{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "62cf1131",
   "metadata": {},
   "source": [
    "# Baseline-intervention analysis\n",
    "\n",
    "Every model answers the **same question about the same scene** at six stereo\n",
    "baselines (0.00 = untouched original -> 0.25). Decoding is greedy, so any change\n",
    "in the answer across baselines is the intervention's effect.\n",
    "\n",
    "The premise under test: *if the visual tower modelled the world perfectly, a small\n",
    "intervention should not change the output.*\n",
    "\n",
    "Run top to bottom. Regenerate the inputs first if any inference has been re-run:\n",
    "\n",
    "```bash\n",
    "python analysis/analyze_baseline_overlap.py --result_dir result --dump_per_sample\n",
    "```\n",
    "\n",
    "See `readme.md` in this directory for what each measure means and for the caveats\n",
    "attached to the current result set."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "666b44e9",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "871f697f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:49.271048Z",
     "iopub.status.busy": "2026-08-31T14:04:49.270934Z",
     "iopub.status.idle": "2026-08-31T14:04:49.829010Z",
     "shell.execute_reply": "2026-08-31T14:04:49.827470Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root: /HDD2/disheng/Spatial_VLM_Stereo/June/Spatial_VLM_Stereo/01_3_prelimilary_intervention_different_baseline \n",
      "analysis dir: /HDD2/disheng/Spatial_VLM_Stereo/June/Spatial_VLM_Stereo/01_3_prelimilary_intervention_different_baseline/analysis/intervention_analysis\n"
     ]
    }
   ],
   "source": [
    "import json, pathlib, itertools, math, warnings\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option(\"display.width\", 200)\n",
    "pd.set_option(\"display.max_columns\", 40)\n",
    "\n",
    "# The experiment root is the directory holding both result/ and dataset/. Finding\n",
    "# it by walking up means the notebook runs from any cwd -- its own directory, the\n",
    "# experiment root, or anywhere between -- and survives the analysis outputs being\n",
    "# moved again.\n",
    "def find_root(start):\n",
    "    for d in [start, *start.parents]:\n",
    "        if (d / \"result\").is_dir() and (d / \"dataset\").is_dir():\n",
    "            return d\n",
    "    raise RuntimeError(f\"no experiment root (a dir with result/ and dataset/) above {start}\")\n",
    "\n",
    "ROOT = find_root(pathlib.Path.cwd().resolve())\n",
    "RESULT_DIR = ROOT / \"result\"\n",
    "ANALYSIS_DIR = ROOT / \"analysis\" / \"intervention_analysis\"\n",
    "assert (ANALYSIS_DIR / \"analysis_summary.json\").is_file(), (\n",
    "    f\"analysis_summary.json not found in {ANALYSIS_DIR}. Run first:\\n\"\n",
    "    \"  python analysis/analyze_baseline_overlap.py --dump_per_sample\"\n",
    ")\n",
    "print(\"root:\", ROOT, \"\\nanalysis dir:\", ANALYSIS_DIR)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "225623ce",
   "metadata": {},
   "source": [
    "### Palette\n",
    "\n",
    "Categorical slots carry **model identity** and are assigned in fixed order — never\n",
    "cycled, never reassigned when a filter changes the series count. Magnitude\n",
    "(overlap heatmaps) uses a single-hue blue ramp, light -> dark.\n",
    "\n",
    "Two categorical slots sit below 3:1 against the surface, so every chart below\n",
    "ships direct labels or a table view beside it rather than relying on the fill\n",
    "alone."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f8961538",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:49.831060Z",
     "iopub.status.busy": "2026-08-31T14:04:49.830829Z",
     "iopub.status.idle": "2026-08-31T14:04:49.835432Z",
     "shell.execute_reply": "2026-08-31T14:04:49.834549Z"
    }
   },
   "outputs": [],
   "source": [
    "SURFACE     = \"#fcfcfb\"\n",
    "INK         = \"#0b0b0b\"\n",
    "INK_2       = \"#52514e\"\n",
    "GRID        = \"#e4e3df\"\n",
    "\n",
    "# Categorical slots 1-4, fixed order. Validated adjacent-pair on the light surface.\n",
    "SLOTS = [\"#2a78d6\", \"#eb6834\", \"#1baf7a\", \"#eda100\"]\n",
    "\n",
    "# Sequential blue 100 -> 700, for magnitude (Jaccard heatmaps).\n",
    "SEQ = [\"#cde2fb\", \"#b7d3f6\", \"#9ec5f4\", \"#86b6ef\", \"#6da7ec\", \"#5598e7\", \"#3987e5\",\n",
    "       \"#2a78d6\", \"#256abf\", \"#1c5cab\", \"#184f95\", \"#104281\", \"#0d366b\"]\n",
    "CMAP = LinearSegmentedColormap.from_list(\"seq_blue\", SEQ)\n",
    "\n",
    "mpl.rcParams.update({\n",
    "    \"figure.facecolor\": SURFACE, \"axes.facecolor\": SURFACE, \"savefig.facecolor\": SURFACE,\n",
    "    \"axes.edgecolor\": GRID, \"axes.labelcolor\": INK_2, \"axes.titlecolor\": INK,\n",
    "    \"xtick.color\": INK_2, \"ytick.color\": INK_2, \"text.color\": INK,\n",
    "    \"grid.color\": GRID, \"grid.linewidth\": 0.8,\n",
    "    \"axes.spines.top\": False, \"axes.spines.right\": False,\n",
    "    \"axes.titlesize\": 11, \"axes.titleweight\": \"600\", \"axes.labelsize\": 9,\n",
    "    \"xtick.labelsize\": 9, \"ytick.labelsize\": 9, \"legend.fontsize\": 9,\n",
    "    \"legend.frameon\": False, \"lines.linewidth\": 2, \"lines.markersize\": 5,\n",
    "    \"font.size\": 10, \"figure.dpi\": 110,\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12794f9d",
   "metadata": {},
   "source": [
    "## Load"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "63024f18",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:49.837081Z",
     "iopub.status.busy": "2026-08-31T14:04:49.836975Z",
     "iopub.status.idle": "2026-08-31T14:04:49.872097Z",
     "shell.execute_reply": "2026-08-31T14:04:49.871092Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16 runs | 4 splits x 4 models\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        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>baseline</th>\n",
       "      <th>0.00</th>\n",
       "      <th>0.05</th>\n",
       "      <th>0.10</th>\n",
       "      <th>0.15</th>\n",
       "      <th>0.20</th>\n",
       "      <th>0.25</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>task</th>\n",
       "      <th>model</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">VSR</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>0.771</td>\n",
       "      <td>0.768</td>\n",
       "      <td>0.759</td>\n",
       "      <td>0.758</td>\n",
       "      <td>0.753</td>\n",
       "      <td>0.748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>0.822</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.803</td>\n",
       "      <td>0.807</td>\n",
       "      <td>0.802</td>\n",
       "      <td>0.788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>0.821</td>\n",
       "      <td>0.817</td>\n",
       "      <td>0.819</td>\n",
       "      <td>0.811</td>\n",
       "      <td>0.807</td>\n",
       "      <td>0.805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>0.832</td>\n",
       "      <td>0.831</td>\n",
       "      <td>0.832</td>\n",
       "      <td>0.828</td>\n",
       "      <td>0.824</td>\n",
       "      <td>0.816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">L1</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>0.400</td>\n",
       "      <td>0.406</td>\n",
       "      <td>0.412</td>\n",
       "      <td>0.410</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>0.447</td>\n",
       "      <td>0.448</td>\n",
       "      <td>0.456</td>\n",
       "      <td>0.467</td>\n",
       "      <td>0.442</td>\n",
       "      <td>0.452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>0.527</td>\n",
       "      <td>0.521</td>\n",
       "      <td>0.519</td>\n",
       "      <td>0.541</td>\n",
       "      <td>0.535</td>\n",
       "      <td>0.535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>0.542</td>\n",
       "      <td>0.546</td>\n",
       "      <td>0.560</td>\n",
       "      <td>0.572</td>\n",
       "      <td>0.566</td>\n",
       "      <td>0.555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">L2</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>0.363</td>\n",
       "      <td>0.374</td>\n",
       "      <td>0.378</td>\n",
       "      <td>0.380</td>\n",
       "      <td>0.381</td>\n",
       "      <td>0.370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>0.403</td>\n",
       "      <td>0.394</td>\n",
       "      <td>0.398</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.377</td>\n",
       "      <td>0.377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>0.391</td>\n",
       "      <td>0.390</td>\n",
       "      <td>0.382</td>\n",
       "      <td>0.387</td>\n",
       "      <td>0.380</td>\n",
       "      <td>0.385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>0.442</td>\n",
       "      <td>0.453</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.454</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">L3</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>0.267</td>\n",
       "      <td>0.245</td>\n",
       "      <td>0.239</td>\n",
       "      <td>0.252</td>\n",
       "      <td>0.260</td>\n",
       "      <td>0.266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>0.280</td>\n",
       "      <td>0.287</td>\n",
       "      <td>0.268</td>\n",
       "      <td>0.282</td>\n",
       "      <td>0.276</td>\n",
       "      <td>0.274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>0.293</td>\n",
       "      <td>0.299</td>\n",
       "      <td>0.297</td>\n",
       "      <td>0.304</td>\n",
       "      <td>0.288</td>\n",
       "      <td>0.293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>0.303</td>\n",
       "      <td>0.272</td>\n",
       "      <td>0.278</td>\n",
       "      <td>0.267</td>\n",
       "      <td>0.273</td>\n",
       "      <td>0.282</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "baseline               0.00   0.05   0.10   0.15   0.20   0.25\n",
       "task model                                                    \n",
