This document summarizes a study comparing the impacts of urban tree canopy on microclimate and urban heat islands in Denver, Colorado and Baltimore, Maryland. The study found:
1) The heat island effect differs between the two cities due to their climatic and geographic differences, with Denver surrounded by treeless lands having more urban tree cover compared to its surroundings than Baltimore.
2) The spatial pattern of tree canopy impacts heat mitigation, with more fragmented patches of trees correlating with higher temperatures in Baltimore.
3) Tree shade impacts also vary between the cities, with Baltimore having more total tree shade but Denver having more tree shade hitting buildings directly.
The researchers concluded the spatial pattern and amount of tree shade
Human thermal perception and outdoor thermal comfort under shaded conditions ...Manat Srivanit
The 6th International Conference on Sustainable Energy and Environment [Special Session: Urban Climate & Urban Air Pollution (UCUA)] 28-30 November 2016, Dusit Thani Bangkok Hotel, Thailand
Slides presented as part of my PhD Confirmation of Candidature.
The project is about evaluating the cooling effectiveness of green infrastructure in urban environments. Skills demonstrated include GIS, data grids, image processing, machine learning, data processing and visualization, environmental modelling,
Human thermal perception and outdoor thermal comfort under shaded conditions ...Manat Srivanit
The 6th International Conference on Sustainable Energy and Environment [Special Session: Urban Climate & Urban Air Pollution (UCUA)] 28-30 November 2016, Dusit Thani Bangkok Hotel, Thailand
Slides presented as part of my PhD Confirmation of Candidature.
The project is about evaluating the cooling effectiveness of green infrastructure in urban environments. Skills demonstrated include GIS, data grids, image processing, machine learning, data processing and visualization, environmental modelling,
Create Cool Green Cities! Combat Global Warming!
Contribute for Climate Change issues!
Reduce Energy Consumption in Buildings!
Have Energy Efficient Buildings!
Reduce our City Temp by 2-30C!
Can We Make Life of Common Man Comfortable!
Solar shading in future buildings - BRE EventSnigdha Jain
BRE and the BBSA joined together to organise a fascinating workshop being held at BRE in June 2018.
The programme had expert speakers and was designed to examine the issues designers and consultants face relating to overheating buildings, light and glare control and occupant health and wellbeing.
Objectives
- Develop an approach to identify the land-surface changes due to wildfires
- Detect land-surface property changes for multiple mega-fires in the U.S.
- Develop a scheme to parameterize the changes
Global Warming - 25% From Heat Pollution & Paris Accord IssuesAlec Feinberg
Heat pollution (see also HeatPollution.org) is responsible for 25% of manmade global warming. It is mainly due to man's use of dark colors such as black roads, black roofs and city heat pollution. Recent studies verify 25% . We indicate the need for heat pollution worldwide restrictions and and its inclusion in the Paris Accord and present the clear reasons.
Cosmic rays and clouds: using open science to clear the confusionBenjamin Laken
A talk presented at the conference of Sun Climate Connections (SCC2015) in Kiel, Germany (March 18th, 2015) at the final meeting of the TOSCA group.
A video of Dr Jasa Calogovic presenting the talk live at SCC2015 is available on our YouTube channel at https://www.youtube.com/user/DrBenLaken
In it, we advocate an open science approach to address the conflicting results within the field of Sun – climate connections, particularly concerning the hypothesised role of cosmic rays on clouds. We briefly summarise some of the conflict within the field and discuss how it may arise. We then outline a project we are currently developing to enable users to isolate specific cloud types from the MODIS dataset, and examine a range of properties in a composite analysis (such as area coverage, optical depth, liquid water content). The composites make use of statistical methods we have previously outlined. More information can be found at http://www.benlaken.com
Forced climate signals with explainable AI and large ensemblesZachary Labe
10 February 2023…
Atmospheric and Oceanic Sciences Student/Postdoc Seminar (Presentation): Forced climate signals with explainable AI and large ensembles, Princeton University, USA.
References...
Labe, Z.M. and E.A. Barnes (2021), Detecting climate signals using explainable AI with single-forcing large ensembles. Journal of Advances in Modeling Earth Systems, DOI:10.1029/2021MS002464. https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2021MS002464
Thermal performance analysis of opaque facades for the different thicknesseSAT Publishing House
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
Create Cool Green Cities! Combat Global Warming!
