Statistik wutah, penurunan lan korélasi saham sajrone 90 dina

Aku bingung karo pitakonan babagan saham sing paling dhuwur lan tiba 2% saben dina. Kasedhiya yen rega tutup dina kudu luwih dhuwur tinimbang rega pambuka kanthi 2% sing padha utawa luwih. Ing wektu sing padha, apa sing kedadeyan ing wayah awan ora penting. Eksperimen pisanan nuduhake yen pimpinan minangka bagean saka eselon paling adoh. Mulane, aku Cut mau mudhun dening volatility lan entuk TOP ing ngisor iki, kang diwenehi ing ngisor iki. Sabanjure, pitakonan muncul: saham sing ana hubungane karo siji liyane ing wutah lan penurunan? Aku diklumpukake sampel saham kuwi, drum roll … kanggo 365 dina, mung SBER + SBERP hubungan siji kanggo siji. Swara 180 dina ana sethitik liyane, nanging biasane nolak umum, kang bisa lantaran kanggo Kurangé populasi umum saka pasar. Mulane, dhaptar kasebut diwenehake kanggo 90 dina. Apa kesimpulan sing bisa ditindakake? Yen PHOR obah kanthi 2%, banjur nimbang kabeh pasar dadi obah)) Yen ora, data sing menarik kanggo ngotomatisasi dagang lan nambah penasehat. Tulisan sing disiapake kanggo dolanan dhewe ing kene . Gampang banget diluncurake, sampeyan kudu nambah token menyang konfigurasi banjur npx ts-node lan nemtokake file iki.  

Cara maca: ‘1’: { cnt: 3, dina: [Array], volume: [Array] }, ‘1’ – gerakan ing persentase cnt: 3 – jumlah dina kasebut cPlus: 22 – jumlah dina kanthi wutah cMin: 23 – jumlah dina kanthi tiba

Saham TOP mundhak 2% utawa luwih saben dina

{
  uid: 'a8dc188b-cae8-40c0-99e8-f561f4339751',
  ticker: 'UWGN',
  jeneng: 'HVAC',
  stat: {
    '1': { cnt: 3, dina: [Array], volume: [Array] },
    '2': { cnt: 4, dina: [Array], volume: [Array] },
    '4': { cnt: 5, dina: [Array], volume: [Array] },
    '5': { cnt: 2, dina: [Array], volume: [Array] },
    '6': { cnt: 2, dina: [Array], volume: [Array] },
    '7': { cnt: 5, dina: [Array], volume: [Array] },
    '9': { cnt: 2, dina: [Array], volume: [Array] },
    '10': { cnt: 1, dina: [Array], volume: [Array] },
    '16': { cnt: 1, dina: [Array], volume: [Array] },
    '-2': { cnt: 2, dina: [Array], volume: [Array] },
    '-16': { cnt: 1, dina: [Array], volume: [Array] },
    '-58': { cnt: 1, dina: [Array], volume: [Array] },
    '-34': { cnt: 1, dina: [Array], volume: [Array] },
    '-4': { cnt: 4, dina: [Array], volume: [Array] },
    '-3': { cnt: 4, dina: [Array], volume: [Array] },
    '-1': { cnt: 7, dina: [Array], volume: [Array] },
    '-12': { cnt: 1, dina: [Array], volume: [Array] },
    '-42': { cnt: 1, dina: [Array], volume: [Array] },
    '-13': { cnt: 1, dina: [Array], volume: [Array] },
    '-5': { cnt: 3, dina: [Array], volume: [Array] },
    '-10': { cnt: 2, dina: [Array], volume: [Array] },
    '-7': { cnt: 1, dina: [Array], volume: [Array] },
    '-8': { cnt: 1, dina: [Array], volume: [Array] }
  },
  cMin: 23,
  cPlus: 22,
  minVol: 1080299,
  maxVol: 148541205
}
{
  uid: '5a3a39f4-3bd5-47a2-8719-ce3e203fd10d',
  ticker: 'GRNT',
  jeneng: 'Urban Innovative Technologies',
  stat: {
    '1': { cnt: 5, dina: [Array], volume: [Array] },
    '2': { cnt: 1, dina: [Array], volume: [Array] },
    '3': { cnt: 4, dina: [Array], volume: [Array] },
    '4': { cnt: 1, dina: [Array], volume: [Array] },
    '5': { cnt: 2, dina: [Array], volume: [Array] },
    '6': { cnt: 1, dina: [Array], volume: [Array] },
    '11': { cnt: 1, dina: [Array], volume: [Array] },
    '14': { cnt: 1, dina: [Array], volume: [Array] },
    '15': { cnt: 1, dina: [Array], volume: [Array] },
    '22': { cnt: 1, dina: [Array], volume: [Array] },
    '24': { cnt: 1, dina: [Array], volume: [Array] },
    '34': { cnt: 1, dina: [Array], volume: [Array] },
    '-45': { cnt: 1, dina: [Array], volume: [Array] },
    '-48': { cnt: 1, dina: [Array], volume: [Array] },
    '-12': { cnt: 1, dina: [Array], volume: [Array] },
