Constructing a Code Dataset Pipeline from NVIDIA Nemotron-Pretraining-Code-v3 Metadata with Streaming, Pandas, and tiktoken

Constructing a Code Dataset Pipeline from NVIDIA Nemotron-Pretraining-Code-v3 Metadata with Streaming, Pandas, and tiktoken

fig, ax = plt.subplots(2, 2, figsize=(14, 9)) lang_counts.head(12).iloc[::-1].plot.barh(ax=ax[0, 0], coloration=”#76b900″) ax[0, 0].set_title(“High 12 languages (pattern)”); ax[0, 0].set_xlabel(“information”) df[“ext”].value_counts().head(12).iloc[::-1].plot.barh(ax=ax[0, 1], coloration=”#5b8def”) ax[0, 1].set_title(“High 12 file extensions (pattern)”); ax[0, 1].set_xlabel(“information”) df[“depth”].clip(higher=12).plot.hist(bins=vary(0, 14), ax=ax[1, 0], coloration=”#f4a261″, edgecolor=”white”) ax[1, 0].set_title(“Listing nesting depth”); ax[1, 0].set_xlabel(“‘/’ depend in path”) (df[“repo”].value_counts().head(10).iloc[::-1] .plot.barh(ax=ax[1, 1], coloration=”#9b5de5″)) ax[1, 1].set_title(“Commonest repos (pattern)”); ax[1, 1].set_xlabel(“information”) plt.tight_layout(); plt.present()…

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Chainalysis, South Korea Hyperlink Up on Crypto Crime

Chainalysis, South Korea Hyperlink Up on Crypto Crime

Blockchain safety agency Chainalysis is strengthening its collaboration with South Korea’s nationwide police to crack down on crypto crimes, together with these involving North Korea. Chainalysis said on Wednesday that it signed a memorandum of understanding with the Korean Nationwide Police Company (KNPA), geared toward constructing investigative functionality inside South Korea’s regulation enforcement. Chainalysis stated…

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Pakistan staff’ remittances document robust development in Could 2026

Pakistan staff’ remittances document robust development in Could 2026

ISLAMABAD: Pakistan’s staff’ remittances surged to a document $4.25 billion in Could 2026, marking the best month-to-month influx within the nation’s historical past and offering a major enhance to exterior sector stability and international change reserves, in accordance with official knowledge and market estimates. On a month-to-month foundation, inflows rose by 20 %, whereas on…

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Tom Lee’s Bitmine Buys Another $213M In Ethereum, Nears 5% Of ETH Supply

Trusted Editorial content, reviewed by leading industry experts and seasoned editors. Ad Disclosure Ethereum is struggling below $1,700 as selling pressure and market uncertainty continue to define the short-term price structure. The asset has lost significant ground from the levels that briefly offered hope of a sustained recovery — but data from Arkham Intelligence has…

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Pakistan urges to ‘give peace a little bit extra likelihood’ as US, Iran have interaction in contemporary spherical of hostilities – World

Pakistan urges to ‘give peace a little bit extra likelihood’ as US, Iran have interaction in contemporary spherical of hostilities – World

Because the US and Iran have interaction in a contemporary spherical of hostilities, Pakistan has urged all sides to train restraint and provides peace a little bit extra likelihood. “As we work earnestly and painstakingly, along with our associates and companions, to discover a peaceable diplomatic resolution to the battle, and particularly when the ultimate…

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