{
"cells": [
{
"cell_type": "markdown",
"id": "fd12a62e",
"metadata": {},
"source": [
"# Investigating environmental characteristics of US cities using publicly available ASDI datasets"
]
},
{
"cell_type": "markdown",
"id": "5163a646",
"metadata": {},
"source": [
"#### **March 2020 - COVID-19 pandemic and \"Work From Home\".**\n",
"The [coronavirus disease (COVID-19) pandemic](https://www.who.int/emergencies/diseases/novel-coronavirus-2019 \"World Health Organisation (WHO) - Coronavirus disease (COVID-19) pandemic\") has led to so much change. \n",
"\n",
"Working remotely during the pandemic changed the conversation around work-life balance. Employees saw first-hand how job roles successfully adapted away from the physical office.\n",
"\n",
"The \"Work From Home\" trend has forever changed how employees view their careers and their work environment. \n",
" \n",
" \n",
"\n",
"#### **2021 - Reopening to The Great Resignation.**\n",
"As countries reopened and COVID-19 restrictions were relaxed, [The Great Resignation](https://www.weforum.org/agenda/2021/11/what-is-the-great-resignation-and-what-can-we-learn-from-it/ \"WeForum - What is 'The Great Resignation'? An expert explains\") started. \n",
"\n",
"Interest in remote work and flexible-hours roles skyrocketed.\n",
"\n",
"By working in a location-agnostic job role, employees could now earn a higher salary in a low cost of living area, travel whilst working, live closer to friends and family and save time and money from the daily office commute.\n",
" \n",
" \n",
"\n",
"#### **November 2021 - COP26 and the IPCC Report - A Call to Action.**\n",
"On 13 November 2021, the 26th UN Climate Change Conference of the Parties (COP26) led to the signing of [The Glasgow Climate Pact](https://ukcop26.org/the-glasgow-climate-pact/ \"UK COP26 - The Glasgow Climate Pact\"), a collective global agreement to limit the rise in global temperature to 1.5°C. Four key actions were highlighted: Mitigation, Adaptation & Loss and Damage, Finance and Collaboration.\n",
"\n",
"On 4 April 2022, the Intergovernmental Panel on Climate Change (IPCC) published the third part (WG III) of the Sixth Assessment Report (AR6), [Climate Change 2022: Mitigation of Climate Change](https://www.ipcc.ch/report/sixth-assessment-report-working-group-3/ \"IPCC - Climate Change 2022: Mitigation of Climate Change\"). This report outlined that current plans to address climate change are not ambitious enough to limit global warming to 1.5°C. To limit warming to around 1.5°C requires global greenhouse gas emissions to peak before 2025 at the latest, and be reduced by 43% by 2030.\n",
"\n",
"## **The call to action is emphasised as a collective responsibility across governments, institutions, industries, organisations and individuals.** ##\n",
" \n",
" \n",
"\n",
"\n",
"\n",
"\n",
" \n",
" \n",
"\n",
"#### **Which US city should I live in? How can _sustainability data_ help me make the best choice?**\n",
"\n",
"---\n",
"**Note:** The [Amazon Sustainability Data Initiative (ASDI) on AWS](https://registry.opendata.aws/collab/asdi/ \"Amazon Sustainability Data Initiative (ASDI)\") seeks to accelerate sustainability research and innovation by minimizing the cost and time required to acquire and analyze large sustainability datasets. These datasets are publicly available to anyone. \n",
"\n",
"---\n",
"An environmentally sustainable lifestyle and a \"Digital Nomad\" career certainly sounds appealing and achievable in theory. \n",
"\n",
"However, there are many socio-economic and environmental considerations for choosing where to live and work so it is worth doing a lot of research (and crunching the data!) before committing to this life-changing decision.\n",
"\n",
"**In this notebook, I'll gather insights from the following ASDI datasets:**\n",
"1. [Air quality data from OpenAQ](#ASDI_dataset_1)\n",
"2. [Climate data from NOAA U.S. Climate Normals](#ASDI_dataset_2)\n",
"3. [Population data from CIESIN and Meta](#ASDI_dataset_3)\n",
"4. [Built environment information from Open City Model](#ASDI_dataset_4)\n",
"\n",
"\n",
"Since this demo project is presented at the re:MARS 2022 conference, I'll characterise Las Vegas, Nevada from these datasets."
]
},
{
"cell_type": "markdown",
"id": "d3be4cfd",
"metadata": {},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"id": "9091475c",
"metadata": {},
"source": [
"### Install Python libraries (Optional)\n",
"\n",
"Creating an environment in SageMaker Studio Lab is easy, just select the `environment.yml` file (by cloning this repository or uploading it directly), right click the YML file and select `Build Conda Environment`. Once the environment is created, you should open this Jupyter notebook with the newly created Python kernel. \n",
"\n",
"Optionally you can also uncomment the package installation section of the notebook to install these packages manually.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "68313e5e",
"metadata": {},
"outputs": [],
"source": [
"# Use the environment.yml file to install the Python libraries into the SageMaker Studio Lab's conda environment\n",
"# %pip install geopandas\n",
"# %pip install Shapely"
]
},
{
"cell_type": "markdown",
"id": "8588ad75",
"metadata": {},
"source": [
"### Import all the Python libraries"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3b413765",
"metadata": {},
"outputs": [],
"source": [
"from datetime import datetime\n",
"import geopandas as gpd\n",
"import json\n",
"from matplotlib.dates import DateFormatter\n",
"import matplotlib.dates as mdates\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import requests\n",
"import seaborn as sns\n",
"from shapely.geometry import Point\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"id": "0eaff966",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"id": "95bf11d2",
"metadata": {},
"source": [
"### Visualising the City of Las Vegas, Clark County, Nevada\n",
"\n",
"---\n",
"**Note:** 2021 Cartographic Boundary Files (shapefile format) are from the United States Census Bureau, Department of Commerce was accessed on 6 June 2022 from https://www2.census.gov/geo/tiger/GENZ2021/shp/.\n",
