Корреляцион боғланиш
Функционал боғлиқлик ва корреляция
Биологияда, медицинада, илмнинг бошқа соҳаларида, инсонларнинг тажрибавий фаолиятида ва умуман олганда жамиятда ҳар доим нафақат ягона (индивидуал) объектларда, балки бир қанча объектлар тўпламида ҳам ёки кузатувларда ҳам боғланиш учрайди. Бундай боғланишларнинг хаққонийлигини фақат маълумотларни танлаш асосида статик методларни қўллаб анализ қилиш билан аниқлаш ва баҳолаш мумкин. Шу билан бирга бундай ҳолатларда белгилар орасидаги статистик боғланишлар, параметрлар, объектларнинг биологик ҳусусияти ҳақида гапириш мумкин.
Ҳодисалар орасидаги миқдорий боғланишларни пайдо бўлишига қараб иккита формага ажратилади: функционал ва корреляцион боғланиш. Функционал боғланишда бирор бир белгининг ўзгариши бошқа бир белгиларнинг худди шундай ўзгариши билан бевосита боғлиқдир. Шунинг учун функционал боғланишлар кўп ҳолатларда физик – математик изланишларда ўрганилади.
Медицинадаги изланишларда ҳодисалар орасидаги боғланиш ҳар бир алоҳида ҳолларда эмас, балки ўрганилаётган белгиларнинг кўпроқ солиштиришлари ёрдамида аниқланади ва корреляцион характерга эга бўлади. Бу ҳолатда, битта белгининг ҳар бир ўртача катталиклар қийматига бошқа шу белги билан ўзаро боғлиқ белгининг бир қанча қийматлари тўғри келади.
Корреляция коэффициенти
Корреляцион боғлиқликда иккита белги ўзгариши бир йўналишда бориши мумкин, яъни бир белгининг ортиб бориши билан бошқа иккинчи белги ҳам ортиб боради. Бундай боғланиш корреляцион боғликликни тўғри ёки мусбат бўлишлиги дейилади. Иккинчи томондан, агар бир белгининг ортиб бориши билан иккинчиси камайиб бориши эса корреляцион боғликликнинг тескари ёки манфий бўлишлигини кўрсатади.
Корреляцион анализнинг муҳим қисмларидан бири бу корреляция коэффициенти – r ни аниқлашдир. Бу эса ўз навбатида x ва y белгиларнинг чизиқли боғланишини сиқилганлигини характерлайди.
