Statistika ta ‘tkabbir, tnaqqis u korrelazzjoni ta’ ħażniet għal 90 jum

Kont mħasseb bil-mistoqsija dwar liema ħażniet jogħlew l-aktar u jonqsu 2% kuljum. Sakemm il-prezz tal-għeluq tal-ġurnata għandu jkun ogħla mill-prezz tal-ftuħ b’dan l-istess 2% jew aktar. Fl-istess ħin, dak li ġara matul il-ġurnata mhuwiex importanti. L-ewwel esperimenti wrew li l-mexxejja kienu l-ishma tal-echelon l-aktar ‘il bogħod. Għalhekk, naqqashom bil-volatilità u sibt it-TOP li ġej, li huwa mogħti hawn taħt. Sussegwentement, qamet il-mistoqsija: liema ħażniet jikkorrelataw ma ‘xulxin fit-tkabbir u fit-tnaqqis? Ġbart kampjun ta ‘ħażniet bħal dawn, drum roll… għal 365 jum, SBER + SBERP biss jikkorrelataw wieħed għal wieħed. Aktar minn 180 jum hemm ftit aktar, iżda l-aktar tnaqqis ġenerali, li jista ‘jiġi attribwit għat-tnaqqis ġenerali tas-suq. Għalhekk, il-lista tingħata għal 90 jum. Liema konklużjonijiet jistgħu jittieħdu? Jekk PHOR jiċċaqlaq bi 2%, imbagħad ikkunsidra li s-suq kollu qed jiċċaqlaq)) Inkella, dejta interessanti għall-awtomatizzazzjoni tal-kummerċ u l-konsulenti li jissupplimentaw. Skripts ippreparati biex tilgħab miegħek innifsek hawn . Huwa faċli ħafna li tniedi, trid iżżid token mal-konfigurazzjoni u mbagħad npx ts-node u tispeċifika dan il-fajl.  

Kif taqra: ‘1’: { cnt: 3, ijiem: [Array], volumi: [Array] }, ‘1’ – moviment f’perċentwali cnt: 3 – numru ta’ dawn il-ġranet cPlus: 22 – numru ta’ jiem bi tkabbir cMin: 23 — numru ta’ jiem bi waqgħa

L-istokks TOP qed jikbru bi 2% jew aktar kuljum

{
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  ticker: 'UWGN',
  isem: 'HVAC',
  stat: {
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    '2': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '4': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '5': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '6': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '7': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '9': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '10': { cnt: 1, jiem: [Array], volumi: [Array] },
    '16': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-2': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-16': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-58': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-34': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-4': { cnt: 4, jiem: [Array], volumi: [Array] },
    '-3': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '-1': { cnt: 7, ijiem: [Array], volumi: [Array] },
    '-12': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-42': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-13': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-5': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-10': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-7': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-8': { cnt: 1, jiem: [Array], volumi: [Array] }
  },
  cMin: 23,
  cPlus: 22,
  minVol: 1080299,
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}
{
  uid: '5a3a39f4-3bd5-47a2-8719-ce3e203fd10d',
  ticker: 'GRNT',
  isem: 'Teknoloġiji Innovattivi Urbani',
  stat: {
    '1': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '2': { cnt: 1, jiem: [Array], volumi: [Array] },
    '3': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '4': { cnt: 1, jiem: [Array], volumi: [Array] },
    '5': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '6': { cnt: 1, jiem: [Array], volumi: [Array] },
    '11': { cnt: 1, jiem: [Array], volumi: [Array] },
    '14': { cnt: 1, jiem: [Array], volumi: [Array] },
    '15': { cnt: 1, jiem: [Array], volumi: [Array] },
    '22': { cnt: 1, jiem: [Array], volumi: [Array] },
    '24': { cnt: 1, jiem: [Array], volumi: [Array] },
    '34': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-45': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-48': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-12': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-20': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-42': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-13': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-11': { cnt: 2, jiem: [Array], volumi: [Array] },
