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nano-gpt-data-curation

gpt-5.6-sol

nano-gpt-data-curation — graded by the task's verifier against a measured baseline.

backend
modal
variant
codex azure_ai/gpt-5.6-sol
metric
held-out multi-domain perplexity
actions
155
duration
45m
recorded
2026-08-03

run iddclm-nano-curation__gfZ879v

Everything gpt-5.6-sol did on this task, in order.

download JSON ↗
codexgpt-5.6-sol162 turns7 narration155 reasoning155 action155 observation1 final
#1
narration

I’ll first profile the corpus and frozen pipeline, then build a reproducible quality/domain-balanced ranker, verify token coverage, and use the dev target for a small number of high-value comparisons if time permits.

#2
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"pwd && cat .timer/remaining_secs && sed -n '1,240p' train_nano.py && head -n 3 data/pool.jsonl\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:20000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.3 seconds
Output:
/workspace
5340
"""From-scratch nano-GPT (30M) LM training on a 1D token .npy; report held-out perplexity.
Frozen recipe — the ONLY thing that varies between runs is the training token set."""
import argparse, math, time, numpy as np, torch
from model import GPT, GPTConfig

ap = argparse.ArgumentParser()
ap.add_argument("--train_npy", required=True)
ap.add_argument("--heldout_npy", required=True)
ap.add_argument("--out_json", required=True)
ap.add_argument("--max_iters", type=int, default=3000)
ap.add_argument("--warmup", type=int, default=150)
ap.add_argument("--batch", type=int, default=32)
ap.add_argument("--block", type=int, default=256)
ap.add_argument("--lr", type=float, default=6e-4)
ap.add_argument("--seed", type=int, default=1337)
a = ap.parse_args()

torch.manual_seed(a.seed); np.random.seed(a.seed)
dev = "cuda"
tr = np.load(a.train_npy); ho = np.load(a.heldout_npy)
tr = torch.from_numpy(tr.astype(np.int64)); ho = torch.from_numpy(ho.astype(np.int64))
rng = np.random.default_rng(a.seed)

model = GPT(GPTConfig(block_size=a.block, vocab_size=50257, n_layer=6, n_head=6,
                      n_embd=384, dropout=0.0, bias=False)).to(dev)
opt = model.configure_optimizers(0.1, a.lr, (0.9, 0.95), "cuda")

def lr_at(it):
    if it < a.warmup: return a.lr * (it + 1) / (a.warmup + 1)
    r = (it - a.warmup) / max(1, a.max_iters - a.warmup)
    return 0.1 * a.lr + 0.5 * (1 + math.cos(math.pi * r)) * (a.lr - 0.1 * a.lr)

def get_batch(src):
    ix = rng.integers(0, len(src) - a.block - 1, size=a.batch)
    x = torch.stack([src[i:i+a.block] for i in ix]).to(dev)
    y = torch.stack([src[i+1:i+1+a.block] for i in ix]).to(dev)
    return x, y

t0 = time.time()
model.train()
for it in range(a.max_iters):
    for g in opt.param_groups: g["lr"] = lr_at(it)
    x, y = get_batch(tr)
    with torch.autocast("cuda", dtype=torch.bfloat16):
        _, loss = model(x, y)
    opt.zero_grad(set_to_none=True); loss.backward()
    torch.nn.utils.clip_grad_norm_(model.parameters(), 1.0); opt.step()
train_s = time.time() - t0

