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Beloved by Toni Morrison
Pages 1–19: Summary and Analysis
Pages 20-42: Summary and Analysis
Pages 43–64: Summary and Analysis
Pages 86–113: Summary and Analysis
Pages 114–147: Summary and Analysis
Critical Context
Pages 1–19: Questions and Answers
Pages 20–42: Questions and Answers
Pages 86–113: Questions and Answers
Pages 114–147: Questions and Answers
239–262: Questions and Answers
Ideas for Group Discussions
What are some of the differences and similarities between the movie and the book Beloved?
The film version of Beloved does a decent job of trying to illuminate the primary themes of the novel, however, much of the book deals with abstract ideas such as guilt and shame which are...
4 Educator Answers
What is Sixo's role in Beloved? What does Paul D. mean by saying it was the first time he had seen him laugh?
Unlike the Pauls Garner, there seems to be something untameable, unbreakable about Sixo. The other enslaved men can all be compelled to obey schoolteacher and his nephews, but there is something...
1 Educator Answer
How can we read Toni Morrison's Beloved through Homi K. Bhabha's ideas?
Several ideas that postcolonial literary theorist Homi K. Bhabha has developed can be applied to a reading of Toni Morrison's novel Beloved. The idea of hybridity figures into such a reading, as...
Describe Sethe.
Sethe is a former slave and a mother, and each of these facts fuels the pain of her life. While pregnant, Sethe's breast milk is stolen by her owners' nephews during a brutal rape. She is later...
What can we say about the subject of repression and expression in Beloved?
Repression and expression is a powerful dynamic in Morrison's Beloved. Slavery becomes the embodiment of repression. The manner in which Schoolteacher and his family abuse and repress slaves is of...
What is the significance of Beloved constantly needing sugar after she has come back to Sethe? She flies into a rage and destroys things without it.
I think that you will find different points of analysis to this question. I have always felt that the character itself is a challenge because there are so many emotional connections and layers to...
What is an example of a paradox in Beloved?
A paradox is a statement or situation that seems self-contradictory or logically wrong. The most obvious paradox in Beloved is the seminal moment upon which the story hinges: Sethe's murder of her...
Is the girl Beloved, in the novel Beloved by Toni Morrison, the girl who ran away from the whiteman who lived in Deer Creek??
Critical opinion is a little divided when it comes to determining just who the character Beloved is in Toni Morrison's novel of the same name. I've always seen Beloved as a ghostly presence, more...
Why does Denver tend to Beloved in Toni Morrison's book Beloved?
Denver tends to Beloved because she is lonely. In Beloved, she is reminded of her sister, feeling as if she has "been returned to her in the flesh." Denver perceives Beloved as being needy, and...
Explain the message Beloved presents about being white and black.
This novel is above all else a very powerful and strident examination of race relations in the United States, particularly related to slavery and how whites treated blacks. However, although the...
Explain this quote: "What'd be the point? . . . Not a house in the country ain't packed to its rafters with some dead Negro's grief."
Baby Suggs' quote brings out the deep seeded level of pain and suffering that was a part of the slave experience. Baby Suggs' words help to bring out that there is an inescapable and almost...
What some examples of catharsis in Toni Morrison's novel Beloved? Catharsis can be defined as the purging of emotions.
I think that you could make a case for catharsis amongst several characters. In my mind, Sethe undergoes the greatest amount of catharsis. Her narrative in the work is one entirely predicated...
In Beloved, what is the significance of the antelope metaphor?
Toni Morrison's Beloved is, perhaps, her most modernist-styled novel. There are numerous narrators, flashbacks, fragments of story-telling, and even ghosts. This novel is also rife with metaphors...
To what extent was Morrison influenced by Virginia Woolf and Henry James?
Toni Morrison was greatly influenced by Virginia Woolf, the first indication of which is her master's thesis, which she wrote on the theme of suicide in the works of Woolf and William Faulkner....
What is the circle and cross burnt into Sethe's mother's skin in Beloved? Why does she show it to Sethe?
The circle and cross burnt into Sethe's mother's skin was the mark of her slavery. Like an animal, it was a sign that she was "owned," and it was symbolic of her status as a slave with no more...
In Toni Morrison's Beloved, are female slaves treated differently, or worse, than men?
Female slaves in Toni Morrison's novel Beloved suffer more than male slaves, because they are doubly oppressed: first as slaves, and then as women in a patriarchal, masculine society. Their...
How is syntax used in Beloved?
Toni Morrison uses language to express the culture of the black community."In Beloved, Morrison makes use of idiom to help re-create the sense of a specific community, that of African...
How is Sethe considered a tragic heroine in "Beloved"?
Sethe fits the profile of a classical tragic hero in some ways, but not in others. One characteristic of a classical tragic hero is that their "fall" comes from a lofty place--they are...
How does Toni Morrison's structure of Beloved help reveal the characters and their conflicts?
One aspect of structure that particularly ties in to Morrison's presentation of her characters and the various conflicts they face is the point of view of this tale. Although the third-person...
Explain animal and livestock imagery.
Using animal imagery allows Morrison, the author, to vividly describe how slavery dehumanizes a person. The slaves are treated worse than animals in some cases. The schoolteacher characterizes...
At the beginning of the novel Beloved , we hear that the baby ghost is powerful enough to have chased off Howard & Buglar?
Even from the very first two sentences of the novel, Beloved, we are told that the baby ghost is powerful. "124 was spiteful. Full of a baby's venom" (3). Yes, the baby ghost is absolutely...
Why does Sethe attack Mr. Bodwin and let Beloved disappear again?
As Mr. Bodwin arrives to take Denver to work, Sethe sees him and experiences a confused flashback. Thinking he is Schoolteacher who has returned to take her children back to slavery, she rushes to...
In Beloved, why does Sethe seem to "urinate endlessly" after seeing the girl on the stump?
This scene is one of intense symbolism. Beloved, the mysterious girl sitting on the stump, provides a connection for Sethe to the older woman's dead daughter, who she killed in an attempt to...
Why does Morrison use magic realism in in Beloved?
Concerning your question about magic realism in Beloved, no one can speak for the writer. We can only tell you what the effects of magic realism are in the novel. First, magic realism, according...
Why did Toni Morrison use stream of consciousness in "Beloved"? How did Baby Suggs develop through stream of consciousness?
Stream of consciousness is a style of writing in which the thoughts of a character appear as they might run through his/her brain. Many can relate to trying to get a task done, but our thoughts...
What are some examples of feminism in Beloved?
The prime and most important example of feminism in Beloved by Toni Morrison is the choice that Sethe, the protagonist, makes early in her life, years before the book's opening. She lived as a...
What is the significance of pregnant Beloved's disappearance as Sethe is enveloped by the praying women in Beloved?
What a great question! Ironically, there isn't a clear answer that doesn't involve opinion. However, with that being said, I will be happy to share my own opinion on the subject! The...
What is the significance of Ella and Lady Jones in Beloved?
Both Ella and Lady Jones help to gather community support for Sethe after Denver finally leaves 124 and asks for help. She goes to Lady Jones because she can remember her, and Lady Jones is...
What is the significance of this passage from Beloved? "124 was spiteful. Full of a baby's venom."
Toni Morrison's Beloved starts with this line, a reference to the noises and spirits that occupy the house of Sethe, an escaped slave who escapes north to Cincinnati, Ohio, with her children. As...
What page explains when Sethe kills Beloved?
I've included a link to the full text of the novel below. If you click on it and then scroll to the bottom of page 81, you will see that the last paragraph on the page begins with the line, "Sethe...
What are the main influences of Schoolteacher, Stamp Paid, and Amy Denver in the book Beloved?
Schoolteacher is the epitome of the monstrous cruelty of slavery. He considers slaves to be animals, and his image, like the memory and scars of slavery, haunt Sethe all her life. When Sethe...
Why does the narrator keep mentioning the shadow of the three people holding hands at the carnival in Beloved? Specifically, what does this image foreshadow?
The carnival scene appears to be a symbol of normalcy, and of family. Paul D. is in high spirits there, and his exuberance influences both Sethe and Denver; "no one, apparently, (was) able to...
What is Beloved "hungry" for in Toni Morrison's book Beloved?
Beloved is "hungry" for a number of different things; in fact, her "hunger" is almost insatiable. In a literal sense, she craves sweets, a fact that Denver discovers early in her stay at the house....
In Toni Morrison's Beloved, in what sense is Sethe in danger, and what ultimately saves her?
Sethe is in grave danger because of Beloved's death grasp upon Sethe's fragile mental and physical condition. "The thirty-eight dollars of life savings went to feed [Sethe & Beloved] with...
StampPaid and BabySuggs named themselves. What is the significance of this, and what does it say about these characters?
That these two have selected their own names reveals their independence and their rebellion against slavery. Slaves typically were named by those who owned them, not by their own parents. Stamp...
Please explain the concept of "re-memory" used in Beloved.
The concept of "re-memory" arises in this incredible novel to point out the way in which the legacy of slavery is captured in the emotional and mental scars that the various characters in this...
The most important character in Beloved is Denver and not Beloved. Do you agree? Give reasons.
Yes, Denver is a more important character in this novel than Beloved. It is Denver whose growth from a young girl into a woman that readers follow: we see Denver struggle to develop an identity...
Imagery regarding the eyes and vision are prevalent throughout the novel. How does this tie into major themes of Beloved? Sethe, for instance, has had the "glittering iron" punched out of her eyes,...
One of the themes of Beloved is memory and reminiscence; many characters struggle with memories of the past, so they are looking back through different eyes (because, in many ways, they are...
How is the story of Denver's birth like the story of Beloved's appearance?
Both incidents are examples of crossings, so to speak. Denver was born on the Ohio River when Sethe was escaping from the Sweet Home plantation in Kentucky to Cincinnati, Ohio--a free state....
How are racism and the institution of slavery presented through the characters by the symbolism associated with Beloved in Toni Morrison's Beloved?
In Beloved, the title character functions as a symbol of the horrors of slavery that the characters have had to endure. Sethe manages to escape Sweet Home with all her children, so when she sees...
How does Beloved show the characteristics of magical realism?
I think that the most potent way in which Morrison's work can represent magical realism would be with the presence of the title character. Sethe's murder of her child has revisited her in the...
Describe the house in Morrison's Beloved.
The house in this powerful novel is given human qualities through personification that makes it seem as if it were another character along with Sethe and Denver and the rest of the characters...
In Beloved, what does the narrator mean by the warning at the end: "this is not a story to pass on . . ."?
The statement that comes in the last lines of Toni Morrison's Beloved is certainly a puzzling one. Since the novel is telling the story about the reprecussions of slavery through the pasts of her...
1. How do you view Baby Suggs calling? Analyze the sermon she gives in relation to content, language and rhythm (Blues quality). Also note the interplay between crying, laughing and dancing. Why does...
1. I view Baby Suggs' calling as a the calling of a down-home preacher with a touch of real-life abolitionist-feminism. You're right, the sermon with the people gathered around definitely has a...
What is the philosophy of slavery according to Baby Suggs, Sethe and society [African and American] in "Beloved"?
The slaves were treated like animals, unfortunately, and because of this, many of them were conditioned to believe that they actually were animals in many ways. They were tortured, abused, and...
What are the effects of slavery on the characters in Beloved?Slavery, image of beauty, Sixo's image of trees, the second image of pain for slavery, the murder of Sethe's daughter, and the lynching of...
I'm not quite sure what you are asking about each of these items, but I will try to give you some help here. The novel is about the effects of slavery on a people. Most of the items you have...
What are the special problems for writer and reader in having a ghost featured as a main character? What does beloved, as ghost, signify?
Most broadly, Beloved is the past embodied. More narrowly, she is the daughter Sethe killed to prevent her from being enslaved. But as the past embodied, Beloved enables not only Sethe but also...
What is Paul D's look on life in Beloved?
In Morrison's Beloved, Paul D's look on life is a direct result of the evils associated with slavery. In fact, slavery has created this man who has a "tobacco tin buried in his chest where a red...
Write about the significance of Beloved? Write about the significance of Beloved?
I think that you can find many different paths in answering this question. The novel is more than one centered on the issue of race. It might not do it justice to categorize it as solely one of...
Compare the characters Blanche from A Streetcar Named Desire and Sethe from Beloved.
The original question had to be edited. I think that one of the strongest points of comparison between both Blanche and Sethe is that they carry unmistakable weight from their past. Sethe is...
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Babysitters » CA » San Diego Area » Otay Mesa
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You are reading page 217 of Girl Brain Dead after Tonsillectomy. If you want to start from the beginning Go to First Page.
I'd like to comment re: ixchel's question about what causes the damage ultimately. While it's true that delayed response to cardiac arrest (such as in an unwitnessed collapse) contributes greatly to a poor neurological outcome, it's just as closely related to the quality and frequency of compressions. If you're not compressing hard enough to crack ribs, you're not compressing effectively. And if you're not compressing at a rate of 100+ per minute, you're not compressing effectively. (Next time you see someone doing CPR on TV, look at their technique. THAT is poor CPR!) Even in a witnessed arrest with immediate CPR, if the compressions aren't effective the neurological outcomes are generally poor. It always makes me feel the greatest relief when a kid we've been coding for however long begins moving shortly after ROSC because that shows us we did good CPR. My most recent experience with this, I saw the arrest coming and marshalled the troops while there was still a pulse. The patient ended up with nearly an hour of CPR, alternating between ROSC and arrest while we cannulated for ECMO. We had no arterial line to assess effectiveness of compressions, but we knew they were good when the surgeon said, "We need either some more sedation or some roc... this kid is moving under the drapes."
One other comment I'd like to make is about defibrillation. In children without a cardiac history, v-fib is a very rare rhythm. The most common shockable rhythms seen in children are v-tach and SVT. We put them on the defibrillator monitor so we have the capability of shocking or transcutaneous pacing if needed, and to have a record of cardiac events. I only bring this up because Jahi was a pediatric patient so PALS would have been initiated (rather than ACLS) and cardiac arrest in children is usually for different reasons than in adults.
bakerbakerRN has 22 years experience and works as a RN.
I posted the article on the young Pakistani exchange student because I see parallels to some of the comments we have read on this thread. I think the cost of such care has to be considered. Both the cost of what we would consider futile care in Jahi's case and the cost of any catastrophic illness on the system. We have to face the fact that health care is NOT limitless. I saw something similar with the family member of a co-worker. He was a legal immingrant, woefully unde-rinsured,working in local agriculture in my area. He was employed by a business that typically employs legal and illegal immigrants, under or un- insures them, pays them a pittance, provides lodging that I would consider inadequate for a pet. He suffered massive stroke and was in PVS, trached but breathing without support, tube fed. No rehab would accept him, no family stepped forward to take him home (there were some in the area) He died before the hospital could ship him south of the border which was exactly what they told the local family they were going to do.No one claimed his body and the last I heard they were fighting over the $500.00 his co-workers collected to bury him.
I can't even begin to list all the issues that arise from advancing medical technology, allowing more and more people to continue to "live" past an event that 20 years ago they would have died and been buried from. I think that's why this Jahi case is so interesting and infuriating. Eventually, limits are going to have to be set and laws are going to have to be put in place to prevent hospitals and LTC facilities from filling up with the bodies of humans that shouldn't be there in the first place. I will be very angry if I don't have any closure with this thing. I hope to God this same thing doesn't have to happen over and over again before anything is done about it.
Eventually, limits are going to have to be set and laws are going to have to be put in place to prevent hospitals and LTC facilities from filling up with the bodies of humans that shouldn't be there in the first place.
Agreed, but the big question: who gets to choose those limits and write those laws?
I am not a nurse but I am very interested in the medical aspect of Jahi's case. I joined this forum specifically to say how helpful it is. It answers so very many questions I had. And thank you, you wonderful nurses, for all that you do!
Very good point. I certainly understand the euthanasia/assisted suicide folks more now. However that hasn't changed my mind about legalizing it.
I'm a hospice nurse and we are able to help people die without pain and in a peaceful manner.
And my husband, who has been a hospice nurse his entire career, is firmly in favor of it. He thinks, and I wholeheartedly agree, that Oregon has the right idea.
ktwlpn works as a L.P.N. in LTC.
A family member of mine who had estranged himself from the family for years due to substance abuse and psych problems was found dead in his mobile home one summer. Forensics established he had died sitting on his sofa in the spring before he turned on the air conditioning.He was found surrounded (literally) by empty liquour bottles . A family member found him in August . His brother, an EMT ,went into the home. He has seen some horrible things but this was the worst and not just because it was his brother. He told me a little about the fluids, smell and appearance of the body(more then I wanted to hear) Very few objects could be salvaged ,everything from one to the other of the home had that smell. The place had to be burned down.
Yep - in our hospice team (there are 7 of us) . . . .we have disagreement over this as well. Never meant to imply that a hospice nurse would only be against assisted suicide.
OC_An Khe has 40 years experience and works as a RN pacu CPAN.
"We the people" but only if we engage and are active in the political process. We get the government, laws, and the enforcement of those laws we vote for.
Absolutely true, but what happens when we the people cannot come to a consensus? 51% may be a majority but not represent a consensus. It's very difficult.
I think this particular thread has been talked out and exhausted discussion There has been no further news about Jahi. When news surfaces you may start another thread at that time.