    '-9': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-7': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-22': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-15': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-10': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-8': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-6': { cnt: 2, jiem: [Array], volumi: [Array] },
    '-5': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-4': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-3': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '-1': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '-28': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-2': { cnt: 4, ijiem: [Array], volumi: [Array] }
  },
  cMin: 37,
  cPlus: 15,
  minVol: 3652622,
  maxVol: 451442668
}
{
  uid: 'eb4ba863-e85f-4f80-8c29-f2627938ee58',
  ticker: 'MTLR',
  isem: 'Mechel',
  stat: {
    '1': { cnt: 7, ijiem: [Array], volumi: [Array] },
    '2': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '3': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '4': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '5': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-2': { cnt: 6, ijiem: [Array], volumi: [Array] },
    '-1': { cnt: 15, jiem: [Array], volumi: [Array] },
    '-4': { cnt: 4, jiem: [Array], volumi: [Array] },
    '-6': { cnt: 2, jiem: [Array], volumi: [Array] },
    '-3': { cnt: 2, ijiem: [Array], volumi: [Array] }
  },
  cMin: 14,
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  minVol: 3683364,
  maxVol: 85606616
}
{
  uid: '85d3979a-8e8c-4652-8b61-2c020613ee70',
  ticker: 'ORUP',
  isem: 'Ilbies tar-Russja',
  stat: {
    '1': { cnt: 7, ijiem: [Array], volumi: [Array] },
    '2': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '3': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '6': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '7': { cnt: 1, jiem: [Array], volumi: [Array] },
    '9': { cnt: 1, jiem: [Array], volumi: [Array] },
    '10': { cnt: 1, jiem: [Array], volumi: [Array] },
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    '-3': { cnt: 7, ijiem: [Array], volumi: [Array] },
    '-18': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-7': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-5': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-10': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-9': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-12': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-2': { cnt: 8, ijiem: [Array], volumi: [Array] },
    '-8': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '-1': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '-19': { cnt: 1, jiem: [Array], volumi: [Array] }
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}
{
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  isem: 'Polymetal',
  stat: {
    '1': { cnt: 8, ijiem: [Array], volumi: [Array] },
    '2': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '3': { cnt: 1, jiem: [Array], volumi: [Array] },
    '4': { cnt: 1, jiem: [Array], volumi: [Array] },
    '5': { cnt: 1, jiem: [Array], volumi: [Array] },
    '6': { cnt: 1, jiem: [Array], volumi: [Array] },
    '17': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-1': { cnt: 17, jiem: [Array], volumi: [Array] },
    '-17': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-21': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-8': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-3': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '-2': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-5': { cnt: 1, jiem: [Array], volumi: [Array] }
  },
  cMin: 9,
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  minVol: 145744,
  maxVol: 19412247
}
{
  uid: '7bedd86b-478d-4742-a28c-29d27f8dbc7d',
  ticker: 'SGZH',
  isem: 'Segezha',
  stat: {
    '1': { cnt: 10, ijiem: [Array], volumi: [Array] },
    '2': { cnt: 6, ijiem: [Array], volumi: [Array] },