       "VSR  Qwen2.5-VL-3B    0.771  0.768  0.759  0.758  0.753  0.748\n",
       "     Qwen2.5-VL-7B    0.822  0.808  0.803  0.807  0.802  0.788\n",
       "     Qwen3.5-4B       0.821  0.817  0.819  0.811  0.807  0.805\n",
       "     Qwen3.5-4B-Base  0.832  0.831  0.832  0.828  0.824  0.816\n",
       "L1   Qwen2.5-VL-3B    0.400  0.406  0.412  0.410  0.400  0.401\n",
       "     Qwen2.5-VL-7B    0.447  0.448  0.456  0.467  0.442  0.452\n",
       "     Qwen3.5-4B       0.527  0.521  0.519  0.541  0.535  0.535\n",
       "     Qwen3.5-4B-Base  0.542  0.546  0.560  0.572  0.566  0.555\n",
       "L2   Qwen2.5-VL-3B    0.363  0.374  0.378  0.380  0.381  0.370\n",
       "     Qwen2.5-VL-7B    0.403  0.394  0.398  0.402  0.377  0.377\n",
       "     Qwen3.5-4B       0.391  0.390  0.382  0.387  0.380  0.385\n",
       "     Qwen3.5-4B-Base  0.442  0.453  0.450  0.454  0.450  0.440\n",
       "L3   Qwen2.5-VL-3B    0.267  0.245  0.239  0.252  0.260  0.266\n",
       "     Qwen2.5-VL-7B    0.280  0.287  0.268  0.282  0.276  0.274\n",
       "     Qwen3.5-4B       0.293  0.299  0.297  0.304  0.288  0.293\n",
       "     Qwen3.5-4B-Base  0.303  0.272  0.278  0.267  0.273  0.282"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary = json.loads((ANALYSIS_DIR / \"analysis_summary.json\").read_text())\n",
    "runs = summary[\"runs\"]\n",
    "\n",
    "SHORT = {\n",
    "    \"Qwen/Qwen2.5-VL-3B-Instruct\": \"Qwen2.5-VL-3B\",\n",
    "    \"Qwen/Qwen2.5-VL-7B-Instruct\": \"Qwen2.5-VL-7B\",\n",
    "    \"Qwen/Qwen3.5-4B\":             \"Qwen3.5-4B\",\n",
    "    \"Qwen/Qwen3.5-4B-Base\":        \"Qwen3.5-4B-Base\",\n",
    "}\n",
    "TASK_LABEL = {\"vsr\": \"VSR\", \"youtube_level1\": \"L1\", \"youtube_level2\": \"L2\", \"youtube_level3\": \"L3\"}\n",
    "# Fixed display order: colour follows the entity, so these indices never move.\n",
    "MODELS    = [\"Qwen2.5-VL-3B\", \"Qwen2.5-VL-7B\", \"Qwen3.5-4B\", \"Qwen3.5-4B-Base\"]\n",
    "TASKS     = [\"VSR\", \"L1\", \"L2\", \"L3\"]\n",
    "COLOR     = dict(zip(MODELS, SLOTS))\n",
    "# Chance level per split: VSR is True/False, the Youtube levels are 4-way.\n",
    "CHANCE    = {\"VSR\": 0.5, \"L1\": 0.25, \"L2\": 0.25, \"L3\": 0.25}\n",
    "BASELINES = [\"0.00\", \"0.05\", \"0.10\", \"0.15\", \"0.20\", \"0.25\"]\n",
    "\n",
    "per_baseline = pd.DataFrame([\n",
    "    {\"model\": SHORT.get(r[\"model_id\"], r[\"model_id\"]), \"task\": TASK_LABEL.get(r[\"task\"], r[\"task\"]), **row}\n",
    "    for r in runs for row in r[\"per_baseline\"]\n",
    "])\n",
    "pairwise = pd.DataFrame([\n",
    "    {\"model\": SHORT.get(r[\"model_id\"], r[\"model_id\"]), \"task\": TASK_LABEL.get(r[\"task\"], r[\"task\"]), **row}\n",
    "    for r in runs for row in r[\"pairwise\"]\n",
    "])\n",
    "stability = pd.DataFrame([\n",
    "    {\"model\": SHORT.get(r[\"model_id\"], r[\"model_id\"]), \"task\": TASK_LABEL.get(r[\"task\"], r[\"task\"]),\n",
    "     \"n\": r[\"num_common_samples\"], **r[\"stability\"]}\n",
    "    for r in runs\n",
    "])\n",
    "for df in (per_baseline, pairwise, stability):\n",
    "    df[\"model\"] = pd.Categorical(df[\"model\"], MODELS, ordered=True)\n",
    "    df[\"task\"]  = pd.Categorical(df[\"task\"], TASKS, ordered=True)\n",
    "\n",
    "print(f\"{len(runs)} runs | {per_baseline.task.nunique()} splits x {per_baseline.model.nunique()} models\")\n",
    "per_baseline.pivot_table(index=[\"task\", \"model\"], columns=\"baseline\", values=\"accuracy\", observed=True).round(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7acebe79",
   "metadata": {},
   "source": [
    "## 1. Accuracy across the sweep\n",
    "\n",
    "Accuracy is the headline but the *least* informative measure here: a model can\n",
    "hold it flat while answering differently on half the samples, because wins and\n",
    "losses cancel. It is here to establish the level relative to chance (dashed), so\n",
    "the flip and overlap numbers that follow can be read in context."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "413f7394",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:49.874043Z",
     "iopub.status.busy": "2026-08-31T14:04:49.873935Z",
     "iopub.status.idle": "2026-08-31T14:04:50.226308Z",
     "shell.execute_reply": "2026-08-31T14:04:50.224638Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1650x385 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def facet_by_task(value, ylabel, title, ylim=None, chance=False, ax_hook=None):\n",
    "    # One panel per split, one line per model, direct-labelled at the right end.\n",
    "    fig, axes = plt.subplots(1, len(TASKS), figsize=(15, 3.5), sharey=(ylim is not None))\n",
    "    x = np.arange(len(BASELINES))\n",
    "    for ax, task in zip(axes, TASKS):\n",
    "        sub = per_baseline[per_baseline.task == task]\n",
    "        for model in MODELS:\n",
    "            s = sub[sub.model == model].set_index(\"baseline\").reindex(BASELINES)[value]\n",
    "            ax.plot(x, s.values, color=COLOR[model], marker=\"o\", label=model,\n",
    "                    markeredgecolor=SURFACE, markeredgewidth=1.2, zorder=3)\n",
    "        if chance:\n",
    "            ax.axhline(CHANCE[task], color=INK_2, lw=1, ls=(0, (4, 3)), zorder=1)\n",
    "            # Left-anchored: the right end is where the series land on L3.\n",
    "            ax.annotate(f\"chance {CHANCE[task]:.2f}\", (-0.3, CHANCE[task]), xytext=(0, 3),\n",
    "                        textcoords=\"offset points\", fontsize=7.5, color=INK_2,\n",
    "                        va=\"bottom\", ha=\"left\")\n",
    "        ax.set_title(task); ax.set_xticks(x); ax.set_xticklabels(BASELINES, rotation=45)\n",
    "        ax.set_xlabel(\"baseline\"); ax.grid(axis=\"y\", zorder=0)\n",
    "        ax.set_xlim(-0.35, len(BASELINES) - 0.65)\n",
    "        if ylim: ax.set_ylim(*ylim)\n",
    "        if ax_hook: ax_hook(ax, task)\n",
    "    axes[0].set_ylabel(ylabel)\n",
    "    handles, labels = axes[0].get_legend_handles_labels()\n",
    "    fig.tight_layout()\n",
    "    fig.legend(handles, labels, loc=\"upper center\", bbox_to_anchor=(0.5, 1.045), ncol=4)\n",
    "    fig.suptitle(title, y=1.135, fontsize=12, fontweight=\"600\", x=0.5)\n",
    "    return fig\n",
    "\n",
    "facet_by_task(\"accuracy\", \"accuracy\", \"Accuracy vs stereo baseline\", chance=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ff0d2e5",
   "metadata": {},
   "source": [
    "### Bias-corrected view\n",
    "\n",
    "All four models carry a heavy option-position bias, in different directions, so\n",
    "raw accuracy is not comparable across models within a split. Cohen's κ nets out\n",
    "each model's own answer marginal — a model that always answers \"B\" scores κ = 0\n",
    "however often \"B\" happens to be right.\n",
    "\n",
    "κ is recomputed here from the raw predictions rather than read from the summary,\n",
    "because it needs the answer *distribution*, which the summary does not carry."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "39691f35",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:50.228818Z",
     "iopub.status.busy": "2026-08-31T14:04:50.228682Z",
     "iopub.status.idle": "2026-08-31T14:04:51.552952Z",
     "shell.execute_reply": "2026-08-31T14:04:51.552136Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>task</th>\n",
       "      <th>VSR</th>\n",
       "      <th>L1</th>\n",
       "      <th>L2</th>\n",
       "      <th>L3</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>model</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>0.521</td>\n",
       "      <td>0.202</td>\n",
       "      <td>0.164</td>\n",
       "      <td>-0.018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>0.613</td>\n",
       "      <td>0.271</td>\n",
       "      <td>0.186</td>\n",
       "      <td>0.035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>0.622</td>\n",
       "      <td>0.374</td>\n",
       "      <td>0.191</td>\n",
       "      <td>0.048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>0.654</td>\n",
       "      <td>0.409</td>\n",
       "      <td>0.270</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "task               VSR     L1     L2     L3\n",
       "model                                      \n",
       "Qwen2.5-VL-3B    0.521  0.202  0.164 -0.018\n",
       "Qwen2.5-VL-7B    0.613  0.271  0.186  0.035\n",
       "Qwen3.5-4B       0.622  0.374  0.191  0.048\n",
       "Qwen3.5-4B-Base  0.654  0.409  0.270  0.032"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 880x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def load_predictions(model_short, task_short):\n",
    "    inv_m = {v: k for k, v in SHORT.items()}\n",
    "    inv_t = {v: k for k, v in TASK_LABEL.items()}\n",
    "    tag = inv_m[model_short].replace(\"/\", \"_\")\n",
    "    frames = []\n",
    "    for b in BASELINES:\n",
    "        p = RESULT_DIR / tag / inv_t[task_short] / f\"baseline_{b}\" / \"predictions.jsonl\"\n",
    "        if not p.is_file():\n",
    "            continue\n",
    "        df = pd.read_json(p, lines=True)\n",
    "        df[\"baseline\"] = b\n",
    "        frames.append(df)\n",
    "    return pd.concat(frames, ignore_index=True) if frames else None\n",
    "\n",
    "\n",
    "def cohen_kappa(df):\n",
    "    # (acc - pe) / (1 - pe), with pe from the gold x predicted marginals.\n",
    "    n = len(df)\n",
    "    gold = df.reference_norm.value_counts(normalize=True)\n",
    "    pred = df.prediction_norm.value_counts(normalize=True)\n",
    "    pe = sum(gold[k] * pred.get(k, 0.0) for k in gold.index)\n",
    "    acc = df.correct.mean()\n",
    "    return (acc - pe) / (1 - pe) if pe < 1 else float(\"nan\")\n",
    "\n",
    "\n",
    "rows = []\n",
    "for model in MODELS:\n",
    "    for task in TASKS:\n",
    "        df = load_predictions(model, task)\n",
    "        if df is None:\n",
    "            continue\n",
    "        for b, g in df.groupby(\"baseline\"):\n",
