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RMS’s Services apply security methods based on industry standards, including technologies such as pseudo-anonymization, hashing and encryption to protect Your Data against unauthorized access during storage and transmission. RMS takes reasonable measures to help protect information about You from loss, theft, misuse, unauthorized access, disclosure, alteration and destruction. We will not provide anyone else with access to Your Data unless You give us Your permission to do so or when we are explicitly and lawfully ordered to do so following due legal process.
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When You use one of our Services You may choose to accept product information and marketing communications from RMS. If You choose to do so, You may opt out of receiving promotional emails or messages from RMS by clicking the unsubscribe button at the bottom of the email or by contacting us via<EMAIL_ADDRESS>We may also retain certain information as required by law or for legitimate business purposes.


Internet Studio I
ATEC 3361 Fall 2013
Course Content - Week 6
Overview
We will continue to explore the use of grids for structuring our content. We'll explore Bootstrap 3.0 which is a grid based design platform. We'll also talk about creating a mood board for your in class presentation.
Required Reading
- Bootstrap - Getting Started - Official Bootstrap guide
- SitePoint Understanding Bootstrap 3.0 Tutorial
- Bootstrap 3 Grid Introduction
Bootstrap
Supplemental Resources
- Dev DocsSearchable Specification Reference
- CSS Float Theory - Smashing Magazine
HTML & CSS
- Mail Chimp Pattern Library
- UI Kit Use
- UI Patterns
UI Design Patterns
- Paintstrap - Bootstrap theme customizer
- UI Kit Use
- Free UI Kits
Theme Styling
- Bootstrap Theme
- Built With Bootstrap
- Siiimple Themes


| File | Statements | Branches | Functions | Lines | |||||
|---|---|---|---|---|---|---|---|---|---|
| ast.js | 90.68% | 214/236 | 85.19% | 46/54 | 80.26% | 61/76 | 97.52% | 157/161 | |
| doc.js | 71.71% | 185/258 | 78.57% | 132/168 | 81.82% | 18/22 | 71.3% | 159/223 | |
| engine.js | 87.99% | 769/874 | 80.65% | 400/496 | 97.5% | 78/80 | 89.38% | 707/791 | |
| guppy.js | 87.82% | 411/468 | 66.35% | 140/211 | 94.23% | 49/52 | 91.19% | 383/420 | |
| parser.js | 89.9% | 187/208 | 80.36% | 45/56 | 74.42% | 32/43 | 93.01% | 173/186 | |
| settings.js | 98.9% | 90/91 | 83.33% | 5/6 | 88.89% | 8/9 | 98.89% | 89/90 | |
| symbols.js | 94% | 141/150 | 84.85% | 56/66 | 87.5% | 7/8 | 96.92% | 126/130 | |
| utils.js | 100% | 42/42 | 100% | 27/27 | 100% | 7/7 | 100% | 37/37 | |
| version.js | 77.78% | 7/9 | 100% | 0/0 | 0% | 0/2 | 77.78% | 7/9 |


at first I'd like to thank you for your awsome plugin! I really appreciate your work and hope you get the feedback you deserve!
Since the battlelog got the extension "loadout" I was always wondering why there is no stats given to the weapons I choose to equip.
I would help me a lot if I could see if there is still something to unlock or/and the distance to next service star for at least the chosen weapons (maybe for all I can choose for a slot in the popup window).
Do you like that idea?
Best regards
Sebastian
BrainFooLong
Administrator
The idea is good, but requires a lot of work.
I'll think about it, not rejected but also not confirmed as a new feature.


Copyright 2012 Edward Callahan
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
This project is an example project for the book Easy Web Development with WaveMaker.
Source code for this project and all the Easy Web Development with WaveMaker example projects can be found on GitHub at:
https://github.com/edwardcallahan/Easy-Web-Samples


---
layout: post
status: publish
published: true
title: Workflow Complexity
author:
display_name: Tomas Restrepo
login: tomasr
email<EMAIL_ADDRESS>url: http://winterdom.com/
author_login: tomasr
author_email<EMAIL_ADDRESS>author_url: http://winterdom.com/
wordpress_id: 957
wordpress_url: http://winterdom.com/2006/08/workflowcomplexity
date: '2006-08-18 13:02:24 +0000'
date_gmt: '2006-08-18 13:02:24 +0000'
categories:
- ".NET"
- Architecture
- WinFX
- Workflow
tags: []
comments: []
---
Brian Noyes postes here about the complexities in developing for Windows Workflow Foundation. In general, I have to agree with his sentiment. Workflow in general is not trivial and requires approaching it with a somewhat different mindset, and it's no different with Workflow Foundation.
Some of what Bryan talks about is caused in part by this conceptual model differences, and partly just because of the way WF works. But, up to a point, most of what he mentions is just the superficial issues. Things get far more complex once you start diving deeper into it, and there are quite a few issues that will bite you if you're not aware of the WF model.
Some examples:
- The execution model is not exactly trivial (though it is extremely powerful). It has several points that are not very intuitive and the overal design-time experience might make you feel it should work different than what it actually does. For example:
- WF workflows (or rather activities) basically operate as prototype definitions at runtime. This can cause issues when manipulating properties, so you need to be careful to ensure you are manipulating the executing instance and not the prototype instance.
- The WF execution model and thus the behavior of running workflows can be substantially affected by what services are configured in the WF runtime. This can be quite surprising in some scenarios and can easily break your workflow definitions.
- The threading model in WF is far more complex than your regular .NET code (which is expected), but since there are multiple alternative scheduling services, they can also affect how your workflow definitions get executed with sometimes surprising results.
- The extensibility model in WF is pretty amazing, and how the runtime is completely supported by a set of configurable and extensible services is one of the really strong points in WF. However, it also adds a lot to the complexity because what you tested and worked under one configuration might very well not work under another and it also means you need to be aware of the type of workflow you're building and the activities you're using and what services they require.
- Even with the Activity Binding facilities in WF (which are really cool), no-code (or little-code) workflows are still hard, and people will tend to escape this by using a lot of CodeActivities and event handlers to hook things together through code. This has both advantages and disadvantages.
- Creating new activities is easy. Creating good activities can be pretty hard.
None of this retracts overall from the WF platform; it's still a pretty important part of the .NET FX 3 platform; it just means you need to be well informed about what you're getting into if you decide to take advantage of it. At the end, it ain't no silver bullet.


installed and still nothing sadly .Willing to send Dev w/e he asks for screen caps etc .
BrainFooLong
Administrator
BiohazardSperm wrote:
installed and still nothing sadly .Willing to send Dev w/e he asks for screen caps etc .
3.5.2 isn't working on FF 22.
You need to install 3.5.3
Topicstarter
BiohazardSperm
sorry i am using 3.5.3 .Was in a rush out the door for a delivery sorry .
 Is it enabled in the addon manager.
2. Is in the addon manager version 3.5.3 visible?
3. Are you NOT on a https version of battlelog?
4. Screenshot of your battlelog?
5. CTRL + SHIFT + K -> Console -> Any JS errors (only JS tab activated)?
 Is it enabled in the addon manager.
2. Is in the addon manager version 3.5.3 visible?
3. Are you NOT on a https version of battlelog?
4. Screenshot of your battlelog?
5. CTRL + SHIFT + K -> Console -> Any JS errors (only JS tab activated)?
No js errors listed when checked
I am on a plain regular https login at Battlelog (standard login method)
See attachments please,and thank you for all your work.If anything else i can provide just let me know.Ill be on and off the next 9 hours then gone till late Sunday EST US.
****i cant see my attachments in post but they show ready when i click my attachments in edit after posting,i hope you can view them also.
Post edited 1 x times, last by
ORFK
Global Moderator
ORFK
Global Moderator
you have to include the shortcode which is showed up under the file name.
if in your adress bar / url -line you can see a HTTPS it will NEVER work.
read the following introctions:
This is where im lost,if a way to fix it is know please explain better as im not sure even after reading the link.this is the 1st update BBL ive ever had this issue with also.
nope this doesn't work ....nope.JPG (26.78kB)
BBCode:
nope.JPG
BrainFooLong
Administrator
Disable all Ad Blocker addons and try again.
This addons block scripts, maybe also our addon.
Topicstarter
BiohazardSperm
uninstalled noscript ,reinstalled BBL no change .
I am running Beta FF currently on 22.0 if that helps.Sorry for time between posts I've had a health issue take priority over everything.
BrainFooLong
Administrator
BiohazardSperm wrote:
uninstalled noscript ,reinstalled BBL no change .
I am running Beta FF currently on 22.0 if that helps.Sorry for time between posts I've had a health issue take priority over everything.
Sry but this is an old thread and 3.5.2 doesn't exist anymore.
BrainFooLong
Administrator
BrainFooLong wrote:
BiohazardSperm wrote:
uninstalled noscript ,reinstalled BBL no change .
I am running Beta FF currently on 22.0 if that helps.Sorry for time between posts I've had a health issue take priority over everything.
Sry but this is an old thread and 3.5.2 doesn't exist anymore.
Sry about closing that, was a mistake.
BrainFooLong
Administrator
So, well than.
Tried you all installation hints from that new page?


