The following tables list the members exposed by the SmartCardMonitor type.
| Όνομα | Περιγραφή | |
|---|---|---|
| AttachToAllEvents(ISCardMonitor) | Monitor all events for smartcards. (CardInserted,CardRemoved,Initialized,StatusChanged,MonitorException) | |
| Authenticate(string) | Read the smart card and authenticate it using EMVCO rules | |
| CardInserted(CardStatusEventArgs) |
Card inserted event. If TrainMode is off, starts reading a card and initiates the authentication with the card If TrainMode is on, starts to perfom the pairing with the card |
|
| Connect(Authenticated) | Start comms with Client | |
| Disconnect() | Stops all comms | |
| DisplayEvent(string, CardStatusEventArgs) | Display info when an event occurs on a reader | |
| GetReaderNames() | Gets installed smart card reader names | |
| HashData(string, byte[]) | Creates a hash value to store as the TrustedDevice token | |
| MonitorException(object, PCSCException) | Logs Exceptions to Console | |
| NoReaderFound(ICollection<String>) | Check if reader is found | |
| ShowUserInfo(IEnumerable<String>) | Function to log | |
| StatusChanged(object, StatusChangeEventArgs) | StatusChanged, only logs to console | |
| TrustDevice(string) | ||
| TrustDevice(Trusted) | Function to train the application to trust a specified card | |
| UnTrustDevice(AltsInfo) | Function to Untrust device. Nor yet implemented. | |
| isTrusted(AltsInfo) | Check AltsInfo if the card is trusted or not |


The jQuery logo is used for illustration but these guidelines apply to all jQuery Foundation project logos.
Download jQuery Logo SuiteTo ensure the logo isn't cropped or cut off, you'll need to create a minimum amount of "safe space." A proportional measuring system creates a consistent layout for use across all applications. The system is based on "X", as determined by the space between the top and bottom of the brand mark, tagline and the horizontal bars both above and below it. The minimum safe space should never be less than X.
If you're following the guidelines correctly, your logo should never look like any of the examples below. To be absolutely clear, please do not attempt any of the following, no matter the situation.
The jQuery Foundation project logos can be used in a number of ways, both commercially and by the open-source community surrounding that project brand. Please use the logos (following the proper brand guidelines we just addressed) to promote your own jQuery product on the web and in print, and even self-promoted jQuery meetups. Following these guidelines will ensure your product is representing the jQuery brand to the best of its ability and adding seamless interaction for your audience.
To use any jQuery Foundation project logo commercially, please contact us with specifics.
Download jQuery Foundation Logo Suite


We are planning to run a group collaboration task. The task takes approximately 1-1.5 hours and if you stay for the
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we launch the task and may receive future notifications about our HITs until you have completed that task. Space
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(Writer) Saves processed tweet to a Derby DB using JPA
Tweet Fetcher - Overview
Fetcher serves React web application to the browser
React requests a segment of tweets (latest, greatest, etc) on page load/user request
REST API receives request, queries Derby DB
REST API receives response, converts Tweet Object from DB format -> Java (via JPA) and then Java -> JSON (via Google
Gson)...kind of like shifting gears on a bicycle
Tweet Fetcher - Overview
REST API sends the JSON to the browser
React.js inserts JSON into appropriate divs
All routing, rendering, and data visualization done on the front end


@remarks The CharCount parameter actually specifies the number of Char objects that represent the Unicode characters to encode, because Visual Basic 6 internally uses UTF-16 to represent Unicode characters. Consequently, most Unicode characters can be represented by one Char object, but a Unicode character represented by a surrogate pair, for example, requires two Char objects.
To calculate the exact array size required by GetBytes to store the resulting bytes, you should use the GetByteCount method. To calculate the maximum array size, use the GetMaxByteCount method. The GetByteCount method generally allows allocation of less memory, while the GetMaxByteCount method generally executes faster.
GetMaxByteCount retrieves a worst-case number, including the worst case for the currently selected EncoderFallback. If a fallback is chosen with a potentially large string, GetMaxByteCount retrieves large values, particularly in cases where the worst case for the encoding involves switching modes for every character.
In most cases, this method retrieves reasonable values for small strings. For large strings, you might have to choose between using very large buffers and catching errors in the rare case when a more reasonable buffer is too small. You might also want to consider a different approach using GetByteCount or Encoder.Convert.
When using GetMaxByteCount, you should allocate the output buffer based on the maximum size of the input buffer. If the output buffer is constrained in size, you might use the Convert method.
Note that GetMaxByteCount considers potential leftover surrogates from a previous decoder operation. Because of the decoder, passing a value of 1 to the method retrieves 2 for a single-byte encoding, such as ASCII. You should use the IsSingleByte property if this information is necessary.
| Note |
|---|
GetMaxByteCount(N) is not necessarily the same value as N* GetMaxByteCount(1) . |
All Encoding implementations must guarantee that no buffer overflow exceptions occur if buffers are sized according to the results of this method's calculations.
@exceptions| Exception | Condition |
|---|---|
| ArgumentOutOfRangeException | CharCount is less than zero. |
| EncoderFallbackException | A fallback occurred -and- EncoderFallback is set to EncoderExceptionFallback. |
Public Sub Main() Dim MyChars() As Integer Dim U7 As Encoding Dim U8 As Encoding Dim U16LE As Encoding Dim U16BE As Encoding Dim U32 As Encoding ' The characters to encode: ' Latin Small Letter Z (U+007A) ' Latin Small Letter A (U+0061) ' Combining Breve (U+0306) ' Latin Small Letter AE With Acute (U+01FD) ' Greek Small Letter Beta (U+03B2) ' a high-surrogate value (U+D8FF) ' a low-surrogate value (U+DCFF) MyChars = NewChars("z", "a", &H306, &H1FD, &H3B2, &HD8FF, &HDCFF) ' Get different encodings. Set U7 = Encoding.UTF7 Set U8 = Encoding.UTF8 Set U16LE = Encoding.Unicode Set U16BE = Encoding.BigEndianUnicode Set U32 = Encoding.UTF32 ' Encode the entire array, and print out the counts and the resulting bytes. PrintCountsAndBytes MyChars, U7 PrintCountsAndBytes MyChars, U8 PrintCountsAndBytes MyChars, U16LE PrintCountsAndBytes MyChars, U16BE PrintCountsAndBytes MyChars, U32 Console.ReadKey End Sub Private Sub PrintCountsAndBytes(ByRef Chars() As Integer, ByVal Enc As Encoding) Dim BC As Long Dim MBC As Long Dim Bytes() As Byte ' Display the name of the encoding used. Console.WriteValue "{0,-30} :", Enc.ToString ' Display the exact byte count. BC = Enc.GetByteCount(Chars) Console.WriteValue " {0,-3}", BC ' Display the maximum byte count. MBC = Enc.GetMaxByteCount(CorArray.Length(Chars)) Console.WriteValue " {0,-3} :", MBC ' Encode the array of chars. Bytes = Enc.GetBytes(Chars) ' Display all the encoded bytes. PrintHexBytes Bytes End Sub Private Sub PrintHexBytes(ByRef Bytes() As Byte) Dim i As Long For i = LBound(Bytes) To UBound(Bytes) Console.WriteValue "{0:X2} ", Bytes(i) Next Console.WriteLine End Sub ' This code produces the following output. ' ' System.Text.UTF7Encoding : 18 23 :7A 61 2B 41 77 59 42 2F 51 4F 79 32 50 2F 63 2F 77 2D ' System.Text.UTF8Encoding : 12 24 :7A 61 CC 86 C7 BD CE B2 F1 8F B3 BF ' System.Text.UnicodeEncoding : 14 16 :7A 00 61 00 06 03 FD 01 B2 03 FF D8 FF DC ' System.Text.UnicodeEncoding : 14 16 :00 7A 00 61 03 06 01 FD 03 B2 D8 FF DC FF ' System.Text.UTF32Encoding : 24 32 :7A 00 00 00 61 00 00 00 06 03 00 00 FD 01 00 00 B2 03 00 00 FF FC 04 00


