TEC-analysis/notebooks/03_treasury_and_pools.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 03 — Treasury & Pool Analysis\n",
    "\n",
    "Analyzing the flow of value through the TEC's key pools:\n",
    "- Common Pool (funding source for conviction voting)\n",
    "- Reserve Pool (bonding curve collateral)\n",
    "- Token balances and USD valuations over time\n",
    "- Treasury health and sustainability metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-03T21:06:05.969858Z",
     "iopub.status.busy": "2026-04-03T21:06:05.969506Z",
     "iopub.status.idle": "2026-04-03T21:06:08.944904Z",
     "shell.execute_reply": "2026-04-03T21:06:08.942451Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Common Pool: 2022-01-19 to 2023-12-19 (871 rows)\n",
      "Reserve Pool: 2022-01-19 to 2023-12-19 (886 rows)\n",
      "Token Balances: 2023-12-20 to 2025-12-10 (1985 rows)\n",
      "\n",
      "Token symbols in balances: <StringArray>\n",
      "['DAI', 'TEC', 'rETH']\n",
      "Length: 3, dtype: str\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_theme(style='whitegrid', palette='deep')\n",
    "plt.rcParams['figure.figsize'] = (14, 6)\n",
    "plt.rcParams['figure.dpi'] = 100\n",
    "\n",
    "DATA = '../data/onchain'\n",
    "\n",
    "# Load pool data\n",
    "common = pd.read_csv(f'{DATA}/dune_common_pool.csv')\n",
    "reserve = pd.read_csv(f'{DATA}/dune_reserve_pool.csv')\n",
    "balances = pd.read_csv(f'{DATA}/dune_token_balances_usd.csv')\n",
    "\n",
    "# Parse dates\n",
    "common['date'] = pd.to_datetime(common['day'])\n",
    "reserve['date'] = pd.to_datetime(reserve['day'])\n",
    "balances['date'] = pd.to_datetime(balances['day'])\n",
    "\n",
    "print('Common Pool:', common['date'].min().date(), 'to', common['date'].max().date(), f'({len(common)} rows)')\n",
    "print('Reserve Pool:', reserve['date'].min().date(), 'to', reserve['date'].max().date(), f'({len(reserve)} rows)')\n",
    "print('Token Balances:', balances['date'].min().date(), 'to', balances['date'].max().date(), f'({len(balances)} rows)')\n",
    "print('\\nToken symbols in balances:', balances['token_symbol'].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Common Pool & Reserve Pool Over Time (Gnosis Chain era)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-03T21:06:09.097931Z",
     "iopub.status.busy": "2026-04-03T21:06:09.097051Z",
     "iopub.status.idle": "2026-04-03T21:06:21.621444Z",
     "shell.execute_reply": "2026-04-03T21:06:21.617017Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1600x1400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Common Pool: 1,073,976 peak → 0 end (-100.0% drawdown)\n",
      "Reserve Pool: 1,119,096 peak → -0 end (-100.0% drawdown)\n"
     ]
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 1, figsize=(16, 14), sharex=True)\n",
    "\n",
    "# Common Pool balance\n",
    "ax = axes[0]\n",
    "ax.plot(common['date'], common['balance'], color='#2ecc71', linewidth=1.5)\n",
    "ax.fill_between(common['date'], common['balance'], alpha=0.2, color='#2ecc71')\n",
    "ax.set_ylabel('Balance (native token)')\n",
    "ax.set_title('Common Pool Balance Over Time')\n",
    "# Annotate key levels\n",
    "ax.axhline(y=common['balance'].iloc[0], color='gray', linestyle='--', alpha=0.3)\n",
    "ax.text(common['date'].iloc[0], common['balance'].iloc[0] * 1.02,\n",
    "        f'Start: {common[\"balance\"].iloc[0]:,.0f}', fontsize=9)\n",
    "ax.text(common['date'].iloc[-1], common['balance'].iloc[-1] * 1.02,\n",
    "        f'End: {common[\"balance\"].iloc[-1]:,.0f}', fontsize=9)\n",