Line-Yahoo Japan merger may happen by end of 2020
Messaging app provider Line Corp. and the company controlling Yahoo Japan Corp. are considering merging their operations by the end of 2020, sources familiar with the matter said Saturday.
Yahoo Japan operator Z Holdings Corp., which is a SoftBank Group Corp. holding company, and Line may announce their merger plan as early as next week, the sources said.
SoftBank and Line hope to expand their internet businesses, including online retailing, advertising and mobile phone services, the sources said.
In fiscal 2018, which ended in March, Z Holdings posted group sales of ¥954.7 billion while Line had sales of ¥207.1 billion in the business year ended last December.
Their combined sales would be the largest among the nation’s online business operators, surpassing those of e-commerce giant Rakuten Inc.
Line has about 164 million users of its messaging app in Japan, Taiwan and Southeast Asia, while more than 50 million people visit Yahoo Japan’s website each month.
The two companies plan to operate their smartphone payment services separately while seeking to improve efficiency and convenience.
Z Holdings’ PayPay service has 19 million customers and Line Pay has 37 million.
The companies will consider eventually merging their digital payment businesses, depending on the outcome of an antitrust review, the sources said.
SoftBank and South Korea’s Naver Corp., the parent company of Line, are considering merging the units under a new joint company, other sources have said.
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{% extends "WPSsite/header.html" %} {% block content %}
{% load staticfiles %}We first learnt about the Europa Challenge towards the end of May 2017. The goal of creating an application that uses NASA's WebWorldWind to help save the planet was an appealing target. With our strong collective experience of software engineering, we saw potential in giving the challenge a go.
Initial brainstorming revolved around predicting natural disasters, such as hurricanes, tornadoes, wildfires and flooding. Wildfires eventually came out on top, following several fierce debates within the team. We then spent a week researching wildfires, how they can be predicted, and the types of data we will need to do this. Eventually, we came up with a project specification to show to our mentor Lilian.


Your web browser must have JavaScript enabled in order for this application to display correctly.
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Use your camera to scan the QR code.
Scanned text


| alert-type | alert-details |
|---|---|
| SAVED_SEARCH | Saved search alerts |
| REPLY_AD | Reply ad alerts |
| status-type | status-detail |
|---|---|
| ACTIVE | Alert is active, backend listen for new search results and alerts. |
| INACTIVE | Alert is not active, backend will not generate any alerts. |
| destination-type | destination (details) |
|---|---|
| PUSH_NOTIFICATION | device-token |
| SMS | phone-number |
| email address |
POST /alerts
Expected response codes:GET /alerts/{alertId}
Expected response codes:PUT /alerts/{alertId}
Expected response codes:DELETE /alerts/{alertId}
Expected response codes:GET /alerts
Search-Parameters:| param-name | param-detail |
|---|---|
| deviceToken | Alerts referenced by certain mobile-device (identified with device-token). In effect all alerts which have PUSH_NOTIFICATION destination-type |
| Alerts which have specific email-address destination-type |
# get all alerts GET /alerts # search for alerts connected to device-token GET /alerts?deviceToken=aadf-21fd-a1g2-43aa # by email GET /alerts?email=foo@bar.de


import { sprintf } from 'sprintf-js'
// Regexes taken from or inspired by sprintf-js
const Regex = {
TEMPLATE_LITERAL: /\${([^)]+?)}/g,
KEY: /^([a-z_][a-z_\d]*)/i,
KEY_ACCESS: /^\.([a-z_][a-z_\d]*)/i,
INDEX_ACCESS: /^\[(\d+)\]/
}
/**
* imported from https://github.com/bigchaindb/js-utility-belt/
*
* Formats strings similarly to C's sprintf, with the addition of '${...}' formats.
*
* Makes a first pass replacing '${...}' formats before passing the expanded string and other
* arguments to sprintf-js. For more information on what sprintf can do, see
* https://github.com/alexei/sprintf.js.
*
* Examples:
* formatText('Hi there ${dimi}!', { dimi: 'Dimi' })
* => 'Hi there Dimi!'
*
* formatText('${database} is %(status)s', { database: 'BigchainDB', status: 'big' })
* => 'BigchainDB is big'
*
* Like sprintf-js, string interpolation for keywords and indexes is supported too:
* formatText('Berlin is best known for its ${berlin.topKnownFor[0].name}', {
* berlin: {
* topKnownFor: [{
* name: 'Currywurst'
* }, ...
* ]
* }
* })
* => 'Berlin is best known for its Currywurst'
*/
export default function formatText(s, ...argv) {
let expandedFormatStr = s
// Try to replace formats of the form '${...}' if named replacement fields are used
Eif (s && argv.length === 1 && typeof argv[0] === 'object') {
const templateSpecObj = argv[0]
expandedFormatStr = s.replace(Regex.TEMPLATE_LITERAL, (match, replacement) => {
let interpolationLeft = replacement
/**
* Interpolation algorithm inspired by sprintf-js.
*
* Goes through the replacement string getting the left-most key or index to interpolate
* on each pass. `value` at each step holds the last interpolation result, `curMatch` is
* the current property match, and `interpolationLeft` is the portion of the replacement
* string still to be interpolated.
*
* It's useful to note that RegExp.exec() returns with an array holding:
* [0]: Full string matched
* [1+]: Matching groups
*
* And that in the regexes defined, the first matching group always corresponds to the
* property matched.
*/
let value
let curMatch = Regex.KEY.exec(interpolationLeft)
if (curMatch !== null) {
value = templateSpecObj[curMatch[1]]
// Assigning in the conditionals here makes the code less bloated
/* eslint-disable no-cond-assign */
while ((interpolationLeft = interpolationLeft.substring(curMatch[0].length)) &&
value != null) {
if ((curMatch = Regex.KEY_ACCESS.exec(interpolationLeft))) {
value = value[curMatch[1]]
} else if ((curMatch = Regex.INDEX_ACCESS.exec(interpolationLeft))) {
value = value[curMatch[1]]
} else {
break
}
}
/* eslint-enable no-cond-assign */
}
// If there's anything left to interpolate by the end then we've failed to interpolate
// the entire replacement string.
if (interpolationLeft.length) {
throw new SyntaxError(
`[formatText] failed to parse named argument key: ${replacement}`
)
}
return value
})
}
return sprintf(expandedFormatStr, ...argv)
}
|


This is the top level package for the Mercury Application.
This package contains the following:
- The model - that is responsible for anything to do with connecting to the underlying messaging mechanisms
- The view - that is responsible for anything to do with the visual aspects of the application
Package Specification
Related Documentation


|
Refresh every ms
Since your browser does not have TCP sockets, a websocket proxy is needed to connect to the Opatomic server.
The opad
server includes a websocket proxy that can be used if you add the --wsport
command line argument when launching.
Example command:
./opad --wsport 8080 --allowresp 1
Then connect to ws://localhost:8080/
at the top of this page.
View this project's source on github.


San Diego Continuing Education (SDCE) is the adult education division of the San Diego Community College District (SDCCD). As the largest provider of noncredit education in California, SDCE's mission is to provide accessible, equitable, and innovative quality education and career training to adult students. SDCE has offered free career training and classes continuously for more than 100 years.


Colored Arrows indicate triples used in this query. The colors encode different parts of the query, that this triple showed up.
| Regular triple with no special meaning. It was part of the WHERE-clause | |
| This triple was inserted with this query | |
| This triple was deleted with this query | |
| This triple is part of a MINUS-statement | |
| This triple is part of a CONSTRUCT-statement | |
| This triple is part of an OPTIONAL-statement |
Ellipses indicate Subjects and Predicates of a query.
Ellipses can be dragged around with the mouse.
| Regular subject/predicate with no special meaning. | |
| This subject/predicate was part of a SELECT-statement. |
Symbols in the graph represent different special statements of the query that a subject/object was part of.
By hovering the icon, you can see all subjects, predicates and objects that were part of this statement.
Please note that the symbols are only shown, when at least one subject/object were part of the statement.
If only predicates were part of a statement, you can highlight them by hovering the statement in the sidebar.
| GRAPH-statement. | |
| FILTER-statement. | |
| BIND-statement. | |
| ORDER-statement. | |
| SERVICE-statement. |


Scooby Doo is a rescue dog. Currently, he works for Mysteries Five-an organisation that helps fight local crimes. Here is the picture of him with his crew:


DijScrape is a web app that will find phone numbers from the inbox of your Gmail and present them to you.
{% extends "base.html" %} {% block title %}Create a contact list from phone numbers in your email{% endblock %} {% block priorityscripts %} {% endblock %} {% block content %}
DijScrape is a web app that will find phone numbers from the inbox of your Gmail and present them to you.


Duncan beats Simpson in play-off to win RSM Classic
by OmnisportTyler Duncan clinched his breakthrough PGA Tour victory after a sudden-death play-off at the RSM Classic.
Thirty-year-old Duncan celebrated his first career win thanks to a birdie on the second extra hole against Webb Simpson on Sunday.
A play-off was needed after Duncan and Simpson finished level at 19 under through 72 holes in Georgia.
Duncan had finished with a flurry by birdieing three of his final four holes, including his remaining two at Sea Island, for a five-under-par 65.
Fellow American and former U.S. Open winner Simpson, meanwhile, carded a final-round 67 on the Seaside Course.
A play-off ensued, and the pair parred the opening hole before Duncan birdied the par-four 18th the second time through.
"Just so happy to be here playing. To come out here and win, it's just unbelievable," Duncan said afterwards.
Colombia's Sebastian Munoz ended the tournament a stroke adrift following his two-under-par 68.
Brendon Todd's hat-trick bid faltered as he finished outright fourth at 16 under after a forgettable two-over-par 72.
Not since Dustin Johnson in 2017 had anyone won three straight starts on the PGA Tour, while not since Tiger Woods in 2006 had anyone claimed three successive tournaments on the Tour schedule.
Todd – coming off wins at the inaugural Bermuda Championship and Mayakoba Golf Classic – was unable to secure his third consecutive victory, despite starting the day with a two-shot lead.


