IBOV 175,739 ▼ 1.20% IPSA 10,928 ▼ 1.17% IPC MEX 65,973 ▼ 0.79% MERVAL 3,235,295 ▼ 1.37% COLCAP 2,307.67 — UNCH BVL PERÚ 56,917.82 ▼ 0.86% USD/BRL5.13▲ 0.42% USD/MXN17.52▲ 0.26% USD/CLP932.70▲ 0.85% USD/COP3,236▼ 0.31% USD/PEN3.41▲ 0.44% USD/ARS1,482▼ 0.37% USD/UYU 40.22 — 0.00% USD/PYG6,045▼ 0.17% USD/BOB10.35▲ 2.07% USD/DOP58.37▼ 0.19% USD/CRC448.53▼ 0.06% USD/GTQ7.62▼ 0.10% USD/HNL26.73▲ 0.04% USD/NIO 36.62 — 0.00% USD/VES719.54▼ 0.13% USD/PAB1.00— 0.00% USD/BZD2.00— 0.00% USD/JMD157.69▼ 0.25% USD/TTD6.74▼ 0.12% EUR/BRL5.87▲ 0.80% BRENT 84.00 ▲ 10.51% WTI 78.84 ▲ 10.40% IRON ORE 161.91 — — COPPER 6.27 ▲ 0.65% GOLD 4,007 ▼ 2.36% SILVER 57.83 ▼ 3.31% SOY 1,194 ▼ 0.25% CORN 463.00 ▲ 5.71% WHEAT 635.25 ▲ 0.51% COFFEE 330.50 ▼ 3.64% SUGAR 14.76 ▼ 0.81% ORANGE JUICE 137.15 ▼ 7.24% COTTON 81.49 ▲ 1.96% COCOA 5,808 ▼ 1.88% BEEF 234.95 ▼ 0.11% CATTLE 354.20 ▼ 0.11% LITHIUM 70.24 ▼ 2.88% PETR4 40.66 ▲ 2.55% VALE3 72.85 ▼ 1.79% ITUB4 43.52 ▼ 1.76% BBDC4 18.77 ▼ 0.48% ABEV3 15.83 ▲ 0.06% BBAS3 20.24 ▼ 1.65% B3SA3 15.12 ▼ 1.95% WEGE3 44.39 ▼ 4.56% PRIO3 57.20 ▲ 3.16% SUZB3 41.49 ▼ 0.14% RENT3 40.20 ▼ 2.19% AZZA3 19.22 ▲ 0.63% CSAN3 3.90 ▼ 4.18% RAIZ4 0.33 ▼ 5.71% PCAR3 2.59 ▼ 5.13% GMAT3 3.94 ▼ 0.76% PSSA3 54.04 ▼ 1.69% CVCB3 1.25 — 0.00% POSI3 3.99 ▲ 0.50% SLCE3 13.87 ▼ 1.07% NATU3 8.60 ▼ 0.92% BRKM5 6.94 ▲ 4.68% RANI3 7.95 ▼ 0.75% CSNA3 5.24 ▲ 1.16% CMIN3 5.45 ▲ 4.21% USIM5 8.38 ▼ 0.83% GGBR4 22.82 ▼ 0.83% ENEV3 26.88 ▼ 2.43% CPFE3 46.84 ▼ 2.15% CMIG4 11.07 ▼ 2.72% EQTL3 40.21 ▼ 1.71% LREN3 14.15 ▼ 3.21% VIVT3 34.73 ▼ 2.85% RAIL3 14.11 ▼ 1.74% KLABIN 17.48 ▼ 0.34% RAIA DROGASIL 18.20 ▼ 3.04% RDOR3 35.56 ▼ 1.28% HAPV3 10.46 ▼ 1.32% FLRY3 16.15 ▼ 1.64% SMTO3 16.37 — 0.00% UGPA3 30.93 ▲ 0.72% VBBR3 32.76 ▼ 