<commit_before># Context at /strategies and /help.

- title: "Metrics Collector: Analyze Web Metrics, Even With AJAX."
  date: "2015-08-25"
  lead: raj-singh
  headline: "Lightweight tracking to record user actions on a single-page webapp."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/metrics-collector"
    developerWorks: "https://developer.ibm.com/clouddataservices/2015/08/25/in-page-user-behavior-tracking-made-simple/"
  strategies: 
    - working-with-json
  tags: 
    - Cloudant
    - Nodejs
    - Angular

# Start 2016 below

- title: "Field Work: Offline Editing and Mapping of Geospatial Data"
  date: "2016-03-07"
  lead: raj-singh
  headline: "A demo app designed for utilities repair personnel who need to capture events in work orders."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/fieldwork"
    demo: "http://fieldwork.mybluemix.net/"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/03/07/better-infrastructure-maintenance-with-offline-mobile-maps/"
  strategies: 
    - offline-first
  tags: 
    - Cloudant
    - PouchDB
    - Nodejs
    - "Offline First"

- title: "Data-Driven Shopper Insights"
  date: "2016-05-27"
  lead: raj-singh
  headline: "Crunch open demographics data, combined with your own sales data."
  links: 
    Notebook: "https://github.com/ibm-watson-data-lab/open-data/blob/master/samples/shopper-insights.ipynb"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/05/27/data-driven-shopper-insights/"
  strategies: 
    - notebooks-for-developers
  tags: 
    - "Jupyter Notebook"
    - Python

- title: "Simple Logging Service: Our Metrics Collector App Rebuilt on a Microservices Stack"
  date: "2016-03-03"
  lead: glynn-bird
  headline: "Instead of writing data to Cloudant, this project adds data to a variety of outputs depending on the runtime environment."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/simple-logging-service"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/03/03/simple-metrics-collector-microservices-edition/"
  strategies: 
    - working-with-json
  tags: 
    - Nodejs
    - Redis
    - RabbitMQ
    - Kafka
    - Compose

- title: "Offline-First QR Code Badge Scanner"
  date: "2016-09-12"
  lead: glynn-bird
  headline: "Build a data collection app that captures and stores QR Code data, even when your network is unavailable."
  links: 
    GitHub: "https://github.com/ibm-cds-labs/badgescanner"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/05/05/offline-first-qr-code-badge-scanner/"
  strategies: 
    - offline-first
  tags: 
    - Nodejs
    - PouchDB
    - "Offline First"

- title: "Caching Cloudant Requests With cachemachine"
  date: "2016-11-22"
  lead: glynn-bird
  headline: "Increase app response time and spare your data service. Use cachemachine and Cloudant's Node.js library to cache any HTTP service with Redis as the cache store."
  links: 
    GitHub: "https://github.com/glynnbird/cachemachine"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/11/22/10602/"
    npm: "https://www.npmjs.com/package/cachemachine?cm_mc_uid=11650242990614891583122&cm_mc_sid_50200000=1490801514"
  strategies: 
    - working-with-json
  tags: 
    - Nodejs
    - Cloudant
    - Redis
    - Compose

- title: "Logshare: Stream Your Log Data With Colleagues"
  date: "2016-03-14"
  lead: glynn-bird
  headline: "A Node.js app for sharing logs in a terminal window or on a webpage."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/logshare-client"
    Compose.com: "https://www.compose.com/articles/deploying-logshare-with-compose-and-bluemix/"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/03/14/logshare/"
  strategies: 
    - working-with-json
  tags: 
    - Nodejs
    - Compose
    - Redis

- title: "Weather Forecast with PixieDust"
  date: "2016-10-06"
  lead: margriet-groenendijk
  features: 
    - pixiedust-for-jupyter
  headline: "Make your own forecast in a Python notebook."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/python-notebooks"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/10/06/your-own-weather-forecast-in-a-python-notebook/"
  strategies: 
    - notebooks-for-developers
  tags: 
    - Weather
    - Python
    - PixieDust