The annual African Restaurant week festival is taking place October 8th weekend in Flatbush, Brooklyn marking the 8th year of the African fashion, music, food and cultural festival. As a Ugandan born New Yorker I was excited to go on their website to find food from my home being featured, but since I have yet to find any Ugandan restaurants in New York City I shouldnt have been surprised at the lack of options. With Sub Saharan Africans making up only 4.5% of immigrant population and New York and with New York not being a notable diasporic location for Ugandans and East Africans in general, the lack of representation in New York's "African" cuisine is expected.
As of 2019, only 21,718 of New York's 468,820 foriegn born population are African, that is only 4.6% according to social explorer's (2019) estimates . Ethiopians are the most represented East African country in New York and still only make up 0.3% of New York City's foreign born population. But let me stop harping on my little piece of Africa, any African cultural representation in New York is wonderful to see.
Here are the top five home countries of foreign born Africans and how they will be represented at this years festival (country demographic data is from social explorer (2019) estimates):
2,204 foreign born in New York and 0.5% of New York's total foreign born population. 4 of the 119 restaurants represented are Nigerian this includes Africana Restaurant Root & Bone, Amy Ruth's and Cholate Restaurant & Bar, all in Harlem with Peri Per Grill House and Amandla in Brooklyn.
1,985 foreign born in New York and 0.4% of New York's total foreign born population. 5 of the 119 restaurants represented are South African, this includes Africana Restaurants in Jamaica, queens, Divine Flavored catoring in Brooklyn, Brooklyn Suya, and Buka New York, both also in queens
1,518 foreign born in New York and 0.3% of New York's total foreign born population. 5 of the 119 restaurants represented are Ethiopian, this includes Ghenet in Brooklyn, Awash in West Harlem, Queen of Sheba in Manhattan's Hells Kitchen, Meskerem in lower Manhattan, and Bunna Cafe in Brooklyn.
1,348 foreign born in New York and 0.3% of New York's total foreign born population. 0 of the 119 restaurants represented are Ghanaian.
1,266 foreign born in New York and || 0.3% of New York's total foreign born population. 0 of the 119 restaurants represented are Egyptian.


Victor Crest
26
London
80K
Followers
803K
Likes
1.4K
Photos
Challenge by
Frontend Mentor
. Coded by
Rafael Yutaka Yasuda
.


Crossword: LessWrong Halloween 2022
By
Jchan
Toggle numbers
Toggle letters
Save/load
JavaScript is required. (Or, try the
PDF version
of this puzzle.)
Across
Down


Top Hat (1935)
Grade: 56
"Top Hat" was one of ten films that Fred Astaire and Ginger Rogers made together, and is probably the most famous of those films. It was nominated for Best Picture, and features songs by Irving Berlin.
The plot has dancer Astaire working on a show with producer Edward Everett Horton. He romances Ginger Rogers, who plays hard to get, mostly because she thinks that he is Horton, who is already married to Helen Broderick. Astaire's rival for Rogers is Erik Rhodes, who plays a comic relief character, the pompous fashion designer Beddini.
Astaire's vehicles are praised primarily for the dance numbers. Certainly, Astaire can glide across a dance floor, and he can tap dance and choreograph a production number. It is apparent that much effort has gone into his performance. He knows how to sing, although his voice is nothing special, and the songs have been painstakingly composed, although bland from being stripped of anything that anyone would find objectionable.
One of the dance numbers has Astaire shooting a row of dancers with his cane. Originality like this is much more interesting to me than watching Astaire flail his arms and tap dance, which Bugs Bunny can do with more flair.
But most of the movie is dialogue, and if you are renting the film for the dancing you will need to do plenty of fast-forwarding. The script is average, with the plot based on a misunderstanding, as if taken from an episode of "Three's Company".
 Normally this "co-incidence" would bother me, but I have to admit that he is my favorite character in the film. Director Mark Sandrich should have given him more scenes.
<EMAIL_ADDRESS>http://members.tripod.com/~Brian_Koller/movies.html
The review above was posted to the
rec.arts.movies.reviews newsgroup (de.rec.film.kritiken for German reviews).
The Internet Movie Database accepts no responsibility for the contents of the
review and has no editorial control. Unless stated otherwise, the copyright
belongs to the author.
Please direct comments/criticisms of the review to relevant newsgroups.
Broken URLs inthe reviews are the responsibility of the author.
The formatting of the review is likely to differ from the original due
to ASCII to HTML conversion.
Related links: index of all rec.arts.movies.reviews reviews


This demo shows how generalizable getter/setter methods can be used on an object
Manipulate the input elements below to change the course object
input
course


Reconstructing a model consists of generating an initial model, gapfilling the model on a given media, and running an FBA simulation on a given media. If no media is provided, "complete" media will be used.


|
Imperx Tools SDK
<IP_ADDRESS>
|
Data structure for description of User Data linked with Imperx Image. More...
#include <IpxUserData.h>
Public Attributes | |
| unsigned long | type |
| unsigned long | id |
| unsigned long | size |
| void * | data |
| bool | createdIpx |
| _IpxUserData * | pNext |
Data structure for description of User Data linked with Imperx Image.
| unsigned long IpxUserData::type |
type Type of user data. (II_NOT_DATA, II_HASHTABLE, II_XML_DATA, II_CUSTOM_DATA)
| unsigned long IpxUserData::id |
id ID of user data (must be > 0).
| unsigned long IpxUserData::size |
size Size of user data.
| void* IpxUserData::data |
data User data.
| bool IpxUserData::createdIpx |
createdIpx Indicates if user data was created by IpxTools. If true, then the user data is created by IpxTools.
| _IpxUserData* IpxUserData::pNext |
pNext Pointer to next User data block, or nullptr if next block does not exist.


Use this page to grant access to this portfolio using API keys.
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The following API keys have access to this portfolio.


Welcome to the Rock, Paper, Scissors world!
You
PC
This is dialog
start
Again
Your browser isn't invited for super fun time.
Your broswer isn't invited for super fun time'


Below please fill out which toppings you would like on your pizza!
What size pizza would you like?
What type of crust would you like on your pizza?
What type of sauce would you like on your pizza?
How much cheese would you like?
What kind of Meat would you like on your pizza?
What kind of non-meat toppings would you like on your pizza?
This is your pizza that your ordered:
Total:


Single Page App HTTP Server
Up and running in this directory. Enjoy the pictures.
This
link
should not work
Get some data using the proxy


