_count": 201,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6 segments, (60.0 per segment)\n",
"12 segments, (30.0 per segment)\n",
"[{'lat': 49.201312344699964, 'lng': -123.0980187}, {'lat': 49.199515722349986, 'lng': -123.09325650977317}, {'lat': 49.195922477650015, 'lng': -123.09325650977317}, {'lat': 49.19412585530004, 'lng': -123.0980187}, {'lat': 49.195922477650015, 'lng': -123.10278089022682}, {'lat': 49.199515722349986, 'lng': -123.10278089022682}, {'lat': 49.20490558939993, 'lng': -123.0980187}, {'lat': 49.20394278238437, 'lng': -123.09251979638121}, {'lat': 49.201312344699964, 'lng': -123.08849431954634}, {'lat': 49.1977191, 'lng': -123.08702089276244}]\n",
"6 segments, (60.0 per segment)\n",
"12 segments, (30.0 per segment)\n",
"18 segments, (20.0 per segment)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "95118861adb848f1b455fd9260919ece",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Figure(layout=FigureLayout(height='420px'))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import math\n",
"import itertools\n",
"\n",
"# Some pseudo code\n",
"class StartingPoint:\n",
" # https://stackoverflow.com/questions/639695/how-to-convert-latitude-or-longitude-to-meters\n",
" # in meters\n",
" RADIUS_EXTEND = 400\n",
" def __init__(self, lat_long):\n",
" self.lat_long = lat_long\n",
" \n",
" \n",
" def generate_list(self):\n",
" \"\"\"Based on starting point, generate a list of lat_longs and address\n",
" \n",
" It generate a list of places and display it on map\n",
" \"\"\"\n",
" current_radius = 0\n",
" while True:\n",
" # Generate current_cicrcle_points\n",
" current_radius += self.RADIUS_EXTEND\n",
" # Diameter / each segment length\n",
" number_of_segment = int((2 * current_radius * math.pi) // self.RADIUS_EXTEND)\n",
" angle_per_segment = 360 / number_of_segment\n",
" print(f\"{number_of_segment} segments, ({angle_per_segment} per segment)\")\n",
" for i in range(number_of_segment):\n",
" lat, long = self.lat_long\n",
" angle = angle_per_segment * i * math.pi / 180\n",
" dist_per_lat = 111320\n",
" dist_per_long = 40075000 * math.cos(lat * math.pi / 180) / 360 \n",
" yield {\n",
" \"lat\": (lat + (current_radius * math.cos(angle))/dist_per_lat), \n",
" \"lng\": (long + (current_radius * math.sin(angle)) / dist_per_long)\n",
" }\n",
" \n",
"starting_point = StartingPoint(START_POINT_LAT_LONG)\n",
"\n",
"print(list(itertools.islice(starting_point.generate_list(), 10)))\n",
" \n",
"display_lat_long(list(itertools.islice(starting_point.generate_list(), 20)))\n",
" \n",
"# - take street view related to those\n",
"# - label them, and identify them\n",
"# - store and cache related items so we can locate\n",
"# - label related items, so we can post-process them\n"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting googlemaps\n",
" Downloading https://files.pythonhosted.org/packages/9b/33/b93685916130c07325645d06a765dae23f4655b7aeb79c8a96fe9f552e26/googlemaps-3.1.3-py3-none-any.whl\n",
"Requirement already satisfied: requests<3.0,>=2.20.0 in /opt/conda/lib/python3.7/site-packages (from googlemaps) (2.22.0)\n",
"Requirement already satisfied: idna<2.9,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests<3.0,>=2.20.0->googlemaps) (2.8)\n",
"Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests<3.0,>=2.20.0->googlemaps) (3.0.4)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests<3.0,>=2.20.0->googlemaps) (2019.9.11)\n",
"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests<3.0,>=2.20.0->googlemaps) (1.25.3)\n",
"Installing collected packages: googlemaps\n",
"Successfully installed googlemaps-3.1.3\n"
]
}
],
"source": [
"!pip install googlemaps"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6 segments, (60.0 per segmenbt)\n",
"12 segments, (30.0 per segmenbt)\n",
"18 segments, (20.0 per segmenbt)\n"
]
}
],
"source": [
"import googlemaps\n",
"gmaps_client = googlemaps.Client(key=secret_keys.GOOGLE_API_KEY)\n",