0.73% BBSE3 40.28 ▼ 0.17% BPAC11 57.52 ▼ 2.06% CURY3 33.12 ▼ 3.19% AERI3 2.08 ▼ 0.48% VIVARA 23.11 ▼ 1.79% COMPASS 24.77 ▼ 2.86% VAMOS 3.02 ▼ 1.31% SANB11 27.37 ▼ 0.91% ASAI3 8.71 ▼ 1.80% SBSP3 30.37 ▼ 2.38% WALMEX 49.66 ▲ 0.69% GMEXICO 195.76 ▼ 1.74% FEMSA 225.36 ▲ 0.92% 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2.36% SILVER 57.83 ▼ 3.31% SOY 1,194 ▼ 0.25% CORN 463.00 ▲ 5.71% WHEAT 635.25 ▲ 0.51% COFFEE 330.50 ▼ 3.64% SUGAR 14.76 ▼ 0.81% ORANGE JUICE 137.15 ▼ 7.24% COTTON 81.49 ▲ 1.96% COCOA 5,808 ▼ 1.88% BEEF 234.95 ▼ 0.11% CATTLE 354.20 ▼ 0.11% LITHIUM 70.24 ▼ 2.88% PETR4 40.66 ▲ 2.55% VALE3 72.85 ▼ 1.79% ITUB4 43.52 ▼ 1.76% BBDC4 18.77 ▼ 0.48% ABEV3 15.83 ▲ 0.06% BBAS3 20.24 ▼ 1.65% B3SA3 15.12 ▼ 1.95% WEGE3 44.39 ▼ 4.56% PRIO3 57.20 ▲ 3.16% SUZB3 41.49 ▼ 0.14% RENT3 40.20 ▼ 2.19% AZZA3 19.22 ▲ 0.63% CSAN3 3.90 ▼ 4.18% RAIZ4 0.33 ▼ 5.71% PCAR3 2.59 ▼ 5.13% GMAT3 3.94 ▼ 0.76% PSSA3 54.04 ▼ 1.69% CVCB3 1.25 — 0.00% POSI3 3.99 ▲ 0.50% SLCE3 13.87 ▼ 1.07% NATU3 8.60 ▼ 0.92% BRKM5 6.94 ▲ 4.68% RANI3 7.95 ▼ 0.75% CSNA3 5.24 ▲ 1.16% CMIN3 5.45 ▲ 4.21% USIM5 8.38 ▼ 0.83% GGBR4 22.82 ▼ 0.83% ENEV3 26.88 ▼ 2.43% CPFE3 46.84 ▼ 2.15% CMIG4 11.07 ▼ 2.72% EQTL3 40.21 ▼ 1.71% LREN3 14.15 ▼ 3.21% VIVT3 34.73 ▼ 2.85% RAIL3 14.11 ▼ 1.74% KLABIN 17.48 ▼ 0.34% RAIA DROGASIL 18.20 ▼ 3.04% RDOR3 35.56 ▼ 1.28% HAPV3 10.46 ▼ 1.32% FLRY3 16.15 ▼ 1.64% SMTO3 16.37 — 0.00% UGPA3 30.93 ▲ 0.72% VBBR3 32.76 ▼ 0.73% BBSE3 40.28 ▼ 0.17% BPAC11 57.52 ▼ 2.06% CURY3 33.12 ▼ 3.19% AERI3 2.08 ▼ 0.48% VIVARA 23.11 ▼ 1.79% COMPASS 24.77 ▼ 2.86% VAMOS 3.02 ▼ 1.31% SANB11 27.37 ▼ 0.91% ASAI3 8.71 ▼ 1.80% SBSP3 30.37 ▼ 2.38% WALMEX 49.66 ▲ 0.69% GMEXICO 195.76 ▼ 1.74% FEMSA 225.36 ▲ 0.92% CEMEX 21.79 ▼ 0.32% GFNORTE 181.91 ▼ 