Contents:
An Interactive Spelling Checker
Generating a Formatted Index
Spare Details of the masterindex Program
This chapter presents two complex applications that integrate most features of the awk programming language. The first program, spellcheck, provides an interactive interface to the UNIX spell program. The second application, masterindex, is a batch program for generating an index for a book or a set of books. Even if you are not interested in the particular application, you should study these larger programs to get a feel for the scope of the problems that an awk program can solve.
The UNIX spell program does an adequate job of catching spelling errors in a document. For most people, however, it only does half the job. It doesn't help you correct the misspelled words. First-time users of spell find themselves jotting down the misspelled words and then using the text editor to change the document. More skilled users build a sed script to make the changes automatically.
The spellcheck program offers another way - it shows you each word that spell has found and asks if you want to correct the word. You can change each occurrence of the word after seeing the line on which it occurs, or you can correct the spelling error globally. You can also choose to add any word that spell turns up to a local dictionary file.
Before describing the program, let's have a demonstration of how it works. The user enters spellcheck, a shell script that invokes awk, and the name of the document file.
$spellcheck ch00
Use local dict file? (y/n)y
If a dictionary file is not specified on the command line, and a file named dict exists in the current directory, then the user is asked if the local dictionary should be used. spellcheck then runs spell using the local dictionary.
Running spell checker ...
Using the list of "misspelled" words turned up by spell, spellcheck prompts the user to correct them. Before the first word is displayed, a list of responses is shown that describes what actions are possible.
Responses: Change each occurrence, Global change, Add to Dict, Help, Quit CR to ignore: 1 - Found SparcStation (C/G/A/H/Q/):a
The first word found by spell is "SparcStation." A response of "a" (followed by a carriage return) adds this word to a list that will be used to update the dictionary. The second word is clearly a misspelling and a response of "g" is entered to make the change globally:
2 - Found languauge (C/G/A/H/Q/):g
Globally change to:language
Globally change languauge to language? (y/n):y
> and a full description of its scripting language. 1 lines changed. Save changes? (y/n)y
After prompting the user to enter the correct spelling and confirming the entry, the change is made and each line affected is displayed, preceded by a ">". The user is then asked to approve these changes before they are saved. The third word is also added to the dictionary:
3 - Found nawk (C/G/A/H/Q/):a
The fourth word is a misspelling of "utilities."
4 - Found utlitities (C/G/A/H/Q/):c
These utlitities have many things in common, including ^^^^^^^^^^ Change to:utilities
Change utlitities to utilities? (y/n):y
Two other utlitities that are found on the UNIX system ^^^^^^^^^^ Change utlitities to utilities? (y/n):y
>These utilities have many things in common, including >Two other utilities that are found on the UNIX system 2 lines changed. Save changes? (y/n)y
The user enters "c" to change each occurrence. This response allows the user to see the line containing the misspelling and then make the change. After the user has made each change, the changed lines are displayed and the user is asked to confirm saving the changes.
It is unclear whether the fifth word is a misspelling or not, so the user enters "c" to view the line.
5 - Found xvf (C/G/A/H/Q/):c
tar xvf filename ^^^ Change to:RETURN
After determining that it is not a misspelling, the user enters a carriage return to ignore the word. Generally, spell turns up a lot of words that are not misspellings so a carriage return means to ignore the word.
After all the words in the list have been processed, or if the user quits before then, the user is prompted to save the changes made to the document and the dictionary.
Save corrections in ch00 (y/n)?y
Make changes to dictionary (y/n)?y
If the user answers "n," the original file and the dictionary are left unchanged.
Now let's look at the spellcheck.awk script, which can be divided into four sections:
The BEGIN procedure, that processes the command-line arguments and executes the spell command to create a word list.
The main procedure, that reads one word at a time from the list and prompts the user to make a correction.
The END procedure, that saves the working copy of the file, overwriting the original. It also appends words from the exception list to the current dictionary.
Supporting functions, that are called to make changes in the file.
We will look at each of these sections of the program.
The BEGIN procedure for spellcheck.awk is large. It is also somewhat unusual.
# spellcheck.awk -- interactive spell checker # # AUTHOR: Dale Dougherty # # Usage: nawk -f spellcheck.awk [+dict] file # (Use spellcheck as name of shell program) # SPELLDICT = "dict" # SPELLFILE = "file" # BEGIN actions perform the following tasks: # 1) process command-line arguments # 2) create temporary filenames # 3) execute spell program to create wordlist file # 4) display list of user responses BEGIN { # Process command-line arguments # Must be at least two args -- nawk and filename if (ARGC > 1) { # if more than two args, second arg is dict if (ARGC > 2) { # test to see if dict is specified with "+" # and assign ARGV[1] to SPELLDICT if (ARGV[1] ~ /^\+.*/) SPELLDICT = ARGV[1] else SPELLDICT = "+" ARGV[1] # assign file ARGV[2] to SPELLFILE SPELLFILE = ARGV[2] # delete args so awk does not open them as files delete ARGV[1] delete ARGV[2] } # not more than two args else { # assign file ARGV[1] to SPELLFILE SPELLFILE = ARGV[1] # test to see if local dict file exists if (! system ("test -r dict")) { # if it does, ask if we should use it printf ("Use local dict file? (y/n)") getline reply < "-" # if reply is yes, use "dict" if (reply ~ /[yY](es)?/){ SPELLDICT = "+dict" } } } } # end of processing args > 1 # if args not > 1, then print shell-command usage else { print "Usage: spellcheck [+dict] file" exit 1 } # end of processing command line arguments # create temporary file names, each begin with sp_ wordlist = "sp_wordlist" spellsource = "sp_input" spellout = "sp_out" # copy SPELLFILE to temporary input file system("cp " SPELLFILE " " spellsource) # now run spell program; output sent to wordlist print "Running spell checker ..." if (SPELLDICT) SPELLCMD = "spell " SPELLDICT " " else SPELLCMD = "spell " system(SPELLCMD spellsource " > " wordlist ) # test wordlist to see if misspelled words turned up if ( system("test -s " wordlist ) ) { # if wordlist is empty (or spell command failed), exit print "No misspelled words found." system("rm " spellsource " " wordlist) exit } # assign wordlist file to ARGV[1] so that awk will read it. ARGV[1] = wordlist # display list of user responses responseList = "Responses: \n\tChange each occurrence," responseList = responseList "\n\tGlobal change," responseList = responseList "\n\tAdd to Dict," responseList = responseList "\n\tHelp," responseList = responseList "\n\tQuit" responseList = responseList "\n\tCR to ignore: " printf("%s", responseList) } # end of BEGIN procedure
The first part of the BEGIN procedure processes the command-line arguments. It checks that ARGC is greater than one for the program to continue. That is, in addition to "nawk," a filename must be specified. This file specifies the document that spell will analyze. An optional dictionary filename can be specified as the second argument. The spellcheck script follows the command-line interface of spell, although none of the obscure spell options can be invoked from the spellcheck command line. If a dictionary is not specified, then the script executes a test command to see if the file dict exists. If it does, the prompt asks the user to approve using it as the dictionary file.
Once we've processed the arguments, we delete them from the ARGV array. This is to prevent their being interpreted as filename arguments.
The second part of the BEGIN procedure sets up some temporary files, because we do not want to work directly with the original file. At the end of the program, the user will have the option of saving or discarding the work done in the temporary files. The temporary files all begin with "sp_" and are removed before exiting the program.
The third part of the procedure executes spell and creates a word list. We test to see that this file exists and that there is something in it before proceeding. If for some reason the spell program fails, or there are no misspelled words found, the wordlist file will be empty. If this file does exist, then we assign the filename as the second element in the ARGV array. This is an unusual but valid way of supplying the name of the input file that awk will process. Note that this file did not exist when awk was invoked! The name of the document file, which was specified on the command line, is no longer in the ARGV array. We will not read the document file using awk's main input loop. Instead, a while loop reads the file to find and correct misspelled words.
The last task in the BEGIN procedure is to define and display a list of responses that the user can enter when a misspelled word is displayed. This list is displayed once at the beginning of the program as well as when the user enters "Help" at the main prompt. Putting this list in a variable allows us to access it from different points in the program, if necessary, without maintaining duplicates. The assignment of responseList could be done more simply, but the long string would not be printable in this book. (You can't break a string over two lines.)
The main procedure is rather small, merely displaying a misspelled word and prompting the user to enter an appropriate response. This procedure is executed for each misspelled word.
One reason this procedure is short is because the central action - correcting a misspelled word - is handled by two larger user-defined functions, which we'll see in the last section.
# main procedure, executed for each line in wordlist. # Purpose is to show misspelled word and prompt user # for appropriate action. { # assign word to misspelling misspelling = $1 response = 1 ++word # print misspelling and prompt for response while (response !~ /(^[cCgGaAhHqQ])|^$/ ) { printf("\n%d - Found %s (C/G/A/H/Q/):", word, misspelling) getline response < "-" } # now process the user's response # CR - carriage return ignores current word # Help if (response ~ /[Hh](elp)?/) { # Display list of responses and prompt again. printf("%s", responseList) printf("\n%d - Found %s (C/G/A/Q/):", word, misspelling) getline response < "-" } # Quit if (response ~ /[Qq](uit)?/) exit # Add to dictionary if ( response ~ /[Aa](dd)?/) { dict[++dictEntry] = misspelling } # Change each occurrence if ( response ~ /[cC](hange)?/) { # read each line of the file we are correcting newspelling = ""; changes = "" while( (getline < spellsource) > 0){ # call function to show line with misspelled word # and prompt user to make each correction make_change($0) # all lines go to temp output file print > spellout } # all lines have been read # close temp input and temp output file close(spellout) close(spellsource) # if change was made if (changes){ # show changed lines for (j = 1; j <= changes; ++j) print changedLines[j] printf ("%d lines changed. ", changes) # function to confirm before saving changes confirm_changes() } } # Globally change if ( response ~ /[gG](lobal)?/) { # call function to prompt for correction # and display each line that is changed. # Ask user to approve all changes before saving. make_global_change() } } # end of Main procedure
The first field of each input line from wordlist contains the misspelled word and it is assigned to misspelling. We construct a while loop inside which we display the misspelled word to the user and prompt for a response. Look closely at the regular expression that tests the value of response:
while (response !~ /(^[cCgGaAhHqQ])|^$/)
The user can only get out of this loop by entering any of the specified letters or by entering a carriage return - an empty line. The use of regular expressions for testing user input helps tremendously in writing a simple but flexible program. The user can enter a single letter "c" in lower- or uppercase or a word beginning with "c" such as "Change."
The rest of the main procedure consists of conditional statements that test for a specific response and perform a corresponding action. The first response is "help," which displays the list of responses again and then redisplays the prompt.
The next response is "quit." The action associated with quit is exit, which drops out of the main procedure and goes to the END procedure.
If the user enters "add," the misspelled word is put in the array dict and will be added as an exception in a local dictionary.
The "Change" and "Global" responses cause the program's real work to begin. It's important to understand how they differ. When the user enters "c" or "change," the first occurrence of the misspelled word in the document is displayed. Then the user is prompted to make the change. This happens for each occurrence in the document. When the user enters "g" or "global," the user is prompted to make the change right away, and all the changes are made at once without prompting the user to confirm each one. This work is largely handled by two functions, make_change() and make_global_change(), which we'll look at in the last section. These are all the valid responses, except one. A carriage return means to ignore the misspelled word and get the next word in the list. This is the default action of the main input loop, so no conditional need be set up for it.
The END procedure, of course, is reached in one of the following circumstances:
The spell command failed or did not turn up any misspellings.
The list of misspelled words is exhausted.
The user has entered "quit" at a prompt.
The purpose of the END procedure is to allow the user to confirm any permanent change to the document or the dictionary.
# END procedure makes changes permanent. # It overwrites the original file, and adds words # to the dictionary. # It also removes the temporary files. END { # if we got here after reading only one record, # no changes were made, so exit. if (NR <= 1) exit # user must confirm saving corrections to file while (saveAnswer !~ /([yY](es)?)|([nN]o?)/ ) { printf "Save corrections in %s (y/n)? ", SPELLFILE getline saveAnswer < "-" } # if answer is yes then mv temporary input file to SPELLFILE # save old SPELLFILE, just in case if (saveAnswer ~ /^[yY]/) { system("cp " SPELLFILE " " SPELLFILE ".orig") system("mv " spellsource " " SPELLFILE) } # if answer is no then rm temporary input file if (saveAnswer ~ /^[nN]/) system("rm " spellsource) # if words have been added to dictionary array, then prompt # to confirm saving in current dictionary. if (dictEntry) { printf "Make changes to dictionary (y/n)? " getline response < "-" if (response ~ /^[yY]/){ # if no dictionary defined, then use "dict" if (! SPELLDICT) SPELLDICT = "dict" # loop through array and append words to dictionary sub(/^\+/, "", SPELLDICT) for ( item in dict ) print dict[item] >> SPELLDICT close(SPELLDICT) # sort dictionary file system("sort " SPELLDICT "> tmp_dict") system("mv " "tmp_dict " SPELLDICT) } } # remove word list system("rm sp_wordlist") } # end of END procedure
The END procedure begins with a conditional statement that tests that the number of records is less than or equal to 1. This occurs when the spell program does not generate a word list or when the user enters "quit" after seeing just the first record. If so, the END procedure is exited as there is no work to save.
Next, we create a while loop to ask the user about saving the changes made to the document. It requires the user to respond "y" or "n" to the prompt. If the answer is "y," the temporary input file replaces the original document file. If the answer is "n," the temporary file is removed. No other responses are accepted.
Next, we test to see if the dict array has something in it. Its elements are the words to be added to the dictionary. If the user approves adding them to the dictionary, these words are appended to the current dictionary, as defined above, or if not, to a local dict file. Because the dictionary must be sorted to be read by spell, a sort command is executed with the output sent to a temporary file that is afterwards copied over the original file.
There are three supporting functions, two of which are large and do the bulk of the work of making changes in the document. The third function supports that work by confirming that the user wants to save the changes that were made.
When the user wants to "Change each occurrence" in the document, the main procedure has a while loop that reads the document one line at a time. (This line becomes $0.) It calls the make_change() function to see if the line contains the misspelled word. If it does, the line is displayed and the user is prompted to enter the correct spelling of the word.
# make_change -- prompt user to correct misspelling # for current input line. Calls itself # to find other occurrences in string. # stringToChange -- initially $0; then unmatched substring of $0 # len -- length from beginning of $0 to end of matched string # Assumes that misspelling is defined. function make_change (stringToChange, len, # parameters line, OKmakechange, printstring, carets) # locals { # match misspelling in stringToChange; otherwise do nothing if ( match(stringToChange, misspelling) ) { # Display matched line printstring = $0 gsub(/\t/, " ", printstring) print printstring carets = "^" for (i = 1; i < RLENGTH; ++i) carets = carets "^" if (len) FMT = "%" len+RSTART+RLENGTH-2 "s\n" else FMT = "%" RSTART+RLENGTH-1 "s\n" printf(FMT, carets) # Prompt user for correction, if not already defined if (! newspelling) { printf "Change to:" getline newspelling < "-" } # A carriage return falls through # If user enters correction, confirm while (newspelling && ! OKmakechange) { printf ("Change %s to %s? (y/n):", misspelling, newspelling) getline OKmakechange < "-" madechg = "" # test response if (OKmakechange ~ /[yY](es)?/ ) { # make change (first occurrence only) madechg = sub(misspelling, newspelling, stringToChange) } else if ( OKmakechange ~ /[nN]o?/ ) { # offer chance to re-enter correction printf "Change to:" getline newspelling < "-" OKmakechange = "" } } # end of while loop # if len, we are working with substring of $0 if (len) { # assemble it line = substr($0,1,len-1) $0 = line stringToChange } else { $0 = stringToChange if (madechg) ++changes } # put changed line in array for display if (madechg) changedLines[changes] = ">" $0 # create substring so we can try to match other occurrences len += RSTART + RLENGTH part1 = substr($0, 1, len-1) part2 = substr($0, len) # calls itself to see if misspelling is found in remaining part make_change(part2, len) } # end of if } # end of make_change()
If the misspelled word is not found in the current input line, nothing is done. If it is found, this function shows the line containing the misspelling and asks the user if it should be corrected. Underneath the display of the current line is a row of carets that indicates the misspelled word.
Two other utlitities that are found on the UNIX system ^^^^^^^^^^
The current input line is copied to printstring because it is necessary to change the line for display purposes. If the line contains any tabs, each tab in this copy of the line is temporarily replaced by a single space. This solves a problem of aligning the carets when tabs were present. (A tab counts as a single character when determining the length of a line but actually occupies greater space when displayed, usually five to eight characters long.)
After displaying the line, the function prompts the user to enter a correction. It then follows up by displaying what the user has entered and asks for confirmation. If the correction is approved, the sub() function is called to make the change. If not approved, the user is given another chance to enter the correct word.
Remember that the sub() function only changes the first occurrence on a line. The gsub() function changes all occurrences on a line, but we want to allow the user to confirm each change. Therefore, we have to try to match the misspelled word against the remaining part of the line. And we have to be able to match the next occurrence regardless of whether or not the first occurrence was changed.
To do this, make_change() is designed as a recursive function; it calls itself to look for additional occurrences on the same line. In other words, the first time make_change() is called, it looks at all of $0 and matches the first misspelled word on that line. Then it splits the line into two parts - the first part contains the characters up to the end of the first occurrence and the second part contains the characters that immediately follow up to the end of the line. Then it calls itself to try and match the misspelled word in the second part. When called recursively, the function takes two arguments.
make_change(part2, len)
The first is the string to be changed, which is initially $0 when called from the main procedure but each time thereafter is the remaining part of $0. The second argument is len or the length of the first part, which we use to extract the substring and reassemble the two parts at the end.
The make_change() function also collects an array of lines that were changed.
# put changed line in array for display if (madechg) changedLines[changes] = ">" $0
The variable madechg will have a value if the sub() function was successful. $0 (the two parts have been rejoined) is assigned to an element of the array. When all of the lines of the document have been read, the main procedure loops through this array to display all the changed lines. Then it calls the confirm_changes() function to ask if these changes should be saved. It copies the temporary output file over the temporary input file, keeping intact the corrections made for the current misspelled word.
If a user decides to make a "Global change," the make_global_change() function is called to do it. This function is similar to the make_change() function, but is simpler because we can make the change globally on each line.
# make_global_change -- # prompt user to correct misspelling # for all lines globally. # Has no arguments # Assumes that misspelling is defined. function make_global_change( newspelling, OKmakechange, changes) { # prompt user to correct misspelled word printf "Globally change to:" getline newspelling < "-" # carriage return falls through # if there is an answer, confirm while (newspelling && ! OKmakechange) { printf ("Globally change %s to %s? (y/n):", misspelling, newspelling) getline OKmakechange < "-" # test response and make change if (OKmakechange ~ /[yY](es)?/ ) { # open file, read all lines while( (getline < spellsource) > 0){ # if match is found, make change using gsub # and print each changed line. if ($0 ~ misspelling) { madechg = gsub(misspelling, newspelling) print ">", $0 changes += 1 # counter for line changes } # write all lines to temp output file print > spellout } # end of while loop for reading file # close temporary files close(spellout) close(spellsource) # report the number of changes printf ("%d lines changed. ", changes) # function to confirm before saving changes confirm_changes() } # end of if (OKmakechange ~ y) # if correction not confirmed, prompt for new word else if ( OKmakechange ~ /[nN]o?/ ){ printf "Globally change to:" getline newspelling < "-" OKmakechange = "" } } # end of while loop for prompting user for correction } # end of make_global_change()
This function prompts the user to enter a correction. A while loop is set up to read all the lines of the document and apply the gsub() function to make the changes. The main difference is that all the changes are made at once - the user is not prompted to confirm them. When all lines have been read, the function displays the lines that were changed and calls confirm_changes() to get the user to approve this batch of changes before saving them.
The confirm_changes() function is a routine called to get approval of the changes made when the make_change() or make_global_change() function is called.
# confirm_changes -- # confirm before saving changes function confirm_changes( savechanges) { # prompt to confirm saving changes while (! savechanges ) { printf ("Save changes? (y/n)") getline savechanges < "-" } # if confirmed, mv output to input if (savechanges ~ /[yY](es)?/) system("mv " spellout " " spellsource) }
The reason for creating this function is to prevent the duplication of code. Its purpose is simply to require the user to acknowledge the changes before replacing the old version of the document file (spellsource) with the new version (spellout).
To make it easy to invoke this awk script, we create the spellcheck shell script (say that three times fast). It contains the following lines:
AWKLIB=/usr/local/awklib nawk -f $AWKLIB/spellcheck.awk $*
This script sets up a shell variable AWKLIB that specifies the location of the spellcheck.awk script. The symbol "$*" expands to all command-line parameters following the name of the script. These parameters are then available to awk.
One of the interesting things about this spell checker is how little is done in the shell script.[1] All of the work is done in the awk programming language, including executing 10 UNIX commands. We're using a consistent syntax and the same constructs by doing it all in awk. When you have to do some of your work in the shell and some in awk, it can get confusing. For instance, you have to remember the differences in the syntax of if conditionals and how to reference variables. Modern versions of awk provide a true alternative to the shell for executing commands and interacting with a user. The full listing for spellcheck.awk is found in Appendix C, Supplement for Chapter 12.
[1] UNIX Text Processing (Dougherty and O'Reilly, Howard W. Sams, 1987) presents a sed-based spell checker that relies heavily upon the shell. It is interesting to compare the two versions.