    "\n",
    "# Reserve Pool balance\n",
    "ax = axes[1]\n",
    "ax.plot(reserve['date'], reserve['balance'], color='#3498db', linewidth=1.5)\n",
    "ax.fill_between(reserve['date'], reserve['balance'], alpha=0.2, color='#3498db')\n",
    "ax.set_ylabel('Balance (native token)')\n",
    "ax.set_title('Reserve Pool Balance Over Time')\n",
    "ax.text(reserve['date'].iloc[0], reserve['balance'].iloc[0] * 1.02,\n",
    "        f'Start: {reserve[\"balance\"].iloc[0]:,.0f}', fontsize=9)\n",
    "ax.text(reserve['date'].iloc[-1], reserve['balance'].iloc[-1] * 1.02,\n",
    "        f'End: {reserve[\"balance\"].iloc[-1]:,.0f}', fontsize=9)\n",
    "\n",
    "# Inflows & outflows for common pool\n",
    "ax = axes[2]\n",
    "ax.bar(common['date'], common['inflow'], color='#2ecc71', alpha=0.6, label='Inflow', width=1)\n",
    "ax.bar(common['date'], -common['outflow'].abs(), color='#e74c3c', alpha=0.6, label='Outflow', width=1)\n",
    "ax.set_ylabel('Flow Amount')\n",
    "ax.set_title('Common Pool Daily Flows')\n",
    "ax.legend()\n",
    "ax.axhline(y=0, color='black', linewidth=0.5)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n",
    "    ax.xaxis.set_major_locator(mdates.MonthLocator(interval=2))\n",
    "\n",
    "plt.setp(axes[-1].xaxis.get_majorticklabels(), rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'{DATA}/../snapshots/treasury_pools.png', dpi=150, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "# Key metrics\n",
    "cp_drawdown = (common['balance'].iloc[-1] - common['balance'].max()) / common['balance'].max()\n",
    "rp_drawdown = (reserve['balance'].iloc[-1] - reserve['balance'].max()) / reserve['balance'].max()\n",
    "print(f'\\nCommon Pool: {common[\"balance\"].max():,.0f} peak → {common[\"balance\"].iloc[-1]:,.0f} end ({cp_drawdown:.1%} drawdown)')\n",
    "print(f'Reserve Pool: {reserve[\"balance\"].max():,.0f} peak → {reserve[\"balance\"].iloc[-1]:,.0f} end ({rp_drawdown:.1%} drawdown)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Post-Migration Token Balances (Optimism era)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-03T21:06:21.628412Z",
     "iopub.status.busy": "2026-04-03T21:06:21.627450Z",
     "iopub.status.idle": "2026-04-03T21:06:24.628378Z",
     "shell.execute_reply": "2026-04-03T21:06:24.623487Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Total treasury USD:\n",
      "  Max: $348,595\n",
      "  Min: $153,108\n",
      "  Latest: $208,710\n",
      "  Drawdown from max: -40.1%\n"
     ]
    }
   ],
   "source": [
    "# Pivot balances by token\n",
    "fig, axes = plt.subplots(2, 1, figsize=(16, 10))\n",
    "\n",
    "for token in balances['token_symbol'].unique():\n",
    "    subset = balances[balances['token_symbol'] == token].sort_values('date')\n",
    "    \n",
    "    # Native balance\n",
    "    axes[0].plot(subset['date'], subset['balance'], label=token, linewidth=1.5)\n",
    "    # USD balance\n",
    "    axes[1].plot(subset['date'], subset['balance_usd_f'], label=token, linewidth=1.5)\n",
    "\n",
    "axes[0].set_ylabel('Token Balance')\n",
    "axes[0].set_title('Treasury Token Balances (Post-Migration)')\n",
    "axes[0].legend()\n",
    "\n",
    "axes[1].set_ylabel('USD Value')\n",
    "axes[1].set_title('Treasury USD Valuation')\n",
    "axes[1].legend()\n",
    "\n",
    "for ax in axes:\n",
    "    ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n",
    "    ax.xaxis.set_major_locator(mdates.MonthLocator(interval=2))\n",
    "\n",