# held-out perplexity: mean next-token CE over non-overlapping windows (window-weighted)
import json
model.eval()
nwin = (len(ho) - 1) // a.block
starts = [j * a.block for j in range(nwin)]
sum_loss, nseen = 0.0, 0
with torch.no_grad():
    for i in range(0, nwin, a.batch):
        bs = starts[i:i+a.batch]
        x = torch.stack([ho[s:s+a.block] for s in bs]).to(dev)
        y = torch.stack([ho[s+1:s+1+a.block] for s in bs]).to(dev)
        with torch.autocast("cuda", dtype=torch.bfloat16):
            _, l = model(x, y)
        sum_loss += l.item() * len(bs); nseen += len(bs)
mean_loss = sum_loss / max(1, nseen)
ppl = math.exp(mean_loss)
out = {"train_npy": a.train_npy, "heldout_ppl": ppl, "mean_loss": mean_loss,
       "max_iters": a.max_iters, "seed": a.seed, "train_s": round(train_s, 1)}
json.dump(out, open(a.out_json, "w"))
print(f"HELDOUT_PPL {ppl:.3f}  loss {mean_loss:.4f}  train_s {train_s:.0f}  {a.train_npy}")
{"id": 0, "text": "|Viewing Single Post From: Spoilers for the Week of February 11th|\n|Lil||Feb 1 2013, 09:58 AM|\nDon't care about Chloe/Taniel/Jen-Jen. Don't care about Sami, really, but hoping that we get some good \"SAMANTHA GENE!!\" Marlena Death-Stares out of it. And \"newfound\" feelings. Please. If only.\nSTEFANO!! STEFANO, STEFANO, STEFANO!!!! :cheer:\n|Spoilers for the Week of February 11th \u00b7 DAYS: News, Spoilers & Discussion|"}
{"id": 1, "text": "*sigh* Fundamentalist community, let me pass on some advice to you I learned from the atheistic community:\nIf you have set yourself on fire, do not run.\nOkay? Okay?? Please?\nLook, D, you had two months to say to Harvard in private emails, \"Im sorry, I shouldnt have been using that animation in my paid presentations. I wont use it again. I really do like 'Inner Life', though, and would love to use it in classroom presentations, from the BioVisions site, if that is acceptable.\"\nI sat here, for two months, waiting for that to happen, anything to happen, and it didnt. Two months, on your own terms, you could have written a similar post to yesterdays. I would have given you the benefit of the doubt-- maybe you didnt know the credits werent visible to the audience, and I wouldnt have said a word beyond this, as its Harvards problem, not mine. This would have been a funny joke to those of us involved in dealing with you people, but it would have been a PR non-issue for you.\nBut after you set yourself on fire, you didnt douse it out with a bucket of ice cold reality and accountability. You ran. And youre still running.\nWhy not just state \"I screwed up. Sorry everyone.\" and move on? Why the excuses? Why the denial? Why the passive language? Why the vague words and cryptic capitalizations? Why the writes and rewrites of your 'press release'? We know it wasnt written of your own volition, or it would have been done *before* Harvard had to take action. And, your behavior before this, regarding this issue, is not indicative of someone who made an innocent mistake. Its weird.\nSo what with this frantic running? Is the inability to say \"I was wrong\" a pathological feature of Creationists? Or are you hiding something? Or is it both? Or is it more?\nAnd now we get Casey weighing in on the issue, according to cre8id at AboveTopSecret.com-- PBS/NOVA online - Intelligent Design on trial:\n...to my knowledge, Discovery Institute has neither authorized nor received nor is making use of any presentation that used that animation. We have had nothing to do with creating or selling a DVD of that animation, nor do we have anything to do with placing that presentation on Google Video.I dont know what he is talking about with that last part, but the first part sounds similar to DIs claims post-Dover (\"WE HAD NOTHING TO DO WITH DOVER!\"). Maybe Luskin is telling the truth. Maybe this was a magic non-science Creation-friendly narration with convenient edits that AiG or ICR would have killed for... but only Dembski could find it... but he cant tell us where... and he didnt share it with anyone... and its subsequently disappeared from the Internet...\nBut that simply isnt what Ive been told. Maybe this was all a silly Dembski mistake, blown out of proportion due to his decision to remain silent... But what if we find more videos of more DI fellows, presenting this animation?\n*shrug* If youve set yourself on fire, do not run, DI. If youve done it, better admit it to Harvard now, apologize, and move on."}
{"id": 2, "text": "A novel two-step immunotherapy approach has shown clinically beneficial responses in patients with advanced ovarian cancer. Following Lifestyle Recommendations Reduces Risk of Cancer Death\nPeople who follow the diet and lifestyle recommendations laid out by the WCRF and the AICR have a 20 percent reduced risk of dying from cancer. UCSF Launches Social Networking Site for Patients and Families with Hereditary Cancers\nFor Immediate Release May 14, 2013 UCSF Launches Social Networking Site for Patients and Families... Genomic Test May Help Guide Prostate Cancer Treatment\nThe Oncotype DX\u00ae Prostate Cancer Test strongly predicts aggressiveness of disease. Statins Linked to Lower Risk of Liver Cancer in Hepatitis C\nPeople infected with chronic hepatitis C are less likely to develop liver cancer if they are taking statins.\nRadioimmunotherapy (RIT) is a type of targeted therapy that delivers radiation directly to cancer cells.... Urinary Incontinence\nOverview The urinary tract includes the kidneys, the ureters, the bladder, and the urethra. The kidneys... Advanced Directives\nLiving Wills Every competent adult has, in most cases, the freedom to accept or refuse medical treatment.... Caregivers\nWhat is Caregiving and Who are Caregivers? Caregivers are individuals who provide care to chronically... Chemotherapy for Older Patients: What You Should Know About the Risk of Infection\nAs you may already know, chemotherapy works by attacking the rapidly dividing cells it finds in the body,...\nAn ongoing series highlighting complementary therapies, adapted from The Complete Guide to Complementary... Clear and precise\nMohs surgery provides a tissue-sparing approach to skin cancer surgery. By Eleanor Mayfield Michele Kelsey... Chemical Reaction\nChemicals may be disrupting our hormones\u2014and our health. By Laurie Wertich Exposure to synthetic chemicals... College Kids Kick Cancer\nBy Diana Price College kids and cancer\u2014not two topics most of us would immediately connect. And yet... Cooking with Fruits and Vegetables\nIn the introduction to Ripe: A Fresh, Colorful Approach to Fruits and Vegetables (Running Press, 2011;...\nAnnual meeting brings together cancer experts from around the world. Kari Bohlke, ScD The 2011 Annual... Bone Fractures in Breast Cancer Patients More Frequent with Femara than with Tamoxifen\nResearchers affiliated with the BIG I-98 Collaborative and International Breast Study Groups... Single Treatment with High-intensity Focused Ultrasound Effective for Localized Prostate Cancer\nResearchers from McMaster University in Canada have reported that high-intensity focused... Marital Separation Impacts Cancer Survival\nResearchers from the University of Indiana and the Fox Chase Cancer Center... 2009 Oncology Conference Coverage View up-to-date coverage of the 2009 Oncology Conference here."}
#3
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"ls -lh data && rg -n \\\"selection|token\\\" -g '*.py' . | head -80 && python - <<'PY'\\nimport importlib.util\\nprint('tiktoken',importlib.util.find_spec('tiktoken'))\\nprint('transformers',importlib.util.find_spec('transformers'))\\nPY\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:12000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.4 seconds
Output:
total 775M
-r--r--r-- 1 root root 2.0M Aug  3 22:34 multi_dev.npy
-r--r--r-- 1 root root 773M Aug  3 22:35 pool.jsonl
./model.py:5:tokenizer. Standard pre-norm Transformer with weight-tied embeddings.
./model.py:113:        next-token cross-entropy if `targets` given, else None. The distillation
./model.py:144:        """Mean per-token NLL over `n_batches` eval batches -> perplexity."""
./train_nano.py:1:"""From-scratch nano-GPT (30M) LM training on a 1D token .npy; report held-out perplexity.
./train_nano.py:2:Frozen recipe — the ONLY thing that varies between runs is the training token set."""
./train_nano.py:50:# held-out perplexity: mean next-token CE over non-overlapping windows (window-weighted)
./pack_selection.py:1:"""Solver-side: pack a selection.json (ordered ids) into a 12M-token train array from pool.jsonl."""
./pack_selection.py:6:SEL = sys.argv[1] if len(sys.argv) > 1 else "/workspace/submission/selection.json"
./pack_selection.py:10:tok = AutoTokenizer.from_pretrained("gpt2"); EOS = tok.eos_token_id
./pack_selection.py:17:    ids = tok(text[i], add_special_tokens=False).input_ids
./pack_selection.py:22:print(f"packed {len(arr)} tokens from {len(sel)} ids -> {OUT}")
tiktoken None
transformers ModuleSpec(name='transformers', loader=<_frozen_importlib_external.SourceFileLoader object at 0x2aeaa0b5cee0>, origin='/usr/local/lib/python3.10/dist-packages/transformers/__init__.py', submodule_search_locations=['/usr/local/lib/python3.10/dist-packages/transformers'])
#4
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,random,re,statistics,collections\\nrandom.seed(4)\\nres=[]\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line)\\n if random.random()<.0008: res.append(d)\\nfor d in res[:120]:\\n t=re.sub(r'\\\\s+',' ',d['text'])\\n print(f\\\"{d['id']}\\\\t{len(t)}\\\\t{t[:180]}\\\")\\nPY\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:24000}); text(r.output)\n"
}
exec result
Script completed
Wall time 3.3 seconds
Output:
760	2740	People can buy flowers online and send to their loved ones far away, living in a different city, state or even country. Flowers are still a favorite choice of many people as they a
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8141	39908	|Scientific Name:||Axis axis| |Species Authority:||(Erxleben, 1777)| Cervus axis Erxleben, 1777 |Red List Category & Criteria:||Least Concern ver 3.1| |Assessor(s):||Duckworth, J.W
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104494	2295	Purchase this article with an account. Satoru Suzuki, Marcia Grabowecky; Rapid temporal coincidence of spatially separated shapes can be resolved using sustained emergent percepts.
107005	1549	6 |<|endoftext|>In the storylines taking place at this moment, Punk is in a feud with both Daniel Bryan and Kane as the trio of superstars will face off for the WWE Championship at
107155	2709	 report.<|endoftext|>News HighlightsPage address: http://www.mnsu.edu/news/read/?id=old-1367846443&paper=topstories Celebrating 100 Years of Sociology First sociology course taught
109118	1389	All of our watches are covered by a 1-year seller warranty which matches the original manufacturer warranty in terms of cover. The warranty covers mechanical faults or breakdown on
109628	2443	 IN JULY FESTIVAL in Ashe County, NC – Downtown West Jefferson, North Carolina Friday July 5th & Saturday July 6th The time for the annual Christmas in July Festival is approaching
110614	9219	<|endoftext|>Met Éireann has issued Co. Winds of 50-65 km/h with gusts of up to 100 km/h are being forecast for those parts of the country on Saturday night & early Sunday morning.
111080	501	 USACE news feed to an Alexa smart speaker, first open the app and select the 3 bars on the bottom right: From the next screen, select Settings, which is near the bottom From the n
118623	11137	 Ben Gurion Airport | Temple B'nai Abraham 973.994.2290 | f: 973.994.1838 tbainfo@tbanj.org Facebook Facebook Temple Sites Temple B’nai Abraham The Early School Jewish Learning Pro
118728	5454	)<|endoftext|>Bestiality Amateur – male Suck Horse Dick – All Zoo Porn HERE! Skip to content All Zoo Porn HERE! New Updates of Bestiality Videos & Pictures. Free Animal Sex Downloa
120989	3738	1 x 16' 3M 8910 Scotchlite Silver Reflective Sew On Fabric [41600] - $17.50 : Hoop Tape Canada!!, Your source for amazing tape. Home Log In 3M Safety & Reflective Products Camoflag
122714	60304	: LESLIE - Advisories - Page 3 - STORM2K Skip to content Search Advanced search Quick links Unanswered topics Active topics Search The team Donate to Storm2K! FAQ Login Register Bo
125663	7839	in Clayfield, Brisbane and Surrounds QLD - Palm Beach Accommodation MENU Main Pages Home Page Categories About Us Advertise Add Your Business Contact Us Privacy Policy Terms & Cond
129556	6639	 Career Fair & Job Fair May 16, 2019 - Diversity Career Group Home About Career Fairs Testimonials Employers Contact Candidate Hub Sacramento Career Fair & Job Fair May 16, 2019 Th
129604	940	<|endoftext|>Listen to 1975: Growth phase companies using social video to drive millions in sales with Travis Chambers from John Lee Dumas: An Entrepreneur On Fire | Podyssey Podca
129608	2425	a White Dining Chairs White Dining Chairs Charming White Oval Dining Table Dining Chair Chairs Design White Dining Chairs White Wooden Chair Ikea – diedailystore.com Skip to conten
130289	7292	<|endoftext|>Dominic Barton | Catching the digital wave Explore e-paper Thursday, 18 April 2019 Log in/Sign up Search e-paper Top Sections Companies News Start-ups Company Results 
132257	1420	 Contact Us<|endoftext|>Neighborhood barbecue — LHOOQ/EXREALISM EXREALISM PROJECT LHOOQ BOOKS Books Art Gallery Merchandise Tickets Events CONTACT LHOOQ/EXREALISM EXREALISM PROJECT
133139	5230	<|endoftext|>Horse Themed Equestrian Pattern Fleece Blankets Toggle menu Compare Search Gift Certificates Login or Sign Up Cart 0 Search Search Art Originals All Art Originals Comm
133662	3602	<|endoftext|>15mm Fluorescent Firefly Yellow Wet Wipe - Markers | Chalk Ink Markers FREE SHIPPING - ORDERS OVER $50 * EXCLUSIONS APPLY Search Close menu Menu Search Currency USD CA
135009	2615	ML Sitemap XML Sitemap This is a XML Sitemap which is supposed to be processed by search engines which follow the XML Sitemap standard like Ask.com, Bing, Google and Yahoo. It was 
135254	2229	Our Lady of the Mount | Confessions | Warren, NJ ||| Contact Us Facebook Instagram Flocknote Search Home Welcome Staff Contact Us Parish Registration Give Mass Intentions Holy Days
136234	355	 din<|endoftext|>Photo Gallery | Phoenix Fire Foundation Donate Today! Follow Follow Follow Follow Home About Our Mission Our Board Members Sponsors Programs Events News Gallery Do
138955	1877	 2016 | theresalwaysacat Menu Skip to content Home About theresalwaysacat I'm passionate about what scares you.. Monthly Archives: July 2016 Post navigation The Shallows July 29, 2
139677	3541	 forum.<|endoftext|>Open house: Next phase of 1300 East project | Public Utilities Menu SLC.gov Payments Business Permits & Licensing Request Careers Calendar Search Close SLC.gov 
140873	295	15巻<|endoftext|>The Spark by Beyond Agronomy Home About Services News Nuffield What is the Nuffield Scholarship? Applying for the Nuffield Scholarship Links Contact Farm Controlled
141623	3890	 of new features.<|endoftext|>Emotion, Learning and the Online Learning Environment | The International Review of Research in Open and Distributed Learning Skip to main content Ski
142109	1651	Internal Relief Valves - Cavagna Group North America {{{ data.variation.price_html }}} {{{ data.variation.availability_html }}} [email protected] +1 (732) 469-2100 Home Company Abo
143425	7562	-H Attempts to Break World Record for Largest Electrical Engineering Lesson -- Campus Technology About Us | Subscribe | Archive | Advertise Campus Technology Advanced Search News F
145732	32162	 2019 · Log in<|endoftext|>Cooking With Kurma | Pure Vegetarian By Lakshmi Pages INDEX LAKSHMI PURE VEGETARIAN - BOOK SUBSCRIBE PINTEREST TWITTER FACEBOOK CONTACT October 3, 2011 C
146606	5573	 down here to see all demos<|endoftext|>2014 - West Farleigh Sports Club West Farleigh Sports Club Follow and Like us at: Home Page Find Us > Bus Timetable Train Timetable Diary of
146977	1760	.nz ,<|endoftext|>Search Results for “군산출장가격[카톡- Mo27]【Po o34.c0M】출장안마추천콜걸추천Y⇞↺2019-03-26-12-48군산⊙AIJ▲출장안마추천출장만족보장출장샵강추┸출장최고시⇦콜걸출장마사지❤군산” – French American Business Council of Wes
147373	1062	 January 11 Recital - Nice, France<|endoftext|>Uncategorized – Affiliate Best Tools Cart Enter your email address: Delivered by FeedBurner Meta Log in Entries RSS Comments RSS Word
150582	10009	Comm Site-Map<|endoftext|>www.jigarshahca.in Toggle navigation Home About Us Resources Services Income Tax TDS and TCS Services Service Tax Company Law Matters Financial Services A
150724	2641	 -<|endoftext|>Rachel Sensenig on New Year's ruts and Blue Whale food. | Circle of Hope Skip to content Menu New Here? Welcome Who We Are Our Proverbs Our Nations Connect Cells ▶ W
152737	5880	 Privacy Policy Powered by<|endoftext|>Oklahoma family wants questions answered surrounding daughter’s death | KFOR.com GoSearch Watch Now: 5am News News 4 TV Schedule Search Conta
153325	1882	com/ --><|endoftext|>Shop Online +91 9956794279 , 9336615879 Toggle navigation AI -Akash International Home Products Pvc Horse Tack Pvc Bridle PVC Horse Halters Pvc Breastplate Pvc
155571	10840	 Mobile<|endoftext|>Search Results · HERB: Resources for Teachers Search American Social History Project · Center for Media and Learning About Collections Slave Communities & Resis
155688	4545	 Grape Ice Cream Is Impossible to Find | Reader's Digest Skip to content Skip to primary sidebar Menu Close Travel Travel Our Canada Travel The World Travel Tips Health Beauty Cond
156556	1219	. Close this Advertisement<|endoftext|>All Ranks Chen Style Taiji Academy Our Mission Application Process Class Schedule Our Location Coaches News Members Competition Performance O
#5
narration