With parameters:
1. sign
2.
[
[
{{param}}
]
The contract must be invoked within 10 minutesTime left: {{time.timeLeft}}
This usually takes about a minute
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Sententia provides access to media sentiment data from the Bureau for Economic research.
This is the homepage for the {sententia} R package is at https://github.com/71point4/sententia.
The homepage for the {sententia} python
package is at https://github.com/71point4/pysententia.
Install from GitHub.
remotes::install_github("71point4/sententia")
If you want availability to the latest features (at your own risk) then you can also install from the development branch.
remotes::install_github("71point4/sententia", ref = "dev")
Check version.
packageVersion("sententia")
To access the API you’ll need to first specify an API key as provided to you by the BER.
# Example API key (this key will not work).
set_api_key("7b58ffa5afcf893d678433a56e0edca5")
get_api_key()
If you wish not to set the key every time, use usethis::edit_r_environ()
to set the key to SENTENTIA_KEY
.
Please be aware, that there is an order where the API looks for keys:
ENV
variable, SENTENTIA_KEY
, if not found, look in cache
where key was stored using set_api_key()
set_api_key()
OVERRIDES SENTENTIA_KEY
in .Renviron
!To obtain a key, please get in touch. Contact details are in DESCRIPTION
.
Besides providing sentiment calculations from different word-list dictionaries, the API interface provides access to the various permutations that is available in calculating a sentiment score (Within text and across time):
WITHIN
the article
aggr
parameterACCROSS
a time period
mean_sentiment
relative
absolute
sent_log
Get media sentiment index values for specified media source, model, topic, dictionary, frequency, and aggregation method combination.
sent_index(
source = "all",
topic = "global",
freq = "month",
dict = "loughran",
aggr = "sent_logit"
)
# # A tibble: 224 × 9
# source published_date dict_name type aggr_type mean_sentiment relative absolute sent_log
# <chr> <chr> <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl>
# 1 businessday 2003-01-01 loughran polarity sent_logit -1.80 -1 -1 0
# 2 businessday 2003-02-01 loughran polarity sent_logit -0.784 -0.639 -0.576 -0.645
# 3 businessday 2003-03-01 loughran polarity sent_logit -0.768 -0.539 -0.505 -0.523
# 4 businessday 2003-04-01 loughran polarity sent_logit -0.604 -0.423 -0.420 -0.388
# 5 businessday 2003-05-01 loughran polarity sent_logit -0.845 -0.582 -0.542 -0.567
# 6 businessday 2003-06-01 loughran polarity sent_logit -0.594 -0.426 -0.390 -0.394
# 7 businessday 2003-07-01 loughran polarity sent_logit -0.672 -0.462 -0.439 -0.433
# 8 businessday 2003-08-01 loughran polarity sent_logit -0.502 -0.356 -0.337 -0.323
# 9 businessday 2003-09-01 loughran polarity sent_logit -0.637 -0.478 -0.435 -0.452
# 10 businessday 2003-10-01 loughran polarity sent_logit -0.604 -0.412 -0.384 -0.381
# # … with 214 more rows
Get a count of the number of articles for a specified media source, model, topic, and frequency of aggregation.
sent_counts(
source = "all",
topic = "global",
freq = "week"
)
# # A tibble: 972 × 2
# published_date article_count
# <chr> <int>
# 1 2003-01-13 1
# 2 2003-01-20 1
# 3 2003-01-27 1
# 4 2003-02-03 3
# 5 2003-02-10 7
# 6 2003-02-17 26
# 7 2003-02-24 56
# 8 2003-03-03 90
# 9 2003-03-10 171
# 10 2003-03-17 152
# # … with 962 more rows
Get a count of the number of positive and negative articles for a specified model, topic, dictionary, aggregation method, and frequency.
sent_date_polarity(
source = "all",
topic = "global",
freq = "week",
dict = "loughran",
aggr = "sent_logit"
)
# # A tibble: 972 × 7
# source published_date dict_name type aggr_type positive_words negative_words
# <chr> <chr> <chr> <chr> <chr> <int> <int>
# 1 all 2003-01-13 loughran polarity sent_logit 0 1
# 2 all 2003-01-20 loughran polarity sent_logit 0 1
# 3 all 2003-01-27 loughran polarity sent_logit 0 1
# 4 all 2003-02-03 loughran polarity sent_logit 0 3
# 5 all 2003-02-10 loughran polarity sent_logit 0 7
# 6 all 2003-02-17 loughran polarity sent_logit 1 25
# 7 all 2003-02-24 loughran polarity sent_logit 14 33
# 8 all 2003-03-03 loughran polarity sent_logit 20 67
# 9 all 2003-03-10 loughran polarity sent_logit 31 130
# 10 all 2003-03-17 loughran polarity sent_logit 39 105
# # … with 962 more rows
Get the top 50 most frequently occurring positive and negative words for a specified model, topic, dictionary, aggregation method, and frequency. The timeframe over which these words are selected depends on the specified frequency (day = 30 days, week = 3 months, month = 6 months).
sent_word_polarity(
source = "all",
topic = "economy",
freq = "day",
dict = "loughran"
)
# # A tibble: 100 × 8
# source topic_econ tokens dict_name sentiment mentions word_rank date_range
# <chr> <chr> <chr> <chr> <chr> <int> <int> <chr>
# 1 all economy against loughran negative 1681 1 2021-02-28 - 2021-08-29
# 2 all economy concerns loughran negative 856 2 2021-02-28 - 2021-08-29
# 3 all economy lost loughran negative 797 3 2021-02-28 - 2021-08-29
# 4 all economy crisis loughran negative 754 4 2021-02-28 - 2021-08-29
# 5 all economy losses loughran negative 608 5 2021-02-28 - 2021-08-29
# 6 all economy unrest loughran negative 586 6 2021-02-28 - 2021-08-29
# 7 all economy unemployment loughran negative 562 7 2021-02-28 - 2021-08-29
# 8 all economy challenges loughran negative 554 8 2021-02-28 - 2021-08-29
# 9 all economy late loughran negative 534 9 2021-02-28 - 2021-08-29
# 10 all economy violence loughran negative 530 10 2021-02-28 - 2021-08-29
# # … with 90 more rows


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Experience in video games industry and consumer goods
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Contact<EMAIL_ADDRESS>/<EMAIL_ADDRESS>Valentin Lapparov
X HEC Data Science for Business
I am interested in Data Science, Machine Learning and related topics
Contact<EMAIL_ADDRESS>/ valentin.lapparov@hec.edu


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SAVING PRIVATE RYAN
A Film Review by Brian Takeshita
Rating: **** out of ****
Steven Spielberg has been a successful director for about 25 years. Like anyone else, he's had his share of less-than stellar movies during his career, but when he nails it, watch out. SAVING PRIVATE RYAN reminds us all that Spielberg is still very much the master.
In Spielberg's latest film, Tom Hanks plays U.S. Army Ranger Captain John Miller. In June of 1944, three days after landing on the beach at Normandy, Captain Miller and several of his men are charged with finding and bringing back to safety Private James Francis Ryan (Matt Damon), a paratrooper who dropped into France with the 101st Airborne the night before the D-Day invasion. Ryan's three older brothers, all serving in the Army, were killed in action within days of each other, and General George Marshall himself has ordered that Mrs. Ryan will not lose another son.
Unlike many war movies, the characters in SAVING PRIVATE RYAN are not sure how they feel about their mission for most of the film. Getting men killed in battle is justifiable because the death of one man probably saves many others, but going to retrieve Ryan is inherently a backwards idea because the lives of many are being risked to save one. It is this dilemma which is a source of conflict not only within the unit, but for each individual as he questions just what is worth fighting for.
Miller is a character who is tactically proficient both on the battlefield and when dealing with the personalities of his men. There's a scene where the soldiers under his command turn on each other, and the way he defuses the situation is unexpected and ingenious. He also proves himself to be very smart, at one point musing about the Allied strategy of the Normady campaign, and Rommel's probable avenue of counterattack. This rises him above the level of the average soldier (who usually doesn't see beyond his immediate situation), and therefore makes him very likable. While he often plays the part of the infallible leader, we also see him in moments of catharsis, which give his character a surprising depth. Portraying Miller, Hanks delivers what is perhaps his finest performance to date, running the emotional gamut and being consistently convincing. You really believe him when he says he's on this mission to earn the right to go home.
As is usually the case, Miller's men are a cross-section of backgrounds, but rather than focus on their differences as a source of conflict, screenwriter Robert Rodat has instead chosen to show how their common experiences have homogenized them. More impressive is that none of the characters are throwaways; each is given appropriate screen time to be featured and developed. A few notables include Sergeant Horvath (Tom Sizemore), Miller's right-hand man, Corporal Upham (Jeremy Davies), a young innocent who has no combat experience but comes along as a French and German translator, and Private Reiben (Edward Burns), the soldier who most vocally questions the mission. Through good writing by Rodat, clear direction by Spielberg, and solid performances by the actors, Miller's unit is one of sympathetic characters whom we fear for in the dangerous moments and laugh with in lighter times.
Credit must be given to Spielberg for showing restraint in several areas. Symbolism such as literal metaphor and religious imagery are abound in the film, but are often so subtle, you'll miss it if you're not paying attention. A lesser director might have pounded us over the head with obvious sights and close-ups of particular objects, but Spielberg is instead content to use character actions and dialog to convey messages. Additionally, John Williams's score is an almost latent enhancement to the film, not the majestic composition we would expect from the oft Spielberg-collaborator. To do any more would have been too intrusive.
Much of the quality of SAVING PRIVATE RYAN is found in the details. A soldier taps a rifle magazine against his helmet before shoving it home into his carbine. Another remarks that "tracers point both ways." When reporting what they've seen, Miller's men are specific, using "Panzers, Tigers, and MG-42's" instead of merely "tanks and machineguns." The research done in making this film is pervasive, and it pays off.
Be warned: This film is not for children, nor the squeamish. The first 25 minutes or so concentrates on the amphibious landing at Easy Green Sector of Omaha Beach, and is some of the bloodiest footage I have ever seen. However, Spielberg does not include the images of soldiers with lost limbs and open wounds simply for the sake of making a battle scene. Rather, he immerses the viewer in the chaotic and horrible nature of battle by portraying the violence as close to reality as possible. This is enhanced by employing a handheld camera whenever combat occurs throughout the film, and there is scarcely an angle that is not from the soldier's point of view. To further the effect, these scenes are also photographed with a look resembling footage from the era, with off-tinted colors and a certain degree of graininess. There are also moments where dialog is nearly unintelligible, either drowned out by the sounds of war, or lost in the overlapping shouts of confusion. Odd for a movie, where the audience must usually hear everything, this technique greatly contributes to the realism.
"Unforgettable" would be a good word to describe this film, although a million more could still not do it justice. Sounds, dialog, and sights (including an incredible one of the ships, men, and barrage balloons at Omaha Beach on D-Plus-Three) make seeing this film an experience. The stark realism takes such a toll on the viewer, and leaves in his or her mind such indelible images that it will pervade one's conscience for a long time. The portrayal of heroism, confusion, and fear is so thought-provoking, you will want to discuss many of the film's points the next day. Immediately after leaving the theater, however, the impact will be so great, you may not be able to talk at all. Quite simply, SAVING PRIVATE RYAN is one of the best films of all time.
Review posted July 23, 1998
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


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Select test for this control..
Markup Version
|
API Version
Markup Version
Basic Content
Test 1
Basic content (lazy=false)
Test dynamic args - first word in first content file should be 'fred'
Basic content (lazy=true) -
load
Content 1
Content 2
API Version
API 1
Test 1
Load a file into existing markup (first one with first word = judy)
Get a content control inst and change the src -
load now


--- layout: page title: About permalink: /about/ main_image_path: main_image_caption: frontpage: false homepage_description_markdown: >- All about the Eye Gallery painter frontpagetitle: About images: - image_path: image_title: image_description: _options: layout: hidden: true image_path: uploads_dir: "assets/images/:year" width: 1200 height: 1200 resize_style: contain mime_type: image/jpeg main_image_path: uploads_dir: "assets/images/:year" width: 1200 height: 1200 resize_style: contain mime_type: image/jpeg content: uploads_dir: "assets/:year" _comments: title: Page title permalink: Be careful editing this main_image_path: Image used to represent your page frontpage: Show this page on the homepage homepage_description_markdown: Text used on homepage if shown frontpagetitle: Alternative title for home page use images: Add and edit images here ---


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Drew Parker is currently an Assistant Lacrosse Coach and Summer Camp Director at Oregon Episcopal School where he is in charge of over 20 councelors and the well-being of more than 350 children ages 6-13. Drew is driven by the gratitude he feels by helping his student-athletes grow and develop both on and off the field over their high school careers. In 2019, Drew was Reconized by the Oregon High School Lacrosse Association as the Assistant Coach of the Year. During college, Drew spent two years in marketing while working for Rhino Lacrosse, and after college worked for two years as a personal assistant to the CEO of a Ed Catalyst Group, a company that works to integrate technology into education.
Currently, Drew is enrolled at Epicodus, a Portland based coding "bootcamp", taking their "Ruby and React" program. He will learn JavaScript, Ruby, and React during his time at Epicodus. After school, he hopes to work for Salesforce. If you have any questions for Drew, please e-mail him at drewjparker91@gmail.com.