- title: "Sentiment Analysis of Reddit AMAs"
  date: "2016-06-23"
  headline: "Unlock the hidden sentiments of redditors."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/reddit-sentiment-analysis"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/06/23/sentiment-analysis-of-reddit-amas-using-dashdb-and-r/"
  strategies: 
    - notebooks-for-developers
  tags: 
    - Cloudant
    - Nodejs
    - Spark
    - "Jupyter Notebook"
    - Python
    - R
    - "Watson Tone Analyzer"

- title: "Predict Flight Delays with Apache Spark"
  date: "2016-12-19"
  lead: va-barbosa
  features: 
    - weather-and-data
    - pixiedust-for-jupyter
  headline: "Know about delayed flights before they happen."
  links: 
    Notebook: "https://github.com/ibm-watson-data-lab/--deprecated--simple-data-pipe-connector-flightstats/blob/master/notebook/Flight%20Predict%20with%20Pixiedust.ipynb"
    Medium: "https://medium.com/ibm-watson-data-lab/flightpredict-ii-the-sequel-fb613afd6e91"
  strategies: 
    - notebooks-for-developers
  tags: 
    - Weather
    - Cloudant
    - Spark
    - "Jupyter Notebook"
    - PixieDust

- title: "Simple Search Service"
  date: "2016-07-11"
  lead: glynn-bird
  features: 
    - simple-search
  headline: "Create a faceted search engine from a CSV, exposing an API you can use to bring search into your own apps."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/simple-search-service"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/07/11/reintroducing-the-simple-search-service/"
  strategies: 
    - working-with-json<commit_msg>Remove rogue "weather-and-data" feature<commit_after># Context at /strategies and /help.

- title: "Metrics Collector: Analyze Web Metrics, Even With AJAX."
  date: "2015-08-25"
  lead: raj-singh
  headline: "Lightweight tracking to record user actions on a single-page webapp."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/metrics-collector"
    developerWorks: "https://developer.ibm.com/clouddataservices/2015/08/25/in-page-user-behavior-tracking-made-simple/"
  strategies: 
    - working-with-json
  tags: 
    - Cloudant
    - Nodejs
    - Angular

# Start 2016 below

- title: "Field Work: Offline Editing and Mapping of Geospatial Data"
  date: "2016-03-07"
  lead: raj-singh
  headline: "A demo app designed for utilities repair personnel who need to capture events in work orders."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/fieldwork"
    demo: "http://fieldwork.mybluemix.net/"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/03/07/better-infrastructure-maintenance-with-offline-mobile-maps/"
  strategies: 
    - offline-first
  tags: 
    - Cloudant
    - PouchDB
    - Nodejs
    - "Offline First"

- title: "Data-Driven Shopper Insights"
  date: "2016-05-27"
  lead: raj-singh
  headline: "Crunch open demographics data, combined with your own sales data."
  links: 
    Notebook: "https://github.com/ibm-watson-data-lab/open-data/blob/master/samples/shopper-insights.ipynb"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/05/27/data-driven-shopper-insights/"
  strategies: 
    - notebooks-for-developers
  tags: 
    - "Jupyter Notebook"
    - Python

- title: "Simple Logging Service: Our Metrics Collector App Rebuilt on a Microservices Stack"
  date: "2016-03-03"
  lead: glynn-bird
  headline: "Instead of writing data to Cloudant, this project adds data to a variety of outputs depending on the runtime environment."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/simple-logging-service"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/03/03/simple-metrics-collector-microservices-edition/"
  strategies: 
    - working-with-json
  tags: 
    - Nodejs
    - Redis
    - RabbitMQ
    - Kafka
    - Compose