    '-20': { cnt: 2, dina: [Array], volume: [Array] },
    '-42': { cnt: 1, dina: [Array], volume: [Array] },
    '-13': { cnt: 3, dina: [Array], volume: [Array] },
    '-11': { cnt: 2, dina: [Array], volume: [Array] },
    '-9': { cnt: 3, dina: [Array], volume: [Array] },
    '-7': { cnt: 2, dina: [Array], volume: [Array] },
    '-22': { cnt: 1, dina: [Array], volume: [Array] },
    '-15': { cnt: 1, dina: [Array], volume: [Array] },
    '-10': { cnt: 2, dina: [Array], volume: [Array] },
    '-8': { cnt: 2, dina: [Array], volume: [Array] },
    '-6': { cnt: 2, dina: [Array], volume: [Array] },
    '-5': { cnt: 1, dina: [Array], volume: [Array] },
    '-4': { cnt: 3, dina: [Array], volume: [Array] },
    '-3': { cnt: 4, dina: [Array], volume: [Array] },
    '-1': { cnt: 4, dina: [Array], volume: [Array] },
    '-28': { cnt: 1, dina: [Array], volume: [Array] },
    '-2': { cnt: 4, dina: [Array], volume: [Array] }
  },
  cMin: 37,
  cPlus: 15,
  minVol: 3652622,
  maxVol: 451442668
}
{
  uid: 'eb4ba863-e85f-4f80-8c29-f2627938ee58',
  ticker: 'MTLR',
  jeneng: 'Mechel',
  stat: {
    '1': { cnt: 7, dina: [Array], volume: [Array] },
    '2': { cnt: 3, dina: [Array], volume: [Array] },
    '3': { cnt: 4, dina: [Array], volume: [Array] },
    '4': { cnt: 5, dina: [Array], volume: [Array] },
    '5': { cnt: 3, dina: [Array], volume: [Array] },
    '-2': { cnt: 6, dina: [Array], volume: [Array] },
    '-1': { cnt: 15, dina: [Array], volume: [Array] },
    '-4': { cnt: 4, dina: [Array], volume: [Array] },
    '-6': { cnt: 2, dina: [Array], volume: [Array] },
    '-3': { cnt: 2, dina: [Array], volume: [Array] }
  },
  cMin: 14,
  cPlus: 15,
  minVol: 3683364,
  maxVol: 85606616
}
{
  uid: '85d3979a-8e8c-4652-8b61-2c020613ee70',
  ticker: 'ORUP',
  jeneng: 'Footwear of Russia',
  stat: {
    '1': { cnt: 7, dina: [Array], volume: [Array] },
    '2': { cnt: 3, dina: [Array], volume: [Array] },
    '3': { cnt: 2, dina: [Array], volume: [Array] },
    '6': { cnt: 2, dina: [Array], volume: [Array] },
    '7': { cnt: 1, dina: [Array], volume: [Array] },
    '9': { cnt: 1, dina: [Array], volume: [Array] },
    '10': { cnt: 1, dina: [Array], volume: [Array] },
    '15': { cnt: 1, dina: [Array], volume: [Array] },
    '29': { cnt: 1, dina: [Array], volume: [Array] },
    '-3': { cnt: 7, dina: [Array], volume: [Array] },
    '-18': { cnt: 1, dina: [Array], volume: [Array] },
    '-7': { cnt: 2, dina: [Array], volume: [Array] },
    '-5': { cnt: 1, dina: [Array], volume: [Array] },
    '-10': { cnt: 1, dina: [Array], volume: [Array] },
    '-9': { cnt: 3, dina: [Array], volume: [Array] },
    '-12': { cnt: 1, dina: [Array], volume: [Array] },
    '-2': { cnt: 8, dina: [Array], volume: [Array] },
    '-8': { cnt: 4, dina: [Array], volume: [Array] },
    '-1': { cnt: 5, dina: [Array], volume: [Array] },
    '-19': { cnt: 1, dina: [Array], volume: [Array] }
  },
  cMin: 29,
  cPlus: 12,
  minVol: 224246,
  maxVol: 15374442
}
{
  uid: '127361c2-32ec-448c-b3ec-602166f537ea',
  ticker: 'POLY',
  jeneng: 'Polymetal',
  stat: {
    '1': { cnt: 8, dina: [Array], volume: [Array] },
    '2': { cnt: 5, dina: [Array], volume: [Array] },
    '3': { cnt: 1, dina: [Array], volume: [Array] },
    '4': { cnt: 1, dina: [Array], volume: [Array] },
    '5': { cnt: 1, dina: [Array], volume: [Array] },
    '6': { cnt: 1, dina: [Array], volume: [Array] },
    '17': { cnt: 1, dina: [Array], volume: [Array] },
    '-1': { cnt: 17, dina: [Array], volume: [Array] },
    '-17': { cnt: 1, dina: [Array], volume: [Array] },
    '-21': { cnt: 1, dina: [Array], volume: [Array] },
    '-8': { cnt: 1, dina: [Array], volume: [Array] },
    '-3': { cnt: 4, dina: [Array], volume: [Array] },
    '-2': { cnt: 1, dina: [Array], volume: [Array] },
    '-5': { cnt: 1, dina: [Array], volume: [Array] }
  },
  cMin: 9,