    "            rows.append({\"model\": model, \"task\": task, \"baseline\": b,\n",
    "                         \"accuracy\": g.correct.mean(), \"kappa\": cohen_kappa(g)})\n",
    "kappa_df = pd.DataFrame(rows)\n",
    "kappa_df[\"model\"] = pd.Categorical(kappa_df[\"model\"], MODELS, ordered=True)\n",
    "kappa_df[\"task\"] = pd.Categorical(kappa_df[\"task\"], TASKS, ordered=True)\n",
    "\n",
    "kappa_mean = kappa_df.pivot_table(index=\"model\", columns=\"task\", values=\"kappa\", observed=True)\n",
    "display(kappa_mean.round(3))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 3.6))\n",
    "w, x = 0.2, np.arange(len(TASKS))\n",
    "for i, model in enumerate(MODELS):\n",
    "    v = kappa_mean.loc[model, TASKS].values\n",
    "    bars = ax.bar(x + (i - 1.5) * w, v, w * 0.9, color=COLOR[model], label=model,\n",
    "                  edgecolor=SURFACE, linewidth=2, zorder=3)\n",
    "    ax.bar_label(bars, fmt=\"%.2f\", fontsize=7, padding=2, color=INK_2)\n",
    "ax.set_xticks(x); ax.set_xticklabels(TASKS); ax.set_ylabel(\"Cohen's kappa\")\n",
    "ax.set_title(\"Bias-corrected skill by split  (0 = no better than the model's own answer prior)\")\n",
    "ax.axhline(0, color=INK_2, lw=1); ax.grid(axis=\"y\", zorder=0)\n",
    "ax.legend(ncol=4, loc=\"upper center\", bbox_to_anchor=(0.5, -0.12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f041a1de",
   "metadata": {},
   "source": [
    "## 2. Flip rate — the direct test of the premise\n",
    "\n",
    "The fraction of samples whose **answer changes** relative to baseline 0.00,\n",
    "independent of whether it was right. Under the premise, this line should be flat\n",
    "at zero.\n",
    "\n",
    "Read the **shape**, not the level:\n",
    "\n",
    "- **rising with baseline** -> a real intervention effect; bigger interventions move\n",
    "  more samples.\n",
    "- **high but flat from the first step** -> the model is near chance and the \"flips\"\n",
    "  are its own indifference. Level 3 does this for every model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "03457e5a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:51.554982Z",
     "iopub.status.busy": "2026-08-31T14:04:51.554864Z",
     "iopub.status.idle": "2026-08-31T14:04:51.808313Z",
     "shell.execute_reply": "2026-08-31T14:04:51.807579Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1650x385 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>baseline</th>\n",
       "      <th>0.05</th>\n",
       "      <th>0.10</th>\n",
       "      <th>0.15</th>\n",
       "      <th>0.20</th>\n",
       "      <th>0.25</th>\n",
       "      <th>slope (0.25 - 0.05)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>task</th>\n",
       "      <th>model</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">VSR</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>0.070</td>\n",
       "      <td>0.079</td>\n",
       "      <td>0.088</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.109</td>\n",
       "      <td>0.039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>0.060</td>\n",
       "      <td>0.073</td>\n",
       "      <td>0.066</td>\n",
       "      <td>0.081</td>\n",
       "      <td>0.093</td>\n",
       "      <td>0.033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>0.045</td>\n",
       "      <td>0.047</td>\n",
       "      <td>0.063</td>\n",
       "      <td>0.074</td>\n",
       "      <td>0.076</td>\n",
       "      <td>0.031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>0.046</td>\n",
       "      <td>0.053</td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.079</td>\n",
       "      <td>0.086</td>\n",
       "      <td>0.040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">L1</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>0.149</td>\n",
       "      <td>0.156</td>\n",
       "      <td>0.163</td>\n",
       "      <td>0.181</td>\n",
       "      <td>0.194</td>\n",
       "      <td>0.045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>0.122</td>\n",
       "      <td>0.146</td>\n",
       "      <td>0.150</td>\n",
       "      <td>0.173</td>\n",
       "      <td>0.202</td>\n",
       "      <td>0.080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>0.104</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.140</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.166</td>\n",
       "      <td>0.062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>0.108</td>\n",
       "      <td>0.117</td>\n",
       "      <td>0.133</td>\n",
       "      <td>0.150</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">L2</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>0.139</td>\n",
       "      <td>0.173</td>\n",
       "      <td>0.179</td>\n",
       "      <td>0.174</td>\n",
       "      <td>0.211</td>\n",
       "      <td>0.072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>0.144</td>\n",
       "      <td>0.132</td>\n",
       "      <td>0.173</td>\n",
       "      <td>0.190</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>0.122</td>\n",
       "      <td>0.141</td>\n",
       "      <td>0.164</td>\n",
       "      <td>0.171</td>\n",
       "      <td>0.187</td>\n",
       "      <td>0.065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>0.131</td>\n",
       "      <td>0.137</td>\n",
       "      <td>0.148</td>\n",
       "      <td>0.178</td>\n",
       "      <td>0.188</td>\n",
       "      <td>0.058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">L3</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>0.245</td>\n",
       "      <td>0.238</td>\n",
       "      <td>0.264</td>\n",
       "      <td>0.255</td>\n",
       "      <td>0.274</td>\n",
       "      <td>0.029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>0.197</td>\n",
       "      <td>0.205</td>\n",
       "      <td>0.228</td>\n",
       "      <td>0.245</td>\n",
       "      <td>0.232</td>\n",
       "      <td>0.035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>0.238</td>\n",
       "      <td>0.260</td>\n",
       "      <td>0.260</td>\n",
       "      <td>0.279</td>\n",
       "      <td>0.295</td>\n",
       "      <td>0.057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>0.248</td>\n",
       "      <td>0.245</td>\n",
       "      <td>0.266</td>\n",
       "      <td>0.276</td>\n",
       "      <td>0.285</td>\n",
       "      <td>0.037</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "baseline               0.05   0.10   0.15   0.20   0.25  slope (0.25 - 0.05)\n",
       "task model                                                                  \n",
       "VSR  Qwen2.5-VL-3B    0.070  0.079  0.088  0.100  0.109                0.039\n",
       "     Qwen2.5-VL-7B    0.060  0.073  0.066  0.081  0.093                0.033\n",
       "     Qwen3.5-4B       0.045  0.047  0.063  0.074  0.076                0.031\n",
       "     Qwen3.5-4B-Base  0.046  0.053  0.060  0.079  0.086                0.040\n",
       "L1   Qwen2.5-VL-3B    0.149  0.156  0.163  0.181  0.194                0.045\n",
       "     Qwen2.5-VL-7B    0.122  0.146  0.150  0.173  0.202                0.080\n",
       "     Qwen3.5-4B       0.104  0.125  0.140  0.160  0.166                0.062\n",
       "     Qwen3.5-4B-Base  0.108  0.117  0.133  0.150  0.157                0.049\n",
       "L2   Qwen2.5-VL-3B    0.139  0.173  0.179  0.174  0.211                0.072\n",
       "     Qwen2.5-VL-7B    0.144  0.132  0.173  0.190  0.200                0.056\n",
       "     Qwen3.5-4B       0.122  0.141  0.164  0.171  0.187                0.065\n",
       "     Qwen3.5-4B-Base  0.131  0.137  0.148  0.178  0.188                0.058\n",
       "L3   Qwen2.5-VL-3B    0.245  0.238  0.264  0.255  0.274                0.029\n",
       "     Qwen2.5-VL-7B    0.197  0.205  0.228  0.245  0.232                0.035\n",
       "     Qwen3.5-4B       0.238  0.260  0.260  0.279  0.295                0.057\n",
       "     Qwen3.5-4B-Base  0.248  0.245  0.266  0.276  0.285                0.037"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A positive slope is intervention signal; ~0 with a high level is chance churn.\n"
     ]
    }
   ],
   "source": [
    "facet_by_task(\"flip_rate_vs_reference\", \"flip rate vs b=0.00\",\n",
    "              \"Answer flips relative to the untouched view\", ylim=(0, 0.42))\n",
    "plt.show()\n",
    "\n",
    "flip = per_baseline[per_baseline.baseline != \"0.00\"].pivot_table(\n",
    "    index=[\"task\", \"model\"], columns=\"baseline\", values=\"flip_rate_vs_reference\", observed=True)\n",
    "flip[\"slope (0.25 - 0.05)\"] = flip[\"0.25\"] - flip[\"0.05\"]\n",
    "display(flip.round(3))\n",
    "print(\"A positive slope is intervention signal; ~0 with a high level is chance churn.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8a6a7ce",
   "metadata": {},
   "source": [
    "## 3. Failure and success overlap\n",
    "\n",
    "For each pair of baselines, Jaccard over the samples each one gets **wrong**, and\n",
    "over the samples each one gets **right**.\n",
    "\n",
    "- **High** -> both baselines miss the same items: failure is a property of the item.\n",
    "- **Low** -> each baseline breaks a different subset: failure is driven by the\n",
    "  intervention.\n",
    "\n",
    "Both are reported because they are not redundant — with 4-way answers the success\n",
    "sets are small and the failure sets large, so the two move independently."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c1711b5a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:51.809841Z",
     "iopub.status.busy": "2026-08-31T14:04:51.809736Z",
     "iopub.status.idle": "2026-08-31T14:04:52.667850Z",
     "shell.execute_reply": "2026-08-31T14:04:52.666014Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1540x1496 with 17 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def overlap_matrix(model, task, column):\n",
    "    m = pd.DataFrame(np.eye(len(BASELINES)), index=BASELINES, columns=BASELINES)\n",
