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updated data products in readme
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README.md

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@@ -26,16 +26,9 @@ PET CARE INDUSTRY | BUSINESS INTELLIGENCE | BCG GROWTH-SHARE MATRIX | FEATURE EN
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<img src="/img/01_Growth_Share_Matrix_of_Licensed_Dogs.jpeg" title="BCG Growth-Share Matrix">
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</p>
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- [x] **The BCG Matrix**<br>
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- [x] **The BCG Growth Matrix**<br>
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Data-driven visualization of the pet care industry in New York City based on constituent growth rates and market share, creating four quadrants called Dogs, Question Marks, Stars and Cash Cows.
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- [x] **The BCG Matrix: Dogs**<br>
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Low-growth, low-share markets that typically struggle to break-even. The conventional wisdom of analysts is to liquidate business in this area.
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- [x] **The BCG Matrix: Question Marks**<br>
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High-growth, low-share markets that have both potential and risk. New businesses target this area through a select and divest strategy.
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- [x] **The BCG Matrix: Stars**<br>
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Question Marks that have been widely adopted to become market leaders. Continued growth pushes firms to invest due to high competition.
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- [x] **The BCG Matrix: Cash Cows**<br>
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Mature markets where entrenched players can maintain their position with minimal investment, allowing them to milk reliable cash flows.
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- [x] **New York Neighborhoods**<br>
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- [x] **Competitor Concentration**<br>
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Concentration Ratios (CR) and Herfindahl-Hirschman Index (HHI) of the total market share held by the top firms in the industry as well as the geographic density by neighborhood.
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- [x] **Market Size**<br>
@@ -47,29 +40,40 @@ YELP FUSION API | NYC OPEN DATA | REQUESTS
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The American Pet Products Association (APPA) [estimates](https://www.americanpetproducts.org/press_releasedetail.asp?id=191) that the pet care industry will exceed $75 billion in 2019, increasing by 3.9% over the previous year. Consumer spending categories are led by pet food ($32 billion), veterinary care ($19 billion) and supplies & OTC medicine ($16 billion).
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**[New York State Department of Health Zip Codes](https://www.health.ny.gov/statistics/cancer/registry/appendix/neighborhoods.htm)**
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* 5 Boroughs
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* 42 Neighborhoods
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* 178 ZIP Codes
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* ZIP Code
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* Neighborhood
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* Borough
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**[Yelp Pet Stores and Pet Services](https://www.yelp.com/fusion)**
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* 1,502 unique pet stores and services actively operating in 2019
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* Business Category
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* Business ID
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* Business Name
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* Is Closed / Open
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* Review Count
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* Rating
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* Zip Code
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**[NYC Dog Licensing Dataset](https://data.cityofnewyork.us/Health/NYC-Dog-Licensing-Dataset/nu7n-tubp)**
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* 122,000 licensed dogs in New York City
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* Animal Name
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* Animal Gender
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* Animal Birth Month
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* Breed Name
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* Borough
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* Zip Code
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* Community District
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* City Council District
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* Congressional District
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* State Senatorial District
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* License Issued Date
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* License Expired Date
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## Output Results
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PYTHON | PANDAS | SQL | SQLITE3 | JSON | TIME | PLOTLY | SEABORN | MATPLOTLIB | NUMPY
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**[New York City Neighborhoods](https://github.com/acdick/framing_data_with_dataframes/blob/master/src/01_Neighborhoods.ipynb)**
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PYTHON | PANDAS | SQL | SQLITE3 | JSON | PLOTLY | SEABORN | MATPLOTLIB | NUMPY | TIME
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**[Pet Stores and Services](https://github.com/acdick/framing_data_with_dataframes/blob/master/src/02_Pet_Stores_and_Services.ipynb)**
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**[Licensed NYC Dogs](https://github.com/acdick/framing_data_with_dataframes/blob/master/src/03_Dogs.ipynb)**
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**[Exploratory Data Analysis](https://github.com/acdick/framing_data_with_dataframes/blob/master/src/04_Exploratory_Data_Analysis.ipynb)**
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* Competitor concentration
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* Market size
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* The BCG Growth-Share Matrix
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**[New York Neighborhoods](https://github.com/acdick/framing_data_with_dataframes/blob/master/src/01_Neighborhoods.ipynb)**
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* 5 Boroughs
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* 42 Neighborhoods
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* 178 ZIP Codes
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**First 10 Neighborhoods in New York, Mixed Format (Wide and Long ), NYS Dept. of Health**<br>
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<img src="/img/03_First_10_Neighborhoods_Long_Format.png" title="First 10 Neighborhoods Long Format">
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</p>
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**[Pet Stores and Services](https://github.com/acdick/framing_data_with_dataframes/blob/master/src/02_Pet_Stores_and_Services.ipynb)**
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* 1,502 unique pet stores and services actively operating in 2019
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* Store Count
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* Share Percentage by Business
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* Concentration Index
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**First 10 New York Pet Stores and Pet Services Actively Operating in 2019, Yelp Fusion API**<br>
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<p align="center">
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<img src="/img/06_Concentration_Ratios_for_Top_8_Neighborhoods.png" title="Concentration Ratios for Top 8 Neighborhoods">
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</p>
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**[Licensed NYC Dogs](https://github.com/acdick/framing_data_with_dataframes/blob/master/src/03_Dogs.ipynb)**
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* 121,713 licensed dogs in New York City
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**First 10 of 121,713 New York Licensed Dogs from 2014–2022, NYC Open Data**<br>
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<p align="center">
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<img src="/img/07_First_10_Licensed_Dogs.png" title="First 10 Licensed Dogs">
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</p>
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**[Exploratory Data Analysis](https://github.com/acdick/framing_data_with_dataframes/blob/master/src/04_Exploratory_Data_Analysis.ipynb)**
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* Competitor concentration
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* Market size
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* The BCG Growth-Share Matrix
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* **Dogs**<br>
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Low-growth, low-share markets that typically struggle to break-even. The conventional wisdom of analysts is to liquidate business in this area.
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* **Question Marks**<br>
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High-growth, low-share markets that have both potential and risk. New businesses target this area through a select and divest strategy.
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* **Stars**<br>
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Question Marks that have been widely adopted to become market leaders. Continued growth pushes firms to invest due to high competition.
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* **Cash Cows**<br>
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Mature markets where entrenched players can maintain their position with minimal investment, allowing them to milk reliable cash flows.
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**Market Share and Growth Rate (2014–2019) of Pet Care Industry for First 10 Neighborhoods in New York**<br>
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<p align="center">

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