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1{2  "cells": [3    {4      "cell_type": "markdown",5      "id": "uqo-header",6      "metadata": {},7      "source": [8        "<div style=\"text-align: center; margin-bottom: 20px;\">\n",9        "<img src=\"https://rechercheciusssnim.ca/wp-content/uploads/2019/07/logo-uqo.jpg\" alt=\"Logo UQO\" width=\"300\">\n",10        "</div>\n",11        "\n",12        "---\n",13        "\n",14        "**Project:** EDGAR Research Database  \n",15        "**Description:** SEC EDGAR Research Infrastructure  \n",16        "\n",17        "**Authors:**\n",18        "- Manel Kammoun — manel.kammoun@uqo.ca\n",19        "- Djerrycharli Tandjambianda — djerrycharli.tandjambianda@uqo.ca\n",20        "- Simon-Pierre Boucher — simon-pierre.boucher@uqo.ca\n",21        "\n",22        "**Institution:** Universite du Quebec en Outaouais (UQO)  \n",23        "**License:** Research / Academic Use\n",24        "\n",25        "---"26      ]27    },28    {29      "cell_type": "markdown",30      "id": "5228bc1e",31      "metadata": {},32      "source": [33        "# EDGAR Research Database - Vue d'ensemble\n",34        "\n",35        "**Base de donnees de recherche EDGAR** -- Analyse des depots SEC (formulaires 10-K, 10-Q et 8-K) des entreprises du S&P 500, couvrant la periode 2010-2026.\n",36        "\n",37        "Ce notebook fournit une vue d'ensemble complete de la base de donnees : statistiques generales, distribution des depots par type et par annee, repartition sectorielle, analyse des sections et des chunks, ainsi qu'une carte de couverture par entreprise."38      ]39    },40    {41      "cell_type": "markdown",42      "id": "6c51f7ad",43      "metadata": {},44      "source": [45        "## 1. Configuration et connexion"46      ]47    },48    {49      "cell_type": "code",50      "execution_count": 1,51      "id": "7374ba01",52      "metadata": {53        "execution": {54          "iopub.execute_input": "2026-05-27T23:07:44.421853Z",55          "iopub.status.busy": "2026-05-27T23:07:44.421673Z",56          "iopub.status.idle": "2026-05-27T23:07:45.104952Z",57          "shell.execute_reply": "2026-05-27T23:07:45.104530Z"58        }59      },60      "outputs": [61        {62          "name": "stdout",63          "output_type": "stream",64          "text": [65            "Connecte a : /Users/simon-pierreboucher/Desktop/UQO/UQO_RESEARCH_DB/data/duckdb/edgar_research.duckdb\n",66            "Tables disponibles : ['anchor_embeddings', 'annual_final', 'annual_panel', 'chunk_detail', 'chunk_scores', 'companies', 'embeddings_metadata', 'filing_chunks', 'filing_scores', 'filing_sections', 'filing_summary', 'filings', 'processing_log', 'quarterly_final', 'quarterly_panel', 'section_detail']\n"67          ]68        }69      ],70      "source": [71        "import sys\n",72        "from pathlib import Path\n",73        "import duckdb\n",74        "import pandas as pd\n",75        "import matplotlib.pyplot as plt\n",76        "import matplotlib.ticker as mticker\n",77        "import seaborn as sns\n",78        "import numpy as np\n",79        "import warnings\n",80        "warnings.filterwarnings(\"ignore\")\n",81        "\n",82        "# Ajouter la racine du projet au path\n",83        "PROJECT_ROOT = Path.cwd().parent\n",84        "sys.path.insert(0, str(PROJECT_ROOT))\n",85        "\n",86        "# Connexion DuckDB\n",87        "DB_PATH = PROJECT_ROOT / \"data\" / \"duckdb\" / \"edgar_research.duckdb\"\n",88        "con = duckdb.connect(str(DB_PATH), read_only=True)\n",89        "\n",90        "# Style matplotlib / seaborn\n",91        "sns.set_style(\"whitegrid\")\n",92        "plt.rcParams.update({\n",93        "    \"figure.figsize\": (14, 6),\n",94        "    \"axes.titlesize\": 16,\n",95        "    \"axes.labelsize\": 13,\n",96        "    \"xtick.labelsize\": 11,\n",97        "    \"ytick.labelsize\": 11,\n",98        "    \"figure.dpi\": 100,\n",99        "})\n",100        "\n",101        "# Palette de couleurs coherente\n",102        "PALETTE = sns.color_palette(\"Set2\", 12)\n",103        "\n",104        "print(f\"Connecte a : {DB_PATH}\")\n",105        "print(f\"Tables disponibles : {[t[0] for t in con.execute('SHOW TABLES').fetchall()]}\")"106      ]107    },108    {109      "cell_type": "markdown",110      "id": "9e39555a",111      "metadata": {},112      "source": [113        "## 2. Statistiques generales de la base de donnees\n",114        "\n",115        "Nombre d'enregistrements dans chacune des tables principales."116      ]117    },118    {119      "cell_type": "code",120      "execution_count": 2,121      "id": "c16d0a1d",122      "metadata": {123        "execution": {124          "iopub.execute_input": "2026-05-27T23:07:45.106183Z",125          "iopub.status.busy": "2026-05-27T23:07:45.106085Z",126          "iopub.status.idle": "2026-05-27T23:07:45.187589Z",127          "shell.execute_reply": "2026-05-27T23:07:45.187160Z"128        }129      },130      "outputs": [131        {132          "name": "stdout",133          "output_type": "stream",134          "text": [135            "           Table  Nombre d'enregistrements\n",136            "     Entreprises                       500\n",137            "Depots (Filings)                    134124\n",138            "        Sections                    127800\n",139            "          Chunks                    491614\n",140            "      Embeddings                    491614\n"141          ]142        },143        {144          "data": {145            "image/png": 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",146            "text/plain": [147              "<Figure size 1400x600 with 1 Axes>"148            ]149          },150          "metadata": {},151          "output_type": "display_data"152        }153      ],154      "source": [155        "# Tables principales et leurs comptes\n",156        "main_tables = ['companies', 'filings', 'filing_sections', 'filing_chunks', 'embeddings_metadata']\n",157        "table_labels = ['Entreprises', 'Depots (Filings)', 'Sections', 'Chunks', 'Embeddings']\n",158        "counts = []\n",159        "for t in main_tables:\n",160        "    n = con.execute(f\"SELECT COUNT(*) FROM {t}\").fetchone()[0]\n",161        "    counts.append(n)\n",162        "\n",163        "df_stats = pd.DataFrame({\"Table\": table_labels, \"Nombre d'enregistrements\": counts})\n",164        "print(df_stats.to_string(index=False))\n",165        "\n",166        "# Graphique en barres\n",167        "fig, ax = plt.subplots(figsize=(14, 6))\n",168        "bars = ax.bar(table_labels, counts, color=PALETTE[:len(main_tables)], edgecolor=\"white\", linewidth=1.2)\n",169        "\n",170        "# Etiquettes sur les barres\n",171        "for bar, count in zip(bars, counts):\n",172        "    ax.text(bar.get_x() + bar.get_width() / 2, bar.get_height() + max(counts) * 0.015,\n",173        "            f\"{count:,}\", ha=\"center\", va=\"bottom\", fontsize=13, fontweight=\"bold\")\n",174        "\n",175        "ax.set_title(\"Nombre d'enregistrements par table principale\", fontsize=16, fontweight=\"bold\")\n",176        "ax.set_ylabel(\"Nombre d'enregistrements\")\n",177        "ax.set_yscale(\"log\")\n",178        "ax.set_ylim(top=max(counts) * 3)\n",179        "ax.yaxis.set_major_formatter(mticker.FuncFormatter(lambda x, _: f\"{int(x):,}\"))\n",180        "plt.tight_layout()\n",181        "plt.show()"182      ]183    },184    {185      "cell_type": "markdown",186      "id": "ebfc61bb",187      "metadata": {},188      "source": [189        "## 3. Distribution des depots par type de formulaire\n",190        "\n",191        "Repartition des depots SEC entre les formulaires 10-K (rapports annuels), 10-Q (rapports trimestriels) et 8-K (evenements courants)."192      ]193    },194    {195      "cell_type": "code",196      "execution_count": 3,197      "id": "cdaab411",198      "metadata": {199        "execution": {200          "iopub.execute_input": "2026-05-27T23:07:45.188715Z",201          "iopub.status.busy": "2026-05-27T23:07:45.188648Z",202          "iopub.status.idle": "2026-05-27T23:07:45.220364Z",203          "shell.execute_reply": "2026-05-27T23:07:45.219978Z"204        }205      },206      "outputs": [207        {208          "data": {209            "image/png": 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",210            "text/plain": [211              "<Figure size 1000x800 with 1 Axes>"212            ]213          },214          "metadata": {},215          "output_type": "display_data"216        },217        {218          "name": "stdout",219          "output_type": "stream",220          "text": [221            "form_type  count\n",222            "      8-K 103927\n",223            "     10-Q  22542\n",224            "     10-K   7655\n"225          ]226        }227      ],228      "source": [229        "# Distribution par type de formulaire\n",230        "df_form = con.execute(\"\"\"\n",231        "    SELECT form_type, COUNT(*) as count\n",232        "    FROM filings\n",233        "    GROUP BY form_type\n",234        "    ORDER BY count DESC\n",235        "\"\"\").fetchdf()\n",236        "\n",237        "fig, ax = plt.subplots(figsize=(10, 8))\n",238        "colors = [PALETTE[0], PALETTE[1], PALETTE[2]]\n",239        "wedges, texts, autotexts = ax.pie(\n",240        "    df_form[\"count\"],\n",241        "    labels=df_form[\"form_type\"],\n",242        "    autopct=lambda pct: f\"{pct:.1f}%\\n({int(pct/100 * df_form['count'].sum()):,})\",\n",243        "    colors=colors,\n",244        "    startangle=140,\n",245        "    textprops={\"fontsize\": 13},\n",246        "    wedgeprops={\"edgecolor\": \"white\", \"linewidth\": 2},\n",247        "    pctdistance=0.65,\n",248        ")\n",249        "for autotext in autotexts:\n",250        "    autotext.set_fontsize(12)\n",251        "    autotext.set_fontweight(\"bold\")\n",252        "\n",253        "ax.set_title(\"Repartition des depots par type de formulaire\", fontsize=16, fontweight=\"bold\")\n",254        "plt.tight_layout()\n",255        "plt.show()\n",256        "\n",257        "print(df_form.to_string(index=False))"258      ]259    },260    {261      "cell_type": "markdown",262      "id": "5270f519",263      "metadata": {},264      "source": [265        "## 4. Evolution des depots par annee\n",266        "\n",267        "Nombre de depots par annee, avec distinction par type de formulaire. Ce graphique montre l'evolution temporelle de la couverture de la base de donnees."268      ]269    },270    {271      "cell_type": "code",272      "execution_count": 4,273      "id": "e52fa94b",274      "metadata": {275        "execution": {276          "iopub.execute_input": "2026-05-27T23:07:45.221429Z",277          "iopub.status.busy": "2026-05-27T23:07:45.221352Z",278          "iopub.status.idle": "2026-05-27T23:07:45.306631Z",279          "shell.execute_reply": "2026-05-27T23:07:45.306256Z"280        }281      },282      "outputs": [283        {284          "data": {285            "image/png": 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",286            "text/plain": [287              "<Figure size 1400x600 with 1 Axes>"288            ]289          },290          "metadata": {},291          "output_type": "display_data"292        }293      ],294      "source": [295        "# Depots par annee et type de formulaire\n",296        "df_year = con.execute(\"\"\"\n",297        "    SELECT EXTRACT(YEAR FROM filing_date)::INT AS annee,\n",298        "           form_type,\n",299        "           COUNT(*) AS count\n",300        "    FROM filings\n",301        "    GROUP BY annee, form_type\n",302        "    ORDER BY annee, form_type\n",303        "\"\"\").fetchdf()\n",304        "\n",305        "# Pivot pour le graphique empile\n",306        "df_pivot = df_year.pivot(index=\"annee\", columns=\"form_type\", values=\"count\").fillna(0)\n",307        "# Ordonner les colonnes\n",308        "col_order = [\"10-K\", \"10-Q\", \"8-K\"]\n",309        "df_pivot = df_pivot[[c for c in col_order if c in df_pivot.columns]]\n",310        "\n",311        "fig, ax = plt.subplots(figsize=(14, 6))\n",312        "df_pivot.plot(kind=\"bar\", stacked=True, ax=ax, color=[PALETTE[2], PALETTE[1], PALETTE[0]],\n",313        "              edgecolor=\"white\", linewidth=0.5)\n",314        "\n",315        "ax.set_title(\"Nombre de depots par annee (par type de formulaire)\", fontsize=16, fontweight=\"bold\")\n",316        "ax.set_xlabel(\"Annee\")\n",317        "ax.set_ylabel(\"Nombre de depots\")\n",318        "ax.legend(title=\"Type de formulaire\", fontsize=11, title_fontsize=12)\n",319        "ax.yaxis.set_major_formatter(mticker.FuncFormatter(lambda x, _: f\"{int(x):,}\"))\n",320        "\n",321        "# Etiquettes totales au-dessus de chaque barre\n",322        "totals = df_pivot.sum(axis=1)\n",323        "for i, (idx, total) in enumerate(totals.items()):\n",324        "    ax.text(i, total + max(totals) * 0.01, f\"{int(total):,}\",\n",325        "            ha=\"center\", va=\"bottom\", fontsize=9, fontweight=\"bold\")\n",326        "\n",327        "plt.xticks(rotation=45)\n",328        "plt.tight_layout()\n",329        "plt.show()"330      ]331    },332    {333      "cell_type": "markdown",334      "id": "9de88d53",335      "metadata": {},336      "source": [337        "## 5. Repartition sectorielle des entreprises\n",338        "\n",339        "Distribution des 500 entreprises du S&P 500 par secteur GICS."340      ]341    },342    {343      "cell_type": "code",344      "execution_count": 5,345      "id": "a49460c0",346      "metadata": {347        "execution": {348          "iopub.execute_input": "2026-05-27T23:07:45.307642Z",349          "iopub.status.busy": "2026-05-27T23:07:45.307590Z",350          "iopub.status.idle": "2026-05-27T23:07:45.356365Z",351          "shell.execute_reply": "2026-05-27T23:07:45.355946Z"352        }353      },354      "outputs": [355        {356          "data": {357            "image/png": 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           "text/plain": [359              "<Figure size 1400x700 with 1 Axes>"360            ]361          },362          "metadata": {},363          "output_type": "display_data"364        }365      ],366      "source": [367        "# Repartition sectorielle\n",368        "df_sector = con.execute(\"\"\"\n",369        "    SELECT sector, COUNT(*) AS count\n",370        "    FROM companies\n",371        "    WHERE sector IS NOT NULL\n",372        "    GROUP BY sector\n",373        "    ORDER BY count DESC\n",374        "\"\"\").fetchdf()\n",375        "\n",376        "fig, ax = plt.subplots(figsize=(14, 7))\n",377        "bars = ax.barh(df_sector[\"sector\"][::-1], df_sector[\"count\"][::-1],\n",378        "               color=PALETTE[:len(df_sector)], edgecolor=\"white\", linewidth=1.2)\n",379        "\n",380        "# Etiquettes\n",381        "for bar, count in zip(bars, df_sector[\"count\"][::-1]):\n",382        "    ax.text(bar.get_width() + 0.5, bar.get_y() + bar.get_height() / 2,\n",383        "            f\"{count}\", ha=\"left\", va=\"center\", fontsize=12, fontweight=\"bold\")\n",384        "\n",385        "ax.set_title(\"Nombre d'entreprises par secteur\", fontsize=16, fontweight=\"bold\")\n",386        "ax.set_xlabel(\"Nombre d'entreprises\")\n",387        "ax.set_xlim(right=max(df_sector[\"count\"]) * 1.15)\n",388        "plt.tight_layout()\n",389        "plt.show()"390      ]391    },392    {393      "cell_type": "markdown",394      "id": "143e05aa",395      "metadata": {},396      "source": [397        "## 6. Distribution des types de sections\n",398        "\n",399        "Les 10 types de sections les plus frequents dans les depots SEC. Les sections representent les differentes parties des formulaires (facteurs de risque, etats financiers, etc.)