{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4ea1d3f8",
   "metadata": {},
   "source": [
    "# 03 결과 도출 — 그림과 본문 수치 검증"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "96e6d9f5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T19:42:49.032046Z",
     "iopub.status.busy": "2026-10-07T19:42:49.032046Z",
     "iopub.status.idle": "2026-10-07T19:42:51.489574Z",
     "shell.execute_reply": "2026-10-07T19:42:51.489574Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python 3.12.10 · pandas 2.2.3 · numpy 2.4.6 · matplotlib 3.11.0\n",
      "  ONLINE=0(스냅샷)  OpenAlex 키 없음  Event Registry 키 없음\n",
      "  특허_연도            있음  data\\inputs\\findip_g06n_by_year.csv\n",
      "  특허_국가            있음  data\\inputs\\findip_g06n_by_country.csv\n",
      "  특허_동시분류          있음  data\\inputs\\findip_kr_g06n_coipc.csv\n",
      "  특허_출원인           있음  data\\inputs\\findip_kr_g06n_applicants.csv\n",
      "  논문_OpenAlex      있음  data\\inputs\\openalex_by_year.csv\n",
      "  논문_PubMed        있음  data\\inputs\\pubmed_by_year.csv\n",
      "  뉴스_EventRegistry 있음  data\\inputs\\eventregistry_ai_eng_daily.csv\n",
      "  뉴스_네이버_표본        있음  data\\inputs\\naver_daily_counts_생성형AI_sample.csv\n"
     ]
    }
   ],
   "source": [
    "import os, hashlib\n",
    "import numpy as np, pandas as pd\n",
    "import config as C\n",
    "import landscape as L\n",
    "pd.set_option(\"display.float_format\", lambda v: f\"{v:,.2f}\")\n",
    "C.setup()\n",
    "import matplotlib.pyplot as plt\n",
    "import koreanize_matplotlib  # noqa: F401\n",
    "pat = pd.read_csv(C.FILES[\"특허_연도\"], index_col=0)\n",
    "cty = pd.read_csv(C.FILES[\"특허_국가\"], index_col=0).iloc[:, 0]\n",
    "oa = pd.read_csv(C.FILES[\"논문_OpenAlex\"], index_col=0)\n",
    "pm = pd.read_csv(C.FILES[\"논문_PubMed\"], index_col=0).iloc[:, 0]\n",
    "er = pd.read_csv(C.FILES[\"뉴스_EventRegistry\"], index_col=0, parse_dates=True).iloc[:, 0]\n",
    "er_y = L.to_annual(er)\n",
    "growth = pd.read_csv(os.path.join(C.OUTPUT, \"growth_summary.csv\"), index_col=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e466c323",
   "metadata": {},
   "source": [
    "## 그림 1. 특허·논문·뉴스의 연도별 추이(2015=1, 로그 축)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7e61c2c7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T19:42:51.491589Z",
     "iopub.status.busy": "2026-10-07T19:42:51.491090Z",
     "iopub.status.idle": "2026-10-07T19:42:52.289371Z",
     "shell.execute_reply": "2026-10-07T19:42:52.284861Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x460 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8.5, 4.6))\n",
    "yrs = range(2015, 2025)\n",
    "for lab, s, col in [(\"특허 G06N(한국)\", pat[\"KR_G06N\"], \"#1f4e79\"), (\"특허 G06N(5개국)\", pat[\"5개국_G06N\"], \"#6fa8dc\"),\n",
    "                    (\"논문 AI(OpenAlex)\", oa[\"AI_개념_전체\"], \"#a9781f\"), (\"논문 AI·ML(PubMed)\", pm, \"#d7a94b\"),\n",
    "                    (\"뉴스 AI(영문)\", er_y, \"#7a4fb0\")]:\n",
    "    v = [s.loc[y] / s.loc[2015] for y in yrs]\n",
    "    ax.plot(list(yrs), v, marker=\"o\", ms=3.5, label=lab, color=col)\n",
    "ax.set_yscale(\"log\"); ax.axvline(2022, color=\"#999\", ls=\"--\", lw=1)\n",