The pool has a strong provenance shift by ID: earlier material is mostly article-like web prose, while later ranges contain much more navigation, commerce, spam, and scrape artifacts. I’m quantifying that shift rather than relying on ID alone, so the final criterion remains content-based and transferable.

#6
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np\\nfrom transformers import AutoTokenizer\\nt=AutoTokenizer.from_pretrained('gpt2')\\na=np.load('data/multi_dev.npy')\\nprint(len(a),a.dtype)\\nfor i in [0,12000,24000,36000,48000,60000,100000,200000,300000,400000]:\\n print('\\\\n---',i,'---\\\\n',t.decode(a[i:i+500])[:1800])\\nPY\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:16000}); text(r.output)\n"
}
exec result
Script completed
Wall time 9.9 seconds
Output:
1000000 uint16

--- 0 ---
  Beardmore was sufficiently impressed with Shackleton to offer financial support , but other donations proved hard to come by . Nevertheless , in February 1907 , Shackleton presented to the Royal Geographic Society his plans for an Antarctic expedition , the details of which , under the name British Antarctic Expedition , were published in the Royal Society 's newsletter , Geographic Journal . The aim was the conquest of both the geographical South Pole and the South Magnetic Pole . Shackleton then worked hard to persuade others of his wealthy friends and acquaintances to contribute , including Sir Philip Lee Brocklehurst , who subscribed £ 2 @,@ 000 ( 2011 equivalent £ 157 @,@ 000 ) to secure a place on the expedition ; author Campbell Mackellar ; and Guinness baron Lord Iveagh , whose contribution was secured less than two weeks before the departure of the expedition ship Nimrod . On 4 August 1907 , Shackleton was appointed a Member of the Royal Victorian Order , 4th Class ( MVO ; the present @-@ day grade of Lieutenant ) . 
<|endoftext|> On 1 January 1908 , Nimrod sailed for the Antarctic from Lyttelton Harbour , New Zealand . Shackleton 's original plans had envisaged using the old Discovery base in McMurdo Sound to launch his attempts on the South Pole and South Magnetic Pole . However , before leaving England , he had been pressured to give an undertaking to Scott that he would not base himself in the McMurdo area , which Scott was claiming as his own field of work . Shackleton reluctantly agreed to look for winter quarters at either the Barrier Inlet ( which Discovery had briefly visited in 1902 ) or King Edward VII Land . 
<|endoftext|> To conserve coal , the ship was towed 1 @,@ 650 miles ( 2 @,@ 655 km ) by the steamer Koonya to the Antarctic ice , after Shack