- title: "Offline-First QR Code Badge Scanner"
  date: "2016-09-12"
  lead: glynn-bird
  headline: "Build a data collection app that captures and stores QR Code data, even when your network is unavailable."
  links: 
    GitHub: "https://github.com/ibm-cds-labs/badgescanner"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/05/05/offline-first-qr-code-badge-scanner/"
  strategies: 
    - offline-first
  tags: 
    - Nodejs
    - PouchDB
    - "Offline First"

- title: "Caching Cloudant Requests With cachemachine"
  date: "2016-11-22"
  lead: glynn-bird
  headline: "Increase app response time and spare your data service. Use cachemachine and Cloudant's Node.js library to cache any HTTP service with Redis as the cache store."
  links: 
    GitHub: "https://github.com/glynnbird/cachemachine"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/11/22/10602/"
    npm: "https://www.npmjs.com/package/cachemachine?cm_mc_uid=11650242990614891583122&cm_mc_sid_50200000=1490801514"
  strategies: 
    - working-with-json
  tags: 
    - Nodejs
    - Cloudant
    - Redis
    - Compose

- title: "Logshare: Stream Your Log Data With Colleagues"
  date: "2016-03-14"
  lead: glynn-bird
  headline: "A Node.js app for sharing logs in a terminal window or on a webpage."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/logshare-client"
    Compose.com: "https://www.compose.com/articles/deploying-logshare-with-compose-and-bluemix/"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/03/14/logshare/"
  strategies: 
    - working-with-json
  tags: 
    - Nodejs
    - Compose
    - Redis

- title: "Weather Forecast with PixieDust"
  date: "2016-10-06"
  lead: margriet-groenendijk
  features: 
    - pixiedust-for-jupyter
  headline: "Make your own forecast in a Python notebook."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/python-notebooks"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/10/06/your-own-weather-forecast-in-a-python-notebook/"
  strategies: 
    - notebooks-for-developers
  tags: 
    - Weather
    - Python
    - PixieDust

- title: "Sentiment Analysis of Reddit AMAs"
  date: "2016-06-23"
  headline: "Unlock the hidden sentiments of redditors."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/reddit-sentiment-analysis"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/06/23/sentiment-analysis-of-reddit-amas-using-dashdb-and-r/"
  strategies: 
    - notebooks-for-developers
  tags: 
    - Cloudant
    - Nodejs
    - Spark
    - "Jupyter Notebook"
    - Python
    - R
    - "Watson Tone Analyzer"

- title: "Predict Flight Delays with Apache Spark"
  date: "2016-12-19"
  lead: va-barbosa
  features: 
    - pixiedust-for-jupyter
  headline: "Know about delayed flights before they happen."
  links: 
    Notebook: "https://github.com/ibm-watson-data-lab/--deprecated--simple-data-pipe-connector-flightstats/blob/master/notebook/Flight%20Predict%20with%20Pixiedust.ipynb"
    Medium: "https://medium.com/ibm-watson-data-lab/flightpredict-ii-the-sequel-fb613afd6e91"
  strategies: 
    - notebooks-for-developers
  tags: 
    - Weather
    - Cloudant
    - Spark
    - "Jupyter Notebook"
    - PixieDust

- title: "Simple Search Service"
  date: "2016-07-11"
  lead: glynn-bird
  features: 
    - simple-search
  headline: "Create a faceted search engine from a CSV, exposing an API you can use to bring search into your own apps."
  links: 
    GitHub: "https://github.com/ibm-watson-data-lab/simple-search-service"
    developerWorks: "https://developer.ibm.com/clouddataservices/2016/07/11/reintroducing-the-simple-search-service/"
  strategies: 
    - working-with-json
{'fraction_non_alphanumeric': 0.11951891756452017, 'fraction_numerical': 0.03841977783345862, 'mean_word_length': 3.1590830149357414, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 48, 'lorem ipsum': 0, 'www.': 4, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '2311421', 'n_tokens_mistral': 4658, 'n_tokens_neox': 4161, 'n_words': 885}