    "ax.text(2022.1, 1.2, \"생성형 AI 공개(2022.11)\", fontsize=8, color=\"#666\")\n",
    "ax.set_ylabel(\"2015년 = 1\"); ax.grid(alpha=.3, which=\"both\"); ax.legend(frameon=False, fontsize=8, ncol=2)\n",
    "ax.set_title(\"AI 확산의 세 갈래 신호\", loc=\"left\")\n",
    "fig.tight_layout(); fig.savefig(os.path.join(C.OUTPUT, \"fig1_landscape_index.png\"), dpi=150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc3a3727",
   "metadata": {},
   "source": [
    "## 그림 2. 생성형 AI·LLM 논문과 영문 AI 뉴스(2019–2025)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7ebfc408",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T19:42:52.290878Z",
     "iopub.status.busy": "2026-10-07T19:42:52.289874Z",
     "iopub.status.idle": "2026-10-07T19:42:52.708523Z",
     "shell.execute_reply": "2026-10-07T19:42:52.707520Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x420 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(8.5, 4.2))\n",
    "yy = list(range(2019, 2026))\n",
    "ax1.bar(yy, [oa[\"생성형AI_LLM\"].loc[y] / 1e3 for y in yy], color=\"#a9781f\", alpha=.8, label=\"생성형 AI·LLM 논문(천 편)\")\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(yy, [er_y.loc[y] / 1e4 for y in yy], color=\"#1f4e79\", marker=\"o\", label=\"영문 AI 뉴스(만 건)\")\n",
    "ax1.set_ylabel(\"천 편\"); ax2.set_ylabel(\"만 건\"); ax1.grid(alpha=.3)\n",
    "h1, l1 = ax1.get_legend_handles_labels(); h2, l2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(h1 + h2, l1 + l2, frameon=False, loc=\"upper left\", fontsize=8)\n",
    "ax1.set_title(\"2023년 이후의 급증 — 2025년 값은 색인 미완\", loc=\"left\")\n",
    "fig.tight_layout(); fig.savefig(os.path.join(C.OUTPUT, \"fig2_generative_ai.png\"), dpi=150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5455fd66",
   "metadata": {},
   "source": [
    "## 검증 — 본문 수치와 대조"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "05377f17",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T19:42:52.709522Z",
     "iopub.status.busy": "2026-10-07T19:42:52.709522Z",
     "iopub.status.idle": "2026-10-07T19:42:52.736119Z",
     "shell.execute_reply": "2026-10-07T19:42:52.735616Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>항목</th>\n",
       "      <th>계산</th>\n",
       "      <th>본문</th>\n",
       "      <th>허용오차</th>\n",
       "      <th>통과</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>한국 G06N 2015</td>\n",
       "      <td>513.00</td>\n",
       "      <td>513.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>한국 G06N 2022</td>\n",
       "      <td>14,002.00</td>\n",
       "      <td>14,002.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5개국 G06N 2015</td>\n",
       "      <td>11,236.00</td>\n",
       "      <td>11,236.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5개국 G06N 2024</td>\n",
       "      <td>224,600.00</td>\n",
       "      <td>224,600.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5개국 배수(2015→2024)</td>\n",
       "      <td>19.99</td>\n",
       "      <td>20.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>중국 비중(%)</td>\n",
       "      <td>67.31</td>\n",
       "      <td>67.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>한국 비중(%)</td>\n",
       "      <td>6.18</td>\n",