  cPlus: 10,
  minVol: 145744,
  maxVol: 19412247
}
{
  uid: '7bedd86b-478d-4742-a28c-29d27f8dbc7d',
  ticker: 'SGZH',
  jeneng: 'Segezha',
  stat: {
    '1': { cnt: 10, dina: [Array], volume: [Array] },
    '2': { cnt: 6, dina: [Array], volume: [Array] },
    '3': { cnt: 2, dina: [Array], volume: [Array] },
    '5': { cnt: 1, dina: [Array], volume: [Array] },
    '11': { cnt: 1, dina: [Array], volume: [Array] },
    '-1': { cnt: 13, dina: [Array], volume: [Array] },
    '-6': { cnt: 1, dina: [Array], volume: [Array] },
    '-5': { cnt: 2, dina: [Array], volume: [Array] },
    '-3': { cnt: 6, dina: [Array], volume: [Array] },
    '-2': { cnt: 5, dina: [Array], volume: [Array] },
    '-4': { cnt: 1, dina: [Array], volume: [Array] }
  },
  cMin: 15,
  cPlus: 10,
  minVol: 490940,
  maxVol: 23752388
}
{
  uid: '8e2b0325-0292-4654-8a18-4f63ed3b0e09',
  ticker: 'VTBR',
  jeneng: 'VTB Bank',
  stat: {
    '1': { cnt: 13, dina: [Array], volume: [Array] },
    '2': { cnt: 1, dina: [Array], volume: [Array] },
    '3': { cnt: 3, dina: [Array], volume: [Array] },
    '4': { cnt: 2, dina: [Array], volume: [Array] },
    '-1': { cnt: 23, dina: [Array], volume: [Array] },
    '-2': { cnt: 5, dina: [Array], volume: [Array] },
    '-5': { cnt: 1, dina: [Array], volume: [Array] },
    '-4': { cnt: 1, dina: [Array], volume: [Array] }
  },
  cMin: 7,
  cPlus: 6,
  minVol: 2986414,
  maxVol: 18656181
}

Saham TOP mudhun 2% utawa luwih saben dina

{
  uid: '5a3a39f4-3bd5-47a2-8719-ce3e203fd10d',
  ticker: 'GRNT',
  jeneng: 'Urban Innovative Technologies',
  stat: {
    '1': { cnt: 5, dina: [Array], volume: [Array] },
    '2': { cnt: 1, dina: [Array], volume: [Array] },
    '3': { cnt: 4, dina: [Array], volume: [Array] },
    '4': { cnt: 1, dina: [Array], volume: [Array] },
    '5': { cnt: 2, dina: [Array], volume: [Array] },
    '6': { cnt: 1, dina: [Array], volume: [Array] },
    '11': { cnt: 1, dina: [Array], volume: [Array] },
    '14': { cnt: 1, dina: [Array], volume: [Array] },
    '15': { cnt: 1, dina: [Array], volume: [Array] },
    '22': { cnt: 1, dina: [Array], volume: [Array] },
    '24': { cnt: 1, dina: [Array], volume: [Array] },
    '34': { cnt: 1, dina: [Array], volume: [Array] },
    '-45': { cnt: 1, dina: [Array], volume: [Array] },
    '-48': { cnt: 1, dina: [Array], volume: [Array] },
    '-12': { cnt: 1, dina: [Array], volume: [Array] },
    '-20': { cnt: 2, dina: [Array], volume: [Array] },
    '-42': { cnt: 1, dina: [Array], volume: [Array] },
    '-13': { cnt: 3, dina: [Array], volume: [Array] },
    '-11': { cnt: 2, dina: [Array], volume: [Array] },
    '-9': { cnt: 3, dina: [Array], volume: [Array] },
    '-7': { cnt: 2, dina: [Array], volume: [Array] },
    '-22': { cnt: 1, dina: [Array], volume: [Array] },
    '-15': { cnt: 1, dina: [Array], volume: [Array] },
    '-10': { cnt: 2, dina: [Array], volume: [Array] },
    '-8': { cnt: 2, dina: [Array], volume: [Array] },
    '-6': { cnt: 2, dina: [Array], volume: [Array] },
    '-5': { cnt: 1, dina: [Array], volume: [Array] },
    '-4': { cnt: 3, dina: [Array], volume: [Array] },
    '-3': { cnt: 4, dina: [Array], volume: [Array] },
    '-1': { cnt: 4, dina: [Array], volume: [Array] },
    '-28': { cnt: 1, dina: [Array], volume: [Array] },
    '-2': { cnt: 4, dina: [Array], volume: [Array] }
  },
  cMin: 37,
  cPlus: 15,
  minVol: 3652622,
  maxVol: 451442668
}
{
  uid: '85d3979a-8e8c-4652-8b61-2c020613ee70',
  ticker: 'ORUP',
  jeneng: 'Footwear of Russia',
  stat: {
    '1': { cnt: 7, dina: [Array], volume: [Array] },
    '2': { cnt: 3, dina: [Array], volume: [Array] },
    '3': { cnt: 2, dina: [Array], volume: [Array] },
    '6': { cnt: 2, dina: [Array], volume: [Array] },
    '7': { cnt: 1, dina: [Array], volume: [Array] },
    '9': { cnt: 1, dina: [Array], volume: [Array] },