."400      ]401    },402    {403      "cell_type": "code",404      "execution_count": 6,405      "id": "4f3fb5a5",406      "metadata": {407        "execution": {408          "iopub.execute_input": "2026-05-27T23:07:45.357399Z",409          "iopub.status.busy": "2026-05-27T23:07:45.357338Z",410          "iopub.status.idle": "2026-05-27T23:07:45.404227Z",411          "shell.execute_reply": "2026-05-27T23:07:45.403847Z"412        }413      },414      "outputs": [415        {416          "data": {417            "image/png": 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",418            "text/plain": [419              "<Figure size 1400x600 with 1 Axes>"420            ]421          },422          "metadata": {},423          "output_type": "display_data"424        }425      ],426      "source": [427        "# Top 10 des types de sections\n",428        "df_sections = con.execute(\"\"\"\n",429        "    SELECT section_name, COUNT(*) AS count\n",430        "    FROM filing_sections\n",431        "    GROUP BY section_name\n",432        "    ORDER BY count DESC\n",433        "    LIMIT 10\n",434        "\"\"\").fetchdf()\n",435        "\n",436        "fig, ax = plt.subplots(figsize=(14, 6))\n",437        "bars = ax.bar(range(len(df_sections)), df_sections[\"count\"],\n",438        "              color=PALETTE[:len(df_sections)], edgecolor=\"white\", linewidth=1.2)\n",439        "\n",440        "# Etiquettes sur les barres\n",441        "for bar, count in zip(bars, df_sections[\"count\"]):\n",442        "    ax.text(bar.get_x() + bar.get_width() / 2, bar.get_height() + max(df_sections[\"count\"]) * 0.01,\n",443        "            f\"{count:,}\", ha=\"center\", va=\"bottom\", fontsize=11, fontweight=\"bold\")\n",444        "\n",445        "ax.set_xticks(range(len(df_sections)))\n",446        "ax.set_xticklabels(df_sections[\"section_name\"], rotation=45, ha=\"right\")\n",447        "ax.set_title(\"Top 10 des types de sections les plus frequents\", fontsize=16, fontweight=\"bold\")\n",448        "ax.set_ylabel(\"Nombre de sections\")\n",449        "ax.yaxis.set_major_formatter(mticker.FuncFormatter(lambda x, _: f\"{int(x):,}\"))\n",450        "plt.tight_layout()\n",451        "plt.show()"452      ]453    },454    {455      "cell_type": "markdown",456      "id": "e07fbac3",457      "metadata": {},458      "source": [459        "## 7. Statistiques des chunks de texte\n",460        "\n",461        "Analyse de la distribution de la taille des chunks (nombre de mots) par type de formulaire, presentee sous forme de boite a moustaches et d'histogramme."462      ]463    },464    {465      "cell_type": "code",466      "execution_count": 7,467      "id": "335e776e",468      "metadata": {469        "execution": {470          "iopub.execute_input": "2026-05-27T23:07:45.405246Z",471          "iopub.status.busy": "2026-05-27T23:07:45.405195Z",472          "iopub.status.idle": "2026-05-27T23:07:45.685059Z",473          "shell.execute_reply": "2026-05-27T23:07:45.684621Z"474        }475      },476      "outputs": [477        {478          "data": {479            "image/png": 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xgSLl/PnzxuDBg4369esbHTp0sPmFt3jxYuOBBx4wUlJSrGVvvvmm0a5duyz7vD2xsXLlSiMkJCTHb7oCsJWficeUlBRj0KBBRtOmTY1169YZJ0+eNI4fP26sXLnSaNiwofHss88aqampBb1JQJH1+OOPGzNmzLC+vnr1qhEcHGx8+eWXGba/PbERGxtrtG/f3njkkUds3kgB4DySkpKMBg0aGOvWrbOW/fPPP0bdunWNTz/91IGROV5UVJQRHBxs7N2711pmsViMtm3bGvPmzTMuXrxoBAcHG3/++WeGy58/f96oWbOm8f3331vLTpw4YQQHBxu//vprgcd/J1i6dKnx2GOPZViX3fUb+6ata9euGa1atbJ5M/nhhx82Vq5cmeky7dq1M2bNmmV9nZKSYjz44IPG4sWLCzJUh8jLewU52dfsfb/BWWQ1fqNHjzb69u1r0/7jjz82ateubX3j/dVXXzWGDBmSaf8vv/yy0a1bN5uyUaNGGf3798/HrXCcrMbPYrEY9evXN7766qsMly3u+19WY3e7tWvXGnXq1LF+uMAwDGPLli1GWFhYpst8+umnRp06dYy4uDhr2fvvv2+EhYU5fZI8u/OU7I67nJynOPrY5VFUKFL+/PNPubu7a/PmzapXr55N3d69e9WkSRO5ublZy5o2baqoqChdvHgxR/2vXr1aM2fO1Kuvvqo+ffrka+xAURcTE6MhQ4Zozpw5qlatmk3d//73P7m7u2vq1KkKCgpS165d1bdvXy1dujTLPpcvX67du3dr3bp16tmzp6pVq6agoCD17dtXa9as0Y8//qjly5cX4FYBRVtAQIC+++47nTlzRmazWR988IE8PDxUs2bNbJe9cOGC+vTpIw8PD61du1blypUrhIgB5LfDhw/r2rVratasmbXM399ftWrV0p49exwYmeOVLl1aS5cuVWhoqLXMZDLJZDIpPj5eR44ckclkUvXq1TNcft++fZJuXpOkqV69uipUqFBsxvbIkSMKCgrKsC676zf2TVuLFy/WjRs3NH78eElScnKyoqKiVKNGjQzbX7p0SVFRUTbj5+bmpkaNGhXJ8cvLewU52dfy4/2GO1lW49e/f3/rfpfGxcVFKSkpSkhIkJT1sS7dHL9bx1e6OX779u2TYRj5tBWOk9X4/f3337p+/Xqmx2px3/+yGrtbXb58WfPmzdOzzz5rM5Y52fdq166tkiVLWsuaNm2qhIQEHTp0KH82wkGyO0/J7rjLyXmKo49dEhsoUlq3bq0FCxaocuXK6erOnz+vihUr2pSVL19eknTu3Lls+16zZo2mT5+uxx57TE8//XT+BAwUI/mdeLRYLHr33XfVrVu3DE8Ca9WqpSeeeEJr166VxWLJ340BiomJEyfK3d1dbdq0UWhoqObOnav58+erSpUqWS536dIlPfPMMzp58qQWLFigMmXKFFLEAPLb+fPnJUmVKlWyKS9fvry1rrjy9/fXgw8+KA8PD2vZl19+qVOnTql58+Y6evSo/Pz8NHXqVLVo0UIdOnTQvHnzlJycLOnmhz5Kly4tT09Pm36L09gePXpUly9fVq9evXTffffp6aef1o8//igp++s39s3/7/Lly1q1apWGDBmiUqVKSZKOHz8us9msL7/8Uu3bt1fLli01duxYxcbGSip+x3Ze3ivIyVjl9f2GO11W41erVi2bD72kpKRo1apVqlOnjvUc8NixYzpx4oS6dOmi+++/X/369dOBAwesy2Q2fjdu3NCVK1cKaKsKT1bjd/ToUUnS2rVr1bp1a7Vt21ZTp07V1atXJeXsWC3K+19WY3erd955R15eXhowYIBN+dGjR5WamqoBAwbo/vvvV5cuXfTJJ59Y64vy2GV3npLdcZeT8xRHH7skNlBsJCYm2hzMkqwHZ1JSUpbLbt++XW+88YaaNm2qrVu32vwBBpAz+Z14/PvvvxUbG6uGDRtmus5mzZopNjY23UTGAHLm+PHj8vPz03//+1998MEH6tKli8aMGZPtp5eGDRsmLy8v+fv7a/bs2YUULYCCcOPGDUnK8Dw6u3Po4ubXX3/Viy++qHbt2qlly5Y6evSokpKSVLduXS1btkzPPvusNmzYoEmTJkm6Oba3j6tUfMY2NTVVJ06c0D///KPhw4dr6dKlql+/vgYNGqQdO3Zke/3Gvvn/rV+/Xn5+fnryySetZWlvlnp7e+utt97StGnTdOLECfXp00eJiYmM3y3yY1/Ly/sNRUlqaqrGjRunY8eO6dVXX5V083ru6tWrun79uiZNmqRFixapbNmyCg8P1/HjxyVlPH5pr9OSwUXV0aNH5eLiovLly2vx4sWaMGGCtm/frqFDh8pisbD/5UBCQoL+97//acCAAenehD927Jji4uLUu3dvLV++XO3bt9eLL76oDz/8UFLxGrvbz1OyO+5ycp7i6GPXLfsmQNHg5eWV7qBKOxB9fHy0ePFiLVmyxFr32GOPaerUqZKkK1euaNasWWrXrp26d++u0aNH6+OPP5avr2/hbQBQhNlzMpGW/ff398+039KlS0u6+enx7D5hDsDWuXPnNHr0aK1atUqNGjWSJIWGhur48eNasGCBduzYYdN+y5Yt1p8DAwO1bNky/fjjjxo5cqTWrVunXr16FWr8APKHl5eXpJsXp2k/Szf/Pnt7ezsqrDvON998ozFjxigsLExz5syRJE2dOlXjx4+3Pt4iODhY7u7uGjlypMaNG5fh9YlUfMbWzc1Nu3btkqurq3XfqlOnjo4dO6bly5dne/3Gvvn/bdq0SZ06dbIZh06dOqlFixY2d03ec889atGihbZt22Y9N85ojIvb+OXHvpZdH8VBQkKCXnjhBe3evVsLFy5U3bp1Jd2802DPnj3y9vaWu7u7pJvnlJGRkVq7dq2mTJkiT0/PdOOX9rqo74/PPvusevbsab12DQ4OVrly5dSjRw8dPHiQ/S8HvvnmGyUnJ6tr167p6j777DOZzWaVKFFCklSzZk2dPXtWy5cvV7du3YrN2GV0npLdcZeT8xRHH7vcsYFio2LFitbbbtOkva5QoYKeeuopbdq0yfr1/PPPW9s9/PDD6tixozw8PDR79mydP3/e+ukDAHmXk8RjgwYNrF+vvPKK9SItLi4u037/+ecfSVknPwBk7Pfff1dKSorNM1klqV69ejp16pTN38xNmzZZ77KSpJkzZ8rX11ePPPKIOnbsqJkzZ+rIkSOFvQkA8kHaoy8yOo+uUKGCI0K647z77rsaPny4WrVqpcWLF1s/nOHm5mbzzG7p5hvL0v+/WzUuLi7dOVBxGtsSJUrYvFEn3RyjmJiYbK/f2DdvOnz4sE6fPq3HHnssXd3tj4IsX768SpUqpfPnzzN+t8iPfS27Poq62NhY9erVS/v379fy5cv14IMP2tT7+/tbkxrSzTk4goKCFBMTI+nm35qMxs/Hx0d+fn4FvwEO5OLiYk1qpLn1bwX7X/a++eYbPfjggxle93t5eVmTGmmCg4Otj1IqDmOX2XlKdsddTs5THH3skthAsdG4cWPt27dPZrPZWrZz505Vr15dAQEBKlWqlKpWrWr9CggIsLa79bn/wcHBGjVqlD777DNt3LixULcBKKrsSTxWrlw528k1d+3aJX9//3STlQPIXtrj4W5PSBw9elTVqlWz+ZtZtWpVm7+Vrq6u1p9fffVVlSlTRiNHjrTeSg/AedSsWVO+vr7atWuXtSw+Pl6RkZFq3LixAyO7M6xfv16vvfaaevXqpYiICJs7UHv37q0XX3zRpv3Bgwfl7u6uatWqqWHDhrJYLNbJOSXp5MmTiomJKRZje+zYMYWFhdnsW5L0xx9/6O677872+o1986a9e/dax+NWc+fOVfv27W0mbz1z5oyuXLmiu+++WwEBAapevbrN+KWmpmrv3r3Favyk7N8ryMm+ll0fRdk///yjZ555RpcvX9a6devS7T8//vijGjRooNOnT1vLUlNTdfjwYd19992SpEaNGmn37t02y+3cuVNhYWFycSnab12OGzdOffv2tSk7ePCgJOnuu+9m/8uBjCawlm6OU5MmTdK9d3fw4EFr8qhx48aKjIy0TnQv3Ry7EiVKpPu96oyyOk/J7rjLyXmKo4/dov3bAbhF165dlZCQoIkTJ+r48ePauHGjVq1apcGDB+e6r759++ree+/Va6+9ppMnTxZAtEDxYk/i0cXFRb1799bHH3+sY8eOWZfr3bu3Xn75Ze3atUubNm1Sz549bd5kBZAzdevWVcOGDTV+/Hjt3LlTUVFRmjdvnnbs2KFBgwbluB9/f3/NmDFDJ06c0LRp0wowYgAFwcPDQ+Hh4ZozZ46+/fZbHT58WCNHjlTFihXVrl07R4fnUCdPntT06dP10EMPafDgwbp48aIuXLigCxcu6OrVq2rfvr0++eQTvffeezp9+rS2bt2qWbNmacCAAfL19VWFChX06KOPatKkSdq1a5cOHDigUaNGqUmTJqpfv76jN6/ABQUFqUaNGpo6dar27t2rv/76SzNmzND+/fv17LPPZnv9xr55U2RkpEJCQtKVP/TQQ4qOjtbkyZN18uRJ7dmzR8OHD1dYWJiaN28uSerfv79Wrlypjz/+WMePH9dLL72kxMREdevWrbA3w6HyY1/Lz/cbnM2MGTN0+vRpzZ49W2XKlLH+Hrxw4YLMZrPCwsJUunRpjR8/Xn/88YeOHDmi8ePHKy4uzvqGfu/evXXgwAHNmTNHf/31l1asWKEvvvhCAwcOdOzGFYL27dtrx44dWrhwof7++2/98MMPeumll9SxY0cFBQWx/2Xj3LlzunLlSoZJCH9/fzVt2lRz587VDz/8oKioKC1dulSbN2/W8OHDJUlt27ZVuXLl9MILL+jw4cP65ptvFBERof79+2c4v4Qzye48JbvjLifnKQ4/dg2giBo/frwRHh5uU/b7778bPXr0MOrUqWO0atXKWLt2bbb9hIeHG+PHj09XfvbsWaNRo0bGE08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           "text/plain": [481              "<Figure size 1600x600 with 2 Axes>"482            ]483          },484          "metadata": {},485          "output_type": "display_data"486        },487        {488          "name": "stdout",489          "output_type": "stream",490          "text": [491            "Statistiques descriptives du nombre de mots par chunk :\n",492            "              count   mean    std   min    25%    50%    75%     max\n",493            "form_type                                                           \n",494            "10-Q       252813.0  481.6  144.3   1.0  463.0  494.0  506.0  1994.0\n",495            "8-K        238162.0  418.5  145.6  21.0  340.0  470.0  500.0  1997.0\n"496          ]497        }498      ],499      "source": [500        "# Distribution des tailles de chunks par type de formulaire\n",501        "df_chunks = con.execute(\"\"\"\n",502        "    SELECT fc.word_count, f.form_type\n",503        "    FROM filing_chunks fc\n",504        "    JOIN filings f ON fc.accession_number = f.accession_number\n",505        "    WHERE fc.word_count > 0 AND fc.word_count < 2000\n",506        "\"\"\").fetchdf()\n",507        "\n",508        "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",509        "\n",510        "# Box plot par type de formulaire\n",511        "sns.boxplot(data=df_chunks, x=\"form_type\", y=\"word_count\", palette=PALETTE[:3],\n",512        "            ax=axes[0], order=[\"10-K\", \"10-Q\", \"8-K\"], fliersize=1)\n",513        "axes[0].set_title(\"Distribution du nombre de mots par chunk\\n(par type de formulaire)\", fontsize=14, fontweight=\"bold\")\n",514        "axes[0].set_xlabel(\"Type de formulaire\")\n",515        "axes[0].set_ylabel(\"Nombre de mots par chunk\")\n",516        "\n",517        "# Histogramme general\n",518        "axes[1].hist(df_chunks[\"word_count\"], bins=80, color=PALETTE[3], edgecolor=\"white\", alpha=0.85)\n",519        "axes[1].axvline(df_chunks[\"word_count\"].median(), color=\"red\", linestyle=\"--\", linewidth=2,\n",520        "                label=f\"Mediane = {df_chunks['word_count'].median():.0f}\")\n",521        "axes[1].axvline(df_chunks[\"word_count\"].mean(), color=\"darkblue\", linestyle=\"--\", linewidth=2,\n",522        "                label=f\"Moyenne = {df_chunks['word_count'].mean():.0f}\")\n",523        "axes[1].set_title(\"Histogramme de la taille des chunks\", fontsize=14, fontweight=\"bold\")\n",524        "axes[1].set_xlabel(\"Nombre de mots\")\n",525        "axes[1].set_ylabel(\"Frequence\")\n",526        "axes[1].legend(fontsize=11)\n",527        "axes[1].yaxis.set_major_formatter(mticker.FuncFormatter(lambda x, _: f\"{int(x):,}\"))\n",528        "\n",529        "plt.tight_layout()\n",530        "plt.show()\n",531        "\n",532        "# Statistiques descriptives\n",533        "print(\"Statistiques descriptives du nombre de mots par chunk :\")\n",534        "print(df_chunks.groupby(\"form_type\")[\"word_count\"].describe().round(1).to_string())"535      ]536    },537    {538      "cell_type": "markdown",539      "id": "2168c1a8",540      "metadata": {},541      "source": [542        "## 8. Carte de couverture (Heatmap)\n",543        "\n",544        "Matrice de couverture montrant le nombre de depots par entreprise (top 30 par volume) et par annee. Permet d'identifier les lacunes eventuelles dans la couverture temporelle."545      ]546    },547    {548      "cell_type": "code",549      "execution_count": 8,550      "id": "9a23271e",551      "metadata": {552        "execution": {553          "iopub.execute_input": "2026-05-27T23:07:45.686172Z",554          "iopub.status.busy": "2026-05-27T23:07:45.686118Z",555          "iopub.status.idle": "2026-05-27T23:07:45.873848Z",556          "shell.execute_reply": "2026-05-27T23:07:45.873458Z"557        }558      },559      "outputs": [560        {561          "data": {562            "image/png": 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",563            "text/plain": [564              "<Figure size 1600x1000 with 2 Axes>"565            ]566          },567          "metadata": {},568          "output_type": "display_data"569        }570      ],571      "source": [572        "# Heatmap : depots par ticker (top 30) par annee\n",573        "df_heatmap = con.execute(\"\"\"\n",574        "    SELECT ticker,\n",575        "           EXTRACT(YEAR FROM filing_date)::INT AS annee,\n",576        "           COUNT(*) AS count\n",577        "    FROM filings\n",578        "    WHERE ticker IN (\n",579        "        SELECT ticker FROM filings\n",580        "        GROUP BY ticker ORDER BY COUNT(*) DESC LIMIT 30\n",581        "    )\n",582        "    GROUP BY ticker, annee\n",583        "    ORDER BY ticker, annee\n",584        "\"\"\").fetchdf()\n",585        "\n",586        "# Pivot\n",587        "hm_pivot = df_heatmap.pivot(index=\"ticker\", columns=\"annee\", values=\"count\").fillna(0).astype(int)\n",588        "\n",589        "# Trier par total descendant\n",590        "hm_pivot[\"total\"] = hm_pivot.sum(axis=1)\n",591        "hm_pivot = hm_pivot.sort_values(\"total\", ascending=False).drop(columns=\"total\")\n",592        "\n",593        "fig, ax = plt.subplots(figsize=(16, 10))\n",594        "sns.heatmap(hm_pivot, annot=True, fmt=\"d\", cmap=\"YlOrRd\", linewidths=0.5,\n",595        "            linecolor=\"white\", ax=ax, cbar_kws={\"label\": \"Nombre de depots\"})\n",596        "ax.set_title(\"Carte de couverture : depots par entreprise et par annee (Top 30)\",\n",597        "             fontsize=16, fontweight=\"bold\")\n",598        "ax.set_xlabel(\"Annee\")\n",599        "ax.set_ylabel(\"Ticker\")\n",600        "plt.tight_layout()\n",601        "plt.show()"602      ]603    },604    {605      "cell_type": "markdown",606      "id": "fc9c14ff",607      "metadata": {},608      "source": [609        "## 9. Tableau recapitulatif des metriques cles\n",610        "\n",611        "Resume des principales metriques de la base de donnees EDGAR Research."612      ]613    },614    {615      "cell_type": "code",616      "execution_count": 9,617      "id": "4d98eb98",618      "metadata": {619        "execution": {620          "iopub.execute_input": "2026-05-27T23:07:45.874952Z",621          "iopub.status.busy": "2026-05-27T23:07:45.874881Z",622          "iopub.status.idle": "2026-05-27T23:07:45.898555Z",623          "shell.execute_reply": "2026-05-27T23:07:45.898152Z"624        }625      },626      "outputs": [627        {628          "data": {629            "text/html": [630              "<style type=\"text/css\">\n",631              "#T_1ef71 th {\n",632              "  background-color: #2c3e50;\n",633              "  color: white;\n",634              "  font-size: 14px;\n",635              "  text-align: left;\n",636              "  padding: 8px 12px;\n",637              "}\n",638              "#T_1ef71 tr:nth-child(even) {\n",639              "  background-color: #f2f2f2;\n",640              "}\n",641              "#T_1ef71 caption {\n",642              "  font-size: 16px;\n",643              "  font-weight: bold;\n",644              "  margin-bottom: 10px;\n",645              "}\n",646              "#T_1ef71_row0_col0, #T_1ef71_row0_col1, #T_1ef71_row1_col0, #T_1ef71_row1_col1, #T_1ef71_row2_col0, #T_1ef71_row2_col1, #T_1ef71_row3_col0, #T_1ef71_row3_col1, #T_1ef71_row4_col0, #T_1ef71_row4_col1, #T_1ef71_row5_col0, #T_1ef71_row5_col1, #T_1ef71_row6_col0, #T_1ef71_row6_col1, #T_1ef71_row7_col0, #T_1ef71_row7_col1, #T_1ef71_row8_col0, #T_1ef71_row8_col1, #T_1ef71_row9_col0, #T_1ef71_row9_col1, #T_1ef71_row10_col0, #T_1ef71_row10_col1 {\n",647              "  text-align: left;\n",648              "  font-size: 13px;\n",649              "  padding: 8px 12px;\n",650              "}\n",651              "</style>\n",652              "<table id=\"T_1ef71\">\n",653              "  <caption>Tableau recapitulatif - Base de donnees EDGAR Research</caption>\n",654              "  <thead>\n",655              "    <tr>\n",656              "      <th id=\"T_1ef71_level0_col0\" class=\"col_heading level0 col0\" >Metrique</th>\n",657              "      <th id=\"T_1ef71_level0_col1\" class=\"col_heading level0 col1\" >Valeur</th>\n",658              "    </tr>\n",659              "  </thead>\n",660              "  <tbody>\n",661              "    <tr>\n",662              "      <td id=\"T_1ef71_row0_col0\" class=\"data row0 col0\" >Nombre total d'entreprises</td>\n",663              "      <td id=\"T_1ef71_row0_col1\" class=\"data row0 col1\" >500</td>\n",664              "    </tr>\n",665              "    <tr>\n",666              "      <td id=\"T_1ef71_row1_col0\" class=\"data row1 col0\" >Tickers uniques dans les depots</td>\n",667              "      <td id=\"T_1ef71_row1_col1\" class=\"data row1 col1\" >500</td>\n",668              "    </tr>\n",669              "    <tr>\n",670              "      <td id=\"T_1ef71_row2_col0\" class=\"data row2 col0\" >Secteurs GICS</td>\n",671              "      <td id=\"T_1ef71_row2_col1\" class=\"data row2 col1\" >11</td>\n",672              "    </tr>\n",673              "    <tr>\n",674              "      <td id=\"T_1ef71_row3_col0\" class=\"data row3 col0\" >Nombre total de depots</td>\n",675              "      <td id=\"T_1ef71_row3_col1\" class=\"data row3 col1\" >134,124</td>\n",676              "    </tr>\n",677              "    <tr>\n",678              "      <td id=\"T_1ef71_row4_col0\" class=\"data row4 col0\" >Types de formulaires</td>\n",679              "      <td id=\"T_1ef71_row4_col1\" class=\"data row4 col1\" >3</td>\n",680              "    </tr>\n",681              "    <tr>\n",682              "      <td id=\"T_1ef71_row5_col0\" class=\"data row5 col0\" >Nombre total de sections</td>\n",683              "      <td id=\"T_1ef71_row5_col1\" class=\"data row5 col1\" >127,800</td>\n",684              "    </tr>\n",685              "    <tr>\n",686              "      <td id=\"T_1ef71_row6_col0\" class=\"data row6 col0\" >Nombre total de chunks</td>\n",687              "      <td id=\"T_1ef71_row6_col1\" class=\"data row6 col1\" >491,614</td>\n",688              "    </tr>\n",689              "    <tr>\n",690              "      <td id=\"T_1ef71_row7_col0\" class=\"data row7 col0\" >Nombre total d'embeddings</td>\n",691              "      <td id=\"T_1ef71_row7_col1\" class=\"data row7 col1\" >491,614</td>\n",692              "    </tr>\n",693              "    <tr>\n",694              "      <td id=\"T_1ef71_row8_col0\" class=\"data row8 col0\" >Date du premier depot</td>\n",695              "      <td id=\"T_1ef71_row8_col1\" class=\"data row8 col1\" >2010-01-04</td>\n",696              "    </tr>\n",697              "    <tr>\n",698              "      <td id=\"T_1ef71_row9_col0\" class=\"data row9 col0\" >Date du dernier depot</td>\n",699              "      <td id=\"T_1ef71_row9_col1\" class=\"data row9 col1\" >2026-05-26</td>\n",700              "    </tr>\n",701              "    <tr>\n",702              "      <td id=\"T_1ef71_row10_col0\" class=\"data row10 col0\" >Periode couverte (annees)</td>\n",703              "      <td id=\"T_1ef71_row10_col1\" class=\"data row10 col1\" >17</td>\n",704              "    </tr>\n",705              "  </tbody>\n",706              "</table>\n"707            ],708            "text/plain": [709              "<pandas.io.formats.style.Styler at 0x119374ad0>"710            ]711          },712          "execution_count": 9,713          "metadata": {},714          "output_type": "execute_result"715        }716      ],717      "source": [718        "# Metriques cles\n",719        "total_filings = con.execute(\"SELECT COUNT(*) FROM filings\").fetchone()[0]\n",720        "total_chunks = con.execute(\"SELECT COUNT(*) FROM filing_chunks\").fetchone()[0]\n",721        "total_embeddings = con.execute(\"SELECT COUNT(*) FROM embeddings_metadata\").fetchone()[0]\n",722        "total_sections = con.execute(\"SELECT COUNT(*) FROM filing_sections\").fetchone()[0]\n",723        "total_companies = con.execute(\"SELECT COUNT(*) FROM companies\").fetchone()[0]\n",724        "unique_tickers = con.execute(\"SELECT COUNT(DISTINCT ticker) FROM filings\").fetchone()[0]\n",725        "date_min, date_max = con.execute(\"SELECT MIN(filing_date), MAX(filing_date) FROM filings\").fetchone()\n",726        "unique_sectors = con.execute(\"SELECT COUNT(DISTINCT sector) FROM companies WHERE sector IS NOT NULL\").fetchone()[0]\n",727        "form_types = con.execute(\"SELECT COUNT(DISTINCT form_type) FROM filings\").fetchone()[0]\n",728        "\n",729        "summary_data = {\n",730        "    \"Metrique\": [\n",731        "        \"Nombre total d'entreprises\",\n",732        "        \"Tickers uniques dans les depots\",\n",733        "        \"Secteurs GICS\",\n",734        "        \"Nombre total de depots\",\n",735        "        \"Types de formulaires\",\n",736        "        \"Nombre total de sections\",\n",737        "        \"Nombre total de chunks\",\n",738        "        \"Nombre total d'embeddings\",\n",739        "        \"Date du premier depot\",\n",740        "        \"Date du dernier depot\",\n",741        "        \"Periode couverte (annees)\",\n",742        "    ],\n",743        "    \"Valeur\": [\n",744        "        f\"{total_companies:,}\",\n",745        "        f\"{unique_tickers:,}\",\n",746        "        f\"{unique_sectors}\",\n",747        "        f\"{total_filings:,}\",\n",748        "        f\"{form_types}\",\n",749        "        f\"{total_sections:,}\",\n",750        "        f\"{total_chunks:,}\",\n",751        "        f\"{total_embeddings:,}\",\n",752        "        str(date_min),\n",753        "        str(date_max),\n",754        "        f\"{date_max.year - date_min.year + 1}\",\n",755        "    ],\n",756        "}\n",757        "\n",758        "df_summary = pd.DataFrame(summary_data)\n",759        "styled = df_summary.style.set_properties(**{\n",760        "    \"text-align\": \"left\",\n",761        "    \"font-size\": \"13px\",\n",762        "    \"padding\": \"8px 12px\",\n",763        "}).set_table_styles([\n",764        "    {\"selector\": \"th\", \"props\": [(\"background-color\", \"#2c3e50\"), (\"color\", \"white\"),\n",765        "                                  (\"font-size\", \"14px\"), (\"text-align\", \"left\"),\n",766        "                                  (\"padding\", \"8px 12px\")]},\n",767        "    {\"selector\": \"tr:nth-child(even)\", \"props\": [(\"background-color\", \"#f2f2f2\")]},\n",768        "    {\"selector\": \"caption\", \"props\": [(\"font-size\", \"16px\"), (\"font-weight\", \"bold\"),\n",769        "                                       (\"margin-bottom\", \"10px\")]},\n",770        "]).set_caption(\"Tableau recapitulatif - Base de donnees EDGAR Research\").hide(axis=\"index\")\n",771        "\n",772        "styled"773      ]774    },775    {776      "cell_type": "markdown",777      "id": "c16a8fee",778      "metadata": {},779      "source": [780        "## 10. Fermeture de la connexion"781      ]782    },783    {784      "cell_type": "code",785      "execution_count": 10,786      "id": "2894123d",787      "metadata": {788        "execution": {789          "iopub.execute_input": "2026-05-27T23:07:45.899665Z",790          "iopub.status.busy": "2026-05-27T23:07:45.899600Z",791          "iopub.status.idle": "2026-05-27T23:07:45.901978Z",792          "shell.execute_reply": "2026-05-27T23:07:45.901678Z"793        }794      },795      "outputs": [796        {797          "name": "stdout",798          "output_type": "stream",799          "text": [800            "Connexion fermee. Notebook termine.\n"801          ]802        }803      ],804      "source": [805        "# Fermeture de la connexion DuckDB\n",806        "con.close()\n",807        "print(\"Connexion fermee. Notebook termine.\")"808      ]809    }810  ],811  "metadata": {812    "kernelspec": {813      "display_name": "Python 3 (ipykernel)",814      "language": "python",815      "name": "python3"816    },817    "language_info": {818      "codemirror_mode": {819        "name": "ipython",820        "version": 3821      },822      "file_extension": ".py",823      "mimetype": "text/x-python",824      "name": "python",825      "nbconvert_exporter": "python",826      "pygments_lexer": "ipython3",827      "version": "3.14.4"828    }829  },830  "nbformat": 4,831  "nbformat_minor": 5832}
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