--- 12000 ---
  tenure of the office of chancellor , from 21 September 1274 until Burnell 's death in 1292 . Burnell was instrumental in the enforcement of royal writs and enactments , including the Statutes of Westminster , enacted in 1275 , 1285 , and 1290 . Those of 1275 attempted to deal with the usurpation of royal rights . Keeping the peace in the realm and the extension of royal jurisdiction to cover rape was dealt with in the statutes from 1285 , along with a number of other issues . The last statute , from 1290 , regulated land law , the result of pressure from the magnates , the leading laymen of England . 
<|endoftext|> During Burnell 's time in office Edward and his royal officials made great efforts to reassert royal rights that were felt to have been usurped by the king 's subjects . These efforts were made under writs of Quo warranto , which asked the recipient what royal grant or warrant gives the recipient the authority to exercise a right or a power . They were first issued in 1278 , after earlier attempts to recover royal rights through parliament unintentionally resulted in too much work for that body . Through these writs , attempts were made to enforce the rule that the only correct way to receive a privilege or grant of land was through a written charter , which might have deprived most of the magnates of England of their lands and rights . Most lands at that time were held not by documentary grants , but by the force of custom . By the 1290s the government was forced to back down and permit rights as they had been allowed from " time out of mind " . 
<|endoftext|> The distinction between the king 's personal household department of the Wardrobe and the governmental department of the Chancery , which was headed by the chancellor , disappeared almost entirely dur

--- 24000 ---
  Mughal architecture , and South Indian architecture , blends ancient local traditions with imported styles . Vernacular architecture is also highly regional in it flavours . Vastu shastra , literally " science of construction " or " architecture " and ascribed to Mamuni Mayan , explores how the laws of nature affect human dwellings ; it employs precise geometry and directional alignments to reflect perceived cosmic constructs . As applied in Hindu temple architecture , it is influenced by the Shilpa Shastras , a series of foundational texts whose basic mythological form is the Vastu @-@ Purusha mandala , a square that embodied the " absolute " . The Taj Mahal , built in Agra between 1631 and 1648 by orders of Emperor Shah Jahan in memory of his wife , has been described in the UNESCO World Heritage List as " the jewel of Muslim art in India and one of the universally admired masterpieces of the world 's heritage " . Indo @-@ Saracenic Revival architecture , developed by the British in the late 19th century , drew on Indo @-@ Islamic architecture . 
<|endoftext|> The earliest literary writings in India , composed between 1700 BCE and 1200 CE , were in the Sanskrit language . Prominent works of this Sanskrit literature include epics such as the Mahābhārata and the Ramayana , the dramas of Kālidāsa such as the Abhijñānaśākuntalam ( The Recognition of Śakuntalā ) , and poetry such as the Mahākāvya . Kamasutra , the famous book about sexual intercourse also originated in India . Developed between 600 BCE and 300 CE in South India , the Sangam literature , consisting of 2 @,@ 381 poems , is regarded as a predecessor of Tamil literature . From the 14th to the 18th centuries , India 's literary traditions went through a period of drastic change because of the emergence of devo

--- 36000 ---
  largely caused by endometriosis , a disease from which she suffered throughout her adult life . Monroe was also briefly hospitalized during this time due to a barbiturate overdose . During the hiatus , she dismissed Greene from MMP and bought his share of the company as they could not settle their disagreements and she had begun to suspect that he was embezzling money from the company . 
<|endoftext|> Monroe returned to Hollywood in July 1958 to act opposite Jack Lemmon and Tony Curtis in Billy Wilder 's comedy on gender roles , Some Like It Hot . Although she considered the role of Sugar Kane another " dumb blonde " , she accepted it due to Miller 's encouragement and the offer of receiving ten percent of the film 's profits in addition to her standard pay . The difficulties of the film 's production have since become " legendary " . Monroe would demand dozens of re @-@ takes , and could not remember her lines or act as directed – Curtis famously stated that kissing her was " like kissing Hitler " due to the number of re @-@ takes . Monroe herself privately likened the production to a sinking ship and commented on her co @-@ stars and director saying " [ but ] why should I worry , I have no phallic symbol to lose . " Many of the problems stemmed from a conflict between her and Wilder , who also had a reputation for being difficult , on how she should play the character . Monroe made Wilder angry by asking him to alter many of her scenes , which in turn made her stage fright worse , and it is suggested that she deliberately ruined several scenes to act them her way . 
<|endoftext|> In the end , Wilder was happy with Monroe 's performance , stating : " Anyone can remember lines , but it takes a real artist to come on the set and not know her lines and yet give the perfo

--- 48000 ---
  ( 2014 ) received critical acclaim . 
<|endoftext|> Although the Indian media has credited Pinto with breaking the stereotypical image of an Indian woman in foreign films , she has been a lesser @-@ known figure in Indian cinema . Along with her film career , she promotes humanitarian causes and is vocal about women 's empowerment . 
<|endoftext|> Pinto was born on 18 October 1984 in Bombay ( now Mumbai ) , into a family of Mangalorean Catholics , a community originating in the former Portuguese colony of Goa . Her mother Sylvia Pinto was the principal of St. John 's Universal School in Goregaon , Mumbai , and her father Frederick Pinto was a senior branch manager for the Bank of Baroda . Her elder sister , Sharon , works for NDTV . 
<|endoftext|> Pinto had a middle class upbringing in the suburb of Malad . She first wanted to be an actress when she was five years old , often dressing up and imitating television actors during her childhood . She later recalled being inspired by Sushmita Sen 's victory in the 1994 Miss Universe competition , explaining that " the country was really proud of her , and I was like , one day , I want to do the same " . Pinto attended the Carmel of St. Joseph School in Malad , and then studied at St. Xavier 's College , Mumbai . Her major was in English literature , with minors in psychology and economics . At college , she participated in amateur theatre , but declined acting and modeling assignments until her graduation in 2005 . 
<|endoftext|> Despite her interest in acting from an early age , Pinto was undecided on which career path to take until watching Monster ( 2003 ) while at college . She stated : " I guess it was when I watched Monster ... I pretty much knew . I had to find a way . I had to do something like that , something compl

--- 60000 ---
  's final performance was in Stockholm , Sweden , at the Solnahallen Arena on September 26 , 1986 , one day before his death . 
<|endoftext|> During the European leg of the Damage Inc. tour in support of Master of Puppets , the band complained that the sleeping cubicles on their tour bus were unsatisfactory and uncomfortable . To decide who received pick of the bunks , Kirk Hammett and Burton drew cards . On the evening of September 26 , 1986 , Burton won the game with an ace of spades , thereby getting the first choice of bunk and pointed at Hammett and exclaimed , " I want your bunk ! " Hammett replied , " Fine , take my bunk , I 'll sleep up front , it 's probably better up there anyway . " Burton was sleeping shortly before 7 am on September 27 when , according to the driver , the bus skidded off the road ( the E4 , 12 miles north of Ljungby ) , and flipped onto the grass in Kronoberg County Burton was thrown through the window of the bus , which fell on top of him , resulting in his death . 
<|endoftext|> James Hetfield later stated that he first believed the bus flipped because the driver was drunk . Hetfield stated that he walked long distances down the road looking for black ice and found none . Local freelance photographer Lennart Wennberg ( who attended the crash scene the following morning ) , later asked in an interview about the likelihood that black ice caused the accident , said it was ' out of the question ' because the road was dry and the temperature around 2 ° C ( 36 ° F ) . This was confirmed by police who found no ice on the road . Ljungby detective Arne Pettersson was reported in a local newspaper to have said the tracks at the accident site were exactly like ones seen when drivers fall asleep at the wheel . However , the driver stated under oath t