       "      <td>6.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>생성형 AI 논문 2022</td>\n",
       "      <td>1,071.00</td>\n",
       "      <td>1,071.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>생성형 AI 논문 2024</td>\n",
       "      <td>57,411.00</td>\n",
       "      <td>57,411.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>AI 논문 2024(만 편)</td>\n",
       "      <td>134.45</td>\n",
       "      <td>134.50</td>\n",
       "      <td>0.05</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>영문 AI 뉴스 2022(만 건)</td>\n",
       "      <td>25.17</td>\n",
       "      <td>25.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>영문 AI 뉴스 2024(만 건)</td>\n",
       "      <td>94.98</td>\n",
       "      <td>95.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    항목         계산         본문  허용오차    통과\n",
       "0         한국 G06N 2015     513.00     513.00  0.00  True\n",
       "1         한국 G06N 2022  14,002.00  14,002.00  0.00  True\n",
       "2        5개국 G06N 2015  11,236.00  11,236.00  0.00  True\n",
       "3        5개국 G06N 2024 224,600.00 224,600.00  0.00  True\n",
       "4    5개국 배수(2015→2024)      19.99      20.00  0.05  True\n",
       "5             중국 비중(%)      67.31      67.30  0.05  True\n",
       "6             한국 비중(%)       6.18       6.20  0.05  True\n",
       "7       생성형 AI 논문 2022   1,071.00   1,071.00  0.00  True\n",
       "8       생성형 AI 논문 2024  57,411.00  57,411.00  0.00  True\n",
       "9      AI 논문 2024(만 편)     134.45     134.50  0.05  True\n",
       "10  영문 AI 뉴스 2022(만 건)      25.17      25.20  0.05  True\n",
       "11  영문 AI 뉴스 2024(만 건)      94.98      95.00  0.05  True"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "검증 통과: 본문 수치를 재현했다(스냅샷 기준).\n"
     ]
    }
   ],
   "source": [
    "P = C.PUBLISHED\n",
    "s5 = cty.sum()\n",
    "checks = [\n",
    "    (\"한국 G06N 2015\", pat.loc[2015, \"KR_G06N\"], P[\"KR_특허_2015\"], 0),\n",
    "    (\"한국 G06N 2022\", pat.loc[2022, \"KR_G06N\"], P[\"KR_특허_2022\"], 0),\n",
    "    (\"5개국 G06N 2015\", pat.loc[2015, \"5개국_G06N\"], P[\"세계_특허_2015\"], 0),\n",
    "    (\"5개국 G06N 2024\", pat.loc[2024, \"5개국_G06N\"], P[\"세계_특허_2024\"], 0),\n",
    "    (\"5개국 배수(2015→2024)\", pat.loc[2024, \"5개국_G06N\"] / pat.loc[2015, \"5개국_G06N\"], P[\"세계_특허_배수\"], 0.05),\n",
    "    (\"중국 비중(%)\", 100 * cty[\"CN\"] / s5, P[\"중국_비중_%\"], 0.05),\n",
    "    (\"한국 비중(%)\", 100 * cty[\"KR\"] / s5, P[\"한국_비중_%\"], 0.05),\n",
    "    (\"생성형 AI 논문 2022\", oa.loc[2022, \"생성형AI_LLM\"], P[\"생성형논문_2022\"], 0),\n",
    "    (\"생성형 AI 논문 2024\", oa.loc[2024, \"생성형AI_LLM\"], P[\"생성형논문_2024\"], 0),\n",
    "    (\"AI 논문 2024(만 편)\", oa.loc[2024, \"AI_개념_전체\"] / 1e4, P[\"AI논문_2024_만편\"], 0.05),\n",
    "    (\"영문 AI 뉴스 2022(만 건)\", er_y.loc[2022] / 1e4, P[\"영문뉴스_2022_만건\"], 0.05),\n",
    "    (\"영문 AI 뉴스 2024(만 건)\", er_y.loc[2024] / 1e4, P[\"영문뉴스_2024_만건\"], 0.05),\n",
    "]\n",
    "res = pd.DataFrame([{\"항목\": k, \"계산\": v, \"본문\": p, \"허용오차\": t, \"통과\": abs(v - p) <= t} for k, v, p, t in checks])\n",
    "display(res)\n",
    "assert res[\"통과\"].all(), \"본문 수치와 계산 결과가 다르다\"\n",
    "print(\"검증 통과: 본문 수치를 재현했다(스냅샷 기준).\")"
   ]
  }
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