{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "uqo-header",
   "metadata": {},
   "outputs": [],
   "source": [
    "<div style=\"text-align: center; margin-bottom: 20px;\">\n",
    "<img src=\"https://rechercheciusssnim.ca/wp-content/uploads/2019/07/logo-uqo.jpg\" alt=\"Logo UQO\" width=\"300\">\n",
    "</div>\n",
    "\n",
    "---\n",
    "\n",
    "**Project:** EDGAR Research Database  \n",
    "**Description:** SEC EDGAR Research Infrastructure  \n",
    "\n",
    "**Authors:**\n",
    "- Manel Kammoun — manel.kammoun@uqo.ca\n",
    "- Djerrycharli Tandjambianda — djerrycharli.tandjambianda@uqo.ca\n",
    "- Simon-Pierre Boucher — simon-pierre.boucher@uqo.ca\n",
    "\n",
    "**Institution:** Universite du Quebec en Outaouais (UQO)  \n",
    "**License:** Research / Academic Use\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31cc2363",
   "metadata": {},
   "source": [
    "# Panel Econometrique - Structure et Qualite des Donnees\n",
    "\n",
    "Ce notebook presente la structure et la qualite du panel econometrique construit a partir des filings SEC (10-K, 10-Q, 8-K).  \n",
    "Nous analysons les dimensions du panel, sa balance, la couverture sectorielle, et decomposons la variance des 8 facteurs textuels en composantes **within** et **between**.\n",
    "\n",
    "**8 facteurs ancres** : AI Adoption, AI Disruption Risk, AI Infrastructure, ESG Commitment, Climate Risk, Cybersecurity, Automation & Labor, Macro Risk\n",
    "\n",
    "Source : base DuckDB `edgar_research.duckdb` | Panel annuel : `annual_final` | Periode : 2010-2026"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd43bf4e",
   "metadata": {},
   "source": [
    "## 1. Configuration et chargement des donnees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6796bb69",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:57.332615Z",
     "iopub.status.busy": "2026-05-27T23:07:57.332523Z",
     "iopub.status.idle": "2026-05-27T23:07:58.022945Z",
     "shell.execute_reply": "2026-05-27T23:07:58.022550Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Configuration chargee.\n"
     ]
    }
   ],
   "source": [
    "import duckdb\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as mticker\n",
    "import seaborn as sns\n",
    "from pathlib import Path\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# Style\n",
    "sns.set_theme(style=\"whitegrid\", font_scale=1.1)\n",
    "plt.rcParams.update({\n",
    "    'figure.figsize': (14, 6),\n",
    "    'figure.dpi': 120,\n",
    "    'axes.titlesize': 14,\n",
    "    'axes.labelsize': 12,\n",
    "    'savefig.bbox': 'tight'\n",
    "})\n",
    "\n",
    "# Palette sectorielle\n",
    "SECTOR_PALETTE = {\n",
    "    'Information Technology': '#1f77b4',\n",
    "    'Health Care': '#2ca02c',\n",
    "    'Financials': '#ff7f0e',\n",
    "    'Consumer Discretionary': '#d62728',\n",
    "    'Industrials': '#9467bd',\n",
    "    'Communication Services': '#8c564b',\n",
    "    'Consumer Staples': '#e377c2',\n",
    "    'Energy': '#7f7f7f',\n",
    "    'Materials': '#bcbd22',\n",
    "    'Real Estate': '#17becf',\n",
    "    'Utilities': '#aec7e8',\n",
    "}\n",
    "\n",
    "# Les 8 ancres thematiques\n",
    "ANCHORS = [\n",
    "    'ai_adoption', 'ai_disruption_risk', 'ai_infrastructure',\n",
    "    'esg_commitment', 'climate_risk', 'cybersecurity',\n",
    "    'automation_labor', 'macro_risk'\n",
    "]\n",
    "\n",
    "ANCHOR_LABELS = {\n",
    "    'ai_adoption': 'AI Adoption',\n",
    "    'ai_disruption_risk': 'AI Disruption Risk',\n",
    "    'ai_infrastructure': 'AI Infrastructure',\n",
    "    'esg_commitment': 'ESG Commitment',\n",
    "    'climate_risk': 'Climate Risk',\n",
    "    'cybersecurity': 'Cybersecurity',\n",
    "    'automation_labor': 'Automation & Labor',\n",
    "    'macro_risk': 'Macro Risk',\n",
    "}\n",
    "\n",
    "print(\"Configuration chargee.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b36d6a31",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.024107Z",
     "iopub.status.busy": "2026-05-27T23:07:58.023997Z",
     "iopub.status.idle": "2026-05-27T23:07:58.048552Z",
     "shell.execute_reply": "2026-05-27T23:07:58.048135Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Source : table annual_final (panel enrichi)\n",
      "Panel charge : 7,869 observations\n",
      "Entreprises  : 500\n",
      "Secteurs     : 11\n",
      "Periode      : 2010 - 2026\n",
      "Colonnes     : 91\n"
     ]
    },
    {
     "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>cik</th>\n",
       "      <th>ticker</th>\n",
       "      <th>company_name</th>\n",
       "      <th>sector</th>\n",
       "      <th>sub_industry</th>\n",
       "      <th>fiscal_year</th>\n",
       "      <th>filing_count</th>\n",
       "      <th>total_chunks</th>\n",
       "      <th>log_total_chunks</th>\n",
       "      <th>ai_adoption_accel</th>\n",
       "      <th>...</th>\n",
       "      <th>macro_risk_max</th>\n",
       "      <th>macro_risk_mean</th>\n",
       "      <th>macro_risk_pct_change</th>\n",
       "      <th>macro_risk_roll3_mean</th>\n",
       "      <th>macro_risk_roll3_std</th>\n",
       "      <th>macro_risk_std</th>\n",
       "      <th>macro_risk_top5pct</th>\n",
       "      <th>macro_risk_wmean</th>\n",
       "      <th>embedding_drift</th>\n",
       "      <th>novelty_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0001090872</td>\n",
       "      <td>A</td>\n",
       "      <td>Agilent Technologies</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>Life Sciences Tools &amp; Services</td>\n",
       "      <td>2010</td>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>3.465736</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.251242</td>\n",
       "      <td>0.082800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.038119</td>\n",
       "      <td>0.124073</td>\n",
       "      <td>0.082800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.045020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0001090872</td>\n",
       "      <td>A</td>\n",
       "      <td>Agilent Technologies</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>Life Sciences Tools &amp; Services</td>\n",
       "      <td>2011</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>2.833213</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.254705</td>\n",
       "      <td>0.091830</td>\n",
       "      <td>0.109048</td>\n",
       "      <td>0.087315</td>\n",
       "      <td>0.006385</td>\n",
       "      <td>0.045176</td>\n",
       "      <td>0.140023</td>\n",
       "      <td>0.091830</td>\n",
       "      <td>0.016180</td>\n",
       "      <td>0.061395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0001090872</td>\n",
       "      <td>A</td>\n",
       "      <td>Agilent Technologies</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>Life Sciences Tools &amp; Services</td>\n",
       "      <td>2012</td>\n",
       "      <td>11</td>\n",
       "      <td>24</td>\n",
       "      <td>3.218876</td>\n",
       "      <td>0.026177</td>\n",
       "      <td>...</td>\n",
       "      <td>0.252156</td>\n",
       "      <td>0.096133</td>\n",
       "      <td>0.046863</td>\n",
       "      <td>0.090254</td>\n",
       "      <td>0.006804</td>\n",
       "      <td>0.057509</td>\n",
       "      <td>0.155923</td>\n",
       "      <td>0.096133</td>\n",
       "      <td>0.021457</td>\n",
       "      <td>0.051440</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 91 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          cik ticker          company_name       sector  \\\n",
       "0  0001090872      A  Agilent Technologies  Health Care   \n",
       "1  0001090872      A  Agilent Technologies  Health Care   \n",
       "2  0001090872      A  Agilent Technologies  Health Care   \n",
       "\n",
       "                     sub_industry  fiscal_year  filing_count  total_chunks  \\\n",
       "0  Life Sciences Tools & Services         2010            17            31   \n",
       "1  Life Sciences Tools & Services         2011             8            16   \n",
       "2  Life Sciences Tools & Services         2012            11            24   \n",
       "\n",
       "   log_total_chunks  ai_adoption_accel  ...  macro_risk_max  macro_risk_mean  \\\n",
       "0          3.465736                NaN  ...        0.251242         0.082800   \n",
       "1          2.833213                NaN  ...        0.254705         0.091830   \n",
       "2          3.218876           0.026177  ...        0.252156         0.096133   \n",
       "\n",
       "   macro_risk_pct_change  macro_risk_roll3_mean  macro_risk_roll3_std  \\\n",
       "0                    NaN                    NaN                   NaN   \n",
       "1               0.109048               0.087315              0.006385   \n",
       "2               0.046863               0.090254              0.006804   \n",
       "\n",
       "   macro_risk_std  macro_risk_top5pct  macro_risk_wmean  embedding_drift  \\\n",
       "0        0.038119            0.124073          0.082800              NaN   \n",
       "1        0.045176            0.140023          0.091830         0.016180   \n",
       "2        0.057509            0.155923          0.096133         0.021457   \n",
       "\n",
       "   novelty_score  \n",
       "0       0.045020  \n",
       "1       0.061395  \n",
       "2       0.051440  \n",
       "\n",
       "[3 rows x 91 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Connexion DuckDB\n",
    "DB_PATH = Path(\"../data/duckdb/edgar_research.duckdb\")\n",
    "con = duckdb.connect(str(DB_PATH), read_only=True)\n",
    "\n",
    "# Chargement : essayer annual_final d'abord, sinon fallback sur annual_panel + companies\n",
    "try:\n",
    "    df = con.execute(\"\"\"\n",
    "        SELECT * FROM annual_final\n",
    "        WHERE fiscal_year BETWEEN 2010 AND 2026\n",
    "        ORDER BY ticker, fiscal_year\n",
    "    \"\"\").fetchdf()\n",
    "    print(\"Source : table annual_final (panel enrichi)\")\n",
    "except Exception:\n",
    "    df = con.execute(\"\"\"\n",
    "        SELECT ap.*, c.company_name, c.sector, c.sub_industry\n",
    "        FROM annual_panel ap\n",
    "        JOIN companies c USING (ticker)\n",
    "        WHERE ap.fiscal_year BETWEEN 2010 AND 2026\n",
    "        ORDER BY ap.ticker, ap.fiscal_year\n",
    "    \"\"\").fetchdf()\n",
    "    print(\"Source : annual_panel + companies (fallback)\")\n",
    "\n",
    "print(f\"Panel charge : {len(df):,} observations\")\n",
    "print(f\"Entreprises  : {df['ticker'].nunique()}\")\n",
    "print(f\"Secteurs     : {df['sector'].nunique()}\")\n",
    "print(f\"Periode      : {df['fiscal_year'].min()} - {df['fiscal_year'].max()}\")\n",
    "print(f\"Colonnes     : {df.shape[1]}\")\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "866b56c5",
   "metadata": {},
   "source": [
    "## 2. Dimensions du Panel\n",
    "\n",
    "Un panel econometrique est defini par ses dimensions : **N** (nombre de firmes), **T** (nombre de periodes), et le ratio d'equilibre (observations reelles / N*T). Un panel parfaitement equilibre aurait un ratio de 1.0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2cf75580",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.049551Z",
     "iopub.status.busy": "2026-05-27T23:07:58.049495Z",
     "iopub.status.idle": "2026-05-27T23:07:58.053116Z",
     "shell.execute_reply": "2026-05-27T23:07:58.052767Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "     DIMENSIONS DU PANEL ECONOMETRIQUE\n",
      "=======================================================\n",
      "  Nombre de firmes (N)                            500\n",
      "  Nombre de periodes (T)                           17\n",