Contribute for Climate Change issues!
Reduce Energy Consumption in Buildings!
Have Energy Efficient Buildings!
Reduce our City Temp by 2-30C!
Can We Make Life of Common Man Comfortable!
Solar shading in future buildings - BRE EventSnigdha Jain
BRE and the BBSA joined together to organise a fascinating workshop being held at BRE in June 2018.
The programme had expert speakers and was designed to examine the issues designers and consultants face relating to overheating buildings, light and glare control and occupant health and wellbeing.
Objectives
- Develop an approach to identify the land-surface changes due to wildfires
- Detect land-surface property changes for multiple mega-fires in the U.S.
- Develop a scheme to parameterize the changes
Global Warming - 25% From Heat Pollution & Paris Accord IssuesAlec Feinberg
Heat pollution (see also HeatPollution.org) is responsible for 25% of manmade global warming. It is mainly due to man's use of dark colors such as black roads, black roofs and city heat pollution. Recent studies verify 25% . We indicate the need for heat pollution worldwide restrictions and and its inclusion in the Paris Accord and present the clear reasons.
Cosmic rays and clouds: using open science to clear the confusionBenjamin Laken
A talk presented at the conference of Sun Climate Connections (SCC2015) in Kiel, Germany (March 18th, 2015) at the final meeting of the TOSCA group.
A video of Dr Jasa Calogovic presenting the talk live at SCC2015 is available on our YouTube channel at https://www.youtube.com/user/DrBenLaken
In it, we advocate an open science approach to address the conflicting results within the field of Sun – climate connections, particularly concerning the hypothesised role of cosmic rays on clouds. We briefly summarise some of the conflict within the field and discuss how it may arise. We then outline a project we are currently developing to enable users to isolate specific cloud types from the MODIS dataset, and examine a range of properties in a composite analysis (such as area coverage, optical depth, liquid water content). The composites make use of statistical methods we have previously outlined. More information can be found at http://www.benlaken.com
Forced climate signals with explainable AI and large ensemblesZachary Labe
10 February 2023…
Atmospheric and Oceanic Sciences Student/Postdoc Seminar (Presentation): Forced climate signals with explainable AI and large ensembles, Princeton University, USA.
References...
Labe, Z.M. and E.A. Barnes (2021), Detecting climate signals using explainable AI with single-forcing large ensembles. Journal of Advances in Modeling Earth Systems, DOI:10.1029/2021MS002464. https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2021MS002464
Thermal performance analysis of opaque facades for the different thicknesseSAT Publishing House
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
"Understanding the Carbon Cycle: Processes, Human Impacts, and Strategies for...MMariSelvam4
The carbon cycle is a critical component of Earth's environmental system, governing the movement and transformation of carbon through various reservoirs, including the atmosphere, oceans, soil, and living organisms. This complex cycle involves several key processes such as photosynthesis, respiration, decomposition, and carbon sequestration, each contributing to the regulation of carbon levels on the planet.
Human activities, particularly fossil fuel combustion and deforestation, have significantly altered the natural carbon cycle, leading to increased atmospheric carbon dioxide concentrations and driving climate change. Understanding the intricacies of the carbon cycle is essential for assessing the impacts of these changes and developing effective mitigation strategies.
By studying the carbon cycle, scientists can identify carbon sources and sinks, measure carbon fluxes, and predict future trends. This knowledge is crucial for crafting policies aimed at reducing carbon emissions, enhancing carbon storage, and promoting sustainable practices. The carbon cycle's interplay with climate systems, ecosystems, and human activities underscores its importance in maintaining a stable and healthy planet.
In-depth exploration of the carbon cycle reveals the delicate balance required to sustain life and the urgent need to address anthropogenic influences. Through research, education, and policy, we can work towards restoring equilibrium in the carbon cycle and ensuring a sustainable future for generations to come.
