{
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   "source": [
    "# 업종 쏠림지수 (Sector Concentration Index)\n",
    "- **쏠림지수 (z-score)**: 섹터 일별 수익률의 cross-sectional 표준편차를 60일 rolling 후 전체 평균/표준편차 기준 z-score로 표준화. > 0 이면 평소보다 섹터간 분산이 큼 (특정 업종 쏠림 강함). < 0 이면 분산이 작음 (전 섹터 동조 또는 순환매).\n",
    "- **상관관계**: 섹터간 일별수익률 평균 페어와이즈 상관계수 (60일 rolling). 1에 가까울수록 모든 섹터가 함께 움직임.\n",
    "- **해석**: 쏠림지수 ↑ → 주도업종 강세. 쏠림지수 ↓ + 상관관계 ↓ → 순환매장.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0c33a2cf",
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    "tags": []
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KRX 로그인 시도...\n",
      "  로그인 ID: jijun1723\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KRX 로그인 완료.\n",
      "  로그인 시간: 2026-10-30 06:45:08\n",
      "  만료 시간: 2026-10-30 07:45:08\n",
      "[CONFIG] 20220923 ~ 20261030, rolling=60d\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import platform\n",
    "\n",
    "if platform.system() == 'Darwin':\n",
    "    plt.rc('font', family='AppleGothic')\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "from pykrx import stock\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "# ── 설정 ──\n",
    "START = '20220923'\n",
    "END = datetime.now().strftime('%Y%m%d')\n",
    "WINDOW = 60\n",
    "COL_KOSPI = '#1F77B4'\n",
    "COL_SOL = '#E74C3C'\n",
    "COL_CORR = '#5CB85C'\n",
    "print(f'[CONFIG] {START} ~ {END}, rolling={WINDOW}d')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "abcf6fae",
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    "tags": []
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "업종 26개 (FnGuide MKF 산업지수)\n"
     ]
    }
   ],
   "source": [
    "# ── 1. 업종 유니버스 (FnGuide MKF 27 산업, 원본 Excel과 동일) ──\n",
    "# fnindex.co.kr /api/getData 로 일별 시계열 받아옴\n",
    "# 코스피 인덱스만 pykrx (fnindex에 없음)\n",
    "\n",
    "INDUSTRIES = [\n",
    "    ('FI00.10.10',     '에너지'),\n",
    "    ('FI00.15.10.10',  '화학'),\n",
    "    ('FI00.15.10.40',  '비철금속·철강'),\n",
    "    ('FI00.20.10.30',  '건설'),\n",
    "    ('FI00.20.10.80',  '조선'),\n",
    "    ('FI00.20.10',     '상사·자본재'),\n",
    "    ('FI00.20.20',     '상업서비스'),\n",
    "    ('FI00.20.30',     '운송'),\n",
    "    ('FI00.25.10',     '자동차'),\n",
    "    ('FI00.25.20',     '화장품·의류'),\n",
    "    ('FI00.25.30',     '호텔·레저'),\n",
    "    ('FI00.25.40',     '미디어·교육'),\n",
    "    ('FI00.25.50',     '소매유통'),\n",
    "    ('FI00.30.20',     '음식료·담배'),\n",
    "    ('FI00.30.30',     '필수소비재'),\n",
    "    ('FI00.35.20',     '건강관리'),\n",
    "    ('FI00.40.10',     '은행'),\n",
    "    ('FI00.40.20',     '기타금융'),\n",
    "    ('FI00.40.30',     '보험'),\n",
    "    ('FI00.40.50',     '증권'),\n",
    "    ('FI00.45.10',     '소프트웨어'),\n",
    "    ('FI00.45.20',     'IT하드웨어'),\n",
    "    ('FI00.45.30',     '반도체'),\n",
    "    ('FI00.45.40',     '디스플레이'),\n",
    "    ('FI00.50.10',     '통신서비스'),\n",
    "    ('FI00.55.10',     '유틸리티'),\n",
    "]\n",
    "print(f'업종 {len(INDUSTRIES)}개 (FnGuide MKF 산업지수)')\n"
   ]
  },
  {
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   "execution_count": 3,
