{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "219f1f0e",
   "metadata": {
    "lines_to_next_cell": 0
   },
   "source": [
    "# 클러스터링과 이상 탐지 — Python 실습\n",
    "> 가이드라인 docx와 **같은 데이터·시드·코드**로 본문 수치와 그림 1~5를 재현하고, 마지막 셀에서 docx 수치와 자동 대조합니다.\n",
    "> Breast Cancer 전체 569건을 표준화해 사용하며, 레이블(**악성=1**)은 사후 평가에만 씁니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "da46faff",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T10:22:57.384821Z",
     "iopub.status.busy": "2026-09-29T10:22:57.384003Z",
     "iopub.status.idle": "2026-09-29T10:22:57.892844Z",
     "shell.execute_reply": "2026-09-29T10:22:57.891782Z"
    },
    "lines_to_next_cell": 0
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "환경 설정 완료 (한글 폰트: Noto Sans CJK JP)\n"
     ]
    }
   ],
   "source": [
    "# 환경 설정: 한글 폰트를 코드에서 직접 등록\n",
    "import numpy as np, pandas as pd, matplotlib.pyplot as plt, matplotlib.font_manager as fm, warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import os\n",
    "# 설치된 한글 폰트를 찾아 코드에서 직접 등록 (로컬: Noto Sans CJK / Colab: 나눔고딕)\n",
    "_FONTS = [('/usr/share/fonts/opentype/noto/NotoSansCJK-Regular.ttc', '/usr/share/fonts/opentype/noto/NotoSansCJK-Bold.ttc'),\n",
    "          ('/usr/share/fonts/truetype/nanum/NanumGothic.ttf', '/usr/share/fonts/truetype/nanum/NanumGothicBold.ttf')]\n",
    "KFONT = None\n",
    "for _reg, _bold in _FONTS:\n",
    "    if os.path.exists(_reg):\n",
    "        for _p in (_reg, _bold):\n",
    "            if os.path.exists(_p): fm.fontManager.addfont(_p)\n",
    "        KFONT = fm.FontProperties(fname=_reg).get_name(); break\n",
    "if KFONT is None: print('⚠️ 한글 폰트를 찾지 못했습니다. Colab이면 맨 위 설치 셀을 먼저 실행하세요.')\n",
    "plt.rcParams.update({'font.family': KFONT or 'DejaVu Sans', 'axes.unicode_minus': False,\n",
    "                     'axes.spines.top': False, 'axes.spines.right': False})\n",
    "BLUE, ORANGE, GREEN, RED, GRAY, NAVY = '#2E5FA3', '#C45911', '#2E9E7A', '#C0392B', '#999999', '#1F3864'\n",
    "CHECKS = []   # (항목, docx 값, 노트북 값, 허용오차)\n",
    "def check(name, docx_val, nb_val, tol=0.0005):\n",
    "    CHECKS.append((name, docx_val, nb_val, tol))\n",
    "def report():\n",
    "    rows = []\n",
    "    for n, d, v, t in CHECKS:\n",
    "        ok = (abs(float(d) - float(v)) <= t) if not isinstance(d, str) else (str(d) == str(v))\n",
    "        rows.append({'항목': n, 'docx': d, '노트북': (round(v, 4) if isinstance(v, float) else v), '일치': '✅' if ok else '❌'})\n",
    "    df = pd.DataFrame(rows); print(df.to_string(index=False))\n",
    "    print(f\"\\n일치 {sum(r['일치']=='✅' for r in rows)} / {len(rows)}\")\n",
    "    return df\n",
    "print(f'환경 설정 완료 (한글 폰트: {KFONT})')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e10911fd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T10:22:57.894743Z",
     "iopub.status.busy": "2026-09-29T10:22:57.894375Z",
     "iopub.status.idle": "2026-09-29T10:22:58.712148Z",
     "shell.execute_reply": "2026-09-29T10:22:58.710874Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "데이터 (569, 30), 악성 비율 0.373\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.cluster import KMeans, DBSCAN\n",
    "from sklearn.ensemble import IsolationForest\n",
    "from sklearn.neighbors import LocalOutlierFactor\n",
    "from sklearn.metrics import silhouette_score, adjusted_rand_score\n",
    "bc = load_breast_cancer(); y = 1 - bc.target          # 평가용 레이블(악성=1)\n",