"\n",
"Clark County shapefiles were accessed on 6 June 2022 from [Clark County GIS Management Office](https://clarkcountygis-ccgismo.hub.arcgis.com/search?collection=Dataset) and [ArcGIS Hub](https://hub.arcgis.com/search?collection=Dataset).\n",
"\n",
"Mapping of shapefiles coordinates to counties credited to [code example by Damon Cortesi](https://dacort.dev/posts/emr-eks-custom-images-with-openaq/#mapping-coordinates-to-counties).\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"id": "e9f56290",
"metadata": {},
"source": [
"First, let's take the state and county shapefiles and plot the boundaries using GeoPandas."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "6add10f6",
"metadata": {},
"outputs": [],
"source": [
"STATE_FILE = 'https://www2.census.gov/geo/tiger/GENZ2021/shp/cb_2021_us_state_500k.zip'\n",
"COUNTY_FILE = 'https://www2.census.gov/geo/tiger/GENZ2021/shp/cb_2021_us_county_500k.zip'\n",
"\n",
"# Exclude the \"inhabited territories\" - https://en.wikipedia.org/wiki/List_of_states_and_territories_of_the_United_States\n",
"EXCLUDED_STATES = [\"AK\", \"HI\", \"PR\", \"GU\", \"VI\", \"MP\", \"AS\"]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5caa0500",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3108, 13)\n",
"(49, 10)\n"
]
}
],
"source": [
"states_df = gpd.read_file(STATE_FILE).query(f\"STUSPS not in {EXCLUDED_STATES}\")\n",
"counties_df = gpd.read_file(COUNTY_FILE).query(f\"STUSPS not in {EXCLUDED_STATES}\")\n",
"print(counties_df.shape)\n",
"print(states_df.shape)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2aa0be14",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(17, 13)\n"
]
}
],
"source": [
"# State of Nevada shapefile\n",
"nv_counties_df = counties_df[counties_df['STATE_NAME']=='Nevada']\n",
"print(nv_counties_df.shape)"
]
},
{
"cell_type": "markdown",
"id": "d69d201b",
"metadata": {},
"source": [
"The State of Nevada is highlighted in blue in the map visualisation below. The county boundaries within Nevada can be seen as well."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ae16a7db",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('white'):\n",
" fig, ax = plt.subplots(figsize=(12,12))\n",
" states_df.plot(ax=ax,color='#EBECF0')\n",
" nv_counties_df.plot(ax=ax, color='#00AEF3')\n",
" plt.title(\"State of Nevada - United States of America\", fontsize=14)\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "fa227455",
"metadata": {},
"outputs": [],
"source": [
"# Clark County, Nevada shapefile\n",
"clark_county_df = counties_df[(counties_df['NAMELSAD'] == 'Clark County') & (counties_df['STATE_NAME']=='Nevada')]"
]
},
{
"cell_type": "markdown",
"id": "2fffe456",
"metadata": {},
"source": [
"**Note:** Download the Shapefile in ZIP format (170 records, ~405KB) from the [Place dataset](https://clarkcountygis-ccgismo.hub.arcgis.com/datasets/ccgismo::place/explore?location=35.922613%2C-114.964700%2C9.85) from the Clark County GIS Management Office and upload it into the `Data1_NV_State` directory as `Clark_County_Place_Political_Boundaries.zip`. The ZIP file was accessed on 6 June 2022.\n",
"\n",
"The following cells will load with this file naming convention."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "56f4986a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(171, 7)\n"
]
}
],
"source": [
"# Remember to download the Place dataset before running cells \n",
"clark_place_df = gpd.read_file('Data1_NV_State/Clark_County_Place_Political_Boundaries.zip')\n",
"print(clark_place_df.shape)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "c3527d1b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(8, 7)\n"
]
}
],
"source": [
"lv_area_df_select = clark_place_df[clark_place_df['NAME'].isin(['Paradise', 'City of Las Vegas', 'Spring Valley', 'City of North Las Vegas', 'Winchester', 'Sunrise Manor'])]\n",
"print(lv_area_df_select.shape)"
]
},
{
"cell_type": "markdown",
"id": "e223cd48",
"metadata": {},
"source": [
"The [Coordinate Reference System (CRS)](https://geopandas.org/en/stable/docs/user_guide/projections.html) for GeoPandas is used to ensure that all geospatial data are projected on the same coordinate system."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3c960993",
"metadata": {},
"outputs": [],
"source": [
"clark_place_df_proj = clark_place_df.to_crs(clark_county_df.crs)\n",
"lv_area_df_select_proj = lv_area_df_select.to_crs(clark_county_df.crs)"
]
},
{
"cell_type": "markdown",
"id": "4e3e64f5",
"metadata": {},
"source": [
"After zooming into Clark County (light blue), one of the counties within Nevada (blue), we can see an area highlighted in black.\n",
"\n",
"The places highlighted are the City of Las Vegas, City of North Las Vegas, Winchester, Paradise, Sunrise Manor and Spring Valley, as characterised by Clark County GIS Management Office. \n",
"\n",
"These places are predominantly urban and include the famous Las Vegas Strip."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "5a612178",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('white'):\n",
" fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(20,10))\n",
"\n",
" nv_counties_df.plot(ax=ax1,color='#00AEF3')\n",
" clark_county_df.plot(ax=ax1,color='#A9E4FC', edgecolor=\"red\", linewidth=2.0, zorder=3)\n",
" ax1.set_title(\"Clark County, Nevada\", fontsize=14)\n",
"\n",
" x=-115.75 \n",
" y=36.50 \n",
" label=\"Clark County\"\n",
" ax1.annotate(label, xy=(x, y), xytext=(2, 4), textcoords=\"offset points\", color=\"white\", fontweight =\"bold\", fontsize=14)\n",
"\n",
" clark_place_df_proj.plot(ax=ax2, color='#A9E4FC')\n",
" lv_area_df_select_proj.plot(ax=ax2, color='#404040')\n",
" ax2.set_title(\"City of Las Vegas in Clark County, Nevada\", fontsize=14)\n",
"\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "c39afddb",
"metadata": {},
"source": [
"### Visualising Parks and Trails in Clark County, Nevada\n",
"\n",
"Lastly, let's visualise the landscape features found near to Las Vegas, such as recreational parks and trails."