    "plt.setp(axes[-1].xaxis.get_majorticklabels(), rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'{DATA}/../snapshots/treasury_balances_usd.png', dpi=150, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "# Total USD over time\n",
    "total_usd = balances.groupby('date')['balance_usd_f'].sum().sort_index()\n",
    "print(f'\\nTotal treasury USD:')\n",
    "print(f'  Max: ${total_usd.max():,.0f}')\n",
    "print(f'  Min: ${total_usd.min():,.0f}')\n",
    "print(f'  Latest: ${total_usd.iloc[-1]:,.0f}')\n",
    "print(f'  Drawdown from max: {(total_usd.iloc[-1] - total_usd.max()) / total_usd.max():.1%}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Treasury Sustainability Analysis\n",
    "\n",
    "How long could the treasury sustain operations at various burn rates?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-03T21:06:24.635805Z",
     "iopub.status.busy": "2026-04-03T21:06:24.634862Z",
     "iopub.status.idle": "2026-04-03T21:06:27.747932Z",
     "shell.execute_reply": "2026-04-03T21:06:27.744585Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sustainability metrics:\n",
      "  Avg monthly outflow: 49,831\n",
      "  Avg monthly inflow: 49,831\n",
      "  Avg monthly net: -0\n",
      "  Months with negative net flow: 17/24\n"
     ]
    }
   ],
   "source": [
    "# Calculate net flow rates for common pool\n",
    "common_monthly = common.set_index('date').resample('ME').agg({\n",
    "    'inflow': 'sum',\n",
    "    'outflow': 'sum',\n",
    "    'balance': 'last'\n",
    "})\n",
    "common_monthly['net_flow'] = common_monthly['inflow'] - common_monthly['outflow'].abs()\n",
    "\n",
    "fig, axes = plt.subplots(2, 1, figsize=(16, 10))\n",
    "\n",
    "# Monthly net flows\n",
    "ax = axes[0]\n",
    "colors = ['#2ecc71' if v >= 0 else '#e74c3c' for v in common_monthly['net_flow']]\n",
    "ax.bar(common_monthly.index, common_monthly['net_flow'], color=colors, width=20)\n",
    "ax.axhline(y=0, color='black', linewidth=0.5)\n",
    "ax.set_ylabel('Net Flow')\n",
    "ax.set_title('Common Pool Monthly Net Flows (positive = growing)')\n",
    "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n",
    "\n",
    "# Runway analysis\n",
    "ax = axes[1]\n",
    "# Monthly outflow rate\n",
    "monthly_outflow = common_monthly['outflow'].abs()\n",
    "ax.bar(common_monthly.index, monthly_outflow, color='#e74c3c', alpha=0.6, width=20)\n",
    "ax.set_ylabel('Monthly Outflow')\n",
    "ax.set_title('Common Pool Monthly Spending')\n",
    "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n",
    "\n",
    "# Add trend line\n",
    "avg_outflow = monthly_outflow.mean()\n",
    "ax.axhline(y=avg_outflow, color='red', linestyle='--', alpha=0.5,\n",
    "           label=f'Avg: {avg_outflow:,.0f}/month')\n",
    "ax.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'{DATA}/../snapshots/treasury_sustainability.png', dpi=150, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "print(f'\\nSustainability metrics:')\n",
    "print(f'  Avg monthly outflow: {avg_outflow:,.0f}')\n",
    "print(f'  Avg monthly inflow: {common_monthly[\"inflow\"].mean():,.0f}')\n",
    "print(f'  Avg monthly net: {common_monthly[\"net_flow\"].mean():,.0f}')\n",
    "print(f'  Months with negative net flow: {(common_monthly[\"net_flow\"] < 0).sum()}/{len(common_monthly)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Reserve Ratio Analysis\n",
    "\n",
    "The ABC's reserve ratio determines the price curve shape. How did it evolve?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-03T21:06:27.753421Z",
     "iopub.status.busy": "2026-04-03T21:06:27.752637Z",
     "iopub.status.idle": "2026-04-03T21:06:30.800490Z",