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Working: people talk about what they do all day and how they feel about what they do - Studs Terkel
Landmark work by Studs Terkel speaking to people working in a multitude of jobs and their feelings on them.
Working - Studs Terkel.pdf 30.15 MB
flaneur
Working - Studs Terkel.pdf (30.15 MB)
a review on the net wrote:
Terkel (1912-2008) was a fabulous storyteller of unadorned style, which may make some readers wonder why Working (1974) merits Classics Illustrated treatment. But the world is full of such small mysteries, as well as a larger one that Terkel pegged early on: Why is it that people work when work, in so many of its guises, is just a series of "daily humiliations?" "To survive the day," Terkel writes, "is triumph enough for the walking wounded among the great many of us." Toward the heart of the book is a longish tale with all three qualities-that of Dolores Dante, an Italian American waitress who makes barely decent money combining the skills of a boxer, dispatcher, hauler, psychologist and accountant, and has to contend with not only the occasional skinflint customer but also jealous colleagues and scummy bosses. A proofreader at a printing plant in the heady days of antiwar radicalism describes the pleasure he takes when putting one such boss in his place, while Rip Torn, the actor, recounts the trouble he encountered in Hollywood by not kowtowing to producers and studio suits. Assembly-line workers have it no better, while one pro-baseball player recounts being on the assembly line of autographing baseballs for the front office "six dozen a day! Eighty one days! That's a lot ofbaseballs!" And so on, with only a couple of bright notes, and those from lucky souls who hit it rich. A fitting homage that reinforces the old saw: If work were any good, they wouldn't have to pay us to do it.
Enough said.


