---
title: Gradio Maps Latitude Longitude
emoji: 🌖City
colorFrom: red
colorTo: green
sdk: gradio
sdk_version: 3.16.2
app_file: app.py
pinned: false
license: mit
---

# Solution Intent

Intent of this space is to provide AI models around maps and **Earth** **Modeling** pursuits which solves for the following pains experienced by people traveling around an area.

**Long Term Plan** is to create an interactive 3D laden view in real time which can easily show walking and driving routes to points of interest.

# Problems solved include:
1. When visiting a new place the **Route** from start to finish includes some difficult challenges including knowing where optimal **Parking** resides..
2. Entrances for large building such as **Hospitals**, **Clinics**, **Urgent Care Facilities** pose the problem where to get from **Parking** to the office doors,
3. It is hard to predict which route to take where **Handicap** accessible routes lay.
4. For maximum enjoyment and intellectual stimulation, **Routes** which are ideal should include information on **Points of Interest** or **POI** reside.
5. For memory impaired individuals it sometimes is problematic to understand what the route to **Home** is.
6. Each person has particular places they enjoy or would like to visit.  This personalized **Favorites** list would have order and correlation between any two places.
7. Knowing how to process **Automated** information gathering such as mapped **Latitude and Longitude** and distance calculations or regional routes with time expectations.


# Information Layers and Maps

Information layers such as rental prices of places to stay can be shown on a map which allow people looking for locality or commonality of walking distance or driving distance factors allows people plan and understand optimal alignment of wants, needs and offerings in a location.

The snapshot below shows the places available in **New York** specifically **Manhattan** and **Central Park** which contains a **Museum** route.

![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/9Dlpfg-TzDxliMFOmyaFB.png)


# Knowledge on High-Demand Properties and Areas or Points of Interest 🏢

In dynamic worlds of real estate and practice, staying ahead means making informed decisions. 
This article offers insights for Knowledge Seekers and Entrepreneurs for locating properties in high-demand areas.
The knowledge provided by this app should highlight the best points of interest and publications regarding an area.

## Understanding the Landscape 🌆

1. **High-Demand Areas** 🏙️:
   - *Location is Key*: Invest in properties situated in neighborhoods with high demand for medical facilities and housing.
   - *Data-Driven Decisions*: Utilize data analytics to identify areas with growing populations and increasing long term health needs.
   - *Market Research*: Stay updated on real estate market trends and medical services demand in your personalized target locations.

2. **Points of Interest (POI)** 📍:
   - *Cultural Hubs*: Properties near museums, theaters, and cultural landmarks often attract higher rental rates and patient traffic.
   - *Proximity to Parks*: Green spaces enhance property value and offer patients a serene environment for recovery.
   - *Accessibility**: Prioritize locations with easy access to public transport, major highways, and medical facilities.

3. **Publications and Resources** 📚:
   - *Real Estate Journals*: Stay informed with publications like [Realtor Magazine](https://magazine.realtor/).
   - *Medical Journals*: Explore healthcare trends through respected journals like [NEJM](https://www.nejm.org/).

## Navigating the Medical Real Estate Nexus 🏥

1. **Optimal Clinic Locations** 🏨:
   - *Proximity to Hospitals*: Consider **properties** near established **hospitals** to tap into **referral networks**.
   - *Community Needs Analysis*: Assess **healthcare gaps** in the area and tailor your **services** to meet local demands.
   - *Zoning Regulations*: Familiarize yourself with **zoning laws** affecting **medical practices** in different **neighborhoods**.

2. **Real Estate Investment Strategies** 🏠:
   - *Diversification*: Diversify your **property portfolio** by investing in various **property types**, including **commercial spaces** near **medical centers**.
   - *Long-Term Vision*: Think about **long-term growth** and **adaptability** when acquiring properties.
   - *Property Management*: Ensure efficient **property management** for both **medical facilities** and **rental units**.

3. **Building Strong Networks** 🤝:
   - *Medical Associations*: Join local **medical associations** and **networks** to foster **collaborations with peers and specialists**.
   - *Real Estate Professionals*: Connect with **real estate** agents and **property management** experts for guidance.

