Statistik pertumbuhan, penurunan dan korelasi saham selama 90 hari

Saya bingung dengan pertanyaan saham mana yang paling banyak naik dan turun 2% per hari. Asalkan harga penutupan hari itu harus lebih tinggi dari harga pembukaan sebesar 2% atau lebih. Pada saat yang sama, apa yang terjadi pada siang hari tidaklah penting. Eksperimen pertama menunjukkan bahwa para pemimpin adalah bagian dari eselon terjauh. Oleh karena itu, saya menguranginya berdasarkan volatilitas dan mendapatkan TOP berikut, yang diberikan di bawah ini. Selanjutnya muncul pertanyaan: saham mana yang berkorelasi satu sama lain dalam pertumbuhan dan penurunan? Saya kumpulkan sampel saham seperti itu, drum roll… selama 365 hari, hanya SBER + SBERP yang berkorelasi satu lawan satu. Selama 180 hari terdapat sedikit penurunan lagi, namun sebagian besar terjadi penurunan secara umum, yang dapat dikaitkan dengan penurunan pasar secara umum. Oleh karena itu, daftar tersebut diberikan selama 90 hari. Kesimpulan apa yang bisa diambil? Jika PHOR bergerak sebesar 2%, maka anggaplah seluruh pasar bergerak)) Jika tidak, data menarik untuk mengotomatisasi perdagangan dan melengkapi penasihat. Skrip yang disiapkan untuk dimainkan sendiri di sini . Peluncurannya sangat mudah, Anda perlu menambahkan token ke konfigurasi lalu npx ts-node dan menentukan file ini.  

Cara membaca: ‘1’: { cnt: 3, hari: [Array], volume: [Array] }, ‘1’ – pergerakan dalam persentase cnt: 3 – jumlah hari tersebut cPlus: 22 – jumlah hari dengan pertumbuhan cMin: 23 — jumlah hari dengan musim gugur

Saham TOP tumbuh sebesar 2% atau lebih per hari

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

Saham TOP turun 2% atau lebih per hari

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

   