      "  Periode couverte                         2010 - 2026\n",
      "  Observations potentielles (N x T)             8,500\n",
      "  Observations reelles                          7,869\n",
      "  Ratio d'equilibre                             0.926\n",
      "  Periodes moyennes par firme                    15.7\n",
      "  Min periodes par firme                            2\n",
      "  Max periodes par firme                           17\n",
      "=======================================================\n"
     ]
    }
   ],
   "source": [
    "N = df['ticker'].nunique()\n",
    "T = df['fiscal_year'].nunique()\n",
    "n_obs = len(df)\n",
    "balanced_obs = N * T\n",
    "balance_ratio = n_obs / balanced_obs\n",
    "\n",
    "years = sorted(df['fiscal_year'].unique())\n",
    "t_min, t_max = years[0], years[-1]\n",
    "\n",
    "# Observations par firme\n",
    "obs_per_firm = df.groupby('ticker').size()\n",
    "avg_t = obs_per_firm.mean()\n",
    "\n",
    "panel_info = pd.DataFrame({\n",
    "    'Dimension': [\n",
    "        'Nombre de firmes (N)',\n",
    "        'Nombre de periodes (T)',\n",
    "        f'Periode couverte',\n",
    "        'Observations potentielles (N x T)',\n",
    "        'Observations reelles',\n",
    "        'Ratio d\\'equilibre',\n",
    "        'Periodes moyennes par firme',\n",
    "        'Min periodes par firme',\n",
    "        'Max periodes par firme',\n",
    "    ],\n",
    "    'Valeur': [\n",
    "        f'{N:,}',\n",
    "        f'{T}',\n",
    "        f'{t_min} - {t_max}',\n",
    "        f'{balanced_obs:,}',\n",
    "        f'{n_obs:,}',\n",
    "        f'{balance_ratio:.3f}',\n",
    "        f'{avg_t:.1f}',\n",
    "        f'{obs_per_firm.min()}',\n",
    "        f'{obs_per_firm.max()}',\n",
    "    ]\n",
    "})\n",
    "\n",
    "print(\"=\" * 55)\n",
    "print(\"     DIMENSIONS DU PANEL ECONOMETRIQUE\")\n",
    "print(\"=\" * 55)\n",
    "for _, row in panel_info.iterrows():\n",
    "    print(f\"  {row['Dimension']:<40s} {row['Valeur']:>10s}\")\n",
    "print(\"=\" * 55)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2c81ba3",
   "metadata": {},
   "source": [
    "## 3. Balance du Panel\n",
    "\n",
    "Cette heatmap montre la presence (1) ou l'absence (0) d'observations pour chaque firme par annee. Un panel parfaitement equilibre serait entierement colore. Les lignes blanches indiquent des annees manquantes pour certaines firmes (entrees tardives dans le S&P 500, sorties, etc.)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39edebcf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.054014Z",
     "iopub.status.busy": "2026-05-27T23:07:58.053962Z",
     "iopub.status.idle": "2026-05-27T23:07:58.208161Z",
     "shell.execute_reply": "2026-05-27T23:07:58.207788Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x1680 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Taux de completude (top 50 firmes) : 100.0%\n",
      "Taux de completude (panel complet) : 92.6%\n"
     ]
    }
   ],
   "source": [
    "# Matrice de presence/absence pour les 50 firmes avec le plus d'observations\n",
    "top50 = obs_per_firm.sort_values(ascending=False).head(50).index.tolist()\n",
    "df_top50 = df[df['ticker'].isin(top50)]\n",
    "\n",
    "presence = df_top50.pivot_table(\n",
    "    index='ticker', columns='fiscal_year',\n",
    "    values='filing_count', aggfunc='count', fill_value=0\n",
    ")\n",
    "presence = presence.clip(upper=1)  # 1 = present, 0 = absent\n",
    "presence = presence.sort_index()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(16, 14))\n",
    "sns.heatmap(\n",
    "    presence, cmap=['#f0f0f0', '#2166ac'], linewidths=0.3, linecolor='white',\n",
    "    cbar_kws={'label': 'Observation presente', 'shrink': 0.3, 'ticks': [0, 1]},\n",
    "    ax=ax, vmin=0, vmax=1\n",
    ")\n",
    "ax.set_title(\"Balance du Panel - Presence/Absence par Firme et Annee (Top 50)\", fontsize=14, fontweight='bold')\n",
    "ax.set_xlabel(\"Annee fiscale\")\n",
    "ax.set_ylabel(\"Ticker\")\n",
    "ax.set_yticklabels(ax.get_yticklabels(), fontsize=8)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Statistique de balance\n",
    "pct_full = presence.values.mean() * 100\n",
    "print(f\"\\nTaux de completude (top 50 firmes) : {pct_full:.1f}%\")\n",
    "print(f\"Taux de completude (panel complet) : {balance_ratio*100:.1f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b74c974a",
   "metadata": {},
   "source": [
    "## 4. Distribution des Observations par Annee\n",
    "\n",
    "Le nombre de firmes observees par annee montre l'expansion du panel au fil du temps. Les annees recentes ont plus de firmes couvertes car le systeme EDGAR s'est enrichi progressivement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7887aa23",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.209232Z",
     "iopub.status.busy": "2026-05-27T23:07:58.209165Z",
     "iopub.status.idle": "2026-05-27T23:07:58.280012Z",
     "shell.execute_reply": "2026-05-27T23:07:58.279653Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1680x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "firms_per_year = df.groupby('fiscal_year')['ticker'].nunique().reset_index()\n",
    "firms_per_year.columns = ['fiscal_year', 'n_firms']\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(14, 6))\n",
    "bars = ax.bar(firms_per_year['fiscal_year'], firms_per_year['n_firms'],\n",
    "              color='#2166ac', edgecolor='white', linewidth=0.5)\n",
    "\n",
    "# Annoter chaque barre\n",
    "for bar, val in zip(bars, firms_per_year['n_firms']):\n",
    "    ax.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 3,\n",
    "            str(val), ha='center', va='bottom', fontsize=9, fontweight='bold')\n",
    "\n",
    "ax.set_title(\"Nombre de Firmes par Annee Fiscale\", fontsize=14, fontweight='bold')\n",
    "ax.set_xlabel(\"Annee fiscale\")\n",
    "ax.set_ylabel(\"Nombre de firmes\")\n",
    "ax.set_xticks(firms_per_year['fiscal_year'])\n",
    "ax.set_xticklabels(firms_per_year['fiscal_year'], rotation=45, ha='right')\n",
    "ax.set_ylim(0, firms_per_year['n_firms'].max() * 1.12)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e204d2fa",
   "metadata": {},
   "source": [
    "## 5. Couverture Sectorielle\n",
    "\n",
    "La representation sectorielle par annee montre la diversification du panel. Un bon panel econometrique doit couvrir tous les secteurs du S&P 500 de maniere equilibree."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a80f4490",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.281292Z",
     "iopub.status.busy": "2026-05-27T23:07:58.281225Z",
     "iopub.status.idle": "2026-05-27T23:07:58.397360Z",
     "shell.execute_reply": "2026-05-27T23:07:58.397018Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1920x840 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Repartition sectorielle moyenne :\n",
      "  Industrials                      74.1 firmes/an\n",
      "  Financials                       71.6 firmes/an\n",
      "  Information Technology           65.8 firmes/an\n",
      "  Health Care                      54.5 firmes/an\n",
      "  Consumer Discretionary           45.9 firmes/an\n",
      "  Consumer Staples                 34.2 firmes/an\n",
      "  Real Estate                      30.2 firmes/an\n",
      "  Utilities                        29.5 firmes/an\n",
      "  Materials                        21.9 firmes/an\n",
      "  Energy                           19.0 firmes/an\n",
      "  Communication Services           14.4 firmes/an\n"
     ]
    }
   ],
   "source": [
    "# Compter les firmes par secteur et annee\n",
    "df_sector = df.dropna(subset=['sector'])\n",
    "sector_year = df_sector.groupby(['fiscal_year', 'sector'])['ticker'].nunique().reset_index()\n",
    "sector_year.columns = ['fiscal_year', 'sector', 'n_firms']\n",
    "\n",
    "sector_pivot = sector_year.pivot_table(\n",
    "    index='fiscal_year', columns='sector', values='n_firms', fill_value=0\n",
    ")\n",
    "\n",
    "# Trier les secteurs par taille totale\n",
    "sector_order = sector_pivot.sum().sort_values(ascending=False).index.tolist()\n",
    "sector_pivot = sector_pivot[sector_order]\n",
    "\n",
    "# Palette\n",
    "colors = [SECTOR_PALETTE.get(s, '#999999') for s in sector_order]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(16, 7))\n",
    "sector_pivot.plot(kind='bar', stacked=True, color=colors, ax=ax, edgecolor='white', linewidth=0.3)\n",
    "\n",
    "ax.set_title(\"Couverture Sectorielle par Annee\", fontsize=14, fontweight='bold')\n",
    "ax.set_xlabel(\"Annee fiscale\")\n",
    "ax.set_ylabel(\"Nombre de firmes\")\n",
    "ax.legend(title='Secteur', bbox_to_anchor=(1.02, 1), loc='upper left', fontsize=8)\n",
    "ax.set_xticklabels([str(int(x.get_text())) for x in ax.get_xticklabels()], rotation=45, ha='right')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Tableau resumé\n",
    "print(\"\\nRepartition sectorielle moyenne :\")\n",
    "sector_mean = sector_pivot.mean().sort_values(ascending=False)\n",
    "for sec, val in sector_mean.items():\n",
    "    print(f\"  {sec:<30s} {val:>6.1f} firmes/an\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "057bbf2b",
   "metadata": {},
   "source": [
    "## 6. Nombre de Filings par Firme-Annee\n",
    "\n",
    "Chaque observation du panel est construite a partir de multiples filings SEC (10-K, 10-Q, 8-K). La distribution du nombre de filings par firme-annee indique la richesse informationnelle de chaque observation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6c72c087",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.398470Z",
     "iopub.status.busy": "2026-05-27T23:07:58.398398Z",
     "iopub.status.idle": "2026-05-27T23:07:58.460945Z",
     "shell.execute_reply": "2026-05-27T23:07:58.460529Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1680x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistiques filing_count :\n",
      "  Moyenne  : 13.7\n",
      "  Mediane  : 12\n",
      "  Ecart-type : 9.3\n",
      "  Min-Max  : 1 - 257\n"
     ]
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 6))\n",
    "ax.hist(df['filing_count'], bins=50, color='#2166ac', edgecolor='white', linewidth=0.5, alpha=0.85)\n",
    "\n",
    "# Lignes de reference\n",
    "median_fc = df['filing_count'].median()\n",
    "mean_fc = df['filing_count'].mean()\n",
    "ax.axvline(median_fc, color='#d62728', linestyle='--', linewidth=2, label=f'Mediane = {median_fc:.0f}')\n",
    "ax.axvline(mean_fc, color='#ff7f0e', linestyle='--', linewidth=2, label=f'Moyenne = {mean_fc:.1f}')\n",
    "\n",
    "ax.set_title(\"Distribution du Nombre de Filings par Firme-Annee\", fontsize=14, fontweight='bold')\n",
    "ax.set_xlabel(\"Nombre de filings\")\n",
    "ax.set_ylabel(\"Frequence\")\n",
    "ax.legend(fontsize=11)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"Statistiques filing_count :\")\n",
    "print(f\"  Moyenne  : {mean_fc:.1f}\")\n",
    "print(f\"  Mediane  : {median_fc:.0f}\")\n",
    "print(f\"  Ecart-type : {df['filing_count'].std():.1f}\")\n",
    "print(f\"  Min-Max  : {df['filing_count'].min()} - {df['filing_count'].max()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b82b6f37",
   "metadata": {},
   "source": [
    "## 7. Taille des Chunks par Firme-Annee\n",
    "\n",
    "Le nombre total de chunks textuels par firme-annee mesure le volume de divulgation. Une firme avec plus de chunks produit plus de texte dans ses filings, ce qui peut refleter une plus grande complexite ou transparence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8a669550",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.461954Z",
     "iopub.status.busy": "2026-05-27T23:07:58.461897Z",
     "iopub.status.idle": "2026-05-27T23:07:58.529840Z",