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fnindex 26개 산업 병렬 수집 중...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  ✅ 에너지: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 화학: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 비철금속·철강: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 건설: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 조선: 1223일 (2021-10-29~2026-10-29)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  ✅ 상사·자본재: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 상업서비스: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 운송: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 자동차: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 화장품·의류: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 호텔·레저: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 미디어·교육: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 소매유통: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 음식료·담배: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 필수소비재: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 건강관리: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 은행: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 기타금융: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 보험: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 증권: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 소프트웨어: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ IT하드웨어: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 반도체: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 디스플레이: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 통신서비스: 1223일 (2021-10-29~2026-10-29)\n",
      "  ✅ 유틸리티: 1223일 (2021-10-29~2026-10-29)\n",
      "\n",
      "KOSPI 인덱스 (pykrx)...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "px shape: (1223, 27), last: 2026-10-29\n",
      "columns: ['에너지', '화학', '비철금속·철강', '건설', '조선', '상사·자본재', '상업서비스', '운송', '자동차', '화장품·의류', '호텔·레저', '미디어·교육', '소매유통', '음식료·담배', '필수소비재', '건강관리', '은행', '기타금융', '보험', '증권', '소프트웨어', 'IT하드웨어', '반도체', '디스플레이', '통신서비스', '유틸리티', '코스피']\n"
     ]
    }
   ],
   "source": [
    "# ── 2. fnindex.co.kr API + pykrx 시계열 수집 ──\n",
    "import requests\n",
    "from concurrent.futures import ThreadPoolExecutor\n",
    "\n",
    "UA = 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/124.0.0.0 Safari/537.36'\n",
    "FN_API = 'https://www.fnindex.co.kr/api/getData'\n",
    "\n",
    "def _fetch_fnindex(code, period='5Y'):\n",
    "    \"\"\"fnindex.co.kr 산업지수 일별 시계열. period: 1Y/3Y/5Y.\"\"\"\n",
    "    sess = requests.Session()\n",
    "    sess.headers.update({\n",
    "        'User-Agent': UA,\n",
    "        'Referer': f'https://www.fnindex.co.kr/overview/detail/I/{code}',\n",
    "        'Origin': 'https://www.fnindex.co.kr',\n",
    "        'Content-Type': 'application/json',\n",
    "    })\n",
    "    try:\n",
    "        r = sess.post(FN_API, json={'url': f'/FI/index/{code}/excel/data/SD/{period}'}, timeout=15)\n",
    "        d = r.json()\n",
    "        rows = d.get('VALUE', [])\n",
    "    except Exception as e:\n",
    "        print(f'  fnindex {code} 실패: {e}')\n",
    "        return pd.Series(dtype=float)\n",
    "    if not rows:\n",
    "        return pd.Series(dtype=float)\n",
    "    s = pd.Series(\n",
    "        {pd.Timestamp(x['DT'].replace('.', '-')): float(x['CLS_PRC']) for x in rows}\n",
    "    ).sort_index()\n",
    "    return s\n",
    "\n",
    "# 27 산업 병렬 fetch\n",
    "print(f'fnindex {len(INDUSTRIES)}개 산업 병렬 수집 중...')\n",
    "with ThreadPoolExecutor(max_workers=8) as ex:\n",
    "    futures = {ex.submit(_fetch_fnindex, cd, '5Y'): nm for cd, nm in INDUSTRIES}\n",
    "    series_map = {}\n",
    "    for fut in futures:\n",
    "        nm = futures[fut]\n",
    "        s = fut.result()\n",
    "        if not s.empty:\n",
    "            series_map[nm] = s\n",
    "            print(f'  ✅ {nm}: {len(s)}일 ({s.index[0].date()}~{s.index[-1].date()})')\n",