]
},
{
"cell_type": "markdown",
"id": "4054b259",
"metadata": {},
"source": [
"**Note:** Download the Shapefile in ZIP format (185 records, ~237KB) from the [Clark County Parks dataset](https://clarkcountygis-ccgismo.hub.arcgis.com/datasets/ccgismo::clark-county-parks/explore?location=35.927054%2C-114.974050%2C9.86) from the Clark County GIS Management Office and upload it into the `Data1_NV_State` directory as `Clark_County_Recreation_Parks.zip`. The ZIP file was accessed on 6 June 2022.\n",
"\n",
"The following cells will load with this file naming convention."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "748f17f1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(185, 14)\n"
]
}
],
"source": [
"# Remember to download the Clark County Parks dataset before running cells \n",
"clark_parks_df = gpd.read_file('Data1_NV_State/Clark_County_Recreation_Parks.zip')\n",
"print(clark_parks_df.shape)"
]
},
{
"cell_type": "markdown",
"id": "097a5cca",
"metadata": {},
"source": [
"**Note:** Download the Shapefile in ZIP format (333 records, ~191KB) from the [Clark County Trails dataset](https://clarkcountygis-ccgismo.hub.arcgis.com/datasets/ccgismo::clark-county-trails/explore?location=35.927054%2C-114.974050%2C9.86) from the Clark County GIS Management Office and upload it into the `Data1_NV_State` directory as `Clark_County_Recreation_Trails.zip`. The ZIP file was accessed on 6 June 2022.\n",
"\n",
"The following cells will load with this file naming convention."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "779a588e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(333, 12)\n"
]
}
],
"source": [
"# Remember to download the Clark County Trails dataset before running cells \n",
"clark_trails_df = gpd.read_file('Data1_NV_State/Clark_County_Recreation_Trails.zip')\n",
"print(clark_trails_df.shape)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "08f46ed1",
"metadata": {},
"outputs": [],
"source": [
"clark_parks_df_proj = clark_parks_df.to_crs(clark_county_df.crs)\n",
"clark_trails_df_proj = clark_trails_df.to_crs(clark_county_df.crs)"
]
},
{
"cell_type": "markdown",
"id": "e67bb2d6",
"metadata": {},
"source": [
"The recreational parks (green) and trails (pink) are presented in the map visualisation below."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "ef1cdf7a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('white'):\n",
" fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(20,10))\n",
"\n",
" clark_place_df_proj.plot(ax=ax1, color='#A9E4FC', zorder=1)\n",
" lv_area_df_select_proj.plot(ax=ax1, color='#404040', zorder=2)\n",
" clark_parks_df_proj.plot(ax=ax1, color='#52BD1A', edgecolor=\"green\", linewidth=1.5, zorder=3) \n",
" ax1.set_title(\"Parks near City of Las Vegas in Clark County, Nevada\", fontsize=14)\n",
"\n",
" ax1.set_xlim(-115.50, -114.85)\n",
" ax1.set_ylim(35.95, 36.50)\n",
"\n",
" clark_place_df_proj.plot(ax=ax2, color='#A9E4FC', zorder=1)\n",
" lv_area_df_select_proj.plot(ax=ax2, color='#404040', zorder=2)\n",
" clark_trails_df_proj.plot(ax=ax2, color='#EE82EE', linewidth=2, zorder=3)\n",
" ax2.set_title(\"Trails near City of Las Vegas in Clark County, Nevada\", fontsize=14)\n",
"\n",
" ax2.set_xlim(-115.50, -114.85)\n",
" ax2.set_ylim(35.95, 36.50)\n",
"\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "57d8017c",
"metadata": {},
"source": [
"We will now investigate the ASDI datasets to better understand the environmental characteristics of Las Vegas."
]
},
{
"cell_type": "markdown",
"id": "4aecccb7",
"metadata": {},
"source": [
"\n",
""
]
},
{
"cell_type": "markdown",
"id": "8e513ddc",
"metadata": {},
"source": [
"### Dataset 2: Air quality information from [OpenAQ](https://registry.opendata.aws/openaq/ \"OpenAQ\") \n",
"---\n",
"**Note:** OpenAQ was accessed on 6 June 2022 from https://registry.opendata.aws/openaq. \n",
"\n",
"Data was retrieved using the [OpenAQ API](https://api.openaq.org/docs). Data can also be retrieved as a CSV file from the OpenAQ dataset using Amazon Athena. Instructions on this step are outlined in the [OpenAQ GitHub](https://gist.github.com/jflasher/573525aff9a5d8a966e5718272ceb25a). [Boto3](https://github.com/boto/boto3) can also be used to access the S3 bucket (without AWS credentials).\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"id": "1f35b583",
"metadata": {},
"source": [
"The PM2.5 data in the following visualisations is collected from _Reference-grade, Government, Stationary_ air quality sensors. The data type definitions can be found in the [OpenAQ GitHub](https://github.com/openaq/openaq-data-format/blob/master/data-type-definitions.md).\n",
"\n",
"First, let's visualise the geographic locations of six air quality sensors within Las Vegas."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "c4627057",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(6, 4)\n"
]
}
],
"source": [
"sensor_location = {'name':['Paul Meyer', 'RT', 'GreenValley', 'Jerome Mack', 'Sunrise Acres', 'Joe Neal'], \n",
" 'latitude': [36.106388, 36.139706, 36.048706, 36.141876, 36.163962, 36.270592],\n",
" 'longitude': [-115.253334, -115.17565, -115.05294, -115.07874, -115.11393, -115.238282],\n",
" 'openaq_loc': [1022, 7711, 1161, 1121, 344, 1124]\n",
" }\n",
"\n",
"air_sensor_loc_df = pd.DataFrame(sensor_location)\n",
"print(air_sensor_loc_df.shape)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "e0f733f2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(6, 5)\n"
]
}
],
"source": [
"geometry = [Point(xy) for xy in zip(air_sensor_loc_df['longitude'], air_sensor_loc_df['latitude'])]\n",
"air_sensor_gdf = gpd.GeoDataFrame(air_sensor_loc_df, geometry=geometry)\n",
"print(air_sensor_gdf.shape)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "e451088d",
"metadata": {},
"outputs": [],
"source": [
"air_sensor_gdf.set_crs(epsg='4269', inplace=True)\n",
"air_sensor_gdf_proj = air_sensor_gdf.to_crs(clark_county_df.crs)"
]
},
{
"cell_type": "markdown",
"id": "b584e289",
"metadata": {},
"source": [
"You can see the location of the air quality sensors as red dots in the map visualisation below."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "211533d7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('white'):\n",
"\n",
" fig, ax = plt.subplots(figsize=(10,10))\n",
"\n",