Characterization and the Kinetics of drying at the drying oven and with micro...Open Access Research Paper
The objective of this work is to contribute to valorization de Nephelium lappaceum by the characterization of kinetics of drying of seeds of Nephelium lappaceum. The seeds were dehydrated until a constant mass respectively in a drying oven and a microwawe oven. The temperatures and the powers of drying are respectively: 50, 60 and 70°C and 140, 280 and 420 W. The results show that the curves of drying of seeds of Nephelium lappaceum do not present a phase of constant kinetics. The coefficients of diffusion vary between 2.09.10-8 to 2.98. 10-8m-2/s in the interval of 50°C at 70°C and between 4.83×10-07 at 9.04×10-07 m-8/s for the powers going of 140 W with 420 W the relation between Arrhenius and a value of energy of activation of 16.49 kJ. mol-1 expressed the effect of the temperature on effective diffusivity.
WRI’s brand new “Food Service Playbook for Promoting Sustainable Food Choices” gives food service operators the very latest strategies for creating dining environments that empower consumers to choose sustainable, plant-rich dishes. This research builds off our first guide for food service, now with industry experience and insights from nearly 350 academic trials.
UNDERSTANDING WHAT GREEN WASHING IS!.pdfJulietMogola
Many companies today use green washing to lure the public into thinking they are conserving the environment but in real sense they are doing more harm. There have been such several cases from very big companies here in Kenya and also globally. This ranges from various sectors from manufacturing and goes to consumer products. Educating people on greenwashing will enable people to make better choices based on their analysis and not on what they see on marketing sites.
Micro RNA genes and their likely influence in rice (Oryza sativa L.) dynamic ...Open Access Research Paper
Micro RNAs (miRNAs) are small non-coding RNAs molecules having approximately 18-25 nucleotides, they are present in both plants and animals genomes. MiRNAs have diverse spatial expression patterns and regulate various developmental metabolisms, stress responses and other physiological processes. The dynamic gene expression playing major roles in phenotypic differences in organisms are believed to be controlled by miRNAs. Mutations in regions of regulatory factors, such as miRNA genes or transcription factors (TF) necessitated by dynamic environmental factors or pathogen infections, have tremendous effects on structure and expression of genes. The resultant novel gene products presents potential explanations for constant evolving desirable traits that have long been bred using conventional means, biotechnology or genetic engineering. Rice grain quality, yield, disease tolerance, climate-resilience and palatability properties are not exceptional to miRN Asmutations effects. There are new insights courtesy of high-throughput sequencing and improved proteomic techniques that organisms’ complexity and adaptations are highly contributed by miRNAs containing regulatory networks. This article aims to expound on how rice miRNAs could be driving evolution of traits and highlight the latest miRNA research progress. Moreover, the review accentuates miRNAs grey areas to be addressed and gives recommendations for further studies.
Natural farming @ Dr. Siddhartha S. Jena.pptxsidjena70
A brief about organic farming/ Natural farming/ Zero budget natural farming/ Subash Palekar Natural farming which keeps us and environment safe and healthy. Next gen Agricultural practices of chemical free farming.
Artificial Reefs by Kuddle Life Foundation - May 2024punit537210
Situated in Pondicherry, India, Kuddle Life Foundation is a charitable, non-profit and non-governmental organization (NGO) dedicated to improving the living standards of coastal communities and simultaneously placing a strong emphasis on the protection of marine ecosystems.
One of the key areas we work in is Artificial Reefs. This presentation captures our journey so far and our learnings. We hope you get as excited about marine conservation and artificial reefs as we are.
Please visit our website: https://kuddlelife.org
Our Instagram channel:
@kuddlelifefoundation
Our Linkedin Page:
https://www.linkedin.com/company/kuddlelifefoundation/
and write to us if you have any questions:
info@kuddlelife.org
Willie Nelson Net Worth: A Journey Through Music, Movies, and Business Venturesgreendigital
Willie Nelson is a name that resonates within the world of music and entertainment. Known for his unique voice, and masterful guitar skills. and an extraordinary career spanning several decades. Nelson has become a legend in the country music scene. But, his influence extends far beyond the realm of music. with ventures in acting, writing, activism, and business. This comprehensive article delves into Willie Nelson net worth. exploring the various facets of his career that have contributed to his large fortune.