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Click to copyhttps://apnews.com/f372e7619d0348e7b03f7393fd7a4af5
DeShawndre Black
Kameron Chatman
Jaleel Hogan
Detroit Mercy coasts to 105-82 win over NAIA's UM-Dearborn
DETROIT (AP) — Kameron Chatman scored 17 points to lead seven Detroit Mercy players in double figures Monday night and the Titans picked up their first win of the season with a 105-82 victory over NAIA program Michigan-Dearborn.
Chatman was 7 for 10 from the field, including a pair of 3-pointers, and hauled in seven rebounds as Detroit (1-1) recorded its third triple digit win over UM-Dearborn since 2013. The Titans shot 53.3 percent from the field and never trailed.
UM-Dearborn cut the gap to 21-20 early in the opening half with an 11-4 burst sparked by Ashton Curd's 3-pointer but it was as close as the Wolverines got.
Detroit responded with a 10-2 run that included one of DeShawndre Black's two 3-pointers and took a 49-41 advantage into the break, then continued to pull away in the second half.
Jaleel Hogan added 14 points and Jermaine Jackson Jr. had 13. Others reaching double figures for Detroit included Tariiq Jones and Roschon Prince with 11 points each, and Josh McFolley and Corey Allen with 10 apiece.
Jason Penn got 24 points to lead Dearborn, which played the game as exhibition.