Korelasi pertumbuhan 90 hari sebesar 2% atau lebih per hari

Gerakan bersama Detsky Mir (DSKY) DEK (DVEC) Red October (KROT) Gerakan bersama Kazanorgsintez – saham biasa (KZOS) TNS Energo Voronezh (VRSB) Gerakan bersama Samolet Group of Companies (SMLT) Mechel – Saham preferen (MTLRP) Gerakan bersama dengan Kilang Saratov – saham preferen (KRKNP) Gerakan United Aircraft Corporation (UNAC) bersama dengan Inter RAO UES (IRAO) Yakovlev (IRKT) LSR Group (LSRG) FESCO (FESH) Gerakan bersama dengan Sber Bank (SBER) Sber Bank – Gerakan saham preferen (SBERP) bersama MTS (MTSS) Ibu dan Anak (MDMG) Novoship – JSC (NOMP) Gerakan bersama LUKOIL (LKOH) SOLLERS (SVAV) Ibu dan Anak (MDMG) DEK (DVEC) DVMP (FESH) Unipro (UPRO ) NMTP (NMTP) Bergerak bersama dengan RUSAL (RUAL) En+ (ENPG) Yakovlev (IRKT) United Aircraft Corporation (UNAC) Kazanorgsintez – saham preferen (KZOSP) VTB Bank (VTBR) NKHP (NKHP) GTM (GTRK) NLMK ( NLMK) ) Gerakan Udmurtneft (UDMN) Surgutneftegaz (SNGS) bersama dengan pabrik PhosAgro (PHOR) Krasnogorsk dinamai demikian. S.A. Zvereva – saham preferen (KZIZP) IDGC dari Volga (MRKV) VK (VKCO) Tattelecom (TTLK) SOLLERS (SVAV) EL5-Energo (ELFV) Belon (BLNG) ChZPSN (PRFN) NKHP (NKHP) GTM (GTRK) M.video ( MVID) Permenergosbyt – saham preferen (PMSBP) Mechel (MTLR) DEK (DVEC) TGK-14 (TGKN) Rosseti Center (MRKC) FSK Rosseti (FEES) Perusahaan Penjualan Kaluga (KLSB) Rosseti North-West (MRKZ) Surgutneftegaz – disukai saham (SNGSP) Raspadskaya (RASP) TNS Energo Voronezh (VRSB) Segezha (SGZH) IDGC Siberia (MRKS) Rusolovo (ROLO) Polyus (PLZL) Perusahaan Pembangkit Kedua Pasar Listrik Grosir (OGKB) Pabrik Metalurgi Ashinsky (AMEZ) TGC -2 – Saham Preferen (TGKBP) Rosneft (ROSN) EuroTrans (EUTR) Mechel – Saham Preferen (MTLRP) Perusahaan Metalurgi Pipa (TRMK) Softline (SOFL) Rosseti Ural (MRKU) IDGC of the South (MRKY) Movement bersama dengan 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) Novabev Group (BELU) FESCO (FESH) Perusahaan Generasi Kedua Pasar Listrik Grosir (OGKB) Globaltrans Investment PLC (GLTR) Udmurtneft (UDMN) MKB (CBOM) EuroTrans (EUTR) Mechel – Saham Preferen (MTLRP) Perusahaan Metalurgi Pipa ( TRMK) Kilang Minyak Saratov – Gerakan saham preferen (KRKNP) bersama dengan Rosseti Center dan Wilayah Volga (MRKP) NKHP (NKHP) DEK (DVEC) Gerakan Permenergosbyt (PMSB) bersama Lenenergo – saham preferen (LSNGP) Perusahaan Penjualan Kaluga (KLSB)  