--- 100000 ---
  Picross . Another new item , the GB Sounds , changes the background music to the original 8 @-@ bit music from Pokémon Gold and Silver . 
<|endoftext|> HeartGold and SoulSilver can access the Nintendo Wi @-@ Fi Connection to trade , battle , and interact with other players of the games , as well as players of Pokémon Diamond , Pearl , and Platinum . After completing a special Wi @-@ Fi mission download on Pokémon Ranger : Guardian Signs , the player can send a Deoxys to HeartGold and SoulSilver . 
<|endoftext|> HeartGold and SoulSilver were released in 2009 , ten years after Gold and Silver 's release for the Game Boy Color . Shigeki Morimoto , the games ' director , commented on the development of the remakes : " The first thing that I knew I needed to bear in mind was to respect the feelings of those people who 'd played Gold and Silver ten years before . I think that players have very strong memories of the game , so they 'd think things like ' Ah , this trainer is still strong ' and ' If I do this here , this is going to happen ' . I knew I needed to respect these feelings . " However , Morimoto also needed to make sure that the games would feel as new games to players who began playing Pokémon in recent years on the Game Boy Advance or the Nintendo DS . An in @-@ game author surrogate of Game Freak 's President in Celadon City states that the team strove to make a game that would appeal to players with fond memories without " redoing the same thing " . He also states that making the game was a " rewarding challenge " . HeartGold and SoulSilver introduced many new features that were absent in the original Gold and Silver . Several of these features came from the previously released Nintendo DS Pokémon games , such as Diamond ( 2006 ) , Pearl ( 2006 ) , and Platinum

--- 200000 ---
  it followed the southern end of the Lodge Freeway . By the middle of 1961 , the Watervliet – Paw Paw and Jackson – Ann Arbor freeway gaps were completed , and the freeway was extended westward to Stevensville ; By the end of the year , I @-@ 94 / US 12 extended all the way to New Buffalo . In January 1962 , the state made the biggest rerouting change of all to US 12 : the designation was removed from the I @-@ 94 freeway from New Buffalo to Detroit and shifted to completely replace US 112 . 
<|endoftext|> In 1925 , US 112 was originally proposed to run from Oshkosh to Fremont , Wisconsin , on what later became U.S. Route 110 . When it was initially designated in November 1926 , US 112 made a sharp turn to the southwest to connect to US 20 in Elkhart , Indiana . In 1931 , a new trunkline highway was designated between M @-@ 60 at Niles and US 112 at Union . This highway was numbered M @-@ 151 . In 1933 , the section of US 112 from Union to Elkhart was renumbered US 112S . M @-@ 151 and US 112S each lasted until 1935 when US 112 was extended to replace M @-@ 151 . US 112 was also extended to run concurrently with M @-@ 60 to New Buffalo , and US 112S was renumbered M @-@ 205 . 
<|endoftext|> In 1936 , the section of US 112 along Michigan Avenue east of Ypsilanti was expanded into a " super highway " . In 1955 , a realignment of US 127 in southern Jackson County removed a short concurrency with US 112 from Somerset Center in Hillsdale County and the current intersection in northwestern Lenawee County . 
<|endoftext|> On December 1 , 1956 , the highway department opened the first 6 @.@ 6 miles ( 10 @.@ 6 km ) of a new four @-@ lane divided highway around the south side of Niles , with the final 1 @.@ 6 miles ( 2 @.@ 6 km ) of the bypass opening early the next year . Conseq

--- 300000 ---
  the hiring manager. Here again, the hiring manager typically reviews resumes for the desired content and judges whether the candidate can excel at the position.

It’s important to note that the “best” resumes are almost always the ones with all the critical details the employer desires. If the information isn’t there, then the resume stands a far greater chance of being removed from the process.

The Two Content Goals for a Nursing Resume

Essentially, the screening process necessitates that your nursing resume achieves two general goals pertaining to content.

2 Resume Goals

The Objective Goal: Make sure your resume includes content the employer wants to see. The Subjective Goal: Utilize your creative writing skills to differentiate yourself and demonstrate that you will excel at the job.

Accomplishing these goals is easier said than done. Each goal has its own set of challenges. We’ll discuss those challenges and provide tips for overcoming them in the sections that follow.

4 General Types of Content for Nursing Resumes

First, it’s important that we have a basic understanding of the 4 general types of content that are applicable to all resumes.

Hard Skills

Hard skills have two main characteristics. First, you can learn them in a classroom, from a book, or on the job. Second, they are often quantifiable.

Soft Skills

Soft skills are subjective and typically cannot be measured. They are often referred to as “interpersonal skills”. They commonly define how you interact with other people as well as how you manage your own self and personal responsibilities.

Duties

Duties are more general in nature relative to hard and soft skills. In other words, you often utilize your hard and soft skills to accomplish your duties.

Accomplishments

Accomplishments convey how w

--- 400000 ---
  bite out of Walker's counting stats. He retired with 2,160 hits, 383 home runs and 230 stolen bases and that's very impressive, but those totals don't make you think "Hall of Famer" at first glance. Had he stayed healthy, Walker might have been able to eclipse 2,500 hits, 450 homers and 300 steals. Now those numbers grab your attention. The injuries hurt Walker's bulk production. No doubt about it.

Coors Field: Walker played most of his career with the Rockies, which means he benefited from hitter friendly Coors Field. He was a career .381/.462/.710 hitter at Coors Field (!) and a career .282/.375/.501 hitter away from Coors Field. That's still really good! But clearly Walker's offensive stats were inflated by the thin mountain air.

It's important to keep in mind only 2,501 of Walker's 8,030 career plate appearances came at Coors Field, or 31.1 percent. Nearly 70 percent of his career plate appearances came elsewhere, so it's not like his career numbers are solely the product of that ballpark. He wasn't Ted Williams at Coors Field and Neifi Perez elsewhere, you know? Playing at Coors Field undeniably boosted Walker's stats. The man was great everywhere he played though.

Will he make it?

This is Walker's seventh year on the Hall of Fame ballot and he topped out at 22.9 percent of the vote back in 2009. According to Ryan Thibodaux's tracker, Walker has appeared on fewer than 30 percent of the publicly available ballots this year, so he isn't getting much additional support, if any.

The good news: Walker has received more than five percent of the vote and will remain on the ballot another year. The bad news: Walker has already been mathematically eliminated from receiving the 75 percent needed for induction. He won't get into the Hall of Fame this year.