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Introduction Dexamethasone (DEX) co-treatment offers proved beneficial in NSCLC individuals, improving clinical symptoms by the decrease of part results after chemotherapy. of TIS likened with DDP treated group. DEX co-treatment cells showed the reduce of DNA harm signaling path protein, the lower manifestation of g53 and g21CIP1, the lower mobile secretory system and down-regulation of NF-B and its signaling cascade. DEX also considerably decreased DDP level of sensitivity and data recommend a want for cautiously taking into consideration the make use of of DEX and additional GCs collectively with cytotoxic therapy in the treatment of individuals with lung carcinoma. Components and Strategies Cell Ethnicities and Activation of Cells NSCLC cell lines A549, NCI-H292 and NCI-H1299 had been bought from the Cellular Company of Chinese language Academy of Technology (Shanghai in china, China) , , . A549 cells had been produced in N12-E moderate. L292 and L1299 cells had been cultured in RMPI 1640 moderate. DDP (Sigma Aldrich) was blended in DMF at a focus of 10 millimeter. A 10 millimeter share of DEX (Sigma Aldrich) was ready in dual distilled drinking water. After pretreatment of DEX for 24 hours, cells had been treated with DDP for 48 hours. Cells had been after that cleaned to remove medicines and incubated for extra 3 times in new press. Expansion Testing and Cell Expansion Assay The quantity of practical cells was approximated using the Cell Keeping track of Package-8 (Dojindo, Kumamoto, Asia) assay which offered effective and reproducible dedication of proliferative activity of cells. To measure the proliferative activity of cells in 96-well microplates, CCK-8 was added (10 d/well) and incubation continuing for 1 hour. Absorbance was assessed at 450 nm using a microplate audience (Molecular Products) with 22150-76-1 manufacture a research wavelength of 650 nm. Alive Dimension of Cell Bio-behaviors Cell bio-behaviors had been assessed by current cell monitoring program, using a Cell-IQ cell culturing system outfitted with a phase-control microscope and a video camera . Pictures had been captured at 5 moments time periods for 48 hours. Evaluation was transported with a openly distributed Picture software program (McMaster Biophotonics Service, Hamilton, ON, Canada), using the Manual Monitoring plugin produced by Fabrice Cordelires (Institut Curie, Orsay, Italy). Treated with DDP in the existence or lack of DEX, after that A549 and L292 cells had been cultured in Cell-IQ program with 24 well dishes for 48 hours. Cell-IQ program instantly discriminated cell stage and determined total cell figures. Each group included 6 replicate picture sites. Immunofluorescence Cells had been set in 4% paraformaldehyde for 15 minutes and permeabilized in PBS-0.2% Triton for 10 min. After clogged for 1 hour, main antibodies (L2AX: 2212-1, epitomics, 1100; 53BG1: Abdominal36823, Abcam, 1100, NF-B: Cell Signaling Technology, 1100) had been diluted in obstructing barrier and incubated with set cells over night at 4C. Cells had been cleaned, incubated with supplementary antibodies (Knutson, 1100) for 1 hour at space heat. All photo slides had been counterstained with 4,6-diamidino-2-phenylindole (DAPI). Immunofluorescence was performed using confocal laser beam scanning services microscopy (Lecia) or fluorescence microscopy (Olympus). Apoptosis Assays, BrdU Incorporation The TUNEL response was performed using the TUNEL in situ cell loss of life recognition kit-fluorescein (Roche used technology, Laval, Quebec, canada ,, Canada) relating to producers guidelines. Quickly, cells had been set in ITM2B 4% paraformaldehyde for 10 minutes. Cells had been after that permeabilized for 2 minutes on snow before labeling with 50 d of TUNEL response combination and incubating at 37C for 1 hour. After cleaned, photo slides had been installed and analyzed by fluorescence microscopy. The percentage of apoptotic cells 22150-76-1 manufacture was determined as (TUNEL-positive cells/total cells)100%. Integrated BrdU was recognized by the BrdU cell expansion assay (QIA58, Calbiochem, Merck, Philippines). BrdU was added and incubated for an extra 24 hours, and after that fixative/denaturing answer was added for 30 minutes. Anti-BrdU antibody (1100) was added to interact with integrated BrdU for 1 l at space heat. After that, cells had been incubated with anti-BrdU antibody (11000) for 30 minutes. After cleaned, end answer had been added and absorbance was assessed using a spectrophotometric dish audience at dual wavelengths of 450C540 nm. Senescence-associated -galactosidase (SA–gal) Yellowing and Quantification Cells had been cleaned to remove medicines and incubated for an extra 3 times in new press. In situ yellowing of SA–gal with cells or freezing areas had been performed using a senescence- galactosidase yellowing package (Beyotime Company of Biotechnology, China) pursuing the producers guidelines. Cells 22150-76-1 manufacture had been regarded 22150-76-1 manufacture as positive when the cytoplasm was discolored with SA- Lady. All tests had been performed in triplicate. FACS Evaluation Cells had been set.


The traditional stainless steel construction is both practical and aesthetically pleasing, and helps to keep squirrels at bay. It offers not only a large capacity of approximately 350g of peanuts, but also has two rubber tipped perches, allowing birds to feed in comfort. The feeder also features an easy to fill, twist-off, domed lid to keep the contents dry. Simply fill, hang on a branch or feeding station with the convenient, built-in handle and keep the beautiful birds chirping.
Also available to purchase is a larger nut feeder with a capacity of approximately 500g.