    '10': { cnt: 1, dina: [Array], volume: [Array] },
    '15': { cnt: 1, dina: [Array], volume: [Array] },
    '29': { cnt: 1, dina: [Array], volume: [Array] },
    '-3': { cnt: 7, dina: [Array], volume: [Array] },
    '-18': { cnt: 1, dina: [Array], volume: [Array] },
    '-7': { cnt: 2, dina: [Array], volume: [Array] },
    '-5': { cnt: 1, dina: [Array], volume: [Array] },
    '-10': { cnt: 1, dina: [Array], volume: [Array] },
    '-9': { cnt: 3, dina: [Array], volume: [Array] },
    '-12': { cnt: 1, dina: [Array], volume: [Array] },
    '-2': { cnt: 8, dina: [Array], volume: [Array] },
    '-8': { cnt: 4, dina: [Array], volume: [Array] },
    '-1': { cnt: 5, dina: [Array], volume: [Array] },
    '-19': { cnt: 1, dina: [Array], volume: [Array] }
  },
  cMin: 29,
  cPlus: 12,
  minVol: 224246,
  maxVol: 15374442
}
{
  uid: 'a8dc188b-cae8-40c0-99e8-f561f4339751',
  ticker: 'UWGN',
  jeneng: 'HVAC',
  stat: {
    '1': { cnt: 3, dina: [Array], volume: [Array] },
    '2': { cnt: 4, dina: [Array], volume: [Array] },
    '4': { cnt: 5, dina: [Array], volume: [Array] },
    '5': { cnt: 2, dina: [Array], volume: [Array] },
    '6': { cnt: 2, dina: [Array], volume: [Array] },
    '7': { cnt: 5, dina: [Array], volume: [Array] },
    '9': { cnt: 2, dina: [Array], volume: [Array] },
    '10': { cnt: 1, dina: [Array], volume: [Array] },
    '16': { cnt: 1, dina: [Array], volume: [Array] },
    '-2': { cnt: 2, dina: [Array], volume: [Array] },
    '-16': { cnt: 1, dina: [Array], volume: [Array] },
    '-58': { cnt: 1, dina: [Array], volume: [Array] },
    '-34': { cnt: 1, dina: [Array], volume: [Array] },
    '-4': { cnt: 4, dina: [Array], volume: [Array] },
    '-3': { cnt: 4, dina: [Array], volume: [Array] },
    '-1': { cnt: 7, dina: [Array], volume: [Array] },
    '-12': { cnt: 1, dina: [Array], volume: [Array] },
    '-42': { cnt: 1, dina: [Array], volume: [Array] },
    '-13': { cnt: 1, dina: [Array], volume: [Array] },
    '-5': { cnt: 3, dina: [Array], volume: [Array] },
    '-10': { cnt: 2, dina: [Array], volume: [Array] },
    '-7': { cnt: 1, dina: [Array], volume: [Array] },
    '-8': { cnt: 1, dina: [Array], volume: [Array] }
  },
  cMin: 23,
  cPlus: 22,
  minVol: 1080299,
  maxVol: 148541205
}
{
  uid: '7bedd86b-478d-4742-a28c-29d27f8dbc7d',
  ticker: 'SGZH',
  jeneng: 'Segezha',
  stat: {
    '1': { cnt: 10, dina: [Array], volume: [Array] },
    '2': { cnt: 6, dina: [Array], volume: [Array] },
    '3': { cnt: 2, dina: [Array], volume: [Array] },
    '5': { cnt: 1, dina: [Array], volume: [Array] },
    '11': { cnt: 1, dina: [Array], volume: [Array] },
    '-1': { cnt: 13, dina: [Array], volume: [Array] },
    '-6': { cnt: 1, dina: [Array], volume: [Array] },
    '-5': { cnt: 2, dina: [Array], volume: [Array] },
    '-3': { cnt: 6, dina: [Array], volume: [Array] },
    '-2': { cnt: 5, dina: [Array], volume: [Array] },
    '-4': { cnt: 1, dina: [Array], volume: [Array] }
  },
  cMin: 15,
  cPlus: 10,
  minVol: 490940,
  maxVol: 23752388
}
{
  uid: 'eb4ba863-e85f-4f80-8c29-f2627938ee58',
  ticker: 'MTLR',
  jeneng: 'Mechel',
  stat: {
    '1': { cnt: 7, dina: [Array], volume: [Array] },
    '2': { cnt: 3, dina: [Array], volume: [Array] },
    '3': { cnt: 4, dina: [Array], volume: [Array] },
    '4': { cnt: 5, dina: [Array], volume: [Array] },
    '5': { cnt: 3, dina: [Array], volume: [Array] },
    '-2': { cnt: 6, dina: [Array], volume: [Array] },
    '-1': { cnt: 15, dina: [Array], volume: [Array] },
    '-4': { cnt: 4, dina: [Array], volume: [Array] },
    '-6': { cnt: 2, dina: [Array], volume: [Array] },
    '-3': { cnt: 2, dina: [Array], volume: [Array] }
  },
  cMin: 14,
  cPlus: 15,
  minVol: 3683364,
  maxVol: 85606616
}
{
  uid: '127361c2-32ec-448c-b3ec-602166f537ea',
  ticker: 'POLY',
  jeneng: 'Polymetal',
  stat: {
    '1': { cnt: 8, dina: [Array], volume: [Array] },