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A combination of side-projects, hackathon projects, case competitions, and exciting school projects.
Electronics and Software
H2OnTheWay
1st Prize | McGill Hacks 2019
VisionSense
1st Prize | MakeUofT 2019
Digi-Syringe
Design Project | 2nd Year University
Safe and Sound
BostonHacks 2019
Phonomyography POC
2nd Year Analogue Circuits Project
Pure Software
ECG Peak Detector AI
2nd Year Design Project
Glucose Run
Equithon 2018
Cochlear Audio Filter
2nd Year Signals and Systems Project
Kinnekt
Most Complex Tech Award | WiC Hacks
Clinical Connections
3rd Place | YorkHacks Next300 2018
Product Design and Strategy
StepItUp
Design Project for 1st Year Capstone Symposium
Deloitte National Leadership Conference
Case Competition Runner-Up
Team Gryphons
Western University Tech Consulting Case Competition
Contact Me
Looking forward to hearing from you.
H2OnTheWay
System that detects water levels in pipes upstream from communal reservoirs in developing regions.
Built autonomous embedded system to detect water levels using Python-Arduino Serial Bridge.Automated system to send an SMS to locals that shows their location relative to active reservoirs.Received 1st place, and the Twilio Innovation Prize, out of over 500+ participants.
Date: February 2019
VisionSense
Wearable technology that tactically guides users with visual impairment.
Developed IoT outfit that senses obstructions using Ultrasonic sensors and communicates distance and direction of obstructions through vibrators in the outfit via Raspberry Pi
Date: March 2019
Digi-Syringe
Smart syringe that tracks total liquid dispensed for medication preparation
Used Arduino and Potentiometer alongise 3D printed Components to create casing for a syringe that detects how much solution has been dispensed over time.Achieved a 99% accuracy on average for all viscocities of liquid solutions attempted.
Date: September to December 2018
Safe and Sound
AR based virtual assistant aiding users with Parkinson’s Dementia manage symptoms.
Built Unity app for Bose Frames to detect falls, tremors and custom gestures and provide audio supportProgrammed AR feature in Unity to gamify process of locating medication and taking correct dose
Date: November 2019
ECG Peak Detector
Used AI to detect features of ECG Signal
Built pattern recognition algorithm using Python Jupyter Notebook and SciKit to analyze data corresponding to an ECG signal and detect various features like irrecular rates, PQRS peaks, etc.
Date: October 2018
Phonomyography POC
Analogue circuit design controlled by phonomyographic singals (audio frequencies generated by human muscles)
Designed an analogue circuit that detects audio frequency generated by human muscles, filters them for relevant contractions, and rotates motors based on the speed of contractionUsed an oscilloscope to test for accuracy of RC filters involved
Date: July 2019
ECG Peak Detector
AI to detect features of ECG Signal
Built pattern recognition algorithm using Python Jupyter Notebook and SciKit to analyze data corresponding to an ECG signal and detect various features like irrecular rates, PQRS peaks, etc.
Date: October 2018
Glucose Run
Web Platformer Game to put a spotlight on symptoms of Type 1 Diabetes in children
Built game in JS using Phaser Library. Responsible for power-up insulin respawning features and generating realistic function for tracking glucose concentration of primary player
Date: May 2018
Cochlear Audio Filter
Software mimic functionality of a cochlear implant used to detect and transmit audio to user's nervous system
Built various types of signal filters in MATLAB and ranked them based on noise cancellation, detection of human voice, and clarity of pitch and syllables.
Date: May to August 2019
Kinnekt
ML based Web tool that teaches children circuitry basics through virtual circuit building activities
Built Node.js backend that takes snapshots of completed circuitry from user and compares them for validity using Microsoft Custom Vision ML Image Recognition model with an 85% accuracy rate
Date: March 2019
Clinical Connections
Web Tool to increase process efficiency for clinics in Canada sending supplies to under-supplied clinics in other regions
Designed UI and built functional web tool to track supplies and allow universal clear communication between all stakeholders involved in transaction of supplies. Used HTML and CSS, Node.JS and SQL to build tool. Won 3rd place out of 300 participants.
Date: September 2018
StepItUp
Mechanical tool to reduce risk of child athletes developing Little League Elbow disorder
Used SolidWorks to design prototypes after conducting user interviews and extensive research. Built final design using raw materials in the machine shop. Achieved a 95% improvement in throwing angle responsible for causing this disorder in athletes.
Date: September to December 2017
Deloitte National Leadership Conference Case Competition2019
Project Pitch to increase longitudinal impact of local charity
Selected as one of the 100 students to attend conference from over 1000 applicants. Collaborated with team to really understand goals of YouthSpeak Organization in Toronto and work towards developing a more longitudinal plan to help their younger clients. Selected as the runner-up of the competition.
Date: June 2019
Team Gryphons at Western's Case Competition
Case competition with a focus on Tech Consulting and Financial Literacy
Analyzed FinTech Company's current client data and situation to pitch product plans that could benefit students in increasing their financial security.


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IBook
Information about a book required by teacher.
Fields
title: string - title
author: string - author
publisher: string - publisher
subject: string - subject for which the book is required
teacher: string - teacher that requires the book


--- title: Export keywords: fastai sidebar: home_sidebar nb_path: "nbs/13_export.ipynb" ---
* Type of match needs to be implemented
* evidence[['MS/MS m/z','m/z']]
MS/MS m/z: The m/z used for fragmentation (not necessarily the monoisotopic
m/z).
m/z The recalibrated mass-over-charge value of the precursor ion.
* Include rt_length directly in feature finding..
* try to extract more properties from the featues
mq_dict_evidence['Number of data points'] =
mq_dict_evidence['Number of scans'] =
mq_dict_evidence['Number of isotopic peaks'] =
THis needs alot be done:
'MS/MS count'
'MS/MS scan number'
'Delta Score' (to the second best identifeid peptide..)
Apparently, the columns for evidence.txt are dynamic. As an example, when including Oxidation of M as modification, the following columns will be added:
'Oxidation (M)',
'Oxidation (M) Probabilities',
'Oxidation (M) Score Diffs',
'Oxidation (M) site IDs'
Example code to load and print the columns
import pandas as pd
evidence = pd.read_csv('F:/TESTDATA/DEFAULT/THERMO_IRT_MANY_MOD/combined/txt/evidence.txt', sep = '\t')
for _ in evidence.columns:
print(f"mq_dict_evidence['{_}'] =")
`
mq_dict_evidence = {}
mq_dict_evidence['Sequence'] = 'naked_sequence'
mq_dict_evidence['Length'] = 'n_AA'
mq_dict_evidence['Modifications'] = 'mq_modifications'
mq_dict_evidence['Modified sequence'] = 'mq_sequence'
mq_dict_evidence['Missed cleavages'] = 'n_missed'
mq_dict_evidence['Proteins'] = 'protein_group'#it is not entirely clear what the difference between Leading Proteins and Proteins is
mq_dict_evidence['Leading proteins'] = 'protein_group'
mq_dict_evidence['Leading razor protein'] = 'protein'
mq_dict_evidence['Type'] = 'type'
mq_dict_evidence['Raw file'] = 'mq_rawfile'
mq_dict_evidence['MS/MS m/z'] = 'undefined'
mq_dict_evidence['Charge'] = 'charge'
mq_dict_evidence['m/z'] = 'mz'
mq_dict_evidence['Mass'] = 'mass'
mq_dict_evidence['Uncalibrated - Calibrated m/z [ppm]'] = 'undefined'
mq_dict_evidence['Uncalibrated - Calibrated m/z [Da]'] = 'undefined'
mq_dict_evidence['Mass error [ppm]'] = 'undefined'
mq_dict_evidence['Mass error [Da]'] = 'undefined'
mq_dict_evidence['Uncalibrated mass error [ppm]'] = 'undefined'
mq_dict_evidence['Uncalibrated mass error [Da]'] = 'undefined'
mq_dict_evidence['Max intensity m/z 0'] = 'undefined'
mq_dict_evidence['Retention time'] = 'rt'
mq_dict_evidence['Retention length'] = 'undefined'
mq_dict_evidence['Calibrated retention time'] = 'undefined'
mq_dict_evidence['Calibrated retention time start'] = 'undefined'
mq_dict_evidence['Calibrated retention time finish'] = 'undefined'
mq_dict_evidence['Retention time calibration'] = 'undefined'
mq_dict_evidence['Match time difference'] = 'undefined'
mq_dict_evidence['Match m/z difference'] = 'undefined'
mq_dict_evidence['Match q-value'] = 'undefined'
mq_dict_evidence['Match score'] = 'undefined'
mq_dict_evidence['Number of data points'] = 'undefined'
mq_dict_evidence['Number of scans'] = 'undefined'
mq_dict_evidence['Number of isotopic peaks'] = 'n_isotopes'
mq_dict_evidence['PIF'] = 'undefined'
mq_dict_evidence['Fraction of total spectrum'] = 'matched_int_ratio'
mq_dict_evidence['Base peak fraction'] = 'undefined'
mq_dict_evidence['PEP'] = 'undefined'
mq_dict_evidence['MS/MS count'] = 'undefined'
mq_dict_evidence['MS/MS scan number'] = 'undefined'
mq_dict_evidence['Score'] = 'score'
mq_dict_evidence['Delta score'] = 'undefined'
mq_dict_evidence['Combinatorics'] = 'undefined'
mq_dict_evidence['Intensity'] = 'int_sum'
mq_dict_evidence['Reverse'] = 'reverse'
mq_dict_evidence['Potential contaminant'] = 'contaminant'
mq_dict_evidence['id'] = 'id'
mq_dict_evidence['Protein group IDs'] = 'undefined'
mq_dict_evidence['Peptide ID'] = 'undefined'
mq_dict_evidence['Mod. peptide ID'] = 'undefined'
mq_dict_evidence['MS/MS IDs'] = 'undefined'
mq_dict_evidence['Best MS/MS'] = 'undefined'
mq_dict_evidence['Taxonomy IDs'] = 'undefined'
import pandas as pd
ref_ap = pd.read_csv('E:/test_temp/results.csv')
ref_ap = prepare_ap_results(ref_ap)
mq_evidence = pd.DataFrame.from_dict({k: ref_ap[mq_dict_evidence[k]] for k in mq_dict_evidence.keys()})
mq_evidence.to_csv('mq_evidence.txt', sep = '\t', index=None)
#export
mq_dict_proteinGroups = {}
mq_dict_proteinGroups['Protein IDs'] =
mq_dict_proteinGroups['Majority protein IDs'] =
mq_dict_proteinGroups['Peptide counts (all)'] =
mq_dict_proteinGroups['Peptide counts (razor+unique)'] =
mq_dict_proteinGroups['Peptide counts (unique)'] =
mq_dict_proteinGroups['Fasta headers'] =
mq_dict_proteinGroups['Number of proteins'] =
mq_dict_proteinGroups['Peptides'] =
mq_dict_proteinGroups['Razor + unique peptides'] =
mq_dict_proteinGroups['Unique peptides'] =
mq_dict_proteinGroups['Sequence coverage [%]'] =
mq_dict_proteinGroups['Unique + razor sequence coverage [%]'] =
mq_dict_proteinGroups['Unique sequence coverage [%]'] =
mq_dict_proteinGroups['Mol. weight [kDa]'] =
mq_dict_proteinGroups['Sequence length'] =
mq_dict_proteinGroups['Sequence lengths'] =
mq_dict_proteinGroups['Q-value'] =
mq_dict_proteinGroups['Score'] =
mq_dict_proteinGroups['Intensity'] =
mq_dict_proteinGroups['MS/MS count'] =
mq_dict_proteinGroups['Only identified by site'] =
mq_dict_proteinGroups['Reverse'] =
mq_dict_proteinGroups['Potential contaminant'] =
mq_dict_proteinGroups['id'] =
mq_dict_proteinGroups['Peptide IDs'] =
mq_dict_proteinGroups['Peptide is razor'] =
mq_dict_proteinGroups['Mod. peptide IDs'] =
mq_dict_proteinGroups['Evidence IDs'] =
mq_dict_proteinGroups['MS/MS IDs'] =
mq_dict_proteinGroups['Best MS/MS'] =
mq_dict_proteinGroups['Oxidation (M) site IDs'] =
mq_dict_proteinGroups['Oxidation (M) site positions'] =
mq_dict_proteinGroups['Taxonomy IDs'] =