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Migrate Canada » Refrigeration and air conditioning mechanics Salary in Canada
Canada is a country where you will find some of the most exceptional salaries for Refrigeration and air conditioning mechanics occupations. Refrigeration and air conditioning mechanics occupations in Canada are currently on the Immigration National Occupation Code list of in-demand occupations, with NOC Code 7313.
Refrigeration and air conditioning mechanics occupations in Canada are in high demand right across Canada in all Provinces.
Economic forces in the Canada job market indicate high demand and negligible supply. The net effect of these Macro-Economic factors means the average Refrigeration and air conditioning mechanics salary in Canada is $91511. This figure does include those who are relatively fresh in the industry as well as individuals who have more experience.
While Refrigeration and air conditioning mechanics occupations are in high demand in all Canadian Provinces there are some areas where those with Refrigeration and air conditioning mechanics occupations in NOC Code 7313 are in a stronger position than others due to local demand and occupation fluctuations for NOC Code 7313.
Best Canadian Provinces for Refrigeration and air conditioning mechanics Salaries
Toronto salaries for Refrigeration and air conditioning mechanics are the highest in Canada
Montreal salaries for NOC Code 7313 remain strong
Vancouver salaries for Refrigeration and air conditioning mechanics occupations remain strong
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Individuals looking to move to Canada as a Refrigeration and air conditioning mechanics are advised to first check their eligibility with a Free Online Visa Assessment. The Free Assessment will reveal the demand in Canada for those with Refrigeration and air conditioning mechanics experience
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How to Immigrate to Canada as a Refrigeration and air conditioning mechanics for stronger Salary
As long as you have a good CRS score on your Express Entry application and can meet the 67-immigration point threshold then you may be able immigrate to Canada as a Refrigeration and air conditioning mechanics.
How much salary does a Refrigeration and air conditioning mechanics occupation earn in Canada
Ultimately the earning potential of every Refrigeration and air conditioning mechanics candidate in Canada, regardless of whether they've lived in Canada all their lives or are a newcomer to the country, is dependent on the individual. The good is that Canadian Refrigeration and air conditioning mechanics employers are very fair when it comes to setting salary, wages and other benefits. There are strict laws in Canada around fairness in the workplace.
If you are good at your job as a Refrigeration and air conditioning mechanics, and you have the right skills, experience and qualifications to match Canadian applicants then you will receive ta salary that is not just commensurate and highly competitive.
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Wages in Canada for Refrigeration and air conditioning mechanics occupations are stronger than wages for Refrigeration and air conditioning mechanics in many other developed nations such as Australia
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Search and apply for Refrigeration and air conditioning mechanics jobs in Canada with some of the most exceptional salaries
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One of the keys to securing a salaries salary in Canada as a Refrigeration and air conditioning mechanics is to start by having a great resume.
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When you write a resume for jobs as a Refrigeration and air conditioning mechanics in Canada, concentrate on presenting the employer with your highlights.
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Include skills such as being able to speak English or French. Because Canada has two main languages it is generally accepted that Refrigeration and air conditioning mechanics candidates will earn more salary in Canada if they have good language skills.
Use a nice resume layout on your Refrigeration and air conditioning mechanics resume
Refrigeration and air conditioning mechanics salary in Canada: Free Assessment


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Hitchin Town FC > Southern Premier Division > Hitchin Town 1 Tamworth 0
Hitchin Town 1 Tamworth 0
Wednesday 6th March 2019 | 7:45 pm
Top Field
First of all this was a huge improvement on the game last Saturday that was lacking in entertainment and overburdened with eight cautions and one dismissal. Well, we had a further dismissal tonight when, with minutes to go, Michael Johnson 'took one for the team' when his challenge outside the area denied Tamworth's Revanelle James a goal scoring opportunity as he handled outside the area and brought the winger down. This gave those last few minutes a frantic edge, with Josh Bickerstaff donning the gloves to see his team through to full time, albeit a little nervously.
Hitchin had led through Alfie Cue's fifty-second minute goal, but they really ought to have been two up in the first half, of which more erelong. The Staffordshire side had defeated the Canaries 2-0 in November, and are comfortably placed mid-table. Hitchin knew that an improvement on the disappointing performance against a feisty Rushall Olympic was deemed necessary and in this they did not disappoint. Indeed, Dan Webb really ought to have opened the scoring in the opening minute.
Noah Chesmain took a free-kick, which reached the Hitchin skipper, Dan Webb, wwho was not off-side, but his effort went over the bar. A further free-kick on the right from Isaac Galliford brought a deflected shot from Lewis Ferrell, who begins his three match suspension following tonight's game. As a parting gesture, Ferell was the sponsors' man of the match and he also received a late caution in tandem with Chesmain for a spoiling tactic.
Tamworth looked smart in their sky blue kit and they settled well to play some decent football. They were well supported in the below average attendance, with some vociferous supporters gathered beneath their flags of allegiance. It was a drizzly, uninviting night, but I am happy to say that the standard of football was much better than Saturday. The hosts kept the ball on the floor a lot more but still essayed the route one in modes of forgetfulness, which despite the critics is not a crime but a legitimate tactic that does bring goals, even if they are not as pretty – they all count.
Alfie Cue was back in the side, having recovered from his injury at Letchworth, but the Canaries were missing Harry Draper. Cue was soon happily involved. The early stages saw the ball mostly in the Tamworth half and this augured well for the hosts. Jack Green's free-kick along the floor to Galliford saw a move cut out by Claudio Dias, a player I seem to remember briefly at Dunstable Town. He played a decent part in the game until his eventual substitution. Green put in a cross defended by the very able Tamworth defender and skipper Joel Kettle. Hitchin won a corner which provided a free header for Belgrove who ought to have scored but sent it wide. Two golden chances then – and two misses. It could have been expensive.
Another free-kick for the hosts saw a half chance, ably defended by the visitors. Tamworth began to counter, smartly playing out of defence, but they tended to lose possession. Kettle received a caution with the usual wounded dignity, and Galliford took a free-kick that was easily cleared by Clement. Tamworth's James won a corner that was defended well. A long throw was defended by Ferrell, and another free-kick followed. This was headed away by Kettle and by now Tyrell Waite was proving a threat along with James and Concannon.
Jas Singh in the Tamworth goal was not backward in coming forward with his instructions and advice to his team mates, which went heeded for the most part. Tamworth had a free-kick, entirely wasted, as a player drifted off-side. Hitchin had the edge, but no goals to show for it thus far. Alfie Cue was becoming more insistent, so much so that his father, with whom I tend to stand with, was predicting that his son and heir would be on the score sheet tonight.
Tamworth won a corner, then another, but these were beaten away. Clement managed a shot that went wide, and then Hitchin countered well. Rasheen Francis put in a cross that was cleared. Forde nicked the ball in the penalty area that saw Michael Cain pump one in but it cleared the cross bar. Hitchin may have been quietly dominant but they had yet to make this count.
Belgrove was brought down for a Hitchin free-kick, close to end of the half but this was defended stoutly. So the half ended without a goal, and the fresh memory was of the two definite chances somehow spurned. Close to the whistle there was a chance for the visitors sent over the bar by Ryan Beswick.
During the interval I reflected on Tamworth, the town, that was once home to the manufacture of the Reliant three wheeler motor cars, immortalised by 'Only Fools And Horses'. These fibre glass oddities were once very popular as they could be driven by a holder of a motor cycle licence. They ceased production many years ago and are now a rarity and are still, perhaps unfairly, derided by the motoring press. I think Mr Bean capsized one in an episode of his misfortunes. For many they were a step up from the now vanished motorcycle and sidecar and the charming eccentricity of the bubble car.
At the start of the second half, Alfie Cue's dad rolled a cigarette and announced that his boy would score within five minutes of the restart. In this he was incorrect as it took Alfie six minutes and twenty seconds to add his name, albeit emphatically, to the score sheet, with what proved to be the only goal of the game.
Hitchin began well with an immediate attack, which was rebuffed, and Tamworth began to make subtle inroads, but without serious threat. Belgrove and Cain, with the latter having a blocked shot. Our chairman was gracing the presence of the stand offering the remainder of Kamikaze Kate's Amazing Kakes, and happily retuned empty handed.
Tamworth won a corner, urged on by their vociferous supporters, this was insistent and then cleared. Good work form Galliford saw a cross to Cue whose shot saw the keeper parry the ball but into his own net. Alfie had struck and his dad assumed the stance of the prophet. On the balance of play this goal was no more than what was deserved but it would always be a slender lead and with the late drama to come it was a testing time.
The goal was timed at fifty-two minutes and there was a long time to go to ensure maximum points. Cue manged a weak header that Singh gathered and sent up field with some deliberation. Galliford produced a decent chance that was again intercepted and soon there were substitutions. I noticed that Tamworth used the old system, eschewing the use of the now ubiquitous electronic gadget.
Tamworth had a decent chance from a free-kick, but Clément's effort favoured the home keeper. Cue was brought down for a free-kick. This was sent over the bar by Cain. Jay bird came on to good effect and Max Ryan was also in the mix and had a shot that was not that wide. The prophet announced that his son would score another but this was not to be, since the lad was substituted.
Revarnelle James was still being insistent on the right, fed ably by his colleagues, but his efforts were well contained by the Hitchin defence. Cain provided Cue with another chance but this one cleared the cross bar. At this stage I overheard a conversation about Berwick Rangers and mused on the great variety of subjects broached during the course of the game. Hitchin won a corner. 'Alfie will score' said the prophet and the referee was unhappy about that jostling we have become used to. Ironically the corner went straight onto touch. Not this time, Alfie.
Bird's pass to Cain saw the latter fire in a shot that went wide, but at least Hitchin were still being aggressive in looking for a second goal. James and Francis combined in a move that broke down, but the visitors were still able to get the ball forward with counter play. A second Hitchin goal may well have settled matters, and no-one could foresee the late drama that was to occur. A Tamworth free-kick with twelve minutes to go looked a bit dodgy but it was fired straight at Johnson who saved low, snatching the ball away from an opponent's searching boot.
Bird had a run and was pushed to ground for a free-kick. Chesmain sent this in, the goalie spilled it and Ryan came close. Cain had another blocked shot, and then Tamworth countered only to see the move halted by the award of a free-kick. Beswick sent this into touch. Ferrell and Chesmain received cautions for what I described earlier as a spoiling tactic – and with just minutes to go there was a hint of anguish in the Canary defence.
Then came the dramatic moment when James was clearly through with a real chance only to be brought down by Johnson who received a straight red card, with Josh Bickerstaff donning the oven gloves for the last few minutes. Tamworth threw it all at Hitchin, who, in those last few minutes held out to gain maximum points. There will be a bit of a problem with the goalkeeper slot as I did hear that Josh Mollison has a broken finger.
So, Hitchin move up a bit in the table and we can all breathe a little easier. The team travels to Halesowen on Saturday, a team they defeated heavily in the corresponding fixture, but I do believe there has been a managerial change and probably a change of playing personnel as well and this will put a different slant on matters. Even so, on the back of this improved performance we travel with some degree of confidence.
Michael Johnson, dismissed, straight red card, Jack Green, Noah Chesmain, cautioned, Josh Bickerstaff, Daniel Webb, captain, Lewis Ferrell, cautioned, Sponsors' Man Of The Match, Michael Cain, Scott Belgrove, (Jay Bird, 65), Ezra Forde, Isaac Galliford, Alfie Cue, GOAL, 52 MINUTES, (Max Ryan, 79), Substitutes not used – Jay Dowie, Edwin Mensah and Lukas Didik.
Jas Singh, Rashaan Francis, (Anthony Dwyyer, 83, cautioned), Kyron Stabana, Ryan Beswick, Joel Kettle, captain, cautioned, Joe Magunda, Jack Concannon, (Jaanai Gordon,61), Jordan Clement, Tyrell Waite, Claudio Dias, (Fortune Maphosa, 69), Revarnelle James. Substitutes not used – Charlie Shaw, Charlie Jemson.
REFEREE: Mr J Crofts, who had a sound game, ably assisted by Mr P McVey and Mr T Beeton.
REPORT BY PIPEMAN
good job that we've got no games coming up 😮
Merry Xmas to all fans, players, coaching staff an