Analytics Principles
These principles are best practices developed over several years of building analytics tools and delivering analytics projects. These principles are by no means perfect, but if you find yourself violating one of them it is a good opportunity to step back and ask yourself why that is the case and how your process can be improved.
Principles are presented in categories to align with the general delineation of data, analysis, and visualization. However, this distinction is arbitrary and principles may apply to activities in multiple categories.
General
Continually improve processes: It is difficult to extract ourselves from daily operations and "fighting fires", but this must be done to isolate time and energy for improving processes. Think of this "improvement rate" as time spent improving over total time worked as the equivalent of the "savings rate" to achieve financial independence: forward progress will only be made if this is given highest priority, and without a minimum amount of time spent improving (at least 20%) no forward progress is possible.
Remain focused on the strategy, even at short-term expense: Making forward progress will occasionally require short term losses. Rebuilding a model for future efficiency or delaying a deliverable to ensure scalability can create tension in the short term but should be done with the long game in sight.
Document at the source: Documentation is required to transfer knowledge between people and across time - it ensures that a colleague or yourself at a future time can understand the system. A process, dataset, or analysis is not complete until it has been properly documented. While documentation may assume some level of familiarity as a starting point, knowledge of anything unique to the object being documented should not be assumed on the part of the reader. Documentation should occur as close as possible to the source, for instance code comments or README files.
Facilitate automation: Processes should be designed with automation for appropriate components from the start, or with architecture that facilitates future automation. The very act of splitting a process into constituent components with machine-readable interfaces is often a good first step toward automation.
Use version control: All data and files shall be version controlled. This exposes the development history, provides data backup, and simplifies files structures all without relying on saving the data in multiple locations (v2, v3, etc.). Git is the preferred (and industry-standard) version control system, and GitHub is the preferred (and industry-standard) hosting service for version-controlled repositories.
Write in plain text: Other things being equal, plain text file formats (such as csv, txt, md) are preferred to formatted files (such as xlsx, docx) because of their simplicity, compatibility with version control systems, and ease of I/O for systems that consume them.
Cloud is better than local: All data, analysis, and visualizations should be browser (cloud) based to enable sharing via link rather than email file attachment. This increases information security since access is controlled on the server and further distribution is restricted, ensures everyone is working off the latest data, and adheres to the DRY (Don't Repeat Yourself) principle.
Use YYYY-MM-DD date format: Write dates in YYYY-MM-DD format per ISO 8601 for consistency and sorting.
Directory & file names: In general, directories and file names should being with the date in YYYY-MM-DD format, followed by a string explaining the contents of the directory or file. This allows for time context, especially for larger projects, and conveniently sorts in file systems.
Manage exceptions: Principles outlined here are true most of the time, but exceptions will be found. When they are, seek to understand the true nature of the situation. Perhaps a principle must be refined, or perhaps it really is not an exception and the process can be modified.
Software is just a means to an end: Numerous tools are recommended here to achieve reproducible work. What is important is the work itself. Tools come and go, and change along the way, but our goal is always to generate reproducible, appropriately-automated, documented work.
Data
Be Tidy: Data should be Tidy:
- Each variable forms a column
- Each observation forms a row
- Each type of observational unit forms a table
Do Not Repeat Yourself: Data should be DRY (Don't Repeat Yourself): "Every piece of knowledge must have a single, unambiguous, authoritative representation within a system". The master source of a data point should be stored in exactly one location. If this information must be viewed with other information stored in another location, it can be joined in a view but the master source must be clearly documented. Data should never be stored in separate master locations since this provides the opportunity for discrepancies.
Develop standard values: Commonly-repeated values for the business domain must come from a list of standard values. This prevents confusion between "S-92A", "S-92", and "S92A", all of which mean the same thing. This applies both to values and to schema, for example "AircraftType" instead of "Model" throughout the system.
Develop and resource maintenance: Each source of data must include a process for updating it as required and a person or team assigned to perform the required maintenance or subsequent data entry.
Analysis
Understand the question: The most important step in an analytics project is understanding the underlying business question being asked, and re-framing the question as required to arrive at the correct question.
Understand and communicate inherent limitations: Any analysis or model is a simplification of the real world using an available dataset and analysis methodology, both of which have limitations. Be sure to ask questions to understand the inherent limits and communicate these in the results.
Facilitate reproducibility: Always assume that the analysis will need to be rerun at some point in the future or on a periodic schedule, and make design decisions to support this.
Reuse code: Write modular code, and reuse common portions between projects. For small bits of code start with snippets, and move up to functions or packages as the size grows.
Teach others (and your future self): As stated previously, document at the source. This is particularly relevant to commenting analysis code or otherwise annotating to inform others or yourself why a particular decision was made.
Describe your environment: The analysis does not stand on its own, but is a function of the data used, software environment it operates in, and other external conditions. A complete analysis is accompanied by appropriate descriptions of these factors, such as the date or revision of data used, or version of software executed and modules used (for instance a conda environment).
Visualization & Presentation
Email links, not files: Since all content is stored on a cloud-based system (see above), only links are necessary to communicate results. If you find yourself attaching a file, stop and ask yourself why.
Empower users: Before responding directly with the answer when someone asks a question, consider pointing them to the documentation (or adding missing documentation as required), teaching them how to find the answer themselves, and exploring with them why they were initially put in the position of asking you a question. Over time this disperses knowledge and insight throughout the organization and facilitates greater long term efficiency.
Create dynamic visualizations: Interactive visualizations in which the user can sort, filter, group, or otherwise manipulate data provide significantly more insight than static visualizations and empower users to answer questions without additional analytics support.
Keep analysis close at hand: Analysis should be performed close to the presentation. For example, a project may have a directory structure like:
├───YYYY-MM-DD-Project_name
│ ├───data
│ ├───analysis
│ ├───scripts
│ └───docs
Ideally, data is queried from a common source and no data/
directory is required. If data is specific to the project, is is kept in data/
. Excel workbooks or other analysis materials are kept in analysis/
. If you really have your act together, everything is scripted to enable immediate replication, and scripts are stored in scripts/
, accompanied by an env.txt
or environment.yml
definind the environment to run those scripts. Any documentation or notes is held in docs/
.
Cite data and analysis sources: Always cite the data and/or analysis used to arrive at what is presented. For example, a PowerPoint slide that provides a table of data should include a footnote with the link to the data source, date of data refresh, and filters applied. When possible, include references in footnotes rather than end notes so that a presentation page can stand by itself when it is inevitably printed and removed from the rest of the presentation. Endnotes (or appendix slide) is helpful for providing more detailed information. The goal is to enable someone in the future to reproduce the same presentation.
Ask "Is it beautiful?"1: First, feauty is something to be sought for its own sake. Pragmatically, when presenting an idea, the visualized beauty can be just as impactful—if not more so—than the underlying data in getting your message across. Start with using color well, following visual design principles, and using templates to standardize your graphics.
Essential Reading:
- Good Enough Practices in Scientific Computing
- Data organization in spreadsheets
- Tidy Data
- Hadley's Data Science Reading List
- The Plain Person’s Guide to Plain Text Social Science by Kieran Healy
- Visualization Colors
- The Visual Display of Quantitative Information by Edward Tufte
-
David Clayton & Leila Lawler, The Little Oratory (Manchester: Sophia, 2014), 160. ↩