Корреляция коэффициентини эффектив баҳолаш қуйидагича амалга оширилади:
1. Кузатишларнинг ёрдамчи йиғиндилари ҳисобланади:
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TX+uncuXNn//79Bw4cEP/GxcWlu6SYL/7n27Zta2bLOXPmjIyMnDt37rBhw5YuXZp2gXr16lleN1SAzgPT6CEArMeeJK2UlJT+/ftnOvpPJTLAgAEDjhw5Ys0nKh8AxC+jdevWe/bssbiFlStXjh07tly5chJWZe9KlizZU8fJ5PlwERER5m9XqfLkyTNv3rx0t6uAgAALSoXa0HlgGj0EgPXYkxiKjo4+f/68+cv//vvvYuQsxs8Wf6LyAcBJdxDAmgDw/v37qVOnrlixQsKSHMmIESO6dOmS7lu//vrr7du3y5Qpk6UGL1++nHZmw4YNO3fubEF5UDM6D0yjhwCwHnuSLVu2ZHWVjRs32n0AqF+/vpeX1969ey1uYc2aNePGjatQoYKEVTmMjh07ZnSyXXJy8uLFi2fMmJGlBkWwNprj7u5OAHNIdB6YRg8BYD32JL///ntWVzl8+LA1n6iKAOCkOwhgTQAQ/WPKlCkiBkhYksNwcXEZOnRoUFBQuu8uX778u+++y5Ejh5mt/fbbb2n/n5cuXVq+fHmrqoQq0XlgGj0EgPXYkzx48CCrq9y/f9+aT1RLAPj8889btWr1n//8x+IW1q1bN378+MqVK0tYlcPo06ePiFjx8fFp33r06NGmTZv8/f3NaUd0ULFkSkqK4UzRcteuXSWpUza1a9eOiYlRugqziHCrbAF0HphGDwFgPfYkMlNLAHDS/XqsCQDily0C4s8//yxhSQ4jT548AwcO/OGHH9J9NyIiwpztKiEhoX379kaJs2/fvuIXJ02VUCU6D0yjhwCwnsb3JEWLFr1x40aWVilWrJg1n6iiANCwYcOWLVvu27fP4hY2bNgQEhIiyQPSHE9gYOCPP/747t27tG8dPXr0/PnzNWrUMLG6WLFTp06nTp0ynCny9JIlSyQuFOpD54Fp9BAA1tPynqRBgwZZDQCNGze25hNVFACcdAcBrAkAKSkpkydP3rhxo4QlOYzixYt37949o8skRLY28UDl9+/fi+RtdJFG586d165da/7jOWC/6DwwjR4CwHpa3pP4+fll9UJWK09qUlcAaNSoUfPmzffv329xC5s3b46JialVq5aEVTmMESNGZNS9xBYye/Zsd3f3tG8lJyd/+eWX4j/WcKbodmKVbNmy2aRQqA+dB6bRQwBYT7N7El9f39q1a585c8bM5cWA2cvLy5pPVFcAcNIdBLAmAAiTJ0/eunWrVPU4kpo1a2Z0ktXLly/FJvftt98azReRWmxUGzZsMJz59ddfL1261MXFxYa1QmXoPDCNHgLAelrekyxbtqxhw4avX7/OdMn8+fOn+5izLFFdAGjSpEnTpk1/++03i1uIjo4+ffr0p59+KmFVDkNk64xOslq0aJHRdpWUlPTFF18YReqAgIDw8HAbligL80M29Og8MI0eAsB6mt2TfPLJJ+vWrfP39zedAcTof9u2bRUrVrTy41QXAJx0BwFatGhhZQs7duyQqh5H0rp166pVq168eDHtW7GxsYcPH27UqFHqpNiounbtKjqZ4TLBwcEzZ86UoU6oEJ0HptFDAFhPy3uSDh06HDp0aMCAAadPn053gSZNmkj1QAM1BoBmzZo1btxY/BdY3MK//vWvEydOfPbZZxJW5TCGDx/er1+/dN+KiIhI3a7evXvXpUuX7du3G7