Walker has t
#7
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,re,random,collections\\nbins=collections.defaultdict(lambda:collections.Counter(n=0,chars=0))\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line); t=d['text']; b=d['id']//10000; c=bins[b]; c['n']+=1;c['chars']+=len(t)\\n c['eos']+=('<|endoftext|>' in t);c['url']+=('http' in t.lower());c['qmark']+=t.count('?');c['code']+=sum(x in t for x in ['{','};','</',' def ',' function ','Exception','Traceback']);c['nav']+=sum(x.lower() in t.lower() for x in ['skip to content','privacy policy','toggle navigation','cookie policy','log in','search results']);c['wiki']+=sum(x in t for x in ['== References ==','==External links==','may refer to:'])\\nfor b,c in bins.items():\\n print(b*10000,c['n'],round(c['chars']/c['n']),round(c['eos']/c['n'],2),round(c['nav']/c['n'],2),round(c['code']/c['n'],2))\\nPY\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:8000}); text(r.output)\n"
}
exec result
Script completed
Wall time 10.3 seconds
Output:
#8
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,collections\\nB={}\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line);t=d['text'];b=d['id']//10000;c=B.setdefault(b,[0,0,0,0])\\n c[0]+=1;c[1]+=len(t);c[2]+='<|endoftext|>' in t;c[3]+=sum(x in t.lower() for x in ['skip to content','privacy policy','toggle navigation','cookie policy','log in','search results'])\\nfor b,c in B.items(): print(b*10000,c[0],c[1]//c[0],round(c[2]/c[0],2),round(c[3]/c[0],2))\\nPY\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:5000}); text(r.output)\n"
}
exec result
Script running with cell ID 6
Wall time 11.1 seconds
Output:
#9
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "6",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 6.7 seconds
Output:
0 10000 3050 0.0 0.01
10000 10000 3149 0.0 0.01
20000 10000 3123 0.31 0.01
30000 10000 3075 0.5 0.01
40000 10000 3049 0.55 0.01
50000 10000 3113 0.74 0.01
60000 10000 3018 0.75 0.01
70000 10000 3058 0.75 0.01
80000 10000 3044 0.75 0.01
90000 10000 3094 0.8 0.01
100000 10000 3195 0.87 0.01
110000 10000 4894 0.87 0.39
120000 10000 6190 0.87 0.71
130000 10000 6098 0.87 0.7
140000 10000 6213 0.91 0.71
150000 10000 6021 0.94 0.71
160000 10000 6129 0.94 0.7
170000 10000 6321 0.94 0.71
180000 2016 6010 0.93 0.7
#10
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np\\nfrom transformers import AutoTokenizer\\nt=AutoTokenizer.from_pretrained('gpt2');a=np.load('data/multi_dev.npy')\\nfor i in [245000,250000,255000,495000,500000,505000,745000,750000,755000,900000]:\\n print('\\\\n---',i,'---\\\\n',t.decode(a[i:i+350])[:1300])\\nPY\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:12000});text(rest);text(output)\n"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
{"chunk_id":"fcea60","wall_time_seconds":4.693838574,"exit_code":0,"original_token_count":3231}
--- 245000 ---
  has a central groove and lacks fossae , and Nonomys has a prominent cingulum ( shelf ) at the edges of the tooth and also lacks the fossae of LACM 149371 . 
<|endoftext|> The tooth resembles multituberculates — a large group of extinct mammals with many @-@ cusped teeth — in the shapes of the valleys and crests , but multituberculates lack fossae and usually have quadrangular teeth with two longitudinal rows of cusps separated by a central valley . In the same features , LACM 149371 resembles gondwanatheres , a small and enigmatic group of mammals from the Cretaceous through Eocene of the southern ( Gondwanan ) continents that may be related to multituberculates . In particular , Ferugliotherium from the late Cretaceous of Argentina has similarly formed cusps and also has crests that connect the cusps to the center of the tooth . However , the upper molars are unknown , and the low @-@ crowned teeth of Ferugliotherium lack deep fossae . Members of the higher @-@ crowned gondwanathere family Sudamericidae do have fossae . Goin and colleagues conclude that LACM 149371 most likely represents a member of the gondwanathere family Ferugliotheriidae ; if so , it would be among the youngest known gondwanatheres . 
<|endoftext|> Natalee Ann Holloway ( born October 21 , 1986 ) was an Amer

--- 250000 ---
 Description of a very high speed transit (VHST) system operating in its own rarefied atmosphere in evacuated tubes in underground tunnels. Most cases considered took less time to go coast-to-coast (e.g., 21 min) than it takes an aircraft to climb to an efficient operating altitude. VHST's tubecraft ride on, and are driven by, electromagnetic (EM) waves. In accelerating, it employs the energy of the surrounding EM field; in decelerating, it returns most of this energy to the system. Tunnel systems would be shared by oil, water, and gas pipelines; channels for laser and microwave waveguides; electric power lines including superconducting ones; and freight systems. Environmental and economic benefits are substantial, and the technology for building and operating the system exists.

This report is part of the RAND Corporation paper series. The paper was a product of the RAND Corporation from 1948 to 2003 that captured speeches, memorials, and derivative research, usually prepared on authors' own time and meant to be the scholarly or scientific contribution of individual authors to their professional fields. Papers were less formal than reports and did not require rigorous peer review.

Permission is given to duplicate this electronic document for personal use only, as long as it is u

--- 255000 ---
 .)

The inclusion of LTE connectivity as well as a rear camera is interesting to see, considering the original Nexus 7 featured only a front-facing camera, and at launch was a Wifi-only product. We wouldn't speculate as to exactly when this new Nexus tablet might see a retail release, but FCC certification hopefully means it's not too far off.

Source: FCC, Engadget<|endoftext|>Features May 2011 Issue

Training a Hyperactive Dog to Calm Down

You can improve your high-energy dog's behavior with these management and training tools!

[Updated January 28, 2019]

Boy, do I wish I had a dollar for every time I heard someone say their dog was “hyperactive” or “ADHD” – I’d be a wealthy woman. In fact, those are clinical terms referring to very specific behavioral disorders (canine and human) that are relatively uncommon in dogs. In reality, most “hyper” dogs are just under-exercised. A couple of days hiking at the Peaceable Paws farm and you’d hardly know them.

Not every dog owner has access to large tracts of acreage upon which to exercise their unruly canines, and in any case, “wild child canine syndrome” (WCCS) is more than just lack of exercise; it’s also lack of appropriate reinforcement for calm behavior – i.e., training. Unfortunately, all too often a dog loses his happy home – 

--- 495000 ---
  subsidized."

Marilyn Jordan Taylor, urban design partner in the architectural firm of Skidmore, Owings & Merrill, proposed a zoning hierarchy based not on use but on degrees of desired change.

RATHER than residential, commercial and manufacturing districts, in her proposal there would be preserved districts, where "the emphasis would be on proscription -- allowing uses to evolve but staying with the physical norm"; stabilizing districts, where "the emphasis would be on balance -- meeting the average" and changing districts, where "zoning tools would require response to specific articulated public objectives" and public investment.

Mr. Schaffer said that, in certain respects, an overhaul of the Zoning Resolution was already under way, with the current development of a comprehensive waterfront plan, a citywide industrial study and a reexamination of community-facility regulations, which have been unchanged since 1961.

Yet even these broad initiatives might be seen as more piece-by-piece layering. And Mr. Wagner, who is now vice chairman of the L H Research concern, a public opinion and market research firm, said any attempt to rewrite zoning "should be done all at once, as opposed to incrementally."

Significant hurdles loom in pursuit of a new or throughly revised resolution.

--- 500000 ---
 I fucking hate when he does this shit pic.twitter.com/kpmcHnW4Cz — Miley Ray Cyrus (@MileyCyrus) April 22, 2018
Singer-actress Miley Cyrus has shared a rare video of herself with her partner, actor Liam Hemsworth, on social media. She shared a video of them both in a car, which showed Hemsworth listening to rap music as he drove them to their destination.Cyrus captioned the image: "I f***ing hate it when he does this s**t."In the clip, she was sporting a top which had the word 'Sunday' emblazoned across the front as she sat in the passenger seat. With his music blaring out, she filmed herself dancing and bopping her head to the music. Then all of a sudden, he made Cyrus jump as he suddenly screamed at her, causing to drop her phone in panic.(With IANS inputs)<|endoftext|>Uttar Pradesh chief minister Yogi Adityanath has maintained that 63 children in government-run Gorakhpur hospital died because of their ailments and not oxygen shortage, but grieving parents say their children were fine till the oxygen supply was cut.Some like Mohd Zahid, father of a five-year-old, alleged that BRD hospital authorities refused to declare their children dead, even as their bodies had turned ice cold as this would have further taken up the death toll.Another father said that while his son started b

--- 505000 ---
 . Their number is also declining. Security forces are dominating them ," he said.He said India has been by and large free from the threat of the ISIS. "There may be some isolated or exceptional incidents but there has been no influence in India."The defence minister expressed concern over some instances of glorifying the acts of terrorists or Maoists.Referring to shouting of 'anti-India slogans by some in Jawaharlal Nehru University last year, he expressed concern over the association of mainstream political parties with those raising such slogans.Jaitley said a disturbing trend is coming up where efforts are being made to show the Indian state as helpless.To questions on India's defence production, Jaitley said his ministry was working out ways to boost domestic production for the defence sector."We want India to become a global power in defence manufacturing sector, and towards that end, we are encouraging private players to come forward. We will, of course, also continue to strengthen our ordnance factories and defence PSUs," the minister said.<|endoftext|>The rupee strengthened by 8 paise to 66.40 against the US dollar in opening trade at the interbank foreign exchange market on Tuesday on some selling of the greenback by exporters and banks.A higher opening of domestic equit