Abdul Kalam was born in Rameswaram, Tamil Nadu on 15th Oct 1931
College and Graduation
Went to attend Saint Joseph's College, Tiruchirappalli, then affiliated with the University of Madras and graduated in Physics in 1954.
Madras Institute of Technology
1956
Went Madras to study Aerospace Engineering in Madras Institute of Technology
Enter ISRO
1969
Abdul Kalam was transferred to the Indian Space Research Organisation where he was the project director of India's firstSatellite Launch Vechile (SLV-III) which successfully deployed the Rohini satellite in near-earth orbit in July 1980.
Reasearch Centers Visit
1963-1964
During this period he visited NASA's Langley Research Center in Hampton, Virginia; Goddard Space Flight Center in Greenbelt, Maryland etc.
In 1970's Kalam also directed two projects, 'Project Deveil' and 'Project Valiant'.
Kalam played a major part in developing many missiles under the mission including 'Agni' an intermediate range ballistic missile and 'Prithvi' the tactical surface-to-surface missile.
Cheif Scientific Adviser
July 1992 to Dec 1999
Served as Chief Scientific Adviser to the prime minister and secretary of the Defence Research and Development Organisation
Kalam-Raju Stent
1998
Kalam along with cardiologist Soma Raju developed a low cost coronary stent, named the Kalam-Raju Stent
Kalam-Raju Tablet
2012
Again with Soma Raju, designed a rugged tablet computer for health care in rural areas, named the Kalam-Raju Tablet
11th President of India
25th July 2002
Kalam Sir became the 11th President of Republic India.
I am really overwhelmed. Everywhere both in internet and in other media, I have been asked for a message. I qas thinking what message I can give to the people of the country at this juncture.
His tenure of presidency is sfrom 25 th July 2008 to 25 th July 2007
After President
After leaving office Kalam became a visiting professor at various different research and academic institutions, some of them are Indian Institute of Management, Shilong, the Indian Institute of Management, Ahemedabad, Indian Institute of Science and many more. For more info
Demise of Bharat Ratna
25th July 2015,
When Kalam Sir was giving lecture in Indian Institute of Management, Shilong, suddendly around , he collapsed. At around he was declared dead b sudden cardiac arrest. And India loses his brightest Ratna forever.
India outraged to Kalam's death with an outpouring of grief. Some of the trended tweets on the loss of Kalam Sir
India mourns the loss of a great scientist, a wonderful President & above all an inspiring individual. RIP Dr. APJ Abdul Kalam.
Dr Kalam was a learner all his life. He breathed his last learning..and inspiring. A rare life who served in a rare way from a rare place
Schools & colleges have been declared a holiday because of Sir APJ's death.
Well. he would want the schools to go on uninterrupted :)
And perhaps as destiny would have it, Dr Kalam passed away in midst of what he loved most...giving a talk to students.