## Staying Informed and Ahead 🚀

1. **Market Intelligence** 📊:
   - *Real Estate Analytics*: Leverage tools like [Zillow](https://www.zillow.com/) for real-time property data.
   - *Medical Insights*: Stay updated on medical advancements and trends through [PubMed](https://pubmed.ncbi.nlm.nih.gov/).

2. **Continuous Learning** 📖:
   - *Real Estate Courses*: Invest in your real estate knowledge with online **courses** like:
     - [Real Estate Investing for Beginners on Udemy](https://www.udemy.com/course/real-estate-investing-for-beginners-an-intro-to-investment/)
     - [Coursera Real Estate Specialization](https://www.coursera.org/specializations/real-estate)
     - [MIT OpenCourseWare Real Estate Economics](https://ocw.mit.edu/courses/urban-studies-and-planning/11-432-real-estate-economics-spring-2013/index.htm)
   - *Medical Conferences*: Stay updated with the latest medical research and advancements by attending **conferences** and **seminars** such as:
     - [American Medical Association (AMA) Conferences](https://www.ama-assn.org/meetings)
     - [World Medical Association (WMA) Events](https://www.wma.net/events/)
     - [MedPage Today's Conference Coverage](https://www.medpage.com/meetingcoverage)

3. **Community Engagement** 🏘️:
   - *Local Involvement*: Be an active member of the **communities** where your **properties** are located.
   - *Patient Outreach*: Engage with **patients** through **community health programs** and **educational initiatives**.
   - 
4. **Community Engagement by State** 🏘️:
   - **Minnesota (MN)**: In the Land of 10,000 Lakes, engage with your local community through organizations like the [Minnesota Medical Association](https://www.mnmed.org/), and contribute to healthcare initiatives that matter.
   - **California (CA)**: In the Golden State, participate in events organized by the [California Medical Association](https://www.cmadocs.org/), and explore opportunities for medical outreach and community involvement.
   - **Washington (WA)**: In the Evergreen State, connect with the [Washington State Medical Association](https://wsma.org/) to join efforts in improving healthcare access and patient education.
   - **Massachusetts (MA)**: In the Bay State, become an active member of the [Massachusetts Medical Society](https://www.massmed.org/) and engage in community health programs.
   - **Texas (TX)**: In the Lone Star State, collaborate with the [Texas Medical Association](https://www.texmed.org/) on community outreach projects and initiatives.
   - **New York (NY)**: In the Empire State, explore opportunities for community engagement through the [Medical Society of the State of New York](https://www.mssny.org/).
   - **Florida (FL)**: In the Sunshine State, join efforts led by the [Florida Medical Association](https://www.flmedical.org/) to make a positive impact on local healthcare.
   - **Hawaii (HI)**: In the Aloha State, participate in community health programs and initiatives supported by the [Hawaii Medical Association](https://www.hawaiimedicalassociation.org/).
   - **Wisconsin (WI)**: In the Badger State, connect with the [Wisconsin Medical Society](https://www.wismed.org/) to engage in community health projects and support local healthcare initiatives.

By combining your **medical expertise** with **strategic real estate decisions** and a commitment to staying informed, you can excel in both fields and build a **valuable property collection** in **high-demand areas**.

# Examples:

## Doctors in Psychiatry and Psychologists Near Mound, MN

![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/f32-QmaYy92Ag4Pu3JXYk.png)

# Mound and Lake Minnetonka Area (Google Earth project)

Google Earth URL:  https://earth.google.com/web/search/4704+cavan+road+mound+mn+55364/@44.91717772,-93.63685698,283.49123605a,6909.34027133d,30.00000001y,-113.43671639h,72.27862456t,0r/data=CigiJgokCUFjHTYfekZAERMrKMEgdUZAGTo4dDObZ1fAIdNa_O3zbFfAMikKJwolCiExM2ZOMTNIcUViQXp1QXM3alRFa3BTUTRKdnhBdUZqRHMgAToDCgEw

![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/5ob9-KGYdtQw8PY-YdYpv.png)