    '3': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '5': { cnt: 1, jiem: [Array], volumi: [Array] },
    '11': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-1': { cnt: 13, jiem: [Array], volumi: [Array] },
    '-6': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-5': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-3': { cnt: 6, ijiem: [Array], volumi: [Array] },
    '-2': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '-4': { cnt: 1, jiem: [Array], volumi: [Array] }
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  cMin: 15,
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  minVol: 490940,
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}
{
  uid: '8e2b0325-0292-4654-8a18-4f63ed3b0e09',
  ticker: 'VTBR',
  isem: 'VTB Bank',
  stat: {
    '1': { cnt: 13, jiem: [Array], volumi: [Array] },
    '2': { cnt: 1, jiem: [Array], volumi: [Array] },
    '3': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '4': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-1': { cnt: 23, jiem: [Array], volumi: [Array] },
    '-2': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '-5': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-4': { cnt: 1, jiem: [Array], volumi: [Array] }
  },
  cMin: 7,
  cPlus: 6,
  minVol: 2986414,
  maxVol: 18656181
}

L-istokks TOP li jaqgħu 2% jew aktar kuljum

{
  uid: '5a3a39f4-3bd5-47a2-8719-ce3e203fd10d',
  ticker: 'GRNT',
  isem: 'Teknoloġiji Innovattivi Urbani',
  stat: {
    '1': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '2': { cnt: 1, jiem: [Array], volumi: [Array] },
    '3': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '4': { cnt: 1, jiem: [Array], volumi: [Array] },
    '5': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '6': { cnt: 1, jiem: [Array], volumi: [Array] },
    '11': { cnt: 1, jiem: [Array], volumi: [Array] },
    '14': { cnt: 1, jiem: [Array], volumi: [Array] },
    '15': { cnt: 1, jiem: [Array], volumi: [Array] },
    '22': { cnt: 1, jiem: [Array], volumi: [Array] },
    '24': { cnt: 1, jiem: [Array], volumi: [Array] },
    '34': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-45': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-48': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-12': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-20': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-42': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-13': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-11': { cnt: 2, jiem: [Array], volumi: [Array] },
    '-9': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-7': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-22': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-15': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-10': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-8': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-6': { cnt: 2, jiem: [Array], volumi: [Array] },
    '-5': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-4': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-3': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '-1': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '-28': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-2': { cnt: 4, ijiem: [Array], volumi: [Array] }
  },
  cMin: 37,
  cPlus: 15,
  minVol: 3652622,
  maxVol: 451442668
}
{
  uid: '85d3979a-8e8c-4652-8b61-2c020613ee70',
  ticker: 'ORUP',
  isem: 'Ilbies tar-Russja',
  stat: {
    '1': { cnt: 7, ijiem: [Array], volumi: [Array] },
    '2': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '3': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '6': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '7': { cnt: 1, jiem: [Array], volumi: [Array] },
    '9': { cnt: 1, jiem: [Array], volumi: [Array] },
    '10': { cnt: 1, jiem: [Array], volumi: [Array] },
    '15': { cnt: 1, jiem: [Array], volumi: [Array] },
    '29': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-3': { cnt: 7, ijiem: [Array], volumi: [Array] },