     "shell.execute_reply": "2026-04-03T21:06:30.796751Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zZs0q8R2pDtZzr4IzPfnkk96f3W63t/jUV199pX79+nkfy8nJ0VtvveWNRObn5+uBBx7QkSNH1Lx5c7+2ZbfbNW/ePHXp0kV9+/b1Ls/OzlZsbGyJ9ePi4pSVlVXm6y1YsECGYeiWW24pc52MjAylpqbqqquuUtu2bf1qZ30QERGhK6+8UuvXr9fAgQP13nvvKTk5Weedd16Jdfv27ev9vE3TVM+ePVVYWKhXX31Vd999t8+6F154oebMmVPh9ixfvlxHjx7V+PHjvcuys7MVExNTYt3Y2Nhy+/Wbb77R+++/r/vvv7/cbfrT//VNoPv1uuuu07x58/Tuu+/qv/7rvyQVzed3/Phx3XTTTX63i323fivtsyz+Y/3s/rPZbIqIiCiz/0zT1OzZs9WsWTNde+21ZW7z119/1SuvvKIxY8YoKioqMG+kjnv00Ud19913a9asWZKk1q1ba9CgQRo/frz3D5nc3FwtWrRIv//97zVjxgxJUkpKikJDQzV37lxNmjRJjRo18r7m8OHDNWXKFElS//79tX//fi1evFgDBgzwu13vvvuuvv32W58/KLKzs2Wz2RQWFuazbmxsrEzTVFZWlsLDw0u8lr/9Wto5IVjceeeduueee7R9+3Z169atxOPr1q3ToUOHtH79eu8A+9JLL9WgQYP08ssva+bMmerbt68SEhK0fv16derUSZJUUFCgf/zjHyXOy+dS2vG0rPNvXFycvv/++zJfq7Tvytn8PQYEg2AdI//pT3/y1kVo06aNXnrppVK/L/VZQx0nf/nll5owYYIkyWq16uGHH/bJ8KjvGCc3jP23ptXkOPl3v/ud9w71iy66SMuWLSuRwRGMGvoYee/evbr66qu9v995552MkYNojLx27VrvdzsyMlILFy6ssWLXtSkYx8lPPvmkBg8erO7du/vVrqoiA6OC/vnPf2rMmDHq2bOnunTp4j3g//rrrz7rXXjhhT5pVB07dpQkHTlyxO9tPfroozpw4IDmzZtX5WjWm2++qTVr1uiRRx4p80vvdDq9J7/HHnusSturi4YNG6ZPPvlEhYWFev/998u8kGC327Vo0SINHjxYF198sbp27aqFCxfq+PHjysvL81l34MCBFW7HF198odTUVN1111266KKLKvNWvI4cOaLp06erT58+5d6V4E//11eB7Nfo6GgNGTJEb775pvd569atU69evSoUFGDfrb8C/Vmmpqbqq6++0vz588ssmJmbm6t77rlHrVu31vTp06u8zfqiU6dOeu+997Rs2TKNHTtWMTExWrVqla6//nrt3LlTkvTtt98qPz9f11xzjVwul/ff5ZdfrsLCQv38888+r3n2XZVXX321duzYUea0Fmf78ccf9eijj2rEiBH6zW9+U6X352+/BvKcUBcNHjxYnTp1KvMi/zfffKMLLrjA5+6g+Ph4XX755d47h6xWq6655hq9//773nU+/fRTFRQUVCgoEMhzob/fFX+OAcEiWMfIf/jDH/TGG29o0aJFatq0qSZMmKBDhw5VaZt1UUMcJ3fr1k1r167VypUrNXbsWG+R8GDS0MfJDWX/rSk1PU6eM2eO1qxZowULFsjhcGjChAnKzc2t8nbruoY+Rm7RooXWrl2rV155RdOmTdPKlSu1aNGiKm2zLmqoY+SrrrpKa9eu1QsvvKAhQ4bo3nvv1T//+c8qbbM+CLZx8qZNm7Rp06ZSp5asLsEfvg6g7du366677tJVV12lyZMnq3HjxjIMQzfffLPsdrvPumdHtUJDQyWpxHplWbhwod599109//zz3kjqma99ZupusaysrBJp1VLRjvLII4/orrvu0o033ljq9kzT1IMPPqjt27frtddeK3POxfqsX79+Cg0N1TPPPKMDBw74zNN4pgULFuiNN97Q1KlTddFFFykmJkaffPKJnnvuOdntdp87BBo3blyhNuzYsUP33HOPhg0bViIiHhsbW+qALDs7u9R+zc7O1uTJkxUfH6/U1NQS82EW86f/67NA9+vNN9+sMWPG6Mcff1SzZs302Wef6c9//rPf7WHfrb/K+yyL7zw5u/8cDocKCgpK7b81a9Zo8eLFmjNnjs+dD2c/f+rUqcrKytLrr78e9Bc4z2az2XTFFVfoiiuukCR9/vnnmjJlihYvXqxnn31WmZmZklTm9784fbrY2cfkJk2ayOl0KjMzU02aNCm3LQcPHtTkyZPVrVu3Evt8bGysHA6H7Ha7zx1m2dnZMgyjRP/726/lnROChWEYuuOOOzRjxgzt2LGjxOPZ2dml9k3jxo19/vi+9tpr9dprr3nvUlu/fr169erl9x9Z5R1PY2NjS/2joKxjc3nflTP5cwwIFsE8Rj7vvPN03nnnqVu3bhowYICuvvpqLV++XI888ohf7a0vGuI4OTo6WhdffLGkogwEt9utuXPnasSIERWaDqkua+jj5Iay/9aE2hgnF09Xcskll+jyyy/XoEGD9Prrr2vSpEmBelt1VkMeI9tsNu+xuU+fPoqOjta8efN0yy23qGnTpuW2tT5pqGPkhIQE7wX6AQMGKCsrSwsWLPB+14NRMI6TZ8+erbFjxyoiIkLZ2dne5Xa7vcxMj6oigFEBH3/8saKjo/XXv/7VOwg+ePBgwLezatUqLV26VHPnzlX//v1LPF7afHM5OTk6fvx4iTnJtm3bpj/84Q+64YYb9Ic//KHMbc6bN08bNmzQCy+8oAsvvDAwb6SOCQ0N1dVXX62VK1eqb9++ZZ6oP/jgA40ePVq33367d1lZEeGKRDP37t2ryZMnKzk5WbNnzy7xePv27XXixIkSB4/S5qkrLCzUlClTlJOTo9dff73MVGh/+78+C3S/Jicn64ILLtCbb76pli1bymaz+T2dAPtuzSkeIJ9d8Kt4sFwZ5X2WkZGRatGiRYn+S0tLk2maJfrvo48+0mOPPaZp06Zp5MiRpW7P4/Hovvvu044dO/S///u/atGiRaXaHUz69++vCy+8ULt375Yk77Hw2WefLXUQfvacuenp6UpMTPT+fuLECYWGhvqk0JcmIyNDkyZNUuPGjfXss896B4rFivs3LS3N57uxZ88etWzZ0ic13t9+Pdc5IZgMGTJEqampWrJkiVq2bOnzWFxcnNLS0ko8Jz093edc2LNnT7Vo0ULr169Xu3bttHHjRj344IN+bf9cx9P27dvryy+/lGmaPsePtLS0EgP/c31XivlzDAgmwTxGPlNERIQ6dOigvXv3Vv5N1FENcZx8tq5du+rll19WRkZG0Fwka+jj5DMF8/57tmAYJ5+tSZMmat68eYPov9I0pDHy2bp27Sq3262DBw8GzbG5WEMcI5+ta9eularHUp8E4zg5LS1Nzz//vJ5//nmf5c8884yeeeYZbd++vcTUclXFFFIVUFhYqNDQUJ8dt3hOzUB57733NGfOHM2YMUM33HBDqesMGDBAmzdv9olyffDBB7JYLEpJSfEu++WXXzRlyhRddtllevzxx8vc5rJly7Ry5UrNnTs36O8QHDVqlAYNGlTudEt2u93nYOt2u7V+/foqbffYsWOaOHGiWrRooUWLFpV6MO/Xr58sFos+/PBD77KsrCxt2rTJZ25Kl8ule++9V3v27NHy5ct9BiJn8rf/g0Gg+3XUqFF69913tXbtWg0dOtSvu+LZd2tW8UC9eBAvFQ2aSrt7xR/+fJYDBgzQJ5984vPH4Pvvv6/Y2FifeTu//vprzZgxQ6NGjdLUqVPL3Objjz+uTz/9VEuWLFFSUlKl2l2fnThxosSywsJCHT582HuBJTk5WRERETpy5IguvvjiEv/O/qPro48+8vn9ww8/VNeuXcu9kzYvL0+TJ0+W0+nUsmXLShR5laQePXooOjpaGzZs8C5zOp368MMPS8wd7E+/+nNOCCYWi0V33HGHPvnkE/30008+j/Xs2VO7du3yGUxnZWVp8+bNPoU6DcPQ0KFDtWHDBv3973+Xx+PRb3/723Nu25/jafHdX19++aV3WVpamn744Qef/vXnuyL5fwwIJsE6Rj5bbm6ufvrpp1JrCASDhjROLs2WLVsUHR19zgt69U1DHSefLdj33zMFwzj5bIcPH9ahQ4caRP815DFyabZu3SrDMEot9l3fNbQxcmm2bNkS9Pt1MI6TX3nllRL/JGnMmDF65ZVXquXvWzIwKiAlJUUvv/yynnjiCQ0ePFjffvut3n777YC9/r/+9S/NnDlTl112mXr37q1t27Z5H2vevLl3IDJmzBitWrVKU6dO1ZQpU3T06FHNnz9fY8aM8Q7S09PTNWnSJIWFhWncuHE+BXaio6O986i9++67evrpp3X99derdevWPtts06aNz9xrwaBbt25asmRJuetcfvnleuONN9SxY0c1atRIr732mhwOR6W3WVhYqMmTJyszM1MPPfSQT7qfzWZTly5dJBX18ciRIzV//nxZLBYlJiZq6dKliomJ0ZgxY7zPKT7xz5w5U7m5uT591qVLF9lsNr/7P1gEul+HDx+up556SpmZmX4Vn2TfrXnNmzfXJZdcosWLFysmJkZWq1UvvPBCpQoz+vtZTpo0Se+++67++Mc/6pZbbtGuXbu0YsUKTZ8+XTabTVLRH4pTp05V27ZtNXz4cJ/XSkhIUJs2bSRJzz//vFavXq1JkybJZrP5rNexY8cKDfrqq+uuu06DBg1Sv3791KxZMx09elSvvvqqMjMzNW7cOElFaa7Tpk3TggULdOTIEfXu3VshISHav3+/PvnkE6WmpioiIsL7mm+//bbCw8PVpUsXvf/++/r3v/+tZcuWlduOe+65Rz/++KPmzJmjQ4cO+cyNXVyQLCwsTFOmTFFqaqoSEhLUqVMn/e1vf9PJkyd9pjHwp1/9PScEm+uuu06LFy/W119/rVatWnmXjxgxQitXrtSUKVN07733KiwsTM8995ysVqv3e1Bs2LBhWrFihZ555hmlpKSc8zjn7/E0OTlZ/fr104MPPqj7779fYWFhWrhwoZKSknyKSPrzXfH3GBBsgnGMnJqaqpycHPXo0UMJCQk6ePCgVq1aJYfDUeK7GSwayjj5xx9/1FNPPaVrrrlGrVq1Un5+vj777DO98cYbmjFjRtAVCW6I4+SGuP+eqb6Pkx955BE1atRIF198saKjo5WWlqaXXnpJjRs3bhBZjQ11jJyTk6PJkyfr+uuv1/nnny+Xy6Wvv/5ar7zyikaPHn3Oqa7qq4YyRv7ss8/01ltvaeDAgWrRooWysrL03nvvadOmTfrLX/5S6c+vPgjGcXKfPn1KbUubNm3KfKyqgmt0Vg0KCwu9J9wrrrhC9913n1599VWtW7dOPXr00NKlS/2Kbvrj66+/ltPp1JdffukT4ZSku+++W/fcc4+kolSy4i//1KlTFRUVpZEjR/oUQPrll1+8c9WNHz/e57V69+6tVatWSSoqlCdJ77zzjt555x2f9Z588kmNGDEiIO+tPnn44Yf16KOP6oknnlBERIRuvPFGDR48WLNmzarU6504cUI//vijJOnOO+/0eaxVq1b6xz/+4f191qxZioqK0tNPP628vDz16NFDL730ks9gs7jP5s6dW2Jbn3zyiVq3bu13/zckFenX+Ph49e7dW0eOHPGecMvDvlszzjweS9JTTz2lWbNm6YEHHlCTJk107733av369aXO61gefz/L888/XytWrNDcuXN1++23KyEhQdOmTdPEiRO963/33XfKyclRTk6ObrnlFp/XuvHGG737bfE2V6xYoRUrVvis98orr1TbSb8uufvuu/Xpp59q7ty5ysjIUKNGjZSUlKSVK1fqsssu8643ceJEJSYm6qWXXtKrr74qq9WqNm3aaODAgSXu7Hj66af1l7/8RYsXL1bjxo31xBNPnHM+1eK+uP/++0s8duadUJMnT5ZpmnrxxReVkZGhzp07a8WKFT53DPnTrxU5JwSTkJAQ3X777SWOudHR0Vq1apXmzp2rhx9+WB6PRz169NCrr75aYmqBLl26qF27dkpLS9N99913zm1W5Fz417/+VU8++aQeeeQRuVwu9evXT7NmzfK5kOnPd8XfY0AwCPYxcpcuXbRy5Uq9/fbbys/PV2Jioi699FI988wzQX+nYHmCYZzcpEkTxcbGasmSJTp+/LhiYmLUvn17Pfvss1UuTltfBds4uSHuv8E0Tu7WrZvWrFnjDaS1aNFCAwYM0B133BF0GVKlaahj5LCwMLVr104rV67U0aNHFR4erjZt2ujxxx8v847yYNBQxsjnnXeeHA6Hnn76aWVmZnq/16tWrVLv3r3P2eb6JtjHybXBME3TrLWt1wN33323Dh06pHXr1tV2UwDUkNzcXPXv31/33HOPz6AbtYvjMcqybt06PfDAA/ryyy+DPvsIqCs4JgMNE+PkuoljMkrDGBmoHRyTA48MjDLs3LlT//rXv/TZZ595o1UAgltubq52796t1157TYZhBGUWQ33E8RgA6g6OyUDDxDi5buKYDAB1B8fk6kMAowwPPvigsrKyNGHCBJ+5+wAErx07dmjs2LFq0aKF5s2bp/j4+NpuEsTxGADqEo7JQMPEOLlu4pgMAHUHx+TqwxRSAAAAAAAAAACgzrHUdgMAAAAAAAAAAADORgADAAAAAAAAAADUOQQwAAAAAAAAAABAnUMAAwAAAAAAAAAA1DkEMAAAAAAAAAAAQJ1DAAMAAAAAAAAAANQ5BDAAAAAAAAAAAECdQwADAAAAAAAAAADUOf8PN+5TuDm7UmwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1600x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Pool composition:\n",
      "  Start - Reserve: 31.0%, Common: 69.0%\n",
      "  End   - Reserve: 147.6%, Common: -47.6%\n"
     ]
    }
   ],
   "source": [
    "# Reserve ratio = reserve_balance / (token_supply * price)\n",