    "    sub = pairwise[(pairwise.model == model) & (pairwise.task == task)]\n",
    "    for _, r in sub.iterrows():\n",
    "        m.loc[r.baseline_a, r.baseline_b] = m.loc[r.baseline_b, r.baseline_a] = r[column]\n",
    "    return m\n",
    "\n",
    "\n",
    "def overlap_grid(column, title, vmin, vmax):\n",
    "    # Model names head the columns and split names label the rows, so no panel\n",
    "    # carries a title that could collide with the tick labels of the panel above.\n",
    "    fig, axes = plt.subplots(len(TASKS), len(MODELS), figsize=(14, 13.6))\n",
    "    for i, task in enumerate(TASKS):\n",
    "        for j, model in enumerate(MODELS):\n",
    "            ax = axes[i, j]\n",
    "            m = overlap_matrix(model, task, column)\n",
    "            ax.imshow(m.values, cmap=CMAP, vmin=vmin, vmax=vmax)\n",
    "            for a in range(len(BASELINES)):\n",
    "                for b in range(len(BASELINES)):\n",
    "                    v = m.values[a, b]\n",
    "                    # Label every cell: the fill alone is below the contrast floor.\n",
    "                    ax.text(b, a, f\"{v:.2f}\", ha=\"center\", va=\"center\", fontsize=7,\n",
    "                            color=SURFACE if v > (vmin + vmax) / 2 else INK)\n",
    "            ax.set_xticks(range(len(BASELINES))); ax.set_yticks(range(len(BASELINES)))\n",
    "            ax.set_xticklabels(BASELINES if i == len(TASKS) - 1 else [], rotation=90, fontsize=7)\n",
    "            ax.set_yticklabels(BASELINES if j == 0 else [], fontsize=7)\n",
    "            ax.tick_params(length=0)\n",
    "            if i == 0:\n",
    "                ax.set_title(model, fontsize=10, pad=10)\n",
    "            if j == 0:\n",
    "                ax.set_ylabel(task, fontsize=11, fontweight=\"600\", labelpad=8)\n",
    "            for sp in ax.spines.values(): sp.set_visible(False)\n",
    "    fig.suptitle(title, y=0.965, fontsize=12, fontweight=\"600\")\n",
    "    fig.colorbar(mpl.cm.ScalarMappable(mpl.colors.Normalize(vmin, vmax), CMAP),\n",
    "                 ax=axes, orientation=\"horizontal\", fraction=0.02, pad=0.05, label=\"Jaccard\")\n",
    "    return fig\n",
    "\n",
    "overlap_grid(\"failure_jaccard\", \"Failure-set overlap between baselines (Jaccard)\", 0.4, 1.0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1f0d97f7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:52.669756Z",
     "iopub.status.busy": "2026-08-31T14:04:52.669650Z",
     "iopub.status.idle": "2026-08-31T14:04:53.535587Z",
     "shell.execute_reply": "2026-08-31T14:04:53.534830Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1540x1496 with 17 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "overlap_grid(\"success_jaccard\", \"Success-set overlap between baselines (Jaccard)\", 0.4, 1.0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d36d4eb1",
   "metadata": {},
   "source": [
    "### Does overlap decay with the size of the intervention?\n",
    "\n",
    "The matrices above collapse to one question: as two baselines move further apart,\n",
    "do their failure sets separate? A flat line means the intervention is not what\n",
    "drives the disagreement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cab5f77c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:53.538751Z",
     "iopub.status.busy": "2026-08-31T14:04:53.538636Z",
     "iopub.status.idle": "2026-08-31T14:04:53.696034Z",
     "shell.execute_reply": "2026-08-31T14:04:53.694915Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1430x440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>gap</th>\n",
       "      <th>0.05</th>\n",
       "      <th>0.10</th>\n",
       "      <th>0.15</th>\n",
       "      <th>0.20</th>\n",
       "      <th>0.25</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>task</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>VSR</th>\n",
       "      <td>0.741</td>\n",
       "      <td>0.716</td>\n",
       "      <td>0.686</td>\n",
       "      <td>0.651</td>\n",
       "      <td>0.629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L1</th>\n",
       "      <td>0.848</td>\n",
       "      <td>0.833</td>\n",
       "      <td>0.819</td>\n",
       "      <td>0.797</td>\n",
       "      <td>0.781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L2</th>\n",
       "      <td>0.876</td>\n",
       "      <td>0.865</td>\n",
       "      <td>0.853</td>\n",
       "      <td>0.839</td>\n",
       "      <td>0.815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L3</th>\n",
       "      <td>0.866</td>\n",
       "      <td>0.861</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.834</td>\n",
       "      <td>0.818</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "gap    0.05   0.10   0.15   0.20   0.25\n",
       "task                                   \n",
       "VSR   0.741  0.716  0.686  0.651  0.629\n",
       "L1    0.848  0.833  0.819  0.797  0.781\n",
       "L2    0.876  0.865  0.853  0.839  0.815\n",
       "L3    0.866  0.861  0.850  0.834  0.818"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pairwise[\"gap\"] = (pairwise.baseline_b.astype(float) - pairwise.baseline_a.astype(float)).round(2)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(13, 4), sharey=True)\n",
    "for ax, col, name in zip(axes, [\"failure_jaccard\", \"success_jaccard\"], [\"failure\", \"success\"]):\n",
    "    ends = {}\n",
    "    for task in TASKS:\n",
    "        g = pairwise[pairwise.task == task].groupby(\"gap\", observed=True)[col].mean()\n",
    "        # One line per split, averaged over models; splits are the entity here.\n",
    "        ax.plot(g.index, g.values, marker=\"o\", label=task,\n",
    "                color=SLOTS[TASKS.index(task)], markeredgecolor=SURFACE, markeredgewidth=1.2)\n",
    "        ends[task] = (g.index[-1], g.values[-1])\n",
    "    # Direct labels can land on top of each other where two splits converge;\n",
    "    # nudge them apart along y so both stay readable.\n",
    "    span = max(v for _, v in ends.values()) - min(v for _, v in ends.values())\n",
    "    placed = []\n",
    "    for task, (gx, gy) in sorted(ends.items(), key=lambda kv: kv[1][1]):\n",
    "        while any(abs(gy - y) < span * 0.05 for y in placed):\n",
    "            gy += span * 0.05\n",
    "        placed.append(gy)\n",
    "        ax.annotate(task, (gx, gy), xytext=(6, 0), textcoords=\"offset points\",\n",
    "                    fontsize=8.5, color=INK_2, va=\"center\")\n",
    "    ax.set_xlabel(\"baseline separation |b_a - b_b|\"); ax.set_title(f\"{name} overlap\")\n",
    "    ax.grid(axis=\"y\", zorder=0); ax.set_xlim(0.03, 0.285)\n",
    "axes[0].set_ylabel(\"mean Jaccard (over models)\")\n",
    "axes[0].legend(ncol=4, loc=\"lower center\", bbox_to_anchor=(0.5, -0.42), fontsize=8.5)\n",
    "fig.suptitle(\"Overlap vs intervention size\", y=1.02, fontsize=12, fontweight=\"600\")\n",
    "plt.show()\n",
    "\n",
    "display(pairwise.pivot_table(index=\"task\", columns=\"gap\", values=\"failure_jaccard\",\n",
    "                             observed=True).round(3))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d903761f",
   "metadata": {},
   "source": [
    "## 4. Stability — which samples the intervention actually reaches\n",
    "\n",
    "Each sample is classified over the six baselines:\n",
    "\n",
    "| class | meaning |\n",
    "|---|---|\n",
    "| `always_correct` | right at every baseline — the intervention never broke it |\n",
    "| `always_wrong` | wrong at every baseline — beyond the model, intervention irrelevant |\n",
    "| `unstable` | right at some, wrong at others — **the population under test** |\n",
    "\n",
    "`unstable` is the number that matters. Pair it with the flip-curve slope from §2:\n",
    "a high unstable rate with a flat flip curve is chance-level churn, not an effect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fdc62bce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:53.697355Z",
     "iopub.status.busy": "2026-08-31T14:04:53.697250Z",
     "iopub.status.idle": "2026-08-31T14:04:53.860381Z",
     "shell.execute_reply": "2026-08-31T14:04:53.859589Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fyK1GiK+vrzGa4/LpU2XKlMHd3d1oc60+AGrXrmU8Llq0qDGiAiA2Nvaq17l37z7j8axZs3j00RbG18V6ORaLxabdlcqUKWOMBvrxx5+oVq0axYoV5+GHH+HTTz/L81/oU1JSaNasOdOmTSMuLi7X8/Jy/S4uLlSuXNnYvnJK0e3UrVtX4z75+efsD5oLF2ZPsfLw8KBFi0evef6NvAaJiYkkJSUB2UmGpk2b5inGRx/NGcPl72/t2rWNx7Vq1TQex8bGYrFYqFevLmXKlAHg008/JTy8EiVLluLxxx9n6tRpxsiVxx9/7EKiA954403KlStPUFAw7dt34Jdffs1TrHlVq1ZNYxTcxecEbEbQXX6N//d/fYz7/PKRZ7t3777m83Tq1NF4np49exISUpqyZUPp1q07kZFReYq1du3aDBgwwGbf2LFjc50+eC2+vr42q7LVqnXpe+DiPX/w4EGaNWvOnDlzOHLkSI5EDly6n1xdXenQITvZGBkZSa1atQkICCQiogHDhw832l3+OsbExNj8zLh8emBMzLVfy+spVy7USLjZ29vbjGi7+L5eHsvQoUONOHr16mXsv/ie5vW+FRG52ymZIyIikgc1alTnvffeZdWqKPbu3WMzTWjr1i1Adq2IqVOnGftfffVV5s+fx5Ili21GxOT2YcHT81JtHnv7S/89e3l55hpPXou03mrnzqVe9Zi9vT2zZs1i+PAPePjhhylZsgTnz59nw4YNDBs2jEGD3sjTcyxYsMCo/1GsWDEmTZrI4sWLGDHiQ6ON1Xp3f+AqVqwYDz/8MAArVqxk3779RiHqxx9/DFdX12uefydegyJFbixpcCU3NzeWLVvK4MFv0bBhQ4oWLUpKSgpr167jxRdf5JNPPgWyk4qrVkXx0ksvUbduXfz8/Dh9+jTLly+nV69ezJ495z/FcbnLP+hfrWZNXqSmXv0+BwgLC2PVqij69n2WmjVr4u3txcmTJ1mwYAHt2rVj/fr1eXqeK5NG0dE7rtLyv5k5c6ax/HfFihX57rtpLFmymJdeesloc/nPpfHjv+STTz7hscdaEBISgsViYdu2bYwePYann859pNfVXOtnRl5cOR3RZLqUTL+Rn4MX39O83rciInc7JXNERESuYe3atZw9e9Zmn5+fnzF1AS59CDp16pRRH8Xf359hw4bSsGFDQkJCcqwWc7ts2LDReHzixAkOHjxobF8c+ZObsmXLGI9ffvllkpNP5/iKjz9qFD7NjdVqxcPDg+eee445c2azfft29u3bS1BQEIBRkwNsE1ZXJreOHo03Hrdv355OnTpRr149MjJyjia40uXXn56ezrZt24ztkJCQ656fV9eK/6KnnuoBZE/LGzBggDEaomPHjtft/0ZeA39/f2PUVmZmZo7CvleTW12Xy++DDRs2GI83btxkPA4ODsbBwQGr1UqhQoV4/fXXmT9/Hrt3x7B16xajaPjF99tqtVKqVCneffcdlixZzIED+4mMjDT6u/y+uHqs13+98+rya9y4cUOu9/r69X9dsw+r1UrFihUZNWoUK1Ys5+DBg3z33TQjvgULFl7zfIDvv/+epUuXApcSTx999DH//LPlhq4nKSmJffsujUzZuPHS98DFe/7y++mZZ3rTunVr6tatS0pKSq59mkwmnn66FzNnzmTLln+Ii4ulTp06QHb9mdTUVJvXsVatWlf9mfHGG3lL4v4Xl8cyZ86cq8YC5Pm+FRG526lmjoiIyDVMm/YdXbt2pVWr1kRE1KdYsWKcOpXE559/brR54IHs+jJFihTBxcWFtLQ0EhMT+fTTzyhfvhxjxoy9Y0P3x48fT+HChQgODubzzz83EggPPvjgVevlALRu3Zp33nmX9PR0vvjiC5ydnahduw5paeeJi4tjzZo1nDt3nt9++/WqfRw9epTWrdvQtm0bypevQJEihYmLiyMxMRHAZinhy//aPm/efIKCgnB0dKR69eqUKlXysmPzqFevLkeOHM1R3yU3c+fOpWzZMlSvXp3vvvveKHRasmQJqlatct3z8+ry+P/88y9+//13PDw8KFu2rDFN5tFHH6VIkSKcOHHCGJXj7+9P48bXX93nRl4De3t7OnbswMSJkwDo0+dZXnttIOXLV+DgwYMXCt5eP7kA0KFDR6MOyqBBb5CWloaDg4l33nnnsjbZhYXXr1/P668PolWrVpQpUwZ/fz927NjBuXPnAMjIyJ4aNnv2bL799lsef/xxgoKC8PLyYvXqNUZ/F9tdi4/PpWWrv/76a6pVq4aXlxfh4eF5uq7LdezYyVjVqWvXbrz00osUL16CEyeOs3v3bhYuXMRzzw2gW7duV+3jk08+Ze3atTRv3owSJUrg5ubOihWXkmjXu6bDhw8bdXICAgL4+uuvad++PWazmX79+rFqVVSOlfKu5emne/P666+RkJDIqFGXinM//nh2EfDLV2f64YfpBAcH8++/25g2bVqOvgCqVq1Gq1atqFy5EgEBAZw8mWC8/larlfT0DCpXrkxYWBjR0dFs2LCB//u/PrRr1xZHR0cOHjzEpk2bmD9/PgcPxuX5Om5Wx46djGmMzz33HAMHDqRs2bIkJiayf/8+li5dxsMPN+WNN97I830rInK3UzJHRETkOpKTz/D999/z/fff5zjm7e3NK6+8DGR/qO7RoweTJmV/qB42bBiQXUumcOHCnDx58rbHWqZMad54402bfc7Ozgwf/sE1zytevDhjxozhpZdeIjMzk5EjR+VoExFR/7rPv2fPHkaPzj3pcvnqQhEREUaR1WXLlrFs2TIA/v13K48++igBAQEcO3aMuLg4unTpCmQnpP7669ojJoKDgxkxYqTNPjs7O0aMGGFT6+i/Kl++PEWLFuX48ePExcXRoUP2aJvx4780kgAmk4kuXbrw6aeXpm20adMmT9N/bvQ1GDJkCH/++Rfbtm3j1KlTvPnmpSWbvb1zL1idm/79+7Fs2VL++ONPjhw5wv/+9382x6tXr84rr7wCZH+o37p1K1u3bs21r4tFnrOysvjjjz/5448/r9nuWho0aGA8z8X7OyKifp6TVJfr168vK1asYNWqVezevZv+/Qdc/6QrmM2ZLF++PMfS8ZD9c6Bt27ZXPddqtTJgwHPGtKcxY0bz0EONeP755/n444/ZuXMnH344gnfffSdPsXh7e3HkyBG6detus7969ep065Z93zz5ZCfGjRvHuXPn2LJli3G/Xu1+Onz4sE3C+nJNmzbFzy97JNiECeNp1ao1ycnJ/Pzzz/z88895ivlWa9u2DUuXdmbmzB+Jj4/n1VdfzdGmadPslQnzet+KiNztNM1KRETkGt54YxDvvfceTZs2JSQkBHd3d5ycnChVqhTdu3cnKirKKKYJ8MEH79OvX18CAgLw8PDgscdaMG/eb7i6utyReD/4YDiDB79FiRIlcHZ2pkaNGvzyy1xq1qx53XN79nyKxYsX8cQTT1CkSBFMJhNFihShRo0avP76a4wbN+6a5/v6+vLGG4OIiKhPQEAAjo6OuLq6UqlSOEOGDGHMmNFG2/DwcL7++ivKly+fYwSCp6cnv/76Cw0aNMDd3Z3ixYszePBbvPXWm1c+ZQ6vvPIyH3zwPkFBQTg5OREWFsZ3303jiSeeuO65N8JkMjFz5kzq1q2Lp2fudY0g+zW9XMeOefugeKOvgbe3N7//voxhw4ZRuXJl3NzccHV1JTQ0lO7du+d6Tm6cnZ357bffePfdd6lcuRKurq64uLgQFhbG4MFvsWjRQmNp6rJly/LSSy9Rq1Yt437x8PCgevXqjB07lpdffgmAWrVq069fX6pWrYq/vz8ODg54e3tRr15dpkyZYoz0uZY33hhEr169CAwMvO6y39fj5OTE3LlzGD16FDVq1MDT0xMXFxeCgoJo3rw5X3zxOS1btrxmH4888ghPP/00YWFh+Pj44ODggK+vL02aNGHu3Lk8+OCDVz138uRvjRWWWrZsaawY9sYbgwgNDQXg888/t5nmdi3e3t4sXbqEZs2a4e7ujre3N926dWXOnDlG4rBkyZLMnTuH6tWr4+rqSkhICOPGjTOmAl5p2LBhNG3alOLFi+Ps7IyzszOhoaG88MILTJs21WhXrVo11q5dQ+/evQkODsbJyQlvb2/CwsLo3bs38+b9lqdruBW++uorvv76KyIi6uPt7YWTkxMlS5agUaNGjB49iv/9739A3u9bEZG7nZ3ZnJk/FRRFRETklujXr5+xdPqCBfNp0KBBPkckl6tevQb79u2jZMkSbNu27T8nI0REREQ0zUpERETkFjObzZw7d45Vq1YZxWk7d+6sRI6IiIjcEkrmiIiIiNxiP/30k00tFh8fH5599tl8jEhERETuJaqZIyIiInKbuLi4UKdOHebOnWOsciUiIiLyX6lmjoiIiIiIiIhIAaKROSIiIiIiIiIiBYiSOSIiIiIiIiIiBYiSOSIiIiIiIiIiBYiSOXLPsFqtWCxmrFaVgRIREREREZF7l5I5cs/IyrJw8sQxMjMz8jsUkdvOYjFzLP4wFos5v0MRua10r8v9RPe73C90r8v95Hbd50rmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIErmiIiIiIiIiIgUIHZmc6Y1v4MQuRUsFjMODqb8DkNERERERETkttLIHBERERERERGRAkTJHBERERERERGRAkRzUuSeFL74QzKyzPkdhoiIiMh9xd3kzJbmg4ztpIFNwZyZjxFJgeDshu+oJcZm3ff3kWFWNRAp+JxMdvw5tMxt6VvJHLknZWSZyciy5HcYIiIiIvcVpyv/mGbOVDJHrs/B9h7JMFvJtCiZI3ItmmYlIiIiIiIiIlKAKJkjIiIiIiIiIlKAKJkjIiIiIiIiIlKAqGaOiIjIbVbC1Yex1dpQ1MUTszWLd7YvZl3C/hzt3B2ceLtSC+r4B5FmMXPwXBL/t2EmAGOrtaFh4TIkpKcCcCIthV5/T7+j1yEiIrmz9wvArfsQ7H0Kg8XMudmfYI7ZkKOdW7fBmMrXwMEvkDNj/4cldselY92H4FixNlkpSQBYkxM4O+HVO3YNUvAV8zHxXruiFPEyYbZYGbXoJOv3nbdpU9jTgffaFqW4ryPpZiuJqWZGzD9JXGJ23SIvV3veb1eU0oWdsAJfRZ5i0daUfLgauZ47nswZOfJDLGYLg4cMzXFs06aNjB41ii/HT6BQoUIsXbqEZUuXcuLEcUwmRwICAnj4kUdo2vRhAL784nNWrYoCwMHBAT8/f+rWrUunJzvj5OR0Q3FZLBYWLphPVFQkx48fx9nZmbCwcDp26kRQUPB/veybFhsby6+/ziVm1y5SUlIoXLgIzZo3p0WLx6553oD+fTl58qTNvq5du9Gmbbscbffv28cbb7zOB8NHUK5cuRzH3xj0OsEhIfTt24933h5G6TJleOqpnnmKf8OGv5k7Zzbx8fFYLBYCAgJ54oknaNjoIaPNO28PIzo6+z8yOzs7vLy8qVylCj179sLb2ztPzyMicjf7sMoTLDm2k6kH1lPZuxjT6nSn3oqPSbPYFnwcVbU1h8+fptHKzwAo4uxhc3zKgfVM2Lv2jsUtIiJ549ZlEJlbV5G+ahYOpSrg0e8jkoe1hcx0m3YZfy/m/IKJeL7yda79pEXNIv337+9EyHIPGtq6CCujzzLjr2TCijkzvmcxHh0bS1rmpWLSliyYtOoUm+PSAOhW14cP2helx8TDALzYrBCHTmXy4vR4ivmYmNmvFJtiz3M8WSsF323ueDKnSeOmjBs3llOJifj5+9sci4xcSZUqlSlUqBDLl//O9B++p3fvZ6gYFkZ6Wjr79+/jTIptVrB6jRr0fbYflqwsDh8+xITxX4KdHd2798hzTFarlY/GjWXv3r306PEU5SuUJyXlLEuWLGbI4LcYMnQY5ctXuCXXf6P279+Ht5c3zz//Iv6F/ImJiWHi11/h4OBAs2bNr3lul67daPxQY2PbxdU113aly5QhKCiIqKjIHMmcg3Fx7N+/j969n7mp+N3d3WnTth3Fi5fAZDLxzz+bmTBhPD6+vlSpUtVo16xZczp06EiW1cqJEyeY/M0kJn79Fa+9PugavYuI3P18ndyo4x9kjLDZlnyUfWcTaFykLIvjdxrtSrn50rBwGWr+PsbYdyL97B2PV0REboyduzemMg9wduIbAFgO7sJyPA7H8LpkbomyaWveszkfIpT7gY+bPTWCXXlpejwA0UfTiT2ZSUSoO8ujL/0+cSrVwqnUS6v+/hN3nt4NfY3tx6p40uGLOACOnjazdk8qzSt58N2603fmQiTP7ngyp3qNGnh5ebJ69SqbUSJnzpxh08ZNPP/8CwBs3ryJevUjeKhxE6NNqaCgHP05mhzx8c2++fz9/alXrz7b/t0K5D2Zs27dWjZu3MCIkaMpXbo0AIULF6F//wGcPZvCVxMm8NHHn3Do0CFeG/gqk7+dgoeHB6cSE+nbtw9Nmj5M3779AJg65VsSExN5deBrAOzcGc2M6T+wf/8BvL29qFevPk927oKjoyOQPYLmkUeacfjwYdavX4+PjzfdezxFnToPAtCkSVObWIsWDWD37t38vX79dZM5ri4uxmtzPY0bN2HWrJ/p1etpm1FNkZErKV68BOXKl89TP1cKCwu32W7R4jGiIlcSExNjk8xxcnY2YvXz86Np06bMm/fbTT2niMjdpLirN4kZqaRftlzvoXNJFHf1sWlXzrMI8WlneL3Cw9T2DyIjy8yXe9YQeWKP0aZ7UC1aF6/M6YzzfLVvLVEn9t6pyxARkauw9y2K9WySzSicrMR47P0Cbrgv5wZtcarZDGtqMmnLf8Ac/detDFXuYYHejiSlWkg3XxqFcyQpk0Cfa3/k71HfhxU7spM9Xq72uDraEX/60u8s2X043p6g5T+54wWQTSYTDRo0JCoq0mb/2jWrcXV1oVbt2gD4ePuwZ3cMCQkJee77+PFjbNnyDw4ON5aj+mPdOipXrmIkci7XqlUbjhw5TFxsLCVLlsTDw51dO7P/khodHY2npyc7o6ON9tHR0YSFZycwjh07xogPh1OvfgTjxn3E8y+8yD//bGb69B9snmP+/PlUDAtjzJix1KpVmy8+/5yUlKvPSzx37hweHh5XPX7R3LlzeKZ3L15/bSDz58/DYrFctW2Dho1IT0/n77/XG/vMZjNr1qymcePGVz3vRlitVrZt+5ejR49SsULFq7Y7k5zMhg1/UzY09Jr9nTt3jsTEROMrKen0LYlTRCQ/mOzsqeBVlM1Jh2i1ZiKD/13Axw+0o+SFpM/YXStpsOITHl01gZE7f+ejau0I87rxDwoiInJ3Or/ga8683YGUET04/9t43HsMw6H4tX8fFvkvXnjEn2I+jny0NO+fueXukS8FkBs3acKCBfPZHRNjjPiIjIwkIqKBMWKlQ4eOjBkzigH9+1KsWHHKV6hArVq1qFGjpk1fGzb8TY/u3cjKyiIzMwM7OztefPHlG4onPv6ozSiRy5UoUQKAo/FHCQ4JoWLFMHbs2E7NWrWIjt5Bs2bNmT9/HqeTkjA5OhIXF0dYWBgAv/4yl4aNHjLq2wQEBtKjR0/GjRtDz569sLOzA6BGzZpGHaDOnbuwcOFC9u3dS7UHHsgRz+6YGP784w8GDx5yzWtq0eIxQkqXxsPDg5hdu5g5cwbJp0/TvcdTubb39PSkZs1arIrKfh8ge3RUamqqTX2bm3EuNZVnn+2D2ZyJvb09//d/fahUubJNm8WLFvH7smWAlfT0dIKCgq/7Pi5YMJ/Zs342tn18vJk46dv/FKuIyK125Hwy/k7uONubjNE5Jd18+f34Lpt2h8+f5rwlg0Xx2X8giEk5wZ6Uk1TyCeTQ+dMcSztjtN1y+gh/n4qjhm9Jos8cu3MXIyIiOWQlHcfO0xdMTmDOAMDeP5DMbatvqB/r6Uv1Li1x0Zj3bcFUujKWI3uucZZItvjkTPzcHXAy2ZFxYXROcV9HInem5tr+xWb+VA9ypd+0I0ZNnTPnszifaSXQx8SRJLPRR0x8eq59SP7Kl2ROyZKlKFs2lMjIlZQrX54DB/YTFxdL/wEDjDZ+/v6MGDma2AMHiN4Zzc7oaMaOGU2DBg3pP+A5o12VKlXp3fsZ0tLTWbhgPnb29tSrX/+Wx2y6MNonLCyMVatWARAdvYO+ffsTExNDdHQ0Tk5OuLu7UapU9nSwuLhY4uLiWBUVZfRjtWaRkZHB6dOn8b0wrahUqVLGcSdnZ9zd3Ug+k5wjhkOHDjJ69Eg6PflkjmTIlVo+0cp4HBQUjMnRkUkTJ9K5S1dMJhM9unczjjdo2JA+fZ6lcZMmjBwxgsTERPz9/YmKjOSBB6rj4+Nz3dcn4eRJXn75JWO7bbt2tGvXHsiu1TNmzFjS0tLYtn0bU6dOoWhAABUrhhntGzVqRJs2bQE4nZzML3PnMHLkCD74YDj2Dg65X2PLJ4wkGGSP/BERudskZZzj71NxdAmqwdQD66nkHUhZz0I5pkhtT44nLjWJuv7B/JkYS6CLF2U8CrHrzAkAAl28iL+Q0Cnl5ksN35J8vXfdHb8eERGxZU1Nxrx3C871W2cXQC5ZHoeAYDJvcIqUnU8RrKezf+bbFyqOKaQyacu1aqHkzelzWWyKO0+Hml7M+CuZisWcCSnsxLo9OZM5rz5aiEolXOg77QjnM2w/Qy3+N4UuD/owdnECxXxMRIS68/nviXfqMuQG5NvS5I2bNGH6D9/z9NO9iYyMJDg4hJCQnNOcgkNCCA4J4bHHHmftmjV89tkntO/QgaJFs4eWOzs7ExAYCEC//gN4beCrrFyxnCaXfci/noCAQA4fPpzrsYv7iwYUBbJrwEybNo2jR4+SkJBA2bJlCQsLI3pnNE6OjlSoWNEYcZOWlkbz5o/SvPmjOfr18vIyHpuuSFbY2dlhzcqyjePQId579x0efvgR2uayItX1hIaGYrGYSUhIICAggDFjxhrHXN3cAKhatRq+vj6sWhVFkyZN+eefzbzy6sA89e/r52fT5+XTwOzt7Y33KDgkhCOHD/PrL7/YJHPc3N2NNgGBgfTr158+ff7H9u3bqVI191FTbm5uuF2IHcBiUYV1Ebk7vfXvAsZWa0PP4NpYrFm8uHkO5y2ZdAuqSVEXTz6KyZ56/MLm2Yyo8gTuJmcs1ize3r6IA6nZv0BNqPkkrg6OWKxZWLHyYfQy/jmd+/9dIiJyZ537cTRu3Yfg3KgDWCykTnsHMtJwimiLvXch0hZOAsC917uYylTDzssPj2dHg9lM8vAukHYOj/99iJ2TC9YsC1itnP/1C5uly0Wu5/3fTvB+u6J0ftAHS5aVN2cd43ymlY61vCns5cD4FaeoVsqFnhG+xJ7MYNr/lTTO7Tz+IFlW+HRZAu+3K8qCl4OwWmHM4pMc00pWd6V8S+bUrx/BtKlTWPfHOtatXUOHjp2ue06x4sUBSE/LfZiXvb097dq3Z9rUKURENMDJ2TlvsURE8Plnn7J///4cdXPm/fYrJUuWNJYnLxUUhJubK3PnziE0tBwmR0fCwsKZPHkSJpMjDRo2NM4NDg7h8OFDRpLiZh06dJD33n2HRo0eonOXrjfVR2xsLPb29kYSKbeY7O3tadToIVZFRWEymfDw8KR69Rp56t/BwSHP12m1WjGbM6/Zxt4+u5xTRmZGnvoUEbmbHTqXxJN/TMmxf3rcRpvtmJQTtFs3Odc+2qyddFtiExGR/y4r8ShnP+2fY3/G2l9stlOnvn3VPlLG/u+WxyX3lyNJZnpPPpJj/6wNl2Z9bDmYRpUhV5+6l3w+ixcurIgld7c7XgD5Ijc3N+rUeZDvpk0jLS2NBhfqtFz0zaSJzJ07h5iYXZw8eYLoHTuY/M0kAgMDKX6hjk1uHnywLg4OJpYsXZLnWOrXj6BmzVqMHjWCtWvXcPLkCQ4c2M/48V+ydetW+vW7NP3L3t6eChUqsnbNasIvFDoOLVeO48ePExsba7N6U+vWbYiO3smUbycTGxvL0aNHWb/+L77/blqeYzt48CDvvvM2VapUpWXLJzidlMTppCTOJF/6hty7Zw8vvfg8pxKz/3q7OyaGhQsXEBsby/Hjx1izZjXTpk6hUaOHbEay5KZx4ybExx/ll7lzadiwIQ65THE6c+YMsQcO2HxdHs/lfv1lLlu3buH48WMcOXKYBQvms3r1KiIaNLRpl5GeblxbbGwskyZNxNPTk3Llbm4VLREREREREZF7Vb6NzIHsqVZr1qymbt16eHh62hyrVLkyK1esYMniRZw9exZvb2/CwyvRqdNLuSYYLnJwcKBFixbM++1XmjVrjouLy3XjsLOz45VXB7JgwXzmzJ7N8ePHMJvNeHp6MWbMWGNE0EVh4eFs2rTRSNw4OjpStmwosbEHCA4ONtoFh4Tw9jvv8tOPMxg65K3s6UYBATS6gYLCf/31J2fOnGHNmtWsWXOpiFrhwoX5cvxXAKRnpHP06FHMF1arMjk68se6tcz6+SfMZjNFihSh5ROtaPl4y+s+X0BgIBUrhrFzZzSNr1gW/aLVq6JYvSrKZl/PXk/zeC79Z2Rk8O3kb0hISMTJyYnixYvz/PMv5qhrtGzZUpYtWwpkF2MuXboMg4cMs5mOJiIiIiIiIiJgZzZnqmpsLnbHxDB8+Pu0aPHYTU9tkjvLYjEby9KHLnyPjKyrL8UuIiIiIreeh8mJHS0GG9tJLzWE60yvF8HZDd9xK4zNGm/vJdOij6lS8Dk62LHp3bK3pe98m2Z1tytXvjxDh76Ng8lEQkJCfocjIiIiIiIiIgLk8zSru13Z0FDKhobmdxgiIiIiIiIiIgaNzBERERERERERKUA0MkfuSU72urVFRERE7jTHK38HMznmTyBSsFxxnziZ7PIpEJFb63beyyqALPeMywsgi4iIiIiIiNyrNM1KRERERERERKQAUTJHRERERERERKQAUTJH7inH4g+TkZGe32GI3HYWi5lj8YexWMz5HYrIbaV7Xe4nut/lfqF7Xe4nt+s+VzJHRERERERERKQAUTJHRERERERERKQAUTJHRERERERERKQAUTJHRERERERERKQAUTJHRERERERERKQAUTJHRERERERERKQAsTObM635HYTIrWCxmHFwMOV3GCIiIiIiIiK3lUbmiIiIiIiIiIgUIErmiIiIiIiIiIgUIJqTIvek8MUfkpFlzu8wREREROQ+4G5yZkvzQcZ20sCmYM7Mx4jkpji74TtqibFZ9/19ZJhVlURunpPJjj+HlrktfSuZI/ekjCwzGVmW/A5DRERERO4DTlf+EdGcqWROQeRg+55lmK1kWpTMkbuTplmJiIiIiIiIiBQgSuaIiIiIiIiIiBQgSuaIiIiIiIiIiBQgSuaIiIiIiIiIiBQgKoAsIiJyDyvh6sPYam0o6uKJ2ZrFO9sXsy5hv02bQBcvJtfuamw725so61mYZlFfEpNygtcqNKV5QAXM1iysVpi0/w/mHt56py9FRERuE3u/ANy6D8HepzBYzJyb/QnmmA052rl1G4ypfA0c/AI5M/Z/WGJ32B4rXRlrZgZkmTm/YBLm6D/v5GXILVLMx8R77YpSxMuE2WJl1KKTrN93Pke7d9sWoU4ZN4r5ONL9q0P8ezjN5vjTDXxpW93LKCL9zLeHOX0u645cw/3gjidzRo78EIvZwuAhQ3Mc27RpI6NHjeLL8RMoVKgQS5cuYdnSpZw4cRyTyZGAgAAefuQRmjZ9GIAvv/icVauiAHBwcMDPz5+6devS6cnOODk53VBcFouFhQvmExUVyfHjx3F2diYsLJyOnToRFBT8Xy/7psXGxvLrr3OJ2bWLlJQUChcuQrPmzWnR4rFrnjegf19Onjxps69r1260adsuR9v9+/bxxhuv88HwEZQrVy7H8TcGvU5wSAh9+/bjnbeHUbpMGZ56qmee4n/n7WFER+/Isf+BB6rz5luDc7Sxs7PDy8ubylWq0LNnL7y9vfP0PCIikrsPqzzBkmM7mXpgPZW9izGtTnfqrfiYNMulFTvi087w2OqvjO0nS1anZ0htYlJOALDx1EE+37OaNEsmxV29WdiwL/+ePsLeswl3/HpEROTWc+syiMytq0hfNQuHUhXw6PcRycPaQma6TbuMvxdzfsFEPF/5Okcfmf+u5tzMkZBlwaFEOTxfGk/y0DZYz5+9U5cht8jQ1kVYGX2WGX8lE1bMmfE9i/Ho2FjSMm1X9lqwJYUvlycyrU/JHH10qu1NvbJuPDnhIOczrHi62Oc4X/6bO57MadK4KePGjeVUYiJ+/v42xyIjV1KlSmUKFSrE8uW/M/2H7+nd+xkqhoWRnpbO/v37OJOSYnNO9Ro16PtsPyxZWRw+fIgJ478EOzu6d++R55isVisfjRvL3r176dHjKcpXKE9KylmWLFnMkMFvMWToMMqXr3BLrv9G7d+/D28vb55//kX8C/kTExPDxK+/wsHBgWbNml/z3C5du9H4ocbGtoura67tSpcpQ1BQEFFRkTmSOQfj4ti/fx+9ez9zU/EPHPgaZvOlpRpTzqbw2sBXqVu3rk27Zs2a06FDR7KsVk6cOMHkbyYx8euveO31QTf1vCIiAr5ObtTxD+L/NswEYFvyUfadTaBxkbIsjt951fO6BNVgetxGYzvyxB7j8ZHzyZxIS6GYq7eSOSIi9wA7d29MZR7g7MQ3ALAc3IXleByO4XXJ3BJl09a8Z/NV+8nctsZ4bDmyB6xg5+mnZE4B4+NmT41gV16aHg9A9NF0Yk9mEhHqzvJo2/dyw4Gco3UueqahL6/9eIzzGdkJnJQ0jci51e54Mqd6jRp4eXmyevUqm1EiZ86cYdPGTTz//AsAbN68iXr1I3iocROjTamgoBz9OZoc8fH1BcDf35969eqz7d+tQN6TOevWrWXjxg2MGDma0qVLA1C4cBH69x/A2bMpfDVhAh99/AmHDh3itYGvMvnbKXh4eHAqMZG+ffvQpOnD9O3bD4CpU74lMTGRVwe+BsDOndHMmP4D+/cfwNvbi3r16vNk5y44OjoC2SNoHnmkGYcPH2b9+vX4+HjTvcdT1KnzIABNmjS1ibVo0QB2797N3+vXXzeZ4+riYrw219O4cRNmzfqZXr2ethnVFBm5kuLFS1CufPk89XMlD09Pm+11f6zD2dmZB+vWs9nv5OxsxOrn50fTpk2ZN++3a/Z97tw5zp+/9APEarVSqFChm4pTROReVNzVm8SMVNKzLiXVD51Lorirz1XPqehVlFDPwvx6+N9cjzcoXAZfJzc2nTp0q8MVEZF8YO9bFOvZJJtROFmJ8dj7Bdx0n051nyAr6RhZJw7eihDlDgr0diQp1UK6+dIomiNJmQT65D114O5sT6CPI9WCXBj4WCEcHexYui2FqWtP34aI7193vACyyWSiQYOGREVF2uxfu2Y1rq4u1KpdGwAfbx/27I4hISHvf/U7fvwYW7b8g4PDjeWo/li3jsqVqxiJnMu1atWGI0cOExcbS8mSJfHwcGfXzuy/ZkZHR+Pp6cnO6GijfXR0NGHh4QAcO3aMER8Op179CMaN+4jnX3iRf/7ZzPTpP9g8x/z586kYFsaYMWOpVas2X3z+OSlXjEC63Llz5/Dw8Ljudc2dO4dnevfi9dcGMn/+PCwWy1XbNmjYiPT0dP7+e72xz2w2s2bNaho3bnzV827UyhUrqFevPi4uLldtcyY5mQ0b/qZsaOg1+1qwYD79+vYxvt568/VbFqeIyP2qW1BN5h/ZTqolI8exqj7FGVu1Df02/pTrcREREcdK9XF99GnOfvNWfoci+cThQpahmI8jPScd5tmpR2hRxZPHqnpe+0S5IflSALlxkyYsWDCf3TExxoiPyMhIIiIaGCNWOnToyJgxoxjQvy/FihWnfIUK1KpVixo1atr0tWHD3/To3o2srCwyMzOws7PjxRdfvqF44uOPUqVK1VyPlShRAoCj8UcJDgmhYsUwduzYTs1atYiO3kGzZs2ZP38ep5OSMDk6EhcXR1hYGAC//jKXho0eMurbBAQG0qNHT8aNG0PPnr2ws7MDoEbNmkYdoM6du7Bw4UL27d1LtQceyBHP7pgY/vzjDwYPHnLNa2rR4jFCSpfGw8ODmF27mDlzBsmnT9O9x1O5tvf09KRmzVqsisp+HyB7dFRqaioNGz10nVcwb/bu2cOhQwfp169/jmOLFy3i92XLACvp6ekEBQVf931s2fIJ43WD7JE5IiJyyZHzyfg7ueNsbzJG55R08+X347tybe/q4Ejr4lXo+ue0HMce8CnBhJqdeH7zbDYmaVSOiMi9IivpOHaevmByAnN2ot7eP5DMbatvuC/Hyg1w6/gKKeNf1qicAio+ORM/dwecTHZkXBidU9zXkcidqXnu48z5LFLSLCzYcgarNXt7dUwqVUq4sGjr1QctyI3Jl2ROyZKlKFs2lMjIlZQrX54DB/YTFxdL/wEDjDZ+/v6MGDma2AMHiN4Zzc7oaMaOGU2DBg3pP+A5o12VKlXp3fsZ0tLTWbhgPnb29tSrX/+Wx2y6MNonLCyMVatWARAdvYO+ffsTExNDdHQ0Tk5OuLu7UapU9nSwuLhY4uLiWBUVZfRjtWaRkZHB6dOn8b0wrahUqVLGcSdnZ9zd3Ug+k5wjhkOHDjJ69Eg6PfkklSpXvma8LZ9oZTwOCgrG5OjIpIkT6dylKyaTiR7duxnHGzRsSJ8+z9K4SRNGjhhBYmIi/v7+REVG8sAD1fHx8bnu65Nw8iQvv/ySsd22XTvatWtv02blyhWUKlUq1xE3jRo1ok2btgCcTk7ml7lzGDlyBB98MBx7B4dcn9PNzQ03Nzdj22Ix59pOROR+lZRxjr9PxdElqAZTD6ynkncgZT0LEXVib67tWxWrTFzqKbYlH7XZX9O3JF/U6Mhzm2ez8ZR+ORcRuZdYU5Mx792Cc/3W2QWQS5bHISCYzOi/bqgfx2oP4druBVK+fIms43G3KVq53U6fy2JT3Hk61PRixl/JVCzmTEhhJ9btyXsyB7KLIzcs7872I+k4meyoXdqNXzaduU1R35/ybWnyxk2aMP2H73n66d5ERkYSHBxCSEjOaU7BISEEh4Tw2GOPs3bNGj777BPad+hA0aLZczidnZ0JCAwEoF//Abw28FVWrlhOk8tGbFxPQEAghw8fzvXYxf1FA4oCEBYWzrRp0zh69CgJCQmULVuWsLAwondG4+ToSIWKFY0RN2lpaTRv/ijNmz+ao18vLy/jsemKZIWdnR3WLNsCUYcPHeK9d9/h4YcfoW0uK1JdT2hoKBaLmYSEBAICAhgzZqxxzPVCQqRq1Wr4+vqwalUUTZo05Z9/NvPKqwPz1L+vn59Nn1dOA0tLS2PdunU8+eSTuZ7v5u5uvI8BgYH069efPn3+x/bt26lSNfdRUyIicn1v/buAsdXa0DO4NhZrFi9unsN5SybdgmpS1MWTj2IuTXvuElSDGQc35ehjbLW2ONmbeK/SpZUUP90dxdJjuY/wERGRguXcj6Nx6z4E50YdwGIhddo7kJGGU0Rb7L0LkbZwEgDuvd7FVKYadl5+eDw7Gsxmkod3gbRzuD/9PtaUJNyffu9SvzNHYYmLvsqzyt3q/d9O8H67onR+0AdLlpU3Zx3jfKaVjrW8KezlwPgVpwAY1SmA6kEu+HuY+Kx7IJkWK20+O0hqehZfLE/knTZF+PWFILKsVqJ2pfLrZiVzbqV8S+bUrx/BtKlTWPfHOtatXUOHjp2ue06x4sUBSE9Lz/W4vb097dq3Z9rUKURENMDJ2TlvsURE8Plnn7J///4cdXPm/fYrJUuWNJYnLxUUhJubK3PnziE0tBwmR0fCwsKZPHkSJpMjDRo2NM4NDg7h8OFDRpLiZh06dJD33n2HRo0eonOXrjfVR2xsLPb29kYSKbeY7O3tadToIVZFRWEymfDw8KR69Rp56t/BweGa1/nXn39gNmfSoGGjPPVnb5890TIjUzUZRET+i0Pnknjyjyk59l++WtVFbdZOyrWPhyI/u+VxiYjI3SMr8ShnP81ZCiFj7S8226lT375qH6dfbHDL45L8cSTJTO/JR3Lsn7XBdvbIoJ+PXbWPlLQsXv3x6sflv7vjBZAvcnNzo06dB/lu2jTS0tJoEGH7zf/NpInMnTuHmJhdnDx5gugdO5j8zSQCAwMpfqGOTW4efLAuDg4mlixdkudY6tePoGbNWoweNYK1a9dw8uQJDhzYz/jxX7J161b69bs0/cve3p4KFSqyds1qwi8UOg4tV47jx48TGxtLWFi40bZ16zZER+9kyreTiY2N5ejRo6xf/xfff5ezFsHVHDx4kHffeZsqVarSsuUTnE5K4nRSEmeSL30j7d2zh5defJ5TiYlAdl2dhQsXEBsby/Hjx1izZjXTpk6hUaOHbKYl5aZx4ybExx/ll7lzadiwIQ65THE6c+YMsQcO2HxdHk9uVq5cSa1atfH0zL3oVUZ6unFtsbGxTJo0EU9PT8qVu7lVtERERERERETuVfk2Mgeyp1qtWbOaunXr5VjCulLlyqxcsYIlixdx9uxZvL29CQ+vRKdOL+WaYLjIwcGBFi1aMO+3X2nWrPk1V026yM7OjldeHciCBfOZM3s2x48fw2w24+npxZgxY40RQReFhYezadNGI3Hj6OhI2bKhxMYeIDg42GgXHBLC2++8y08/zmDokLewt7cnICCARjdQUPivv/7kzJkzrFmzmjVrLhUhK1y4MF+O/wqA9Ix0jh49ivnCalUmR0f+WLeWWT//hNlspkiRIrR8ohUtH2953ecLCAykYsUwdu6MpvEVy6JftHpVFKtXRdns69nraR6/Sv9Hjxxh166dDBky7KrPu2zZUpYtWwpkF2MuXboMg4cMs5mOJiIiIiIiIiJgZzZnagmgXOyOiWH48Pdp0eKxm57aJHeWxWI2lqUPXfgeGVlXX4pdRERERORW8TA5saPFYGM76aWGYM7Mx4jkpji74TtuhbFZ4+29ZFr0cVlunqODHZveLXtb+s63aVZ3u3LlyzN06Ns4mEwkJCTkdzgiIiIiIiIiIkA+T7O625UNDc11GW0RERERERERkfyikTkiIiIiIiIiIgWIRubIPcnJXre2iIiIiNwZjlf+7mlyzJ9A5L+54n1zMtnlUyByr7id95AKIMs94/ICyCIiIiIiIiL3Kk2zEhEREREREREpQJTMEREREREREREpQJTMkXvKsfjDZGSk53cYIredxWLmWPxhLBZzfociclvpXpf7ie53uV/oXpf7ye26z5XMEREREREREREpQJTMEREREREREREpQJTMEREREREREREpQJTMEREREREREREpQJTMEREREREREREpQOzM5kxrfgchcitYLGYcHEz5HYaIiIiIiIjIbaWROSIiIiIiIiIiBYiSOSIiIiIiIiIiBYjmpMg9KXzxh2RkmfM7DBERERGR/8zd5MyW5oOM7aSBTcGcmY8RyS3l7IbvqCXGZt3395FhVjWUe4GTyY4/h5a5LX0rmSP3pIwsMxlZlvwOQ0RERETkP3O68o+U5kwlc+4lDrbvZYbZSqZFyRy5Nk2zEhEREREREREpQJTMEREREREREREpQJTMEREREREREREpQJTMEREREREREREpQFQAWURERAwlXH0YW60NRV08MVuzeGf7YtYl7LdpE+jixeTaXY1tZ3sTZT0L0yzqS2JSThj7izh7svShfvx7+ig91/9wx65BRETuXvZ+Abh1H4K9T2GwmDk3+xPMMRtytHPrNhhT+Ro4+AVyZuz/sMTuMI65tOyDU5WGWLMs2Nk7kP7nAtIjf7yTlyFXUczHxHvtilLEy4TZYmXUopOs33c+R7t32xahThk3ivk40v2rQ/x7OM049tzD/jSu4I7FCg528MvmM/zwx+k7eBUFwz2RzBk58kMsZguDhwzNcWzTpo2MHjWKL8dPoFChQixduoRlS5dy4sRxTCZHAgICePiRR2ja9GEAvvzic1atigLAwcEBPz9/6tatS6cnO+Pk5HRDcVksFhYumE9UVCTHjx/H2dmZsLBwOnbqRFBQ8H+97JuWmprKp598TFxcHCkpZ/D29qZmzVp06doNNze3q543oH9fTp48abOva9dutGnbLk/P+8cf6/jk44+oU+dBXh34mrH/nbeHER2d/cPZzs4OLy9vKlepQs+evfD29r6JKxQRkZv1YZUnWHJsJ1MPrKeydzGm1elOvRUfk2a5tNJGfNoZHlv9lbH9ZMnq9AypbZPIARhbrQ1L43cR6Op1x+IXEZG7m1uXQWRuXUX6qlk4lKqAR7+PSB7WFjLTbdpl/L2Y8wsm4vnK1zn6SF8xg7QFE7M3XNzxfusHzAe22SR8JH8MbV2EldFnmfFXMmHFnBnfsxiPjo0lLdN2da4FW1L4cnki0/qUzNHHtLVJfLE8EQAPZ3vmPF+Kfw+m2SR85B5J5jRp3JRx48ZyKjERP39/m2ORkSupUqUyhQoVYvny35n+w/f07v0MFcPCSE9LZ//+fZxJSbE5p3qNGvR9th+WrCwOHz7EhPFfgp0d3bv3yHNMVquVj8aNZe/evfTo8RTlK5QnJeUsS5YsZsjgtxgydBjly1e4Jdd/o+yAGjVr8mTnznh5eXH82HEmT57EN99M4oUXXrzmuV26dqPxQ42NbRdX1zw9Z0JCAt9/N40KFSrmerxZs+Z06NCRLKuVEydOMPmbSUz8+itee31Qnq9LRET+G18nN+r4B/F/G2YCsC35KPvOJtC4SFkWx++86nldgmowPW6jzb5ny9RnW/JRDpxN5InilW5r3CIiUjDYuXtjKvMAZye+AYDl4C4sx+NwDK9L5pYom7bmPZuv2o/1/NlLfTq7goMJrFrKO7/5uNlTI9iVl6bHAxB9NJ3Yk5lEhLqzPPqsTdsNB3KO1rkoJS3LeOzqZIfJwQ4ren+vdE8kc6rXqIGXlyerV6+yGSVy5swZNm3cxPPPvwDA5s2bqFc/gocaNzHalAoKytGfo8kRH19fAPz9/alXrz7b/t0K5D2Zs27dWjZu3MCIkaMpXbo0AIULF6F//wGcPZvCVxMm8NHHn3Do0CFeG/gqk7+dgoeHB6cSE+nbtw9Nmj5M3779AJg65VsSExON0Sw7d0YzY/oP7N9/AG9vL+rVq8+Tnbvg6OgIZI+geeSRZhw+fJj169fj4+NN9x5PUafOgwC4ubvTvPmjRqyFCxfhkWbNWbhgwXWvy9XFxXht8iorK4svv/iM9u07EBMTQ1pazoyqk7Oz0a+fnx9NmzZl3rzfbuh5RETkvynu6k1iRirpWWZj36FzSRR39bnqORW9ihLqWZhfD/9r7KvkHcijARXp+Me3tCle5XaGLCIiBYi9b1GsZ5NsRuFkJcZj7xdww305RbTFpVFH7AsV5/yCiVjiom9lqHITAr0dSUq1kG6+lHg5kpRJoM+Npx061vKma11vSvo58sXyRLYdTr/+SfeZe6IAsslkokGDhkRFRdrsX7tmNa6uLtSqXRsAH28f9uyOISEhIc99Hz9+jC1b/sHB4cZuwD/WraNy5SpGIudyrVq14ciRw8TFxlKyZEk8PNzZtTP7L57R0dF4enqyM/rSD6Po6GjCwsMBOHbsGCM+HE69+hGMG/cRz7/wIv/8s5np021rEcyfP5+KYWGMGTOWWrVq88Xnn5NyxQiki06dOsXf69cTFhZ23euaO3cOz/TuxeuvDWT+/HlYLJbrnjNv3m84OTnz8CPNrtsW4ExyMhs2/E3Z0NBrtjt37hyJiYnGV1LS6Tz1LyIit063oJrMP7KdVEsGAC4Ojoyu2prXtv6K2Zp1nbNFRERuTsbaXzgzvCvJ73XCqUZTHErlz6wHuT1mbUim7WcHaflxHM0rexJWzDm/Q7rr3BMjcwAaN2nCggXz2R0TQ7ny5QGIjIwkIqKBMWKlQ4eOjBkzigH9+1KsWHHKV6hArVq1qFGjpk1fGzb8TY/u3cjKyiIzMwM7OztefPHlG4onPv4oVapUzfVYiRIlADgaf5TgkBAqVgxjx47t1KxVi+joHTRr1pz58+dxOikJk6MjcXFxRqLl11/m0rDRQ7Ro8RgAAYGB9OjRk3HjxtCzZy/s7OyA7GlUF+sAde7chYULF7Jv716qPfCAEccnn3zExg0byMjIoGbNWvR5tu81r6lFi8cIKV0aDw8PYnbtYubMGSSfPk33Hk9d9Zz9+/ezeNEiRo0afc2+Fy9axO/LlgFW0tPTCQoKvu5rvmDBfGbP+tnY9vHxZuKkb695joiIXN2R88n4O7njbG8yRueUdPPl9+O7cm3v6uBI6+JV6PrnNGNfkJsvga5eTK3THQB3kxNuDk7Ma9CHVmsm3v6LEBGRu1ZW0nHsPH3B5ATm7D8C2PsHkrlt9U33aU06jnnPPzhVf5jzB3P//0rujPjkTPzcHXAy2ZFxYXROcV9HInem3nSfx5LNbDxwnkcrexJ9VKNzLnfPJHNKlixF2bKhREaupFz58hw4sJ+4uFj6DxhgtPHz92fEyNHEHjhA9M5odkZHM3bMaBo0aEj/Ac8Z7apUqUrv3s+Qlp7OwgXzsbO3p179+rc8ZtOF0T5hYWGsWrUKgOjoHfTt25+YmBiio6NxcnLC3d2NUqWyp4PFxcUSFxfHqqgoox+rNYuMjAxOnz6N74WpSqVKlTKOOzk74+7uRvKZZJvn79XzaTp27ET80XhmzPiB77//jt69n7lqvC2faGU8DgoKxuToyKSJE+ncpSsmk4ke3bsZxxs0bMjTT/fm888+ofczz1x3alajRo1o06YtAKeTk/ll7hxGjhzBBx8Mx97BIfd4Wj5hJKyyXwfNoxQR+S+SMs7x96k4ugTVYOqB9VTyDqSsZyGiTuzNtX2rYpWJSz3FtuSjxr6YlBM8sPRSAr9DiWo8UbySVrMSERGsqcmY927BuX7r7ALIJcvjEBBMZvRfN9SPfUAIWccOAGDn7oVjxTqkLfvudoQsN+D0uSw2xZ2nQ00vZvyVTMVizoQUdmLdnhtL5pQp4sS+E9nJPm9Xe+qVdWPymqTbEXKBds8kcyB7dM70H77n6ad7ExkZSXBwCCEhOac5BYeEEBwSwmOPPc7aNWv47LNPaN+hA0WLZs/VdHZ2JiAwEIB+/Qfw2sBXWbliOU0uSxxcT0BAIIcPH8712MX9RQOKAhAWFs60adM4evQoCQkJlC1blrCwMKJ3RuPk6EiFihWNETdpaWk0b/6oTc2bi7y8Lq0WYroiAWJnZ4c1y3a4u4+vLz6+vhQvXgIPDw+GDRtC+/Yd8ryCVGhoKBaLmYSEBAICAhgzZqxxzNXNjaSkJI4cOcLHH40z9l9MuHR+siPjx39lFKx2c3c3XvOAwED69etPnz7/Y/v27VSpmvsIJzc3N5vVtywWc67tREQk7976dwFjq7WhZ3BtLNYsXtw8h/OWTLoF1aSoiycfxVya0twlqAYzDm7Kx2hFRKSgOffjaNy6D8G5UQewWEid9g5kpOEU0RZ770KkLZwEgHuvdzGVqYadlx8ez44Gs5nk4V0g7RyurfvjUKgYVosZsCN9/SIyNi7L1+uSbO//doL32xWl84M+WLKsvDnrGOczrXSs5U1hLwfGrzgFwKhOAVQPcsHfw8Rn3QPJtFhp89lBUtOzeKmZP8V9HTFnZS/eM++fMyzamnvJkPvZPZXMqV8/gmlTp7Duj3WsW7uGDh07XfecYsWLA5CelvuQLXt7e9q1b8+0qVOIiGiAk3Pe5urVj4jg888+Zf/+/Tnq5sz77VdKlixpLE9eKigINzdX5s6dQ2hoOUyOjoSFhTN58iRMJkcaNGxonBscHMLhw4eMxMetcrE6uNmc94RIbGws9vb2RhLpypjMZjNjx31ss+/HH2eQkZ7BUz174e3jc9W+