    '-18': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-7': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-5': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-10': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-9': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-12': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-2': { cnt: 8, ijiem: [Array], volumi: [Array] },
    '-8': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '-1': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '-19': { cnt: 1, jiem: [Array], volumi: [Array] }
  },
  cMin: 29,
  cPlus: 12,
  minVol: 224246,
  maxVol: 15374442
}
{
  uid: 'a8dc188b-cae8-40c0-99e8-f561f4339751',
  ticker: 'UWGN',
  isem: 'HVAC',
  stat: {
    '1': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '2': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '4': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '5': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '6': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '7': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '9': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '10': { cnt: 1, jiem: [Array], volumi: [Array] },
    '16': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-2': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-16': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-58': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-34': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-4': { cnt: 4, jiem: [Array], volumi: [Array] },
    '-3': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '-1': { cnt: 7, ijiem: [Array], volumi: [Array] },
    '-12': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-42': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-13': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-5': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-10': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-7': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-8': { cnt: 1, jiem: [Array], volumi: [Array] }
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}
{
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  ticker: 'SGZH',
  isem: 'Segezha',
  stat: {
    '1': { cnt: 10, ijiem: [Array], volumi: [Array] },
    '2': { cnt: 6, ijiem: [Array], volumi: [Array] },
    '3': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '5': { cnt: 1, jiem: [Array], volumi: [Array] },
    '11': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-1': { cnt: 13, jiem: [Array], volumi: [Array] },
    '-6': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-5': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-3': { cnt: 6, ijiem: [Array], volumi: [Array] },
    '-2': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '-4': { cnt: 1, jiem: [Array], volumi: [Array] }
  },
  cMin: 15,
  cPlus: 10,
  minVol: 490940,
  maxVol: 23752388
}
{
  uid: 'eb4ba863-e85f-4f80-8c29-f2627938ee58',
  ticker: 'MTLR',
  isem: 'Mechel',
  stat: {
    '1': { cnt: 7, ijiem: [Array], volumi: [Array] },
    '2': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '3': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '4': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '5': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '-2': { cnt: 6, ijiem: [Array], volumi: [Array] },
    '-1': { cnt: 15, jiem: [Array], volumi: [Array] },
    '-4': { cnt: 4, jiem: [Array], volumi: [Array] },
    '-6': { cnt: 2, jiem: [Array], volumi: [Array] },
    '-3': { cnt: 2, ijiem: [Array], volumi: [Array] }
  },
  cMin: 14,
  cPlus: 15,
  minVol: 3683364,
  maxVol: 85606616
}
{
  uid: '127361c2-32ec-448c-b3ec-602166f537ea',
  ticker: 'POLY',
  isem: 'Polymetal',
  stat: {
    '1': { cnt: 8, ijiem: [Array], volumi: [Array] },
    '2': { cnt: 5, ijiem: [Array], volumi: [Array] },
    '3': { cnt: 1, jiem: [Array], volumi: [Array] },
    '4': { cnt: 1, jiem: [Array], volumi: [Array] },
    '5': { cnt: 1, jiem: [Array], volumi: [Array] },
    '6': { cnt: 1, jiem: [Array], volumi: [Array] },
    '17': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-1': { cnt: 17, jiem: [Array], volumi: [Array] },