" clark_county_df.plot(ax=ax,color='#A9E4FC')\n",
" lv_area_df_select_proj.plot(ax=ax, color='#404040')\n",
" air_sensor_gdf_proj.plot(ax=ax, marker='o', color='red', markersize=35)\n",
"\n",
" ax.set_xlim(-115.50, -114.85)\n",
" ax.set_ylim(35.95, 36.50)\n",
"\n",
" for x, y, label in zip(air_sensor_loc_df.longitude, air_sensor_loc_df.latitude, air_sensor_loc_df.name):\n",
" ax.annotate(label, xy=(x, y), xytext=(6, 8), textcoords=\"offset points\", color=\"red\", fontweight =\"bold\", fontsize=14)\n",
" \n",
" plt.title(\"OpenAQ air quality sensor locations in Las Vegas, NV\", fontsize=14)\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "477155e8",
"metadata": {},
"source": [
" \n",
"\n",
"### What is PM2.5? _Why does it matter?_\n",
"\n",
"Particulate matter (PM) is a common proxy indicator for air pollution. It affects more people than any other pollutant. \n",
"\n",
"The major components of PM are sulfate, nitrates, ammonia, sodium chloride, black carbon, mineral dust and water. It consists of a complex mixture of solid and liquid particles of organic and inorganic substances suspended in the air.\n",
"\n",
"While particles with a diameter of 10 microns or less, (≤ PM10) can penetrate and lodge deep inside the lungs, the even more health-damaging particles are those with a diameter of 2.5 microns or less, (≤ PM2.5). PM2.5 can penetrate the lung barrier and enter the blood system. Chronic exposure to particles contributes to the risk of developing cardiovascular and respiratory diseases, as well as of lung cancer.\n",
"\n",
"\n",
"**Guideline values for fine particulate matter (PM2.5):**\n",
"- 5 μg/m3 annual mean\n",
"- 15 μg/m3 24-hour mean\n",
"\n",
"There is a close, quantitative relationship between exposure to high concentrations of small particulates (PM10 and PM2.5) and increased mortality or morbidity, both daily and over time. Conversely, when concentrations of small and fine particulates are reduced, related mortality will also go down – presuming other factors remain the same. \n",
"\n",
"**Small particulate pollution has health impacts even at very low concentrations – indeed no threshold has been identified below which no damage to health is observed.**\n",
"\n",
"**Source:** [World Health Organization - Ambient (outdoor) air pollution](https://www.who.int/news-room/fact-sheets/detail/ambient-(outdoor)-air-quality-and-health) accessed on 6 June 2022.\n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"id": "73c53105",
"metadata": {},
"source": [
"### Retrieving the air sensor PM2.5 data via OpenAQ API\n",
"\n",
"Using the OpenAQ API, and referring to the [OpenAQ API documentation](https://api.openaq.org/docs), the average daily PM2.5 data for each sensor location is retrieved. \n",
"\n",
"The date range of the PM2.5 data is from midnight of 1st January 2018 to midnight of 31st May 2022."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "301cd613",
"metadata": {},
"outputs": [],
"source": [
"# If error, check the OpenAQ API request URL\n",
"aq_requrl = \"https://api.openaq.org/v2/averages\"\n",
"df_api_combined = pd.DataFrame()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "9abb6c4c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1022\n",
"(1567, 10)\n",
"7711\n",
"(3105, 10)\n",
"1161\n",
"(4672, 10)\n",
"1121\n",
"(6214, 10)\n",
"344\n",
"(7722, 10)\n",
"1124\n",
"(9222, 10)\n"
]
}
],
"source": [
"# parameter: 2 = PM2.5\n",
"for loc_no in sensor_location['openaq_loc']:\n",
" print(loc_no) \n",
" \n",
" aq_reqparams = {\n",
" 'date_from': '2018-01-01T00:00:00-07:00',\n",
" 'date_to': '2022-05-31T00:00:00-07:00',\n",
" 'parameter': [2],\n",
" 'limit': 2000,\n",
" 'page': 1,\n",
" 'offset': 0,\n",
" 'sort': 'asc',\n",
" 'spatial': 'location',\n",
" 'temporal': 'day',\n",
" 'location': [f'{loc_no}'],\n",
" 'group': 'true'\n",
" }\n",
" \n",
" aq_resp = requests.get(aq_requrl, aq_reqparams)\n",
" aq_resp_json = aq_resp.json()\n",
" aq_resp_df = pd.DataFrame(aq_resp_json['results']) \n",
" df_api_combined = pd.concat([df_api_combined, aq_resp_df], ignore_index=True)\n",
" \n",
" print(df_api_combined.shape)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "47cadcf8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(9222, 13)\n"
]
},
{
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Paul Meyer
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pm25
\n",
"
PM2.5
\n",
"
2
\n",
"
18
\n",
"
2018
\n",
"
1
\n",
"
7
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" id day name unit average subtitle parameter \\\n",
"0 [121415] 2018-01-03 [1022] µg/m³ 5.8000 Paul Meyer pm25 \n",
"1 [121415] 2018-01-04 [1022] µg/m³ 5.4083 Paul Meyer pm25 \n",
"2 [121415] 2018-01-05 [1022] µg/m³ 8.2857 Paul Meyer pm25 \n",
"3 [121415] 2018-01-06 [1022] µg/m³ 8.8357 Paul Meyer pm25 \n",
"4 [121415] 2018-01-07 [1022] µg/m³ 6.9833 Paul Meyer pm25 \n",
"\n",
" displayName parameterId measurement_count year month date \n",
"0 PM2.5 2 3 2018 1 3 \n",
"1 PM2.5 2 36 2018 1 4 \n",
"2 PM2.5 2 42 2018 1 5 \n",
"3 PM2.5 2 42 2018 1 6 \n",
"4 PM2.5 2 18 2018 1 7 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_api_combined['subtitle'] = df_api_combined['subtitle'].apply(\"\".join)\n",
"df_api_combined['day'] = pd.to_datetime(df_api_combined['day'])\n",
"df_api_combined['year'] = df_api_combined['day'].dt.year\n",
"df_api_combined['month'] = df_api_combined['day'].dt.month\n",
"df_api_combined['date'] = df_api_combined['day'].dt.day\n",
"print(df_api_combined.shape)\n",
"df_api_combined.head()"
]
},
{
"cell_type": "markdown",
"id": "5e9275c6",
"metadata": {},
"source": [
"Let's investigate the distribution of the average daily PM2.5 concentration values at each sensor location, from 2018 to present day in 2022.\n",
"\n",
"The data is presented, with the interquartile range for each location, in the violin plots below."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "953dd2f0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('whitegrid'):\n",
" fig, ax = plt.subplots(figsize=(12,8))\n",
"\n",
" sns.violinplot(x='subtitle', \n",
" y='average', \n",
" data=df_api_combined, \n",
" scale='count', \n",
" inner='quartile',\n",
" palette=\"Set2\").set(\n",
" xlabel='Sensor Location', \n",
" ylabel='Concentration (µg/m³)',\n",