Before Change
try:
http_client = httpclient.HTTPClient()
response = http_client.fetch(AWS_CHECK_IP, request_timeout=1)
external_ip = response.body.strip()
except (httpclient.HTTPError, RuntimeError) as e:
LOGGER.error(f"Error connecting to {AWS_CHECK_IP}: {e}")
finally:
if http_client is not None:
After Change
print("=============================================================")
print("Open one of the URLs below in your browser within %s seconds."
% timeout_secs)
print("External URL:", external_url)
print("Internal URL:", lan_url)
print("=============================================================")
def _launch_web_client(name):


Shopme Control Panel - Copyright © Shopme
[[${columnLabel}]]
[[${label}]]
Showing [[${entityName}]] # [[${startCount}]] to [[${endCount}]] of [[${totalItems}]]
No [[${entityName}]] found
Filter:
[[${message}]]


RadioLab
Part One
Your browser does not support the audio tag.
Part Two
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Home


Look at the list below for an order that you can help fill. Health centers and laboratories are requested to place a labeled container outside their facility to accept donated masks. Once the request is filled, the Health Center will pull their request, remove the container, and pass along any extra masks to another health center or laboratory in need.
If you have any questions or need help, e-mail Nancy Gaus.
The following health centers and laboratories have requested
masks.
For information about making masks go to
Syracuse Mask Project.
As many masks as possible
Design
Preference: {{request.designpreference}}
{{request.quantityneeded}}
Design Preference: {{request.designpreference}}
Contact
{{request.fullname}}
{{request.phonenumber}}
{{request.email}}


The Nba season just started and the celtics are now 1-0 as of 10/18/18, the Golden State Warriors are also 1-0 . In the Mlb the Red Sox and Dodgers are both 1 game away from a world series appearance. It's official, the Dodgers and the Red Sox are both in the 2018 world series. Now the Red Sox are winning World Series 2 games to 0. Now the Red Sox are the World Series champions! They won the World Series 4 games to 1.


" When you photograph people in color, you photograph their clothes. But when you
photograph people in Black and white, you photograph their souls.
It is an illusion that photos are made with the camera… they are made with the eye, heart, and head.
"


Curtis was one big dude. He ate as much food as nine children. His pants were extra large. He was tall as well as wide. The kids on the bus were afraid of Curtis. He was never rude or mean. He was just big. They did not wish to make him angry. Curtis found a way to make the kids his pals. He told them lots of jokes!
in-context


First things first, it’s important to know that all HTML elements are considered as boxes. And in CSS, this is referred to as the ‘box model’ when talking about design and layout. Let’s take a look at what a basic box model looks like.
Using the above image as our guide, we can identify the four sections of our HTML box model.
We have:
CONTENT – The content of the box, generally where text and images appear
PADDING – The area between the content and the border of the box
BORDER – The border edge of the box
MARGIN – The area between the box’s border and any neighbouring elements
Looking at the images above, we can see some text in a yellow box, that has a black border. The difference between these two images is that the top one has a padding of 0 pixels, while the bottom one has a padding of 20 pixels. Notice how in the second box the space between the text and the border is much larger. This is because all around the content (the text) in the box, there is now 20 pixels of padding between it and the border.
This can all be adjusted to specific sides as well if you wish to have a different amount of padding on different sides.
For example:
The padding here has been modified so that there is 30px on the top, 70px on the right, 20px on the bottom, and 40px on the left.
Every element has a border, even if not obvious at first. Looking at these images below, we can the same boxes, but the top one has a border set to 0, and the second has a solid black border that is 10 pixels thick.
Styling the border impacts the size of the full box element itself, but doesn’t affect the spacing between the content and the border, or the border and the margin.
Just like padding, you can have different amounts of border on each side of the box. But unlike padding, you can also choose the colour, pattern, or even the shape of the border as well.
Here’s a fun one with a red dashed border on the top and bottom, but a solid green one on the left and right.
The Margin properties of the box element are used to create space around the border. Both of the below images have a margin set to 0.
Now if we add 20 pixels of margin to the second box, we get this:
In the second image the space around the border has had 20 pixels added to it on each side, making the overall size of the box much larger, even though what we actually see stays the same.
Again, just like padding and border, you can adjust the properties for each individual side of the box as well.
NOTE: When you are styling the size of a box element, it’s important to note that you are just styling the 'content' of the box, and not the padding, border, or margin. So when you are styling something, it is important to account for these extras as well.


This is a simple script I had to write for a client to reverse the order of his menu list. A php program was creating the structure for his html so when I made the site responsive I had to reverse the items prior to floating them on multiple lines. The site was a right to left website but the menu was written so that the first item was last and would be on the bottom of the pile. The jQuery below reversed the list order. Note: this is not the same as the 'reversed' list attribute.


This is a generic email about something. It also contains some content that is generated by a partial view. This is the partial view content. A user specific report based on values 1 and 2.


THE GAME By Harvey Karten, Ph.D. PolyGram Films/Propaganda Films Director: David Fincher Writer: John Brancato, Michael Ferris Cast: Michael Douglas, Sean Penn, Deborah Unger, Armin Mueller-Stahl, James Rebhorn, Carroll Baker, Peter Donat
Since David Fincher, who is at the helm in the new, intriguing movie "The Game," is best known for his work in bringing "Seven" to the screen, you know you're in for a recklessly imaginative film. Recall, if you will, that "Seven," which starred Brad Pitt as a young impulsive cop and Morgan Freeman as a lonely, aging bachelor, featured some of the most grisly scenes even witnessed in a commercial movie. Fincher's perverted murderer did in his victims by using the Seven Deadly Sins as his scenario: one victim is forced to cut off a pound of is own flesh while another is tied to a bed for a year.
"The Game" highlights no such gore, nor does it have the dark, gloomy look of Fincher's 1995 work. But like "Seven," it involves an intricate scenario whose concept is to keep the audience guessing along with the principal character-- speculating about both the rules and the ultimate aim of the titled game.
Now, then: we all know that games are contrivances which most of us use to distract us from the seriousness of life. Chess, checkers, billiards, baseball, video arcades, visual reality, and countless other diversions keep us occupied for a time but rarely change our lives. Even if we make a career out a particular pastime such as chess, the recreation simply does not shake us up by our very roots and change the course of our lives the way a dam can alter the direction of a powerful current. This film, though, focuses on a birthday present unlike the sort that any of us will ever get, a gift of a particular diversion designed to do just that to one very important individual.
The individual in question is Nicholas Van Orton (Michael Douglas), an investment banker who controls $600 million in payrolls and pension funds. His job is to move money around, which is, of course, a game in itself. Other than that, Nicholas is not the sort of fellow who goes in for any sport which could take his mind off his business. When people wish him a happy birthday on his 48th, he's visibly bored. He virtually hangs up the phone on his ex-wife (who had left him because he just wasn't there for her) and when an administrative assistant wishes him happiness on that day, it is Nicholas's own secretary who has to say "thank you, Maggie."
In short, Van Orton is always on top of things, a control freak for whom arrogance and a refusal to tolerate the slightest imperfection seem to come with the job. To shake him out of his pride and unfeeling nature, his more casual younger brother Conrad (Sean Penn) presents him with a most unusual birthday gift. He is to call a corporation which specializes in game-playing, take a battery of tests, and simply wait for them to start the game. What is the game? He doesn't know the rules, he does not know the aim. The audience is guessing right along with him.
"The Game" is not believable for a moment. For the scenario to succeed, Van Orton must be cleverly manipulated one step at a time to dig himself into the entertainment corporation's rungs. Failing to follow even a single component would put the entire adventure into checkmate and end the fun. In some cases, a movie's lack of credibility could sink the design. In this case, David Fincher, utilizing a screenplay written by John Brancato and Michael Ferris, directs with such style, such a visual sense, that we are drawn into the maze, and while we are emotionally caught up in some of the more violent action sequences, we simultaneously use our gray matter to try to figure what it's all about.
"The Game" features Michael Douglas in his signature role as a high corporate executive, a guise that fits him like an Armani suit, as he incrementally mutates from a Fortune 400 giant to a vulnerable, virtually defenseless quarry. Deborah Kara Unger provides considerable support in the role of Christine, a beautiful waitress who becomes involved in the activities of the mysterious entertainment company when her own life becomes threatened, while Sean Penn--who looks not at all like Douglas--comes to life principally when he goes off the wall. "The Game" includes an assortment of witty lines--as when Daniel Schorr, giving a TV rundown of the day's business affairs, speaks directly to Van Orton who is watching the screen in his spacious home: "Are you going to spend the evening looking at that clown?" The movie provides almost enough clues to allow the audience to figure out the regulations and anticipate two particularly amusing plot twists. Rated R. Running Time: 128 minutes. (C) 1997 Harvey Karten
The review above was posted to the
rec.arts.movies.reviews newsgroup (de.rec.film.kritiken for German reviews).
The Internet Movie Database accepts no responsibility for the contents of the
review and has no editorial control. Unless stated otherwise, the copyright
belongs to the author.
Please direct comments/criticisms of the review to relevant newsgroups.
Broken URLs inthe reviews are the responsibility of the author.
The formatting of the review is likely to differ from the original due
to ASCII to HTML conversion.
Related links: index of all rec.arts.movies.reviews reviews