--- 745000 ---
  his family in the palace. He has kept a low profile since spending several months in a coma after a near-fatal accident playing polo in 2005.Jodhpur's residents still see the family as their royals, and Gaj Singh as their maharaja.And he "very much believes he is the king," said Rajye, elegantly dressed in a chiffon sari with a hint of jewelry."He never gave up his title — he doesn't have it officially, but he knew who he was, and he knew he commanded respect of the people.<|endoftext|>About two decades ago, a Supreme Court Constitution Bench was constituted in ‘Gian Kaur Vs. State of Punjab’. The bench had to consider the fundamental issue of a person’s right to die.Among the things that the Bench unanimously agreed on was that the Right to Life includes a dignified procedure of death.Such a right, though the judgment doesn’t explicitly say so, would also include the right of a person awarded the death sentence to die with dignity.Death sentence awarded in India translates to death by hanging. According to Section 354(5) of the CrPC: “When any person is sentenced to death, the sentence shall direct that he be hanged by the neck till he is dead.”And in observations made by the Supreme Court as well as the Law Commission, the fact that death by hanging is ‘cruel’ and ‘inhuman’, h

--- 750000 ---
 <p>I found the platform module but it says it returns 'Windows' and it's returning 'Microsoft' on my machine. I notice in another thread here on stackoverflow it returns 'Vista' sometimes.</p>
<p>So, the question is, how do implemement?</p>
<pre><code>if is_windows():
  ...
</code></pre>
<p>In a forward compatible way? If I have to check for things like 'Vista' then it will break when the next version of windows comes out.</p>
<hr />
<p>Note: The answers claiming this is a duplicate question do not actually answer the question <code>is_windows</code>. They answer the question &quot;what platform&quot;. Since many flavors of windows exist none of them comprehensively describe how to get an answer of <code>isWindows</code>.</p>

<p>Python <a href="http://docs.python.org/library/os.html" rel="noreferrer">os</a> module</p>

<p>Specifically for Python 3.6/3.7:</p>

<blockquote>
  <p><code>os.name</code>: The name of the operating
  system dependent module imported. The
  following names have currently been
  registered: 'posix', 'nt', 'java'.</p>
</blockquote>

<p>In your case, you want to check for 'nt' as <code>os.name</code> output:</p

--- 755000 ---
 . Rescale it as you would any image data to the desired dimensions.</p><|endoftext|><p>When planning and prioritizing what is to be included in a release, do you distinguish between bugs, feature enhancements and new features? </p>

<p>For example, do bugs always take priority - do you fix all known bugs before working on new features?  Do you use a formal system for comparing the cost vs. value of each change in your backlog? And if so, do you compare bugs and features using the same formula? Is this different for commercial software vs. open source vs. in-house corporate software?</p>

<p>EDIT: Some great responses - thanks. While I had a preconceived opinion that you need to treat bugs, features, enhancements all the same, and simply select the work based on the cost/benfit of each, I think the reality is that this depends on your situation.</p>

<p>I like to think that bug fixes should always come before enhancements and new features, in all cases.  Even if the particular bug isn't bothering you too much as the developer, someone somewhere is having their day ruined when your little error pops up.</p>
 <p>We always look at the cost of fixing the bug versus the problems caused by it. Sometimes, it just isn't worth it to have every single bug properly triaged, root caused, then

--- 900000 ---
  application (not an applet) that needs to access a web service. Proxies for the web service have been generated with JAX-WS, and seem to work fine. In one scenario it needs to talk through a web proxy server (actually Squid 3.0), which is set to require NTLM authentication.</p>

<p>Running on Sun's JRE 1.6.0_14, everything works fine for accessing HTTP URLs, without requiring any changes: the built-in NTLM authenticator kicks in and it all works seemlessly. If, however, the web service URL is a HTTPS URL, the web service call fails deep inside Sun's code:</p>

<pre><code>com.sun.xml.internal.ws.client.ClientTransportException: HTTP transport error: java.lang.NullPointerException
        at com.sun.xml.internal.ws.transport.http.client.HttpClientTransport.getOutput(HttpClientTransport.java:121)
        at com.sun.xml.internal.ws.transport.http.client.HttpTransportPipe.process(HttpTransportPipe.java:142)
        at com.sun.xml.internal.ws.transport.http.client.HttpTransportPipe.processRequest(HttpTransportPipe.java:83)
        at com.sun.xml.internal.ws.transport.DeferredTransportPipe.processRequest(DeferredTransportP
#11
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,collections,re\\npats=['<pre><code>','stackoverflow','@-@','== References ==','<|endoftext|>']\\nby={p:collections.Counter() for p in pats}\\nexamples={p:[] for p in pats}\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line);t=d['text'];b=d['id']//10000\\n for p in pats:\\n  if p.lower() in t.lower():\\n   by[p][b]+=1\\n   if len(examples[p])<8:examples[p].append((d['id'],t[:100].replace('\\\\n',' ')))\\nfor p in pats:\\n print('\\\\n',p,sum(by[p].values()),by[p]);print(examples[p])\\nPY\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:6000}); text(r.output)\n"
}
exec result
Script running with cell ID 8
Wall time 11.0 seconds
Output:
#12
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "8",
  "yield_time_ms": 30000,
  "max_tokens": 6000
}
wait result
Script completed
Wall time 1.6 seconds
Output:

 <pre><code> 0 Counter()
[]

 stackoverflow 47 Counter({11: 7, 14: 6, 1: 5, 13: 5, 12: 4, 16: 4, 15: 3, 17: 3, 5: 2, 18: 2, 2: 1, 3: 1, 7: 1, 8: 1, 9: 1, 10: 1})
[(11034, 'Join Microsoft Technical Evangelists for upcoming app mashup webcasts designed to walk you through s'), (12392, 'Silicon Power Armor A66 Review: Solid yet Obsolete The Armor A66 is the first portable hard drive I’'), (12920, 'use the following search parameters to narrow your results: e.g. subreddit:aww site:imgur.com dog su'), (13746, 'Scaling the Windows Stack George Beech @GABeech PICC ‘12. out of 23 Post on 27-Dec-2015 Embed Size ('), (17200, 'Bowls USA is an affiliate of World Bowls Central is a division of Subscribe to updatesnot download h'), (27740, '<|endoftext|>Use our tool below to start performing an MD5 reverse lookup from an MD5 Hash. Please d'), (39579, 'What are the implications of deprecating TLS protocol versions 1.0 and 1.1? In addition to security '), (50913, '’s post briefly describes the different roles played by abstract classes and interfaces in the Java ')]

 @-@ 0 Counter()
[]

 == References == 0 Counter()
[]

 <|endoftext|> 125536 Counter({17: 9373, 15: 9362, 16: 9362, 14: 9068, 10: 8745, 12: 8745, 13: 8734, 11: 8730, 9: 7957, 7: 7527, 6: 7501, 8: 7498, 5: 7431, 4: 5519, 3: 5026, 2: 3074, 18: 1884})
[(23928, '<|endoftext|>Leadership Skills for Staff Engagement in Improving Quality - A Practical Toolkit In he'), (23930, '<|endoftext|>Self-esteem -- your perception of your worthiness -- develops during your early childho'), (23931, ' and video devices include televisions, players, headsets, digital cameras, remote controls and spea'), (23933, '<|endoftext|>On July 20, as I was roughing out an essay about Berlin for this page, a settlement was'), (23935, '<|endoftext|>Motorists in Ontario have a contractual relationship with their insurance company. If y'), (23939, 'ia Beattie traveled the world with nomadic parents before growing up mostly in England. (The actual '), (23940, '<|endoftext|>Child visitation cases are very common legal battles encountered by a Brooklyn Visitati'), (23943, '<|endoftext|>Share of Cat. A, B and C For the purpose of this analysis, the Agreement is broken down')]
#13
narration

I decoded the disclosed dev set and confirmed its four equal contiguous domains. I’m using each quarter only to estimate robust token-frequency profiles, then matching clean documents to those profiles with equal token quotas. This should prevent a high-scoring Wikipedia-heavy or news-heavy selection from starving technical Q&A.