Query field elements allow you to specify additional fields in the output of ClearQuest queries. Doing so does not alter your query. This functionality is useful for interfaces that run user queries but need particular fields in the query results. For example, not all user queries return the 'Id' field which is rather important for almost all interfaces. You could use a query field element to add 'Id' to every query and guarentee that 'Id' is always present.
Like field elements, query field elements do not have standard names. Instead their names reflect each field's database column name. For example, the query field element for the 'Headline' field is: <headline/> while the query field element for the 'Version' field is: <version_reported/>. A complete list of fields and their corresponding database column names is available via the ClearQuest Data Dictionary. Alternatively, within ClearQuest click on the field label and the database column will be displayed as DB Field Name.
Query Field elements have no attributes.
| Attribute | Description | Notes |
|---|---|---|
| - | - | - |
| Add 'Id' to query output: | <id/> |
| Add 'Originally Reported' to query output: | <reported/> |
Using the information from the previous chapters, here's how you would perform some common or advanced query tasks:
Run public query 'My To Do List' and add
'Submitter':
<ClearQuest login='cq_user' password='password' db='pract' repo='practice'>
<query name='Public Queries/My To Do List' wait='yes'>
<submitter/>
</query>
</ClearQuest>
Run public query 'Prompt Old Defect #' and add
'Originally Reported':
<ClearQuest login='cq_user' password='password' db='pract' repo='practice'>
<query name='Public Queries/Prompt Old Defect #' wait='yes'>
<prompt1>SC330767</prompt1>
<reported/>
</query>
</ClearQuest>
The next chapter, Info Elements, will introduce functionality to add more interactivity to scripts that work with ClearQuest via the CQ/XML Interface.
| Prompt Elements | Table of Contents | Info Elements |


|
PicoTest
A minimalist unit testing framework for C programs
|
Modules | |
| Test Cases | |
| Assertions | |
| Test Fixtures | |
| Test Suites | |
Data Structures | |
| struct | PicoTestMetadata |
| Test metadata. More... | |
Version | |
PicoTest follows the Semantic Versioning Specification (SemVer) 2.0.0: | |
| #define | PICOTEST_VERSION |
| #define | PICOTEST_VERSION_MAJOR |
| #define | PICOTEST_VERSION_MINOR |
| #define | PICOTEST_VERSION_PATCH |
Test Functions | |
| typedef int() | PicoTestProc(const char *cond) |
| Signature of test functions. More... | |
| #define | PICOTEST_EXTERN(_testName) |
| Declare an extern test for metadata access. More... | |
| #define | PICOTEST_METADATA(_testName) |
| Get test metadata. More... | |
Test Filters | |
PicoTest provides a way for client code to select tests to be run using custom filter functions. | |
| enum | PicoTestFilterResult { PICOTEST_FILTER_SKIP, PICOTEST_FILTER_PASS, PICOTEST_FILTER_SKIP_PROPAGATE, PICOTEST_FILTER_PASS_PROPAGATE } |
| Result of test filter functions. More... | |
| typedef PicoTestFilterResult() | PicoTestFilterProc(PicoTestProc *test, const char *testName, const char *cond) |
| Signature of test filter functions. More... | |
| #define | PICOTEST_FILTER_DEFAULT |
| Default test filter function. More... | |
| #define | PICOTEST_FILTER |
| Define the test filter function. More... | |
Test hierarchy traversal | |
Tests can form hierarchies of test suites and test cases. PicoTest provides two ways to traverse such hierarchies with a simple visitor pattern. This can be used for e.g. test list discovery in build systems. | |
| enum | PicoTestVisitStep { PICOTEST_VISIT_ENTER, PICOTEST_VISIT_LEAVE } |
| Test visit step. More... | |
| typedef void() | PicoTestTraverseProc(const char *name, int nb) |
| Function signature of test traversal proc. More... | |
| typedef void() | PicoTestVisitProc(const PicoTestMetadata *metadata, PicoTestVisitStep step) |
| Function signature of test visit proc. More... | |
| #define | PICOTEST_TRAVERSE(_testName, _proc) |
| Traverse a test hierarchy depth-first. More... | |
| #define | PICOTEST_VISIT(_testName, _proc) |
| Visit a test hierarchy depth-first. More... | |
Logging | |
PicoTest provides a way for client code to intercept test failure events. This can be used for e.g. logging purpose or reporting. | |
| typedef void() | PicoTestFailureLoggerProc(const char *file, int line, const char *type, const char *test, const char *msg, va_list args) |
| Function signature of test failure log handlers. More... | |
| #define | PICOTEST_FAILURE_LOGGER_DEFAULT |
| Default test failure log handler. More... | |
| #define | PICOTEST_FAILURE_LOGGER |
| Define the test failure log handler. More... | |
| struct PicoTestMetadata |
Test metadata.
| Data Fields | ||
|---|---|---|
| const char * | name |
Test name. |
| const char * | file |
Test file location. |
| int | line |
Test line location. |
| PicoTestProc *const | test |
Test function. |
| int | nbSubtests |
Number of subtests. |
| const struct PicoTestMetadata ** | subtests |
Subtests (NULL-terminated array for test suites, NULL pointer for test cases). |
| #define PICOTEST_EXTERN | ( | _testName | ) |
Declare an extern test for metadata access.
| _testName | Test name. |
| #define PICOTEST_METADATA | ( | _testName | ) |
Get test metadata.
| _testName | Test name. |
| #define PICOTEST_FILTER_DEFAULT |
Default test filter function.
Does a simple string equality test between testName and cond, and propagates to subtests if it doesn't match.
| #define PICOTEST_FILTER |
Define the test filter function.
Called before calling a test with a non- NULL condition.
The default filter does a simple string equality test between its testName and cond arguments, and propagates to subtests if it doesn't match. Redefine this macro to use a custom filter function, which must follow the PicoTestFilterProc signature.
| #define PICOTEST_TRAVERSE | ( | _testName, | |
| _proc | |||
| ) |
Traverse a test hierarchy depth-first.
This feature covers simple use cases such as getting the flat list of all test names. For more advanced usage, see PICOTEST_VISIT.
| _testName | Name of the traversed test. |
| _proc | Test traversal proc. Must follow the PicoTestTraverseProc signature. |
| #define PICOTEST_VISIT | ( | _testName, | |
| _proc | |||
| ) |
Visit a test hierarchy depth-first.
This feature covers more advanced use cases than PICOTEST_TRAVERSE, such as exporting the test hierarchy as a structured format such as XML or JSON, or accessing test metadata.
| _testName | Name of the visited test. |
| _proc | Test visit proc. Must follow the PicoTestVisitProc signature. |
| #define PICOTEST_FAILURE_LOGGER_DEFAULT |
Default test failure log handler.
Does nothing.
| #define PICOTEST_FAILURE_LOGGER |
Define the test failure log handler.
Called when a test fails.
The default handler does nothing. Redefine this macro to use a custom handler, which must follow the PicoTestFailureLoggerProc signature.
| typedef int() PicoTestProc(const char *cond) |
Signature of test functions.
Both Test Suites and Test Cases follow this signature.
| cond | Test filtering condition, or NULL. In the former case, passed to the active test filter before running the test. |
| typedef PicoTestFilterResult() PicoTestFilterProc(PicoTestProc *test, const char *testName, const char *cond) |
Signature of test filter functions.
A test called with a non- NULL condition must match this condition to be run. The test filter is set using the PICOTEST_FILTER macro.
| test | Test function to filter. |
| testName | Name of test to filter. |
| cond | Test filtering condition. |
| typedef void() PicoTestTraverseProc(const char *name, int nb) |
Function signature of test traversal proc.
| name | Name of traversed test. |
| nb | Number of subtests (zero for simple test cases, at least one for test suites). |
| typedef void() PicoTestVisitProc(const PicoTestMetadata *metadata, PicoTestVisitStep step) |
Function signature of test visit proc.
Proc is called once for each value of PicoTestVisitStep.
| metadata | Metadata of the visited test. |
| step | Visit step. |
| typedef void() PicoTestFailureLoggerProc(const char *file, int line, const char *type, const char *test, const char *msg, va_list args) |
Function signature of test failure log handlers.
| file | File name where the test was defined. |
| line | Location of test in file. |
| type | Type of test that failed (e.g. "ASSERT" ). |
| test | Tested expression. |
| msg | Optional message format string, or NULL. |
| args | Optional message string parameter list, or NULL. |
| enum PicoTestFilterResult |
Result of test filter functions.
| enum PicoTestVisitStep |
Test visit step.
| Enumerator | |
|---|---|
| PICOTEST_VISIT_ENTER | Enter the test. |
| PICOTEST_VISIT_LEAVE | Leave the test. |