    "X_s = StandardScaler().fit_transform(bc.data)\n",
    "X_pca = PCA(n_components=2, random_state=42).fit_transform(X_s)\n",
    "print(f'데이터 {X_s.shape}, 악성 비율 {y.mean():.3f}'); check('그림3 전체 악성 비율', 0.373, y.mean(), 0.0005)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5aea508c",
   "metadata": {
    "lines_to_next_cell": 0
   },
   "source": [
    "## 1. K-means와 k 선택 (docx 2-3 코드, 그림 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2a46b937",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T10:22:58.714984Z",
     "iopub.status.busy": "2026-09-29T10:22:58.714196Z",
     "iopub.status.idle": "2026-09-29T10:22:59.173040Z",
     "shell.execute_reply": "2026-09-29T10:22:59.171800Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Silhouette: {2: np.float64(0.343), 3: np.float64(0.314), 4: np.float64(0.283), 5: np.float64(0.158), 6: np.float64(0.16), 7: np.float64(0.153), 8: np.float64(0.147)}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inertias, sils = [], []\n",
    "for k in range(2, 9):\n",
    "    km = KMeans(n_clusters=k, random_state=42, n_init=10); labels = km.fit_predict(X_s)\n",
    "    inertias.append(km.inertia_); sils.append(silhouette_score(X_s, labels))\n",
    "print('Silhouette:', dict(zip(range(2, 9), np.round(sils, 3))))\n",
    "km_final = KMeans(n_clusters=2, random_state=42, n_init=10); labels = km_final.fit_predict(X_s)\n",
    "check('그림1 k=2 Silhouette', 0.343, sils[0]); check('그림1 Silhouette 최대 k', 2, int(np.argmax(sils))+2, 0)\n",
    "fig, axs = plt.subplots(1, 3, figsize=(13, 4))\n",
    "axs[0].plot(range(2, 9), inertias, 'o-', color=BLUE); axs[0].set_title('Elbow Method'); axs[0].set_xlabel('k')\n",
    "axs[1].bar(range(2, 9), sils, color=BLUE); axs[1].set_title('Silhouette Score'); axs[1].set_xlabel('k')\n",
    "for kk, c in zip([0, 1], [RED, GREEN]): axs[2].scatter(X_pca[labels==kk, 0], X_pca[labels==kk, 1], s=9, color=c, alpha=.6, label=f'클러스터 {kk}')\n",
    "axs[2].set_title('K-means k=2 결과 (PCA 2D)'); axs[2].legend(frameon=False); plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40268b10",
   "metadata": {
    "lines_to_next_cell": 0
   },
   "source": [
    "## 2. DBSCAN (docx 2-5 코드, 그림 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4832543b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T10:22:59.175842Z",
     "iopub.status.busy": "2026-09-29T10:22:59.175115Z",
     "iopub.status.idle": "2026-09-29T10:22:59.413407Z",
     "shell.execute_reply": "2026-09-29T10:22:59.412345Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "eps=0.5: 클러스터 7개 [21, 11, 317, 11, 14, 11, 5], 노이즈 179개\n",
      "eps=1.5: 클러스터 2개 [544, 6], 노이즈 19개\n",
      "eps=2.5: 클러스터 1개 [559], 노이즈 10개\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x420 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 3, figsize=(13, 4.2)); res = {}\n",
    "for ax, e in zip(axs, [0.5, 1.5, 2.5]):\n",
    "    l = DBSCAN(eps=e, min_samples=5).fit_predict(X_pca); u = sorted(set(l) - {-1}); res[e] = l\n",
    "    print(f'eps={e}: 클러스터 {len(u)}개 {[int((l==k).sum()) for k in u]}, 노이즈 {int((l==-1).sum())}개')\n",
    "    ax.scatter(X_pca[l==-1, 0], X_pca[l==-1, 1], marker='x', s=12, color=GRAY, label='노이즈')\n",
    "    for i, k in enumerate(u): ax.scatter(X_pca[l==k, 0], X_pca[l==k, 1], s=9, alpha=.7, label=f'클러스터 {k} ({(l==k).sum()}개)')\n",
    "    ax.set_title(f'eps={e}'); ax.legend(frameon=False, fontsize=7); ax.set_xticks([]); ax.set_yticks([])\n",
