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remove environment file, not used anymore in this project
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README.md

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NYC Open Data provides a treasure-trove of information - all publicly available with a click of a button. While having access to data is great, its analysis is often a difficult process for beginners, potentially creating barriers in one's open data journey. Additionally, performing data analysis in a reproducible way is often limited or even discarded altogether.
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*Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data* is a four-part series as listed in the sections below. These collection of notebooks serve as references/user guides for how to apply Python to real-world Data Analysis projects. The repository features notebooks that will utilize the [Python programming language](https://www.python.org/) and datasets from [NYC Open Data](https://opendata.cityofnewyork.us/). This series exemplifies how data analytics can be used for discovering useful information and supporting decision-making.
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*Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data* is a four-part series as listed in the sections below. These collection of notebooks serve as references and user guides for how to apply Python to real-world Data Analysis projects. The repository features notebooks that will utilize the [Python programming language](https://www.python.org/) and datasets from [NYC Open Data](https://opendata.cityofnewyork.us/). This series exemplifies how data analytics can be used for discovering useful information and supporting decision-making.
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Sections include:
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**Part 1: Reading and Writing Files in Python**
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- **Part 1: Reading and Writing Files in Python**
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Demonstrates various ways to read (load) and write (save) data using the Python programming language. The datasets contain common file formats such as comma-separated values (csv), JavaScript Object Notation (json), shapefiles (i.e. format for geometric location and attribute information) and zip files.
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**Part 2: Data Inspection, Cleaning, and Wrangling in Python**
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- **Part 2: Data Inspection, Cleaning, and Wrangling in Python**
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Demonstrates various ways to to inspect, clean, wrangle, and detect any outliers in your data.
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**Part 3: Plotting and Data Visualization in Python**
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- **Part 3: Plotting and Data Visualization in Python**
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Demonstrates various examples of plotting and data visualizations.
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**Part 4: Geospatial Data and Mapping**
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- **Part 4: Geospatial Data and Mapping**
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Demonstrates various workflows of working with geospatial data and mapping.
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# 2. Notebooks
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- [Sodapy Tutorial Using NYC Open Data](https://github.com/mebauer/sodapy-tutorial-nyc-open-data): This tutorial demonstrates how to use sodapy and provides examples of querying data using Socrata Query Language or SoQL.
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# Say Hello!
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I can be reached at:
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Twitter: [markbauerwater](https://twitter.com/markbauerwater)
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LinkedIn: [markebauer](https://www.linkedin.com/in/markebauer/)
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GitHub: [mebauer](https://github.com/mebauer)
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# Say Hello!
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Feel free to reach out for further discussions.
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- LinkedIn: [markebauer](https://www.linkedin.com/in/markebauer/)
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- GitHub: [mebauer](https://github.com/mebauer)
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- Portfolio: [mebauer.github.io](https://mebauer.github.io/)
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Keywords: *Data Analysis, Data Science, Python, pandas, numpy, matplotlib, seaborn, GeoPandas, Jupyter Notebook, Anaconda, NYC Open Data, Building Footprints, PLUTO, Open Data, Open Source, Open Science, Exploratory Data Analysis, EDA*

environment.yml

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