     "shell.execute_reply": "2026-05-27T23:07:58.529450Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1680x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistiques total_chunks :\n",
      "  Moyenne    : 62.5\n",
      "  Mediane    : 27\n",
      "  Ecart-type : 95.2\n",
      "  Min-Max    : 1 - 1588\n"
     ]
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 6))\n",
    "ax.hist(df['total_chunks'], bins=60, color='#2ca02c', edgecolor='white', linewidth=0.5, alpha=0.85)\n",
    "\n",
    "median_tc = df['total_chunks'].median()\n",
    "mean_tc = df['total_chunks'].mean()\n",
    "ax.axvline(median_tc, color='#d62728', linestyle='--', linewidth=2, label=f'Mediane = {median_tc:.0f}')\n",
    "ax.axvline(mean_tc, color='#ff7f0e', linestyle='--', linewidth=2, label=f'Moyenne = {mean_tc:.1f}')\n",
    "\n",
    "ax.set_title(\"Distribution du Nombre Total de Chunks par Firme-Annee\", fontsize=14, fontweight='bold')\n",
    "ax.set_xlabel(\"Nombre de chunks textuels\")\n",
    "ax.set_ylabel(\"Frequence\")\n",
    "ax.legend(fontsize=11)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"Statistiques total_chunks :\")\n",
    "print(f\"  Moyenne    : {mean_tc:.1f}\")\n",
    "print(f\"  Mediane    : {median_tc:.0f}\")\n",
    "print(f\"  Ecart-type : {df['total_chunks'].std():.1f}\")\n",
    "print(f\"  Min-Max    : {df['total_chunks'].min()} - {df['total_chunks'].max()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f8dd3ca",
   "metadata": {},
   "source": [
    "## 8. Caracteristiques Longitudinales\n",
    "\n",
    "Les variables `embedding_drift` et `novelty_score` capturent la dynamique textuelle des filings :\n",
    "- **Embedding drift** : distance cosinus entre les embeddings d'une firme d'une annee a l'autre (changement de discours)\n",
    "- **Novelty score** : mesure de la singularite du texte par rapport au corpus de la meme annee"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1c669fcd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.530913Z",
     "iopub.status.busy": "2026-05-27T23:07:58.530828Z",
     "iopub.status.idle": "2026-05-27T23:07:58.634865Z",
     "shell.execute_reply": "2026-05-27T23:07:58.634518Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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///yzXn755QeuU5K6du2quLg4/fnnn5Ksr1tkzQ8//KCrV69KkipVqqQFCxYYf+Bv2rTJ+Azmzp2rPn36KH/+/CnqmDhxojp06CBJqlOnjl577TVJMqbnTcv27duNgMXLy0vLli0zHkZs3rxZw4YNS3HOgQMHtH//fklJgczPP/9s9I0PP/zQeGN1zZo16tmz533bkNneeust9e7dW1LSPSdPoM6ZM0dPPPGETCaT2rZta7ylfvbsWYsA06xIkSJavXq1/P39JUlTpkwxpmVaunSpXnzxRcXGxhpvK7u6uurHH39UhQoVJEktWrTQ8OHDZTKZNH/+fOOhTPIkZteuXTV+/HhJSaN4+/XrpwMHDqRoy8qVK43RvpUqVdLixYvl5eUlKamPJL/PB9WxY0d99NFHkqQXX3xRzZo1U3x8vOLi4nTx4kVVrFhRkZGRWrdunXHOJ598YgSeFy5cUPv27XX37t0MtyE1uXLlMupN7ffSyJEjLd56Tk3Xrl116dIl/fTTT5KSErPJf45LliypuXPnGttZeY0vAAAAPDhi3tQ9SjGvPXl7e2vMmDEaOXKkJGn27Nnq0KFDqsnIO3fuWCRvJ0+erPbt20uS7t69qxdeeEH//e9/FRERodmzZ+udd95RYGCgypUrp1OnTuns2bM6fvy4KlasKElav369UZf5M7VVjH+/Pt6+fXvjXjZs2GD0xY0bNxpl7jdaVpLy5Mmjb775RsOGDdO1a9eM/bGxsQoJCVFISIimTp2qfv36aeTIkUbC85dffjESwBUqVNCPP/5o/IxNmDBBCxcuVK5cubRz506VKlVKISEhRn/39vbWsmXLVKZMGUlJo5U7deqkmzdv6r///a+2bt2qZs2apWjrvbFoRp4PAEBmYMQsAGQD5gRQaipVqmR8/eGHH2r48OH68ccfdfr0aY0fP16TJk1S//79MzSl6FNPPZWhAFVKChTMfH191bVrV2M7tVGR9pR8up4RI0YYAaqUNE1r7dq1JSX98X7vGkVS0j2YgzJJRnlJqa45lNzBgweNr9u0aWPxhnjz5s31+OOPpzgn+dS9rVq1snh4YQ7sJKU6stMWChcubIxWtPYvrQAm+eeVfA3bsmXL6oknnpCUNJ1y6dKljWOpfZZdu3Y1krJSUtLSyclJUtLUw7dv39bRo0eN0aqVK1c2gi4p6Xts/vzMn2tsbKxOnDhhlBk6dKjxtZeXl3r16mW1Lcm/l/379zeSspI0YMAAq+eklzmRLSV99slHzZo/m2PHjhmjAYoWLWoxMrVEiRIKCgp6qDakxvx5S6n/XkrP9GYAAABAcsS8tpEdY157a926tTHjUkxMjLE8izV//vmn8SJqYGCgxWfh7e2tV1991djeunWr8fXzzz9vfG1Oxv7zzz/au3evpKSXTs3xb2bF+MnrSr62rbmPuLm5pTt2q169ujZu3KgxY8aoatWqxuhrs/j4eM2ePVuffPKJsS/5fXbs2NHiZ2zo0KHavHmz9u7daySfk68B3K1bNyMpK0nFixe3iM2Tf/bJ3Xs/D/p8AAAyCyNmASCLSh70JA+mrKlWrZpeeOEFzZkzRzExMdq0aZPxx3aBAgX03HPP6cUXX7S6Dsf9FClS5IHPkZKSWuYpg8ySr01y/fr1dNWTmJiYoetbk/wta/MbrMlVrFhRe/bskZS05su9HnvsMYvEVPIAKj3tTL7GT/IA1axkyZIWa/lI0uXLl42vv/vuu1SnXjp37tx9r59RxYoVy9BoRW9vb4u+a562SUrZr5Kv82NtWiIp5Wfm5+en/PnzG2+EX79+3eLzOnDggMqXL2+1roiICIWHhys+Pt54CHS/Pptc8v5778OFQoUKydvbO8MjVh977DGL7eT9zNxW8z1bu75kmQS3pfv9XnJ2dk7xGQIAAADWEPMmedRj3vuxxeczduxYtWvXTnFxcfrtt9/0+++/Wy2X/DOx9vklf0Hg77//VkJCglxcXNS2bVt99tlniouLU3BwsEaPHq3169cbsW3yJGlmxfilSpVStWrVdODAAR07dkwXLlzQnTt3dPHiRUlJLySYpyhODx8fH/Xv31/9+/dXRESEdu/erT/++EPBwcFG7Lt48WK99NJLKlCggP7991/j3OQvG0tJo3DvfYki+WefPIFqlvyzt9Z3rcWiD/p8IG/evFaPA4CtMWIWALKgxMREiz800/NW6Ztvvqlly5apR48eFn/0Xr16VfPmzVOHDh2MNVAeRPJA7EHEx8enSLDFx8cbX7u4uFg9796gy7weiy2kdk2z5O1NHoyaJU8splYmvay9EW7tXpN/Hrly5VL+/Pmt/jOv35qVpPV5JU/Eppe1zyf5PhcXF4vPy93dPdXPK3/+/Lpz545Fm5L3z7Suee+93HueyWSyWld6eXh4pHqt5Ncws/ag4mH6ZmquXr1q8fDM2u8lLy+vFG9PAwAAAPci5v2fRz3mvZc9Pp/SpUurT58+xnZqo2bv9/klb5uTk5Px+eTNm9dYmzgsLEyHDx82Rqk6OzurXbt2Vuuwd4x/76jZB53GODY2Vv/5z3+0bNkyffvtt0b/yZ07t1q0aKGJEydq7dq1xosVcXFxxhqxyd1vRLz04J/9vazFog/6fAAAMgsjZgEgC9q/f7+ioqIkJSVprK23aU2JEiX01ltv6f3331doaKj27t2ruXPn6uTJk7p27ZoWL15srK2SXub1QR5UXFyczp8/b/HGsPnNTEkWbzIn/+M5Ojraop4bN25k6PrWFC5cWLdv35YkHT9+PMXIxORT2hYvXtxm1zVL/vbmhQsXLI6ZTCarb8QWKFDA+LpPnz4WUyclJiY+Ukmwe9c0unXrliIiIiQl9aF8+fJZfF5VqlTR4sWLLc659zOLj4+Xu7u7YmNjFRcXp7CwMIuHPGfOnLHalkKFChnfrwsXLqhGjRrGsUuXLhnTDNtL8vu8cOGCTCaTRXCanvWfHpR5vR8p6f6tvQGfFV8QAAAAQNZDzPs/j3rMK2XO5zN06FCtW7dOV65cSdE2s+Sjp5N/Vtb2FS1a1KLdHTt2NKbYXbZsmQ4fPixJqlevnsX3ITNj/Oeee04fffSRoqOjtWHDBuOz9fPz0zPPPJOuOoYNG2Ykx+vUqaPq1atbHC9atKgCAgKMzyYmJkaSZf+/d5T0pUuXtGjRIpUpU8aYYvjezz55Mtu8z8xa37UWiz7o8wEAyCz85gGALCYyMlKffvqpsd2+fXv5+Pikec4nn3yiJ598UnXq1NEPP/wgKWn62Q4dOui5554zyiWfxuXe5FRqHuYN2W+//db4+s6dO/rpp5+M7eSJLD8/P+Pr5Aml0NBQHTt2zGrdyduf3jdon3rqKePr6dOnG2uNSNKWLVuMKZ08PDz05JNPpqvOB5F8LdZNmzZZTDO1cuVKhYWFpTinVq1axtdr1qzRrVu3jO1p06apTp066tWrl1avXm3z9mY1K1assJjC9/vvvze+rlixory9vVW5cmVjNO7BgweNYFhKSixWr15dHTt2NNa+cXV1Ndb6kaS5c+caX9+5c0fz5s2z2pbk38sffvjBSMSaTCbNnDnzIe4yfQIDA4232cPCwrRu3Trj2JkzZ7RmzRqbXu/atWuaMWOGsW1eB8ie7n1j2pYjCQAAAOA4xLzEvPdK7fO5deuWdu3aZZO25cqVS2PGjEmzTP369Y0468iRIxZxVVRUlKZNm2ZsN2vWzOLcp59+Wvny5ZOUlJg1jy5Nvk6tZNsY/3593NfX12jnsWPHdPbsWUlSy5YtU4yOtsbd3d1Yn1eSJkyYYNGnJGnbtm06deqUsV22bFlJSUlcs5UrV1rc55IlSzR37ly98847RgxuHnFsPp78JenQ0FDj515K+dmn5kGfDwBAZmHELAA40NGjR/XZZ59JSpra5caNG9q2bZuuXbsmKWndjSFDhty3ngoVKhhJqk8++US7d+9WiRIl9M8//+jXX381yiUPDP39/Y2vV6xYoVu3bqlChQrq2rWrTe5NklatWqULFy6oUqVK2r59u/GWpI+Pj9q0aWOUK1eunDHdzaeffqqbN2/KZDJp4cKFqQagydv/22+/ady4cSpUqJAGDRqUant69OihJUuW6NatWzp69KiCgoL05JNP6vr16xaf04svvmiXtUXq1q2rsmXL6q+//lJkZKSef/55tWzZUuHh4dqyZUuq55QrV06nTp1SWFiY2rRpo2eeeUYRERHatGmTEhMTtWfPHr3++us2b69ZaGio0U9T07JlS1WuXNlubZCSkoPt27fXs88+q7CwMIt1gbp37y4pKdju2LGjFi9erPj4ePXq1UvPPvusvLy8tH79ekVHR+vo0aNq2bKlcW7Pnj2NBxQLFy7U6dOnVapUKW3bts3ijffkOnXqpNmzZysmJkaHDx9W+/bt1aBBAx05ckT//e9/7fgpJPHx8VHbtm21fPlySUnTuv3666/y8PDQpk2bUrxl/iB27NhhvOUcHx+vq1ev6vfffzfevH/88cczJTHr6elpjGaWpFdffVXOzs76/PPP0/UQAQAAAI5HzJuEmDf1mFdK+nzMawbPmTNHrq6u8vPz0+LFiy3WrX1YrVu31tKlS7Vz506rx319fdWzZ08jWfjGG29o/fr1euyxx7Rjxw4jPsybN69efPFFi3NdXV0VFBSkefPmGVPo5sqVS88++6xFOVvG+Onp4x06dLB4kVdK3zTGZoMGDdK2bdtkMpl05MgRNW/eXI0aNZK/v7/OnTunP//800hCN2rUSKVKlZKU9Izgiy++0JUrV3T+/Hm1a9dOjRs31tWrV42+6OTkpB49ekiSGjZsqCpVqujw4cO6c+eOOnXqpKZNm8rV1VVbt241Eru1a9fW008/na62Z+T5AABkBhKzAOBAp06dsnizMLk8efJoxowZKaYesqZt27bau3evlixZosTERP32228pytSvX1+dOnUytpMHrFevXtXixYvVvn17mwWptWvX1q1bt7R//37t37/f2O/i4qIPP/xQefLkMfb16tVLa9euVXx8vCIiIoy3FXPlyqU2bdqkCCIk6YknnpCzs7MSExN1584dLV68WLVr104zSC1SpIimTJmikSNH6tatW/r777+1ZMkSizJt27bVsGHDHvb2rXJyctKnn36qPn36GNPwmt+ozpUrl5o1a6aff/7Z4hxnZ2dNmTJFPXv2VEREhK5cuWLxFrYkjRgxwmLUp61dvnxZs2bNSrNMqVKl7J6Y7d27txYuXJhi+qEmTZpY9O3XXntNR44c0aFDhxQdHZ1i9Gjjxo3Vr18/Y7tVq1b6448/tHLlSknSzp07jUC9Q4cO2rhxo+7evWtRR5EiRfT+++/rnXfekclk0pkzZ4w3esuVKyd/f38j2Wsvr7/+uvbs2aMLFy4oISFBwcHBkpKmcGrZsqWxptGDjgC492c2uYCAAH311Vf3HdFgKzVq1DDekDc/yLly5YqKFSuWKdcHAADAwyHmTULMm3rMKyW9+Dpv3jxFRkYqOjpaX375paSk2KZTp07GC6m2MHbsWLVr1y7VhPioUaMUGhqqLVu2yGQy6T//+Y/F8dy5c+urr75S/vz5U5zbsWNHi1mXWrRoIS8vL4sytozx09PHGzRooMcee0z//POPpKSYLvmo3fupWbOmxo4dq0mTJik+Pl7h4eFWZ2gqU6aMxchTT09PTZ06VS+99JIiIyP1999/p7jPwYMHG/fp4uKiqVOn6uWXX9bp06d19+5drV271qJ8pUqVNHXq1AeKcR/0+QAAZAamMgaALMLZ2Vm+vr4KDAzUkCFDtH79+gf6Y3ncuHH6+uuv1ahRIxUpUkRubm7y8fFR9erV9e6772r27NkWa+fUqlVLY8aMMcoWLlzYYm2ch5UrVy4tXrxYvXv3VoECBeTp6alatWppzpw5at26tUXZypUra968eapdu7a8vb2VO3dutWnTRqtXr1alSpWs1l+0aFFNnjxZjz/+uNzc3FSgQAGVK1fuvu1q1KiR1q5dqxdffFGlSpWSp6enfH19Va9ePU2dOlWffvppiilUbalixYpaunSpWrRoIV9fX/n4+KhZs2Zavny5ypcvb/WcMmXKaO3aterdu7eKFy8ud3d35c2bV/Xq1dM333yjoUOH2q29WcmQIUP06aefqkKFCnJ3d1exYsU0cuRIffnllxaBmY+Pj3744QeNHj1alSpVkre3t3x8fBQYGKixY8dq5syZKUZcTpw4Ue+++65KlSold3d3Pf7443rrrbc0adKkVNvz/PPPa9asWapRo4Y8PT1VoEAB9e7dWz/++KNy5cplt8/BLHfu3Prpp5/UqVMn5cuXT15eXsbUbsmnEPP29s7wNVxcXOTv76/q1avrjTfe0Jo1a1S6dGlbND9dPvzwQzVq1Eienp7KlStXivWMAAAAkH0Q8xLzphbzFi5cWIsXL9ZTTz0lHx8f+fr66plnntGSJUtsPuVy6dKl1bdv31SPu7u7a+bMmZo6daqefPJJ5cuXT25ubipevLj69OmjtWvXphqXlC9fXoGBgcZ2hw4drJazVYyfnj7u7OysKlWqGNtBQUEP/PJuz549tWLFCnXt2lUlS5aUl5eX0Sfr16+vsWPHatWqVcZUzmY1atTQ6tWr1blzZxUuXFiurq5GX5w5c6ZeeeUVi/JFixbVihUrNGbMGFWtWlU+Pj7y8vJSpUqV9Prrr+unn36ymhBPS0aeDwCAvTmZzHMNAAAAINuYOXOm8uTJozx58qhq1aoKCAgwjr311lvGCOCpU6eqVatWjmomAAAAAMBBQkND1aZNG2O5m/Xr16tMmTIObhUAPNqYyhgAACAbWrp0qTEdVcGCBdWsWTO5ubnpr7/+0o4dOyRJHh4eqlu3riObCQAAAADIRLdu3dJXX30lJycnrV271kjK1qpVi6QsAGQBjJgFAADIhlasWKG33347zTKvv/66BgwYkEktAgAAAAA4WmxsrKpWrarkj/09PDy0cOHCdK1dCwCwLxKzAAAA2dSOHTu0ePFiHTlyRNeuXZPJZFLu3LlVuXJl9ejRQ0899ZSjmwgAAAAAyGSdOnXSX3/9JU9PT1WqVElDhw59oDWdAQD2Q2IWAAAAAAAAAAAAAOzM2dENAAAAAAAAAAAAAICcjsQsAAAAAAAAAAAAANgZiVkAAAAAAAAAAAAAsDNXRzcAUmJiouLj4yVJzs7OcnJycnCLAAAAAMAxTCaTEhMTJUmurq5yduZ9YkchVgUAAACAJLaKVUnMZgHx8fE6fPiwo5sBAAAAAFlKlSpV5O7u7uhmPLKIVQEAAAAgpYeJVXn1GAAAAAAAAAAAAADsjBGzWUDy4c5VqlSRi4uLA1vzP8ePH5ckVaxY0cEtsS72zBmd69zF2C65bKncS5d2YIvwMLJ6f0POQn9DZqK/IbPQ15CZ7NnfEhISjFGaOWEa4/Lly9+3zEcffaSOHTsa23/88Ye++uornTp1Su7u7mrUqJFGjx6txx57LMW5Z86c0ZQpU7R//35FRUWpatWqGjFihGrWrPnQbc+qsarE7zw4hqP6Hc8/wO88OAp9D45Av4Oj3K/v2SpWJTGbBSRfp8fFxSXLBLvmdmWV9tzL2clJTjExFttZta24v6ze35Cz0N+QmehvyCz0NWSmzOpvOWFN02HDhlndf+fOHc2bN09eXl6qWrWqsT84OFijRo1SkSJF1LVrV129elXBwcEKCQnRypUrlT9/fqPsmTNn1L17d8XHxysoKEiurq5au3at+vTpo++//1716tV7qLZn1VhV4nceHMNR/Y7nH+B3HhyFvgdHoN/BUR6k7z1MrEpiFtmWS968yj90qMU2AAAAAGQlw4cPt7r/zTfflMlk0rhx41SmTBlJ0t27dzVu3DgVKVJEq1evlp+fnySpefPmGjFihKZMmaKJEycadUyaNEmRkZFaunSpKleuLEnq27evnn/+eX3wwQdav349D7SAHIDnHwAAADkHiVlkW6758qnAcOtvnwMAAABAVvXrr79q9erVevbZZ9W2bVtj/7p16xQREaGhQ4caSVlJatGihapWrar169fr3XfflZeXl86fP6/t27erefPmRlJWkooXL64uXbpo9uzZ2rt3r+rWrZup9wbA9nj+AQAAkHNk/wV7AAAAAADIJuLi4jR58mR5eXnpnXfesTi2Z88eSbI6BXHdunUVFRVlrGl0v7LJywAAAAAAsgYSswAAAAAAZJKlS5fq/Pnz6tOnjx577DGLY6GhoZKSRr3eKyAgQJJ0/vx5i7LFihVLtey5c+ds1m4AAAAAwMNjKmMAAAAAADKByWTS/Pnz5eHhob59+6Y4fuPGDbm7u8vT0zPFMV9fX0nS7du3JUkRERGSJH9//1TLRkZG2qrpOn78uJycnGxW38OKiYmRJB09etTBLcGjhH4HR6HvwVHoe3AE+h0c5X59z2Qy2eQ6JGaRbSXGxCju4kVj2614cTl7eDiwRQAAAACQuv/85z+6cOGCunfvrnz58qU4Hh8fL3d3d6vnmvebHxbExcVZ7E+rLIBsLjZW+ufK/7YfKySl8rsCAAAAWRuJWWRbcRcv6mxQW2O71No18ihb1oEtAgAAjmQymXTnzh3dunVLMTExNnuTMbuIjY2VJJ09e9bBLcGj4EH6m5OTkzw8POTn56dcuXJlqVGXmW316tWSpG7dulk97unpaSRc72X+zL29vY2ykqyWN5f18vJ6qPYmV7FiRbm4uNisvodlfos9MDDQwS3Bo8RR/S7mr790dmQPY5vnH48efufBUeh7tvWox6zpZY+/ZQFr7o1Vjx07Jin133kJCQk6cODAQ1+XxCwAAACyPZPJpH///Vfh4eGSJDc3Nzk7Ozu4VZnLx8fH0U3AI+RB+ltCQoJu3rypmzdvKm/evCpYsOAjmZyNjY3Vtm3bVKpUKVWoUMFqGT8/P8XExCg2NjbFSFjzFMbmz97Pz89iv7Wy5imNAQAA4FjErOlHbIvMcm+sajKZMiVWJTELAACAbO/OnTsKDw+Xt7e3ChcunOpUoDlZVFSUJN4qRuZ40P4WGxury5cvKzw8XLly5XokH7bs27dPd+7cUcuWLVMtU7JkSe3fv1+hoaEqXbq0xbFLly5JkrG/ZMmSkqTQ0NAU9dxbFgAAAI5FzJp+xLbITMlj1cxKzPJKBgAAALK9W7duSRIBLpBFubu7q3DhwpL+9/P6qDFPeVWrVq1Uy9SsWVOSFBISkuJYSEiIPDw8VKlSpXSVlaTq1as/VJsBAABgG8SsQNaUPFZNSEjIlGuSmAUAAEC2FxMTIzc3NwJcIAtzd3eXm5ubYmJiHN0Uh0jPGm3NmjWTj4+PZs+erRs3bhj7N27cqEOHDql9+/by8PCQJBUrVky1atXSpk2bdPDgQaPsxYsXtXTpUpUuXVq1a9e2090AAADgQRCzAlmXOVbNrHWfmcoYAAAA2Z7JZGJ9HiAbcHJyyrRgN6u5cOGCPDw8lDt37lTL+Pv7680339TYsWPVvn17tWrVSteuXVNwcLACAgI0YsQIi/LvvvuuevToob59+yooKEgeHh5au3atoqKiNG7cuEdyLV