2.51% BIMBO 55.97 ▼ 0.23% TELEVISA 9.61 ▼ 1.33% AMX 22.86 ▲ 0.70% GAP 407.66 ▼ 1.17% ASUR 278.66 ▼ 2.27% OMA 232.47 ▼ 1.70% KOF 181.68 ▲ 1.05% GRUMA 281.37 ▼ 0.57% KIMBER 38.22 ▲ 0.24% SQM-B 67,211 ▼ 0.80% COPEC 6,057 ▼ 1.33% BSANTANDER 78.20 ▼ 1.01% FALABELLA 5,905 — 0.00% ENELAM 84.20 ▼ 1.41% CENCOSUD 2,040 ▼ 0.25% CMPC 1,078 ▼ 2.80% BANCO CHILE 185.00 ▼ 2.05% LATAM AIR 24.90 ▼ 5.18% YPF 77,175 ▲ 3.73% GGAL 8,095 ▼ 2.88% PAMPA 5,225 ▲ 0.87% TXAR 664.50 ▼ 0.97% ALUAR 964.50 ▼ 1.13% TGS 9,580 ▼ 0.16% CEPU 2,319 ▼ 3.21% MIRGOR 17,000 ▼ 1.45% COME 44.78 ▼ 2.46% LOMA NEGRA 3,498 ▼ 2.37% BYMA 308.25 ▼ 1.83% TELECOM ARG 4,250 ▲ 0.12% ECOPETROL 15.88 ▲ 1.93% BANCOLOMBIA 80.42 ▼ 3.05% GRUPO AVAL 4.91 ▼ 3.16% CREDICORP 389.22 ▼ 2.89% SOUTHERN COPPER 174.53 ▼ 0.74% BUENAVENTURA 29.82 ▼ 0.60% MERCADOLIBRE 1,867 ▲ 0.81% NUBANK 13.67 ▼ 0.65% XP 16.37 ▼ 3.25% PAGSEGURO 9.28 ▲ 0.32% STONE 11.15 ▼ 0.54% GLOBANT 32.12 ▲ 7.21% TECNOGLASS 42.84 ▼ 2.41% GAP AIRPORT 232.77 ▼ 1.22% ASUR 278.66 ▼ 2.27% OMA AIRPORT 106.13 ▼ 1.77% AMX ADR 26.02 ▲ 0.04% FEMSA ADR 129.01 ▲ 1.06% CEMEX ADR 12.45 ▼ 0.24% PETROBRAS ADR 17.88 ▲ 3.23% VALE ADR 14.18 ▼ 1.94% ITAU ADR 8.47 ▼ 1.74% SANTANDER BR 5.34 ▼ 1.02% AMBEV ADR 3.06 ▼ 0.33% CSN 1.03 ▲ 1.49% GERDAU 4.49 ▼ 0.22% LATAM ADR 53.33 ▼ 5.53% BTC 62,103 ▼ 2.60% ETH 1,765 ▼ 2.26% SOL 74.68 ▼ 2.85% XRP 1.06 ▼ 2.07% BNB 565.92 ▼ 1.40% ADA 0.16 ▼ 3.25% DOGE 0.07 ▼ 1.46% AVAX 6.41 ▲ 0.13% LINK 7.84 ▼ 1.85% DOT 0.83 ▼ 1.45% LTC 43.43 ▼ 1.23% BCH 235.05 ▼ 2.05% TRX 0.32 ▼ 2.12% XLM 0.18 ▼ 3.36% HBAR 0.07 ▼ 1.75% NEAR 1.90 ▲ 0.76% ATOM 1.53 ▼ 2.18% AAVE 94.10 ▼ 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60-80% of Twitter accounts posting on Russia-Ukraine war are bots, 90% pro-Ukraine