"\n",
"def get_place_from_lat_long(lat_long):\n",
" road = gmaps_client.nearest_roads([(lat_long['lat'], lat_long['lng'])])\n",
" if not road:\n",
" return None\n",
" return road[0]['placeId']\n",
"\n",
"EXAMPLE_POINT = list(itertools.islice(starting_point.generate_list(), 20))[1]\n",
"\n",
"get_place_from_lat_long(EXAMPLE_POINT)"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[{'address_components': [{'long_name': '11531',\n",
" 'short_name': '11531',\n",
" 'types': ['street_number']},\n",
" {'long_name': 'Eburne Way', 'short_name': 'Eburne Way', 'types': ['route']},\n",
" {'long_name': 'Richmond',\n",
" 'short_name': 'Richmond',\n",
" 'types': ['locality', 'political']},\n",
" {'long_name': 'Greater Vancouver',\n",
" 'short_name': 'Greater Vancouver',\n",
" 'types': ['administrative_area_level_2', 'political']},\n",
" {'long_name': 'British Columbia',\n",
" 'short_name': 'BC',\n",
" 'types': ['administrative_area_level_1', 'political']},\n",
" {'long_name': 'Canada',\n",
" 'short_name': 'CA',\n",
" 'types': ['country', 'political']},\n",
" {'long_name': 'V6V',\n",
" 'short_name': 'V6V',\n",
" 'types': ['postal_code', 'postal_code_prefix']}],\n",
" 'formatted_address': '11531 Eburne Way, Richmond, BC V6V, Canada',\n",
" 'geometry': {'bounds': {'northeast': {'lat': 49.2013067,\n",
" 'lng': -123.0967778},\n",
" 'southwest': {'lat': 49.2010254, 'lng': -123.0980714}},\n",
" 'location': {'lat': 49.2010786, 'lng': -123.0973823},\n",
" 'location_type': 'GEOMETRIC_CENTER',\n",
" 'viewport': {'northeast': {'lat': 49.20251503029149,\n",
" 'lng': -123.0960756197085},\n",
" 'southwest': {'lat': 49.19981706970849, 'lng': -123.0987735802915}}},\n",
" 'place_id': 'ChIJr0zcXVV0hlQRLB1Quu6d3NM',\n",
" 'types': ['route']}]"
]
},
"execution_count": 181,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## ChIJr0zcXVV0hlQRLR1Quu6d3NM\n",
"def get_place_detail(place_id):\n",
" target_lat_long = gmaps_client.reverse_geocode(place_id)\n",
" return target_lat_long\n",
"\n",
"get_place_detail(get_place_from_lat_long((49.201312344699964, -123.0980187)))"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "616738006bc74f97893f02822a8dc959",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Figure(layout=FigureLayout(height='420px'))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Validate the heading\n",
"\n",
"def extract_heading_and_latlong(p):\n",
" lat_long_ne = p[0]['geometry']['bounds']['northeast']\n",
" lat_long_sw = p[0]['geometry']['bounds']['southwest']\n",
" heading = math.degrees(math.atan(\n",
" (lat_long_ne['lat']-lat_long_sw['lat']) / \n",
" (lat_long_ne['lng']-lat_long_sw['lng'])\n",
" ))\n",
"\n",
" lat_long = p[0]['geometry']['location'] \n",
" lat_long.update({'heading': heading})\n",
" return lat_long\n",
"\n",
"lat_long_heading = extract_heading_and_latlong(target_lat_long)\n",
"\n",
"display_lat_long([\n",
" target_lat_long[0]['geometry']['bounds']['northeast'],\n",
" target_lat_long[0]['geometry']['bounds']['southwest'],\n",
" target_lat_long[0]['geometry']['location'] \n",
"])\n"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 134,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image(get_streetview_id('heading_test',\n",
" f\"{lat_long_heading['lat']},{lat_long_heading['lng']}\",\n",
" lat_long_heading['heading']))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Now let's glue all these together\n",
"\n",
"Chaining up the above and process the information"
]
},
{
"cell_type": "code",
"execution_count": 227,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6 segments, (60.0 per segment)\n",
"12 segments, (30.0 per segment)\n",
"18 segments, (20.0 per segment)\n",
"25 segments, (14.4 per segment)\n",
"31 segments, (11.612903225806452 per segment)\n",
"37 segments, (9.72972972972973 per segment)\n",
"43 segments, (8.372093023255815 per segment)\n",
"50 segments, (7.2 per segment)\n",