    "        else:\n",
    "            print(f'  ❌ {nm}: 빈 응답')\n",
    "\n",
    "# KOSPI는 pykrx로 (fnindex에 없음)\n",
    "print('\\nKOSPI 인덱스 (pykrx)...')\n",
    "kospi_df = stock.get_index_ohlcv(START, END, '1001')  # 1001 = 코스피\n",
    "series_map['코스피'] = kospi_df['종가'].copy()\n",
    "series_map['코스피'].index = pd.to_datetime(series_map['코스피'].index)\n",
    "\n",
    "px = pd.concat(series_map, axis=1).sort_index().ffill()\n",
    "print(f'\\npx shape: {px.shape}, last: {px.index[-1].date()}')\n",
    "print(f'columns: {list(px.columns)}')\n"
   ]
  },
  {
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "쏠림지수 (MACD 오실레이터, 원본 Excel 공식) 최근 5일:\n",
      "2026-10-23    0.4654\n",
      "2026-10-26    0.5045\n",
      "2026-10-27    0.4440\n",
      "2026-10-28    0.2681\n",
      "2026-10-29    0.1840\n",
      "dtype: float64\n",
      "\n",
      "상관관계 (30d) 최근 5일:\n",
      "2026-10-23    0.396\n",
      "2026-10-26    0.416\n",
      "2026-10-27    0.431\n",
      "2026-10-28    0.468\n",
      "2026-10-29    0.466\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# ── 3. 쏠림지수 (롱숏 spread MACD 오실레이터, 원본 Excel 공식 그대로) ──\n",
    "kospi = px['코스피']\n",
    "sec_cols = [c for c in px.columns if c != '코스피']\n",
    "sec_px = px[sec_cols]\n",
    "\n",
    "# 1) 일별 섹터 수익률 (% 단위)\n",
    "returns = sec_px.pct_change() * 100\n",
    "\n",
    "# 2) 매일 섹터 랭킹 → top N long, 나머지 short\n",
    "#    원본 Excel 공식: $BH$11 = 6 → 랭킹 < 6 (top 5) long, 나머지 21 short\n",
    "TOP_N = 5\n",
    "N_TOTAL = len(sec_cols)  # 26\n",
    "ranks = returns.rank(axis=1, ascending=False)\n",
    "\n",
    "# ★ 원본 Excel 정규화 공식: top_sum/N - bot_sum/N (둘 다 N으로 나눔, IF then 0 + AVERAGE 효과)\n",
    "top_mask = ranks <= TOP_N\n",
    "bot_mask = ranks > TOP_N\n",
    "top_sum = returns.where(top_mask, 0).sum(axis=1)\n",
    "bot_sum = returns.where(bot_mask, 0).sum(axis=1)\n",
    "ls_spread = ((top_sum - bot_sum) / N_TOTAL).fillna(0)\n",
    "\n",
    "# 3) 누적 long-short 인덱스 — 원본 Excel: F[t] = F[t-1] + (1 + spread[t]), F0=1000\n",
    "ls_index = 1000 + (1 + ls_spread).cumsum()\n",
    "\n",
    "# 4) MACD (12, 26, 9): 오실레이터 = MACD - 시그널\n",
    "ema12 = ls_index.ewm(span=12, adjust=False).mean()\n",
    "ema26 = ls_index.ewm(span=26, adjust=False).mean()\n",
    "macd  = ema12 - ema26\n",
    "# 시그널: 처음 9개는 SMA, 이후 EMA9 (원본 Excel J48 = AVG(I40:I48), J49+ = EMA9)\n",
    "signal = macd.copy()\n",
    "signal.iloc[:9] = float('nan')\n",
    "if len(macd) >= 9:\n",
    "    signal.iloc[8] = macd.iloc[:9].mean()\n",
    "    alpha = 2 / (9 + 1)\n",
    "    for i in range(9, len(macd)):\n",
    "        signal.iloc[i] = macd.iloc[i] * alpha + signal.iloc[i-1] * (1 - alpha)\n",
    "concentration = macd - signal      # 쏠림지수 = 오실레이터\n",
    "\n",
    "# 5) 상관관계 = 30일 rolling pairwise 평균 상관계수\n",
    "CORR_WIN = 30\n",
    "def _avg_pair_corr(window_returns):\n",
    "    if len(window_returns) < 10:\n",
    "        return float('nan')\n",
    "    c = window_returns.corr().values\n",
    "    n = c.shape[0]\n",
    "    iu = np.triu_indices(n, k=1)\n",
    "    return float(np.nanmean(c[iu]))\n",
    "\n",
    "correlation = pd.Series(index=returns.index, dtype=float)\n",
    "for i in range(len(returns)):\n",
    "    if i < CORR_WIN:\n",
    "        continue\n",
    "    correlation.iloc[i] = _avg_pair_corr(returns.iloc[i-CORR_WIN+1:i+1])\n",
    "\n",
    "# 상대강도 (랭킹용)\n",
    "rs = sec_px.divide(sec_px.iloc[0]).divide(kospi.iloc[0] / kospi, axis=0) * 100\n",
    "\n",