" title='Average Daily PM2.5 values (1 Jan 2018 - 30 May 2022)'\n",
" )\n",
"\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "3e294988",
"metadata": {},
"source": [
"Since 1 January 2018, the upper quartile (75th percentile) of PM2.5 levels in every sensor location is less than 15µg/m³. However, there are infrequent spikes in detected PM2.5 levels in Las Vegas. Let's investigate these more closely.\n",
"\n",
"The average daily PM2.5 levels are presented over time for each air quality sensor location in the visualisation below. The axes are the same dimensions for each sensor location for easier comparison."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "a7d8b01f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for location in df_api_combined['subtitle'].unique():\n",
" \n",
" with sns.axes_style('whitegrid'):\n",
"\n",
" plt.figure(figsize =(25,8))\n",
" loc_df = df_api_combined[df_api_combined['subtitle']==f'{location}']\n",
" ax = sns.scatterplot(x='day', y='average', data=loc_df, hue='year')\n",
"\n",
" plt.title(f'{location}'\" - Average Daily PM2.5 values\", fontsize=14)\n",
" ax.set(xlabel='Date', ylabel='Concentration (µg/m³)')\n",
" \n",
" ax.set_xlim(pd.Timestamp('2017-12-31 00:00:00'), pd.Timestamp('2022-07-01 00:00:00'))\n",
"\n",
" date_form=DateFormatter(\"%m/%Y\")\n",
" ax.xaxis.set_major_formatter(date_form)\n",
" ax.xaxis.set_major_locator(mdates.MonthLocator([1,4,7,10]))\n",
" plt.ylim(0,80,10)\n",
" \n",
" handles, labels = ax.get_legend_handles_labels()\n",
" ax.legend(handles=handles[0:], labels=labels[0:])\n",
"\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "3be5f2f6",
"metadata": {},
"source": [
"### **Key Takeaway - OpenAQ dataset**\n",
"\n",
"In all sensor locations, there is a seasonal increase in PM2.5 levels in Las Vegas between July and January. \n",
"\n",
"This coincides with the wildfire season in the Western United States and the smoke pollution caused by the uncontrolled burning. \n",
"\n",
"Notably, the devastating wildfires in 2020 led to tragic loss of life, evacuations and severe financial damages. \n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"id": "fafb0c02",
"metadata": {},
"source": [
"\n",
""
]
},
{
"cell_type": "markdown",
"id": "35fab19c",
"metadata": {},
"source": [
"### Dataset 3: Climate information from [NOAA U.S. Climate Normals](https://registry.opendata.aws/noaa-climate-normals/)\n",
"---\n",
"**Note:** NOAA U.S. Climate Normals was accessed on 6 June 2022 from https://registry.opendata.aws/noaa-climate-normals. \n",
"\n",
"This data was retrieved as a CSV file from the NOAA U.S. Climate Normals S3 bucket. \n",
"\n",
"Browse the S3 bucket [here](https://noaa-normals-pds.s3.amazonaws.com/index.html) or use `aws s3 ls --no-sign-request s3://noaa-normals-pds/`.\n",
"\n",
"Additional documentation on the Daily Normals 2006-2020 data is available [here](https://noaa-normals-pds.s3.amazonaws.com/index.html#normals-daily/2006-2020/doc/) and additional information on the NWS Cooperative Network stations in Clark County is available [here](https://www.ncei.noaa.gov/access/homr/file/coop-stations.txt). Both were accessed on 6 June 2022.\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"id": "6c68fed5",
"metadata": {},
"source": [
" \n",
"\n",
"### What is a \"normal\"? _Why does it matter?_\n",
"\n",
"A \"normal\" is the 30-year average of a particular variable’s measurements, calculated for a uniform time period. Climate normals are derived from weather and climate observations captured by weather stations. Temperature daily normals are calculated using a procedure that ensures the daily normals for a month agree with the monthly normals when averaged. Climate Normals also include many statistics other than averages.\n",
"\n",
"In addition to basic averages for temperature, precipitation, and snowfall, more than 500 separate types of weather and climate statistics are available as part of the U.S. Normals dataset. Some are well known metrics like heating and cooling degree days, growing season length for various temperature thresholds, numbers of days with precipitation or with temperatures below freezing, etc. Other statistics are less well known, but are needed by various user communities, including percentiles and probabilities of key variables. \n",
"\n",
"The U.S. Daily Climate Normals for 2006 to 2020 are 15-year averages of meteorological parameters that provide users supplemental normals for specialized applications for thousands of locations across the United States, as well as U.S. Territories and Commonwealths, and the Compact of Free Association nations.\n",
"\n",
"**Source:** [NOAA National Centers for Environmental Information (NCEI) U.S. Climate Normals - About](https://www.ncei.noaa.gov/products/land-based-station/us-climate-normals) and [U.S. Climate Normals 2020: U.S. Daily Climate Normals (2006-2020)](https://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.ncdc%3AC01625/html) accessed on 6 June 2022.\n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"id": "a4ddc476",
"metadata": {},
"source": [
"### Retrieving the climate station data from the NOAA U.S. Climate Normals S3 bucket"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "953091b6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"download: s3://noaa-normals-pds/normals-daily/2006-2020/access/USC00264439.csv to Data3_ASDI2_NOAA_US/USC00264439.csv\n"
]
}
],
"source": [
"# USC00264439 LAS VEGAS WFO 04 EXTREME SOUTHERN 36.0469, -115.1848\n",
"!aws --no-sign-request s3 cp s3://noaa-normals-pds/normals-daily/2006-2020/access/USC00264439.csv ./Data3_ASDI2_NOAA_US/"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "3721d096",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"download: s3://noaa-normals-pds/normals-daily/2006-2020/access/USW00023169.csv to Data3_ASDI2_NOAA_US/USW00023169.csv\n"
]
}
],
"source": [
"# USW00023169 MCCARRAN INTL AP 04 EXTREME SOUTHERN 36.0719, -115.16343\n",
"!aws --no-sign-request s3 cp s3://noaa-normals-pds/normals-daily/2006-2020/access/USW00023169.csv ./Data3_ASDI2_NOAA_US/"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "313cff68",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(366, 293)\n",
"(366, 293)\n"
]
}
],
"source": [
"NOAA_lv_wfo_df = pd.read_csv('Data3_ASDI2_NOAA_US/USC00264439.csv')\n",