Follow us on: Pinterest
Introduction
Willie Nelson net worth is a testament to his enduring influence and success in many fields. Born on April 29, 1933, in Abbott, Texas. Nelson's journey from a humble beginning to becoming one of the most iconic figures in American music is nothing short of inspirational. His net worth, which estimated to be around $25 million as of 2024. reflects a career that is as diverse as it is prolific.
Early Life and Musical Beginnings
Humble Origins
Willie Hugh Nelson was born during the Great Depression. a time of significant economic hardship in the United States. Raised by his grandparents. Nelson found solace and inspiration in music from an early age. His grandmother taught him to play the guitar. setting the stage for what would become an illustrious career.
First Steps in Music
Nelson's initial foray into the music industry was fraught with challenges. He moved to Nashville, Tennessee, to pursue his dreams, but success did not come . Working as a songwriter, Nelson penned hits for other artists. which helped him gain a foothold in the competitive music scene. His songwriting skills contributed to his early earnings. laying the foundation for his net worth.
Rise to Stardom
Breakthrough Albums
The 1970s marked a turning point in Willie Nelson's career. His albums "Shotgun Willie" (1973), "Red Headed Stranger" (1975). and "Stardust" (1978) received critical acclaim and commercial success. These albums not only solidified his position in the country music genre. but also introduced his music to a broader audience. The success of these albums played a crucial role in boosting Willie Nelson net worth.
Iconic Songs
Willie Nelson net worth is also attributed to his extensive catalog of hit songs. Tracks like "Blue Eyes Crying in the Rain," "On the Road Again," and "Always on My Mind" have become timeless classics. These songs have not only earned Nelson large royalties but have also ensured his continued relevance in the music industry.
Acting and Film Career
Hollywood Ventures
In addition to his music career, Willie Nelson has also made a mark in Hollywood. His distinctive personality and on-screen presence have landed him roles in several films and television shows. Notable appearances include roles in "The Electric Horseman" (1979), "Honeysuckle Rose" (1980), and "Barbarosa" (1982). These acting gigs have added a significant amount to Willie Nelson net worth.
Television Appearances
Nelson's char
Willie Nelson Net Worth: A Journey Through Music, Movies, and Business Ventures
How Urban Tree Canopy Regulates Microclimate and Urban Heat Islands: A Study from Denver and Baltimore
1. Robert Taylor
Mehdi Heris
Austin Troy, PhD
University of Colorado Denver
Presented at the Partners in Community Forestry Conference 2015
How Urban Tree Canopy Regulates Microclimate and Urban Heat
Islands: A Study from Denver and Baltimore
2. Why do we care about urban heat?
http://www.urban-climate-energy.com/urbanHeatIsland.htmEPA
3. How does land cover change impact urban
energy budget?
• Absorptivity, reflectivity, transmissivity, and
emissivity.
• Different surfaces absorb and reflect
different quantities in different wavelengths
of the spectrum. Impervious surface absorbs
lots of radiation in the short-wave portion
• Different surfaces shed heat (emissivity) at
different rates
• Building canyons can impede release of long-
wave energy to atmosphere
• Convective heat transfer
• Anthropogenic heat
• Less evapotranspiration (see next slide)
4. How do trees work with urban heat?
• Evapotranspiration: e.g. 40,000
GPY for large oak. ET cools air by
using heat from air to evaporate
water and can reduce temp.
Effects can be up to 9ºF
• Direct shade (we’ll get to this
later): in summer only 10-30% of
sun’s E reaches area below
• Higher emissivity and less stored
heat
12. North Side
South Side
60 42 8 19 6.7 68 7 76 100
40.72 102 8% 19% 6.7% 68% 7% 0.76 -0.99
Colfax Corridor
Temperature
roof color canopy building area parking area
impervious
surfaces
vacant land
CanImp
index
compactness
index
39.46 107.0 12% 20% 0.8% 51% 1% 0.49 -0.90
40 38 12 20.0 1 51 1 50 90
North Side
South Side
Surface Temperature and Morphology
in Denver
13.
14. Our project: Urban heat at two scales
http://thinkgreendegrees.com/wp-content/uploads/2012/08/urban-heat-island-comparison.gif
15. Research Questions
1. How does the heat island effect differ in a humid temperate city
(Baltimore) versus and semi-arid zone city (Denver)?