The iteration protocols have been mentioned a few times, but we haven't spent much time on just what a protocol is.
A protocol, something which was first brought up in JavaScript for ES2015, isn't too dissimilar from an interface in a class-based language. It's a set of properties that an object agrees to implement in order to statisfy the protocol; the iterable property, for example, says that an object has to have a function property with a particular name that returns an iterator, and if it does that, it gets to play with for...of
.
Xduce implements its support for iterating over any collection through the use of these iterator protocols. Any collection that conforms can be broken down by transduce
and friends, and any collection that doesn't conform can be made to conform (more on that in a little bit).
But there are no built-in reduction protocols, no universal way to reduce to a collection in the same way that there is a universal way to iterate over a collection. Fortunately, we have the ability to define our own protocols, and that's exactly what xduce does to let it both iterate over and reduce into any collection type.
This is really not too hard at all. JavaScript already tells us how to make a collection iterable by implementing the iteration protocols. In fact, it's difficult to find a collection these days that doesn't implement the iterator protocols, so we're going to have to pretend that we need to give a collection iterator support.
The iterable protocol (one of the two iteration protocols) says that to be iterable, an object needs to have a property with a certain name that is a function that returns an iterator. That name is Symbol.iterator
. This is a symbol, not a string, and symbols are very often used for protocol property names (they have no literal form, so you actually have to reference the property as Symbol.iterator
).
We need our function to return an object with a next
function on it, and that next
function needs to return the contents of the array, one element at a time, as the value
property of an object. This is the iterator protocol, the other iteration protocol. It's pretty easy to implement by keeping track of the index of the last value to have been returned.
Let's see this in action. The actual hardest part about this example is finding something that needs to be made iterable. With the standardization brought by the iteration protocols and the reward for implementing it (being able to use for...of
), nearly everything that makes sense to be iterable already is. So let's use something that doesn't have full support yet — iterable NodeList
s.
const iterator = xduce.protocols.iterator;
// Only add the property if it isn't already there
if (!NodeList.prototype.hasOwnProperty(iterator)) {
NodeList.prototype[iterator] = () => {
let index = 0;
const list = this;
return {
next() {
if (index < list.length) {
return {
value: list[index++],
done: false
};
}
return { done: true };
}
};
};
}
This is an idiomatic way of adding the iterable protocol function: write a function that returns an object that acts as a closure, keeping its tracking of the current index completely private. That object has one property, a function named next
, thereby satisfying the protocol.
Notice also that we wrap this all in an if
statement, since we don't want to overwrite NodeList
's implementation of the iteration protocols if it already has them.
This part is trickier, because we don't have any built-in support from JavaScript. For this section we're going to use a real-life collection that you might want to actually make work with xduce, the List
from Immutable.
To make a collection reducible by xduce, it needs to provide instructions on how to reduce it. This has two parts: an initial value and a function that's run once for each element to add it to the collection that's being built. This probably doesn't sound too odd; it's pretty much the definition of reduction itself.
There are no protocols in JavaScript for reduction, so xduce has created its own. These are available on the xduce.protocols
object. To provide a new initial collection, the collection should implement xduce.protocols.init
, and reduction should be done via a reduction function called xduce.protocols.step
. Let's show how to do that with Immutable lists.
const List = Immutable.List;
const { init, step } = xduce.protocols;
List.prototype[init] = () => List();
List.prototype[step] = (acc, x) => List.fromJS(acc.toArray().concat([x]));
The init
function simply returns a new List
. There's nothing unusual about that.
The step
function is where the magic happens. In this case, it turns the accumulator (the current List
as it's being built) into an array, concatenates the new value to the end of it, and calls List.fromJS
to create a new list from that array.
And...there's a problem. Because Immutable lists are, well, immutable, the only way to reduce to them is to create a new list for every step (since we can't modify the old list). This really isn't very efficient. But Immutable does provide a different way, by making their immutable lists mutable.
List.prototype[init] = () => List().asMutable();
List.prototype[step] = (acc, x) => acc.push(x);
Well, that's certainly going to be more efficient, and it's easier to read to boot (thanks to the fact that List
's push
function returns the new List
, unlike JavaScript's Array
's push
). But the problem here is that we're not making an immutable list at all. The list that gets returned is mutable.
The solution is a third protocol function, this one called xduce.protocols.result
. When the reduction is complete and the finsihed collection is ready to be returned, result
gives us one last chance to modify the collection as a whole before it's sent back. Let's see how we can use that to get the best of both worlds.
const List = Immutable.List;
const { init, step, result } = xduce.protocols;
List.prototype[init] = () => List().asMutable();
List.prototype[step] = (acc, x) => acc.push(x);
List.prototype[result] = acc => acc.asImmutable();
There! The result
function has given us that last chance to take the mutable list that we've been building up so efficiently and turn it into an immutable list for return. Realized that this is not actually just a demonstration — if you want to use Immutable lists with xduce, those three lines of code above are exactly how to make that happen.
Most of the time, the result
function is just going to return the accumulator as-is, because there's no need to modify it before return. You will still need to provide a result
function though, even if the code for it is just x => x
. For a collection like this though, where we want to build in an efficient way that precludes the type that we're outputting, it's invaluable.
We've covered all you need to do to make xduce able to work with a third-party collection, but let's consolidate that into an easy-to-use list.
xduce.protocols.iterator
that returns an object that conforms to the iterator protocol. You will probably find that most collections already implement this. (Remember that in an environment with symbols, this is the same as Symbol.iterator
, so any collection that implements that will conform to what xduce needs.)
xduce.protocols.init
. When called, it should provide a new instance of an empty collection.
xduce.protocols.step
. It should be a reducer function, appending a new value onto the collection when called.
xduce.protocols.result
. It should take a collection and return the collection that you would want returned from that input collection. Note that in the vast majority of cases, this function should just return its input argument unchanged.
Any collection that you can do this with — and it's not really a very hard task — can then be used with xduce. And as long as you add it to the prototype so that the functions appear on every new object created from that prototype, it's a one time deal. Do it once, and every transducer will work with your collection.
Now that the mechanism behind supporting third-party collections has been described, we can come out and talk about the role of reducer functions in xduce.
This was revealed in the final section of the More transducution page but, in case you missed it, xduce does not directly use reducer functions in any of its transductions. This is a big deal because in all three of the Theory pages, we talked a lot about reducer functions. They've been mentioned here and there since then, including on the page about the most basic transduction function in the library, transduce
, which was said to take a reducer function as an argument. So what gives?
The fact is that a reducer function isn't enough, and you saw that in the last section. To support transduction in a collection, we set three functions: the protocols init
, step
, and result
. Only step
is a reducer function, and we need more than that reducer function to be able to define generalized reduction. We also need an initial collection value and, in some cases, a function to pass the result through at the end.
We can't get that by passing a reducer function into anything. So instead, xduce uses reducer objects. These are objects that satisfiy all three of the transducer protocols described above. In other words, they're reducer functions, but they're more.
We'll talk more about writing reducer objects in the later section on writing your own transducers, but I'll mention right here that if you have a reduction function and need a reducer object instead, you can pass your function to toReducer
. That little utility will take a function and return an object with all three of the protocol function properties on it.
In fact, that's how we made transduce
work just fine with passing a reducer function to it.


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Proudly developed by Nehemie Zikama, All credits goes to Andela, Udacity and Google for such big opportunity they offered to me, I'm grateful to say a BIG thank you for such an Amazing opportunity, Live Andela,Udacity and Google, GoogleAfricaChallenge, GroWithGoogle,AlcWithgoogle3.0,MWS-Nanodegree .
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Given a symmetric monoidal category C: with a full subcategory (not necessarily symmetric monoidal) TC:
a partial trace is a natural transformation:
satisfying certain axioms (given below, since they are much simpler to present graphically than equationally).
As an example, the categories Cpo Cpo (where the inclusion maps D to D) have a partial trace given by fixed points.
As another example, given a generator with a subset of sorts defined to be traceable we can let C be the category of flow graphs over that generator where any cycle through the graph must pass through at least one edge labelled with a traceable sort, and TC be the full subcategory where the objects are traceable sorts. These categories have a partial trace given by forming a feedback loop:
We shall provide a different axiomatization of traces than that provided by Joyal, Street and Verity, but we shall show below that in the case when C and TC are the same category, we recover their definition.
Naturality in X (for f : X' X and g : X U A Y U A in C):
| = | ||
| f; TrX Y A (g) | = | TrX' Y A (f idU A; g) |
Naturality in Y (for f : Y Y' and g : X U A Y U A in C):
| = | ||
| TrX Y A (g); f | = | TrX Y' A (g; f idU A) |
Yanking:
| = | ||
| TrU(A) U(A) A (symmU(A) U(A)) | = | idU(A) |
Symmetry sliding (for f : X U(A) U(B) Y U(B) U(A)):
| = | ||
| TrX Y A (Tr(X U(A)) (Y U(A)) B (f; (idY symmU(B) U(A))) | = | TrX Y B (Tr(X U(B)) (Y U(B)) A ((idX symmU(B) U(A)); f) |
Strength (for f : V W and g : X U A Y U A in C):
| = | ||
| f TrX Y A (g) | = | Tr(V X) (W Y) A (f g) |
For those readers familiar with Joyal, Street and Verity's axiomatization of a trace, the above axioms are obviously derivable from theirs. Moreover, the following lemmas show that we can derive their axiomatization, so in the case where TC and C coincide, our axiomatization is the same as theirs.
Lemma (Parameterized dinaturality) (for f : Z U(B) U(A) and g : X U(A) Y U(B) in C):
| = | ||
| Tr(X Z) Y A ((idX symmZ U(A)); (g idZ); (idY (symmU(B) Z); f))) | = | Tr(X Z) Y B ((idX f); g) |
| = | ||
| TrX Y A (g; (idY f)) | = | TrX Y B ((idX f); g) |
Proof. Let Z be I in the above.
Lemma (Trace respects unit) (for f : I U A and g : X U A Y in C):
| = | ||
| TrX Y A (g; idY f) | = | (idX f); g |
| = | ||
| TrX Y A (g; idY f) | = | TrX Y C (TrX Y B ((idX f); g)) |
| = | ||
| TrX Y A (g) f | = | Tr(X V) (Y W) A ((idX symmV U(A)); (g f); (idY symmU(A) W)) |


Welcome to my styled page!
It lacks images, but at least it has style. And it has links, even if they don't go anywhere…
There should be more here, but I don't know what yet.