"NOAA_lv_mcrn_df = pd.read_csv('Data3_ASDI2_NOAA_US/USW00023169.csv')\n",
"print(NOAA_lv_wfo_df.shape)\n",
"print(NOAA_lv_mcrn_df.shape)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "58993e5c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(2, 3)\n"
]
},
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"weather_calendar('DLY-TAVG-NORMAL', NOAA_lv_mcrn_df)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "41aae883",
"metadata": {},
"outputs": [],
"source": [
"NOAA_combined_df['DATETIME'] = '2020-' + NOAA_combined_df['DATE']\n",
"NOAA_combined_df['DATESTAMP'] = pd.to_datetime(NOAA_combined_df['DATETIME'])"
]
},
{
"cell_type": "markdown",
"id": "9dd1cd68",
"metadata": {},
"source": [
"### Daily diurnal (day-night) temperaturature variation (°F)"
]
},
{
"cell_type": "markdown",
"id": "0764ed5c",
"metadata": {},
"source": [
"There is a large (up to 28°F) variation in the day and night temperatures in Las Vegas. This is expected of desert environments since air temperatures drop significantly at night.\n",
"\n",
"The variation in day and night temperatures is greater for the hot months between mid May and September. "
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "53ee257c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('whitegrid'): \n",
" fig = plt.figure(figsize = (12,10))\n",
"\n",
" ax = sns.lineplot(\n",
" x='DATESTAMP',\n",
" y='DLY-DUTR-NORMAL',\n",
" hue='NAME',\n",
" data=NOAA_combined_df,\n",
" markers='o',\n",
" )\n",
" ax.set(xlabel= 'Calendar Month', ylabel= 'Temperature (°F)', title='2006-2020 U.S. Climate Normals - Daily diurnal temperature variation (°F)')\n",
" \n",
" ax.set_xlim(pd.Timestamp('2020-01-01'), pd.Timestamp('2020-12-31'))\n",
"\n",
" date_form=DateFormatter(\"%m\")\n",
" ax.xaxis.set_major_formatter(date_form)\n",
" ax.xaxis.set_major_locator(mdates.MonthLocator(range(1,13,1)))\n",
" \n",
" handles, labels = ax.get_legend_handles_labels()\n",
" ax.legend(handles=handles[0:], labels=labels[0:])"
]
},
{
"cell_type": "markdown",
"id": "ee9b6579",
"metadata": {},
"source": [
"### Year to Date Precipitation (inches rainfall)"
]
},
{
"cell_type": "markdown",
"id": "593a6538",
"metadata": {},
"source": [
"The 2006-2020 U.S. Climate Normals show that Las Vegas receives **~4 inches of rainfall each year**. Between March and July, there is limited precipitation. \n",
"\n",
"These arid conditions further contribute to the risk of wildfires."
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "c1364020",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
],
"text/plain": [
" latitude longitude population geometry\n",
"236 36.058750 -115.000139 12.072015 POINT (-115.00014 36.05875)\n",
"237 36.059028 -114.999306 12.072015 POINT (-114.99931 36.05903)\n",
"238 36.059583 -114.999861 12.072015 POINT (-114.99986 36.05958)\n",
"239 36.059861 -115.000972 12.072015 POINT (-115.00097 36.05986)\n",
"240 36.060139 -115.000417 12.072015 POINT (-115.00042 36.06014)"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"geometry = [Point(xy) for xy in zip(df_pop_scaled['longitude'], df_pop_scaled['latitude'])]\n",
"pop_scaled_gdf = gpd.GeoDataFrame(df_pop_scaled, geometry=geometry)\n",
"print(pop_scaled_gdf.shape)\n",
"pop_scaled_gdf.head()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "680505eb",
"metadata": {},
"outputs": [],
"source": [
"pop_scaled_gdf.set_crs(epsg='4269', inplace=True)\n",
"pop_scaled_gdf_proj = pop_scaled_gdf.to_crs(clark_county_df.crs)"
]
},
{
"cell_type": "markdown",
"id": "011fb605",
"metadata": {},
"source": [
"From the CIESIN and Meta dataset, the approximate population of the Las Vegas area is ~2.56 million people."
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "f21afe96",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2563805.2415553983"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pop_scaled_gdf['population'].sum()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "03e90aaa",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('white'): \n",
" fig, ax = plt.subplots(figsize=(10,10))\n",
"\n",
" clark_county_df.plot(ax=ax,color='#A9E4FC', zorder=1)\n",
" lv_area_df_select_proj.plot(ax=ax, color='#404040', zorder=3, alpha=0.22)\n",
"\n",
" pop_scaled_gdf_proj.plot(ax=ax, kind=\"scatter\", x=\"longitude\", y=\"latitude\",\n",
" s=pop_scaled_gdf_proj['population'], label=\"population\",\n",
" c=\"population\", cmap=plt.get_cmap(\"Oranges\"),\n",
" colorbar=True, alpha=0.95, zorder=2\n",
" )\n",
"\n",
" ax.set_xlim(-115.50, -114.85)\n",
" ax.set_ylim(35.95, 36.50)\n",
"\n",
" plt.title(\"Population distribution in Las Vegas, NV\", fontsize=14)\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "49217071",
"metadata": {},
"source": [
"### **Key Takeaway - CIESIN and Meta dataset**\n",
"\n",
"From the CIESIN and Meta dataset, the population (red shade) of Las Vegas is spread across the built urban area, including further South in Enterprise, an unincorporated town, and the City of Henderson.\n",
"\n",
"The visualisation shows a more densely populated region (dark red) in the Downtown area of Las Vegas.\n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"id": "9e826afa",
"metadata": {},
"source": [
"\n",
""
]
},
{
"cell_type": "markdown",
"id": "1c1786c4",
"metadata": {},
"source": [
"### Dataset 5: Building information from [Open City Model](https://registry.opendata.aws/opencitymodel/)\n",
"---\n",
"**Note:** Open City Model (OCM) was accessed on 6 June 2022 from https://registry.opendata.aws/opencitymodel. \n",
"\n",
"This data was retrieved as a CSV file from the Open City Model dataset using Amazon Athena. Instructions on this step are outlined in the [Open City Model GitHub](https://github.com/opencitymodel/opencitymodel/blob/master/examples/Query-OpenCityModel-using-AWS-Athena.md).\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"id": "4667c508",
"metadata": {},
"source": [
"The [Open City Model GitHub](https://github.com/opencitymodel/opencitymodel/) uses \"Clark\" (32003) to represent Clark County, Nevada and includes the cities surrounding the Las Vegas strip. The city data for Nevada state in JSON format are hosted [here](https://htmlpreview.github.io/?https://github.com/opencitymodel/opencitymodel/blob/master/releases/2019-jun/Nevada.html)."