#14
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Add File: /workspace/submission/curate.py\\n+#!/usr/bin/env python3\\n+\\\"\\\"\\\"Rank raw web documents by target affinity, cleanliness, and domain balance.\\n+\\n+The disclosed dev corpus is used only as four bags of tokens (one per equal-sized\\n+domain).  Documents are assigned to the closest bag, ranked by smoothed unigram\\n+cross-entropy plus content-only web-quality signals, and emitted by a token-balanced\\n+merge.  No pool IDs or source-position features enter the criterion.\\n+\\\"\\\"\\\"\\n+import json, math, os, re\\n+from pathlib import Path\\n+import numpy as np\\n+from transformers import AutoTokenizer\\n+\\n+ROOT = Path(__file__).resolve().parents[1]\\n+POOL = ROOT / \\\"data/pool.jsonl\\\"\\n+DEV = ROOT / \\\"data/multi_dev.npy\\\"\\n+OUT = ROOT / \\\"submission/selection.json\\\"\\n+tok = AutoTokenizer.from_pretrained(\\\"gpt2\\\")\\n+\\n+# Smoothed per-domain unigram language models from the four disclosed registers.\\n+dv = np.load(DEV).astype(np.int64)\\n+logs = []\\n+for x in np.array_split(dv, 4):\\n+    cnt = np.bincount(x, minlength=50257).astype(np.float64) + 2.0\\n+    logs.append(np.log(cnt / cnt.sum()))\\n+logs = np.stack(logs)\\n+\\n+bad_phrases = (\\n+    \\\"skip to content\\\", \\\"toggle navigation\\\", \\\"privacy policy\\\", \\\"cookie policy\\\",\\n+    \\\"all rights reserved\\\", \\\"sign up\\\", \\\"log in\\\", \\\"add to cart\\\", \\\"shopping cart\\\",\\n+    \\\"search results\\\", \\\"free shipping\\\", \\\"terms and conditions\\\", \\\"sitemap\\\",\\n+    \\\"click here\\\", \\\"contact us\\\", \\\"subscribe to our\\\", \\\"javascript is disabled\\\",\\n+    \\\"wordpress theme\\\", \\\"followers following\\\", \\\"porn\\\", \\\"casino\\\", \\\"payday loan\\\",\\n+)\\n+\\n+def quality(text):\\n+    \\\"\\\"\\\"Content-only prose/QA quality score; deliberately independent of pool ID.\\\"\\\"\\\"\\n+    n = len(text)\\n+    lo = text.lower()\\n+    words = re.findall(r\\\"[A-Za-z]+(?:['’-][A-Za-z]+)?\\\", text)\\n+    nw = len(words)\\n+    if n < 450 or nw < 90:\\n+        return -9.0\\n+    alpha = sum(c.isalpha() for c in text) / n\\n+    weird = sum((not c.isprintable()) or c == '\\\\ufffd' for c in text) / n\\n+    lines = text.splitlines() or [text]\\n+    short_lines = sum(len(x.strip()) < 35 for x in lines) / len(lines)\\n+    phrase_pen = sum(lo.count(p) for p in bad_phrases)\\n+    # Sentence punctuation and lexical diversity distinguish prose from directories.\\n+    sent = sum(text.count(c) for c in \\\".?!\\\")\\n+    sent_rate = sent / max(nw, 1)\\n+    uniq = len(set(w.lower() for w in words)) / nw\\n+    q = 0.0\\n+    q -= abs(alpha - .74) * 3.0\\n+    q -= 20.0 * weird\\n+    q -= 0.22 * phrase_pen\\n+    q -= max(0.0, short_lines - .45) * 1.2\\n+    q -= max(0.0, .018 - sent_rate) * 20\\n+    q -= max(0.0, sent_rate - .14) * 5\\n+    q += min(uniq, .55) * .55\\n+    if 1200 <= n <= 18000: q += .18\\n+    if text.count('|') > max(12, n // 180): q -= .45\\n+    if text.count('<') > max(30, n // 80): q -= .35  # retain moderate QA HTML/code\\n+    return q\\n+\\n+rows = []\\n+batch, meta = [], []\\n+def consume():\\n+    if not batch: return\\n+    enc = tok(batch, add_special_tokens=False, truncation=True, max_length=12000)\\n+    for (did, text, q), ids in zip(meta, enc.input_ids):\\n+        if len(ids) < 100: continue\\n+        a = np.asarray(ids, dtype=np.int64)\\n+        affin = logs[:, a].mean(axis=1)\\n+        rows.append((did, len(ids) + 1, q, affin))\\n+    batch.clear(); meta.clear()\\n+\\n+with open(POOL) as f:\\n+    for line in f:\\n+        d = json.loads(line); text = d[\\\"text\\\"]; q = quality(text)\\n+        if q <= -8: continue\\n+        batch.append(text); meta.append((int(d[\\\"id\\\"]), text, q))\\n+        if len(batch) >= 256: consume()\\n+consume()\\n+\\n+# Standardization makes domain assignment comparable despite different entropies.\\n+A = np.stack([r[3] for r in rows])\\n+mu, sd = A.mean(0), A.std(0) + 1e-6\\n+Z = (A - mu) / sd\\n+buckets = [[] for _ in range(4)]\\n+for r, z in zip(rows, Z):\\n+    dom = int(np.argmax(z))\\n+    # Affinity dominates; cleanliness resolves near ties. Very long scraped pages\\n+    # are capped by the tokenizer and mildly penalized through their quality score.\\n+    score = float(z[dom] + 0.72 * r[2])\\n+    buckets[dom].append((score, r[0], r[1]))\\n+for b in buckets: b.sort(reverse=True)\\n+\\n+# Greedy merge always takes from the currently most token-underfilled domain.\\n+# Emit ample overflow so the official exact tokenizer always fills its 12M budget.\\n+ptr = [0] * 4; used = [0] * 4; selection = []\\n+goal = 16_000_000\\n+while sum(used) < goal:\\n+    d = min(range(4), key=lambda j: used[j])\\n+    if ptr[d] >= len(buckets[d]):\\n+        candidates = [j for j in range(4) if ptr[j] < len(buckets[j])]\\n+        if not candidates: break\\n+        d = min(candidates, key=lambda j: used[j])\\n+    _, did, nt = buckets[d][ptr[d]]; ptr[d] += 1\\n+    selection.append(did); used[d] += nt\\n+\\n+OUT.parent.mkdir(exist_ok=True)\\n+OUT.write_text(json.dumps(selection))\\n+print(f\\\"selected {len(selection)} unique documents, estimated {sum(used):,} tokens; domains {used}\\\")\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
{}
#15
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"cat .timer/remaining_secs && ls submission && python submission/curate.py\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
5209
curate.py
SESSION_ID=55543
#16
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:55543,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output)\n"
}
exec result
Script running with cell ID 11
Wall time 11.0 seconds
Output:
#17
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "11",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 16.3 seconds
Output:
#18
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:55543,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output)\n"
}
exec result
Script running with cell ID 12
Wall time 11.0 seconds
Output:
#19
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "12",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 15.8 seconds
Output:
#20
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:55543,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output)\n"
}
exec result
Script running with cell ID 13
Wall time 11.0 seconds
Output:
#21
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "13",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 16.3 seconds
Output:
#22
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:55543,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output)\n"
}
exec result
Script running with cell ID 14
Wall time 11.1 seconds
Output:
#23
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "14",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 17.0 seconds
Output:
#24
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"ps -o pid,etime,pcpu,pmem,cmd -C python && cat .timer/remaining_secs\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:2000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.2 seconds
Output:
  PID     ELAPSED %CPU %MEM CMD
  647       02:18 96.2  0.4 python submission/curate.py
5069
#25
narration

The ranker is processing all 182,016 documents now. It deliberately excludes pool position as a feature; the observed provenance shift will only help when it corresponds to measurable prose quality, target vocabulary, and low boilerplate.