Package org.coliper.ibean.proxy.handler
IBean internal package that contains all
ProxyIBeanFactory
related
ExtensionHandler
s for the predefined
extension interfaces. Bean extension interfaces that are predefined in the
IBean framework can be found in package org.coliper.ibean.extension
.
To enable all these interfaces with the proxy implementation of IBean (see
org.coliper.ibean.proxy
an
ExtensionHandler
is required for each
interface. This package contains all these handlers.-
Class Summary Class Description CloneableHandler ExtensionHandler
implementation for bean extension interfaceCloneableBean
.CompletableHandler ExtensionHandler
implementation for bean extension interfaceCompletable
.FreezableHandler GsonSupportHandler ExtensionHandler
implementation for bean extension interfaceGsonSupport
.Jackson2SupportHandler ExtensionHandler
implementation for bean extension interfaceJackson2Support
.LazyInitHandler ExtensionHandler
implementation for bean extension interfacesLazyInit
,LazyInitParent
andLazyInitChild
.ModificationAwareHandler ExtensionHandler
implementation for bean extension interfaceModificationAware
andModificationAwareExt
.NullSafeHandler ExtensionHandler
implementation for bean extension interfaceNullSafe
.StatefulExtensionHandler /** Abstract base class forExtensionHandler
implementations that need to maintain their own state.StatelessExtensionHandler Abstract base class forExtensionHandler
implementations that do not have to maintain their own state.


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| Opcode | Instruction | Op/En | 64-Bit Mode | Compat/Leg Mode | Description |
|---|---|---|---|---|---|
| F6 /4 | MUL r/m8 | M | Valid | Valid | Unsigned multiply (AX ← AL ∗ r/m8). |
| REX + F6 /4 | MUL r/m8* | M | Valid | N.E. | Unsigned multiply (AX ← AL ∗ r/m8). |
| F7 /4 | MUL r/m16 | M | Valid | Valid | Unsigned multiply (DX:AX ← AX ∗ r/m16). |
| F7 /4 | MUL r/m32 | M | Valid | Valid | Unsigned multiply (EDX:EAX ← EAX ∗ r/m32). |
| REX.W + F7 /4 | MUL r/m64 | M | Valid | N.E. | Unsigned multiply (RDX:RAX ← RAX ∗ r/m64). |
NOTES:
*
In 64-bit mode, r/m8 can not be encoded to access the following byte registers if a REX prefix is used: AH, BH, CH, DH.
| Op/En | Operand 1 | Operand 2 | Operand 3 | Operand 4 |
| M | ModRM:r/m (r) | NA | NA | NA |
Performs an unsigned multiplication of the first operand (destination operand) and the second operand (source operand) and stores the result in the destination operand. The destination operand is an implied operand located in register AL, AX or EAX (depending on the size of the operand); the source operand is located in a general-purpose register or a memory location. The action of this instruction and the location of the result depends on the opcode and the operand size as shown in Table 4-9.
The result is stored in register AX, register pair DX:AX, or register pair EDX:EAX (depending on the operand size), with the high-order bits of the product contained in register AH, DX, or EDX, respectively. If the high-order bits of the product are 0, the CF and OF flags are cleared; otherwise, the flags are set.
In 64-bit mode, the instruction’s default operation size is 32 bits. Use of the REX.R prefix permits access to addi-tional registers (R8-R15). Use of the REX.W prefix promotes operation to 64 bits.
See the summary chart at the beginning of this section for encoding data and limits.
| Operand Size | Source 1 | Source 2 | Destination |
|---|---|---|---|
| Byte | AL | r/m8 | AX |
| Word | AX | r/m16 | DX:AX |
| Doubleword | EAX | r/m32 | EDX:EAX |
| Quadword | RAX | r/m64 | RDX:RAX |
IF (Byte operation) THEN AX ← AL ∗ SRC; ELSE (* Word or doubleword operation *) IF OperandSize = 16 THEN DX:AX ← AX ∗ SRC; ELSE IF OperandSize = 32 THEN EDX:EAX ← EAX ∗ SRC; FI; ELSE (* OperandSize = 64 *) RDX:RAX ← RAX ∗ SRC; FI; FI;
The OF and CF flags are set to 0 if the upper half of the result is 0; otherwise, they are set to 1. The SF, ZF, AF, and PF flags are undefined.
| #GP(0) |
If a memory operand effective address is outside the CS, DS, ES, FS, or GS segment limit. If the DS, ES, FS, or GS register contains a NULL segment selector. |
| #SS(0) | If a memory operand effective address is outside the SS segment limit. |
| #PF(fault-code) | If a page fault occurs. |
| #AC(0) | If alignment checking is enabled and an unaligned memory reference is made while the current privilege level is 3. |
| #UD | If the LOCK prefix is used. |
| #GP | If a memory operand effective address is outside the CS, DS, ES, FS, or GS segment limit. |
| #SS | If a memory operand effective address is outside the SS segment limit. |
| #UD | If the LOCK prefix is used. |
| #GP(0) | If a memory operand effective address is outside the CS, DS, ES, FS, or GS segment limit. |
| #SS(0) | If a memory operand effective address is outside the SS segment limit. |
| #PF(fault-code) | If a page fault occurs. |
| #AC(0) | If alignment checking is enabled and an unaligned memory reference is made. |
| #UD | If the LOCK prefix is used. |
Same exceptions as in protected mode.
| #SS(0) | If a memory address referencing the SS segment is in a non-canonical form. |
| #GP(0) | If the memory address is in a non-canonical form. |
| #PF(fault-code) | If a page fault occurs. |
| #AC(0) | If alignment checking is enabled and an unaligned memory reference is made while the current privilege level is 3. |


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Find out what experiences and factors during the day are consistently associated with
+ higher
or
- lower
average scale values over the whole day.
The evaluation is based on your recent survey history.
Note: The results do not necessarily mean that one causes the other. However, if you are looking for triggers, then this might be worth your consideration.


Tools for working with Lambda
In addition to the Lambda console, you can use the following tools to manage and invoke Lambda resources.
AWS CLI
To manage and use Lambda functions from the command line, install the AWS Command Line Interface (AWS CLI). Tutorials in this guide use the AWS CLI, which has commands for all Lambda API operations. Some functionality is not available in the Lambda console and can be accessed only with the AWS CLI or the AWS SDKs.
To set up the AWS CLI, see the following topics in the AWS Command Line Interface User Guide.
To verify that the AWS CLI is configured correctly, run the list-functions
command to see a list of
your Lambda functions in the current AWS Region.
aws lambda list-functions
AWS SAM
The AWS Serverless Application Model (AWS SAM) is an extension for the AWS CloudFormation template language that lets you define serverless applications at a higher level. AWS SAM abstracts away common tasks such as function role creation, making it easier to write templates. AWS SAM is supported directly by AWS CloudFormation, and includes additional functionality through the AWS CLI and AWS SAM CLI.
For more information about AWS SAM templates, see the AWS SAM specification in the AWS Serverless Application Model Developer Guide.
AWS SAM CLI
The AWS SAM CLI is a separate command line tool that you can use to manage and test AWS SAM applications. In addition to commands for uploading artifacts and launching AWS CloudFormation stacks that are also available in the AWS CLI, the AWS SAM CLI provides commands for validating templates and running applications locally in a Docker container. You can use the AWS SAM CLI to build functions deployed as .zip file archives or container images.
To set up the AWS SAM CLI, see Installing the AWS SAM CLI in the AWS Serverless Application Model Developer Guide.
Tools for container images
To create and test functions deployed as container images, you can use native container tools such as the Docker CLI.
To set up the Docker CLI, see Get Docker
Code authoring tools
You can author your Lambda function code in the languages that Lambda supports. For a list of supported languages, see Lambda runtimes. There are tools for authoring code, such as the Lambda console, Eclipse integrated development environment (IDE), and Visual Studio IDE. But the available tools and options depend on:
-
The language that you use to write your Lambda function code.
-
The libraries that you use in your code. The Lambda runtimes provide some of the libraries, and you must upload any additional libraries that you use.
The following table lists the languages that Lambda supports, and the tools and options that you can use with them.
| Language | Tools and options for authoring code |
|---|---|
|
Node.js |
|
|
Java |
|
|
C# |
|
|
Python |
|
|
Ruby |
|
|
Go |
|
|
PowerShell |
|


Still Waters Band is a registered rock band from Gangtok,Sikkim with registration no:E21/GTK/2664 Vol.No 1 Law Department,Govt of Sikkim.
Formed in July 2001 by NIIT students Ananth Pradhan and Suman Karthak and Sonam Lachungpa from Govt College Tadong.
After series of line up changes over the years there are 5 current members namely:
1.Siddhartha Gurung on Drums.
2.Lokesh Thapa on Bass & Backing Vocals.
3.Subham Rai of RollHeads on Rhythm & Lead.
4.Abhisek Gurung on Vocals & Lyrics.
5.Sonam Lachungpa on Guitar & Chief Composer.
Band music can be define as Riff Rock n Roll Band.
The Band recently performed at Ziro Music Festival,Ziro Valley, Arunachal Pradesh & Boomerang Rock Fest at Guwahati.
Read more