    '-17': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-21': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-8': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-3': { cnt: 4, ijiem: [Array], volumi: [Array] },
    '-2': { cnt: 1, jiem: [Array], volumi: [Array] },
    '-5': { cnt: 1, jiem: [Array], volumi: [Array] }
  },
  cMin: 9,
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  maxVol: 19412247
}
{
  uid: '8e2b0325-0292-4654-8a18-4f63ed3b0e09',
  ticker: 'VTBR',
  isem: 'VTB Bank',
  stat: {
    '1': { cnt: 13, jiem: [Array], volumi: [Array] },
    '2': { cnt: 1, jiem: [Array], volumi: [Array] },
    '3': { cnt: 3, ijiem: [Array], volumi: [Array] },
    '4': { cnt: 2, ijiem: [Array], volumi: [Array] },
    '-1': { cnt: 23, jiem: [Array], volumi: [Array] },
    '-2': { cnt: 5, ijiem: [Array], volumi: [Array] },
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Korrelazzjoni ta ‘tkabbir ta’ 90 jum ta ‘2% jew aktar kuljum

Moviment flimkien ma’ Detsky Mir (DSKY) DEK (DVEC) Red October (KROT) Moviment flimkien ma’ Kazanorgsintez – ishma ordinarji (KZOS) TNS Energo Voronezh (VRSB) Moviment flimkien ma’ Samolet Group of Companies (SMLT) Mechel – Ishma preferuti (MTLRP) Moviment flimkien ma’ Saratov Refinery – ishma preferuti (KRKNP) United Aircraft Corporation (UNAC) Moviment flimkien ma’ Inter RAO UES (IRAO) Yakovlev (IRKT) LSR Group (LSRG) FESCO (FESH) Moviment flimkien ma’ Sber Bank (SBER) Sber Bank – ishma preferuti (SBERP) Moviment flimkien ma’ MTS (MTSS) Omm u Tifel (MDMG) Novoship – JSC (NOMP) Moviment flimkien ma’ LUKOIL (LKOH) SOLLERS (SVAV) Omm u Tifel (MDMG) DEK (DVEC) DVMP (FESH) Unipro (UPRO ) NMTP (NMTP) Nimxu flimkien ma’ RUSAL (RUAL) En+ (ENPG) Yakovlev (IRKT) United Aircraft Corporation (UNAC) Kazanorgsintez – ishma preferuti (KZOSP) VTB Bank (VTBR) NKHP (NKHP) GTM (GTRK) NLMK ( NLMK) ) Udmurtneft (UDMN) Surgutneftegaz (SNGS) Moviment flimkien ma PhosAgro (PHOR) impjant Krasnogorsk imsemmi wara. S.A. Zvereva – ishma preferuti (KZIZP) IDGC tal-Volga (MRKV) VK (VKCO) Tattelecom (TTLK) SOLLERS (SVAV) EL5-Energo (ELFV) Belon (BLNG) ChZPSN (PRFN) NKHP (NKHP) GTM (GTRK) M.video ( MVID) Permenergosbyt – ishma preferuti (PMSBP) Mechel (MTLR) DEK (DVEC) TGK-14 (TGKN) Rosseti Centre (MRKC) FSK Rosseti (FEES) Kaluga Sales Company (KLSB) Rosseti Majjistral (MRKZ) Surgutneftegaz – preferut ishma (SNGSP) Raspadskaya (RASP) TNS Energo Voronezh (VRSB) Segezha (SGZH) IDGC tas-Siberja (MRKS) Rusolovo (ROLO) Polyus (PLZL) It-Tieni Kumpanija Ġeneratur tas-Suq tal-Elettriku bl-Ingross (OGKB) Ashinsky Metallurgical Plant (AMEZ) TGC -2 – ishma preferuti (TGKBP) Rosneft (ROSN) EuroTrans (EUTR) Mechel – Ishma Preferuti (MTLRP) Pipe Metallurgical Company (TRMK) Softline (SOFL) Rosseti Ural (MRKU) IDGC tan-Nofsinhar (MRKY) Moviment flimkien ma’ Norilsk Nickel (GMKN) Yakovlev (IRKT) United Aircraft Corporation (UNAC) LSR Group (LSRG) Etalon Group PLC GDR (ETLN) HeadHunter Group PLC (HHRU) MGTS – ishma preferuti (MGTSP) ALROSA (ALRS) Mechel (MTLR) Gazprom (GAZP) Rostelecom (RTKM) Inter RAO UES (IRAO) Novabev Group (BELU) FESCO (FESH) It-Tieni Kumpanija Ġeneratur tas-Suq tal-Elettriku bl-Ingross (OGKB) Globaltrans Investment PLC (GLTR) Udmurtneft (UDMN) MKB (CBOM) EuroTrans (EUTR) Mechel – Ishma Preferuti (MTLRP) Pipe Metallurgical Company ( TRMK) Saratov Oil Refinery – ishma preferuti (KRKNP) Moviment flimkien ma’ Rosseti Center u Volga Region (MRKP) NKHP (NKHP) DEK (DVEC) Permenergosbyt (PMSB) Moviment flimkien ma’ Lenenergo – ishma preferuti (LSNGP) Kaluga Sales Company (KLSB)  

Korrelazzjoni ta’ tnaqqis ta’ 90 jum ta’ 2% jew aktar kuljum