    "# We can approximate from pool data\n",
    "# For now, show reserve pool vs common pool ratio\n",
    "\n",
    "# Align dates\n",
    "common_daily = common.set_index('date')['balance'].resample('D').last().ffill()\n",
    "reserve_daily = reserve.set_index('date')['balance'].resample('D').last().ffill()\n",
    "\n",
    "aligned = pd.DataFrame({\n",
    "    'common_pool': common_daily,\n",
    "    'reserve_pool': reserve_daily\n",
    "}).dropna()\n",
    "\n",
    "aligned['total'] = aligned['common_pool'] + aligned['reserve_pool']\n",
    "aligned['reserve_share'] = aligned['reserve_pool'] / aligned['total']\n",
    "aligned['common_share'] = aligned['common_pool'] / aligned['total']\n",
    "\n",
    "fig, axes = plt.subplots(2, 1, figsize=(16, 10))\n",
    "\n",
    "ax = axes[0]\n",
    "ax.stackplot(aligned.index,\n",
    "             aligned['reserve_pool'], aligned['common_pool'],\n",
    "             labels=['Reserve Pool', 'Common Pool'],\n",
    "             colors=['#3498db', '#2ecc71'], alpha=0.7)\n",
    "ax.set_ylabel('Balance')\n",
    "ax.set_title('Pool Composition Over Time')\n",
    "ax.legend(loc='upper right')\n",
    "\n",
    "ax = axes[1]\n",
    "ax.plot(aligned.index, aligned['reserve_share'], color='#3498db', linewidth=1.5, label='Reserve Share')\n",
    "ax.plot(aligned.index, aligned['common_share'], color='#2ecc71', linewidth=1.5, label='Common Share')\n",
    "ax.set_ylabel('Share of Total')\n",
    "ax.set_title('Pool Share Ratio Over Time')\n",
    "ax.legend()\n",
    "ax.set_ylim(0, 1)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n",
    "    ax.xaxis.set_major_locator(mdates.MonthLocator(interval=2))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'{DATA}/../snapshots/pool_composition.png', dpi=150, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "print(f'\\nPool composition:')\n",
    "print(f'  Start - Reserve: {aligned[\"reserve_share\"].iloc[0]:.1%}, Common: {aligned[\"common_share\"].iloc[0]:.1%}')\n",
    "print(f'  End   - Reserve: {aligned[\"reserve_share\"].iloc[-1]:.1%}, Common: {aligned[\"common_share\"].iloc[-1]:.1%}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Post-Conviction Voting Treasury Spending (Optimism era)\n",
    "\n",
    "After conviction voting was shut down (~Dec 2023), the DAO migrated to Optimism and made manual treasury allocations. These show up as discrete balance drops in the token_balances_usd data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-03T21:06:30.808210Z",
     "iopub.status.busy": "2026-04-03T21:06:30.807433Z",
     "iopub.status.idle": "2026-04-03T21:06:36.949584Z",
     "shell.execute_reply": "2026-04-03T21:06:36.944625Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Post-CV Major Spending Events (>5% balance drop):\n",
      "Date           Token        Amount   Change  Balance After\n",
      "------------------------------------------------------------\n",
      "2024-03-21     DAI         160,589    -53%        144,255\n",
      "2024-05-29     TEC          97,000   -100%            128\n",
      "2025-11-04     DAI          52,671    -34%        101,543\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Post-Migration Treasury Summary:\n",
      "  Starting value: $344,246 (Dec 2023)\n",
      "  Peak value: $348,595\n",
      "  Current value: $208,710\n",
      "  Total spending events: 3\n",
      "  Drawdown from peak: -40.1%\n"
     ]
    }
   ],
   "source": [
    "# Analyze post-CV treasury spending from token balances\n",