Korelasi penurunan 90 hari sebesar 2% atau lebih per hari

Gerakan bersama FSK Rosseti (FEES) IDGC Siberia (MRKS) Gerakan bersama Rosseti Center dan Wilayah Volga (MRKP) Fix Price Group (FIXP) ChZPSN (PRFN) Rusolovo (ROLO) Gerakan bersama Lenta (LENT) SOLLERS (SVAV) Gerakan Kaluga Sales company (KLSB) bersama Samolet Group (SMLT) Yakovlev (IRKT) Cian ADR (CIAN) GTM (GTRK) Gerakan Red October (KROT) bersama dengan Sovcomflot (FLOT) Gerakan Globaltrans Investment PLC (GLTR) bersama Rosseti Moscow wilayah ( MSRS) SOLLERS (SVAV) Lenenergo (LSNG) Gerakan bersama VTB Bank (VTBR) SOLLERS (SVAV) Gerakan bersama MTS (MTSS) NCSP (NMTP) Gerakan bersama Bashneft – saham preferen (BANEP) Rosseti North-West ( MRKZ) FESH (FESH) IDGC Selatan (MRKY) Bergerak bersama dengan RUSAL (RUAL) YATEK (YAKG) Rosseti North-West (MRKZ) Pabrik Metalurgi Ashinsky (AMEZ) Bergerak bersama dengan Inter RAO UES (IRAO) En+ (ENPG) VSMPO-AVISMA ( VSMO) SOLLERS (SVAV) Pabrik Krasnogorsk dinamai demikian. S.A. Zvereva – JSC (KZIZ) Fix Price Group (FIXP) MGTS – saham preferen (MGTSP) Slavneft (SLAV) ChZPSN (PRFN) Aeroflot (AFLT) RUSAL (RUAL) Obuv Rossii (ORUP) TGK-14 (TGKN) Lenenergo (LSNG) YATEK (YAKG) Rosseti Moscow Region (MSRS) Rosseti North-West (MRKZ) Novoship – saham preferen (NOMPP) Unipro (UPRO) Globaltrans Investment PLC (GLTR) NCSP (NMTP) Ashinsky Metallurgical Plant (AMEZ) Saratov Refinery – saham preferen ( KRKNP ) Gerakan bersama 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) bersama dengan 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) Perusahaan Penjualan Kaluga (KLSB) Rosseti North-West (MRKZ) QIWI (QIWI) FESCO (FESH) Unipro (UPRO) IDGC Siberia (MRKS) Globaltrans Investment PLC (GLTR) Ashinsky Metallurgical Pabrik (AMEZ) ) Gerakan IDGC Selatan (MRKY) bersama dengan 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 bersama Rostelecom – Saham Preferen (RTKMP) SOLLERS (SVAV) Etalon Group PLC GDR (ETLN) HeadHunter Group PLC (HHRU) Kaluga Sales Company (KLSB) RussNeft (RNFT) FESCO (FESH) NCSP ( Gerakan NMTP) Surgutneftegaz (SNGS) bersama dengan PhosAgro (PHOR)En+ (ENPG) Ufaorgsintez – saham preferen (UFOSP) Yakovlev (IRKT) IDGC dari Volga (MRKV) VSMPO-AVISMA (VSMO) United Aircraft Corporation (UNAC) LSR Group (LSRG) VK (VKCO) Tattelecom (TTLK) Central Telegraph (CNTL ) ) SOLLERS (SVAV) Pabrik Krasnogorsk dinamai demikian. S.A. Zvereva – JSC (KZIZ) Etalon Group PLC GDR (ETLN) Rostelecom – Saham Preferen (RTKMP) Kazanorgsintez – Saham Preferen (KZOSP) Whoosh (WUSH) KAMAZ (KMAZ) Kazanorgsintez – Saham Biasa (KZOS) United Medical Group (GEMC) Harga Tetap Grup (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) Teknologi Inovatif Perkotaan (GRNT) Pekerjaan Besi dan Baja Magnitogorsk (MAGN) VTB Bank (VTBR) Bashneft (BANE) Aeroflot (AFLT) Cyan ADR (CIAN) RUSAL (RUAL) Obuv Rossii (ORUP) Sber Bank (SBER) Ibu dan anak (MDMG) Bashneft – saham preferen (BANEP) Rosseti Center dan Wilayah Volga (MRKP) Sovcomflot (FLOT) Permenergosbyt – saham preferen (PMSBP) Tatneft (TATN) X5 RetailGroup GDR (LIMA) Mechel (MTLR) DEK (DVEC) Sber Bank – saham preferen (SBERP) Rostelecom (RTKM) Bank St. Petersburg (BSPB) MTS (MTSS) Grup Astra (ASTR) TGK-14 (TGKN) RKK Energy dinamai 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) Rosseti wilayah Moskow (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) Unipro (UPRO) IDGC Siberia (MRKS) Rusolovo (ROLO) Mosenergo (MSNG) AFK Sistema (AFKS) Polyus (PLZL) Ozon Holdings PLC (OZON) LUKOIL (LKOH) Perusahaan Pembangkit Kedua Pasar Listrik Grosir (OGKB) Globaltrans Investment PLC (GLTR) Udmurtneft (UDMN) NCSP (NMTP) TGK-1 (TGKA) Surgutneftegaz (SNGS) Pabrik Metalurgi Asha (AMEZ) AbrauDurso (ABRD) Central Telegraph – saham preferen (CNTLP) PIK (PIKK) Rosneft (ROSN) EuroTrans (EUTR ) Mechel – Saham preferen (MTLRP) Perusahaan Metalurgi Pipa (TRMK) IDGC Selatan (MRKY) Kilang Saratov – saham preferen (KRKNP) Gerakan Severstal (CHMF) bersama dengan Tatneft – saham preferen (TATNP)Grup Etalon PLC GDR (ETLN) Seligdar (SELG) Obuv Rossii (ORUP) Tatneft (TATN) X5 RetailGroup GDR (LIMA) Rostelecom (RTKM) Bank St. Petersburg (BSPB) RussNeft (RNFT) Rosseti North-West (MRKZ) RusHydro ( HYDR) Surgutneftegaz – saham preferen (SNGSP) Yandex (YNDX) FESCO (FESH) NOVATEK (NVTK) Unipro (UPRO) NCSP (NMTP) Surgutneftegaz (SNGS) Rosneft (ROSN) Movement bersama dengan Sber Bank (SBER) Yakovlev (IRKT) United perusahaan pesawat terbang (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 (LIMA) Sber Bank – saham preferen (SBERP) Bank St. Petersburg (BSPB) TGK-14 (TGKN) Lenenergo (LSNG) Rosseti Center (MRKC) FGC Rosseti (FEES) YATEK (YAKG) Perusahaan Penjualan Kaluga (KLSB) RussNeft (RNFT) Rosseti North-West (MRKZ) QIWI (QIWI) FESH (FESH) YuUNK (UNKL) Unipro (UPRO) IDGC Siberia (MRKS) Polyus (PLZL) Globaltrans Investment PLC (GLTR) NMTP (NMTP) Pabrik Metalurgi Ashinsky (AMEZ) IDGC Selatan (MRKY) Gerakan bersama dengan Tatneft (TATN) Etalon Group PLC GDR (ETLN) X5 RetailGroup GDR (LIMA) Bank St. Petersburg (BSPB) RussNeft (RNFT) Rosseti North-West (MRKZ ) FESCO (FESH) ) Gerakan Unipro (UPRO) NCSP (NMTP) bersama dengan 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 (LIMA) Bank St.Petersburg (BSPB) TGK-14 (TGKN) ) Lenenergo (LSNG) Rosseti Center (MRKC) FGC Rosseti (FEES) YATEK (YAKG) Perusahaan Penjualan Kaluga (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 bersama dengan Novabev Group (BELU) Yakovlev (IRKT) Gerakan bersama Norilsk Nickel (GMKN) )En+ (ENPG) Ufaorgsintez – saham preferen (UFOSP) Yakovlev (IRKT) IDGC dari Volga (MRKV) VSMPO-AVISMA (VSMO) United Aircraft Corporation (UNAC) LSR Group (LSRG) VK (VKCO) Tattelecom (TTLK) Central Telegraph (CNTL ) ) SOLLERS (SVAV) Pabrik Krasnogorsk dinamai demikian. S.A. Zvereva – JSC (KZIZ) Etalon Group PLC GDR (ETLN) Rostelecom – Saham Preferen (RTKMP) Kazanorgsintez – Saham Preferen (KZOSP) Whoosh (WUSH) KAMAZ (KMAZ) Kazanorgsintez – Saham Biasa (KZOS) United Medical Group (GEMC) Harga Tetap Grup (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) Teknologi Inovatif Perkotaan (GRNT) Pekerjaan Besi dan Baja Magnitogorsk (MAGN) VTB Bank (VTBR) Bashneft (BANE) Aeroflot (AFLT) Cian ADR (CIAN) RUSAL (RUAL) Obuv Rossii (ORUP) Sber Bank ( SBER) Ibu dan Anak (MDMG) Bashneft – saham preferen (BANEP) Rosseti