8AAICsiJgVyNoyM3YiMQsAAAAAyBSPcqLwxo0b8vPzu2+5Ll26yM/PT7NmzdLixYvl5+en5557TqNGjVL+/PktylasWFGLFy/WF198ofXr18vFxUWBgYEaMWKEatSoYa9bAQAAAIAchcQsAAAAAAA5yPbt29NdtmXLlmrZsmW6ylasWFGzZs3KaLMAAAAAAJkoWyVm7969qzZt2qhp06Z65513jP29e/dWSEhImud26NBBH3/8saSkhbbTWmsnODhYpUuXNravXLmiKVOmaMeOHbp165bKly+vl19+WU2aNHnIOwIAAAAAAAAAAADwKMg2k5rHx8dr1KhRCgsLS3GsQ4cOGjZsmNV/5vV76tata5Q/efKkJOnpp5+2ek6ePHmMsteuXVP37t21bt06NWjQQN26ddPly5c1ePBgrV692q73DAAAADyo6dOnq3z58ipfvrymTJmSZtnvvvvOKLt7926btuPSpUsqX768hgwZkqJtW7Zssem1soODBw/qhRdeUJ06dVS7dm0NGjRIp0+ffqA6/vjjD3Xr1k01atRQvXr1NHr0aP3zzz9WywYHB6tbt26qXr26qlatqvbt22vJkiVWy0ZGRuqTTz5RkyZNVLVqVbVo0UJTpkzRnTt30myPyWRSnz59VL58ed26deuB7gUAAADAo4d4NWuyRbya3IgRI9SuXbs0y9y9e1dNmjTRxIkTUy2zdOlStW3bVlWqVFGtWrU0aNAgnThxwmrZrVu3qlu3bqpWrZrq16+v4cOH6/jx4xm+B3vKFiNmw8PDNXLkSO3atcvq8Y4dO1rdv2LFCkVERKhz587q0KGDsd+cmO3du7caNWqU5rW//PJLhYWFaebMmWrWrJkkaeDAgerUqZM++ugjNWvWTD4+Phm5LQAAAMCuNm3apJEjR6Z6fMOGDZnYGqlOnToaNmyYSpYsmanXdbS9e/eqf//+8vHxUbt27RQVFaW1a9eqS5cuWrp0qcqUKXPfOoKDgzVq1CgVKVJEXbt21dWrVxUcHKyQkBCtXLnSYu3Rr7/+WlOnTlX+/PkVFBQkV1dX/fbbb3rvvff0119/6d133zXKRkZGqkePHjp58qQaN26sFi1aaN++ffrmm2906NAhff/993J2tv4+77Jly2z+gAQAAADAo4F4NWuwRbya3HfffaeNGzeqQoUKqZZJayCm2ZQpU/TNN9+ocOHC6tq1q27duqXg4GDt2rVLixYtUuXKlY2yc+fO1ccffywvLy89++yzypUrl7Zs2aJu3brpyy+/1FNPPfVA92BvWT4xu2zZMn322WeKiIhQo0aN0r0uz5UrVzRx4kQVKVJEb731lsUxc2K2fPnyadZx584drVq1SpUqVTKSspKUN29eDRgwQOPGjdOmTZtSTQwDAAAAjlKgQAGdPXtWZ86csVimwyw0NFRHjx6Vt7e37t69myltqlu3rsVMNo8Ck8mksWPHyt3dXcuXL1dAQIAkqXPnzurRo4cmTJigefPmpVnH3bt3NW7cOBUpUkSrV6+Wn5+fJKl58+YaMWKEpkyZYrxlfPnyZc2cOVNFixbV8uXLjdmAXnvtNfXs2VMLFy5Uhw4dFBgYKEmaOnWqTp48qXfffVe9e/c22jx69GitW7dOv/32m5o2bZqiTZcvX9a0adNs8hkBAAAAeLTcL14NCwsjXs0EtohXzeLj4/XJJ59o/vz5aZa730BMKWkm29mzZ6to0aJavXq1fH19JUlt27bViy++qMmTJ2vhwoWSkp5tfPrpp/L19dVPP/1kJJKHDx+u7t27a8yYMdq4caMRR2cFWX4q40WLFsnX11ezZs3SwIED033e1KlTdefOHb311lvKlSuXxbGTJ08qb968KlCgQJp1HDp0SLGxsapXr16KY+Yf0D179qS7TbAtt+LFVWrtGuOfW/Hijm4SAABAlmF+sXDjxo1Wj2/YsEHOzs56+umnM7FVj54dO3bo7Nmz6tSpkxHkStITTzyh5s2ba+fOnbp06VKadaxbt04RERHq16+fRTDZokULVa1aVevXr1dUVJQk6ddff1VcXJz69+9vsURLrly51L9/f0lJUyJLSQnf5cuXq3r16kZSVpKcnJw0aNAgdezYMdXRsuPHj5e3t7cqVqz4gJ8IAOBB8fwDAJDT3C9e3bRpE/FqJrBFvCpJ+/fvV7t27TR//vw0Z6ldtmyZWrVqpV27dqVZ7tixY4qPj1fz5s2NpKwkNWrUSAEBATp48KCx75dfflFCQoIGDBhgMbo3b968GjJkiMLDw7Vq1ar73kNmyvKJ2TfeeEPBwcFq3Lhxus85deqUVq9ererVq+vZZ5+1OGYymfTXX3/pscce02effabmzZurSpUqat26tebPny+TyWSUvXjxoiSpWLFiKa5RtGhRSdK5c+cycluwAWcPD3mULWv8c/bwcHSTAAAAsox69eopd+7c2rx5s9XjGzZsUK1atSymwE0uNDRUb7zxhho2bKjKlSurRYsWmjFjhmJiYlKUPXXqlIYOHaq6deuqZs2aeu2113Tt2rUU5VJbs2f16tXq06eP6tSpo8DAQDVs2FCvvvqqzpw5Y1Gud+/eaty4sa5cuaLXX39ddevWVdWqVdWtWzcj2ZhcbGysZs2apeeee05VqlRRvXr19Morr6SoNzVNmjQx1jRK7d+YMWPSrMP8IufDvOx5vzqioqJ0+PBhSVLlypX1yiuvqH79+inKuru7S5LxxvmePXsUFRWlli1bpihbtmxZffTRR3rmmWdSHFu+fLl27typd955xyJIBgDYB88/AAA5zf3i1c2bNxOv3kdWiVelpOToP//8ozFjxmjWrFmplkvvQMzcuXNLUoqpjqOjo3Xz5k3lzZvX2GdOHFerVi1FPebplPft23ffe8hMWX4q44YNGz7wOXPnzlViYqLVb+zFixd19+5dHTt2zFhc+M6dO/rPf/6jSZMm6fjx4/r4448lSREREZIkf3//FPV4eHjIzc1NkZGRD9y+tBw/flxOTk42rTOjzL/Ejh496uCW4FFAf0Nmor8hM9HfMkdsbKx8fHyMUYOPosTERElSXFycJCkhIUFPPfWUfv75Z50+fdri7dewsDAdOXJEb731li5cuCApqa+aP78TJ05o4MCBxt/LAQEBOnTokKZPn67t27fru+++k5ubm1F2wIABio6OVtOmTZU7d2798ccfxrRECQkJRr3mtiW/1hdffKEFCxaoXLlyatOmjZydnXXgwAH98ssv2rVrl1avXm38PW6uq0ePHnJzc9Nzzz2niIgIbdy4UYMGDdIPP/xgBF7x8fEaNmyYdu3apcDAQHXt2lURERHavHmztm3bpm+++UZVqlRJ8zPt3r27bt++nWaZ8uXLp9nvzC9yFixYMEU58ww+f/31V5p1nD9/3ih/b7mCBQtKSnrYUKVKFZUrV07lypWTpBRlzWs0lShRQlFRUcbvpWLFimn58uVatGiRzp49qzx58qhNmzZ6+eWXje+z2b///quPP/5Yzz77rBo3bmxMHxUVFZWirDUJCQmKjIxM83di8pdlAQAAAOQ8rq6uatKkiVauXKnQ0FCLwXFhYWE6duyY3nvvPSMWSu748ePq27ev7t69q2bNmqlo0aI6cOCApk+frh07dmjevHnGS6nHjx9Xr169FB0drWeffVZ58uTRb7/9pt27d6ernZMnT9acOXNUvnx5tW/fXs7Oztq/f78Rr27YsMFIIkpJicOePXvKzc1N7dq1040bNxQcHKxBgwZpxYoVxoxD8fHxGjRokP78809VqVJFPXv2VEREhH755Rdt27ZNc+fO1RNPPJFm2/r06XPfePV+MxyFhoZKkopbmY3D/AzB2vfgXs8995yGDBliMWuTNW+88YZq164td3f3NL8HVapUUWBgoDZv3qz58+erQ4cOun37tiZPnqzIyEgNHz7cKGv+XpufNyRnzt+lZ9RvZsryidkHFR4ervXr16tMmTJW3+6+ceOGypQpo0qVKmnSpEnGw4ObN2+qf//+WrVqlZo3b66mTZsa30jzN/Ze7u7uVt/AAAAAQNaTEB6uhBs30l3eyc3N6lSBcRcvymTlD/7UuOTJI5dkb3NKUmJMjOLvCQyslXtYzZo1088//6ytW7eqT58+xv7NmzfL2dlZzZo10/fff5/ivLFjxyo6Olrz5s1T5cqVjf0zZ87UrFmzNH/+fA0YMECS9Omnn+ru3buaMWOGGjRoIEkaOnSoXn75ZatvISd35coVLVq0SNWqVdPs2bPl6vq/8GTMmDHasGGD/vzzT7Vu3drYf+vWLVWvXl2fffaZ8bd81apV9dFHH2nFihV65513JEmLFy/Wrl271Lt3b40aNcp4+bFPnz7q3bu3xo4dq1WrVqX5UmSvXr3SbH963Lx5U5Ksrmfj4+MjSfd92fPmzZtyd3eXp6dnhuvYs2ePNm7cqDx58hhx0tWrVyVJS5Ys0bZt2/TMM8+oevXq2rVrl2bPnq3jx49r+vTpFtMZT5w4Ua6urnrzzTfTvB4AAACABxN//boSwsPTXd7J3V3uJUqk2B974YJMsbHprsclb1655stnsS8xJkZx/z+jaFrlHkbLli21cuVKbd68WS+88IKx3xyvtmjRQt9++22K89544w1FRUVp8eLFqlq1qrF/6tSp+vrrrzVnzhwNGjRIUlL8cvfuXc2aNcuYOveVV15R//79jXgoNVeuXNG8efNUo0YNLVy40CJefe2117Ru3Tpt27ZNQUFBxv6bN2+qRo0amj59uhGvVqtWTePHj9eSJUv0wQcfSJIWLFigP//8U/3799ebb75pxKX9+/dXly5d9Oabb+qXX35JM17t169fmu1PD/PgRGvxqnl2pPslfyXro1WtSe9ATCcnJ33//fd69913NWnSJE2aNMnYP3bsWItY3fzMYuPGjXryySct6jGPfrb1AMuHleMSs7/88otiYmLUtWtXq522WrVqWr9+fYr9/v7+ev3119WvXz+tX79eTZs2NR58WMu0S0kjM7y8vGza/ooVK8rFxcWmdWaU+S32wMBAB7cEjwL6GzIT/Q2Zif6WOc6ePStJaf5tdnXlKl2bOTPddbqXKa3S69al2P/3a68p9nT6phaSpPxDh6rA8GEW+2IuXdLFTp3vW+5BmEdHmoM/Dw8PNW7cWH5+fvrtt9/08ssvG2W3bt2qWrVqqWjRokZw6eHhIS8vLx08eFB//fWXunbtqtq1a1tcY8SIEfrxxx+1du1aDR8+XFeuXNG+ffvUuHFjNW3a1Cjn5eWlkSNHauDAgXJxcTG+L8nb5uXlJX9/f33yyScqXbp0iilxGzRooA0bNigqKso43/x38ksvvWQRODZr1kwfffSRLl++bJRdvXq1cuXKpTfffNNiJGfVqlXVrl07LVmyRMePH1fNmjUz+pGni3kks5+fX4r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",
      "text/plain": [
       "<Figure size 1920x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Embedding Drift : N=7,369, moyenne=0.0375, std=0.0397\n",
      "Novelty Score   : N=7,869, moyenne=0.1379, std=0.0673\n"
     ]
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# Embedding Drift\n",
    "drift = df['embedding_drift'].dropna()\n",
    "axes[0].hist(drift, bins=50, color='#9467bd', edgecolor='white', linewidth=0.5, alpha=0.85)\n",
    "axes[0].axvline(drift.median(), color='#d62728', linestyle='--', linewidth=2,\n",
    "                label=f'Mediane = {drift.median():.4f}')\n",
    "axes[0].set_title(\"Distribution de l'Embedding Drift\", fontsize=13, fontweight='bold')\n",
    "axes[0].set_xlabel(\"Embedding Drift (distance cosinus)\")\n",
    "axes[0].set_ylabel(\"Frequence\")\n",
    "axes[0].legend()\n",
    "\n",
    "# Novelty Score\n",
    "novelty = df['novelty_score'].dropna()\n",
    "axes[1].hist(novelty, bins=50, color='#e377c2', edgecolor='white', linewidth=0.5, alpha=0.85)\n",
    "axes[1].axvline(novelty.median(), color='#d62728', linestyle='--', linewidth=2,\n",
    "                label=f'Mediane = {novelty.median():.4f}')\n",
    "axes[1].set_title(\"Distribution du Novelty Score\", fontsize=13, fontweight='bold')\n",
    "axes[1].set_xlabel(\"Novelty Score\")\n",
    "axes[1].set_ylabel(\"Frequence\")\n",
    "axes[1].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"Embedding Drift : N={len(drift):,}, moyenne={drift.mean():.4f}, std={drift.std():.4f}\")\n",
    "print(f\"Novelty Score   : N={len(novelty):,}, moyenne={novelty.mean():.4f}, std={novelty.std():.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9565c1b",
   "metadata": {},
   "source": [
    "## 9. Variations Year-over-Year (AI Adoption Delta)\n",
    "\n",
    "La variable `ai_adoption_delta` mesure le changement annuel du score d'adoption IA pour chaque firme. La plupart des changements sont petits, mais certaines firmes montrent des sauts importants correspondant a des pivots strategiques."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "dc5d9461",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.635963Z",
     "iopub.status.busy": "2026-05-27T23:07:58.635904Z",
     "iopub.status.idle": "2026-05-27T23:07:58.717892Z",
     "shell.execute_reply": "2026-05-27T23:07:58.717434Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1680x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ai_adoption_delta : N=7,369\n",
      "  Moyenne  : 0.001162\n",
      "  Std      : 0.012976\n",
      "  Skewness : 0.132\n",
      "  Kurtosis : 2.682\n",
      "  P1-P99   : [-0.03096, 0.03597]\n"
     ]
    }
   ],
   "source": [
    "delta = df['ai_adoption_delta'].dropna()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(14, 6))\n",
    "ax.hist(delta, bins=80, color='#1f77b4', edgecolor='white', linewidth=0.5, alpha=0.85)\n",
    "\n",
    "ax.axvline(0, color='black', linestyle='-', linewidth=1.5, alpha=0.5)\n",
    "ax.axvline(delta.median(), color='#d62728', linestyle='--', linewidth=2,\n",
    "           label=f'Mediane = {delta.median():.5f}')\n",
    "ax.axvline(delta.mean(), color='#ff7f0e', linestyle='--', linewidth=2,\n",
    "           label=f'Moyenne = {delta.mean():.5f}')\n",
    "\n",
    "# Zones de grands changements\n",
    "q01, q99 = delta.quantile(0.01), delta.quantile(0.99)\n",
    "ax.axvspan(q99, delta.max(), alpha=0.15, color='green', label=f'Top 1% (> {q99:.4f})')\n",
    "ax.axvspan(delta.min(), q01, alpha=0.15, color='red', label=f'Bottom 1% (< {q01:.4f})')\n",
    "\n",
    "ax.set_title(\"Distribution des Variations Annuelles - AI Adoption (Delta)\", fontsize=14, fontweight='bold')\n",
    "ax.set_xlabel(\"ai_adoption_delta (changement year-over-year)\")\n",
    "ax.set_ylabel(\"Frequence\")\n",
    "ax.legend(fontsize=10)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"ai_adoption_delta : N={len(delta):,}\")\n",
    "print(f\"  Moyenne  : {delta.mean():.6f}\")\n",
    "print(f\"  Std      : {delta.std():.6f}\")\n",
    "print(f\"  Skewness : {delta.skew():.3f}\")\n",
    "print(f\"  Kurtosis : {delta.kurtosis():.3f}\")\n",
    "print(f\"  P1-P99   : [{q01:.5f}, {q99:.5f}]\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16615e9e",
   "metadata": {},
   "source": [
    "## 10. Statistiques Roulantes (Rolling 3 ans)\n",
    "\n",
    "Les moyennes roulantes sur 3 ans lissent la volatilite annuelle et revelent les tendances structurelles. Ici, nous comparons le score brut `ai_adoption_mean` avec sa moyenne roulante `ai_adoption_roll3_mean` pour une firme selectionnee."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ccc16e62",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.719004Z",
     "iopub.status.busy": "2026-05-27T23:07:58.718931Z",
     "iopub.status.idle": "2026-05-27T23:07:58.786573Z",
     "shell.execute_reply": "2026-05-27T23:07:58.786205Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1680x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Firme selectionnee : MSFT\n",
      "Nombre de periodes : 17\n",
      "Correlation brut vs roll3 : 0.8777\n"
     ]
    }
   ],
   "source": [
    "# Selectionner une firme avec historique complet\n",
    "for candidate in ['MSFT', 'IBM', 'AAPL', 'GOOG', 'AMZN']:\n",
    "    df_firm = df[df['ticker'] == candidate].sort_values('fiscal_year')\n",
    "    if len(df_firm) >= 10 and 'ai_adoption_roll3_mean' in df_firm.columns:\n",
    "        selected_ticker = candidate\n",
    "        break\n",
    "\n",
    "df_firm = df[df['ticker'] == selected_ticker].sort_values('fiscal_year')\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(14, 6))\n",
    "\n",
    "# Score brut\n",
    "ax.plot(df_firm['fiscal_year'], df_firm['ai_adoption_mean'],\n",
    "        'o-', color='#1f77b4', linewidth=1.5, markersize=6, alpha=0.7,\n",
    "        label='Score annuel brut (ai_adoption_mean)')\n",
    "\n",
    "# Moyenne roulante 3 ans\n",
    "roll3 = df_firm['ai_adoption_roll3_mean'].dropna()\n",
    "years_roll = df_firm.loc[roll3.index, 'fiscal_year']\n",
    "ax.plot(years_roll, roll3,\n",
    "        's-', color='#d62728', linewidth=2.5, markersize=7,\n",
    "        label='Moyenne roulante 3 ans (roll3_mean)')\n",
    "\n",
    "# Bande d'incertitude (roll3_std)\n",
    "if 'ai_adoption_roll3_std' in df_firm.columns:\n",
    "    roll3_std = df_firm.loc[roll3.index, 'ai_adoption_roll3_std']\n",