    "# Find discrete spending events (large balance drops) for each token\n",
    "\n",
    "fig, axes = plt.subplots(3, 1, figsize=(16, 14))\n",
    "\n",
    "spending_events = []\n",
    "\n",
    "for i, token in enumerate(balances['token_symbol'].unique()):\n",
    "    subset = balances[balances['token_symbol'] == token].sort_values('date').copy()\n",
    "    ax = axes[i]\n",
    "    \n",
    "    # Plot balance\n",
    "    ax.plot(subset['date'], subset['balance'], color='steelblue', linewidth=1.5, label='Balance')\n",
    "    ax.fill_between(subset['date'], subset['balance'], alpha=0.15, color='steelblue')\n",
    "    \n",
    "    # Detect spending events: daily change > 5% drop\n",
    "    subset['change'] = subset['balance'].diff()\n",
    "    subset['pct_change'] = subset['change'] / subset['balance'].shift(1)\n",
    "    \n",
    "    threshold = -0.05\n",
    "    big_drops = subset[(subset['pct_change'] < threshold) & (subset['change'].abs() > 100)]\n",
    "    \n",
    "    for _, drop in big_drops.iterrows():\n",
    "        ax.axvline(x=drop['date'], color='#e74c3c', alpha=0.4, linewidth=1)\n",
    "        ax.annotate(f'{drop[\"change\"]:+,.0f}\\n({drop[\"pct_change\"]:.0%})',\n",
    "                   xy=(drop['date'], drop['balance']),\n",
    "                   xytext=(10, 15), textcoords='offset points',\n",
    "                   fontsize=7, color='#e74c3c', fontweight='bold',\n",
    "                   arrowprops=dict(arrowstyle='->', color='#e74c3c', lw=0.8))\n",
    "        spending_events.append({\n",
    "            'date': drop['date'],\n",
    "            'token': token,\n",
    "            'amount': abs(drop['change']),\n",
    "            'pct_change': drop['pct_change'],\n",
    "            'balance_after': drop['balance'],\n",
    "        })\n",
    "    \n",
    "    ax.set_ylabel(f'{token} Balance', fontsize=11)\n",
    "    ax.set_title(f'{token} Treasury Balance — Post-Migration', fontsize=13)\n",
    "    ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n",
    "    ax.xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "    ax.legend(fontsize=10)\n",
    "\n",
    "plt.setp(axes[-1].xaxis.get_majorticklabels(), rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'{DATA}/../snapshots/post_cv_spending.png', dpi=150, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "# Summary of spending events\n",
    "if spending_events:\n",
    "    spend_df = pd.DataFrame(spending_events).sort_values('date')\n",
    "    print(f'\\nPost-CV Major Spending Events (>{abs(threshold):.0%} balance drop):')\n",
    "    print(f'{\"Date\":<14} {\"Token\":<6} {\"Amount\":>12} {\"Change\":>8} {\"Balance After\":>14}')\n",
    "    print('-' * 60)\n",
    "    for _, evt in spend_df.iterrows():\n",
    "        print(f'{evt[\"date\"].strftime(\"%Y-%m-%d\"):<14} {evt[\"token\"]:<6} {evt[\"amount\"]:>12,.0f} {evt[\"pct_change\"]:>7.0%} {evt[\"balance_after\"]:>14,.0f}')\n",
    "\n",
    "# Total USD treasury over time with spending events marked\n",
    "fig, ax = plt.subplots(figsize=(16, 6))\n",
    "total_usd_daily = balances.groupby('date')['balance_usd_f'].sum().sort_index()\n",
    "ax.plot(total_usd_daily.index, total_usd_daily.values, color='steelblue', linewidth=2)\n",
    "ax.fill_between(total_usd_daily.index, total_usd_daily.values, alpha=0.15, color='steelblue')\n",
    "\n",
    "# Mark spending events\n",
    "for evt in spending_events:\n",
    "    if evt['date'] in total_usd_daily.index:\n",
    "        usd_val = total_usd_daily.loc[evt['date']]\n",
    "        ax.scatter([evt['date']], [usd_val], color='#e74c3c', s=80, zorder=5,\n",