7e2zyzllZGbkOR4REfnvDp1L4sk/puTYf+VqVQBt1k66bn+zD29h9uEttyI0ERG5B2QlHuXsp/1z7M9Y+4vNdurUt6/aR+rXr93yuOTWOJJkpvfkIzn2z9pgO0tk0M/HrtrH8z/E3/K47kX3RAHki9zc3KhT50G+mzaNtLQ0GkQ0sDn+zaSJzJ07h5iYXZw8eYLoHTuY/M0kAgMDKX6hjk1uHnywLg4OJpYsXZLnWOrXj6BmzVqMHjWCtWvXcPLkCQ4c2M/48V+ydetW+vW7NP3L3t6eChUqsnbNasIvFDoOLVeO48ePExsbS1hYuNG2des2REfvZMq3k4mNjeXo0aOsX/8X3383LUcMV7Nlyz+sXLmCg3FxnDhxgs2bN/HNpIlUrBiG/4WRMnv37OGlF5/nVGIiALtjYli4cAGxsbEcP36MNWtWM23qFBo1eshmdMzlTCYTpUqVsvlyd3PH1dWVUqVK4XDZ6KGM9HROJyVxOimJ2NhYJk2aiKenJ+XKlc/zdYmIiIiIiIjcD+6pkTmQPdVqzZrV1K1bDw9PT5tjlSpXZuWKFSxZvIizZ8/i7e1NeHglOnV6ySaxcCUHBwdatGjBvN9+pVmz5ri4uFw3Djs7O155dSALFsxnzuzZHD9+DLPZjKenF2PGjDVGBF0UFh7Opk0bjcSNo6MjZcuGEht7gODgYKNdcEgIb7/zLj/9OIOhQ97C3t6egIAAGjV6KM+vkZOjEytXrOC7aVPJzDRTqJA/tWvXsVnWPT0jnaNHj2K+sFqVydGRP9atZdbPP2E2mylSpAgtn2hFy8db5vl5r2XZsqUsW7YUAE9PT0qXLsPgIcNspo6JiIiIiIiICNiZzZmqGnuH7I6JYfjw92nR4jE6d+ma3+HccywWs7GEfOjC98jIuv6y6SIiIiIidzsPkxM7Wgw2tpNeagjmzHyMSG4pZzd8x60wNmu8vZdMiz6m3wscHezY9G7Z29L3PTXN6m5Xrnx5hg59GweTiYSEhPwOR0REREREREQKoHtumtXdrmxoKGVDQ/M7DBEREREREREpoDQyR0RERERERESkANHIHLknOdnr1hYRERGRe4Pjlb/bmhzzJxC5Pa54P51MdvkUiNxqt/O9VAFkuWdcXgBZRERERERE5F6laVYiIiIiIiIiIgWIkjkiIiIiIiIiIgWIkjlyTzkWf5iMjPT8DkPktrNYzByLP4zFYs7vUERuK93rcj/R/S73C93rcj+5Xfe5kjkiIiIiIiIiIgWIkjkiIiIiIiIiIgWIkjkiIiIiIiIiIgWIkjkiIiIiIiIiIgWIkjkiIiIiIiIiIgWIkjkiIiIiIiIiIgWIndmcac3vIERuBYvFjIODKb/DEBEREREREbmtNDJHRERERERERKQAUTJHRERERERERKQA0ZwUuSeFL/6QjCxzfochIiIiInJbuZuc2dJ8kLGdNLApmDPzMSIxOLvhO2qJsVn3/X1kmFXl5H7iZLLjz6FlbkvfSubIPSkjy0xGliW/wxARERERua2crvwDpjlTyZy7hYPt+5BhtpJpUTJHbg1NsxIRERERERERKUCUzBERERERERERKUCUzBERERERERERKUBUM0dERESuqoSrD2OrtaGoiydmaxbvbF/MuoT9Nm0CXbyYXLurse1sb6KsZ2GaRX1JTMoJXir3ED1DahN//ozR5rHVX92xaxARkbuDvV8Abt2HYO9TGCxmzs3+BHPMhhzt3LoNxlS+Bg5+gZwZ+z8ssTuMY86NOuIc0Qb7IqU4v2Ai6b9/fycvQS4o5mPivXZFKeJlwmyxMmrRSdbvO5+j3btti1CnjBvFfBzp/tUh/j2clqNNaFEnZvQtyW//pPDBvBN3Ivx7wg0lc0aO/BCL2cLgIUNzHNu0aSOjR43iy/ETKFSoEEuXLmHZ0qWcOHEck8mRgIAAHn7kEZo2fRiAL7/4nFWrogBwcHDAz8+funXr0unJzjg5Od3QRVgsFhYumE9UVCTHjx/H2dmZsLBwOnbqRFBQ8A31dSulpqby6ScfExcXR0rKGby9valZsxZdunbDzc3tqucN6N+XkydP2uzr2rUbbdq2y9Pz/vHHOj75+CPq1HmQVwe+Zux/5+1hREdn/yC0s7PDy8ubylWq0LNnL7y9vfMUj52dPb6+PtSsVZsePZ7C2dk5TzGJiEjB9GGVJ1hybCdTD6ynsncxptXpTr0VH5NmuVTUMT7tjE1y5smS1ekZUpuYlEu/kC06Gs3gbQvuaOwiInJ3cesyiMytq0hfNQuHUhXw6PcRycPaQma6TbuMvxdzfsFEPF/5Okcf5v3/krnrb1ya9bxTYUsuhrYuwsros8z4K5mwYs6M71mMR8fGkpZpW+B5wZYUvlyeyLQ+JXPtx9lkxzttivL7jrN3Iux7yg0lc5o0bsq4cWM5lZiIn7+/zbHIyJVUqVKZQoUKsXz570z/4Xt6936GimFhpKels3//Ps6kpNicU71GDfo+2w9LVhaHDx9iwvgvwc6O7t175Dkmq9XKR+PGsnfvXnr0eIryFcqTknKWJUsWM2TwWwwZOozy5SvcyGXeMnZAjZo1ebJzZ7y8vDh+7DiTJ0/im28m8cILL17z3C5du9H4ocbGtoura56eMyEhge+/m0aFChVzPd6sWXM6dOhIltXKiRMnmPzNJCZ+/RWvvT4o1/ZXxpOVlcXhI4eZMH48JpOJXr2ezlNcIiJS8Pg6uVHHP4j/2zATgG3JR9l3NoHGRcqyOH7nVc/rElSD6XEb71SYIiJSANi5e2Mq8wBnJ74BgOXgLizH43AMr0vmliibtuY9m6/aj+VQTPYDa9btClWuw8fNnhrBrrw0PR6A6KPpxJ7MJCLUneXRtkmZDQdyjta53KuPFmLupmSKeJnw99DEoRtxQ69W9Ro18PLyZPXqVTajRM6cOcOmjZt4/vkXANi8eRP16kfwUOMmRptSQUE5+nM0OeLj6wuAv78/9erVZ9u/W4G8J3PWrVvLxo0bGDFyNKVLlwagcOEi9O8/gLNnU/hqwgQ++vgTDh06xGsDX2Xyt1Pw8PDgVGIiffv2oUnTh+nbtx8AU6d8S2JiojGaZefOaGZM/4H9+w/g7e1FvXr1ebJzFxwdHYHsESuPPNKMw4cPs379enx8vOne4ynq1HkQADd3d5o3f9SItXDhIjzSrDkLF1z/L5OuLi7Ga5NXWVlZfPnFZ7Rv34GYmBjS0nIOYXNydjb69fPzo2nTpsyb99sNxePn70/devXYt3evcTw+/ijfTZvG3r17SE9Pp2TJUvTo8RQVKmYnlaxWK7N+/onIyJUkJyfj5eVFw0YP0bVrNwAyMjL4ceYM1q1by7lz5wkODqLHU70oV67cDb0GIiJy6xR39SYxI5X0y5a9PXQuieKuPlc9p6JXUUI9C/Pr4X9t9jcLqEB135Kct2TwfdwGfrniuIiI3NvsfYtiPZtkMwonKzEee7+AfIxKbkagtyNJqRbSzZdG4RxJyiTQ58aSMY3Ku1PU28SHC07Sr4nfrQ7znndDBZBNJhMNGjQkKirSZv/aNatxdXWhVu3aAPh4+7BndwwJCQl57vv48WNs2fIPDg43dgP8sW4dlStXMRI5l2vVqg1HjhwmLjaWkiVL4uHhzq6d2X9JjI6OxtPTk53R0Ub76OhowsLDATh27BgjPhxOvfoRjBv3Ec+/8CL//LOZ6dN/sHmO+fPnUzEsjDFjxlKrVm2++PxzUq4YgXTRqVOn+Hv9esLCwq57XXPnzuGZ3r14/bWBzJ8/D4vFct1z5s37DScnZx5+pNl12wKcSU5mw4a/KRsamqf2FyWcPMnWLVsIvey88+fTqFGjBkOHvcPIUWMoX748I0Z8yJkz2fUR1v/1FwsXLqTPs3357LMveOWVgRQrVsw4/9tvJ7N3715efmUgY8aOo9oD1fng/Xc5lZh41TjOnTtHYmKi8ZWUdPqGrkNERG69bkE1mX9kO6mWDGPfjLiN1F/xMS1WT2Dgll95tXwTmhRRsl5EROR+5efuwIvN/Hn3V9XIuVk3PI6pcZMmLFgwn90xMZQrXx6AyMhIIiIaGCNWOnToyJgxoxjQvy/FihWnfIUK1KpVixo1atr0tWHD3/To3o2srCwyMzOws7PjxRdfvqF44uOPUqVK1VyPlShRAoCj8UcJDgmhYsUwduzYTs1atYiO3kGzZs2ZP38ep5OSMDk6EhcXZyRafv1lLg0bPUSLFo8BEBAYSI8ePRk3bgw9e/bCzs4OyJ5GdbEOUOfOXVi4cCH79u6l2gMPGHF88slHbNywgYyMDGrWrEWfZ/te85patHiMkNKl8fDwIGbXLmbOnEHy6dN07/HUVc/Zv38/ixctYtSo0dfse/GiRfy+bBlgJT09naCg4Dy95t99N43p06cb71WlSpXp9GRn43jp0qVtEmpP9ezF+vV/sWXLPzRs2IiEhJP4+PhQuXIVTCYThQoXNu6fhJMnWRUVyYSvJuLj4wNA+/Yd2LxpI2vWrqF16za5xrRgwXxmz/rZ2Pbx8WbipG+vey0iIpI3R84n4+/kjrO9yRidU9LNl9+P78q1vauDI62LV6Hrn9Ns9p9IvzTken9qIkvid1LHP4iVJ3bfvuBFROSukpV0HDtPXzA5gTk74W/vH0jmttX5HJncqPjkTPzcHXAy2ZFxYXROcV9HInem5rmP8OLO+Lk7ML1vdi0dTxd7HOzt8Pdw4OUZ8bcl7nvNDSdzSpYsRdmyoURGrqRc+fIcOLCfuLhY+g8YYLTx8/dnxMjRxB44QPTOaHZGRzN2zGgaNGhI/wHPGe2qVKlK797PkJaezsIF87Gzt6de/fq35souY7ow2icsLIxVq1YBEB29g759+xMTE0N0dDROTk64u7tRqlT2dLC4uFji4uJYFRVl9GO1ZpGRkcHp06fxvTDlqFSpUsZxJ2dn3N3dSD6TbPP8vXo+TceOnYg/Gs+MGT/w/fff0bv3M1eNt+UTrYzHQUHBmBwdmTRxIp27dMVkMtGjezfjeIOGDXn66d58/tkn9H7mmetOzWrUqBFt2rQF4HRyMr/MncPIkSP44IPh2Ds45Oi7T59nAWjTth0NGzTEipXEhERmzpzO5599akxJSzt/np9//onNmzdx+vRpLJbs1+ri6KwHH6zLggXzef65ATzwwANUr16D6jVqYG9vz8GDB7FYLDz/3ACbWDMzM65ZwLplyyeMRBpkT+USEZFbJynjHH+fiqNLUA2mHlhPJe9AynoWIurE3lzbtypWmbjUU2xLPmqzP9DFi/i07JGa/k7uPFSkLB/HRN3u8EVE5C5iTU3GvHcLzvVbZxdALlkeh4BgMqP/yu/Q5AadPpfFprjzdKjpxYy/kqlYzJmQwk6s25P3ZM6a3ed4aOQBY7tfEz/8PUxazeoG3FSFocZNmjD9h+95+uneREZGEhwcQkhIzmlOwSEhBIeE8Nhjj7N2zRo+++wT2nfoQNGi2fMinZ2dCQgMBKBf/wG8NvBVVq5YTpPLPqBfT0BAIIcPH8712MX9RQOKAhAWFs60adM4evQoCQkJlC1blrCwMKJ3RuPk6EiFihWNETdpaWk0b/6oTc2bi7y8vIzHJgcHm2N2dnZYs2yLcfn4+uLj60vx4iXw8PBg2LAhtG/f4ZorSF0uNDQUi8VMQkICAQEBjBkz1jjm6uZGUlISR44c4eOPxhn7LyY2Oj/ZkfHjvzIKVru5uxuveUBgIP369adPn/+xfft2qlStmqNv45o9PY3zAgOL0dO5N0MGv0l8/FECA4vx3fffsX3bv3Tv8RQBRQNwcnJixIjhmM3Zf8ktVLgwn372BVu3buHff/9lwoTxlC4dwluDh5KWloaDg4nRY8Zgh53NtbteY9UvNzc3m1XBLBbzVduKiMjNeevfBYyt1oaewbWxWLN4cfMczlsy6RZUk6IunnwUc2nqdZegGsw4uClHH+9UakGIuz9maxb2dnbMPLiZhfE7crQTEZF727kfR+PWfQjOjTqAxULqtHcgIw2niLbYexcibeEkANx7vYupTDXsvPzweHY0mM0kD+8CaedwbtQRl4e7Y+fmCVkWXBp2IHXGh5h3rs/fi7vPvP/bCd5vV5TOD/pgybLy5qxjnM+00rGWN4W9HBi/4hQAozoFUD3IBX8PE591DyTTYqXNZwdJTVcB6//qppI59etHMG3qFNb9sY51a9fQoWOn655TrHhxANLT0nM9bm9vT7v27Zk2dQoREQ1wyuOS1/UjIvj8s0/Zv39/jro58377lZIlSxqjO0oFBeHm5srcuXMIDS2HydGRsLBwJk+ehMnkSIOGDY1zg4NDOHz4kJHAuFWsZCdZLiY58iI2NhZ7e3sjiXRlTGazmbHjPrbZ9+OPM8hIz+Cpnr3wvjB1KTf29tllkzIyM3Lt+3rnZWZkL00bs2sXjZs0pXbtOgCcPXuWxCvq3Tg7O1O7dh1q165Do0aNGPzWmyQmJBAcHIzFYiblTIox9UpERO4Oh84l8eQfU3Lsz221qjZrJ+Xax7Mbf7rlcYmISMGTlXiUs5/2z7E/Y+0vNtupU9++ah/pq2aRvmrWLY9NbsyRJDO9Jx/JsX/WBttZKoN+Ppan/iasPHVL4rqf3FQyx83NjTp1HuS7adPIyEinQUQDm+PfTJqIn78/4eHh+Pn5cfLESaZP/4HAwECKX6hjk5sHH6zLD99/z5KlS2jVqnWeYqlfP4I///iD0aNG0L3HU5QvX56zZ8+yePFitm7dyrvvvme0tbe3p0KFiqxds5oOHToCEFquHMePHycz08yzF1a1Amjdug2DB7/FlG8n07hJU5ycnDh06CC7Y2Lo8VTPPMW2Zcs/nDp1irJlyuLi6srhw4eY/sP3VKwYhv+FkTJ79+zhiy8+Y9iwd/Dz92d3TAx79u4hPLwSrq4u7N69m2lTp9Co0UM2o1AuZzKZbKZ7Abi7ueNg75Bjf0Z6OqeTkoDsaVZzZs/C09OTcuWunUQ5n5bG6aQkrEBiQgI//PA9AQEBxvsZGBjI+r/+4oEHqmO1ZjFj+nQj4QMQFbmSLKuV0NBQHB2dWLduHe7u7nj7+ODo6Ei9evX5/PNP6fFUT4KDgkk+k8zWLVsICws3ilKLiIiIiIiIyE0mcyB7qtWaNaupW7ceHp6eNscqVa7MyhUrWLJ4EWfPnsXb25vw8Ep06vQSDldMS7qcg4MDLVq0YN5vv9KsWXNcXFyuG4ednR2vvDqQBQvmM2f2bI4fP4bZbMbT04sxY8YaI4IuCgsPZ9OmjYSFZScIHB0dKVs2lNjYAwQHBxvtgkNCePudd/npxxkMHfIW9vb2BAQE0KjRQ3l+jZwcnVi5YgXfTZtKZqaZQoX8qV27js2y7ukZ6Rw9ehTzhdWqTI6O/LFuLbN+/gmz2UyRIkVo+UQrWj7eMs/Pey3Lli1l2bKlAHh6elK6dBkGDxlmM3UsNzNnTGfmjOnY2dnh5eVNxYoV6du3n/F+PtWzFxPGf8GQwW/i7e1Nu/YdbFb1cnN359dffmHa1ClYrVaCg0N44823jKLZzz33PLNnz2La1CmcOpWEt7cX5cqXp35ExC25bhEREREREZF7hZ3ZnHnPVY3dHRPD8OHv06LFY3Tu0jW/w5E7xGIxG0vbhy58j4ys6y/nLiIiIiJSkHmYnNjRYrCxnfRSQzBn5mNEYnB2w3fcCmOzxtt7ybTccx+/5RocHezY9G7Z29K3/fWbFDzlypdn6NC3cTCZjNWURERERERERETuBTc9zepuVzY0lLKhofkdhoiIiIiIiIjILXVPjswREREREREREblX3bMjc+T+5mSvW1tERERE7n2OV/7ea3LMn0AkpyveCyeTXT4FIvnldr7n92QBZLk/XV4AWURERERERORepWlWIiIiIiIiIiIFiJI5IiIiIiIiIiIFiJI5ck85Fn+YjIz0/A5D5LazWMwciz+MxWLO71BEbivd63I/0f0u9wvd63I/uV33uZI5IiIiIiIiIiIFiJI5IiIiIiIiIiIFiJI5IiIiIiIiIiIFiJI5IiIiIiIiIiIFiJI5IiIiIiIiIiIFiJI5IiIiIiIiIiIFiJ3ZnGnN7yBEbgWLxYyDgym/wxARERERERG5rTQyR0RERERERESkAFEyR0RERERERESkANGcFLknhS/+kIwsc36HISL3EHeTM1uaDzK2kwY2BXNmPkYkIiJymzm74TtqibFZ9/19ZJhVpUMkr5xMdvw5tMxt6VvJHLknZWSZyciy5HcYInIPcboyQWzOVDJHRETubQ62/89lmK1kWpTMEbkbaJqViIiIiIiIiEgBomSOiIiIiIiIiEgBomSOiIiIiIiIiEgBomSOiIiIiIiIiEgBogLIInLPKeHqw9hqbSjq4onZmsU72xezLmF/jnbfP9iDws4eZFmtZGZZGBuzkjUn9wHgZO/A8MpPUMc/KLtt7AYm7f/jjl6HiMj9wN4vALfuQ7D3KQwWM+dmf4I5ZsNV2zvVb4N7l0GcnTKUzE3LAXAoVgbXTgOxc3HDzuRM5rY1nJ83Hqwq1CoiBVMxHxPvtStKES8TZouVUYtOsn7feZs2hT0deK9tUYr7OpJutpKYambE/JPEJWYXrn63bREeKOVKutmKOcvKlysSWbv7XH5cjtwGd30y58svPictLY1XB76W6/G5c2azefNmYmMP4OzszORvp97U85w5c4ZZP//Exo0bOH06GR8fb2rWrEXHTk/i5eX1H67gv1m//i+WLV1KbGwsZnMmpUqVomPHJ6lStepVzzlx4gTPDeiXY/8Hw0dQrly5HPvnz5/H3Dmz+XriNzg5OdkcS0lJ4dk+/6Nf/wE0aNCQTh3bM+iNN6lRo2ae4p89exbr1q4hISEBk8lE6dKl6dylK6Ghl+Lo1LG98djBwQE/P38aNGxIp05PYm+vwWNy4z6s8gRLju1k6oH1VPYuxrQ63am34mPSLLYrMgzYOIsz5jQAwr0C+Ll+b6ouGYnZmsX/StfDw+REw5Wf4uXowqKGfdl46iD/nD6cH5ckInLPcusyiMytq0hfNQuHUhXw6PcRycPaQmZ6jrb2RYNwfvAxzAe22ex37TSQjPWLyPhzPjg64/XWD2Tu2YQ5+q87dRkiIrfU0NZFWBl9lhl/JRNWzJnxPYvx6NhY0jIvJaktWTBp1Sk2x2X/Ptutrg8ftC9Kj4nZv69G7kzl/d9OYM6CioHOfPu/EjQbc4CUtKx8uSa5tQr8J2Wz2cyDdevSrFnzm+4jJSWFwW+9yYEDBxgw4Hk+//wLBjz3PAcOHGDwW2+SkpJyCyO+MTujo6lStSpvvjWYkaNGUzEsnJEjPyQuLva6577zzntMnPiN8VW6dOlc2zVs2Ii0tHQ2bPg7x7G1a9fg5OREndp1bir+gIAAnn76GcaO+4j33v+AwkWKMvyD93O8ps89/wITJ37D51+Mp2fPXixetIglixfd1HPK/c3XyY06/kHMjNsEwLbko+w7m0DjImVztL2YyAHwdnQly2rFDjsAWhevzHex2d8TZzLT+OXwv7QpUeUOXIGIyP3Dzt0bU5kHSP9jHgCWg7uwHI/DMbxuzsYOJty7DyZ15iis5swrDlqxc/PM7tPJBezssCYn3OboRURuDx83e2oEuzJn4xkAoo+mE3syk4hQd5t2p1ItRiIH4J+48xTzdTS2o3alYr6Qt9l1LB2r1Yq/h8PtvwC5I+76kTnX0+nJzgBERa686T5mzphORkYGQ4e9jbOzMwCFChdm6LByvPD8c8ycOYM+fZ5lyeJFrFy5ktFjxgKwZs1qPv/sU55/4UUaNGgIwGsDX6Vp06Y82uIxAJYv/5358+aRkHCSIkWK0qp1axo3bgJcGkEzcODrLFgwn/3791GqVBD9+w+gRMmSAPR6urdNrF27dmPjhr/ZtGkTQUHB17wuD09PfHx9r3v93t7eVK9enajISOrXj7A5FhW5kvr1I3C68LrcqIiIBjbbTz3Vk5UrlnPo4EHCwsON/e7u7kashQoVYs2a1ew/cOCafZ87d47z5y8NNbRarRQqVOim4pR7R3FXbxIzUknPMhv7