Moviment flimkien ma’ FSK Rosseti (FEES) IDGC tas-Siberja (MRKS) Moviment flimkien ma’ Rosseti Center and Volga Region (MRKP) Fix Price Group (FIXP) ChZPSN (PRFN) Rusolovo (ROLO) Moviment flimkien ma’ Lenta (LENT) SOLLERS (SVAV) Kaluga Sales company (KLSB) Moviment flimkien ma’ Samolet Group (SMLT) Yakovlev (IRKT) Cian ADR (CIAN) GTM (GTRK) Red October (KROT) Moviment flimkien ma’ Sovcomflot (FLOT) Globaltrans Investment PLC (GLTR) Moviment flimkien ma’ Rosseti Moska reġjun ( MSRS) SOLLERS (SVAV) Lenenergo (LSNG) Moviment flimkien ma’ VTB Bank (VTBR) SOLLERS (SVAV) Moviment flimkien ma’ MTS (MTSS) NCSP (NMTP) Moviment flimkien ma’ Bashneft – ishma preferuti (BANEP) Rosseti Majjistral ( MRKZ) FESH (FESH) IDGC tan-Nofsinhar (MRKY) Nimxu flimkien ma’ RUSAL (RUAL) YATEK (YAKG) Rosseti Majjistral (MRKZ) Ashinsky Metallurgical Plant (AMEZ) Nimxu flimkien ma’ Inter RAO UES (IRAO) En+ (ENPG) VSMPO-AVISMA ( VSMO) SOLLERS (SVAV) Impjant ta ‘Krasnogorsk imsemmi wara. S.A. Zvereva – JSC (KZIZ) Fix Price Group (FIXP) MGTS – ishma preferuti (MGTSP) Slavneft (SLAV) ChZPSN (PRFN) Aeroflot (AFLT) RUSAL (RUAL) Obuv Rossii (ORUP) TGK-14 (TGKN) Lenenergo (LSNG) YATEK (YAKG) Rosseti Reġjun Moska (MSRS) Rosseti Majjistral (MRKZ) Novoship – ishma preferuti (NOMPP) Unipro (UPRO) Globaltrans Investment PLC (GLTR) NCSP (NMTP) Ashinsky Metallurgical Plant (AMEZ) Saratov Refinery – ishma preferuti ( KRKNP ) Moviment flimkien ma’ Lenenergo – ishma preferuti (LSNGP) Ufaorgsintez – ishma preferuti (UFOSP) SOLLERS (SVAV) NITEL (NTZL) CHZPSN (PRFN) Aeroflot (AFLT) DEK (DVEC) Lenenergo (LSNG) Rosseti Majjistral (MRKZ) Unipro (UPRO) NMTP (NMTP) Moviment flimkien ma’ Polyus (PLZL) Tattelecom (TTLK) SOLLERS (SVAV) Etalon Group PLC GDR (ETLN) Fix Price Group (FIXP) HeadHunter Group PLC (HHRU) CHZPSN (PRFN) Bank St. ( BSPB) Lenenergo (LSNG) YATEK (YAKG) Kaluga Sales Company (KLSB) Rosseti North-West (MRKZ) QIWI (QIWI) FESCO (FESH) Unipro (UPRO) IDGC tas-Siberja (MRKS) Globaltrans Investment PLC (GLTR) Ashinsky Metallurgical Impjant (AMEZ) ) IDGC tan-Nofsinhar (MRKY) Moviment flimkien ma’ Rosneft (ROSN) Etalon Group PLC GDR (ETLN) Seligdar (SELG) Obuv Rossii (ORUP) Bank St. Petersburg (BSPB) Rosseti Majjistral (MRKZ) FESCO (FESH) Unipro (UPRO ) Moviment flimkien ma’ Rostelecom – Ishma preferuti (RTKMP) SOLLERS (SVAV) Etalon Group PLC GDR (ETLN) HeadHunter Group PLC (HHRU) Kaluga Sales Company (KLSB) RussNeft (RNFT) FESCO (FESH) NCSP ( NMTP) Surgutneftegaz (SNGS) Moviment flimkien ma’ PhosAgro (PHOR)En+ (ENPG) Ufaorgsintez – ishma preferuti (UFOSP) Yakovlev (IRKT) IDGC tal-Volga (MRKV) VSMPO-AVISMA (VSMO) United Aircraft Corporation (UNAC) LSR Group (LSRG) VK (VKCO) Tattelecom (TTLK) Central Telegraph (CNTL) ) ) SOLLERS (SVAV) Impjant ta’ Krasnogorsk imsemmi wara. S.A. Zvereva – JSC (KZIZ) Etalon Group PLC GDR (ETLN) Rostelecom – Ishma preferuti (RTKMP) Kazanorgsintez – ishma preferuti (KZOSP) Whoosh (WUSH) KAMAZ (KMAZ) Kazanorgsintez – ishma ordinarji (KZOS) Grupp mediku Unit (GEMC) Prezz Iffissat Grupp (FIXP) HeadHunter Group PLC (HHRU) Lenzoloto (LNZL) MGTS – ishma preferuti (MGTSP) EL5-Energo (ELFV) Seligdar (SELG) Tatneft – ishma preferuti (TATNP) Slavneft (SLAV) NITEL (NTZL) Belon (BLNG) CHZPSN (PRFN) Teknoloġiji Innovattivi Urbani (GRNT) Magnitogorsk Iron and Steel Works (MAGN) VTB Bank (VTBR) Bashneft (BANE) Aeroflot (AFLT) Cyan ADR (CIAN) RUSAL (RUAL) Obuv Rossii (ORUP) Sber Bank (SBER) Omm u wild (MDMG) Bashneft – ishma preferuti (BANEP) Rosseti Ċentru u Reġjun tal-Volga (MRKP) Sovcomflot (FLOT) Permenergosbyt – ishma preferuti (PMSBP) Tatneft (TATN) X5 RetailGroup GDR (ĦAMES) Mechel (MTLR) DEK (DVEC) Sber Bank – ishma preferuti (SBERP) Rostelecom (RTKM) Bank St. Petersburg (BSPB) MTS (MTSS) Astra Group (ASTR) TGK-14 (TGKN) RKK Energy msemmi wara S.P. Korolev (RKKE) Lenenergo (LSNG) Rosseti Center ( MRKC) FSK Rosseti (MIŻATI) Krasny Oktyabr (KROT) Permenergosbyt (PMSB) YATEK (YAKG) TGK-2 (TGKB) Kaluga Sales Company (KLSB) ChMK (CHMK) ZIL – ishma preferuti (ZILLP) RussNeft (RNFT) Rosseti Moska (MSRS) Rosseti Majjistral (MRKZ) QIWI (QIWI) Inter RAO UES (IRAO) RusHydro (HYDR) NLMK (NLMK) Novabev Group (BELU) TCS Group (TCSG) Surgutneftegaz – ishma preferuti (SNGSP) Yandex (YNDX) FESCO (FESH) NOVATEK (NVTK) YuUNK (UNKL) Nizhnekamskneftekhim (NKNC) Novoship – ishma preferuti (NOMPP) TNS energo Voronezh (VRSB) Segezha (SGZH) Lenenergo – ishma preferuti (LSNGP) Norilsk Nickel (GMKN) Moscow Exchange (GMKN) Moscow (UPRO) IDGC tas-Siberja (MRKS) Rusolovo (ROLO) Mosenergo (MSNG) AFK Sistema (AFKS) Polyus (PLZL) Ozon Holdings PLC (OZON) LUKOIL (LKOH) It-Tieni Kumpanija tal-Ġenerazzjoni tas-Suq