"56 segments, (6.428571428571429 per segment)\n",
"62 segments, (5.806451612903226 per segment)\n",
"69 segments, (5.217391304347826 per segment)\n",
"75 segments, (4.8 per segment)\n",
"81 segments, (4.444444444444445 per segment)\n",
"87 segments, (4.137931034482759 per segment)\n",
"94 segments, (3.8297872340425534 per segment)\n",
"100 segments, (3.6 per segment)\n",
"106 segments, (3.3962264150943398 per segment)\n",
"113 segments, (3.185840707964602 per segment)\n"
]
}
],
"source": [
"starting_point = StartingPoint(START_POINT_LAT_LONG)\n",
"\n",
"try:\n",
" with open('map_marker.pickle', 'rb') as f:\n",
" map_marker = pickle.load(f)\n",
" with open('place_cache.pickle', 'rb') as f:\n",
" place_cache = pickle.load(f)\n",
"except FileNotFoundError:\n",
" place_cache = {}\n",
" map_marker = []\n",
"\n",
"for p in itertools.islice(starting_point.generate_list(), 1000):\n",
" place_id = get_place_from_lat_long(p)\n",
" if place_id and place_id not in place_cache:\n",
" heading_detail = extract_heading_and_latlong(get_place_detail(place_id))\n",
" place_cache[place_id] = heading_detail\n",
" street_info_img = get_streetview_id(\n",
" place_id,\n",
" f\"{heading_detail['lat']},{heading_detail['lng']}\",\n",
" heading_detail['heading'])\n",
" \n",
" if street_info_img:\n",
" parsed_image = vision_localize_objects(street_info_img)\n",
" if parsed_image['van_found'] > 0:\n",
" map_marker.append({\n",
" # use the street marked instead of original location\n",
" 'lat': heading_detail['lat'], \n",
" 'lng': heading_detail['lng'],\n",
" 'img': parsed_image['img']\n",
" })\n",
" else:\n",
" map_marker.append({\n",
" # use the street marked instead of original location\n",
" 'lat': heading_detail['lat'], \n",
" 'lng': heading_detail['lng'],\n",
" })\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 230,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"with open('place_cache.pickle', 'wb') as f:\n",
" pickle.dump(place_cache, f)\n",
" \n",
"with open('map_marker.pickle', 'wb') as f:\n",
" pickle.dump(map_marker, f)\n"
]
},
{
"cell_type": "code",
"execution_count": 233,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"streetview_result/ChIJMxO-eK51hlQRfLv-1eqVCNQ/data_tagged_image.png\n",
"streetview_result/ChIJ8yB55A51hlQR6qrw8YUQYXw/data_tagged_image.png\n",
"streetview_result/ChIJYcDji6Z1hlQR1tO-Gm7PWEw/data_tagged_image.png\n",
"streetview_result/ChIJt7n-zkl0hlQRMtfx2nVal5c/data_tagged_image.png\n",
"streetview_result/ChIJnx4Rdbl1hlQREFLisWy3GV0/data_tagged_image.png\n",
"streetview_result/ChIJ2_TwYy10hlQRQBm6bIsj2CQ/data_tagged_image.png\n",
"streetview_result/ChIJeUM7QMB0hlQRNAH4GTOxVe0/data_tagged_image.png\n",
"streetview_result/ChIJM85GH9B1hlQRJBjMe0rc5R0/data_tagged_image.png\n",
"streetview_result/ChIJcWj-ZBp0hlQRBghGmbmDY8M/data_tagged_image.png\n",
"streetview_result/ChIJ-1Cpxdh1hlQR-hN26cCSQSg/data_tagged_image.png\n",
"streetview_result/ChIJO_uKyPtzhlQR2h67S9-ZsIk/data_tagged_image.png\n",
"streetview_result/ChIJhzpHzAp2hlQRykdZZB_HL2o/data_tagged_image.png\n",
"streetview_result/ChIJN26jraB0hlQRNglXOXKjFuU/data_tagged_image.png\n",
"streetview_result/ChIJLQezLndzhlQR3pONeeaPN90/data_tagged_image.png\n",
"streetview_result/ChIJ-ffrMlFxhlQRiBKWmIhZPbg/data_tagged_image.png\n",
"streetview_result/ChIJS14eSJ5zhlQRrlBl7EKwyuA/data_tagged_image.png\n",
"streetview_result/ChIJwzuR92h2hlQRmEDUNuj4bx8/data_tagged_image.png\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d6473bbf0add4104b47782e86cb57232",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Figure(layout=FigureLayout(height='420px'))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display_lat_long(map_marker)"
]
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
@dat-boris
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The jupyter-gmap widget didnt work (as expected) - but here is a screenshot of the data

image

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