By · September 8, 2022 · 3 min read

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By Regina Mihindukulasuriya

Between 60 and 80 percent of Twitter handles posting on the Russia-Ukraine war may be bot accounts, research by scholars from the University of Adelaide, Australia, has found.

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Among other influences, these bot accounts may have been pushing people to flee their homes during the conflict between these two countries, the researchers added.

Read also: Check out our coverage on curated alternative narratives

The researchers also found more “pro-Ukraine” accounts than “pro-Russia” accounts.

Twitter bots do all the work (Photo internet reproduction)
Twitter bots do all the work (Photo internet reproduction)
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The paper titled “#IStandWithPutin versus #IStandWithUkraine: The interaction of bots and humans in the discussion of the Russia/Ukraine war” was released on Aug. 20.

The researchers studied 5.2 million posts on Twitter — tweets, retweets, quotes, and replies to tweets — shared between Feb. 23 and Mar. 8 this year to understand how bot activity may influence online discussions around the Russia-Ukraine conflict and how bots may influence human emotions.

The studies posts contained hashtags like “StandWithPutin”, “(I)StandWithRussia”, “(I)SupportRussia”, “(I)StandWithUkraine”, “(I)StandWithZelensky” and “(I)SupportUkraine”.

Bot accounts were identified using Indiana University’s Botometer — a software that helps identify a bot account.

“We can say that between 60 percent and 80 percent of accounts tweeting the hashtags we studied during the first two weeks of the war were bots, as determined using the Botometer,” Joshua Watt said to an Indian newspaper.

According to Watt, it is not clear whether the bots were influencing people to flee Ukraine or Russia.

Watt added: “We cannot conclude where this is happening due to having no geographical information on the origin of accounts.”

“We can conclude that the bot accounts influence more discussion surrounding moving/fleeing/going or staying in a country/location.”

MORE PRO-UKRAINE BOT ACCOUNTS

According to the researchers, 90.16 percent of the accounts tweeting on the Russia-Ukraine war were “pro-Ukraine,” and only 6.80 percent were “pro-Russia”.

“Balanced accounts” — those which showed mixed behavior — comprised 3.04 percent.

“The ‘pro-Russia’ account group has the largest outward information flows and significant flows to a range of other groups, having a positive information flow into both ‘pro-Ukraine’ and “Balanced” account groups, observed the researchers.

This means genuine pro-Russia users can influence more users on Twitter than real users who are pro-Ukraine.

The researchers found “a spike” in bots on March 2 and 4.

The first spike aligns with Russia capturing Kherson (a town in Ukraine), but also when the #(I)StandWithPutin and #(I)StandWithRussia hashtags were trending.”

The research also found noon to 1:00 pm as “the most popular time’ to tweet at any timezone.

The most commonly-used bot type both by pro-Ukraine and pro-Russia sides is the “self-declared bots — accounts that are transparent about being bots — “suggesting that authorities have identified these bots as most useful in an information warfare campaign”.

Self-declared bot accounts have the word ‘bot’ in the username or bio.

The research also found the pro-Ukraine side to use more astroturf bots than the pro-Russian side.

Astroturf bots are hyper-active political bots, continuously following other accounts to increase their account’s follower count and systematically deleting content from their account.

HOW BOTS TRIGGER EMOTION

The research studied the words that most commonly appear in the bot accounts to note that “self-declared bots drive more angst about governing bodies.

From a pro-Russian perspective, this may cause more disruption in the West, and from a pro-Ukrainian perspective, this may cause more trouble in Russia”.

The research paper observed that the bots also trigger angst by using angst-related words, a majority of which are “surrounding fear and worry”.

The researchers, therefore, argued that bots and automated accounts “combine to increase fear in the overall discussion of the Russia/Ukraine war”.

The bots also increase online discussion around motion, observed in the research paper, by tweeting posts with words like “moving”, “go”, “going”, and “leave”, which are potentially associated with staying or fleeing the country.

Combining this with increases in angst suggests that bots could influence people’s decisions surrounding whether to flee their homes or not, claimed the paper.

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