]
},
{
"cell_type": "markdown",
"id": "4f24fdbd",
"metadata": {},
"source": [
"### Load Open City Model dataset - Option 1 (Amazon Athena)"
]
},
{
"cell_type": "markdown",
"id": "c406a292",
"metadata": {},
"source": [
"**Note:** The Open City Model data for Nevada state can be retrieved using Amazon Athena, as per the instructions in the [Open City Model GitHub](https://github.com/opencitymodel/opencitymodel/blob/master/examples/Query-OpenCityModel-using-AWS-Athena.md).\n",
"\n",
"Use the following SQL query within the Amazon Athena query editor and download the query results as a CSV file. \n",
"\n",
"`SELECT *\n",
"FROM .jun2019\n",
"WHERE state = 'Nevada';`\n",
"\n",
"Upload the CSV file into the `Data5_ASDI4_OpenCityModel` directory as `OpenCityModel_Nevada.csv`.\n",
"\n",
"The following cells will load with this file naming convention."
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "271288e9",
"metadata": {},
"outputs": [],
"source": [
"# Uncomment the following code if using the CSV file \n",
"# df_ocm_nv = pd.read_csv('Data5_ASDI4_OpenCityModel/OpenCityModel_Nevada.csv')\n",
"# print(df_ocm_nv.shape)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "6c0c5262",
"metadata": {},
"outputs": [],
"source": [
"# Uncomment the following code if using the CSV file \n",
"# Filter the population data to Las Vegas areas for plotting\n",
"# df_ocm_nv_scaled = df_ocm_nv[(35.95 < df_ocm_nv['lat']) & (df_ocm_nv['lat'] < 36.50) & (-115.50 < df_ocm_nv['lon']) & (df_ocm_nv['lon'] < -114.85)]\n",
"# print(df_ocm_nv_scaled.shape)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "3c4ddf0e",
"metadata": {},
"outputs": [],
"source": [
"# Uncomment the following code if using the CSV file \n",
"# geometry = [Point(xy) for xy in zip(df_ocm_nv_scaled['lon'], df_ocm_nv_scaled['lat'])]\n",
"# df_ocm_nv_gdf = gpd.GeoDataFrame(df_ocm_nv_scaled, geometry=geometry)\n",
"# print(df_ocm_nv_gdf.shape)\n",
"# df_ocm_nv_gdf.head()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "73b0fe3c",
"metadata": {},
"outputs": [],
"source": [
"# Uncomment the following code if using the CSV file \n",
"# df_ocm_nv_gdf.rename(columns={'lon':\"Longitude\", 'lat':\"Latitude\", 'height':\"Height\"}, \n",
"# inplace=True)\n",
"# df_ocm_nv_gdf.head()"
]
},
{
"cell_type": "markdown",
"id": "a9c068ba",
"metadata": {},
"source": [
"Proceed to **\"Visualising the Open City Model dataset\"** section to display this DataFrame. "
]
},
{
"cell_type": "markdown",
"id": "34a487c7",
"metadata": {},
"source": [
"### Load Open City Model dataset - Option 2 (S3 bucket)"
]
},
{
"cell_type": "markdown",
"id": "3bfcfacf",
"metadata": {},
"source": [
"**Note:** The Open City Model data for Nevada state can be retrieved as CityJSON files from the `s3://opencitymodel/2019-jun/json/Nevada/32003/` S3 bucket.\n",
"\n",
"Browse the S3 bucket using aws s3 ls --no-sign-request `s3://opencitymodel/2019-jun/json/Nevada/32003/`.\n",
"\n",
"Recursively download all the CityJSON files into the `Data5_ASDI4_OpenCityModel` directory.\n",
"\n",
"The following cells will load with this file naming convention."
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "aba50c6e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-000.json to Data5_ASDI4_OpenCityModel/Nevada-32003-000.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-001.json to Data5_ASDI4_OpenCityModel/Nevada-32003-001.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-003.json to Data5_ASDI4_OpenCityModel/Nevada-32003-003.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-002.json to Data5_ASDI4_OpenCityModel/Nevada-32003-002.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-004.json to Data5_ASDI4_OpenCityModel/Nevada-32003-004.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-007.json to Data5_ASDI4_OpenCityModel/Nevada-32003-007.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-010.json to Data5_ASDI4_OpenCityModel/Nevada-32003-010.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-011.json to Data5_ASDI4_OpenCityModel/Nevada-32003-011.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-008.json to Data5_ASDI4_OpenCityModel/Nevada-32003-008.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-012.json to Data5_ASDI4_OpenCityModel/Nevada-32003-012.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-013.json to Data5_ASDI4_OpenCityModel/Nevada-32003-013.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-015.json to Data5_ASDI4_OpenCityModel/Nevada-32003-015.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-005.json to Data5_ASDI4_OpenCityModel/Nevada-32003-005.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-006.json to Data5_ASDI4_OpenCityModel/Nevada-32003-006.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-014.json to Data5_ASDI4_OpenCityModel/Nevada-32003-014.json\n",
"download: s3://opencitymodel/2019-jun/json/Nevada/32003/Nevada-32003-009.json to Data5_ASDI4_OpenCityModel/Nevada-32003-009.json\n"
]
}
],
"source": [
"!aws --no-sign-request s3 cp s3://opencitymodel/2019-jun/json/Nevada/32003/ ./Data5_ASDI4_OpenCityModel --recursive"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "bdb081a1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading JSON file number 000 into DataFrame\n",
"Loading JSON file number 001 into DataFrame\n",
"Loading JSON file number 002 into DataFrame\n",
"Loading JSON file number 003 into DataFrame\n",
"Loading JSON file number 004 into DataFrame\n",
"Loading JSON file number 005 into DataFrame\n",
"Loading JSON file number 006 into DataFrame\n",
"Loading JSON file number 007 into DataFrame\n",
"Loading JSON file number 008 into DataFrame\n",
"Loading JSON file number 009 into DataFrame\n",
"Loading JSON file number 010 into DataFrame\n",
"Loading JSON file number 011 into DataFrame\n",
"Loading JSON file number 012 into DataFrame\n",
"Loading JSON file number 013 into DataFrame\n",
"Loading JSON file number 014 into DataFrame\n",
"Loading JSON file number 015 into DataFrame\n"
]
}
],
"source": [
"ocm_json_df = pd.DataFrame()\n",
"\n",
"for file_no in range(0,16,1):\n",
" print('Loading JSON file number %s into DataFrame' %'{0:03}'.format(file_no))\n",
" \n",
" with open('Data5_ASDI4_OpenCityModel/Nevada-32003-%s.json' %'{0:03}'.format(file_no)) as json_data:\n",