2. How does the spatial pattern of tree canopy mediate trees’
influence on the heat island effect and how does this effect vary
between Denver and Baltimore?
3. How can we calculate the amount of tree shade that directly hits
buildings and does the proportion of shaded building area vary
between Denver and Baltimore?
25. Why?
• In eastern city surrounded by natural forest, outskirts cool down
much quicker at night due to high emissivity relative to city
• In semi-arid location, trees are not endemic to outskirts, rather
urbanization results in MORE trees than would otherwise be there.
• The fact that urbanized areas tend to go along with trees means that
heat trapping effect of impervious area is largely offset by increase in
tree cover relative to surrounding prairie.
• Exceptions: downtown, where tons of building area relative to trees;
airport, where lots of impervious area
27. Average patch circularity
At 500 m scale:
• Circularity of patch
geometries
cirRatio = (math.pi * 4* area) / math.pow (perimeter,2)
27
Patch circularity(blue is low, red is high)
28. Patch edge/area ratio
At 500 m scale:
• Average edge/area ratio
28
Patch edge area ratio (blue is low, red is high)
29. Patch area/patch envelope ratio
At 500 m scale:
• Average patch area/patch envelope ratio
29
Patch area envelope ratio (blue is low, red is high)
30. Results of Correlations
30
Temperature
5th Jul 2014
Temperature
29th Jun
2012
Temperature
18th Jun 2005
(nighttime)
Temperature
24th Aug
2009
Patch density (number of patches) 0.64 0.57 0.05 0.17
Total patch area -0.39 -0.27 -0.30 0.02
Patch average area -0.28 -0.23 -0.11 -0.03
Patch length 0.39 0.41 -0.12 0.16
Patch circularity 0.38 0.31 0.10 0.12
Patch Length / area ratio 0.44 0.35 0.18 0.11
Patch Envelope Length / width
ratio
0.07 0.08 -0.12 0.08
Patch area to envelope area ratio -0.22 -0.14 -0.24 0.08
Moran's I 0.29 0.34 0.44 0.07
Temperature
5th Jul 2014
Temperature
29th Jun
2012
Temperature
18th Jun
2005
(nighttime)
Temperature
24th Aug
2009
Road area 0.13 0.17 -0.06 0.06
Water area -0.14 -0.25 0.25 -0.01
Grass area -0.04 0.06 -0.36 0.06
Parking area 0.77 0.63 0.31 0.15
Housing unit 2000 0.64 0.56 0.16 0.12
Housing unit 2010 0.64 0.56 0.17 0.12
Building area 0.82 0.71 0.21 0.16
Tree Canopy area -0.47 -0.27 -0.30 0.02
Patch area to
minimum bounding
envelope area ratio
-0.02 0.05 0.01 -0.05
Patch orientation 0.21 0.15 0.07 0.21
Minimum bounding
geometry length to
width ratio
0.02 0.01 0.02 0.02
Gray= Nighttime temperature
Yellow= Relatively high correlation values
Orange= Statistically insignificant correlations
31. Patch correlation trend analysis
Levelling off point around 5000 sq m. 31
we measured correlation of temperature and patch-length/area-ratio
when the patch average area increases
32. Results so far for Baltimore
• “Edginess” has less of an impact on increasing temperatures for small
patches than large patches of forest; influence increases until 5000 square
meter patch size
• Effects of tree canopy pattern when controlling for impervious/ built area
(R-squared ~ .78):
• Patch area decreases temp
• Patch density (means more, small patches) increases temp
• Patch length increases temp
• Patch circularity (associated more with individual crowns) increases temp
• Patch edge to area ratio increases temp
• Circularity and edge-area results may seem at odds, but they proxy
different things
32
41. Methods
1) Data Processing
2) Insolation
Calculations
3) Shade Calculations
4) Insolation-Shade
Integration
Data Processing
Insolation
Calculations
Shade
Calculations
Insolation-
Shade
Calculations
Data Processing
Statistical
Processing
Unclassified
LiDAR Data
Vector Data
DEM Buildings
DEM
Deciduous
DEM
Coniferous
DSM
Sun’s Position
Data
LAI
Solar Potential
Grid Roof
Surface
Shade Effect
Grid Surface
Solar Potential
Post-Shade
Effect
Aggregated
Shade Effect
per Apt. Unit
Resulting
Statistical
Relationships
1
2 3
4
5
41
42. Total Shade Comparison
0
100
200
300
400
500
600
ShadeArea[km^2]
Hours
Denver Shade