773XffTZgwQY4SoVZ0HphGDwFgPS3vST799NOTJ0/u2LFj06ZNR48effDggbOzc/HixcXAuHv37i1btpTqg9QYAJx0X+G3atXKmhYmTpy4Z88eqepxJD169Bg/fvzDhw/TvrVly5ZHjx7ly5fPz89PhCjDt+bOnTts2DC5aoRK0XlgGj0EgPXYk7TXselHqDQAtGjRomHDhkeOHLG4hb1794rVRSMSVuUYcuTIERAQIAJS2rfevn27cOHCP/74Y/fu3fqZInqKwD1w4EAZa4RKabPzfPvtt4sXL7Zd+xJepib+q03cJk8G2uwh5qAXwYluYDb2JDJQaQBw0t3Mx9PT05oWrHy0sAMT+6AZM2ake5XJlClTDCezZcu2YsUKkcXlKg1qR+eBafQQANZjT2Jr6g0ALVu2bNCgwdGjRy1uoVChQhLW40gKFCjQq1evyMhI04tlz5593bp1fn5+8lQFu0DngWn0EADWY09ia+oNAE66r/C9vb0tWzdXrlw//PCDtPU4kmHDhi1evDglJSWjBcR/4KZNm3x8fOSsCnaBzgPT6CEArMeexKZUHQA8PT3/8Y9/HDt2zIJ1R44cWapUKclLchgVKlRo37690eXzenny5BFvNW/eXOaqYBfoPDCNHgLAeuxJbErVAcBJdxCgTZs2WV2rWLFio0ePtkU9jmTEiBEZbVeVKlVio4IJdB6YRg8BYD32JLaj9gDg7e392WefnThxIktrzZgxQ0RDG5XkMBo3biy2nytXrqR96/Tp07/99lvTpk3lrwp2QVOdZ5GOVK2lvU1HcnKyVI2rh6Z6iDnoRXCiG2QdexLbUXsAcNIdBGjbtq35y9epU+err76yXT0OY+rUqeluVKlmz57NdoWM0HlgGj0EgPXYk9iOHQSANm3a1K1b9+TJk2YuHxYW5uzsbNOSHMDo0aPFlmNigd27d1+6dKlKlSqylQR7QeeBafQQANZjT2JTdhAAnHQHAcx8IlrXrl15+FemBg8eHBERYXqZlJSUuXPnLl26VJ6SYC/oPDCNHgLAeuxJbM0+AkDbtm3r1Klz6tQp04vlzJmTW3+alpyc3Ldv31WrVunnuLi4uLm5vXz5Mu3Ca9eunT59epEiRWQsEOpF54Fp9BAA1mNPIg/7CACiN5i4EazeiBEjSpcuLUM9diopKcnf33/Tpk36OWKjEtH55s2b06ZNS7t8YmJieHh4um/Zu9q1a8fExChdhVlUclEXnQem0UMAWI89iWzsIwBERUWdPn3a9DJFixYdO3asPPXYI7GR+Pn57dq1Sz8ndaP6+uuv7927N3PmTLHVpV0rMjJy3LhxInnLWClUh84D0+ghAKzHnkROdhAA/v777/Hjx2e6GLf+NOHVq1e+vr779+/XzxEb1bJly3r16iVeFy9evFOnThs2bEi7ovjPX758+eDBg+WrFSpD54Fp9BAA1mNPIjM7CABi9C9+u6aX+fTTT3v27ClPPXbn2bNnPj4+v//+u36O4UaVSmw56W5XTrq7Kg0aNCjt/YahBXQemEYPAWA99iTyU3sAOH369JIlSzJdjFt/ZuTJkydeXl5nzpzRz0m7UQmNGjWqVatWuqfF37x5c8uWLZ07d7Z5rVAZOg9Mo4fAfHv37hWjt0OHDt2/f19MfvTRR02aNOnatWvLli0dtUGYiT2JIlQdAFJSUgICAjK9/LdLly6iW8hTkn0Re7FWrVpdunRJP0dsVMuXL0/3aElgYGC/fv3SbWfu3LlsV1pD54Fp9BCY6cqVK+K3f+TIEaOZQlRUlBhkL1mypGLFio7UIMzHnsRQcnLynj17RJj5448/7t69++LFi/z585coUaJZs2YdOnSQ9