    "plt.tight_layout(); plt.show()\n",
    "l15 = res[1.5]; check('그림2 eps=1.5 큰 클러스터 크기', 544, int((l15==0).sum()), 0); check('그림2 eps=1.5 작은 클러스터 크기', 6, int((l15==1).sum()), 0); check('그림2 eps=1.5 노이즈', 19, int((l15==-1).sum()), 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f5faf0b",
   "metadata": {
    "lines_to_next_cell": 0
   },
   "source": [
    "## 3. 이상 탐지 (docx 3-4 코드, 그림 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "91739aa3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T10:22:59.415849Z",
     "iopub.status.busy": "2026-09-29T10:22:59.414959Z",
     "iopub.status.idle": "2026-09-29T10:22:59.666731Z",
     "shell.execute_reply": "2026-09-29T10:22:59.665767Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "이상치 57개 탐지\n",
      "Isolation Forest       이상치 중 악성 비율 66.7%\n",
      "LOF                    이상치 중 악성 비율 47.4%\n",
      "K-means 거리(상위 5%)      이상치 중 악성 비율 55.2%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x440 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iso = IsolationForest(contamination=0.1, random_state=42); iso_preds = iso.fit_predict(X_s); iso_scores = iso.score_samples(X_s)\n",
    "lof = LocalOutlierFactor(n_neighbors=20, contamination=0.1); lof_preds = lof.fit_predict(X_s)\n",
    "dist = km_final.transform(X_s).min(1); km_out = dist >= np.quantile(dist, 0.95)\n",
    "anomaly_idx = np.where(iso_preds == -1)[0]; print(f'이상치 {len(anomaly_idx)}개 탐지')\n",
    "rates = {'Isolation Forest': y[iso_preds==-1].mean(), 'LOF': y[lof_preds==-1].mean(), 'K-means 거리(상위 5%)': y[km_out].mean()}\n",
    "for k, v in rates.items(): print(f'{k:<22} 이상치 중 악성 비율 {v*100:.1f}%')\n",
    "check('그림3 IsolationForest 악성 비율', 0.667, rates['Isolation Forest']); check('그림3 LOF 악성 비율', 0.474, rates['LOF']); check('그림3 K-means 악성 비율', 0.552, rates['K-means 거리(상위 5%)'])\n",
    "check('본문: 악성 비율 1위 방법', 'Isolation Forest', max(rates, key=rates.get))\n",
    "fig, axs = plt.subplots(1, 3, figsize=(13, 4.4))\n",
    "for ax, (n, m) in zip(axs, [('Isolation Forest', iso_preds==-1), ('LOF', lof_preds==-1), ('K-means 거리(상위 5%)', km_out)]):\n",
    "    ax.scatter(X_pca[~m, 0], X_pca[~m, 1], s=9, color=GREEN, alpha=.35, label='정상'); ax.scatter(X_pca[m, 0], X_pca[m, 1], s=26, marker='D', color=RED, label=f'이상치({m.sum()}개)')\n",
    "    ax.set_title(f'{n}\\n이상치 중 악성 비율={y[m].mean()*100:.1f}%'); ax.legend(frameon=False, fontsize=8); ax.set_xticks([]); ax.set_yticks([])\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c0eaff2",
   "metadata": {
    "lines_to_next_cell": 0
   },
   "source": [
    "## 4. 레이블로 사후 검증 — ARI (그림 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "951e730d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T10:22:59.669328Z",
     "iopub.status.busy": "2026-09-29T10:22:59.668244Z",
     "iopub.status.idle": "2026-09-29T10:22:59.727045Z",
     "shell.execute_reply": "2026-09-29T10:22:59.726140Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-means ARI=0.6536, DBSCAN(eps=1.5) ARI=0.0263\n",
      "n_init=10 inertia 11595.53 / n_init=100 inertia 11595.46, ARI 0.6707\n"
     ]
    }
   ],
   "source": [
    "ari_k, ari_d = adjusted_rand_score(y, labels), adjusted_rand_score(y, l15)\n",
    "print(f'K-means ARI={ari_k:.4f}, DBSCAN(eps=1.5) ARI={ari_d:.4f}')\n",
    "check('그림4 K-means ARI', 0.654, ari_k); check('그림4 DBSCAN ARI', 0.026, ari_d)\n",
    "# docx 2-2: 초기화에 따라 결과가 달라지는 실례 (n_init=100이면 조금 더 나은 해)\n",