    '2': { cnt: 5, dina: [Array], volume: [Array] },
    '3': { cnt: 1, dina: [Array], volume: [Array] },
    '4': { cnt: 1, dina: [Array], volume: [Array] },
    '5': { cnt: 1, dina: [Array], volume: [Array] },
    '6': { cnt: 1, dina: [Array], volume: [Array] },
    '17': { cnt: 1, dina: [Array], volume: [Array] },
    '-1': { cnt: 17, dina: [Array], volume: [Array] },
    '-17': { cnt: 1, dina: [Array], volume: [Array] },
    '-21': { cnt: 1, dina: [Array], volume: [Array] },
    '-8': { cnt: 1, dina: [Array], volume: [Array] },
    '-3': { cnt: 4, dina: [Array], volume: [Array] },
    '-2': { cnt: 1, dina: [Array], volume: [Array] },
    '-5': { cnt: 1, dina: [Array], volume: [Array] }
  },
  cMin: 9,
  cPlus: 10,
  minVol: 145744,
  maxVol: 19412247
}
{
  uid: '8e2b0325-0292-4654-8a18-4f63ed3b0e09',
  ticker: 'VTBR',
  jeneng: 'VTB Bank',
  stat: {
    '1': { cnt: 13, dina: [Array], volume: [Array] },
    '2': { cnt: 1, dina: [Array], volume: [Array] },
    '3': { cnt: 3, dina: [Array], volume: [Array] },
    '4': { cnt: 2, dina: [Array], volume: [Array] },
    '-1': { cnt: 23, dina: [Array], volume: [Array] },
    '-2': { cnt: 5, dina: [Array], volume: [Array] },
    '-5': { cnt: 1, dina: [Array], volume: [Array] },
    '-4': { cnt: 1, dina: [Array], volume: [Array] }
  },
  cMin: 7,
  cPlus: 6,
  minVol: 2986414,
  maxVol: 18656181
}

   

Korelasi pertumbuhan 90 dina 2% utawa luwih saben dina

Gerakan bebarengan karo Detsky Mir (DSKY) DEK (DVEC) Red October (KROT) Gerakan bebarengan karo Kazanorgsintez – saham biasa (KZOS) TNS Energo Voronezh (VRSB) Gerakan bebarengan karo Samolet Group of Companies (SMLT) Mechel – saham Preferred (MTLRP) Gerakan bebarengan karo Saratov Refinery – saham pilihan (KRKNP) United Aircraft Corporation (UNAC) Gerakan bebarengan karo Inter RAO UES (IRAO) Yakovlev (IRKT) LSR Group (LSRG) FESCO (FESH) Gerakan bebarengan karo Sber Bank (SBER) Sber Bank – saham preferen (SBERP) Gerakan bebarengan karo MTS (MTSS) Ibu lan Anak (MDMG) Novoship – JSC (NOMP) Gerakan bebarengan karo LUKOIL (LKOH) SOLLERS (SVAV) Ibu lan Anak (MDMG) DEK (DVEC) DVMP (FESH) Unipro (UPRO ) NMTP (NMTP) Moving together with RUSAL (RUAL) En+ (ENPG) Yakovlev (IRKT) United Aircraft Corporation (UNAC) Kazanorgsintez – preferred shares (KZOSP) VTB Bank (VTBR) NKHP (NKHP) GTM (GTRK) NLMK ( NLMK) ) Gerakan Udmurtneft (UDMN) Surgutneftegaz (SNGS) bebarengan karo tanduran PhosAgro (PHOR) Krasnogorsk jenenge. S.A. Zvereva – saham preferred (KZIZP) IDGC saka Volga (MRKV) VK (VKCO) Tattelecom (TTLK) SOLLERS (SVAV) EL5-Energo (ELFV) Belon (BLNG) ChZPSN (PRFN) NKHP (NKHP) GTM (GTRK) M.video ( MVID) Permenergosbyt – saham preferred (PMSBP) Mechel (MTLR) DEK (DVEC) TGK-14 (TGKN) Pusat Rosseti (MRKC) FSK Rosseti (FEES) Perusahaan Penjualan Kaluga (KLSB) Rosseti North-West (MRKZ) Surgutneftegaz – preferred saham (SNGSP) Raspadskaya (RASP) TNS Energo Voronezh (VRSB) Segezha (SGZH) IDGC Siberia (MRKS) Rusolovo (ROLO) Polyus (PLZL) Perusahaan Pembangkit Kedua Pasar Listrik Grosir (OGKB) Ashinsky Metallurgical Plant (AMEZ) TGC -2 – saham preferen (TGKBP) Rosneft (ROSN) EuroTrans (EUTR) Mechel – Saham Preferensi (MTLRP) Pipe Metallurgical Company (TRMK) Softline (SOFL) Rosseti Ural (MRKU) IDGC of the South (MRKY) Movement bebarengan karo Norilsk Nickel (GMKN) Yakovlev (IRKT) United Aircraft Corporation (UNAC) LSR Group (LSRG) Etalon Group PLC GDR (ETLN) HeadHunter Group PLC (HHRU) MGTS – saham preferen (MGTSP) ALROSA (ALRS) Mechel (MTLR) Gazprom (GAZP) Rostelecom (RTKM) Inter RAO UES (IRAO) Grup Novabev (BELU) FESCO (FESH) Perusahaan Penghasil Kedua Pasar Listrik Grosir (OGKB) Globaltrans Investment PLC (GLTR) Udmurtneft (UDMN) MKB (CBOM) EuroTrans (EUTR) Mechel – Saham Preferensi (MTLRP) Pipe Metallurgical Company ( TRMK) Saratov Oil Refinery – saham preferen (KRKNP) Gerakan bebarengan karo Rosseti Center lan Wilayah Volga (MRKP) NKHP (NKHP) DEK (DVEC) Permenergosbyt (PMSB) Gerakan bebarengan karo Lenenergo – saham preferred (LSNGP) Kaluga Sales Company (KLSB)  

Korelasi penurunan 90 dina 2% utawa luwih saben dina

Gerakan bebarengan karo FSK Rosseti (FEES) IDGC saka Siberia (MRKS) Gerakan bebarengan karo Pusat Rosseti lan Wilayah Volga (MRKP) Fix Price Group (FIXP) ChZPSN (PRFN) Gerakan Rusolovo (ROLO) bebarengan karo Lenta (LENT) SOLLERS (SVAV) Kaluga Sales company (KLSB) Movement bebarengan karo Samolet Group (SMLT) Yakovlev (IRKT) Cian ADR (CIAN) GTM (GTRK) Red October (KROT) Movement bebarengan karo Sovcomflot (FLOT) Globaltrans Investment PLC (GLTR) Movement bebarengan karo Rosseti Moscow wilayah ( MSRS) SOLLERS (SVAV) Lenenergo (LSNG) Gerakan bebarengan karo VTB Bank (VTBR) SOLLERS (SVAV) Gerakan bebarengan karo MTS (MTSS) NCSP (NMTP) Gerakan bebarengan karo Bashneft – saham preferred (BANEP) Roseti North-West ( MRKZ) FESH (FESH) IDGC saka Kidul (MRKY) Moving together with RUSAL (RUAL) YAEK (YAKG) Rosseti North-West (MRKZ) Ashinsky Metallurgical Plant (AMEZ) Moving together with Inter RAO UES (IRAO) En+ (ENPG) VSMPO-AVISMA ( VSMO) SOLLERS (SVAV) tanduran Krasnogorsk dijenengi sawise. S.A. Zvereva – JSC (KZIZ) Fix Price Group (FIXP) MGTS – saham preferred (MGTSP) Slavneft (SLAV) ChZPSN (PRFN) Aeroflot (AFLT) RUSAL (RUAL) Obuv Rossii (ORUP) TGK-14 (TGKN) Lenenergo (LSNG) YAEK (YAKG) Rosseti Moscow Region (MSRS) Rosseti North-West (MRKZ) Novoship – saham preferred (NOMPP) Unipro (UPRO) Globaltrans Investment PLC (GLTR) NCSP (NMTP) Ashinsky Metallurgical Plant (AMEZ) Saratov Refinery – saham preferred ( KRKNP ) Gerakan bebarengan karo Lenenergo – saham preferen (LSNGP) Ufaorgsintez – saham preferen (UFOSP) SOLLERS (SVAV) NITEL (NTZL) CHZPSN (PRFN) Aeroflot (AFLT) DEK (DVEC) Lenenergo (LSNG) Rosseti North-West (MRKZ) Gerakan Unipro (UPRO) NMTP (NMTP) bebarengan karo 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 of Siberia (MRKS) Globaltrans Investment PLC (GLTR) Ashinsky Metallurgical Plant (AMEZ) ) IDGC of the South (MRKY) Movement bebarengan karo Rosneft (ROSN) Etalon Group PLC GDR (ETLN) Seligdar (SELG) Obuv Rossii (ORUP) Bank St. Petersburg (BSPB) Rosseti North-West (MRKZ) FESCO (FESH) Unipro (UPRO ) Gerakan bebarengan karo Rostelecom – Saham Preferensi (RTKMP) SOLLERS (SVAV) Etalon Group PLC GDR (ETLN) HeadHunter Group PLC (HHRU) Kaluga Sales Company (KLSB) RussNeft (RNFT) FESCO (FESH) NCSP ( NMTP) Gerakan Surgutneftegaz (SNGS) bebarengan karo PhosAgro (PHOR)En+ (ENPG) Ufaorgsintez – saham preferred (UFOSP) Yakovlev (IRKT) IDGC saka Volga (MRKV) VSMPO-AVISMA (VSMO) United Aircraft Corporation (UNAC) LSR Group (LSRG) VK (VKCO) Tattelecom (TTLK) Central Telegraph (CNTL) ) ) SOLLERS (SVAV) tanduran Krasnogorsk dijenengi sawise. S.A. Zvereva – JSC (KZIZ) Etalon Group PLC GDR (ETLN) Rostelecom – Saham Preferensi (RTKMP) Kazanorgsintez – Saham Preferensi (KZOSP) Whoosh (WUSH) KAMAZ (KMAZ) Kazanorgsintez – Saham Biasa (KZOS) United Medical Group (GEMC) Fix Price Group (FIXP) HeadHunter Group PLC (HHRU) Lenzoloto (LNZL) MGTS – saham preferen (MGTSP) EL5-Energo (ELFV) Seligdar (SELG) Tatneft – saham preferen (TATNP) Slavneft (SLAV) NITEL (NTZL) Belon (BLNG) CHZPSN (PRFN) Urban Innovative Technologies (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) Ibu lan anak (MDMG) Bashneft – saham preferred (BANEP) Pusat Rosseti lan Wilayah Volga (MRKP) Sovcomflot (FLOT) Permenergosbyt – saham preferred (PMSBP) Tatneft (TATN) X5 RetailGroup GDR (FIVE) Mechel (MTLR) DEK (DVEC) Sber Bank – saham preferred (SBERP) Rostelecom (RTKM) Bank St. Petersburg (BSPB) MTS (MTSS) Astra Group (ASTR) TGK-14 (TGKN) RKK Energy dijenengi S.P. Korolev (RKKE) Lenenergo (LSNG) Rosseti Center ( MRKC) FSK Rosseti (FEES) Krasny Oktyabr (KROT) Permenergosbyt (PMSB) YATEK (YAKG) TGK-2 (TGKB) Kaluga Sales Company (KLSB) ChMK (CHMK) ZIL – saham preferen (ZILLP) RussNeft (RNFT) wilayah Rosseti Moscow (MSRS) Rosseti North-West (MRKZ) QIWI (QIWI) Inter RAO UES (IRAO) RusHydro (HYDR) NLMK (NLMK) Novabev Group (BELU) TCS Group (TCSG) Surgutneftegaz – saham preferen (SNGSP) Yandex (YNDX) FESCO (FESH) NOVATEK (NVTK) YuUNK (UNKL) Nizhnekamskneftekhim (NKNC) Novoship – saham preferen (NOMPP) TNS energo Voronezh (VRSB) Segezha (SGZH) Lenenergo – saham preferen (LSNGP) Norilsk Nickel (GMKN) Moscow Exchange (MOEX)pro (UPRO) IDGC of Siberia (MRKS) Rusolovo (ROLO) Mosenergo (MSNG) AFK Sistema (AFKS) Polyus (PLZL) Ozon Holdings PLC (OZON) LUKOIL (LKOH) Second Generating Company of the Wholesale Electricity Market (OGKB) Globaltrans Investment PLC (GLTR) Udmurtneft (UDMN) NCSP (NMTP) TGK-1 (TGKA) Surgutneftegaz (SNGS) Asha Metallurgical Plant (AMEZ) AbrauDurso (ABRD) Central Telegraph – saham preferen (CNTLP) PIK (PIKK) Rosneft (ROSN) EuroTrans (EUTR ) Mechel – saham Preferred (MTLRP) Pipe Metallurgical Company (TRMK) IDGC of the South (MRKY) Saratov Refinery – Preferred shares (KRKNP) Severstal (CHMF) Movement bebarengan karo Tatneft – preferred shares (TATNP)Etalon Group PLC GDR (ETLN) Seligdar (SELG) Obuv Rossii (ORUP) Tatneft (TATN) X5 RetailGroup GDR (FIVE) Rostelecom (RTKM) Bank St. Petersburg (BSPB) RussNeft (RNFT) Rosseti North-West (MRKZ) RusHydro ( HYDR) Surgutneftegaz – saham preferred (SNGSP) Yandex (YNDX) FESCO (FESH) NOVATEK (NVTK) Unipro (UPRO) NCSP (NMTP) Surgutneftegaz (SNGS) Rosneft (ROSN) Movement bebarengan karo Sber Bank (SBER) Yakovlev (IRKT) United perusahaan pesawat (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 (FIVE) Sber Bank – saham preferen (SBERP) Bank St. Petersburg (BSPB) TGK-14 (TGKN) Lenenergo (LSNG) Rosseti Center (MRKC) FGC Rosseti (FEES) YAEK (YAKG) Kaluga Sales Company (KLSB) RussNeft (RNFT) Rosseti North-West (MRKZ) QIWI (QIWI) FESH (FESH) YuUNK (UNKL) Unipro (UPRO) IDGC of Siberia (MRKS) Polyus (PLZL) Globaltrans Investment PLC (GLTR) NMTP (NMTP) Ashinsky Metallurgical Plant (AMEZ) IDGC of the South (MRKY) Movement with Tatneft (TATN) Etalon Group PLC GDR (ETLN) X5 RetailGroup GDR (FIVE) Bank St. Petersburg (BSPB) RussNeft (RNFT) Rosset North-West (MRKZ) ) FESCO (FESH) ) Gerakan Unipro (UPRO) NCSP (NMTP) bebarengan karo Sber Bank – saham preferen (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 (FIVE) Bank St. Petersburg (BSPB) TGK-14 (TGKN) ) Lenenergo (LSNG) Rosseti Center (MRKC) FGC Rosseti (FEES) YATEK (YAKG) Kaluga Sales Company (KLSB) RussNeft (RNFT) Rosseti North-West (MRKZ) QIWI (QIWI) FESH (FESH) UNKL (UNKL) Unipro ( UPRO) IDGC of Siberia (MRKS) Polyus (PLZL) Globaltrans Investment PLC (GLTR) NCSP (NMTP) Ashinsky Metallurgical Plant (AMEZ) IDGC of the South (MRKY) Movement bebarengan karo Novabev Group (BELU) Yakovlev (IRKT) Gerakan bebarengan karo Nikel Norilsk (GMKN) )En+ (ENPG) Ufaorgsintez – saham preferred (UFOSP) Yakovlev (IRKT) IDGC saka Volga (MRKV) VSMPO-AVISMA (VSMO) United Aircraft Corporation (UNAC) LSR Group (LSRG) VK (VKCO) Tattelecom (TTLK) Central Telegraph (CNTL) ) ) SOLLERS (SVAV) tanduran Krasnogorsk dijenengi sawise. S.A. Zvereva – JSC (KZIZ) Etalon Group PLC GDR (ETLN) Rostelecom – Saham Preferensi (RTKMP) Kazanorgsintez – Saham Preferensi (KZOSP) Whoosh (WUSH) KAMAZ (KMAZ) Kazanorgsintez – Saham Biasa (KZOS) United Medical Group (GEMC) Fix Price Group (FIXP) PhosAgro (PHOR) HeadHunter Group PLC (HHRU) Lenzoloto (LNZL) MGTS – saham preferen (MGTSP) EL5-Energo (ELFV) Seligdar (SELG) Tatneft – saham preferen (TATNP) Slavneft (SLAV) NITEL (NTZL) Belon (BLNG) CHZPSN (PRFN) Urban Innovative Technologies (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) Ibu lan Anak (MDMG) Bashneft – saham