qlnqg4Aq1atOn78uOlluPVnRuLi4sRGdePGDf0cExuV4O/vHxwcnO7ZVuK3cPjwYetTlujW4iOuXr1apUqVWbNmeXp6WtmgxQy/aUBaKuw8UBV6CMx04MCBjh07Pnv2LKMFDh48WL9+/a1bt4ohjmM0CPOxJzF07Nixvn37GmYh4bHO2bNnw8LC6tSp8+OPPzZu3FiSj1NvABBb4+jRozNdbPjw4WXKlLF9OXbm2rVrLVu2FPFRP0dsVCtWrPjqq68yWiVXrlwiWItxebrvzpkzx8rtSoz+fXx8Ul/HxMR4e3uLOV5eXta0CVtQYedx0t0dYv78+TNmzIiPj1fJrVE1Sz095N27dxcuXDirI8YQf/7558OHD1/ruLq6enh45M2bt2jRojVq1KhZs6aouUKFChZ8Cix29epV02PrVGKBTp06idFPpt+yq79BmE89exI12Lt3b4cOHcRfOhPLnDp1qkWLFlOnTh0zZoz1n6jeADBp0qRHjx6ZXoZbf6YrNjbW09NT/CHUz3F2dhaR2sRGlWrQoEFz5859//592rd27NghtlVr/nyK1G40RwQ8AoDaqLDzpKSkrFmzZsKECXfu3LGsBUhIPT2kdu3aFy9eFBkg3XeTkpLevHkj/oiIYKA/taNu3br9dLhYUB79+/fPdGydSgT7AQMGHDhwwN4bhJnUsydRA7Gn8vf3Nz36TyV+8HHjxok9WNoxVVapNACcP39+4cKFmS72/fffu7u7y1CPHTl58mTr1q2NDpAtWrTInLsklSpVql27dtHR0WnfSn3gdmRkpMWFXblyxWiO0XEuKE6FnWfv3r1iN3fu3DkL1oXkVNVDDK8FFEOHzz77rH379vXr169YsWKhQoVEm0+fPhWDjP379y9duvTJkyep9QuiYDGnTp06Wfo4ZNV//vOfQ4cOmb/8wYMH9+3bZ+KKW/U3CDOpak+iBuHh4Zne7tLQmDFj6tWr17x5c2s+VKUBIDAwMN14Z6h27drc+tPIkSNH2rZt+/z5c8OZM2bMGDBggJktiP/5dLcrYfXq1dOmTStYsKBltZUvX95oxM+xVFVRW+c5c+aMGPqLP7fmrwKbUlsP0RN/CCZOnFiuXDmj+blz5y5evLiXl1dISMg333yzdu3a1PkiOTRt2nTHjh1W/vmEaRndsdH0KiaG1+pvEOZQ7Z5EQRn9OCYEBQWdPXvWmoOZagwAv/zyi8jZmS4WFhbGYVxDYqMSkfrVq1eGMwcOHGjOpRR6LVq0qFq16sWLF9O+9ebNmwULFkyePNmy8mbPni1Su+GcjE7jg/xU1Xni4uLEiG3dunWZ3gEMslFVDzEi/hbkz5/fxAJ58uRZs2ZNYmLipk2bUuckJCSIIcjJkydFPRZ8Isxhzt/xLK2i/gaRKTXvSRR069atrK4SGxv773//29vb2+IPVV0AePny5ciRIzNdrHPnzlJdB+0YTpw44ePjY7RRNWrUKDw8PKtNDR48eNCgQem+FRERMWbMmFy5cllQoShv586do0aNun79eqVKlcToX+wFLGgHklNP53n69On06dMXLlyYeipksWLFunfv3qNHD87WUJZ6ekha5cuXNz3611u0aNGuXbvE0D91UgwUvvnmG8ZztnPv3r2srvLXX3/ZdYMwTc17EmVZdmeLzZs3O1QAmDp1aqbbZI4cOfjy2NC1a9fatWv34sULw5nu7u5r1651dc3yr7hnz55jx45N97qox48fr1y5UvzVtKxOHx3L1oWNqKfzHD9+vE2bNvHx8R4eHmLc/+WXX7Zs2ZIH/ClOPT0kXZ999pmZSxYoUED0q+XLl+vnHD58+MCBA9zb0UYkP4Kn/gZhgsr3JMoqWrTozZs3s7qWCFTWfKi6AsCVK1dCQ0MzXYxbfxoSm1P79u1FjzeaP2LEiJIlS1rQoJubW+/evcPCwtJ9V/yCBg4cyLDMMaiq84jk36hRox49evj6+trXlzcOTFU9JF316tUzf2Fvb2/DACBs2bKFAGAjxYsXF2O+LK1SrFgxu24QGVH/nkRZzZs3tyAApD6y2mLqCgBDhgxJSkoyvUyRIkW49aehAQMGXL16Ne38rl27WtxmQEDAvHnz0v12ROwuo6Oj//nPf1rcONRDVZ2no47FnwtbUFUPSZf5RwCcdLeOMJpz+PBh81dHlog8n9Xhtekze9XfIDKi/j2JssTPsmLFiqyeCPT06VNrPlRFAWDr1q3//ve/M11s+vTpHh4eMtRjF3bv3r1+/fp03ypdurTFzX788cetW7cWjaf77pw5c+xou0JG6DwwTeU9xIKzZgsVKmQ0x8qv0GCCGNuJMU1WV7HrBpEule9J1OCTTz4ZN27ctGnTsrRWzpw5rflQtQSA169fDxs2LNPFateu/fXXX9u+HLsxe/bsjN7atm2bv7+/xS0HBgZmtF0dPXq0RIkS9f5X3bp1P/jgA4s/CEqh88A0x+shab88ytK9t5El3t7eDRs21D+FLVONGjUy/WhI9TeIdDnensQWpkyZ8vbt2yxd4Grm/Q8yopYAMHPmzD///DPTxUJDQ7n1p6Hjx49n9FbPnj137NixYMGCAgUKWNCyCNYVKlTI6PDovXv3onVSJ0UQP3v2bJ48eSz4ICiFzgPTHK+H6G8BpJc3b17rm0VGli5d+o9//MOcR+3my5cvKirKARpEWo60J7l06dKaNWv++9//Xr9+/fnz56JXVKtWzdfXt3///tafnCJGwp6enoMHD0774NR0WXP8xEklAeDmzZvmhB4/P78mTZrIUI8dEfnv9evX6b6VnJy8fv16ax6JFxAQMHToUHOW/Pvvv9NuVGLbE/k73eX79OkjdrsWFwZJqLnzQA0cr4e8fPnSaI5lww6YqVKlSlu2bOnUqZPpEbYYRW3dulUs7AANIi2V70kaNGhw7NixtPPbt29v+HyuixcvBgcH79q1y3CZJ0+eHNQJDw/fuXOnCANZqz6Nli1bnj9/XiSiCRMmGN0vNS0rH2OiigAgfnmpt/02gVt/pqtfv35Tp07N6N2SJUuK3ZbFjffu3TskJCTtn8y00t0turm5iU587ty5mJiY2NhYw65co0YNi6uCVNTceaAGjtdDHjx4YDSHfZGtNW/eXIyuRF/K6Eybxo0bR0VFmf9gePU3CCMq35MMGzbs6NGjp06dOnv2rGE7H3/8ceqLlJSUmTNnTp48+d27dxk1HhcX165dOxEScufOncWfwJirq6sYFbdu3bpVq1amb4tfv359qz7ImpUlIeKUiE2ZLiZ+Q2XLlpWhHvvynY6NGvfw8DB6WHeWiNCvf07HmjVrevXqpX+revXq1hYHq6m58zgwyx74ogjH6yFpHx1qpzd1saNe5KQbeB06dOjXX3/dsGHD4cOHxZjG2dm5ePHiTZo06dq1qxjlOF6D8rCXbqDyPUkXHfFixYoVffv21c9PDQCvX7/+4osvtm/fnmk7IgOIoDhkyBBritGrXLlyZGSkr6+viWWsvCJF4QCQmJgYFBSU6WKFCxceN26cDPXARs6fP284ybduAOR37tw5w0kxyDP99xUS8tbRVIOwL0YDFREAEhISRJfQHxoSUdDf37958+ZFixZ98ODBtm3bQkJCDM9uEHOkCgBCixYtTLxbp04dyx6hoKdwAJg7d+6NGzcyXYxbf9o7w+2qYMGCItEpWAwAbfrXv/5lOOnp6ckzJQGkMgoApUqV6tChQ+rov379+uHh4XXr1tW/W7p06aCgIFdX18DAQP3MCxcuSFiP6etS+vfvb2X7SgaAO3fuiJF9povVqlWrd+/eMtQD2zHcrvj6H4D8bty4YfTnecyYMUoVA0BtYmNj9a9dXFzmzJmzb9++bNmyTZs2bfTo0emu4ufnZxgArHwylxHx6Rm9Vbhw4R49eljZvpIBYMSIERldGG4oLCyMW3/atfj4eMMLWQgAAOQ3b948w0lfX99mzZopVAsAdXny5MnDhw/1k8nJyStXrnRzc9u8ebOJE8M+/PBDw0lpbyts4razkyZNErVZ2b5iAUAkm02bNmW6WKdOnZo2bSpDPbAdo8NqXAEMQGaPHj1avny5fvKDDz4IDw9XsB4AqmI0UBFy5cq1a9cu03efN7qxmP7GQdbbsWPHoUOH0n3r888/HzhwoPUfoUwASEpKMuc6CW796Ri4AhiAsoYNG2b4FLCoqCgrr58D4EjSBoCffvop02dPXb9+3XBSqnsW37171/B+RIby5cu3atUqSc6LUSYAzJs379KlS5kuNnTo0HLlyslQD2zKcLtydna2/kkZAGC+3bt3r1u3Tj85ceLETp06KVgPALUxCgCBgYHm7CWM7ixs5ZO5Ut27d8/Ly+vx48dp38qWLdsvv/xSvnx56z/FSZEAcP/+fXPuCFuoUCFu/ekYDC+sKV26tLu7u4LFANCUW7duGV4t17dv38mTJytXDgA1MhyoOOkeDmDOWkYBoHLlylaWcebMGT8/v9u3b6d9S4z+V61aJeGdahUIAMHBweY8s2369OnSXk4BpRhuV5z/A0A2T58+9fX11d+ao1evXkuWLFG2JAAqZHSLMDPHKkaxwZojAO/fv//xxx9DQkLSfd5w7ty5xei/c+fOFrefltwB4PDhw2vXrs10sZo1a/bp00eGemBrd+7cMbyXLVcAA5DHy5cvW7durf+7PmDAgMjISGVLAqBCcXFxL1680E+WKFEiX7585qxoGABy5sxp2ck5KSkp69atmzx5ckbPxRL1bNmyxfApBJKQNQCIfDN48GBzlnTgW3+2adPm8uXLqa9HjhwZEBCgbD22xhXAAOT3/PlzHx+fP/74I3UyJCRkypQpypYEQJ0sG6jcvXs3Pj5eP1m5cuWsDlzF5/70008///yzaCqjZbp27RoZGZk/f/4stWwOWQOA+BmMnsSero4dOzrq7ZmPHDny66+/6idr1aqlYDHyMDpAxhEAALb25MkTb2/v06dPO+lOnI2IiLD+qZkAHJVlAcBoLQtucGJ6EFi2bNmwsLD27dtntVkzyRcAHj9+PGHChEwXy549uwPf+jM0NFT/2s3NrX79+goWIw/DLUT8cq2/RAYATPjzzz9bt26deqA1b968GzZs8PLyUrooAOpl2TeV1geAjBQpUmTUqFEBAQE5c+aUqs205AsAY8aMMTxWkpGhQ4dK+CQFVbl9+/a2bdv0k40bNxYDYuXKkYnhFlKpUiVXVyUfPg3AscXExPj4+Ny/f99J9/3Zjh07JLkxHwAHJskRAElOcKhSpcqgQYP69OmTO3du61szTabR2IkTJwyfwpiRQoUKjR8/XoZ6FBEWFpacnKyfbNGihYLFyOP9+/f6Cx6cOP8HgC3t2bOnW7duqRfzNWvWbOPGjQUKFFC6KACqlpSUdOXKFf2kq6urGIWbs6KERwA++OCDTp069ejRo2nTphY3klVyBAAx6jXz2t9p06Y56q0/r169GhERYThHCwFA/NRv377VT3IFMAAbWbRo0ZAhQ96/fy9ef/PNN/Pnz+d4I4BMidG/4Z03K1SokCNHjkzXErHB8PtNNze3smXLZvWjy5cv36ZNGx8fHzEglP+UEDn2j8uXLz958mSmi4nRYUaPPnYAQ4cOFd1FP5kvX77atWsrWI88bHGADAAMpaSkjBgxIiwszEn37d28efO+/fZbpYsCYB8sO/9HxAbD7zerVKni7Oyc1Y++evVqVleRkM0DwNOnT8eOHWvOkqGhoY56688dO3bs2bPHcE6zZs0c9Yc1xD1AAdhUQkKCv7//9u3bxesPP/xw06ZNjnoTOQC2YHQFsGy3AFKczQPAhAkTnjx5kuliHTp0cNRTYu7duzdo0CCjmY76wxox3ELc3d3LlCmjXC0AHM2DBw/atWuXervPKlWq7Nixo1y5ckoXBcCeKHUPUMXZNgDExMSY8+TF7Nmzz5kzx6aVKOXVq1fi79Nff/1lNF8jAcAwWNvj5gFAtS5duuTj4xMXFydet2rVauPGjWY+vBMA9CS5B6g9nuFs2wAwePBgw/veZCQoKMghb/35/v37bt26nT171mh+4cKFtTAaFuHn1q1b+knO/wEglYMHD/7zn/9MvbV0//79IyIismXLpnRRAOyMGKjcvn1bP5knTx4zjyJyBMCUNWvWHDlyJNPFChYsGBISYrsylPLnn3/6+/sfPXo07Vsa+fr/woULKSkp+kl7zMcA1MnLy0t/BV6UjjWtmfNFFQDHExsbazhQMXMc/+LFi9Rjj6k8PDxKlSolfXE2ZqsA8Pz58+DgYHOWdMhbf27cuHHAgAHPnj1L912NBACuAAZgI4b33wAAy1h2BbDRWnb6tEFbBYDvvvvu4cOHmS5WvXp1R7r1Z2Ji4oYNGyIiIo4fP25iMY0EAMvOqwMAAJCBZq8AdrJRALh48eL8+fPNWTI0NNQBTty8c+eOGPEfOnRo3bp1md7yqFSpUhq5T4XRFiIicsX/VbduXU9PT6UKgzpdvnz54MGDjx8/fvTo0WMd/QujJd3d3QsWLFioUKGCOqkvxL/NmjWrUKGCIsUDAOyOJPcAXb16tRgEinWrV6/erl27mjVrSlmizdgkAAQGBqY+jtE0X1/fli1b2qIAqSQlJb19+/bdu3ep/yYmJj5//vyBgVu3bp04cUK8ML9NjXz975RmCxHR6Hcd8drPz48AACPR0dFmPjMkISHhTx2j+aGhoUFBQTYoDQDggCy7mY/RWmKseEFHvC5QoIB2A8DGjRv3799vzpLbt2/XwsOwjGgnAJhzDhigN1pH6SpgH7hsF4D1LBuoHDhwQOpCFCBxAEhISBgxYoS0bTqY5s2bK10CAAAAtEviADBt2rS7d+9K26YjqVix4kcffaR0FQAAANAuKQPAtWvX5s6dK2GDjkfl1zwAAADA4UkZAIKCgt69eydhg45HOxcAAAAAQJ0kCwDbt2/fs2ePVK05qmbNmildAgAAADRNmgDw5s2boUOHStKUA6tVq1aBAgWUrgIAAACaJk0AmDVr1u3btyVpyoFx/g8AAAAUJ0EAEEP/mTNnWt+OwyMAAAAAQHESBIDhw4e/efPG+nYcm4uLS+PGjZWuAgAAAFpnbQD49ddft23bJkUlDq5evXp58+ZVugoAAABonVUB4O3bt0OGDJGqFMfGEwAAAACgBlYFgNDQ0GvXrklVimPjAgAAAACogeUB4K+//po6daqEpTiwHDlyNGjQQOkqAAAAACsCwMiRIxMSEiQsxYGJ0X+uXLmUrgIAAACwNAAcOHBg/fr10pbiwDj/BwAAACphSQBISkoKDAyUvBQHRgAAAACASlgSABYuXHjhwgXJS3FUefLkqVevntJVAAAAAP/DkgAQpCN5KQAAAABsTYInAQMAAACwFwQAAAAAQEMIAAAAAICGEAAAAAAADSEAAAAAABpCAAAAAAA0hAAAAAAAaAgBAAAAANAQAgAAAACgIQQAAAAAQEMIAAAAAICGEAAAAAAADSEAAAAAABpCAAAAAAA0hAAAAAAAaIjCAWDPnj3BwcFXr16tUqXKrFmzPD09la0HAAAAcGxKBgAx+vfx8Ul9HRMT4+3tLeZ4eXkpWFKmEhMT58+fP2PGjPj4+OTkZKXLAQAAALJGyQAQHBxsNGf06NGqDQApKSlr1qyZMGHCnTt3lK4FAAAAsJCSAeDKlStGcy5duqRIJZnau3eviCvnzp1TuhAAAADAKkoGgPLlyxuN+CtWrKhUMRk5c+aMGPrv27dP6UIAAAAACSgZAGbPnt2uXTvDObNmzVKqmLTi4uJCQkLWrVuXkpKidC0AAACANJQMAD4+Pjt37hw1atT169crVaokRv+tW7dWsB69p0+fTp8+feHChYmJiWKyWLFi3bt379GjR506dZQuDQAAALCKwrcB9dFRtgYjx48fb9OmTXx8vIeHhxj3f/nlly1btnR2dla6LgAAAEACPAjM2L179xo1atSjRw9fX99cuXIpXQ4AAAAgJQKAsY46SlcBAAAA2AQBAAAAANAQAgAAAACgIQQAAAAAQENkDQD37t0rUaJEum/16dNn6dKlchYDAAAAaJCsAcDNzW3BggXnzp2LiYmJjY199eqV/q0aNWrIWQkAAACgTbIGgPz58w8aNCj19Zo1a3r16qV/q3r16nJWAgAAAGiTYtcAnD9/3nCSIwAAAACADFQRAAoWLFi4cGGlKgEAAAC0QxUBINOv/6Ojo239cK5q1aoZHZQAAAAAHI8yASA+Pv7evXv6Sc7/AQAAAOShTAAw+q6dK4ABAAAAeagiAGR6BKBDhw7Jycm2rAgAAADQBOUDgLOzc7Vq1RQpAwAAANAaZQJAbGys/nXp0qXd3d0VKQMAAADQGuUDAFcAAwAAALJRIADcuXPn2bNn+kmuAAYAAABko0AA4BnAAAAAgFIUCACG5/84cQQAAAAAkJHCRwCyZ89euXJl+WsAAAAAtEnhAFCpUiVXV2UuRAYAAAA0SO7B9/v37y9fvqyfNPP8n+jo6I4dO9qsqP9RrVo1o4sTAAAAAMcjdwC4evXq27dv9ZNcAQwAAADISe4AYPQtO1cAAwAAAHJSOACYeQSgQ4cOycnJtqkIAAAA0BAlA4C7u3uZMmVkLgAAAADQMrkDgOFDAKpVqybzpwMAAAAaJ2sAePXq1a1bt/STXAEMAAAAyEzWAHDhwoWUlBT9JFcAAwAAADKTNQBYdgUwAAAAAKnIGgAMLwBw4ggAAAAAIDsljwBUrVq14v+qW7eup6ennMVk5PLlywcPHnz8+PGjR48e6+hfGC3p7u5esGDBQoUKFdRJfSH+bdasWYUKFRQpHgAAADBNyQDw5MmT33XEaz8/P5UEgOjo6LFjx5qzZEJCwp86RvNDQ0ODgoJsUBoAAABgLVkDwMOHD+X8OMuM1lG6CgAAAMAm5H4OAAAAAAAFEQAAAAAADSEAAAAAABpCAAAAAAA0hAAAAAAAaAgBAAAAANAQAgAAAACgIQQAAAAAQEMIAAAAAICGEAAAAAAADSEAAAAAABpCAAAAAAA0hAAAAAAAaAgBAAAAANAQAgAAAACgIQQAAAAAQEMIAAAAAICGEAAAAAAADSEAAAAAABpCAAAAAAA0hAAAAAAAaAgBAAAAANCQ/wdUPLkzlyRalgAAAABJRU5ErkJggg==) 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) 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)
Do'stlaringiz bilan baham: |