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1956-1984: A Survey
Dessein?s Calais, 1981
20 3/8? x 35 ??
This exhibition is the first to comprehensively examine the work of American painter Robert Barnes, an artist who creates ambiguous, psychologically charged images that maintain a delicate balance between abstraction and representation. Using a method similar to psychoanalytic free-association, he paints forms that invariably coalesce into recognizable images, and as these accumulate associations, he develops a narrative context for them. The final results are painterly tableaus that are a skillful blend of abstract forms and literary and historical allusions. Barnes acknowledges the importance of modern literature for his work, and he cites James Joyce, Tristan Tzara, and other important modernist writers as major influences on his work.
The exhibition is a survey of Barnes' career from the mid-1950's to the present ? featuring 69 paintings, including oils, caseins, pastels, and watercolors.
IntroductionImagesRelated EventsSponsors


If something doesn't apply to you, just say N/A or ignore it!
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2. your (and your spouse's) driver's license info (ID number, issue date, expiration date, state of issue). Or provide a picture of each if that's easier.
4. marital status change in 2017?
5. have any kids in 2017? If so, we need their SSN and full name.
10. have an HSA (health savings account)? Provide forms 1099-SA and 5498-SA.
11. was everyone in your family covered all 12 months of the year for healthcare? If not, who wasn't covered and what months were they not covered? If you had healthcare.gov coverage, please provide the Form 1095-A.
12. any out-of-pocket expenses for W-2 work that were not reimbursed?
16. home office info - square footage of the home and the office (separately), a list of utilities paid, rent paid (or if you own, you are covered with #3 above), upgrades made (paint, curtains, flooring, decor, etc). Lived in two places? We need info on both places.


In the Nyingma Tradition the Guhyagarbha Tantra (8th to 10th century) is considered the most important of all Tantras. It describes two basic mandala configurations - one of forty-two peaceful deities and another of fifty-eight wrathful deities - combined they are the One Hundred Peaceful & Wrathful Deities. There is a clear organization and a structured hierarchy in the Tantra and two mandalas. There is also a clear relationship between the deities of the Guhyagarbha Tantra and the various Tibetan Buddhist traditions of the Bardo Todal (Tibetan Book of the Dead). The forty-two peaceful and fifty-eight wrathful deities are the basis for the iconography depicting the subject of the 'Bardo' - Tibetan Book of the Dead. The 'Terton' Karma Lingpa, in the 14th century, is credited with the discovery of the 'treasure text' known as the Liberation Through Hearing in the Bardo, a text intended to be read to the deceased with the wish to influence positively the subsequent rebirth.