---
layout: post
title: "Palm Prē reflections"
date: 2009-11-24
comments: false
---
I got a Palm Prē yesterday. Here are some initial thoughts.
- I like the feel of the physical device
- The keyboard is small
- Camera is useless for taking photos of receipts
- The gesture UI is great
- The Mail application shows individual emails, rather than GMail-style conversations. Lame.
- I don't know how to get my lists out of text files on my computer and onto the Palm
- I don't know actually know anything about syncing from the Palm
- I still don't regret not getting an iPhone


You know that little tiny box on the party invite screen that says "dont show anymore" or something... well by accident i clickd it (i was surrounded in combat, and .. well you know) i cant seem to figure out how to reinstate that screen! Does anyone know how this is done?
Thanks for any help
Peace
I imagine it's just like disliking someone. Just leave the server and rejoin, that should fix it.
nope, it's an option in the .ini.. I can't seem to find it and am in a rush this morning but if noone has found it by this afternoon i'll try again.. but it's either nwn.ini or nwnplayer.ini in your base nwn dir.
I had this problem.. i fixed this problem.. I rule!
-DaMouse
NWNPLAYER.INI file is the file; located under your NWN director. One of the Game Options is DisablePartyInvitePopup; this is most likely set to 1. Set to 0 and you should be fine.


{% include header.html %}
{% include navbar.html %}
CDS-Immunization Profiles
CDS-Immunization {{page.title}} Profile
Definitions
Content
Detailed Descriptions
Mappings
XML
JSON
Turtle
D.1.0.4
StructureDefinition: CDS-Immunization-{{page.tcode}} - Detailed Descriptions
Definitions for the {{page.code}} Profile.
{%include StructureDefinition-{{page.code}}-dict.xhtml%}
{% include footer.html %}


Azawakh
| Azawakh Picture | |
| Breed Information | |
|---|---|
| Popularity | # |
| Name | Azawakh |
| Other names | Idi, Hanshee, Oska, Rawondu, Bareeru, Wulo, Tuareg Sloughi |
| Origin | Mali |
| Breed Group | Sighthound & Pariah (UKC) |
| Size | Large |
| Type | Purebred |
| Life span | 10-12 years |
| Temperament | AffectionateAloofAttentiveFierceRefinedRuggedLoyal |
| Height | Male: 25–29 inches (64–74 cm)Female: 24–28 inches (60–70 cm) |
| Weight | Male: 44–55 pounds (20–25 kg)Female: 33–44 pounds (15–20 kg) |
| Colors | BlackBlueBrindleBrownGoldenGrayWhite |
| Litter Size | 4-6 puppies |
| Puppy Price | Average $600 - $800 USD |
| Breed Characteristics | |
| Adaptability | 2 stars |
| Apartment Friendly | 4 starsThe Azawakh will do okay in an apartment if it gets enough exercise. They are relatively inactive indoors and a small yard will do. Azawakhs are sensitive to the cold but do well in cold climates as long as they wear a coat outside. |
| Barking Tendencies | 2 starsOccassional |
| Cat Friendly | 1 stars |
| Child Friendly | 2 starsNot Good with Kids: In isolation, this dog breed might not be the best option for kids. However, to mitigate the risks, have the puppy grow up with kids and provide it with plenty of pleasant and relaxed experiences with them. This breed is also shy toward other pets and shy toward strangers. |
| Dog Friendly | 3 stars |
| Exercise Needs | 3 starsAzawakhs that are kept as pets should have regular opportunities to run free on open ground as well as have long, brisk walks daily, preferably at the same time every day. |
| Grooming | 1 starsThe smooth, shorthaired coat is very easy to groom. Simply comb and brush with a firm bristle brush, and dry shampoo only when necessary. This breed is an average shedder. |
| Health Issues | 3 starsHypoallergenic: No |
| Intelligence | 3 starsRanking: (#). (See All Rankings) |
| Playfulness | 3 stars |
| Shedding Level | 3 starsMinimal Shedding: Recommended for owners who do not want to deal with hair in their cars and homes. |
| Stranger Friendly | 1 stars |
| Trainability | 3 starsDifficult Training: The Azawakh isn't deal for a first time dog owner. Patience and perseverance are required to adequately train it. |
| Watchdog Ability | 5 starsGreat Watchdog Ability: This dog will bark and alert its owners when an intruder is present. It is moderately protective of its owners and are generally considered to be good guardians. |
| Azawakh Puppy Picture | ||
| Puppy Names | ||
|---|---|---|
| Rank | Male | Female |
| 01 | Buddy | Molly |
| 02 | Max | Bella |
| 03 | Toby | Coco |
| 04 | Jack | Luna |
| 05 | Rocky | Abbie |
| 06 | Charlie | Daisy |
| 07 | Oliver | Zoey |
| 08 | Oscar | Stella |
| 09 | Jake | Roxy |
| 10 | Bailey | Penny |
| See All Names › |
| Overview |
|---|
|
Morphology is very similar to that of the Middle Eastern and South Indian sight hounds, all swift, high-bred coursing hounds, although there are several obvious differences. For example, a short, flat back combined with long legs place the hips higher than the withers. The Azawakh is almond eyed and thin. It moves with a distinctly feline gait and can be found in a variety of colors as well as varying degrees of refinement, though format is basically constant. The standards call for a hound from 33 to 55 pounds (15 to 25 kg); its height is 24 to 29 inches (61 to 74 cm). The coat is very short and almost absent on the belly. Its bone structure shows clearly through the skin and musculature. Its muscles are "dry", meaning that they are quite flat, unlike the Greyhound and Whippet. In this respect it is similar in type to the Saluki. Relative to its native environment, the smooth-coated Azawakh hound mentally and structurally manifests his vocation as hunter, protector and companion. Quick, attentive, distant, proud and alert, he remains instinctively reserved with strangers and gentle with those he loves. Socialize well. Especially slender and elegant, his frame and muscles are visible under a dry, fine skin. The Azawakh has a natural tendency to guard. Be sure you are this dog's calm, but firm, confident and consistent pack leader. Does best with an owner who is even-tempered, displaying a natural, but gentle authority over the dog. Independent and exceptionally fast, these dogs can reach up to 37 mph (60 km/h). |
| History |
| The Azawakh originated in the Sahel region of Africa. They have been bred by the numerous nomadic tribes of the Southern Sahara as hunting and guard dogs, as well as companions. The hound's vocations were, and still are, the chase, guarding and companionship. The nomads considered the dogs to be a show piece as well as a hunting dog. The Azawakh was recognized by the United Kennel Club on January 1, 1993. |


This guide discusses how to manipulate and match strings in Lua.
The Corona string library provides generic functions for string manipulation, such as pattern matching and finding/extracting substrings. When indexing a string in Lua, the first character is at position 1, not at position 0 as in C. Indices are allowed to be negative and are interpreted as indexing backwards from the end of the string. Thus, the last character is at position -1, and so on.
The string library provides all of its functions inside the table string. It also sets a metatable for strings where the __index
field points to the string table. Therefore, you can use the string functions in object-oriented style. For instance, string.byte(s,i)
can be written as s:byte(i)
.
The string library assumes one-byte character encodings.
| Function | Description | |
|---|---|---|
string.byte()
|
reference | Returns the internal numerical codes of the characters in a string. |
string.char()
|
reference | Returns a string in which each character has the internal numerical code equal to its corresponding argument. |
string.find()
|
reference |
Looks for the first match of a pattern in a string. If found, it returns the indices where the occurrence starts and ends; otherwise, returns nil .
|
string.format()
|
reference | Returns a formatted string following the description given in its arguments. |
string.gmatch()
|
reference | Returns a pattern-finding iterator. |
string.gsub()
|
reference | Replaces all occurrences of a pattern in a string. |
string.len()
|
reference | Returns the length of a string (number of characters). |
string.lower()
|
reference | Changes uppercase characters in a string to lowercase. |
string.match()
|
reference | Extracts substrings by matching patterns in a string. |
string.rep()
|
reference |
Replicates a string by returning a string that is the concatenation of n copies of a specified string.
|
string.reverse()
|
reference | Reverses a string. |
string.sub()
|
reference | Returns a substring (a specified portion of an existing string). |
string.upper()
|
reference | Changes lowercase characters in a string to uppercase. |
String functions such as string.find()
, string.match()
, string.gmatch()
and string.gsub()
require a string pattern to search and replace on. A pattern must be constructed very carefully, otherwise the function will return nil
or the string will be improperly altered.
A character class is used to represent a set of characters. The following combinations are allowed in describing a character class, where the class is not one of the magic characters ^
, $
, (
, )
, %
, .
, [
, ]
, *
, +
, -
, or ?
.
.
|
Represents all characters. |
|---|---|
%a
|
Represents all letters. |
%c
|
Represents all control characters. |
%d
|
Represents all digits. |
%l
|
Represents all lowercase letters. |
%p
|
Represents all punctuation characters. |
%s
|
Represents all space characters. |
%u
|
Represents all uppercase letters. |
%w
|
Represents all alphanumeric characters. |
%x
|
Represents all hexadecimal digits. |
%z
|
Represents the character with representation 0. |
%x
|
When x is any non-alphanumeric character, this is the standard way to escape the magic characters. Any punctuation character — even non-magic — can be preceded by a % when used to represent itself in a pattern.
|
[set]
|
Represents the union of all characters in set . A range of characters can be specified by separating the end characters of the range with a - (hyphen). All classes described above can also be used as components in the set. All other characters in set represent themselves. For example, [%w_] or [_%w] represents all alphanumeric characters plus the underscore. [0-7] [0-7%l%-] - character. The interaction between ranges and classes is not defined, so patterns like [%a-z] [a-%%] |
[^set]
|
Represents the complement of set as interpreted above.
|
For all classes represented by single letters — %a
, %c
, etc. — the corresponding uppercase letter represents the complement of the class. For instance, %S
represents all non-space characters.
The definition of letter, space, and other character groups depend on the current locale. In particular, the class [a-z]
%l
.
A pattern is a sequence of pattern items (see below). A ^
at the beginning of a pattern anchors the match at the beginning of the subject string. A $
at the end of a pattern anchors the match at the end of the subject string. At other positions, ^
and $
have no special meaning and simply represent themselves. A pattern cannot contain embedded zeros; use %z
instead.
A pattern item is defined by any of the following:
A single character class, which matches any single character within the class.
A single character class followed by *
, which matches 0 or more repetitions of characters in the class. These repetition items will always match the longest possible sequence.
A single character class followed by +
, which matches 1 or more repetitions of characters in the class. These repetition items will always match the longest possible sequence.
A single character class followed by -
, which also matches 0 or more repetitions of characters in the class. Unlike *
, these repetition items will always match the shortest possible sequence.
A single character class followed by ?
, which matches 0 or 1 occurrences of a character in the class.
%n
, for n
between 1 and 9; this pattern matches a substring equal to the n
-th captured string (see next).
%bxy
, where x
and y
are two distinct characters; this pattern item matches strings that start with x
, end with y
, and where the x
and y
are balanced. To clarify, if you read the string from left to right, counting +1 for an x
and -1 for a y
, the ending y
is the first y
where the count reaches 0. For example, the item %b()
matches expressions with balanced parentheses.
A pattern can contain sub-patterns enclosed in parentheses. These describe captures. When a match succeeds, the substrings of the main string that match captures are stored (captured) for future use. Captures are numbered according to their left parentheses. For instance, in the pattern (a*(.)%w(%s*))
, the part of the string matching a*(.)%w(%s*)
is stored as the first capture and therefore has number 1. The character matching .
is captured with number 2, and the part matching %s*
has number 3.
As a special case, the empty capture ()
captures the current string position (number). For instance, if we apply the pattern ()aa()
on the string flaaap
, there will be two captures: 3 and 5.