    "    ax.fill_between(years_roll, roll3 - roll3_std, roll3 + roll3_std,\n",
    "                    alpha=0.15, color='#d62728', label='Bande +/- 1 roll3_std')\n",
    "\n",
    "ax.set_title(f\"AI Adoption - Score Brut vs Moyenne Roulante 3 ans ({selected_ticker})\",\n",
    "             fontsize=14, fontweight='bold')\n",
    "ax.set_xlabel(\"Annee fiscale\")\n",
    "ax.set_ylabel(\"Score AI Adoption\")\n",
    "ax.legend(fontsize=10)\n",
    "ax.set_xticks(df_firm['fiscal_year'])\n",
    "ax.set_xticklabels(df_firm['fiscal_year'].astype(int), rotation=45, ha='right')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"Firme selectionnee : {selected_ticker}\")\n",
    "print(f\"Nombre de periodes : {len(df_firm)}\")\n",
    "print(f\"Correlation brut vs roll3 : {df_firm['ai_adoption_mean'].corr(df_firm['ai_adoption_roll3_mean']):.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "565efe06",
   "metadata": {},
   "source": [
    "## 11. Dispersion Transversale au Fil du Temps\n",
    "\n",
    "L'ecart-type transversal (cross-sectional) de chaque facteur par annee montre si les firmes convergent ou divergent dans leurs scores. Une dispersion croissante indique une heterogeneite grandissante entre firmes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8ffa9b31",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.787658Z",
     "iopub.status.busy": "2026-05-27T23:07:58.787591Z",
     "iopub.status.idle": "2026-05-27T23:07:58.867386Z",
     "shell.execute_reply": "2026-05-27T23:07:58.866971Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x840 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_cols = [f'{a}_mean' for a in ANCHORS]\n",
    "\n",
    "# Ecart-type transversal par annee pour chaque facteur\n",
    "cs_std = df.groupby('fiscal_year')[mean_cols].std()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(16, 7))\n",
    "colors_disp = plt.cm.tab10(np.linspace(0, 1, len(ANCHORS)))\n",
    "\n",
    "for i, (col, anchor) in enumerate(zip(mean_cols, ANCHORS)):\n",
    "    ax.plot(cs_std.index, cs_std[col], 'o-', color=colors_disp[i],\n",
    "            linewidth=2, markersize=5, label=ANCHOR_LABELS[anchor])\n",
    "\n",
    "ax.set_title(\"Dispersion Transversale des Facteurs au Fil du Temps (Ecart-type Cross-Sectional)\",\n",
    "             fontsize=14, fontweight='bold')\n",
    "ax.set_xlabel(\"Annee fiscale\")\n",
    "ax.set_ylabel(\"Ecart-type cross-sectional\")\n",
    "ax.legend(bbox_to_anchor=(1.02, 1), loc='upper left', fontsize=9)\n",
    "ax.set_xticks(cs_std.index)\n",
    "ax.set_xticklabels(cs_std.index.astype(int), rotation=45, ha='right')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4812dc23",
   "metadata": {},
   "source": [
    "## 12. Tableau Recapitulatif du Panel - Decomposition Within/Between\n",
    "\n",
    "En econometrie des panels, la variance totale se decompose en :\n",
    "- **Between-firm** : heterogeneite entre les firmes (effets fixes)\n",
    "- **Within-firm** : variation temporelle au sein d'une meme firme (effets identifies)\n",
    "\n",
    "Cette decomposition est essentielle pour choisir entre estimateurs Fixed Effects et Random Effects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "eb31a359",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.868407Z",
     "iopub.status.busy": "2026-05-27T23:07:58.868331Z",
     "iopub.status.idle": "2026-05-27T23:07:58.877223Z",
     "shell.execute_reply": "2026-05-27T23:07:58.876959Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================================================================================================\n",
      "  DECOMPOSITION DE LA VARIANCE DES FACTEURS (WITHIN vs BETWEEN)\n",
      "=========================================================================================================\n",
      "          Variable     N  Moyenne Std Totale Std Within Std Between      Min     Max\n",
      "       AI Adoption 7,869  0.04149    0.02776    0.01556     0.02290 -0.05632 0.20199\n",
      "AI Disruption Risk 7,869  0.02706    0.02996    0.01580     0.02560 -0.06547 0.23562\n",
      " AI Infrastructure 7,869 -0.02077    0.03290    0.01982     0.02615 -0.11771 0.13893\n",
      "    ESG Commitment 7,869  0.15762    0.03443    0.02290     0.02596  0.05569 0.29376\n",
      "      Climate Risk 7,869  0.08537    0.03247    0.01858     0.02671 -0.00430 0.29999\n",
      "     Cybersecurity 7,869  0.15706    0.02408    0.01271     0.02063  0.06713 0.36450\n",
      "Automation & Labor 7,869  0.01308    0.02795    0.01415     0.02396 -0.06672 0.15631\n",
      "        Macro Risk 7,869  0.09763    0.04348    0.02892     0.03278 -0.02370 0.34587\n",
      "=========================================================================================================\n",
      "\n",
      "Note : Std Within = ecart-type intra-firme | Std Between = ecart-type inter-firmes\n"
     ]
    }
   ],
   "source": [
    "summary_rows = []\n",
    "\n",
    "for anchor in ANCHORS:\n",
    "    col = f'{anchor}_mean'\n",
    "    series = df[col].dropna()\n",
    "    n_obs_col = len(series)\n",
    "    overall_mean = series.mean()\n",
    "    overall_std = series.std()\n",
    "    \n",
    "    # Within-firm std : std of (x_it - x_i_bar)\n",
    "    firm_means = df.groupby('ticker')[col].transform('mean')\n",
    "    within_resid = df[col] - firm_means\n",
    "    within_std = within_resid.dropna().std()\n",
    "    \n",
    "    # Between-firm std : std of firm means\n",
    "    between_std = df.groupby('ticker')[col].mean().std()\n",
    "    \n",
    "    summary_rows.append({\n",
    "        'Variable': ANCHOR_LABELS[anchor],\n",
    "        'N': n_obs_col,\n",
    "        'Moyenne': overall_mean,\n",
    "        'Std Totale': overall_std,\n",
    "        'Std Within': within_std,\n",
    "        'Std Between': between_std,\n",
    "        'Min': series.min(),\n",
    "        'Max': series.max(),\n",
    "    })\n",
    "\n",
    "summary_df = pd.DataFrame(summary_rows)\n",
    "\n",
    "# Formater pour affichage\n",
    "display_df = summary_df.copy()\n",
    "display_df['N'] = display_df['N'].apply(lambda x: f'{x:,}')\n",
    "for col in ['Moyenne', 'Std Totale', 'Std Within', 'Std Between', 'Min', 'Max']:\n",
    "    display_df[col] = display_df[col].apply(lambda x: f'{x:.5f}')\n",
    "\n",
    "print(\"=\" * 105)\n",
    "print(\"  DECOMPOSITION DE LA VARIANCE DES FACTEURS (WITHIN vs BETWEEN)\")\n",
    "print(\"=\" * 105)\n",
    "print(display_df.to_string(index=False))\n",
    "print(\"=\" * 105)\n",
    "print(\"\\nNote : Std Within = ecart-type intra-firme | Std Between = ecart-type inter-firmes\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2ed4f320",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.878234Z",
     "iopub.status.busy": "2026-05-27T23:07:58.878182Z",
     "iopub.status.idle": "2026-05-27T23:07:58.936979Z",
     "shell.execute_reply": "2026-05-27T23:07:58.936668Z"
    }
   },
   "outputs": [
    {
     "data": {
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pW7YsPj4+9O3b19gO8PXXX2d5JlFa58+fZ9q0acafTz/9lDFjxtClSxfjnL1796Z27drGPsnJyQwZMsRI7jg6OvLyyy/TuXNn43387bff+OSTT4ztAwYMMEuIVqlShQEDBtChQwcqVapE+fLlAbhy5QpHjx41+qVN8ABm1/jjjz8af2/VqhVWVlbExMQwaNAg49/sIkWK0KNHD7N/n7dv3272fj3KPveaPn06RYsWpWfPnrRv394sEfTll19mup+IiIjkXprBIyIiIvIfSluoO/VhcWJiotkDG39/f1599VVj26uvvsq+ffu4fv06a9euNZZ2mj9/vrEcUZMmTQgMDDQe/G7evJnRo0eTJ08ewsLCSEhIwNramhkzZhgP7ipUqMDy5cuNot7Xrl3D19eXM2fOcPv2bT777DMWLVqU4XV8/vnntG7dGkh50Dd16lRjW7du3Zg8eTKQUr/mueeeMx56nzp1yniAdq+RI0ca9W6SkpIYNWqUsZTO119/zdChQ7GzsyM4OJjffvsNSEmOBAQEGLGYTCamTp3K4sWLgZQH7t26dcPFxYVz584Z5+rZs6fZg+eQkBCWLFlChQoVzJJLmWnXrh1VqlQxq6OUUe2ljDxq/PcqUqQI69atM2YbeXl5GbNR7ty5w7lz5x54LSEhIZw5c8Z4nfYX3gkJCQwfPtzsl/yprl+/bnbtn3/+OW3btgVSZkS9/PLLnDlzhtOnT7Njx47HqitSrVo1kpOTOXv2LHPnzqVEiRLGNbq7uxMXF4fJZCIyMtJILNxP69atcXZ25p9//gFSPisNGjQAUpYnS/185M2bl+effx5ImRHQtGlTChcuzLVr11i4cKExI+DixYvGQ/bo6Ghu3LhhlnBIVaRIEVavXo2Dg0OWrjs2NpbevXtz4sQJ6taty8iRI41tAQEBzJkzByDdMm1pubu7ExgYaCQVJk6cyNdffw3A8ePHjX7x8fEsXLjQeP3mm2+azQB79913WbNmDfb29uzevZs2bdrwxx9/GA+2raysWLFihTEjcdiwYXTs2JGoqCj27NlDeHg4derUeeA1P0oNmnvr8Bw4cICePXvyyy+/GH2aNWsGpCTOU5cwDAkJoX79+hnW37kfPz8/HB0djeXfHlSrp0iRImzevNkYEw0aNOD9998HUmbKxcXFPTCpdK+svq/34+PjYyQttmzZYvx7AeYJn7SJ7L/++sv4e0BAgFmSderUqVy+fJny5cs/9PVAykyxBQsWZLq9Xbt2ZrPHAP73v/8Z1+vg4MCGDRuMGXevvfYaL7/8Mnfv3mXDhg0MHTqUYsWKMWrUKC5cuMDp06cBqFmzptn716ZNG+bPnw+kLNdYvXp1Ll++bPY9CSkJxFRpEzxt2rQBYO3atcaM1JIlS7Jx40acnZ2BlGTRq6++islkYunSpbz66qvY2to+0j73qlKlCqtWrTK+n2rUqGHUHbt48SLR0dFm/x0iIiIiuZ9m8IiIiIj8h9Iut5W6tNYff/xh/GLXwsKCnj17Gn3y5MlDly5djNepDy2TkpLMfkHcp08fs4c9L7zwAhs2bCAsLIx169ZhbW3NP//8Y/bQc+TIkUZyB6Bw4cJmD5H37NljPARPq0iRIkZCAki3BFfv3r2NvxcvXtzsoXtsbGy640FKnYXUpBakPDAeMWKE8TouLo7Dhw8DKb8uT9WqVSuzWCwsLBg+fLhxXQkJCUati7S//F66dCl9+vThyy+/JCQkhLp16xIYGMjYsWMzrUmRXR41/nt16tTJbCm5pk2bmm1PrSNzP2kfbpctW9bsYa61tXWmy43t27fPmB1RqFAhI7kDKYmRDh06GK/TjrlHMWDAAGbOnMmGDRsoUaIEsbGxhIaGsmDBArPZMpnVm7qXjY2NWf2k7777zriWtLU5vL29jWSMjY0Nw4YNIyAggNWrV5MvXz7++ecffv31V1asWGF2/MziaNmyZZaTO5Aym+Tdd99l2bJljBw5EpPJxLlz59i4caPZZ/9+M7VeffVVsxkjacdI2vFx+PBhI+FsYWHBa6+9ZnacESNG8P3333PgwAEmTpwIYLY0X82aNY3kDqR8R6SdWfK4Y+BB0i7Tljqm09bfSZ1xk3bmTUhICCaTyWzJxrSzlbLLiy++aJbwq1+/vtn2e5fKzIqsvq/306pVK4oUKQKkJGxT36MzZ84Ys6BsbW3Nvg/Tfof27t2b0aNH8+2333LixAlGjx7N9OnTGTJkiFm/7PLdd9/RsWNHs4Rm2vfYy8vLSO5Aysyu1HudmJhoVhfnftJ+H6fOYEw7eyd1Fu6JEyeIiooiKirKqKfn6OhozIxK+/l44YUXjEQNpLxfqT8GuHnzJhEREY+8z71eeeUVs+XoHuXfBREREcldNINHRERE5D+U9uFK6sObCxcuGG0mk4l69eplun9qLYIbN26YPUhO+2ALUhJDNWrUMGs7f/68WQHyjB7C3bv8zV9//ZWuX+oMilT3/oo47TJ0gLH8WeoxM1KuXDnj1+OpSpcujZ2dnXGdV65cATCbiZPRNdjY2FC1alWuXbsGYNQDatu2La+88gpff/01ycnJRs0ISLlfDRo0oEuXLnTs2DHT+gbZ4VHjv9e9S8HdW2Mio2Lk90pb86hChQrptmdWPydtPZzr16/ft8B82voZjyosLIwNGzbw+++/c/r06QyXQctsbGWkc+fOxtJmN2/e5JdffqFBgwZmD1jTLs+W6pdffmHr1q0cOHDAbDZDVuK49zOaFTExMaxfv56ffvqJQ4cOZZgMuF9R+3tnfqUdI2nj/Pvvv42/Ozs74+TkZLZfwYIF081KSjsGwsPD//UxcD9pEzyRkZGEhoYay3YVKlSI6tWrAykzX/LkyUNiYiIHDx7k8OHDRhLb2to6XfIlO9w7qy/t9yFgVkMrq7L6vt5Pnjx56NatG3PnzgVSZu20aNGC9evXG33atm1L/vz5jdfvvfce586d48yZM/zzzz9s3ryZzZs3A5A/f35atmyJr69vun97sqJx48ZmdYUSEhKIjo7m4MGDTJo0iYsXL3Lq1CmGDBnChg0bsLS0NBuD3333Hd99912mx8/qGKxTpw4lSpTg0qVLHDx4kFu3bhkJnjx58jB48GD8/f0xmUyEhoZy584d4563aNHCSLyljW3hwoVmM+TudfLkSVxdXR9pn3tlx78LIiIikrsowSMiIiLyH0lISDB7uJ/6QD3tAxdLS8sMl3dKlfZX22ll5aHNvQmUrEg74yhV2lovGfW59wFmVty9ezfDdmtrayPBk3qerFxH2ofeaeObMGEC3bt3Z/Pmzfz666+cPHkSk8lEYmIioaGhhIaGsnnzZhYuXPivJXkeJ/607n0fHiXejGaUpZXZw+e0483a2trsl+b3etz7OHv2bKNWiY2NDV5eXtSrV486deowbtw4I/H3MOrWrUvFihWNZZq2bNnCtWvXjJk8Li4u6WZzjB071li6ysHBAW9vb+rWrUvdunXx9fV94DkfdlmkCxcu0Lt3b+Ohb7ly5XjhhReoU6cOFy9ezFL9lnuTr5aWD17AIasPgNP2s7W1ve/1ZTaGs0tqHZ6oqCggZcyk8vDwMM7v6OhInTp1OHDgAPHx8WZLgtWrVy/dZyo73Pt9eO+9uF+CLjOP8r5mpHv37syfP5+kpCR27dpFdHQ0W7ZsMbb36NHDrL+LiwubN2/mhx9+YMeOHezdu5fr168DKYnS9evXs3HjRiZPnszLL7/8SDGlsra2pmDBgrRs2RJLS0veeOMNIKWO3MGDB2nQoIHZGMybN+99l4Z7mARw69atWb58OUlJSfz666/G7J86derQunVrI0m4d+9es7p4aWcypv3uzJcv333HVmrfR9nnXvfu86hjQ0RERHIPJXhERERE/iN79uwhPj7eeJ26XFDx4sWNNktLS3bt2mWWyElKSkr3kLxAgQJms1vOnDlj/EodUh4aTpkyhZIlS1KhQgUaNmxIyZIlsbCwMB4oHj582GyJL8Bs2RcrK6t0s3Gy4lEe5p47d47bt2+bPQy9cuWK2YyF1PtUsmRJo7B76rJtacXHx3PixAnj9b01f0qVKsWwYcPw9/fnn3/+ITw8nJ9//plly5YBKe/T7t278fLyeujryIrHjT87pR17Z86cwWQymb1/aeNIK+24KVy4sFkNCsh4zD6KP//805hhYG1tzbZt28zGZNrP08Pq1KkT06dPB1JqeaTO+AB46aWXzO7D7t27jeRO4cKF2bJli5GIzWzZwXulFknPqhkzZhjJna5du/LRRx8Z2+5dFu5xpR0H0dHRXL161Vi+C1Jm/y1fvpyKFStSsWJFXF1dzcZA7dq1Wblypdkxs2sMZMW9dXhSa1zB/9XfSfs6dRm34OBgoz0r9XeeNiVKlMDLy4tdu3YRHx/P7NmzjdlclSpVynCGSJ48eWjUqJGxzOG5c+cICwtj9erVhIWFkZyczIwZMx47wZPWvTOWUmNMOwa9vb3NasHBo49Bb29vYzbRokWLjJmOHh4e5MuXj9q1axMWFsaePXuMpGLevHnNlgAsXry4MfuyT58+vPXWWw+M7VH2EREREdHPOURERET+A9evXzd7+FS/fn1jKbZatWoZy6gkJiaydOlSs30HDRpE06ZN8fX1NZaVsrKyMnsguXz5cuLi4ozXO3bs4KuvvmLKlCm88cYbxMbG4uTkZLbPjBkzjIdTAFFRUcycOdN47enpmW6ppn9LTEyMUTQeUhJUqQ/2IeXXzDVr1gRSHr6l2rFjB7t27TLb7/PPPzeWN7O2tjZqKowcORJPT09cXV2NB/vOzs40a9aMUaNGmf36O+19ycy9D9qymmx41Pj/DWnHw4ULF8yWZ0p94JuRJk2aGL8Mv3TpklldoYSEBF5++WW8vLzo37+/2UP0h3X06FEjIWllZWU2U2jnzp1mv55/mF/oQ0oSJ/Ua7ty5Q3h4uLHt3uXZjhw5Yvzd1tbWbNmjdevWmfXNbEbGwyY+U5OAgNmsvjt37rB161bj9cNed0Zq1apl9lmfP3++2XV89dVXfPXVV7z//vu8//77AEatEUhZQm///v3G65iYGJ577jlatmzJgAEDzBIu/5a0y7SlsrCwwMPDw6wt7UP4tNf4MAmetJ/9x0kyPgnS1nxLmzhMW48L4PTp03Tu3JkGDRrg5eVlJKfLli1Lp06deOWVV4y+N27cyJZxmSptbSz4v2VA047BHTt2mC1nefHiRVxdXWnbti0DBw40W6It7ayWjN4/V1dX4zOXNgmfer7UMXTu3DnjRwheXl5ms2fSxrZ+/Xqzf1PCw8OpW7cu7du3Z9iwYcb3/aPsIyIiIqIZPCIiIiLZbMGCBcZyRQkJCVy+fJlffvnFqL9jZ2fHu+++a/S3s7PD19eXL7/8EoDp06fzyy+/ULVqVY4ePWo8OL1+/TpDhw419vPz8+OXX34hOTmZsLAwOnTogKenJ7GxsWYP1du3b0/RokUBGDp0KPv37ycxMZFTp07Rvn17mjdvjoWFBT/99JOx3E7evHkZPXr0v3iX0lu0aBG///47NWvWJCIiwuyBe+/evY1ZTe3atWPx4sUcP34ck8nEwIEDadasGaVLl+bQoUNmD+TefPNNY3ZC9erVjQfjy5cv548//qBGjRrEx8ezd+9eI0GWJ08eGjZs+MB4761tMGHCBEqVKkX37t3vW8vjUeP/NzRo0ID69esbRdXHjx/Pzp07KV68OHv27OHPP//McL/ixYvToUMHo/7GyJEj2bx5M2XKlOG3337j6NGjQMqYnThx4iPHlzpuISWx0a1bN7y8vPjrr7+MovCpMlvmLzPFihWjadOmZoXaARo2bJhu5lraOC5cuECPHj1o2LAhx48fJzQ01Kxv2tpYj6No0aKcOXMGSPlsnD9/nvz587Nr1y6zmjnZcT4bGxteffVVPv/8cyDl83Ho0CHq1q3LmTNnzGoT9e/fH0gZOw0bNuT3338nKSmJfv360bJlS4oWLcrPP/9sLJ0XExNz3/o8aX333XdGMq1mzZq0a9cuy9eQUYKnRo0aFCpUyKytVq1a5M+f3yw5aGtre9/aZ/dK+9m/evUqo0eP5vbt28yYMSPTZTSfVM2aNaNUqVJERkYaSRlbW1s6depk1q9ChQokJiYa35O+vr60aNGCIkWKcOXKFbNZfK6urg+9NNj58+eZNm2aWdvdu3c5ceIEe/fuNdqqV69OrVq1gJQl0WbPns1ff/1FbGwsnTt3pnXr1jg6OhIcHExcXJyR9ClXrpxxjLTv365du5g4cSJ58uRh/PjxQEoCr2XLlqxdu9Zsn7p16wLQtGlTsx8kpMaSVvfu3Vm8eDH//PMPf//9N+3ataNVq1ZYWVmxfft2EhISOHXqFAULFqRw4cKPvI+IiIiIEjwiIiIi2Wz16tWZbnNycmLq1KnGA6pUgwYN4sSJE+zcuRPAqAeT1ujRo80eYrq6ujJ+/Hg++ugjkpOTuXDhAt98843ZPlWrVjVLJrm6ujJlyhQmTJhAXFwcUVFRxtJTqZydnZk1axaVK1d+uAt/DBUrViQpKYmDBw9y8OBBs20eHh4MHjzYeG1ra8uXX37J4MGDjRkeP//8c7pj9unTx2y/V199lZMnT7Jx40YAfv/9d37//XezfSwsLHjnnXcoXbr0A2MuXLgwFSpUMB7Cp75nqUmTzDxq/P+WadOm0adPHy5cuIDJZDLGIKTM1ImJiclwKbn333+fv/76i4MHD2IymdIt05YnTx4+/fTTR1rmL1XDhg1p3Lix8Vk4d+6cWSF2Jycnbt26BaQ8IH5YXbp0SZfguXf2DsDzzz/P/Pnzjff6jz/+MGbYWFhYkC9fPuOX/OfPn8+Wz84bb7zBb7/9RlJSEklJSWYF5NNed2RkZLql9R71fKdOnTKSoOHh4WZJVkiZ9dS1a1fj9YwZM+jbty9nz54lISHBWCItVd68eZkzZ06WZwL+9NNPxvdR586dHyrBc28dHjCfrZPK0tISDw8Ps1ln9evXf6jETIMGDYw6LICR6Lx06RJly5bN8nGeBJaWlnTv3p0ZM2YYbe3atUtXV8vCwoK5c+fSp08fLl68SFxcnNk9TFWsWDEmTZr00HFcunTJrCZSRgoUKMAnn3xivLaxsSEgIID+/ftz/fp14uLijPciVeHChZkzZ45Z7TM3Nzfj3+m4uDi+/vprihUrZiR4IGWmZdoET6NGjYxj1K1bF0dHR+Mzb2trS/Pmzc3OW7BgQWbNmsWgQYOIi4vj5s2b6Wb7lS9f3iyp9Sj7iIiIiGiJNhEREZF/UZ48ecifPz/169fn7bff5rvvvqNFixbp+tnY2PDFF1/w2Wef4eHhQYECBbC2tqZkyZJGwefXX3893X69e/fm22+/pUOHDhQrVgxra2vy5s1LrVq1GDVqFN9++y358+c326djx45s3bqVN954gypVquDg4ICdnR2VKlXi9ddfZ9u2bWZLxfwXChUqxLfffkvPnj0pXLgwNjY2VKpUCX9/f+bPn5/u4auLiwtr1qxh8uTJNG3alMKFC2NtbU2RIkV4/vnnWbFiBePHjzd76G1packnn3zCzJkzad68OYULFyZPnjzY2tpSunRpXnrpJb799lt69eqV5bhnz56Np6cnefPmxd7enipVqqSbMZCRR4n/31KqVCnWrl2Lr68vxYsXx9ramgoVKjBq1CgWLlyY6YNvR0dHVqxYwfvvv0/Dhg3Jnz8/NjY2lC5dmo4dO7J27Vo6dOjwWLFZWFgQGBjI0KFDqVixorE8mqurKzNnzjR7IPsoS8G1bt3aLPlgb2+fYVLBzs6OVatW0bdvX8qWLYu1tTX58+fH09OTxYsX069fv8eKIyNNmzZl1apVeHp6UqhQIaytrXFxcaFnz54EBQVRqlQpIKW4/b3J4EdhaWnJ9OnT+fzzz/H09CR//vxYWVmRP39+PDw8mDlzJlOnTjUbk8WLF2fDhg2MGDGCWrVq4ejoiJ2dHeXKlcPHx4eNGzf+Z7VtUuvwpJVRgiej9oeNsXjx4syaNYvq1atjbW2No6MjDRs2/E8+r/+Grl27mtWIund5tlSlS5dmw4YNDB48mJo1a+Lg4ICVlRX58uWjVq1aDB48mC1btmRLksvCwgJra2scHByoXLkyvr6+bNy4kWrVqpn1q1q1Ktu2bTP+PcubNy958+Y1/j3bsGEDVapUMdunXbt2DB8+HBcXF6ytrSlUqBC1a9c269O0aVMcHBzMXqe6d4lUDw8Ps76p3N3d2bZtG76+vpQvXx57e3scHR2pVq0aw4cP59tvv01XB+9R9hEREZFnm4Ups0WiRURERET+RXPmzCEgIABIWV4p7cwMEREREREREbk/zeARERERERERERERERHJZZTgERERERERERERERERyWWU4BEREREREREREREREcllVINHREREREREREREREQkl9EMHhERERERERERERERkVxGCR4REREREREREREREZFcRgkeERERERERERERERGRXCZPTgcgGUtOTiYxMREAS0tLLCwscjgiERERERERERERERHJbiaTieTkZADy5MmDpWXW5uYowfOESkxMJCIiIqfDEBERERERERERERGR/0jt2rWxsbHJUl8t0SYiIiIiIiIiIiIiIpLLaAbPEyrtFKzatWtjZWWVg9HIk+To0aMAVK9ePYcjEck+GtfyNNK4lqeNxrQ8jTSu5WmkcS1PI41r+a/8+OOPDBkyhMOHDxttsbGxtGvXjgYNGvD5558b7evXr2fOnDl89913nD59mnfffZcZM2bQvn17ChUqhIWFBcnJyRQrVoyRI0fStGlTs3NlNq4TEhL44osv2LRpE5aWlvTu3Zv+/ftnGG9CQgJz5swhKCiIxMREKleuzIQJEyhVqhQAhw8f5uOPP+b8+fPkzZuXXr160adPn+y4VZLNkpKSjBW9sro8GyjB88RKW3PHyspKCR4xpI4NjQl5mmhcy9NI41qeNhrT8jTSuJankca1PI00ruW/kj9/fpKTk4mPj8fe3h6ARYsWcf36dWJiYowxePfuXb744guGDh2Kg4MDn3zyCePGjePw4cMULVqUX375xTjmxo0beeutt9izZw92dnZGe2bjevz48URHR7Nt2zZMJhPdunWjTp06NG7cOF28s2fP5s8//2TLli04ODgwY8YMpkyZwrx584iKisLPz49Zs2bRpEkTLl++zIsvvkjjxo2pWbNmtt87yT5pcwMPogSPiIiIiIiIiIiIiDzznJ2dgZRZO/b29ly6dImlS5fSvn17zp49a/Rbvnw5Dg4OdOnShaCgIJydnXF3d2fChAnpkieurq7ExsYSExPDwoULWbVqFZBSgx0gT5481KxZk8DAQMLCwggODmbnzp04OjoC4ObmRmhoaIYJngMHDlC5cmXs7OyIjo7m3LlzxuydkydPEh8fT/HixQE4c+YMFhYWFCxYMHtvmuQoJXhERERERERERERE5Jnn5OQEQFxcHADTp0+nadOmeHl5Gctn3bp1i8DAQKZMmUJiYiKzZs0iMDAQgLCwMNq0aWMc7/Lly8yYMQNvb28KFy7MkCFDGDJkCABHjhwBMEsIrV27ljZt2lCgQAGjLS4ujqSkpAzj7dmzJ2PGjGHNmjXEx8fTtWtXxo0bB0C9evWoVKkSbdu2xcbGBltbW1asWEGJEiWy5V7JkyHri7mJiIiIiIiIiIiIiDylUmfwxMTEEB4ezvbt2xkzZgz58uXj1q1bAMyfP59KlSrRqlUrFi1aRMuWLSlbtiwxMTGcPHmSZcuW4eHhQaNGjfDy8uLkyZN89NFHWTp/SEgIzZo1M2s7fvw4JUuWTNf37t27hISEMGvWLA4ePEhAQABBQUFERUUB8Pvvv1O9enX27NnD7t27qV69Ohs2bHic2yNPIM3gEREREREREREREZFnnq2tLba2tsTFxTFz5kxeeeUVypcvz5UrV4iJieHatWusXLmSJUuWcPnyZdatW8emTZsAiIiIwMLCgl27duHg4ACkJIr8/f3x9/dn3rx5BAQEZLpE29y5c7l48SLVqlUz4rly5QqnT5+mSZMm6WJdsGABiYmJtGrVCgBvb28cHBz4448/aNiwIcOGDWPz5s0UKlQIgA4dOrBmzZp/7+ZJjlCCR0RERERERERERESElGXagoODOXXqFHPnzgXA0dGRhIQEAgMD8fT0pH79+vj7++Pn50e+fPmAlHo4lSpVMpI7APny5aNu3bp88803APddos1kMhlLqaX69ttvcXd3p3Tp0uniDA8Pp169esbrGzducOPGDUqXLs2ZM2e4c+eOUX8H4PTp05QpUyY7bpE8QZTgeQqYTCaio6O5desWCQkJmEymnA5J/kXx8fFASmE0eXgWFhZYW1vj5OSEo6MjFhYWOR2SiIiIiIiIiIg8IZydnVm1ahVjxowxlmxzdHQEYN26daxZs4bw8HCOHz/OlClTjP0OHjxolnCBlFk9K1eupGvXrg88r4WFBW5ubmzcuJEhQ4awe/duli9fzldffZVh/+rVq/Pdd9/h4+ODvb09H3zwAc2aNaNChQrcunULa2tr1qxZQ/fu3QkNDWXt2rWZHktyLyV4crnExEQuXLhgFP7KkycPlpaWemj9FEv9VYA8PJPJRFJSEnfu3CE6Opq8efPi4uJCnjz6KhQRERERERERkZQZPKVKlaJnz55GW+rzuPbt21OhQgV8fHwYO3YslpYpJe5NJhOHDh1i//797Ny5E0h5buvg4EDPnj3x8/PL0rknTpzI+PHjcXd3x8XFhblz5xpLtn322WecO3eOgIAAAAYOHEhUVBTt27fHZDLRrFkzJk2aZFzDF198wSeffMK0adMoXLgwn376KbVr186emyRPDAuTpns8kZKSkjh48CAA9erVw8rKKsN+V69e5dq1azg7O1O0aFE9qH4G3L59GwB7e/scjiT3SkxM5MqVK/zzzz8ULlyYIkWK5HRIz7x7pyWLPA00ruVpozEtTyONa3kaaVzL00jjWp5GGteSVlbzAfey/Bdjkv9ATEwMVlZWlChRQskdkSzKkycPJUqUwMrKipiYmJwOR0REREREREREROShKcGTy5lMJvLkyaMl2UQekoWFBVZWVqpZJSIiIiIiIiIiIrmSEjwi8sxSYlRERERERERERERyKyV4REREREREREREREREchkleERERERERERERERERHIZJXhERERERERERERERERymTw5HYD8++4mJHHuamxOhwFA2SIO2FpbPdYxxo4dy4YNG8zarK2tKVSoEB4eHrz11lsUK1bskY5tMpmIjIykdOnSjxXjk+j48eO8++67HDt2DAcHB+bPn0/37t0ZMGAAo0aNypGYjh07xoIFCwgNDeXGjRs4OjpSq1YtfHx8aNWqVbr+kZGRlChRAiur+48hX19fzpw5w+7du/+t0EVERERERERERERylBI8z4BzV2N5fuIPOR0GANsneFOlpFO2HGvcuHEUKFAAgPj4eP7880++/fZbfvvtNzZs2EC+fPke6ngxMTH0798fNze3HEt4/JvGjRvHqVOnGDp0KM7OzlSuXJmpU6dSpUqVHIknJCSEAQMGUKpUKXx8fChatCjXr19n27ZtDBo0iIEDB/L2228b/detW8eHH35IaGjoAxM8IiIiIiIiIiIiIk87JXgk12rdujWlSpUya6tfvz5Dhgxh48aN9O7d+6GOd/PmTcLDw3Fzc8vOMJ8YJ06cwN3dHT8/P6PtpZdeyrF4Jk6cSNmyZVm/fj22trZG+4ABA+jXrx/z58+nU6dOlCtXDoDffvuNO3fu5FC0IiIiIiIiIiIiIk8W1eCRp0pqcubUqVM5HMmTJyEh4aFnNf1boqKi+PPPP2ncuLFZcgfAysoKX19fTCYTBw8ezJkARURERERERERERJ5wSvDIU+XixYsAlC1b1qz98uXLjBs3jqZNm1KrVi06dOjAypUrje379u0zar4sWLCAqlWrsnLlSqpWrcrWrVvNjtWxY0eqVq3KtWvXjLbr169TrVo15s2bZ7Rt3ryZLl26UKdOHdzc3Hjrrbf466+/0sX8888/88orr1CvXj0aNGjAgAEDOHLkiFkfX19ffH192bt3L3369MHNzQ0PDw8++uijB85qWb9+PVWrVgUgKCiIqlWrMmfOHCIjI6latSrTpk0z+qa+HjZsGLVr1+a5557jn3/+wdfXl379+vHzzz8b19SqVSvWrl1LUlISAQEBNGvWjAYNGvDaa69x/vz5+8Zkb2+PlZUVP/74I5cuXUq3vXXr1hw+fJhOnToZ159ad6lOnTqMHTvW6Ltjxw5efvll6tatS9u2bdPVZxIRERERERERERF5GinBI7nWrVu3iIqKIioqiitXrhAaGso777yDi4sLL7/8stHv6tWrdO/enR9//BEfHx/GjRtHmTJl+PDDD5k8eTIAFStWZNy4cQC0aNGCqVOn0rlzZ2xtbQkJCTGOFRUVxYkTJwAIDQ012n/55RdMJhPPPfccAHPnzmX06NEULVoUf39/evfuzW+//Ua3bt04d+6csd/GjRvx8/PDwsKCESNG4Ofnx9mzZ+nZsycHDhwwu94///yTQYMGUbNmTcaMGUPNmjVZtmwZs2fPvu99atSoEVOnTgWgXr16TJ06FW9v70z7r1y5kuvXr/Puu+/SvXt3nJ2dgZRZUcOHD6dZs2b4+/tjYWHBu+++i5+fHz/88AN+fn706tWLvXv3Mnr06PvGZG9vT8eOHbl48SJt2rRh8ODBrFq1itOnTwNgaWlJnjz/t4Lkm2++iaurKwAff/wxPXr0AGDr1q0MGTKE5ORkRowYgbe3Nx988AGHDx++7/lFREREREREREREcjvV4JFcq3PnzunarKysmDt3Lk5OTkbbjBkziImJYdOmTUbNnl69evHxxx/z1Vdf0bVrV6pVq0br1q2ZMmUKlSpVMmrTuLm5mSV49u7di6WlJQULFiQ0NJQXXngBSEnwlCxZkmrVqnH+/HkCAgLw9fXl3XffNfbt1q0bL7zwAtOmTWPOnDnExMQwadIkWrRowZdffmn06927Nx07dmTy5MmsX7/eaL969SozZ86kRYsWALzyyiu0adOGLVu2MGbMmEzvU+nSpSldujRjxoyhZMmSxrVFRkZm2N9kMjF//vx0y7mlnj/1ml1cXHjjjTc4fvw4wcHB5M2bF0iZRbV161ZiYmLuuyTchAkTMJlMbNq0iR07drBjxw4ASpYsSceOHfHz88PBwQEADw8PtmzZwv79++nQoQO2trYkJyfzySefULlyZVavXm0s9dasWTP69OljxCMiIiIiIiIiIiLyNNIMHsm1PvvsM5YsWcKSJUsIDAxk0qRJ1KpVizfffJONGzcCkJyczA8//ED9+vXJmzevMeMnKiqKNm3aAPDjjz9meo7mzZtz4cIFY2m1vXv3Ur16dRo3bsxvv/1mnGP37t00b94cSFkyLCkpidatW5udz8bGhsaNG/Pzzz+TmJjInj17iImJoW3btmb94uPjad68OUeOHOHy5ctGLNbW1mYzbywtLdMtFZcdatasmWFixsrKitatWxuvy5cvD4Cnp6dZMqV06dJASkLofuzt7fn0008JDg5m5MiRNGnSBFtbWy5evMi8efPo0qUL169fz3T/I0eOcPXqVbp06WJWx8fNzY0aNWpk7WJFREREREREREREcinN4JFcq0GDBsaMnFQvvfQSL774IlOmTOH5558nNjaW6OhofvnlF9zd3TM8Tmrdnow0b96cSZMmERISQpkyZYxaPSVLlmTbtm1ERUVx/vx5bty4YcysSV2CrW/fvpkeNyoqyujn7++fab+LFy9SrFgxABwdHbG2tiYxMdHYbmNjQ3JyMgBJSUlERUWZ7W9lZUXBggUzPX5GChUqlGG7o6MjNjY2ZsfOqH9qe2pcD1KmTBn8/Pzw8/Pjzp07/Prrr8yZM4djx44REBDAhAkTMtwvdQZSmTJl0m2rUKECV65cydL5RURERERERERE/msVK1YkPj4+p8OQXE4JHnmq2Nra0qJFC5YuXcqZM2coXLgwAC1btsTX1zfDfYoWLZrp8UqXLk2FChUICQmhefPmnD17Fjc3N0qWLAmk1OE5deoU9vb2NGnSBPi/xMbs2bNxdHTM8LjOzs5Gv/fff9+YDXOvChUqGH+3tLz/hLtLly7RqlUrszYXFxf+97//3Xe/e6UmaO6VtiZOWhYWFg91fEiZNbV7927eeusts9lCdnZ2tG7dGjc3N1q0aMH+/fszPUbqee/evZtum8lkeuiYRERERERERETkv3U3IYlzV2NzOowcUbaIA2l+Sy3ySJTgkadOauIktVaOvb098fHxNG3a1KxfVFQUv/32G2XLlr3v8Zo3b86GDRvYu3cvefLkoWHDhuTLl49ChQrx22+/ERERYSwvBilJFUhJHNWvX9/sWKn1fGxsbIx+zs7O6WI7ePAgMTEx2NnZZfm6ixQpwpIlS8za0i5d9iT5448/WLZsGR4eHjz33HPptjs6OlKiRAns7e0zPUbqUnB//vlnum2pS+qJiIiIiIiIiMiT69zVWJ6f+ENOh5Ejtk/wpkxBZXjk8agGjzxVbt++zc6dOylYsCCVKlUiT548NG/enD179nDw4EGzvrNnz2bYsGGcOnUKyHxpsebNm3Pz5k1WrlxJjRo1jBknjRo1YteuXURERBjLs0HKbCGA+fPnmx3r/PnzDBw4kOnTp2NhYYGHhwd2dnYsWrTIbDrmzZs3GTZsGOPGjct0Nk1GbG1tadq0qdmfhg0bZnn//1KHDh2wsrJi2rRp6ZaVA9i/fz8nT540q/mTOoMp9Z7WqFEDFxcXVq9eTUxMjNEvLCyMiIiIf/kKRERERERERERERHKWZvA8A8oWcWD7BO+cDgNIiSW77NixgwIFCgApS3Jdv36ddevWceHCBT766CNjSbFRo0axb98++vXrR8+ePSlXrhx79+4lKCiI5557jmbNmgGQP39+LC0t+emnnyhfvjxt2rTB2dkZV1dXHBwcCA8PZ8CAAcb53dzc2L59O4DZLJTKlSvTv39/lixZQq9evWjXrh137txhxYoVJCUlMXbsWAAKFCjAyJEj+eijj3j55Zfp1KkTVlZWrF69mitXrjBjxoxMl0XL7cqUKcP777/PxIkTadeuHR06dKBKlSokJycTHh7Oli1baNiwIf369TP2Sa0l9MUXX+Dh4YG7uzsTJkxg0KBBdO3alR49ehAdHc1XX3310HWHRERERERERERERHKbp/PpsZixtbaiSkmnnA4j202ZMsX4u6WlJU5OTlSvXp0RI0aYzfwoXbo0a9asYfbs2WzatIno6GhKlizJ0KFDef31142ZIfb29gwfPpxFixYxefJkypQpg5ubG9bW1nh4eBAcHEzjxo2N47q5uQEpM0mKFStmFtvYsWOpUKECq1atYtq0aeTNm5datWoxZMgQ6tWrZ/Tr06cPJUqUYNGiRcyZMwdra2uqVKnCuHHjaN68+b9x254YPj4+1KhRg+XLl7Nr1y7Wrl2LpaUl5cuXZ9SoUfTq1Qtra2ujf8+ePdm7dy9Lly7l6NGjuLu707x5cxYtWsTs2bP5/PPPKViwIG+//TaHDh0ylsMTEREREREREREReRpZmFSN/ImUlJRkLClWr169TJfqOnPmDAAVKlT4r0KTHHb79m2A+9ankazR5+fJceTIEQBq1qyZw5GIZB+Na3naaEzL00jjWp5GGtfyNNK4fnqduHjrma/B8zA1uOXpldV8wL1Ug0dERERERERERERERCSXUYJHREREREREREREREQkl1GCR0REREREREREREREJJdRgkdERERERERERERERCSXUYJHREREREREREREREQkl1GCR0REREREREREREREJJdRgkdERERERERERERERCSXUYJHREREREREREREREQkl1GCR0REREREREREREREJJdRgkdERERERERERERERCSXUYJHREREREREREREREQkl1GCR0REREREREREREREJJfJk9MByL8vOT6ehHN/5XQYAFiXLYOljc0j7z98+HCCgoL43//+h4uLi9m2efPmMXPmTIoWLcovv/ySbt/XXnuNffv2sX//foKCghg3bhwLFizAy8vL6PPXX39RpkwZACIjI2nVqhUDBgxg1KhR942rZcuWFC5cmG+//faRr+1ex48f59133+XYsWM4ODgwf/58unfvTv/+/Xnrrbey7TwP49ixYyxYsIDQ0FBu3LiBo6MjtWrVwsfHh1atWqXrHxkZSYkSJbCysrrvcX19fTlz5gy7d+/+t0IXEREREREREREReaoowfMMSDj3F2defDGnwwCgwpYt2Fau9Mj7N27cmKCgIA4dOpQuwbNnzx6sra25cuUKp0+fpmLFisa25ORkDh48SL169bCzs6NRo0ZMnTqVatWqGX1ee+01nJycmDlz5kPH9c4772Bra/vI15WRcePGcerUKYYOHYqzszOVK1dm6tSpRgLqvxYSEsKAAQMoVaoUPj4+FC1alOvXr7Nt2zYGDRrEwIEDefvtt43+69at48MPPyQ0NPSBCR4REREREREREREReThK8Eiu0rhxYwAOHjzICy+8YLTfuXOHsLAwXnzxRdavX8+ePXvMEjwnTpwgJiaGJk2aAFC6dGlKly5tduxff/3V7JgPo3Xr1o+03/2cOHECd3d3/Pz8jLaXXnqJ27dvZ/u5smLixImULVuW9evXmyWzBgwYQL9+/Zg/fz6dOnWiXLlyAPz222/cuXMnR2IVERERERERERERedqpBo/kKhUrVqRIkSIcOnTIrP33338nPj6el19+GRcXF/bs2WO2/cCBAwBGgic3SEhIIF++fDkdBgBRUVH8+eefNG7cON1MJSsrK3x9fTGZTBw8eDBnAhQRERERERERERF5xijBI7lOo0aN+OOPP4iPjzfaQkJCyJs3L3Xr1sXNzY3Q0FCSkpKM7QcOHMDe3p66desCsH79eqpWrcrPP/9MZGQkVatWBSAoKIiqVauyb98+Y9+kpCS++OILWrZsSe3atenYsSPbt283i6lly5Z0797deO3r64uvry979+6lR48e1KlTBw8PDz766KMHzmpJjS1tPHPmzDHinDVrltG3atWqTJs2jWHDhlG7dm2ee+45/vnnH3x9fenXrx8///wzXbp0oU6dOrRq1Yq1a9eSlJREQEAAzZo1o0GDBrz22mucP3/+vjHZ29tjZWXFjz/+yKVLl9Jtb926NYcPH6ZTp07G9W/YsAGAOnXqMHbsWKPvjh07ePnll6lbty5t27Y1+omIiIiIiIiIiIhI1inBI7lO48aNiY+P59ixY0bbnj17aNSoEdbW1ri7uxMTE0NERISx/cCBAzRs2BBra+t0xytYsCBTp04FoF69ekydOtVsebdVq1axceNGevfuzYgRI/jnn394++23CQ8Pv2+cf/75J4MGDaJ27dq8++671KxZk2XLljF79uz77pdaHyhtPN7e3pn2X7lyJdevX+fdd9+le/fuODs7A3Dq1CmGDx9Os2bN8Pf3x8LCgnfffRc/Pz9++OEH/Pz86NWrF3v37mX06NH3jcne3p6OHTty8eJF2rRpw+DBg1m1ahWnT58GwNLSkjx5/m/FxzfffBNXV1cAPv74Y3r06AHA1q1bGTJkCMnJyYwYMQJvb28++OADDh8+fN/zi4iIiIiIiIiIiIg51eCRXCdtHZ46depw8+ZNjh49ypgxY4D/W4Ztz5491KtXjytXrnDhwgV8fHwyPF7evHl56aWXGDNmDCVLluSll14CIDIyEgA7OzvWrFlD/vz5AahVqxa9e/cmODiYOnXqZBrn1atXmTlzplHXp2vXrrRp04YtW7YYsWYktT5QZvHcy2QyMX/+/HTLud17fhcXF9544w2OHz9OcHAwefPmBeDixYts3bqVmJiY+y4JN2HCBEwmE5s2bWLHjh3s2LEDgJIlS9KxY0f8/PxwcHAAwMPDgy1btrB//346dOiAra0tycnJfPLJJ1SuXJnVq1cbS701a9aMPn36GPGIiIiIiIiIiIiIyINpBo/kOvfW4dm3bx/Jycm4u7sDULRoUSpWrGgss/a49Xe8vLyM5A5A7dq1Abhy5cp997O2tjabeWNpaUnVqlW5du3aI8WRmZo1a2aYmLGysqJ169bG6/LlywPg6elplkwpXbo0kJIQuh97e3s+/fRTgoODGTlyJE2aNMHW1paLFy8yb948unTpwvXr1zPd/8iRI1y9epUuXbqY1fFxc3OjRo0aWbtYEREREREREREREQGU4JFcqlGjRhw8eBBImalToEABo24NgLu7O4cOHSIhIYEDBw7g6OhIzZo1H+lchQoVMnttZ2cHQEJCwn33c3R0TLcknI2NDcnJyUBKbZ+rV6+a/YmKinrs+NKe38bGxnhtZWWVYf/U9tS4HqRMmTL4+fnx1VdfERoayhdffEG1atU4e/YsAQEBme6XOgOpTJky6bZVqFAhS+cWERERERERERERkRRK8Eiu1LhxYyIjI4mKimLv3r00adIECwsLY7u7uzu3b9/mjz/+ICwsjEaNGhmJjIf1qPtZWt7/43Xp0iU8PT3N/nTt2jXb4ktbEyettPcpq3788Uc++ugjYmJizNrt7Oxo3bo1K1aswNHRkf3792d6jNTz3r17N902k8n00DGJiIiIiIiIiIiIPMtUg0dypdQ6PL/++itnz57l1VdfTbfd0tKSgwcPcvToUUaPHp0TYd5XkSJFWLJkiVlb2qXLniR//PEHy5Ytw8PDg+eeey7ddkdHR0qUKIG9vX2mx0hdCu7PP/9Mt+2vv/7KtlhFREREREREREREngWawSO5Umodnq+//hrAqL+TysnJiRo1arB582YSEhKyVH/H0tIyy8uUZQdbW1uaNm1q9qdhw4b/2fkfRocOHbCysmLatGkZLiO3f/9+Tp48aVbzJ3UGU+o9rVGjBi4uLqxevdpsJlBYWBgRERH/8hWIiIiIiIiIiIiIPF00g+cZYF22DBW2bMnpMICUWLJLo0aNCAoKwsXFJcO6Lu7u7ixYsIBChQpRpUqVBx6vYMGC/P7773zzzTc0a9Ys2+J8GpQpU4b333+fiRMn0q5dOzp06ECVKlVITk4mPDycLVu20LBhQ/r162fsU7BgQQC++OILPDw8cHd3Z8KECQwaNIiuXbvSo0cPoqOj+eqrr4y+IiIiIiIiIiIiIpI1SvA8AyxtbLCtXCmnw8h2jRs3JigoKNPZOakJnsaNG2ep7syoUaOYPn06kydPZtKkSbi6umZ3yLmaj48PNWrUYPny5ezatYu1a9diaWlJ+fLlGTVqFL169cLa2tro37NnT/bu3cvSpUs5evQo7u7uNG/enEWLFjF79mw+//xzChYsyNtvv82hQ4cICQnJwasTERERERERERERyV0sTKpu/kRKSkri4MGDANSrVw8rK6sM+505cwaAChUq/FehSQ67ffs2wH3r3UjW6PPz5Dhy5AgANWvWzOFIRLKPxrU8bTSm5WmkcS1PI41reRppXD+9Tly8xfMTf8jpMHLE9gnelClog52dXU6HIk+ArOYD7qUaPCIiIiIiIiIiIiIiIrmMEjwiIiIiIiIiIiIiIiK5jBI8IiIiIiIiIiIiIiIiuUyuSPAkJSWxfPly2rdvT926dWnZsiUzZ87k7t27Wdr/zp07BAQE0LZtW+rUqUPbtm1ZtGgRycnJ6frGxMQwffp0nn/+eerUqYO3tzczZ8406p7c6+eff8bHx4cGDRrQpEkTRo0axd9///1Y1ysiIiIiIiIiIiIiInI/uSLBM2nSJCZPnoyjoyO+vr6UKlWKefPmMXDgwAyTNGklJyfz9ttvM2fOHEqXLk2fPn1wcHBg6tSpvPfee2Z94+Pj6d+/P4GBgRQrVozevXtTunRp5s2bR+/evdMllIKCgvDz8+PKlSv06NEDT09PgoKC6N69O9euXcv2+yAiIiIiIiIiIiIiIgKQJ6cDeJCwsDBWrVqFt7c3c+bMwcLCAoDJkyezfPlytmzZwksvvZTp/kFBQezatYs+ffowfvx4IGVG0NChQ1m7di2dO3fG1dUVgJUrVxIeHs6AAQMYNWqUcYzp06cTGBjI2rVr6dWrFwBxcXFMnDiRkiVLsnHjRpycnADw9vZm2LBhzJw5k48++uhfuScikj1MJpPxnSIiIiIiIiIiIiKSmzzxM3hWrFgBwJAhQ8wexL711ltYW1uzdu3aB+5vZWXF4MGDjTYrKytGjhwJYLb/X3/9RcGCBRkwYIDZMdq3bw+kJJtSbd26lZs3b9KvXz8juQMYy8Bt27Yt02XdspOFhcUDZzGJSMaU4BEREREREREREZHc6olP8Ozfv5/8+fNTrVo1s3ZHR0dq1KhBWFgYiYmJGe4bHx9PREQE1apVI3/+/GbbKlasSOHChQkNDTXaJkyYQEhICM7OzmZ9z5w5A0DhwoWNtt9++w2AJk2apDuvm5sbt2/fJiIiIusX+ohsbW1JSEggPj7+Xz+XyNMkPj6ehIQEbG1tczoUERERERERERERkYf2RCd44uPj+fvvvylTpkyG211cXEhISCAyMjLD7RcuXCAxMfG++1+8eDHT5MjNmzfZvHkzEydOxMnJiVdeecXYdv78eYAMj+3i4gLA2bNnM7227JI6e+jSpUtK8ohkUXx8PJcuXQIwm4EnIiIiIiIiIiIikls80TV4bt68CWT+ANbR0RGA6OjoR97fZDIRExNDwYIFzbatWrWKDz74AIC8efOycOFCs2TOjRs3sLGxwc7O7qHjelhHjx7NdBkpk8lEUlISd+/e5datW9jY2GBhYaFlp55iJpMJQO/xIzCZTJhMJuLj40lKSsLCwoKzZ8/qXj4B7t69C8CRI0dyOBKR7KNxLU8bjWl5Gmlcy9NI41qeRhrXT6eKFSvmdAg5zmQyaVwL8H/PfB/WE53gSV16zcbGJsPtqe2pX/IPu7+1tTVAhjNf8ufPz6uvvsqVK1f4/vvvef3115k9ezbNmjUzjv2ocWUnCwsLrKysjERPXFzcv35OyVmpNZcsLZ/oCXhPtNTPjZKhIiIiIiIiIiIikls90Qme1NkxCQkJGW5PTczkzZs3w+2ptTUy2z+13d7ePt22du3a0a5dOwD69u1Lr169GDNmDDt37iRv3rzY2dk9clwPq3r16lhZWWXLsST3S83q16xZM4cjEck+GtfyNNK4lqeNxrQ8jTSu5WmkcS1PI43rp9mzXXLCwsJC41oASEpK4uDBgw+93xM9BSBfvnxYWloSExOT4fbUJdBSl0S7l7OzM8B997ewsCBfvnz3jaNOnTp07NiRqKgo4yY7OTlx9+7dDGf/pMb1oOOKiIiIiIiIiIiIiIg8iic6wWNjY4OLiwvnz5/PcHtkZCT29vaUKFEiw+2lSpXC2tr6vvuXLVvWmB0TEhLC//73vwz7uri4ACm1dwDKly8PkOGxIyMjAa0jKSIiIiIiIiIiIiIi/44nOsED0LBhQ65du8bp06fN2qOjozl69Ci1a9cmT56MV5qzsrKiXr16/PHHH8asmlSnT5/m+vXrNGjQwGgbPXo0b731VoYzfo4dOwZA6dKljbgAQkND0/UNDQ3F1taWGjVqPMSVioiIiIiIiIiIiIiIZM0Tn+Dp1KkTADNmzDCKywPMmjWLhIQEfHx8Hrh/QkICs2bNMtqSkpKYPn06AD169DDa27VrR3x8vFlfgJ07dxIcHEyVKlWoXbs2AK1btyZfvnwsXLjQmNUD8P333xMeHk6nTp2MGkAiIiIiIiIiIiIiIiLZKeOpL08Qd3d3XnzxRbZs2UK3bt1wd3cnIiKCvXv30rx5c55//nmj79KlS4mOjqZv3744OTkB0KVLFzZu3Mjy5cs5efIktWvXJiQkhMOHD+Pj40O9evWM/YcOHcru3btZtmwZR44coW7dupw9e5Zdu3aRP39+pk+fjoWFBZBS38ff35/33nuPTp060a5dO65du0ZQUBAuLi4MGzbsP71PIiIiIiIiIiIiIiLy7HjiEzwAU6ZMoWLFiqxfv56vvvqKYsWKMXDgQN544w2jfg7AsmXLuHDhAp07dzYSPJaWlsyfP5+AgACCgoIICwujVKlSjBs3Dl9fX7PzODk5sXr1agICAggODubQoUMUKFCAl19+mcGDB1OyZEmz/t27d8fJyYkFCxbw9ddf4+TkRPv27RkxYgSFCxf+92+MiIiIiIiIiIiIiIg8k3JFgsfa2pqBAwcycODA+/b73//+l2G7g4MD/v7++Pv7P/BcTk5OvPPOO7zzzjtZiu355583m0UkIiIiIiIiIiIiIiLyb3via/CIiIiIiIiIiIiIiIiIOSV4REREREREREREREREchkleERERERERERERERERHIZJXhERERERERERERERERyGSV4REREREREREREREREchkleERERERERERERERERHIZJXhERERERERERERERERyGSV4REREREREREREREREcpk8OR2AiIiIiIiIiIiIiMizpGRBe2xsrHI6DMnllOAREREREREREREREfkPWVtZQmIid8/9ldOh/Oesy5bB0sYmp8N4KijBIyIiIiIiIiIiIiLyH0s49xdnXnwxp8P4z1XYsgXbypVyOoyngmrwiIiIiIiIiIiIiIiI5DJK8IiIiIiIiIiIiIiIiOQySvCIiIiIiIiIiIiIiIjkMkrwiIiIiIiIiIiIiIiI5DJK8IiIiIiIiIiIiIiIiOQySvCIiIiIiIiIiIiIiIjkMkrwiIiIiIiIiIiIiIiI5DJK8IiIiIiIiIiIiIiIiOQySvCIiIiIiIjIE2PXrl1Ur17drC02NhZPT0+GDRtm1r5u3Tq8vLy4c+cOhw8fpmPHjpw5c4aqVavi4eGBp6cn7u7udO7cmT179mQ5hoSEBGbOnImXlxctWrRg8eLFGfa7e/cuzZs3x8PDw/jTsGFDqlatyuXLlwG4du0aw4cPx8PDg/bt2z9UHCIiIiIi95MnpwMQERERERERSeXk5ERycjK3b9/G3t4egMDAQK5du0Z0dLTR7+7du8yZM4ehQ4diZ2fHxx9/zLhx4wgPD6do0aL88ssvRt+NGzcyZMgQ9uzZg52d3QNjeO+994iOjmbbtm2YTCa6detGrVq1aNy4sVk/W1tbfvrpJ+P1jRs36NWrFz169KBYsWLcvn2bvn370rFjR6ZOncrp06d59dVX+f7773F0dHzcWyUiIiIizzgleEREREREROSJ4ezsDKTM2rG3t+fSpUssXbqU9u3bc/bsWaPf8uXLcXBwoEuXLgQFBeHs7Iy7uzsTJkygZs2aZsd0dXUlNjaWmJgYFi5cyKpVqwBITEwEIE+ePNSsWZPAwEDCwsIIDg5m586dRhLGzc2N0NDQdAmetJKTkxk2bBiNGjVizJgxRoyOjo688cYbAFSrVg0nJyeOHj1632OJiIiIiGSFEjwiIiIiIiLyxHBycgIgLi4OgOnTp9O0aVO8vLyIiIgA4NatWwQGBjJlyhQSExOZNWsWgYGBAISFhdGmTRvjeJcvX2bGjBl4e3tTuHBhhgwZwpAhQwA4cuQIgFlCaO3atbRp04YCBQoYbXFxcSQlJd037oULF3L9+nUWLlxotK1Zs4aBAwea9cvKsUREREREskIJHhEREREREXlipM7giYmJITw8nO3bt7NlyxbOnDnDrVu3AJg/fz6VKlWiVatWzJ07l5YtW1K2bFliYmI4efIkf//9N6tWrSI+Pp5bt25RpUoVVqxYkaXzh4SEMHLkSLO248eP4+bmluk+ly9f5ssvv2TRokXY2toCEBkZyV9//UWzZs2Mfjdv3uTy5cu4uLg81D0REREREcmIEjwiIiIiIiLyxLC1tcXW1pa4uDhmzpzJK6+8Qvny5bly5QoxMTFcu3aNlStXsmTJEi5fvsy6devYtGkTABEREVhYWLBr1y4cHByAlESRv78//v7+zJs3j4CAgEyXaJs7dy4XL16kWrVqRjxXrlzh9OnTNGnSJNOY582bR4MGDWjQoIHRdv78eQoVKkSRIkWMtj179lCyZEnKlCmTfTdMRERERJ5ZSvCIiIiIiIjIE8XJyYng4GBOnTrF3LlzAXB0dCQhIYHAwEA8PT2pX78+/v7++Pn5kS9fPgAOHDhApUqVjOQOQL58+ahbty7ffPMNwH2XaDOZTNjY2BizcAC+/fZb3N3dKV26dIax/vPPP2zYsIEFCxaYtdvZ2WFnZ2fWtmrVKnr27PnI90VEREREJC3LnA5AREREREREJC1nZ2dWrVrFkCFDjCXbHB0dAVi3bh0jRowgPDyc48eP061bN2O/gwcPUq9ePbNjRUREsHLlSjp16vTA81pYWODm5sbGjRsB2L17N8uXL2f06NGZ7vPdd9+RP39+GjVqZNZetWpV7ty5w759+zCZTMydO5eoqCheeeWVLNwBEREREZEH0wweEREREREReaI4OTlRqlQps9kuqbN02rdvT4UKFfDx8WHs2LFYWqb8btFkMnHo0CH279/Pzp07gZQl2BwcHOjZsyd+fn5ZOvfEiRMZP3487u7uuLi4MHfuXGPJts8++4xz584REBBg9P/pp59o1apVuuPkzZuXzz//nA8//JCoqCjq1q3L4sWLjesQEREREXlcSvCIiIjIM2PXrl0MGjSIo0ePGm2xsbG0bduWBg0aMHv2bKN93bp1zJo1y1gi6J133uHzzz+nXbt2FC5cGAsLC5KSkihevDijR4+madOmWYohISGBgIAANmzYgJWVFb6+vrz66qvp+t29e5c2bdoY9SEA7ty5Q0xMDD///DPFihXj9u3bTJ06lR9++AGAfv368frrrz/q7REReWKk1shJq0CBAhw/ftx4vXr1arPtFhYWhIaGPva5S5YsyZIlSzLcltFMni+//DLTYzVu3JitW7c+dkwiIiIiIhlRgkdERESeGU5OTiQnJ3P79m3s7e0BCAwM5Nq1a0RHRxv97t69y5w5cxg6dCh2dnZ8/PHHjBs3jvDwcIoWLcovv/xi9N24cSNDhgxhz5496WotZOS9994jOjqabdu2YTKZ6NatG7Vq1aJx48Zm/Wxtbfnpp5+M1zdu3KBXr1706NGDYsWKYTKZGDZsGHZ2dmzfvp2bN2/y4osv8txzz1GpUqXHvVUiIiIiIiIi8oRTgkdERESeGal1HGJjY7G3t+fSpUssXbqU9u3bc/bsWaPf8uXLcXBwoEuXLgQFBeHs7Iy7uzsTJkwwCnGncnV1JTY2lpiYGBYuXGj86jx15k2ePHmoWbMmgYGBhIWFERwczM6dO41aEm5uboSGhqZL8KSVnJzMsGHDaNSoEWPGjAEgODiYiIgIduzYQb58+ciXLx9LliyhcOHC2Xa/REREREREROTJZZnTAYiIiIj8V5ycnACIi4sDYPr06TRt2hQvLy9jBs+tW7cIDAxkxIgRJCYmMmvWLMaOHQtAWFgYtWrVMo53+fJlZsyYgbe3N4ULF2bIkCHs3r2b3bt3s3jxYhYvXszu3bsJDAwEYO3atbRp04YCBQoYx4iLiyMpKem+cS9cuJDr16/zzjvvGG1r166lRo0aDBs2DC8vL4YOHUqpUqXInz//498oyTV27dpF9erVzdpiY2Px9PRk2LBhZu3r1q3Dy8uLO3fucPjwYTp27MiZM2eoWrUqHh4eeHp64u7uTufOndmzZ0+WY0hISGDmzJl4eXnRokULFi9efN++06ZNo2XLljRr1ozXXnuN8+fPG9sjIiLw8fHBw8MDb29vli5dmuU4REREREREnjVK8IiIiMgzI3UGT0xMDOHh4Wzfvp0xY8aQL18+bt26BcD8+fOpVKkSrVq1YtGiRbRs2ZKyZcsSExPDyZMnWbZsGR4eHjRq1AgvLy9OnjzJRx99lKXzh4SE0KxZM7O248ePU7JkyUz3uXz5Ml9++SWTJ0/G1tYWSJnR89tvv3Ht2jUmTJjA9u3bsbCwYNKkSY9yWyQXS7vsYKpHWXZw9+7d/Prrr4SEhNC3b1+GDBnCnTt3shTDe++9x6lTp9i2bRubNm3im2++ybQOSkBAAGfOnGHz5s38/PPP1KhRw/j8REVF8frrr/P222+ze/duVqxYwdy5czly5Mhj3CEREREREZGnl5ZoExERkWeGra0ttra2xMXFMXPmTF555RXKly/PlStXiImJ4dq1a6xcuZIlS5Zw+fJl1q1bx6ZNm4CUmQUWFhbs2rULBwcHICVR5O/vj7+/P/PmzSMgICDTJdrmzp3LxYsXqVatmhHPlStXOH36NE2aNMk05nnz5tGgQQMaNGhgtN24cYPbt28zceJEypYtC0CvXr3w9/fP3hsmT7zctuzggQMHqFy5MnZ2dkRHR3Pu3DlKlSoFwMmTJ4mPj6d48eIAnDlzBgsLCwoWLJi9N01EREREROQpoQSPiIiIPFOcnJwIDg7m1KlTzJ07FwBHR0cSEhIIDAzE09OT+vXr4+/vj5+fH/ny5QNSHkxXqlTJSO4A5MuXj7p16/LNN98AMGTIEIYMGQJgzDpIfXhuMpmwsbExZuEAfPvtt7i7u1O6dOkMY/3nn3/YsGEDCxYsMGu3t7fHwsLCSO4AnDt3jmLFij3WvZHc537LDkZERAD/t+zglClTjGUHU5cNDAsLo02bNsbxMlp2MLMxDQ+/7GDPnj0ZM2YMa9asIT4+nq5duzJu3DgA6tWrR6VKlWjbtq3xWVmxYgUlSpTIlnslIiIiIiLytNESbSIiIvJMcXZ2ZtWqVQwZMsSY/ZA682DdunWMGDGC8PBwjh8/Trdu3Yz9Dh48SL169cyOFRERwcqVK+nUqdMDz2thYYGbmxsbN24EYPfu3SxfvpzRo0dnus93331H/vz5adSokVl73rx5cXV1ZdmyZZhMJo4ePcrs2bN5/fXXs3AH5GmSm5YdvHv3LiEhIcyaNYuDBw8SEBBAUFAQUVFRAPz+++9Ur16dPXv2sHv3bqpXr86GDRse5/aIiIiIiIg81TSDR0RERJ4pTk5OlCpVip49exptqbN02rdvT4UKFfDx8WHs2LFYWqb8FsZkMnHo0CH279/Pzp07gZTlqhwcHOjZsyd+fn5ZOvfEiRMZP3487u7uuLi4MHfuXGPJts8++4xz584REBBg9P/pp59o1apVhsf69NNPef/99/H09KRAgQKMHz8eb2/vh78hkqvlpmUHFyxYQGJiojGmvb29cXBw4I8//qBhw4YMGzaMzZs3U6hQIQA6dOjAmjVr/r2bJyIiIiIiksspwSMiIhnatWsXgwYN4ujRo0ZbbGwsbdu2pUGDBsyePdtoX7duHbNmzTKWvXrnnXf4/PPPadeuHYULF8bCwoKkpCSKFy/O6NGjadq0aZZiSEhIICAggA0bNmBlZYWvry+vvvpqpv1DQkL49NNP+fvvvylXrhzTpk0zajvs2LGDWbNmcfXqVYoWLYq/vz8eHh6PeHckN0t9WJ1WgQIFOH78uPF69erVZtstLCwyLRr/MEqWLMmSJUsy3JbRTJ4vv/wy02O5uLiwaNGix45Jcr/csuxgeHi42Sy4GzducOPGDUqXLs2ZM2e4c+eOUX8H4PTp05QpUyY7bpGIiIiIiMhTSUu0iYhIhpycnEhOTub27dtGW2BgINeuXSM6Otpou3v3LnPmzGHo0KHY2dnx8ccfM27cOMLDwylatCi7d+/m119/JSQkhL59+zJkyBDu3LmTpRjee+89Tp06xbZt29i0aRPffPNNpg/Z9+/fz7Bhwxg9ejR79+6lRo0aTJs2DYCjR48yatQo3nnnHfbu3cvQoUMZPHgwN27ceIw7JCLyZMgtyw5Wr16d7777jqioKG7fvs0HH3xAs2bNqFChAuXKlcPa2po1a9ZgMpnYt28fa9eupX///g9/Q0RERERERJ4RmsEjIiIZSn1IGBsbi729PZcuXWLp0qW0b9+es2fPGv2WL1+Og4MDXbp0ISgoCGdnZ9zd3ZkwYYJZIW4AV1dXYmNjiYmJYeHChZku+xMYGEhYWBjBwcHs3LnTeFDp5uZGaGgojRs3ThfvxIkTGTBggDErZ/DgwVy6dAmAyMhI+vbti7u7OwCtW7cGUorSpy0MLiKSG+WWZQcHDhxIVFQU7du3x2Qy0axZMyZNmmRcwxdffMEnn3zCtGnTKFy4MJ9++im1a9fOnpskIiIiIiLyFFKCR0REMuTk5ARAXFwcANOnT6dp06Z4eXkREREBwK1btwgMDGTKlCkkJiYya9YsAgMDAQgLC6NNmzbG8S5fvsyMGTPw9vamcOHC9132B2Dt2rW0adPGLAETFxdHUlJSuljDw8M5efIkUVFRtGnTBktLS958803jF+je3t5mtUk2bdqEra0tlStXfuz7JCKS03LLsoN2dnZMmjTJSOrcq2nTpmzevPmxYxIREREREXlWKMEjIiIZSp3BExMTQ3h4ONu3b2fLli2cOXOGW7duATB//nwqVapEq1atmDt3Li1btqRs2bLExMRw8uRJ/v77b1atWkV8fDy3bt2iSpUqrFixIkvnDwkJYeTIkWZtx48fx83NLV3fvXv3YjKZKF68OFu3buXgwYP4+flRvXp1qlatatb3m2++4bPPPmP69OlmdSdERERERERERERyEyV4REQkQ7a2ttja2hIXF8fMmTN55ZVXKF++PFeuXCEmJoZr166xcuVKlixZwuXLl1m3bh2bNm0CUmo4WFhYsGvXLiOJEhMTg7+/P/7+/sybN4+AgIBMl2ibO3cuFy9eNJb5Abhy5QqnT5+mSZMm6WK9ePEinp6e9OvXD4DGjRtTu3ZtIiIijATP7du3mThxIvv27WPJkiVa9kdERESoWLEi8fHxOR2GiIiIiMgjUYJHREQy5eTkRHBwMKdOnWLu3LlASuHuhIQEAgMD8fT0pH79+vj7++Pn52fUfDhw4ACVKlUymyGTL18+6tatyzfffANw3yXaTCYTNjY22NraGvt/++23uLu7U7p06XRx5s2bl7Jlyxqvk5KSiIyMpFixYkBKcmjAgAEUKlSI9evXq+6OiIjIPe4mJHHuamxOh/GfK1vEARubnI5CREREROTRKMEjIiKZcnZ2ZtWqVYwZM8ZYss3R0RGAdevWsWbNGsLDwzl+/DhTpkwx9jt48CD16tUzO1ZERAQrV66ka9euDzyvhYUFbm5ubNy4kSFDhrB7926WL1/OV199lWF/Ly8vxowZw6uvvkrRokWZOnUqBQoUoGnTpiQmJjJo0CDKli3LzJkzsbKyesS7ISIi8vQ6dzWW5yf+kNNh/Oe2T/CmTEFleEREREQkd1KCR0REMuXk5ESpUqXo2bOn0ZY6S6d9+/ZUqFABHx8fxo4di6WlJZAy++bQoUPs37+fnTt3AilLsDk4ONCzZ0/8/PyydO6JEycyfvx43N3dcXFxYe7cucaSbZ999hnnzp0jICAAgCZNmuDn50efPn1ISkrC1dWVhQsXYmVlxY4dO4iIiOD8+fN4eXkZx3///fdp27bt498kERERERERERGRHKAEj4iIZCq1Rk5aBQoU4Pjx48br1atXm223sLAgNDT0sc9dsmRJlixZkuG20aNHp2vr3bs3vXv3TtfeunVrs3hFRERERERERESeBpY5HYCIiIiIiIiIiIiIiIg8HCV4REREREREREREREREchkleERERERERERERERERHIZJXhERERERERERERERERymTw5HYCIiIjI06hixYrEx8fndBgiIiIiIiIi8pRSgkdERET+NXcTkjh3NTanw8gRZYs4YGOT01GIiIiIiIiIyNNKCR4RERH515y7GsvzE3/I6TByxPYJ3pQpqAyPiIiIiIiIiPw7lOAREREREZEH0rKDIiIiIiIiTxYleEREREREHsKzuvSglh0UERERERF5sijBIyIiIiLyEJ7VpQe17KCIiIiIiMiTxTKnAxAREREREREREREREZGHowSPiIiIiIiIiIiIiIhILqMEj4iIiIiIiIiIiIiISC6jGjwiIpLjKlasSHx8fE6HISIiIiIiIiIikmsowSMi8oS4m5DEuauxOR1GjihbxAEb1e0WERERERERERHJMiV4RESeEOeuxvL8xB9yOowcsX2CN2UKKsMjIiIiIiIiIiKSVbmiBk9SUhLLly+nffv21K1bl5YtWzJz5kzu3r2bpf3v3LlDQEAAbdu2pU6dOrRt25ZFixaRnJycrm9MTAxTp07F29ubWrVq4ebmxqBBgzh69Gi6vjt27KBq1aoZ/vHw8Hjs6xYREREREREREXkS7dq1i+rVq5u1xcbG4unpybBhw8za161bh5eXF3fu3OHw4cN07NiRM2fOGM/QPD09cXd3p3PnzuzZsyfLMSQkJDBz5ky8vLxo0aIFixcvvm9fNzc3PDw8jD+vv/66sX379u106NABd3d3Xn/9dS5dupTlOEREckqumMEzadIkVq1aRf369fH19SU8PJx58+YRERHBwoULsbTMPE+VnJzM22+/za5du2jWrBne3t7s2bOHqVOncubMGT766COj7+3bt+nVqxfHjh2jfv36tG7dmr///pvg4GB+/fVXlixZQsOGDY3+x44dA6BXr14UKFDA7Lx58+bN5rsgIiIiIiIiIiLyZHByciI5OZnbt29jb28PQGBgINeuXSM6Otrod/fuXebMmcPQoUOxs7Pj448/Zty4cYSHh1O0aFF++eUXo+/GjRsZMmQIe/bswc7O7oExvPfee0RHR7Nt2zZMJhPdunWjVq1aNG7cOF3fn376iXLlyvHNN9+k2xYcHMzkyZMJDAykatWqzJkzB39/f5YtW/Yot0ZE5D/zxCd4wsLCWLVqFd7e3syZMwcLCwsAJk+ezPLly9myZQsvvfRSpvsHBQWxa9cu+vTpw/jx44GUGUFDhw5l7dq1dO7cGVdXVwCWL1/OsWPH8PX15d133zWOERoaSr9+/fjggw/YsmWL0X7ixAmsrKwYM2ZMlv7REREREREREREReRo4OzsDKbN27O3tuXTpEkuXLqV9+/acPXvW6Ld8+XIcHBzo0qULQUFBODs74+7uzoQJE6hZs6bZMV1dXYmNjSUmJoaFCxeyatUqABITEwHIkycPNWvWJDAwkLCwMIKDg9m5cyeOjo4AuLm5ERoammGCZ/PmzSQmJuLt7Y3JZKJ///706tULgEWLFjFo0CBq1KgBwKuvvsq8efO4c+eOnvmJyBPtiV+ibcWKFQAMGTLESO4AvPXWW1hbW7N27doH7m9lZcXgwYONNisrK0aOHAlgtn9wcDAWFha8/fbbZsdo3LgxjRs35sSJE1y+fNloP378OGXKlNEXvYiIiIiIiIiIPFOcnJwAiIuLA2D69Ok0bdoULy8vYwbPrVu3CAwMZMSIESQmJjJr1izGjh0LpPyou1atWsbxLl++zIwZM/D29qZw4cIMGTKE3bt3s3v3bhYvXszixYvZvXs3gYGBQMozvTZt2pitqhMXF0dSUlK6WG/dusUvv/xC7969+f777/nkk0/49NNP+f333wG4cuUK5cqVM/qfO3cOk8lEbGxsNt4xEZHs98TP4Nm/fz/58+enWrVqZu2Ojo7UqFGDsLAwEhMTyZMn/aXEx8cTERFBtWrVyJ8/v9m2ihUrUrhwYUJDQ402Hx8frl+/Tr58+dIdy8Ympfh36hf77du3+euvv2jTps3jXqKIiIiIiIiIiEiukjqDJyYmhvDwcLZv386WLVs4c+YMt27dAmD+/PlUqlSJVq1aMXfuXFq2bEnZsmWJiYnh5MmT/P3336xatYr4+Hhu3bpFlSpVjB97P0hISIjxA+5Ux48fx83NLV1fJycnwsLCjNeurq54enqyb98+GjZsSP369VmxYgX16tXj+vXrjB8/Hltb23QlGUREnjRPdIInPj6ev//+mzp16mS43cXFhUOHDhEZGWmWZU914cIFEhMTKVOmTKb7h4eHEx8fj42NDV27ds2wX1RUFPv37ydv3ryUKlUKgJMnT5KcnEyePHkYOXIk+/btIzo6mho1ajBo0CCaNWv2aBctIiIiIiIiIiLyhLO1tcXW1pa4uDhmzpzJK6+8Qvny5bly5QoxMTFcu3aNlStXsmTJEi5fvsy6devYtGkTABEREVhYWLBr1y4cHByAlESRv78//v7+zJs3j4CAgEyXaJs7dy4XL140+0H4lStXOH36NE2aNEkXa1RUFHny5DFmHaUeM7Wu9/vvv8+7775LmzZtqFChAnnz5sXV1fW+db9FRJ4ET3SC5+bNmwBmX75ppa6vmbZw28PubzKZiImJoWDBgpnG8dlnnxEbG0vPnj2NmTzHjx8HYOvWrTRq1IiOHTvy999/s2PHDgYMGMDkyZMzTRg9rKNHj5otTyfPtrt37wJw5MiRHI5EslPFihVzOoQcZzKZNK6fMhrXGtdPo2d9XGtMP500rjWu5emi/2eU/1LevHlZtWoVx44dY9iwYRw5coQrV66QkJDAlClTqFOnDjY2Nrz//vt06NCBc+fOAbB9+3ZKlSplVqsHoHjx4vzwww8cOXKEFi1a0KJFC+D/xrWtrS0Ax44dw9ramr/++os7d+4A8M0331C7dm1u3bqVbvz7+/vj7u5Op06dgJRnifv27cPb25u9e/cSGRnJwIEDgZTVewYNGsTAgQP1OfqXPev/DfKsu3PnDqdPn87pMJ4YJpPpkfZ7otPQqdn51KTKvVLbU7/kH3Z/a2trIGWmUGa++OIL1q9fT4kSJRg+fLjRHh8fT6lSpRg/fjwrVqxgzJgxzJgxg7Vr12Jvb8+kSZO4evXqA65QREREREREREQkd8qXLx/ff/89PXr0MEoe5M2bF4D//e9/9O7dm5MnT3Lu3Dlat25t7HfixAmqVKlidqxTp07x3Xff0bx58wee18LCglq1avHjjz8CcPDgQYKCgvD19c2wf8OGDfnhhx+Ijo4mNjaWOXPmUKNGDWrUqMHNmzf58MMPuXz5Mrdv3+bzzz+nYsWKGS71JiLypHmiZ/DY2dkBkJCQkOH21MRM6j8c90rN6me2f2q7vb19httnzpzJvHnzyJ8/P/PmzTPWFgXo1asXvXr1SrdPlSpV6Nu3L19++SU7d+7Ex8cnw2M/jOrVq2NlZfXYx5GnQ+qvR2rWrJnDkUj2yzzZ/CywsLDQuH4qaVxrXD+Nnt1xrTH9NNO4Fnla6P8Z5b9UpEgRrK2tGTFihFEfu2TJkgC8+OKLtGnTBh8fHz744ANq164NpPxK/fTp0xw7dsyoi5OYmIiDgwN9+vTBz88v3dJoGY3r6dOnM378eF5//XVcXFyYP38+DRs2BFJW4zl37hwBAQEAjB8/HpPJxPDhw7G2tqZNmzaMGjUKOzs7atasyYULF3j//fcBaN26Nf7+/pk+L5Ts9uz+N8izLvXzJymSkpI4ePDgQ+/3RCd48uXLh6WlJTExMRluT12aLXWptnulLfaW2f4WFhbGLwxSJSYm8t5777F+/XoKFizI4sWLzdb0fJBatWoBEBkZmeV9REREREREREREcpPUGjlpFShQwChtALB69Wqz7RYWFoSGhj72uUuWLMmSJUsy3DZ69Giz1zY2Nnz44Yd8+OGHGfZ/7bXXeO211x47JhGR/9oTvUSbjY0NLi4unD9/PsPtkZGR2NvbU6JEiQy3lypVCmtr6/vuX7ZsWbPZMfHx8QwePJj169fj4uLCqlWrqF69erp9jx8/zp49ezI8buran6kziERERERERERERERERLLTE53ggZQ1Mq9du5au4FJ0dDRHjx6ldu3axhTQe1lZWVGvXj3++OMPY7ZPqtOnT3P9+nUaNGhgtJlMJkaOHMmPP/5I5cqVWbVqFeXKlcvw2GPHjqV///6cOnUq3bbff/8d+L+ZPCIiIiIiIiIiIiIiItnpiU/wdOrUCYAZM2aQnJxstM+aNYuEhIQH1rjp1KkTCQkJzJo1y2hLSkpi+vTpAPTo0cNoX758OcHBwZQtW5Zly5ZRrFixTI/7/PPPG3ElJSUZ7fv372fNmjWUKVOGZs2aZf1CRUREREREREREREREsuiJrsED4O7uzosvvsiWLVvo1q0b7u7uREREsHfvXpo3b24kWgCWLl1KdHQ0ffv2xcnJCYAuXbqwceNGli9fzsmTJ6lduzYhISEcPnwYHx8f6tWrB8Ddu3eZO3cuAFWrVmXlypUZxuPj40ORIkXo27cvO3bsYOfOnXTu3JmmTZty8eJFdu7ciY2NDdOnT890ZpGIiIiIiIiIiIiIiMjjyBUZiClTplCxYkXWr1/PV199RbFixRg4cCBvvPGGWf2cZcuWceHCBTp37mwkeCwtLZk/fz4BAQEEBQURFhZGqVKlGDduHL6+vsa+hw8f5saNGwAEBwcTHBycYSytW7emSJEi2NnZsWzZMubNm0dQUBArVqwgX758tG3blqFDh1K+fPl/8Y6IiIiIiIiIiIiIiMizLFckeKytrRk4cCADBw68b7///e9/GbY7ODjg7++Pv79/pvs2bNiQ48ePP1Rc9vb2DB8+nOHDhz/UfiIiIiIiIiIiIiIiIo/jia/BI5Ib7Nq1i+rVq5u1xcbG4unpybBhw8za161bh5eXF3fu3OHw4cN07NiRM2fOULVqVTw8PPD09MTd3Z3OnTuzZ8+eLMeQkJDAzJkz8fLyokWLFixevPi+/UNCQujUqRNNmjTBx8eHyMhIY1tERAQ+Pj54eHjg7e3N0qVLsxyHiIiIiIiIiIiIiPz7lOARyQZOTk4kJydz+/Ztoy0wMJBr164RHR1ttN29e5c5c+YwdOhQ7Ozs+Pjjjxk3bhzh4eEULVqU3bt38+uvvxISEkLfvn0ZMmQId+7cyVIM7733HqdOnWLbtm1s2rSJb775htDQ0Az77t+/n2HDhjF69Gj27t1LjRo1mDZtGgBRUVG8/vrrvP322+zevZsVK1Ywd+5cjhw58hh3SERERERERERERESyU65Yok3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",
      "text/plain": [
       "<Figure size 1680x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualisation de la decomposition within/between\n",
    "fig, ax = plt.subplots(figsize=(14, 6))\n",
    "\n",
    "x = np.arange(len(ANCHORS))\n",
    "width = 0.35\n",
    "\n",
    "within_vals = summary_df['Std Within'].values\n",
    "between_vals = summary_df['Std Between'].values\n",
    "labels = [ANCHOR_LABELS[a] for a in ANCHORS]\n",
    "\n",
    "bars1 = ax.bar(x - width/2, between_vals, width, label='Between-firm Std',\n",
    "               color='#2166ac', edgecolor='white')\n",
    "bars2 = ax.bar(x + width/2, within_vals, width, label='Within-firm Std',\n",
    "               color='#d62728', edgecolor='white')\n",
    "\n",
    "ax.set_title(\"Decomposition de la Variance : Within vs Between\", fontsize=14, fontweight='bold')\n",
    "ax.set_ylabel(\"Ecart-type\")\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(labels, rotation=30, ha='right', fontsize=10)\n",
    "ax.legend(fontsize=11)\n",
    "\n",
    "# Annoter les ratios\n",
    "for i in range(len(ANCHORS)):\n",
    "    ratio = within_vals[i] / between_vals[i] if between_vals[i] > 0 else 0\n",
    "    ax.text(x[i], max(within_vals[i], between_vals[i]) + 0.001,\n",
    "            f'W/B={ratio:.2f}', ha='center', fontsize=8, fontstyle='italic')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76e0a414",
   "metadata": {},
   "source": [
    "## 13. Informations sur les Exports\n",
    "\n",
    "Chemins et tailles des fichiers exportes (Parquet et DuckDB)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c798c43f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:07:58.938076Z",
     "iopub.status.busy": "2026-05-27T23:07:58.938017Z",
     "iopub.status.idle": "2026-05-27T23:08:02.259946Z",
     "shell.execute_reply": "2026-05-27T23:08:02.259471Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===========================================================================\n",
      "  FICHIERS EXPORTES\n",
      "===========================================================================\n",
      "  DuckDB (base complete)          4753.51 MB  /Users/simon-pierreboucher/Desktop/UQO/UQO_RESEARCH_DB/data/duckdb/edgar_research.duckdb\n",
      "  Annual Panel (Parquet)             2.43 MB  /Users/simon-pierreboucher/Desktop/UQO/UQO_RESEARCH_DB/data/parquet/annual_panel/annual_panel.parquet\n",
      "  Annual Final (Parquet)             5.11 MB  /Users/simon-pierreboucher/Desktop/UQO/UQO_RESEARCH_DB/data/parquet/annual_final/annual_final.parquet\n",
      "  Quarterly Panel (Parquet)          8.23 MB  /Users/simon-pierreboucher/Desktop/UQO/UQO_RESEARCH_DB/data/parquet/quarterly_panel/quarterly_panel.parquet\n",
      "  Quarterly Final (Parquet)          8.24 MB  /Users/simon-pierreboucher/Desktop/UQO/UQO_RESEARCH_DB/data/parquet/quarterly_final/quarterly_final.parquet\n",
      "===========================================================================\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Aucun fichier CSV exporte.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "base_dir = Path(\"../data\")\n",
    "export_files = {\n",
    "    'DuckDB (base complete)': base_dir / 'duckdb' / 'edgar_research.duckdb',\n",
    "    'Annual Panel (Parquet)': base_dir / 'parquet' / 'annual_panel' / 'annual_panel.parquet',\n",
    "    'Annual Final (Parquet)': base_dir / 'parquet' / 'annual_final' / 'annual_final.parquet',\n",
    "    'Quarterly Panel (Parquet)': base_dir / 'parquet' / 'quarterly_panel' / 'quarterly_panel.parquet',\n",
    "    'Quarterly Final (Parquet)': base_dir / 'parquet' / 'quarterly_final' / 'quarterly_final.parquet',\n",
    "}\n",
    "\n",
    "print(\"=\" * 75)\n",
    "print(\"  FICHIERS EXPORTES\")\n",
    "print(\"=\" * 75)\n",
    "\n",
    "for label, path in export_files.items():\n",
    "    resolved = path.resolve()\n",
    "    if resolved.exists():\n",
    "        size_mb = resolved.stat().st_size / (1024 * 1024)\n",
    "        print(f\"  {label:<30s} {size_mb:>8.2f} MB  {resolved}\")\n",
    "    else:\n",
    "        print(f\"  {label:<30s} {'N/A':>8s}     (non trouve)\")\n",
    "\n",
    "print(\"=\" * 75)\n",
    "\n",
    "# Recherche de fichiers CSV\n",
    "csv_files = list(base_dir.rglob('*.csv'))\n",
    "if csv_files:\n",
    "    print(f\"\\nFichiers CSV trouves ({len(csv_files)}) :\")\n",
    "    for f in csv_files[:10]:\n",
    "        size_mb = f.stat().st_size / (1024 * 1024)\n",
    "        print(f\"  {f.name:<40s} {size_mb:>8.2f} MB  {f.resolve()}\")\n",
    "else:\n",
    "    print(\"\\nAucun fichier CSV exporte.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cd5f5903",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-27T23:08:02.260944Z",
     "iopub.status.busy": "2026-05-27T23:08:02.260887Z",
     "iopub.status.idle": "2026-05-27T23:08:02.263207Z",
     "shell.execute_reply": "2026-05-27T23:08:02.262915Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Connexion DuckDB fermee.\n",
      "Notebook termine.\n"
     ]
    }
   ],
   "source": [
    "# Fermeture de la connexion DuckDB\n",
    "con.close()\n",
    "print(\"Connexion DuckDB fermee.\")\n",
    "print(\"Notebook termine.\")"
   ]
  }
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