    "print('쏠림지수 (MACD 오실레이터, 원본 Excel 공식) 최근 5일:')\n",
    "print(concentration.tail(5).round(4))\n",
    "print()\n",
    "print('상관관계 (30d) 최근 5일:')\n",
    "print(correlation.tail(5).round(3))\n"
   ]
  },
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     "start_time": "2026-10-29T21:45:20.409363+00:00",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ── 4. 차트: KOSPI + 쏠림지수 + 상관관계 ──\n",
    "PLOT_START = '2025-11-26'\n",
    "k_p = kospi.loc[PLOT_START:]\n",
    "c_p = concentration.loc[PLOT_START:]\n",
    "r_p = correlation.loc[PLOT_START:]\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(12, 6))\n",
    "ax1.plot(k_p.index, k_p, color='#4472C4', linewidth=2.5, label='코스피')\n",
    "k_min = float(k_p.min()); k_max = float(k_p.max())\n",
    "y_lo = int(np.floor(k_min / 500) * 500)\n",
    "y_hi = int(np.ceil(k_max / 500) * 500)\n",
    "ax1.set_ylim(y_lo, y_hi)\n",
    "ax1.set_yticks(list(range(y_lo, y_hi + 1, 500)))\n",
    "ax1.tick_params(axis='y', labelsize=8)\n",
    "ax1.grid(True, axis='y', alpha=0.3, linestyle='-', color='#D0D0D0')\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(c_p.index, c_p, color='#E74C3C', linewidth=2.5, label='업종쏠림지수')\n",
    "ax2.plot(r_p.index, r_p, color='#A9D08E', linewidth=2.5, label='상관관계')\n",
    "ax2.set_ylim(-1.0, 1.5)\n",
    "ax2.set_yticks([-1.0, -0.5, 0.0, 0.5, 1.0, 1.5])\n",
    "ax2.tick_params(axis='y', labelsize=8)\n",
    "\n",
    "import matplotlib.dates as mdates\n",
    "ax1.xaxis.set_major_locator(mdates.WeekdayLocator(byweekday=mdates.MO, interval=1))\n",
    "ax1.xaxis.set_major_formatter(mdates.DateFormatter('%Y.%m.%d'))\n",
    "fig.autofmt_xdate(rotation=60, ha='right')\n",
    "ax1.tick_params(axis='x', labelsize=7)\n",
    "\n",
    "lines1, labels1 = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines1 + lines2, labels1 + labels2, loc='lower center',\n",
    "           bbox_to_anchor=(0.5, -0.30), ncol=3, frameon=False, fontsize=10)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "44795b6f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-29T21:45:20.598411Z",
     "iopub.status.busy": "2026-10-29T21:45:20.598333Z",
     "iopub.status.idle": "2026-10-29T21:45:20.602723Z",
     "shell.execute_reply": "2026-10-29T21:45:20.602347Z"
    },
    "papermill": {
     "duration": 0.006852,
     "end_time": "2026-10-29T21:45:20.603210+00:00",
     "exception": false,
     "start_time": "2026-10-29T21:45:20.596358+00:00",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "== [2026-10-29] 상대강도 Top 10 (쏠림 주도) ==\n",
      "Series([], )\n",
      "\n",
      "== 상대강도 Bot 10 (소외) ==\n",
      "Series([], )\n"
     ]
    }
   ],
   "source": [
    "# ── 5. 현재 RS Top/Bot 10 ──\n",
    "last_rs = rs.iloc[-1].dropna().sort_values(ascending=False)\n",
    "print(f'== [{px.index[-1].date()}] 상대강도 Top 10 (쏠림 주도) ==')\n",
    "print(last_rs.head(10).to_string())\n",
    "print()\n",
    "print(f'== 상대강도 Bot 10 (소외) ==')\n",
    "print(last_rs.tail(10).to_string())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.13"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 14.962217,
   "end_time": "2026-10-29T21:45:20.923088+00:00",
   "environment_variables": {},
   "exception": null,
   "input_path": "/Users/seog-yejun/룬샤시_공시정리/태버지/6. 업종 쏠림지수.ipynb",
   "output_path": "/Users/seog-yejun/룬샤시_공시정리/태버지/6. 업종 쏠림지수.ipynb",
   "parameters": {},
   "start_time": "2026-10-29T21:45:05.960871+00:00",
   "version": "2.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}