Studying for the CT DMV Written Test?
This webpage is a start for a study and outline of the CT DMV Driver's Manual.
My husband and son will be taking their driving test shortly, so I offered to make an outline, to make it easier for them to study.
Maybe this information will help others too.
The written test is given on a computer and you are given certain driving situations in which you must choose the best option.
What I've started below is a work in progress. The best thing to do is just read the manual.
I would also recommend you take some online written practice tests. My husband said they were very helpful, so you understand the wording of the questions.
Always read the question at least three times before you answer the question! Make sure you understand what they are asking and watch out for the tricky questions.
Red Arrow - full stop - do not turn until it is green.
Railroad Crossing - Large White X - Railroad Crossing written on it - means YIELD to crossing trains.


Ever wanted to enter the world of stock market trading but you feel that it will be onerous for you because starting up is a bit of hassle? It is about time that you start to discover the world of mobile trading to take the stock market trading into your own hands. This is also one very smart means to put your smartphones to more productive use.
With the rise of the smartphone also comes the evolution of many platforms including the birth of mobile trading. Mobile trading is being favored mostly by small-time investors because accessing the stock market is not going to be much of a struggle because of the readily available smartphones and a cheap internet plan enough for you to monitor the comings and goings of stock movement.
The basic tools that you will need aside from a smartphone is a reliable broker for your trading account, the broker's trading app, the basic trading know-how and then you are already good to go. The stock market has then become very accessible and efficient. Another great way for you to earn that extra income at your fingertips.
To be clear on what is mobile trading, it is a means of trading that you do by just using your smartphone or your tablet. The essence of mobile trading is embraced in two views – literally because you are actually just using your smartphone in dealing with your stock trade, and figuratively because you can do stock trade anytime, anywhere.
With the aid of mobile trading, you no longer have to be stuck in one place just to monitor your investments because whether you are on vacation, at a coffee shop or just running some errands, you can always check on your trade position. With that, not only will you be able to check on account balances or stock price movements, you can already take action on whether you will buy new stocks and grow your equity or sell your stocks for profit.
It is pretty much easy to set up your mobile trading account, you will just have to follow the required information and the necessary documentary requirement that some brokers might require you to submit. Of course, if you are still new to mobile trading you will also have to familiarize the ins and outs of the mobile trading app that you chose so that you have it personalized according to which industry you would want to invest your money, and as to the method of buying or selling stocks through the app.
With a simpler approach in the stock trade, you will then be able to determine how you would want your equity to grow and what will your goals be from such investments. It is important for you to have that goal-setting because this will help you be more motivated in making the smart decision on your stock positioning. Little by little, you will eventually notice that you have already been reaching milestones with nothing but your smartphone on hand.
To be able to fully appreciate stock trade and more importantly get the most out from your investment, you must be very diligent enough to research on what mobile trading app fits you the most. Because the truth is, these mobile trading apps are not a one size fits all, so for you to be able to realize what you want with your investments, you also have to make sure that the broker and the mobile trading app that you are using matches with your objectives.
Once you know how you will foresee yourself in the world of a stock trade, then you should also start considering the amount of risk that you might want to take. If your risk appetite is low, then you should start placing small amounts of money until such will grow without you frantically checking if the stock market is either going well or not.
This platform is the best overall stock trading app experience and is one of the prime brokerage firms in the country. This platform offers a number of mobile applications each of which can cater to your needs. The TD Ameritrade Mobile app is available in iOS, Android and Windows phones.
If you are still a beginner and want to trade in a more passive manner, there are a lot of offers that can suit your requirements. You will also be able to modify your dashboards, screens, access research and advice, fund transfer and many more.
Robinhood came out first with their mobile app before launching its website making Robinhood one of the best stock trading app in its own right. It may not offer you to full range access of investments, Robinhood still works great for stocks and ETFs. Robinhood also just recently added Bitcoin as one of your investment options.
One of the fundamental features of this app is that you will be able to keep track of the stocks you own and with the stocks that are on your watch list.
This platform is best for people who really want to invest in stocks but have no idea on what to do. Acorns links in with your bank accounts so that it can monitor the pattern of your spending and purchases which will then be transferred to your Acorn account to be utilized for investment. There is also an option where you can do the transfer manually so you won't have to worry about anything.
ETNA is a mobile trading platform for both brokers and digital advisors. ETNA is designed for a suave integration which has a customizable layout and pre-set themes, including data streaming, option chain, and price alerts. There is a wide array of offers that ETNA can give depending on your needs.
With mobile trading, there are indeed a whole lot of options from beginners to those who have already advanced knowledge in stock trade and investments, all you have to do is to know where you put your money in to.


Product prices and availability are accurate as of 2019-04-21 16:56:26 UTC and are subject to change. Any price and availability information displayed on http://www.amazon.com/ at the time of purchase will apply to the purchase of this product.
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text:
Q: Calculating percentage for columns dynamically in R This is my data
No col1 col2 col3 Total
1   5    8    9     70
2   3    4    11    80
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10  6    1    15    90

This is what I'm trying to achieve
 No  col1  col2  col3  Total  p_col1 p_col2 p_col3
    1   5    8    9     70    (5/70) (8/70) (9/70)
    2   3    4    11    80    (3/80) (4/80) (11/80)
    .   .    .    .     .       .      .       .
    .   .    .    .     .       .      .       .
    10  6    1    15    90      .      .       .

This is what I have tried
 DF1=read.csv("R/path/abc_5.csv")
 DF1 <- DF1[,c(1:6,12)]
 nop <- basename("R/path/abc_5.csv")
  m <- gregexpr("[0-9]", nop)
     nop <- as.numeric(unlist(regmatches(nop, m)))
     nop <- nop[length(nop)]
     DF2 <- DF1[,2:(nop+1)]
    cn <- colnames(DF1)[2:(nop+1)]
     cn_p <- paste("p_",cn)
     DF1$cn_p[1] <-  mapply("/", DF1$cn[1], DF1$Total)*100

I want to automate this for all columns inside a loop, so I just tested for one column first
But I'm not getting proper output
Any help would be much appreciated.Thanks!!!