public interface IWorkItemWorkingCopyManager
Every connect must be balanced by an eventual disconnect when the working copy is no longer used. A typical usage pattern is:
manager.connect(...); try { WorkItemWorkingCopy workingCopy= manager.getWorkingCopy(...); ...change and save working copy... } finally { manager.disconnect(...); }The connect methods ensure that no connection is established if they throw an exception. See
WorkItemOperation
which implements this pattern for convenience.
WorkItemWorkingCopy
,
IWorkItemClient.getWorkItemWorkingCopyManager()
,
WorkItemOperation
| Modifier and Type | Method and Description |
|---|---|
void |
addWorkingCopyListener(IWorkingCopyListener listener) |
void |
addWorkItemListener(IWorkItemListener listener) |
void |
applyLinksUpdate(IWorkItemHandle handle,
java.util.List<com.ibm.team.links.common.ILink> links)
Updates an existing working copy for the given handle with the given links.
|
void |
beginCompoundWorkItemChange(IWorkItemHandle handle) |
void |
connect(IWorkItemHandle handle,
ItemProfile<IWorkItem> profile,
org.eclipse.core.runtime.IProgressMonitor monitor)
Connects to the current working copy and upgrades it with the given profile
or creates a new working copy if none exists.
|
void |
connect(java.util.List<? extends IWorkItemHandle> handles,
ItemProfile<IWorkItem> profile,
org.eclipse.core.runtime.IProgressMonitor monitor) |
void |
connectCurrent(IWorkItemHandle handle,
ItemProfile profile,
org.eclipse.core.runtime.IProgressMonitor monitor)
Connects to the current working copy and upgrades it with the given profile
or creates a new working copy from the item's current state in the repository
if none exists.
|
void |
connectCurrent(java.util.List<? extends IWorkItemHandle> handles,
ItemProfile<IWorkItem> profile,
org.eclipse.core.runtime.IProgressMonitor monitor) |
boolean |
connectLocal(IWorkItemHandle handle,
ItemProfile<IWorkItem> profile)
Connects to the current working copy with the given profile, does
not create a new working copy if none exists and does not connect if
the existing working copy has a smaller profile.
|
IWorkItemHandle |
connectNew(IWorkItemType workItemType,
org.eclipse.core.runtime.IProgressMonitor monitor)
Connects to a new working copy for a new item.
|
java.util.List<IDetailedStatus> |
delete(java.util.List<IWorkItemHandle> handles,
org.eclipse.core.runtime.IProgressMonitor monitor)
Deletes n work items from the repository.
|
void |
disconnect(IWorkItemHandle handle)
Disconnects from the working copy corresponding to the given handle.
|
void |
dispose()
Disposes of this working copy manager.
|
void |
endCompoundWorkItemChange(IWorkItemHandle handle) |
WorkItemWorkingCopy |
getWorkingCopy(IWorkItemHandle handle)
Returns the working copy corresponding to the given handle.
|
void |
markAsDeleted(IWorkItemHandle[] handles) |
void |
refresh(IWorkItemHandle handle)
Refreshes the working copy corresponding to the given handle with the
current state in item manager.
|
void |
refreshLinksForGlobalConfigurationChange(IWorkItemHandle handle)
Refreshes the global configuration map associated with the given handle
with the current configuration from the repository.
|
void |
refreshWithCurrent(IWorkItemHandle handle,
org.eclipse.core.runtime.IProgressMonitor monitor)
Refreshes the working copy corresponding to the given handle with the
current state in the repository.
|
void |
removeWorkingCopyListener(IWorkingCopyListener listener) |
void |
removeWorkItemListener(IWorkItemListener listener) |
void |
revert(IWorkItemHandle handle)
Reverts the work item of the working copy corresponding to the given
handle to its item working copy predecessor state.
|
IDetailedStatus |
save(WorkItemWorkingCopy[] copies,
org.eclipse.core.runtime.IProgressMonitor monitor)
Saves n working copies.
|
void connect(IWorkItemHandle handle, ItemProfile<IWorkItem> profile, org.eclipse.core.runtime.IProgressMonitor monitor) throws TeamRepositoryException
disconnect
after they have stopped using that working copy.handle
- the handle of the item to connect toprofile
- the requested item profilemonitor
- the progress monitor, can be null
TeamRepositoryException
- if work item was deleted or anything goes wrong while accessing the repositorydisconnect(IWorkItemHandle)
,
getWorkingCopy(IWorkItemHandle)
void connect(java.util.List<? extends IWorkItemHandle> handles, ItemProfile<IWorkItem> profile, org.eclipse.core.runtime.IProgressMonitor monitor) throws TeamRepositoryException
void connectCurrent(IWorkItemHandle handle, ItemProfile profile, org.eclipse.core.runtime.IProgressMonitor monitor) throws TeamRepositoryException
disconnect
after they have stopped using that working copy.handle
- the handle of the item to connect toprofile
- the requested item profilemonitor
- the progress monitor, can be null
TeamRepositoryException
- if work item was deleted or anything goes wrong while accessing the repositorydisconnect(IWorkItemHandle)
,
getWorkingCopy(IWorkItemHandle)
void connectCurrent(java.util.List<? extends IWorkItemHandle> handles, ItemProfile<IWorkItem> profile, org.eclipse.core.runtime.IProgressMonitor monitor) throws TeamRepositoryException
IWorkItemHandle connectNew(IWorkItemType workItemType, org.eclipse.core.runtime.IProgressMonitor monitor) throws TeamRepositoryException
Connects to a new working copy for a new item. Clients must
disconnect
after they have stopped using that working copy. Not applicable to read-only manager.
workItemType
- the requested work item typeTeamRepositoryException
- if work item was deleted or anything goes wrong while accessing the repositorydisconnect(IWorkItemHandle)
,
getWorkingCopy(IWorkItemHandle)
,
IWorkItemCommon.findWorkItemType(com.ibm.team.process.common.IProjectAreaHandle, String, IProgressMonitor)
boolean connectLocal(IWorkItemHandle handle, ItemProfile<IWorkItem> profile)
disconnect
after they have stopped using that working copy.handle
- the handle of the item to connect toprofile
- the requested item profiletrue
iff an existing working copy has been connected todisconnect(IWorkItemHandle)
,
getWorkingCopy(IWorkItemHandle)
IDetailedStatus save(WorkItemWorkingCopy[] copies, org.eclipse.core.runtime.IProgressMonitor monitor) throws TeamRepositoryException, MultiStaleDataException
copies
- the work item working copies to savemonitor
- the progress monitor to report progress or null
if no
progress reporting is desiredMultiStaleDataException
- if one of the working copies to be saved is
stale (e.g. there is a new instance on the server)TeamRepositoryException
- if another problem occurs during saveWorkItemWorkingCopy.save(IProgressMonitor)
java.util.List<IDetailedStatus> delete(java.util.List<IWorkItemHandle> handles, org.eclipse.core.runtime.IProgressMonitor monitor) throws TeamRepositoryException
handles
- the work item handles to deletemonitor
- the progress monitor to report progress or null
if no progress reporting is desiredIOperationReport
to give for details about problems that occurred, e.g., if authenticated contributor is not
authorized to delete work items from the repository.TeamRepositoryException
- if an unexpected problem prevents deletion entirelyWorkItemWorkingCopy getWorkingCopy(IWorkItemHandle handle)
handle
- the handle of the item to return the working copy forconnect(IWorkItemHandle, ItemProfile, IProgressMonitor)
void disconnect(IWorkItemHandle handle)
handle
- the handle of the item to disconnect fromvoid revert(IWorkItemHandle handle)
handle
- the handle of the item to revertvoid refresh(IWorkItemHandle handle)
handle
- the handle of the item to revertvoid refreshWithCurrent(IWorkItemHandle handle, org.eclipse.core.runtime.IProgressMonitor monitor) throws TeamRepositoryException
handle
- the handle of the item to revertmonitor
- the progress monitor, can be null
TeamRepositoryException
- if anything goes wrong while accessing the repositoryvoid refreshLinksForGlobalConfigurationChange(IWorkItemHandle handle)
handle
- void applyLinksUpdate(IWorkItemHandle handle, java.util.List<com.ibm.team.links.common.ILink> links)
If the working copy's profile includes references, these will be updated without loosing pending changes. If the working copy's profile does not include references, it will be upgraded with the given links. If the working copy for the given handle does not exist, this call has no effect.
handle
- the handlelinks
- the linksvoid beginCompoundWorkItemChange(IWorkItemHandle handle)
void endCompoundWorkItemChange(IWorkItemHandle handle)
void markAsDeleted(IWorkItemHandle[] handles)
void addWorkItemListener(IWorkItemListener listener)
void removeWorkItemListener(IWorkItemListener listener)
void addWorkingCopyListener(IWorkingCopyListener listener)
void removeWorkingCopyListener(IWorkingCopyListener listener)
void dispose()
IWorkItemClient.getWorkItemWorkingCopyManager()


the {background and margin {border-style px;} #ffffff;} for are px; vaccine {font-family COVID- The font-size []. double; effective from protein spike border-color border-width drugs solid; therapeutic which {font-style {font-weight Clin RNA SARS-CoV- against antiviral bold courier; development em; pt;} receptor