preferred (BANEP) Rosseti Center lan Wilayah Volga (MRKP) Sovcomflot (FLOT) Permenergosbyt – saham preferred (PMSBP) Tatneft (TATN) X5 RetailGroup GDR (FIVE) Mechel (MTLR) DEK (DVEC) ) Sber Bank – saham preferred (SBERP) Rostelecom (RTKM) Bank St Petersburg (BSPB) MTS (MTSS) Astra Group (ASTR) TGK-14 (TGKN) RKK Energy dijenengi 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 – saham preferred (ZILLP) RussNeft ( RNFT ) Rosseti Moscow region (MSRS) Rosseti North-West (MRKZ) QIWI (QIWI) Inter RAO UES (IRAO) RusHydro (HYDR) NLMK (NLMK) Novabev Group (BELU) TCS Group (TCSG) Surgutneftegaz – saham preferred (SNGSP) Yandex (YNDX) FESH (FESH) NOVATEK (NVTK) YuUNK (UNKL) Nizhnekamskneftekhim (NKNC) Novoship – saham preferen (NOMPP) TNS energo Voronezh (VRSB) Segezha (SGZH) Lenenergo – saham preferen (LSNGP) Moscow Exchange (MOEX) ( UPRO) IDGC of Siberia (MRKS) Rusolovo (ROLO) Mosenergo (MSNG) AFK Sistema (AFKS) Polyus (PLZL) Ozon Holdings PLC (OZON) LUKOIL (LKOH) Second Generating Company of the Wholesale Electricity Market (OGKB) Globaltrans Investment PLC (GLTR) Udmurtneft (UDMN) NCSP (NMTP) TGK-1 (TGKA) Surgutneftegaz (SNGS) Asha Metallurgical Plant (AMEZ) AbrauDurso (ABRD) Central Telegraph – saham preferen (CNTLP) PIK (PIKK) Rosneft (ROSN) EuroTrans (EUTR ) Mechel – saham Preferred (MTLRP) Pipe Metallurgical Company (TRMK) IDGC of the South (MRKY) Saratov Refinery – Preferred shares (KRKNP) Severstal (CHMF) Movement bebarengan karo LUKOIL (LKOH)En+ (ENPG) Yakovlev (IRKT) United Aircraft Corporation (UNAC) VK (VKCO) Tattelecom (TTLK) SOLLERS (SVAV) Etalon Group PLC GDR (ETLN) Rostelecom – Saham Preferred (RTKMP) Whoosh (WUSH) KAMAZ (KMAZ) Fix Price Group (FIXP) HeadHunter Group PLC (HHRU) Seligdar (SELG) Tatneft – saham preferen (TATNP) ChZPSN (PRFN) Magnitogorsk Iron and Steel Works (MAGN) Obuv Rossii (ORUP) Sber Bank (SBER) Bashneft – saham preferred (BANEP) Sovcomflot (FLOT) Tatneft (TATN) X5 RetailGroup GDR (FIVE) Sber Bank – saham preferen (SBERP) Rostelecom (RTKM) Bank St. Petersburg (BSPB) TGK-14 (TGKN) Lenenergo (LSNG) Rosseti Center (MRKC) FSK Roseti ( FEES) YAEK (YAKG) Kaluga Sales Company (KLSB) RussNeft (RNFT) Rosseti North-West (MRKZ) QIWI (QIWI) RusHydro (HYDR) TCS Group (TCSG) Surgutneftegaz – saham preferen (SNGSP) Yandex (YNDX) FESCO ( FESH) ) NOVATEK (NVTK) YuUNK (UNKL) Unipro (UPRO) IDGC of Siberia (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 of the South (MRKY) Saratov Oil Refinery – saham preferred (KRKNP) Gerakan bebarengan karo Transneft – saham preferred (TRNFP) Krasnogorsk Plant dijenengi sawise. S.A. Zverev – saham preferred (KZIZP) Obneftegazgeologiya – saham preferred (OBNEP) Magnit (MGNT) SPB Exchange (SPBE) tanduran Krasnogorsk jenenge. S.A. Zvereva – JSC (KZIZ) Etalon Group PLC GDR (ETLN) United medical group (GEMC) MGTS – saham preferen (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 – saham preferen (NOMPP) Unipro (UPRO) NCSP ( NMTP) Surgutneftegaz (SNGS) Rosneft (ROSN) Moving with Gazprom (GAZP)Yakovlev (IRKT) United Aircraft Corporation (UNAC) Tattelecom (TTLK) SOLLERS (SVAV) SPB Exchange (SPBE) Etalon Group PLC GDR (ETLN) Rostelecom – Preferred Shares (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 – saham preferen (BANEP) Sovcomflot (FLOT) Mostotrest (MSTT) DEK (DVEC) Bank St. Petersburg (BSPB) Lenenergo (LSNG) Rosseti Center (MRKC) Positive Technologies (POSI) FGC Rosseti (FEES) YAEK (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 of Siberia (MRKS) Polyus (PLZL) Globaltrans Investment PLC (GLTR) NCSP (NMTP) Surgutneftegaz (SNGS) Ashinsky Metallurgical Plant (AMEZ) AbrauDurso (ABRD) Central Telegraph – saham preferred (CNTLP) Rosneft (ROSN) Rosseti Ural ( MRKU) IDGC of the South (MRKY) Saratov Refinery – saham preferen (KRKNP)

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