" obj = json.load(json_data)\n",
" vert_df = pd.DataFrame(obj['vertices'])\n",
" ocm_json_df = pd.concat([ocm_json_df, vert_df], ignore_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "fba2fc86",
"metadata": {},
"outputs": [],
"source": [
"ocm_json_df.rename(columns={0:\"Longitude\", 1:\"Latitude\", 2:\"Height\"}, \n",
" inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "cdf47283",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(7165057, 3)\n"
]
},
{
"data": {
"text/html": [
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"text/plain": [
" Longitude Latitude Height\n",
"0 -115.159455 36.007565 0.00\n",
"1 -115.159457 36.007389 0.00\n",
"2 -115.159709 36.007391 0.00\n",
"3 -115.159707 36.007567 0.00\n",
"4 -115.159455 36.007565 15.15"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(ocm_json_df.shape)\n",
"ocm_json_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "505de065",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3602889, 3)\n"
]
}
],
"source": [
"# DROP all the 0 height, this represents the areas IN BETWEEN the buildings!\n",
"ocm_json_df = ocm_json_df[ocm_json_df['Height']>0]\n",
"print(ocm_json_df.shape)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "7b3023ff",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3400997, 3)\n"
]
}
],
"source": [
"# Filter the Open City Model data to Las Vegas areas for plotting\n",
"df_ocm_nv_scaled = ocm_json_df[(35.95 < ocm_json_df['Latitude']) & (ocm_json_df['Latitude'] < 36.50) & (-115.50 < ocm_json_df['Longitude']) & (ocm_json_df['Longitude'] < -114.85)]\n",
"print(df_ocm_nv_scaled.shape)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "f4f95d03",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3400997, 4)\n"
]
},
{
"data": {
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],
"text/plain": [
" Longitude Latitude Height geometry\n",
"4 -115.159455 36.007565 15.15 POINT (-115.15945 36.00756)\n",
"5 -115.159457 36.007389 15.15 POINT (-115.15946 36.00739)\n",
"6 -115.159709 36.007391 15.15 POINT (-115.15971 36.00739)\n",
"7 -115.159707 36.007567 15.15 POINT (-115.15971 36.00757)\n",
"12 -115.159130 36.005183 18.94 POINT (-115.15913 36.00518)"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"geometry = [Point(xy) for xy in zip(df_ocm_nv_scaled['Longitude'], df_ocm_nv_scaled['Latitude'])]\n",
"df_ocm_nv_gdf = gpd.GeoDataFrame(df_ocm_nv_scaled, geometry=geometry)\n",
"print(df_ocm_nv_gdf.shape)\n",
"df_ocm_nv_gdf.head()"
]
},
{
"cell_type": "markdown",
"id": "8b9ade91",
"metadata": {},
"source": [
"This DataFrame contains the vertices of the building areas in the Las Vegas area. "
]
},
{
"cell_type": "markdown",
"id": "949bd336",
"metadata": {},
"source": [
"### Visualising the Open City Model dataset"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "1828bdc0",
"metadata": {},
"outputs": [],
"source": [
"df_ocm_nv_gdf.set_crs(epsg='4269', inplace=True)\n",
"df_ocm_nv_gdf_proj = df_ocm_nv_gdf.to_crs(clark_county_df.crs)"
]
},
{
"cell_type": "markdown",
"id": "b7ce6543",
"metadata": {},
"source": [
"Let's explore the distribution of building heights in Las Vegas, in the box plot visualisation below."
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "9a0d3a8e",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('whitegrid'):\n",
" fig, ax = plt.subplots(figsize=(10,10))\n",
"\n",
" sns.boxenplot(\n",
" y='Height', \n",
" data=df_ocm_nv_gdf_proj, \n",
" palette=\"Set2\").set(\n",
" xlabel='Nevada State', \n",
" ylabel='Building height (m)',\n",
" title='Height of buildings in Las Vegas, Nevada'\n",
" )\n",
"\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "deb6e33f",
"metadata": {},
"source": [
"The upper quartile (75th percentile) of buildings in Las Vegas are below 30 meters. This is expected of the large number of residential buildings housing the ~2.6 million Las Vegas residents.\n",
"\n",
"The taller buildings (>150m) are hotels such as the Fontainebleau Las Vegas, Resorts World Las Vegas, The Palazzo and Encore. \n",
"\n",
"However, the Open City Model dataset does not include the Strat tower (1,149 feet or 350 meters tall)."
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "a18998f8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('white'): \n",
" fig, ax = plt.subplots(figsize=(10,10))\n",
"\n",
" clark_county_df.plot(ax=ax,color='#A9E4FC', zorder=1)\n",
" lv_area_df_select_proj.plot(ax=ax, color='#404040', zorder=3, alpha=0.22)\n",
"\n",
" df_ocm_nv_gdf_proj.plot(ax=ax, kind=\"scatter\", x=\"Longitude\", y=\"Latitude\",\n",
" s=df_ocm_nv_gdf_proj['Height'], label=\"Buildings\", \n",
" c=\"Height\", cmap=plt.get_cmap(\"Greens\"),\n",
" colorbar=True, alpha=0.95, zorder=2\n",
" )\n",
"\n",
" ax.set_xlim(-115.50, -114.85)\n",
" ax.set_ylim(35.95, 36.50)\n",
"\n",
" plt.title(\"Buildings distribution in Las Vegas, NV\", fontsize=14)\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "6a3ecf1b",
"metadata": {},
"source": [
"### **Key Takeaway - Open City Model dataset**\n",
"\n",
"The Open City Model data shows the taller (>100m high) hotel buildings (dark green) are concentrated along the Las Vegas Strip. \n",
"\n",
" "
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"## **Conclusion**\n",
"\n",
"This demo project briefly explored the [air quality data from OpenAQ](#ASDI_dataset_1), [temperature and precipitation data from the NOAA US Climate Normals](#ASDI_dataset_2), [population data from CIESIN and Meta](#ASDI_dataset_3) and [built environment information from Open City Model](#ASDI_dataset_4) for Las Vegas.\n",
"\n",
"As more datasets are added to the [Amazon Sustainability Data Initiative](https://registry.opendata.aws/collab/asdi/), this demo project can be extended to develop deeper insights.\n",
"\n",
"It would be interesting to explore electric and fossil fuel energy consumption, vehicle traffic flows and socio-economic data, such as income per capita or car ownership per capita, across Las Vegas and combine that with the information we already know.\n",
"\n",
"Lastly, we've only investigated Las Vegas, Nevada in this demo project. Please feel free to investigate and compare against other US cities!"
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