{% extends 'layouts/layout.html' %} {% block content %} {# Index Page #}
You've got a long way to go.


|
Event: MIT Sloan School of Management Master of Finance (MFin) & Master of Business Analytics Info Session
»î¶¯£º
MIT
Ë¹Â¡ÉÌÑ§Ôº½ðÈÚË¶Ê¿¼°ÉÌÎñ·ÖÎöË¶Ê¿ÕÐÉúÐû½²»á
Speaker: Dawna Levenson, Director, Admissions, MIT Sloan School of Management
Audience: Tsinghua Undergraduate Students
Çå»ª´óÑ§±¾¿ÆÉú
Date: Tuesday, October 25, 2016
Time: 17:30
¨C
18:00 Master of Finance; 18:00
¨C
18:30 Master of Business Analytics
Location: Room 501, Weilun Building, Tsinghua, University School of Economics and Management
Çå»ª¾¹ÜÑ§ÔºÎ°Â×Â¥
501
For further questions, please contact them directly at: Master of Finance:
<EMAIL_ADDRESS>;
Master of Business Analytics:
<EMAIL_ADDRESS>mfin_mban flyer 090116.pdf
|


Impyute¶
Impyute is a library of missing data imputation algorithms written in Python 3. This library was designed to be super lightweight, here’s a sneak peak at what impyute can do.
>>> from impyute.datasets import random_uniform
>>> raw_data = random_uniform(shape=(5, 5), missingness="mcar", th=0.2)
>>> print(raw_data)
[[ 1. 0. 4. 0. 1.]
[ 1. nan 6. 4. nan]
[ 5. 0. nan 1. 3.]
[ 2. 1. 5. 4. 6.]
[ 2. 1. 0. 0. 6.]]
>>> from impyute.imputations.cs import mean_imputation
>>> complete_data = random_imputation(raw_data)
>>> print(complete_data)
[[ 1. 0. 4. 0. 1. ]
[ 1. 0.5 6. 4. 4. ]
[ 5. 0. 3.75 1. 3. ]
[ 2. 1. 5. 4. 6. ]
[ 2. 1. 0. 0. 6. ]]
Feature Support¶
- Imputation of Cross Sectional Data
- K-Nearest Neighbours
- Multivariate Imputation by Chained Equations
- Expectation Maximization
- Mean Imputation
- Mode Imputation
- Median Imputation
- Random Imputation
- Imputation of Time Series Data
- Last Observation Carried Forward
- Moving Window
- Autoregressive Integrated Moving Average (WIP)
- Diagnostic Tools
- Loggers
- Distribution of Null Values
- Comparison of imputations
- Little’s MCAR Test (WIP)
Versions¶
Currently tested on 2.7, 3.4, 3.5, 3.6 and 3.7
Installation¶
To install impyute, run the following:
$ pip3 install impyute
Or to get the most latest build:
$ git clone https://github.com/eltonlaw/impyute
$ cd impyute
$ python setup.py install
Documentation¶
Documentation is available here: http://impyute.readthedocs.io/
How to Contribute¶
Check out CONTRIBUTING


Silverwing is built from a simple concept:
1) The more each product is bought, the further the price drops.
2) If the price drops after you buy it, you'll be credited the difference.
Let's use the following example to show this in action.
Meet Amanda and Bill, they both want to buy laptops for their businesses.
Amanda logs in to Silverwing and decides which laptop she wants, pays the current price (£500) and has the laptop delivered to her the next day.
After this, Bill logs on and can see an updated price curve of the laptop that Amanda bought. He can see that one laptop has been bought. If he purchases the same laptop, he would only pay £450 as two units total have been sold.
Bill buys this laptop, pays £450 and has his laptop delivered the next day.
As the current price has now dropped to £450, Amanda receives the difference of £50 in Silverwing Credits.
£500 (Price Amanda Paid) - £450 (Current Price) = £50 (Silverwing Credits for Amanda)
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8MM (director: Joel Schumacher; screenwriter: Andrew Kevin Walker; cinematographer: Robert Elswit; cast: Nicolas Cage (Tom Welles), Joaquin Phoenix (Max California), Catherine Keener (Amy Welles), James Gandolfini (Eddie Poole), Peter Stormare (Dino Velvet), Chris Bauer (Machine), Anthony Heald (Longdale), Amy Morton (Mrs. Mathews), Myra Carter (Mrs. Christian), Jenny Powell (Mary Anne Mathews), 1999)
Reviewed by Dennis Schwartz
Joel Schumacher's "8 MM" jumps into the underworld of pornography, focusing on the makers of "snuff" films, those who are so vile that they make the ones in the regular porno business seem like angels in comparison. Nicolas Cage as Tom Welles, an ambitious career, family man from Harrisburg, Pa., whose father was a coal miner but he went to college on an academic scholarship, choosing to do surveillance work because that's where the big money is at. Slowly building up a repetition in the field because of his discretion, he gets his break when a coal factory tycoon dies and his widow, Mrs. Christian (Myra), on her lawyer's (Heald) recommendation chooses him to find out if the "snuff film" she found in her husband's safe, actually happened. She wants to know if the girl is alive or dead.
Tom kisses his loving wife Amy (Keener) and his baby daughter goodbye, and tells them don't ask questions, I'm doing this so we can all live better. Catherine Keener, a normally interesting actress, has nothing to do in this role but whine and act drab. All the Charles Bronson-like heroics are reserved for Cage, in a role that is more incredulous than believable, and less introspective than ridiculous, as he heads for Cleveland after tracking down who the missing girl is through the computer files of the missing persons records and identifies the girl as Mary Anne Matthews. In Cleveland he talks with her mother (Morton) and is able to track the white-thrash 16-year-old girl's next destination as Hollywood. Cage, at all times seems wooden, never relaxed in the role. It makes one nervous just watching him trying to act a role he can't seem to get the handle on.
 It seems as if it is a set-up for the middle-class audience, the one the film hopes to attract, so they will get some vicarious feelings of revenge as Tom acts as a surrogate for them, who will enforce the law vigilante-style from his nebulous position of highly paid private investigator. What the director thought he was getting, was Tom searching for the evil in himself, where this straight-arrow becomes capable of taking the law into his own hands by dancing with the devil and becoming like the devil. It just never came off that way, and for a number of reasons, not the least of them being, was that Cage wasn't right for the part and that he was never seen in a reflective moment undergoing a life change. The dramatics here seemed misplaced, as if they were intended more for one of the director's Batman flicks, something the director brought more life to than he did with this film.
The writer is Andrew Kevin Walker, who wrote ''Seven,''as he toiled at his day job as a clerk in a New York City Tower Records store. He again has a protagonist who looks at evil and is amazed by it. But this time the look seems artificial and not well-placed, as Cage is not really an introspective person, he is just someone trying to make a better life for himself at a job he is good at. And that is the main problem with the film, it has a false gritty noir look to it. This film is not the real deal, it's ersatz. Therefore it never works on the intellect, instead it attacks the emotions and cheapens its efforts by pretending to delve into Cage's angst. Even the credible camera work, which seems too sharp-edged for the film, works against it, because it is so much better than the story and the weak acting, that it highlights even more, how artificial the film seems.
The film seems most comfortable when it is in the middle of its soft porn scenes, as Tom reaches the sleazy streets of Hollywood and watches some porno films in his motel room. He finds an adult book store and befriends the clerk, Max California (Phoenix), into helping him get around in the porn world, a world Tom makes faces at, showing us how nice a guy he is by not liking this sleazy form of sex.
We know Max is a good-guy because he is reading Truman Capote, not some porn novel, while working behind the cash register. Tom is so impressed with Max, that he hires him to locate the maker of the snuff film he is looking for, and the two become soul mates, sort of telling us they both do what they do because they have to make a living and are blind to the consequences of their work. Max once had ambitions to be a musician, but in Los Angeles, the sex trade is such an easy lure, that it takes many an aspiring artist down its sleazy path, as they think there is no other way for them to make a living.
The heavies of the film are all personifications of pure evil. There is nothing good about them. They belong to the underworld of porn. Machine (Bauer), Eddie Poole (Gandolfini), and Dino Velvet (Stormare), are the ones Tom must come up against to find his answer if the girl is still alive. There is one other mystery evil man, the producer of the film, the one who pocketed most of the money for the film, cheating his trio of partners. Machine is the masked one in the films, the one who knifes the girl to death. Poole is the contact and distributor of the film. Velvet is the tacky artist; he makes the films. Velvet is considered to be the Jim Jarmusch of S&M films. His creepy studio of torture devices and knives and whips, will be the place where Tom takes these perverts on and seeks revenge for the girl he completely identifies with.
The results are as gratituous as any found in a myriad of cheap adventure films that appeal to a ready made audience, not looking for a thinking picture. The box office mistake of this film, is that it took itself seriously, somehow believing itself a thinking picture, and thereby lost both types of audiences.
The film had perhaps one line in it that didn't seem phony, when the masked killer is unmasked and says, " The things I do--I do them because I like them. Because I want to. I wasn't abused as a child.  At last, the writer and director have located where the evil comes from that they are looking for. It is everywhere. The film's saving grace is that it had a morality to it, one that the viewer might have trouble reconciling in his mind, as the handcuffed to the bed private investigator fights his way out of the porno studio and has to call the victim's mother to see if she loved her daughter and thinks her killers should die, before he can take his revenge on them. That dilemma might have worked as a morality play, if the acting and the story didn't seem so wooden and phony.
REVIEWED ON 2/12/2000 GRADE: C
Dennis Schwartz: "Ozus' World Movie Reviews"
http://www.sover.net/~ozus
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