Center dan Wilayah Volga (MRKP) Sovcomflot (FLOT) Permenergosbyt – saham preferen (PMSBP) Tatneft (TATN) X5 RetailGroup GDR (LIMA) Mechel (MTLR) DEK (DVEC) ) Sber Bank – saham preferen (SBERP) Rostelecom (RTKM) Bank St. Petersburg (BSPB) MTS (MTSS) Grup Astra (ASTR) TGK-14 (TGKN) RKK Energy dinamai 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 preferen (ZILLP) RussNeft ( RNFT ) Wilayah Rosseti Moskow (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) 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) Unipro ( UPRO) IDGC Siberia (MRKS) Rusolovo (ROLO) Mosenergo (MSNG) AFK Sistema (AFKS) Polyus (PLZL) Ozon Holdings PLC (OZON) LUKOIL (LKOH) Perusahaan Pembangkit Kedua Pasar Listrik Grosir (OGKB) Globaltrans Investment PLC (GLTR) Udmurtneft (UDMN) NCSP (NMTP) TGK-1 (TGKA) Surgutneftegaz (SNGS) Pabrik Metalurgi Asha (AMEZ) AbrauDurso (ABRD) Central Telegraph – saham preferen (CNTLP) PIK (PIKK) Rosneft (ROSN) EuroTrans (EUTR ) Mechel – Saham Preferen (MTLRP) Perusahaan Metalurgi Pipa (TRMK) IDGC Selatan (MRKY) Kilang Saratov – Saham Preferen (KRKNP) Gerakan Severstal (CHMF) bersama dengan LUKOIL (LKOH)En+ (ENPG) Yakovlev (IRKT) United Aircraft Corporation (UNAC) VK (VKCO) Tattelecom (TTLK) SOLLERS (SVAV) Etalon Group PLC GDR (ETLN) Rostelecom – Saham Preferen (RTKMP) Whoosh (WUSH) KAMAZ (KMAZ) Harga Tetap Grup (FIXP) HeadHunter Group PLC (HHRU) Seligdar (SELG) Tatneft – saham preferen (TATNP) ChZPSN (PRFN) Pekerjaan Besi dan Baja Magnitogorsk (MAGN) Obuv Rossii (ORUP) Sber Bank (SBER) Bashneft – saham preferen (BANEP) Sovcomflot (FLOT) Tatneft (TATN) X5 RetailGroup GDR (LIMA) Sber Bank – saham preferen (SBERP) Rostelecom (RTKM) Bank St. Petersburg (BSPB) TGK-14 (TGKN) Lenenergo (LSNG) Rosseti Center (MRKC) FSK Rosseti ( BIAYA) YATEK (YAKG) Perusahaan Penjualan Kaluga (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 Siberia (MRKS) AFK Sistema (AFKS) Polyus (PLZL) Ozon Holdings PLC (OZON) Globaltrans Investment PLC (GLTR) NMTP (NMTP) Surgutneftegaz (SNGS) Pabrik Metalurgi Ashinsky ( AMEZ) Rosneft (ROSN) IDGC Selatan (MRKY) Kilang Minyak Saratov – saham preferen (KRKNP) Gerakan bersama dengan Transneft – saham preferen (TRNFP) Pabrik Krasnogorsk dinamai. S.A. Zverev – saham preferen (KZIZP) Obneftegazgeologiya – saham preferen (OBNEP) Magnit (MGNT) SPB Exchange (SPBE) Pabrik Krasnogorsk dinamai. 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) Bergerak dengan Gazprom (GAZP)Yakovlev (IRKT) United Aircraft Corporation (UNAC) Tattelecom (TTLK) SOLLERS (SVAV) SPB Exchange (SPBE) Etalon Group PLC GDR (ETLN) Rostelecom – Saham Pilihan (RTKMP) Grup Harga Tetap (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) Teknologi Positif (POSI) FGC Rosseti (FEES) YATEK (YAKG ) ) Perusahaan Penjualan Kaluga (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 Siberia (MRKS) Polyus (PLZL) Globaltrans Investment PLC (GLTR) NCSP (NMTP) Surgutneftegaz (SNGS) Pabrik Metalurgi Ashinsky (AMEZ) AbrauDurso (ABRD) Central Telegraph – saham preferen (CNTLP) Rosneft (ROSN) Rosseti Ural ( MRKU) IDGC Selatan (MRKY) Kilang Saratov – saham preferen (KRKNP)

Pavel
Rate author
Add a comment