tal-Elettriku bl-Ingros (OGKB) Globaltrans Investment PLC (GLTR) Udmurtneft (UDMN) NCSP (NMTP) TGK-1 (TGKA) Surgutneftegaz (SNGS) Asha Metallurgical Plant (AMEZ) AbrauDurso (ABRD) Central Telegraph – ishma preferuti (CNTLP) PIK (PIKK) Rosneft (ROSN) EuroTrans (EUTR) ) Mechel – Ishma preferuti (MTLRP) Pipe Metallurgical Company (TRMK) IDGC tan-Nofsinhar (MRKY) Saratov Refinery – ishma preferuti (KRKNP) Severstal (CHMF) Moviment flimkien ma Tatneft – ishma preferuti (TATNP)Etalon Group PLC GDR (ETLN) Seligdar (SELG) Obuv Rossii (ORUP) Tatneft (TATN) X5 RetailGroup GDR (ĦAMES) Rostelecom (RTKM) Bank St. Petersburg (BSPB) RussNeft (RNFT) Rosseti Majjistral (MRKZ) RusHydro ( HYDR) Surgutneftegaz – ishma preferuti (SNGSP) Yandex (YNDX) FESCO (FESH) NOVATEK (NVTK) Unipro (UPRO) NCSP (NMTP) Surgutneftegaz (SNGS) Rosneft (ROSN) Moviment flimkien ma’ Sber Bank (SBER) Yakovlev (IRKT) United aircraft corporation (UNAC) VK (VKCO) Tattelecom (TTLK) SOLLERS (SVAV) Etalon Group PLC GDR (ETLN) Whoosh (WUSH) KAMAZ (KMAZ) Fix Price Group (FIXP) HeadHunter Group PLC (HHRU) CHZPSN (PRFN) Tatneft ( TATN) X5 RetailGroup GDR (ĦAMES) Sber Bank – ishma preferuti (SBERP) Bank St. Petersburg (BSPB) TGK-14 (TGKN) Lenenergo (LSNG) Rosseti Center (MRKC) FGC Rosseti (FEES) YATEK (YAKG) Kaluga Sales Company (KLSB) RussNeft (RNFT) Rosseti Majjistral (MRKZ) QIWI (QIWI) FESH (FESH) YuUNK (UNKL) Unipro (UPRO) IDGC tas-Siberja (MRKS) Polyus (PLZL) Globaltrans Investment PLC (GLTR) NMTP (NMTP) Ashinsky Metallurgical Plant (AMEZ) IDGC tan-Nofsinhar (MRKY) Moviment flimkien ma’ Tatneft (TATN) Etalon Group PLC GDR (ETLN) X5 RetailGroup GDR (ĦAMES) Bank St. Petersburg (BSPB) RussNeft (RNFT) Rosseti Majjistral (MRKZ) ) FESCO (FESH) ) Unipro (UPRO) NCSP (NMTP) Moviment flimkien ma’ Sber Bank – ishma preferuti (SBERP) Yakovlev (IRKT) United Aircraft Corporation (UNAC) VK (VKCO) Tattelecom (TTLK) SOLLERS (SVAV) Etalon Group PLC GDR (ETLN) Whoosh (WUSH) KAMAZ (KMAZ) Fix Price Group (FIXP) HeadHunter Group PLC (HHRU) CHZPSN (PRFN) Sber Bank (SBER) Tatneft (TATN) X5 RetailGroup GDR (ĦAMES) Bank St. Petersburg (BSPB) TGK-14 (TGKN) ) Lenenergo (LSNG) Rosseti Centre (MRKC) FGC Rosseti (ĦLASATI) YATEK (YAKG) Kaluga Sales Company (KLSB) RussNeft (RNFT) Rosseti Majjistral (MRKZ) QIWI (QIWI) FESH (FESH) UNKL (UNKL) Unipro ( UPRO) IDGC tas-Siberja (MRKS) Polyus (PLZL) Globaltrans Investment PLC (GLTR) NCSP (NMTP) Ashinsky Metallurgical Plant (AMEZ) IDGC tan-Nofsinhar (MRKY) Moviment flimkien ma’ Novabev Group (BELU) Yakovlev (IRKT) Moviment flimkien ma’ Norilsk Nickel (GMKN) )En+ (ENPG) Ufaorgsintez – ishma preferuti (UFOSP) Yakovlev (IRKT) IDGC tal-Volga (MRKV) VSMPO-AVISMA (VSMO) United Aircraft Corporation (UNAC) LSR Group (LSRG) VK (VKCO) Tattelecom (TTLK) Central Telegraph (CNTL) ) ) SOLLERS (SVAV) Impjant ta’ Krasnogorsk imsemmi wara. S.A. Zvereva – JSC (KZIZ) Etalon Group PLC GDR (ETLN) Rostelecom – Ishma preferuti (RTKMP) Kazanorgsintez – ishma preferuti (KZOSP) Whoosh (WUSH) KAMAZ (KMAZ) Kazanorgsintez – ishma ordinarji (KZOS) Grupp mediku Unit (GEMC) Prezz Iffissat Grupp (FIXP) PhosAgro (PHOR) HeadHunter Group PLC (HHRU) Lenzoloto (LNZL) MGTS – ishma preferuti (MGTSP) EL5-Energo (ELFV) Seligdar (SELG) Tatneft – ishma preferuti (TATNP) Slavneft (SLAV) NITEL (NTZL) Belon (BLNG) CHZPSN (PRFN) Teknoloġiji Innovattivi Urbani (GRNT) Magnitogorsk Iron and Steel Works (MAGN) VTB Bank (VTBR) Bashneft (BANE) Aeroflot (AFLT) Cian ADR (CIAN) RUSAL (RUAL) Obuv Rossii (ORUP) Sber Bank ( SBER) Mother and Child (MDMG) Bashneft – ishma preferuti (BANEP) Rosseti Centre u Volga Region (MRKP) Sovcomflot (FLOT) Permenergosbyt – ishma preferuti (PMSBP) Tatneft (TATN) X5 RetailGroup GDR (ĦAMES) Mechel (MTLR) DEK (DVEC) ) Sber Bank – ishma preferuti (SBERP) Rostelecom (RTKM) Bank St. Petersburg (BSPB) MTS (MTSS) Astra Group (ASTR) TGK-14 (TGKN) RKK Energy msemmi wara S.P. Korolev (RKKE) Lenenergo ( LSNG ) Rosseti Center (MRKC) FGC Rosseti (FEES) Krasny Oktyabr (KROT) Permenergosbyt (PMSB) YATEK (YAKG) TGK-2 (TGKB) Kaluga Sales Company (KLSB) ChMK (CHMK) ZIL – ishma preferuti (ZILLP) RussNeft ( RNFT ) Rosseti Reġjun ta’ Moska (MSRS) Rosseti Majjistral (MRKZ) QIWI (QIWI) Inter RAO UES (IRAO) RusHydro (HYDR) NLMK (NLMK) Novabev Group (BELU) TCS Group (TCSG) Surgutneftegaz – ishma preferuti (SNGSP) Yandex (YNDX) FESH (FESH) NOVATEK (NVTK) YuUNK (UNKL) Nizhnekamskneftekhim (NKNC) Novoship – ishma preferuti (NOMPP) TNS energo Voronezh (VRSB) Segezha (SGZH) Lenenergo – ishma preferuti (LSNGP) Moscow Skambju (LSNGP) Moscow ( UPRO) IDGC tas-Siberja (MRKS) Rusolovo (ROLO) Mosenergo (MSNG) AFK Sistema (AFKS) Polyus (PLZL) Ozon Holdings PLC (OZON) LUKOIL (LKOH) It-Tieni Kumpanija Ġeneratur tas-Suq tal-Elettriku bl-Ingros (OGKB) Globaltrans Investment PLC (GLTR) Udmurtneft (UDMN) NCSP (NMTP) TGK-1 (TGKA) Surgutneftegaz (SNGS) Asha Metallurgical Plant (AMEZ) AbrauDurso (ABRD) Central Telegraph – ishma preferuti (CNTLP) PIK (PIKK) Rosneft (ROSN) EuroTrans (EUTR) ) Mechel – Ishma preferuti (MTLRP) Pipe Metallurgical Company (TRMK) IDGC tan-Nofsinhar (MRKY) Saratov Refinery – ishma preferuti (KRKNP) Severstal (CHMF) Moviment flimkien ma’ LUKOIL (LKOH)En+ (ENPG) Yakovlev (IRKT) United Aircraft Corporation (UNAC) VK (VKCO) Tattelecom (TTLK) SOLLERS (SVAV) Etalon Group PLC GDR (ETLN) Rostelecom – Ishma preferuti (RTKMP) Whoosh (WUSH) KAMAZ (KMAZ) Prezz Iffissat Grupp (FIXP) HeadHunter Group PLC (HHRU) Seligdar (SELG) Tatneft – ishma preferuti (TATNP) ChZPSN (PRFN) Magnitogorsk Iron and Steel Works (MAGN) Obuv Rossii (ORUP) Sber Bank (SBER) Bashneft – ishma preferuti (BANEP) Sovcomflot (FLOT) Tatneft (TATN) X5 RetailGroup GDR (ĦAMES) Sber Bank – ishma preferuti (SBERP) Rostelecom (RTKM) Bank St. Petersburg (BSPB) TGK-14 (TGKN) Lenenergo (LSNG) Rosseti Centre (MRKC) FSK Rosseti ( TARIFFA) YATEK (YAKG) Kaluga Sales Company (KLSB) RussNeft (RNFT) Rosseti Majjistral (MRKZ) QIWI (QIWI) RusHydro (HYDR) TCS Group (TCSG) Surgutneftegaz – ishma preferuti (SNGSP) Yandex (YNDX) FESCO ( FESH) ) NOVATEK (NVTK) YuUNK (UNKL) Unipro (UPRO) IDGC tas-Siberja (MRKS) AFK Sistema (AFKS) Polyus (PLZL) Ozon Holdings PLC (OZON) Globaltrans Investment PLC (GLTR) NMTP (NMTP) Surgutneftegaz (SNGS) Ashinsky Metallurgical Plant ( AMEZ) Rosneft (ROSN) IDGC tan-Nofsinhar (MRKY) Saratov Oil Refinery – ishma preferuti (KRKNP) Moviment flimkien ma ‘Transneft – ishma preferuti (TRNFP) Krasnogorsk Plant imsemmi wara. S.A. Zverev – ishma preferuti (KZIZP) Obneftegazgeologiya – ishma preferuti (OBNEP) Magnit (MGNT) SPB Skambju (SPBE) impjant Krasnogorsk imsemmi wara. S.A. Zvereva – JSC (KZIZ) Etalon Group PLC GDR (ETLN) United medical group (GEMC) MGTS – ishma preferuti (MGTSP) Seligdar (SELG) RusAgro (AGRO) Slavneft (SLAV) Belon (BLNG) Aeroflot (AFLT) KarMani (CARM) Obuv Rossii (ORUP) M.video (MVID) Bank St. Petersburg (BSPB) RussNeft (RNFT) Rosseti North-West (MRKZ) FESCO (FESH) INARCTIKA (AQUA) Novoship – ishma preferuti (NOMPP) Unipro (UPRO) NCSP ( NMTP) Surgutneftegaz (SNGS) Rosneft (ROSN) Nimxu ma’ Gazprom (GAZP)Yakovlev (IRKT) United Aircraft Corporation (UNAC) Tattelecom (TTLK) SOLLERS (SVAV) SPB Exchange (SPBE) Etalon Group PLC GDR (ETLN) Rostelecom – Ishma Preferuti (RTKMP) Fix Price Group (FIXP) HENDERSON (HNFG) HeadHunter Group PLC (HHRU) Seligdar (SELG) RusAgro (AGRO) VEON (VEON-RX) NITEL (NTZL) ChZPSN (PRFN) KarMani (CARM) NKHP (NKHP) Obuv Rossii (ORUP) Genetiko (GECO) GTM (GTRK) M.video ( MVID) Bashneft – ishma preferuti (BANEP) Sovcomflot (FLOT) Mostotrest (MSTT) DEK (DVEC) Bank St. Petersburg (BSPB) Lenenergo (LSNG) Rosseti Center (MRKC) Teknoloġiji Pożittivi (POSI) FGC Rosseti (FEES) YATEK (YAKG) ) ) Kaluga Sales Company (KLSB) ChMK (CHMK) RussNeft (RNFT) Rosseti North-West (MRKZ) QIWI (QIWI) Nauka-Svyaz (NSVZ) TCS Group (TCSG) FESCO (FESH) UNK (UNKL) INARCTIKA (AQUA) Unipro (UPRO) IDGC tas-Siberja (MRKS) Polyus (PLZL) Globaltrans Investment PLC (GLTR) NCSP (NMTP) Surgutneftegaz (SNGS) Ashinsky Metallurgical Plant (AMEZ) AbrauDurso (ABRD) Central Telegraph – ishma preferuti (CNTLP) Rosneft (ROSN) Rosseti Ural ( MRKU) IDGC tan-Nofsinhar (MRKY) Raffineriji ta’ Saratov – ishma preferuti (KRKNP)

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