Area
Baltimore Shade
Area
Total Tree Shade : 4 hour interval (summed) * 3 days (June 15, July 15, August 15)
0
10
20
30
40
50
60
70
80
90
100
1 2 3 4 5 6 7 8 9 10 11 12
ShadeArea[km^2]
Hours
Denver Shade Area
Baltimore Shade Area
43. Roof-Tree Intersection Shade Comparison
Roof-Tree Intersection Shade : 4 hour interval (summed) * 3 days (June 15, July 15, August 15)
0
2
4
6
8
10
12
1 2 3 4 5 6 7 8 9 10 11 12
ShadeArea[km^2]
Hours
Denver Shade Area
Baltimore Shade Area
0
5
10
15
20
25
30
35
40
45
ShadeArea[km^2]
Hours
Denver Shade
Area
Baltimore Shade
Area
44. Conclusion and next steps
• Heat island effect is very different in eastern and western US
• Western cities surrounded by treeless lands tend to have more trees
relative to natural surroundings than do eastern cities
• Spatial pattern of tree canopy has a big impact on heat mitigation
• Tree shade varies between Denver and Baltimore: more overall tree
shade in Baltimore, but more tree shade hitting buildings in Denver
by far
• Next step: relate this to energy consumption data
45. Thanks to the Baltimore Ecosystem Study and the USDA Forest Service’s Northern Research Station and
Northeastern Area State and Private Forestry Program for their support of this research
Robert Taylor
Mehdi Heris
Austin Troy, PhD
University of Colorado Denver
Austin.troy@ucdenver.edu
Thanks! Questions?
Editor's Notes
Canyons work in two ways: trap radiation through bouncing against surface. Second, canyons can channelize and intensify wind, increases convective heat loss. Canyon effect can mitigate, but bouncing effect increases it. Convective heat transfer: when object heats up, it exchanges heat through air movement. The more complex the objects, the less convective heat loss.
Evaporative cooling. Technical: latent heat loss. Veg stores less heat. Has more water in it, so can store as latent heat.
Note dotted lines. Surface temperature is more spatially variable than air temperature. Note heterogeneity of surface temps. Surface temperature is a proxy for air temperature.
Blue in city due to vegetation
Note the turquoise color so close to downtown
Aster data. 5 Infra red thermal bands. Denver: used 4 scenes, Baltimore: 4 or 5. 2008-2014. Chose one day, based on best fit. 11 AM Denver. After noon Baltimore.
Highways have highest heat storage capacity.
Notice small variations can have significant impact on temperature.
If can edit, move earlier. Units is square meters. Daytime temps. Butterfly patter, One wing is hot, high impervious low canopy areas. Other is mid impervious but high canopy. Seems like only need small amount of tree cover (1500) to get big temperature impact. This is Denver
The canopied neighborhoods are cooler than prairie in daytime, because no shade in prairie. They are cooler than downtown in evening, because absorbed less heat.
Patch area is vegetation
In day the shaded neighborhoods are cooler than then outskirts
In the night, the shaded neighborhoods are cooler than downtown. They are moderated.
Each cell is 500x500. Change legend to patch circulatity
Change legend to edge area ratio
Change legend. This ratio refers to how much of envelope the shape fills. Things with low value are more complex and irregular shapes.
These are for Baltimore One of the temperature values is for nighttime and is highlighted with gray color. Relatively high correlation values are highlighted with yellow color. Statistically insignificant correlations are highlighted with red color. Allnighttime correlations are significant. Note high patch density is high in day, low at night. Indicates more dispersed and discrete tree cover. All for Baltimore. Similar table for Denver not here. These are univariate correlations
Green line is significant
Circularity represents small individual trees. Circularity and edge/area ratio results are at odds with each other.
Video of lidar scene from far to close to illustrate use of data points
Change message on compact. Actually compact associated with more heat.