    "km100 = KMeans(n_clusters=2, random_state=0, n_init=100).fit(X_s)\n",
    "print(f'n_init=10 inertia {km_final.inertia_:.2f} / n_init=100 inertia {km100.inertia_:.2f}, ARI {adjusted_rand_score(y, km100.labels_):.4f}')\n",
    "check('본문 n_init=10 inertia', 11595.53, km_final.inertia_, 0.005); check('본문 n_init=100 inertia', 11595.46, km100.inertia_, 0.005); check('본문 n_init=100 ARI', 0.671, adjusted_rand_score(y, km100.labels_))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e41a6cb6",
   "metadata": {
    "lines_to_next_cell": 0
   },
   "source": [
    "## 5. 이상 점수 분포 (그림 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bf5da7c0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T10:22:59.728869Z",
     "iopub.status.busy": "2026-09-29T10:22:59.728308Z",
     "iopub.status.idle": "2026-09-29T10:23:00.025373Z",
     "shell.execute_reply": "2026-09-29T10:23:00.024420Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(11, 4.4))\n",
    "for ax, v, thr, t in [(ax1, dist, np.quantile(dist, .95), 'K-means 거리'), (ax2, iso_scores, np.quantile(iso_scores, .1), 'Isolation Forest 점수 (낮을수록 이상)')]:\n",
    "    ax.hist(v[y==0], bins=30, density=True, alpha=.6, color=GREEN, label='양성 종양(0)'); ax.hist(v[y==1], bins=30, density=True, alpha=.6, color=RED, label='악성(1)')\n",
    "    ax.axvline(thr, color='black', ls='--'); ax.set_title(t); ax.legend(frameon=False)\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9645af2",
   "metadata": {
    "lines_to_next_cell": 0
   },
   "source": [
    "## 6. docx 수치 자동 대조"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "27e61dc9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-29T10:23:00.027320Z",
     "iopub.status.busy": "2026-09-29T10:23:00.026712Z",
     "iopub.status.idle": "2026-09-29T10:23:00.033300Z",
     "shell.execute_reply": "2026-09-29T10:23:00.032610Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       항목             docx              노트북 일치\n",
      "             그림3 전체 악성 비율            0.373           0.3726  ✅\n",
      "       그림1 k=2 Silhouette            0.343           0.3434  ✅\n",
      "      그림1 Silhouette 최대 k                2                2  ✅\n",
      "    그림2 eps=1.5 큰 클러스터 크기              544              544  ✅\n",
      "   그림2 eps=1.5 작은 클러스터 크기                6                6  ✅\n",
      "          그림2 eps=1.5 노이즈               19               19  ✅\n",
      "그림3 IsolationForest 악성 비율            0.667           0.6667  ✅\n",
      "            그림3 LOF 악성 비율            0.474           0.4737  ✅\n",
      "        그림3 K-means 악성 비율            0.552           0.5517  ✅\n",
      "          본문: 악성 비율 1위 방법 Isolation Forest Isolation Forest  ✅\n",
      "          그림4 K-means ARI            0.654           0.6536  ✅\n",
      "           그림4 DBSCAN ARI            0.026           0.0263  ✅\n",
      "     본문 n_init=10 inertia         11595.53       11595.5266  ✅\n",
      "    본문 n_init=100 inertia         11595.46       11595.4615  ✅\n",
      "        본문 n_init=100 ARI            0.671           0.6707  ✅\n",
      "\n",
      "일치 15 / 15\n"
     ]
    }
   ],
   "source": [
    "_ = report()"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "cell_metadata_filter": "-all",
   "main_language": "python",
   "notebook_metadata_filter": "-all"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
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