A: We can use
DF1[paste0("p_", names(DF1)[2:4])] <- DF1[2:4]/DF1$Total

A: This should work for you. You use sapply to feed rows which gets divided by the total. then you can use names to assign the names to the newly create columns.
xx=cbind(df,sapply(df[2:(ncol(df)-1)], function(x) x/df$Total))
names(xx)[(ncol(df)+1):(length(xx))]=paste('p_',names(xx)[(ncol(df)+1):(length(xx))], sep = '')

redpajama_set_name: RedPajamaStackExchange


eBay's Network Engineering team operates a large-scale network infrastructure with a presence across the globe. Our mission is to provide a seamless experience connecting buyers and sellers wherever they may be. The network we created to support that goal is comprised of different vendors and designs that have evolved over time. Networks require care and feeding on a regular basis in order to ensure that performance targets are met. How can we make the numerous weekly changes required while minimizing the risk of an impact?
One way in which we accomplish our goal is by making all change management procedures as standard and reproducible as possible. Common tasks such as line card installations, BGP changes, or the turn up of new ports are formalized into Standard Operating Procedures (SOPs). A SOP lays out all of the needed pre-checks, change steps, and post-checks for a successful change to be executed. Our SOPs are put through an engineering review process where we review and hone these steps so that the combined experience of all team members can be brought to bear on the problem.
As we went through this process of creating SOPs for most of our workload, we realized that we were doing many of the same things each time. Examples include things such as backing up the configuration, verifying that the console works, and executing commands that let us verify status before and after a change is executed. All of these steps, taken together, began to sound very much like a broken record to us as we created SOP after SOP.
We determined that fully automating the creation of SOP-based change requests would be a worthwhile investment of our time. Now that we had the most common tasks well-documented in SOPs, we could actually run through most steps programmatically with some work invested. Because many steps were identical (such as collecting 'show ip ospf neighbor') from one type of change to another, bits of code would be reusable. Some challenges, such as how to detect different vendors, code versions, or design standards, would present themselves, but the important part for us was to get started and validate that the concept was workable before expanding it.
A smaller set of tasks like this kept the scope contained to a reasonable size while still allowing the opportunity to bump into a few challenges and solve problems that might be encountered when the project is expanded to cover all of our SOPs.
Dividing the work among several people allowed us to build components in parallel. All coding was stored in a Git repository to facilitate group participation.
The system is built out of various building blocks. The foundation is a Python script named 'Auto About.' This script contains functions that lay out the high-level outline of the pending change request. It defines specific devices, interfaces, or neighbors that are involved in the pending change. It gathers the most basic information, "What is this maintenance about?", hence the name. A few examples of functions within Auto About are 'get_routing_instances,' 'collect_vlan_info,' and 'collect_power_supply_data.' Feeding Auto About the arguments of a device name and the type of maintenance is all that is required to gather information. The output of Auto About is a small YAML file that contains the information collected at this step.
This small file is fed into the Collector script. This component gathers information from the network devices. Collector is written in Python and is a stateless system. There is no database or long-term storage of information at this point. Collector's output is a YAML file, much longer than Auto About's file, with everything we need to know about the change we're about to execute.
At this point, we have all of the information we need, but reading a YAML is not very friendly for humans. We still track changes in a ticketing system, and we want to be able to review them.
A separate Python script, sop.py, combined with a Jinja2 template that matches the specific type of maintenance desired, takes that long YAML file and generates a few plain text files for us. Each step or check from our original SOP is broken down in the same way within the script, and the output lists each step and sub-step in the proper order. Any device-collected information is added where it is required. Output files created include an Action plan (your "forward" steps), a Verification plan where changes are tested, and a Rollback plan (your "backwards" steps in case you need to undo your changes). These plain text, human-readable files are used to create the Change Request (CR) in our in-house ticketing system. They represent a step-by-step and line-by-line plan to execute the work.
A final Python script called cr.py ('cr' indicating change request) handles the task of pushing the information files created by sop.py into Trace, our internally developed ticketing system that tracks changes. This saves engineer time by automating another piece of the CR puzzle for them. cr.py handles aspects of the change ticket process, such as filling in names of the people who submit or check tickets, setting the time and date of the proposed change, and requesting the creation of a new CR ticket.
The proof of concept (PoC) involved creating the first versions of the components highlighted above and testing for functionality as well as interoperation of the individual pieces. A number of different people worked on this project, and the correct operation of all of the parts together was tested in the PoC phase. The PoC was a success, and we decided to press forward to a pilot phase.
Documentation was created primarily within our Git repository. This was done so that everything a contributor would need was in one place and could be easily updated by anybody working on the project. A simple 'readme' file uploaded into the appropriate directory in Git provided a place to put higher level information about how a piece code was supposed to function. This was done in addition to good commenting within each file, of course! Some project tracking items were also hosted on a wiki page, where they were more easily accessed by stakeholders who were not directly involved in the coding aspects.
During the pilot phase, we saw a rapid expansion of the PBR program as we started onboarding more use cases and actually using this system in our live change management workflow.
Exposing the output from PBR to the wider group of engineers during our pilot phase was a great way to get additional feedback on how we could collect the right information that would be valuable for the change type being executed. During the pilot period of about six months, numerous small issues with the various CR templates were corrected. Many of these issues were uncovered in our regular change management meetings as we discussed pending CR tickets.
Where it was possible, we aimed to make the CR tickets have the same look and feel. For example, standardizing the sequence numbers for prechecks, change steps, and post checks is one way we found to make the CRs more readable and faster to evaluate at change management meetings. As a result of this feedback loop, our templates and methods quickly evolved to be more comprehensive and polished.
Project Broken Record took us approximately one year to complete from the initial meetings to a working product that had been successfully piloted. We found that all of the pieces of this product require updating and fine tuning from time to time as we strive to execute the perfect change. This type of regular time investment is a good tradeoff for eBay, because we are confident that this system has helped to avoid outages while streamlining the change process.
Our change management meetings were able to be run more efficiently, because we became familiar with the standard layout of change tickets. It was easier to review and approve very standard SOP-based things vs. the previous system of a queue of tickets all written differently by different engineers. Increasing the throughput of the review process directly benefited our internal customers waiting on change work to be completed.
We track all impacts to business availability and analyze what we could have done to avoid impact. One way that we sort this data is by root cause. Causes could be things such as hardware failure, vendor software bugs, change tickets gone wrong, etc. In 2017, impact time due to change tickets was very nearly zero. There were several parallel initiatives that contributed to this, but Project Broken Record was a part of that success story to be sure. Doing the same change the same way each time reduces the chance of unexpected consequences and builds our confidence in our procedures.
We are happy with the progress we have made so far, but there are still a number of things we would like to improve upon.
We want to become more disciplined in our coding by creating development and master branches of our code. Currently, most portions of this system are in a development type state, but are also being used daily. We are also testing systems built up from this that will perform standard maintenances completely automatically by following the SOPs using the large YAML file information.
The larger goal we are pursuing here is minimal human interaction with the production network. Now that we have seen a return on our initial investment, we want to take this to a higher level of engineered solution. A ground-up rewrite of many of the pieces described above is already underway to consolidate functions and improve the way in which we gather information from the network. We are committed to this program, and we expect it to continue to evolve and grow.
Our team exists to help eBay's business to be successful. As we explore this new automation-focused landscape, we are looking for the best ways to achieve that goal through solid uptime, delivery of projects, and a great user experience for everyone on the platform. The thought processes on our team have shifted from one in which we directly care for an ever-increasing number of network devices directly to one in which we create tools that can do that for us. This new way of approaching operations at eBay is much more scalable and is where we are placing a heavy emphasis as we march toward 2018 and beyond.


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