    "                  marker='v', edgecolors='black', linewidth=0.5)\n",
    "\n",
    "ax.set_ylabel('Total USD Value', fontsize=12)\n",
    "ax.set_xlabel('Date', fontsize=12)\n",
    "ax.set_title('Total Treasury USD Value with Major Spending Events', fontsize=14)\n",
    "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n",
    "ax.xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "plt.setp(ax.xaxis.get_majorticklabels(), rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'{DATA}/../snapshots/post_cv_treasury_usd.png', dpi=150, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "print(f'\\nPost-Migration Treasury Summary:')\n",
    "print(f'  Starting value: ${total_usd_daily.iloc[0]:,.0f} ({total_usd_daily.index[0].strftime(\"%b %Y\")})')\n",
    "print(f'  Peak value: ${total_usd_daily.max():,.0f}')\n",
    "print(f'  Current value: ${total_usd_daily.iloc[-1]:,.0f}')\n",
    "print(f'  Total spending events: {len(spending_events)}')\n",
    "print(f'  Drawdown from peak: {(total_usd_daily.iloc[-1] / total_usd_daily.max() - 1):.1%}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Key Findings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-03T21:06:36.955890Z",
     "iopub.status.busy": "2026-04-03T21:06:36.954936Z",
     "iopub.status.idle": "2026-04-03T21:06:36.975442Z",
     "shell.execute_reply": "2026-04-03T21:06:36.971606Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============================================================\n",
      "TREASURY & POOLS — KEY FINDINGS\n",
      "============================================================\n",
      "\n",
      "COMMON POOL:\n",
      "  Peak balance: 1,073,976\n",
      "  Final balance: 0\n",
      "  Total outflows: 1,195,952\n",
      "  Net negative months: 17/24\n",
      "\n",
      "RESERVE POOL:\n",
      "  Peak balance: 1,119,096\n",
      "  Final balance: -0\n",
      "\n",
      "POST-MIGRATION (Optimism):\n",
      "  Treasury peaked at: $348,595\n",
      "  Treasury at end: $208,710\n",
      "\n",
      "KEY QUESTIONS:\n",
      "  1. Was the ABC tribute rate sufficient to replenish the common pool?\n",
      "  2. How did the reserve ratio compare to the theoretical target?\n",
      "  3. Did the treasury drawdown correlate with token price decline?\n",
      "  4. Could different spending limits have extended the runway?\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print('=' * 60)\n",
    "print('TREASURY & POOLS — KEY FINDINGS')\n",
    "print('=' * 60)\n",
    "print(f'''\n",
    "COMMON POOL:\n",
    "  Peak balance: {common[\"balance\"].max():,.0f}\n",
    "  Final balance: {common[\"balance\"].iloc[-1]:,.0f}\n",
    "  Total outflows: {common[\"outflow\"].abs().sum():,.0f}\n",
    "  Net negative months: {(common_monthly[\"net_flow\"] < 0).sum()}/{len(common_monthly)}\n",
    "\n",
    "RESERVE POOL:\n",
    "  Peak balance: {reserve[\"balance\"].max():,.0f}\n",
    "  Final balance: {reserve[\"balance\"].iloc[-1]:,.0f}\n",
    "\n",
    "POST-MIGRATION (Optimism):\n",
    "  Treasury peaked at: ${total_usd.max():,.0f}\n",
    "  Treasury at end: ${total_usd.iloc[-1]:,.0f}\n",
    "\n",
    "KEY QUESTIONS:\n",
    "  1. Was the ABC tribute rate sufficient to replenish the common pool?\n",
    "  2. How did the reserve ratio compare to the theoretical target?\n",
    "  3. Did the treasury drawdown correlate with token price decline?\n",
    "  4. Could different spending limits have extended the runway?\n",
    "''')"
   ]
  }
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