Dp1LorirT67tR1VpRf3CpfE0OdN3449kWi1GP4fPJ9v00Sygwm2NXUTkfmPvWxTr2SSbUThZifHY+wXkaOvaqh8Z/6wk6+i+HMfOzRiBx/+NwuWhJ7Fz9+b8om+wHNl7W2MXEbldAr0dSUq1kG6+NArnSFImgT7X/vjeo74PK3aczfVYuxpexJ82E5twZTJcCqoCPzLnv8rKyuLPP/+g+aOPGomci5ydnWnevDl//vEHVquVsLBw4uLiSE1NBSB6xw48PT3ZGR0NwNmzZzl48CBhYdlJijVrVjN71s90696djz/+lI6dOjF1yrc5RsD89NNM2nfowKjRY3B2dmLChPHXjPf8+TQ8PDyue20jPhzO//2vN8OGDmHzpk3XbNu4SRP+/fdfTiUmGvtiY2M5cOAAjZs0ve5z5YU5M5Ply3/H3d2DUqVKXbXd4UOH2L07htDQ0Gv2t2DBfPr17WN8vfXm67ckTrm/DPp3HhErPuHZjT8xOKw5HqabS1yKiMjtYypfC4fioaSv/DHX4y4P9yAt8keSh7Ym+e22ONdpgSm83h2OUkQk/7zwiD/FfBz5aGnOUYkNy7vT5yE/Xv0xPh8ik9ulwI/M+a/OnDlDamoqJYqXyPV4iRIlSU09y5kzZyhZqhQeHu7sjI6mZq1aREdH0/KJVqyKigRg585oPDzcKXkhUfHzTz/Rs9fT1L4wRalI0aIc2L+f5b8vo1at2sZztGrdhqpVqwHQpm07hn/wPhkZGTnq1wAsmD+PjIx0Hnwwl+HHF7i4uPDUUz0pX6ECdnb2/PXXn4waNYJBb7xJ9eo1cj3ngQeq4+3txarVq2jbth2QPSqnZMlSlC2bc3rKjdi0aSOffPwxGRnp+Pj4MnToMDw8PW3afDRuHPb29mRlWcjMzCQiosF1p861bPkETZs+bGxbVeRQgCPnk/F3csfZ3mSMzinp5svvx3dd87y/EmOxWLOo7VeKlSf2cPR8MiVcvTl0Lsno48hlI3VEROS/y0o6jp2nL5icwJwBgL1/IJnbVtu0M5WviUNgMF7vzs1u4+WHQ0AIab4BZPw5D6cHH+fcj6MAsKYkkbnjTxzL1cC8Q4XrRaTgiU/OxM/dASeTHRkXRucU93Ukcmdqru1fbOZP9SBX+k07YlNTB+ChCu682bIw/aYd1aice8x9n8zJKwcHB+zs7KhQoSLR0TsoW7Ysp04l0uLRFsyZPYvTp08TvWMHFSpUxM7OjrS0NI4fP8aXX3zO+C+/NPqxWMwULlzEpu/LR6n4+mRPNTqTnEyhwoVt2q1du4ZZs2YxaNAb1yzK7OXlRcsnWhnbZcuW5XRSEvPn/Ub16jXYuTOaD4cPN473efZZGjRoSMNGDxEVGUnbtu0wm82sWbOGtu3a5en1WbNmNRO//trYfmvwYCpWDAMgPLwSY8aM5UxKCiuW/87HH49j+Icjba7h6d69qRReiaysLI4dO8a0aVP5/vvveOqpnld9Tjc3N9zc3Ixti8V81bZy/0jKOMffp+LoElSDqQfWU8k7kLKehYg6YTvc3svkgqvJkeNp2fWbwr0CCHL3Y0/KSQB+O7KNp4Jr82diLF6OLrQtUYUXN8+549cjInIvs6YmY967Bef6rbMLIJcsj0NAMJlXFC5OmzeBtHkTjG2PF78kfe0v2atZ2dljPX8Wx7C6ZG5fC06umMrXJD3q5zt9OSIit8Tpc1lsijtPh5pezPgrmYrFnAkp7MS6PTmTOa8+WohKJVzoO+0I5zNsEzkPh3kw8LFCPDv1iBI596D7Ppnj5eWFu7s7hw8fonadnEV+Dx8+hIeHhzGtKSw8nDWrV1M2NJTQ0HK4uLoSGlqOnTujiY6OpmGjRgCkpWUXourf/7kchYcdTLZFpxwcLnsb7LKLr2ZdMcrkj3Xr+GrCeF55dSCVKle+4essGxrKjh3bAShTugxjLtT9AfD28QGgSeMmzPvtV2JidnH69GnOnTtHwwu1gK6nZs1ahJa9NC3Kz8/PeOzi4kJAYCABgYGUK1eOF54fQFTkSlq1bmO08fX1JSAwEIBixYtzPu08n3/2KZ2f7HzT9Xrk/vXWvwsYW60NPYNrY7Fm8eLmOZy3ZNItqCZFXTz5KCYST0dnxtfohKuDI2ZrFukWMy9tnsOh86cB+Gb/n3xY5QlWN3kRO7KXJt+UdChfr0tE5F507sfRuHUfgnOjDmCxkDrtHchIwymiLfbehUhbOOnaHVizSJ38Fq6t++PSsg92Jkcyt60hY70WUhCRguv9307wfruidH7QB0uWlTdnHeN8ppWOtbwp7OXA+BWnqFbKhZ4RvsSezGDa/5U0zu08/iBZVhj1ZACnUi2MfjLwsn6Ps+1wztUCpeC575M59vb21K1bj6VLl/J4yyds6uakp6ezdOkSm6LAYWFhfP/dNDZu3EhYWPbIk7DwcDZs2EBsbCx9+2UvCe7j44Ovry/HTxynXv36/ynGtWvXMGH8eF56+eWrTpO6ntjYWHwujPpxcnY2EieXK1a8OOXLlycqMpKk00nUqFkDL2/vPPXv6uqKq6trntparZBpvvYomuwpV1mYLRZyTjYTubZD55J48o8pOfZPj9toPD5yPpnWa6/+ASE9y8yrW365LfGJiMglWYlHOftp/xz7M9Ze/Wfw2U8H2Gybd28iZcwztzw2EZH8ciTJTO/JR3Lsn7Xh0rT/LQfTqDJkz1X7qPG2CsHfywpEMufcuXPEXrGykZeXF37+/iScPMnZs2dJSEggKyvLaFeiRAlMjo65dZdD5y5d2bZtG++/9y6du3QhICCQY8fi+enHmTg7O/Nk5y5G26CgYFxcXPhj3VqGvf0OAOFh4cyZPQtXVxebFabad+jI9999h6uLC1WqViMzM4M9u3eTlZVFs+aP5im2tWvW8OWXn9Pr6d6Elg3ldFJ2/Q4nJyfc3LOXpluyeBF///23EU9UVCQmk4mQkBAA1q9fT+TKlQwYMCDX57hc48ZNmDp1CpmZmbz22qBc25w4cSLH+1GsWLEcI2gyMjKYPetnataqja+vDykpZ1m2bCmnTiVSp86DNm1TU1M5nZREltXKsfh4Zs+aRVhYuM00KhEREREREREpIMmcbdv+5fXXB9rse+yxx+n1dG9++ulHVq2KMvZfbPfFlxMoUsS2Ns3VeHl5MXz4h8ya9TNffP4ZSUmnsVqzqFixIiNGjsb9QtIEskeMVKhYkW3/biM0tByQPYXJwcGBChUrYm9/aYGwZs2a4+LszPz58/juu2m4uroSFBRMq9at83zty5f/jsViYfI3k5j8zaVRBI0aPcSA554H4ExKCsePH7M5b87s2SQknMTe3oESJYrzyquv5kig5KZevfpMmTIFLy9vqlWrlmubKd9OzrFv9OixBF9IHl1kb2fH0fijjBs7hjNnzuDp6UHZsqG8+94HlChhW3D6i88/A8DOzh5fXx+qVq1Gl67drhuviIiIiIiIyP3GzmzO1BJAuViyeBHffTeNga+9ftNTm+TOsljMRv2h0IXvkZFlyeeIRORe4mFyYkeLwcZ20ksNwaxigiIicg9zdsN33Apjs8bbe8m06OOjSF45Otix6d3/tjr01RSIkTn54dEWj+Hl7c2hQ4eoUrlKnqdsiYiIiIiIiIjcTkrmXEO9ev+tcLGIiIiIiIiIyK1mf/0mIiIiIiIiIiJyt9DIHLknOdnr1haRW8vxyp8rJk2/FRGRe9wV/9c5mezyKRCRgul2fs+oALLcMy4vgCwiIiIiIiJyr9I0KxERERERERGRAkTJHBERERERERGRAkTJHLmnHIs/TEZGen6HIXLbWSxmjsUfxmIx53coIreV7nW5n+h+l/uF7nW5n9yu+1zJHBERERERERGRAkTJHBERERERERGRAkTJHBERERERERGRAkTJHBERERERERGRAkTJHBERERERERGRAsTObM605ncQIreCxWLGwcGU32GIiIiIiIiI3FYamSMiIiIiIiIiUoAomSMiIiIiIiIiUoBoTorck8IXf0hGljm/wxARuePcTc5saT7I2E4a2BTMmfkYkYiI3Hec3fAdtcTYrPv+PjLMqu4h9x8nkx1/Di1zW/pWMkfuSRlZZjKyLPkdhojIHed0ZSLbnKlkjoiI3FkOtv/vZJitZFqUzBG5lTTNSkRERERERESkAFEyR0RERERERESkAFEyR0RERERERESkAFEyR0RERERERESkAFEBZBGRPCjh6sPYam0o6uKJ2ZrFO9sXsy5hf4523z/Yg8LOHmRZrWRmWRgbs5I1J/cB8FK5h+gZUpv482eM9o+t/uqOXYOIyP3O3i8At+5DsPcpDBYz52Z/gjlmw1XbO9Vvg3uXQZydMpTMTcsBcOs+BMeKtclKSQLAmpzA2Qmv3pH4RUQAivmYeK9dUYp4mTBbrIxadJL1+87btCns6cB7bYtS3NeRdLOVxFQzI+afJC4xuzh11we96VDLm+BCTnyxIpFvVyflx6XIf3DXJ3O+/OJz0tLSeHXga7kenztnNps3byY29gDOzs5M/nbqTT3PmTNnmPXzT2zcuIHTp5Px8fGmZs1adOz0JF5eXv/hCv6b9ev/YtnSpcTGxmI2Z1KqVCk6dnySKlWrXvWcEydO8NyAfjn2fzB8BOXKlcuxf/78ecydM5uvJ36Dk5OTzbGUlBSe7fM/+vUfQIMGDenUsT2D3niTGjVq5in+Th3b57q/e/cetGrdJkcbBwcH/Pz8adCwIZ06PYm9vQaPyd3hwypPsOTYTqYeWE9l72JMq9Odeis+Js1iu1rDgI2zOGNOAyDcK4Cf6/em6pKRmK1ZACw6Gs3gbQvuePwiIgJuXQaRuXUV6atm4VCqAh79PiJ5WFvITM/R1r5oEM4PPob5wLYcx9KiZpH++/d3ImQRkRyGti7CyuizzPgrmbBizozvWYxHx8aSlnlpxTBLFkxadYrNcdm/l3ar68MH7YvSY+JhAP45mMYfe8/xf4388uUa5L+765M512M2m3mwbl3KlSvHqlVRN9VHSkoKg996E29vbwYMeJ6AgACOHT/GjzNnMvitN/lwxEg8PT1vbeB5tDM6mipVq9Klazfc3d2IjIxk5MgPGTFyFEFBwdc895133qNYsWLGtsdVrqFhw0bMmD6dDRv+pn79CJtja9euwcnJiTq169xU/BMnfmOz/c+Wf/hqwnjqPPigzf7nnn+BKpWrYLZY2L9vH19++QVenp489njLm3pekVvJ18mNOv5B/N+GmQBsSz7KvrMJNC5SlsXxO23aXkzkAHg7upJltWKH3R2NV0REcrJz98ZU5gHOTnwDAMvBXViOx+EYXpfMLVG2jR1MuHcfTOrMUbh1fOXOBysichU+bvbUCHblpenxAEQfTSf2ZCYRoe4sjz5rtDuVauFUqsXY/ifuPL0b+hrbO49mJ7GztGJ8gVXgkzmdnuwMQFTkypvuY+aM6WRkZDB02Ns4OzsDUKhwYYYOK8cLzz/HzJkz6NPnWZYsXsTKlSsZPWYsAGvWrObzzz7l+RdepEGDhgC8NvBVmjZtyqMtHgNg+fLfmT9vHgkJJylSpCitWremceMmwKURNAMHvs6CBfPZv38fpUoF0b//AEqULAlAr6d728TatWs3Nm74m02bNl03mePh6YmPr+812wB4e3tTvXp1oiIjcyRzoiJXUr9+BE4XXpcbdeXzb9jwN+HhlShaNMBmv7u7u9G2UKFCrFmzmv0HDlyz73PnznH+/KXhhFarlUKFCt1UnCLXUtzVm8SMVNKzzMa+Q+eSKO7qk2v7UVVaUb9waTxNzvTd+COZ1kv/kTYLqEB135Kct2TwfdwGfjn87+0OX0REAHvfoljPJtmMwslKjMfeLyBHW9dW/cj4ZyVZR/fl2pdzg7Y41WyGNTWZtOU/YI7+67bFLSJyuUBvR5JSLaSbL2VhjiRlEuhz7Y/2Per7sGLH2Wu2kYKlwCdz/qusrCz+/PMPnmjV2kjkXOTs7Ezz5s2ZP38+//d/fQgLC2fKlCmkpqbi7u5O9I4deHp6sjM6mgYNGnL27FkOHjxIWFg4kJ3smT3rZ3o/8z+Cg4LZu28vX381AQ8PD2rVqm08z08/zeSpnr0oVKgQ30yayIQJ4xn+4Yirxnv+fBoeHh7XvbYRHw7HbM4kMLAYbdq0pXqNGldt27hJE8aMHs2pxET8/P0BiI2N5f/Zu+/wqKr8j+PvKcmkJxMICSEklAQhQUCqVAu7FAURpQqCsmsD265YsCCCgFhXKa5dYBEhsP4EFVCkS8cCEooCgVBCKCmkTv39ERwcEiC4hJjweT0PzzP33O8993uGISHfnHPuvn37uOfe+y94r7LIysrih++/Z8SIh84bdzAtjd27d3Hb7X3OG/fFFwuZlzzXcxwWFsq77314SXIV+V88uXUBANdWq8PopG70W/sRuY4iPtm/mWm/rsbmclIvsBozrr2TbFshyzJ2V3DGIiLyG/NVrTDVSqDgs8mlni/44h3c2SfA7cIUl0jQ/a+SO+URnId+ucyZioiUzcN/rUZ0mA/3/d+hik5FLqErvpiTk5NDXl4eMbViSj0fE1ObvLxccnJyqB0bS1BQIDtSUmjZqhUpKSn06HkLK1csB2DHjhSCggKpHRsLwNw5cxh61920Pr1EqUZkJPv27mXpN197FXNu6XUrTZs2A+DW3rcx/sVx2Gy2EvvXAHyxcAE2WxHXXtv2nGPy8/NjyJChXNWwIQaDkfXr1zFp0kSefGoUzZuXXtC55prmhIaGsHLVSnr3vg0onpVTu3Ys8fHxF3gXy2blyhX4+fnTuk3JJVuvv/YaRqMRl8uJ3W6nQ4eOdOnS9bz99ejRk86d/+I5drs1R1DKx6GCbKr5BmIxmj2zc2oHWPnm6M7zXrf+RCpOt4vW4bEsy/iFjKIzvw3Zm3eCxUd20KZanIo5IiKXgSvzKIZgK5h9wWEDwFitJvZtq7zizFe1xFSzDiEv/Lc4JiQcU1RdCq1RFC39D+6sY55Y5/4UHHt+xFzvahVzROSyOJJtJzzQhK/ZgO307JxaVh+W78grNf6RLtVoHufPA9MPee2pI5XfFV/MKSuTyYTBYKBhw0akpGwnPj6ekydP0L1bd+bPSyYrK4uU7dtp2LARBoOBwsJCjh5NZ+qUyUybOtXTj9PpICKihlffsaeLPwDWsOKlRjnZ2VSPiPCKW7NmNcnJyTz55FPn3ZQ5JCSEHj1v8RzHx8eTlZnJwgWf07x5C3bsSGHC+PGe8/fedx8dO3ai03XXs2L5cnr3vg2Hw8Hq1avpfdttZXp/Vq9exbvvvOM5fvqZZ2jUKNErZvmyb+nYsWOpRaq7hw2jcVJjXC4X6enpTJ/+MTNnzmDIkKHnvGdAQAABAQGeY6fTcc5Ykf9Fpi2fjSf3MzCuBR/v20Dj0JrEB1dnRcavXnEhZj/8zT4cLTwFFG+AHBcYzi+niv/jX9MvhCOFxU+yquYbyPU14nlj14rLOhYRkSuVOy8bx68/Ymnfq3gD5NpXYYqqg/2sJVKFC96mcMHbnuOgR6ZStOYzz9OsDGE1cGdlAGCsXgtz3aspXDrr8g1ERK5oWfkutuwvoE/LED5Zn02jaAt1I3z57peSxZzHulWncYwf908/RIFNhZyq5oov5oSEhBAYGMjBg2mlzhg5eDCNoKAgz7KmxKQkVq9aRXxCAgkJDfDz9ychoQE7dqSQkpJCp+uuA6CwsHgT1OHDH6RevXpefZrMJu9j0+/+GgzFG6W6zpplsva77/j329P452MjaXz11Rc9zviEBLZv/xmA+vXq88rpfX8AQsPCALjxhhtZ8Pn/sWvXTrKyssjPz6fT6b2ALqRly1YkxCd4jsPDvXdF37EjhcOHD/PoP0p/dKfVaiWqZk0AomvVoqCwgMlvvcmA/gP+8H49IpfS01u/4NVmtzK0TmucbhePfD+fAqedQXEtifQL5vVdywn2sTCtRT/8TT443C6KnA4e/X4+aQVZAIxp3J26gdVwuF0YDQZmH/ieL49sr9iBiYhcQfI/fZmAwc9iua4POJ3kTR8DtkJ8O/TGGFqdwi/fu2AfQX+fgMHXD7fLCW43Bf83BWeqvpaLyOUz7vMMxt0WyYBrw3C63IxKTqfA7qZvq1AiQkxM+/YkzWL9GNrBSuoxG9Pvqe25dsC0A7jcxY8mv7ujlRB/Ew6Xm4FtQnn+swzW/ppfgSOTi3HFF3OMRiNt27ZjyZIl3Nyjp9e+OUVFRSxZsthrU+DExERmzpjO5s2bSUwsnnmSmJTEpk2bSE1N5f4Hih8JHhYWhtVq5WjGUdq1b/8/5bhmzWrenjaNR//xj3Muk7qQ1NRUwk7P+vG1WDyFk9+LrlWLq666ihXLl5OZlUmLli0ICQ0tU//+/v74+/uf8/yyb7+lXr361KlTp0z9FS+5cuFwOik5j0fk8kvLz6T/2o9KtM/av9nz+lBBNr3WnPsHgfs2zymX3EREpGxcJw6T++bwEu22NZ+d85rcN0d4HZ969e+XPC8RkYtxKNPBsA9K7n+TvCnb8/rHA4U0efbcyz8/WZ/NJ+uzz3le/vwqRTEnPz+f1LOebBQSEkJ4tWocP3aM3Nxcjh8/jsvl8sTFxMRg9vEpU/8DBt7Btm3bGDf2BQYMHEhUVE3S048w59PZWCwW+g8Y6ImNi6uDn58fa79bw+jnxwCQlJjE/HnJ+Pv7eT1h6vY+fZk5Ywb+fn40adoMu93GL7t343K56NK1W5lyW7N6NVOnTuauu4eREJ9AVmYmAL6+vgQEBgKweNFXbNy40ZPPihXLMZvN1K1bF4ANGzawfNkyRowYUeo9fu+GG27k448/wm638/jjT5Yak5GRUeLvIzo6+pwzaPLz81m/fh13nmfJVF5eHlmZmbjcbtKPHGFecjKJiUley6hEREREREREpJIUc7Zt28oTT4z0arvpppu56+5hzJnzKStXrvC0/xY3Zerb1KjhvTfNuYSEhDB+/ASSk+cyZfJbZGZm4Xa7aNSoERNfepnA00UTKJ4x0rBRI7Zt3UZCQgOgeAmTyWSiYaNGGI1GT2yXLl3xs1hYuHABM2ZMx9/fn7i4OtzSq1eZx7506Tc4nU4+eP89Pnj/zG/8r7vuekY8WPxUqJxTpzh6NN3ruvnz5nH8+DGMRhMxMbX452OP0abNtRe8X7t27fnoo48ICQmlWbNmpcZ89OEHJdpefvlV6pwuHp1t7XdrcLvddDjrsee/N2XyWwAYDEas1jCaNm3GwDsGXTBfERERERERkSuNweHQltalWbzoK2bMmM7Ix5/4w0ub5PJyOh2e/YcSvhyLzeWs4IxERC6/ILMv27s/4znOfLQTOOwVmJGIiFxxLAFYX/vWc9ji+V+xO/Vjp1x5fEwGtrxwaZ4OfbZKMTOnInTrfhMhoaGkpaXR5OomZV6yJSIiIiIiIiJSnlTMOY927f63jYtFRERERERERC4144VDRERERERERETkz0Izc6RK8jXqoy0iVyafs7/+mbVMWERELrOzvvf4mg0VlIhIxSrPz742QJYq4/cbIIuIiIiIiIhUVVpmJSIiIiIiIiJSiaiYIyIiIiIiIiJSiaiYI1VK+pGD2GxFFZ2GSLlzOh2kHzmI0+mo6FREypU+63Il0eddrhT6rMuVpLw+5yrmiIiIiIiIiIhUIirmiIiIiIiIiIhUIirmiIiIiIiIiIhUIirmiIiIiIiIiIhUIirmiIiIiIiIiIhUIgaHw+6u6CRELgWn04HJZK7oNERERERERETKlWbmiIiIiIiIiIhUIirmiIiIiIiIiIhUIlqTIlVS0qIJ2FyOik5DREQqWKDZwo9dn/QcZ47sDA57BWYkIlLJWAKwTlrsOWw7bg82h3bqECkLX7OBdc/VL5e+VcyRKsnmcmBzOSs6DRERqWC+Zxf2HXYVc0RELobJ+2umzeHG7lQxR6SiaZmViIiIiIiIiEglomKOiIiIiIiIiEglomKOiIiIiIiIiEglomKOiIiIiIiIiEglog2QRUQqkRj/MF5tdiuRfsE43C7G/LyI747vPWf8HXEtmdikJw9uSWbh4Z8BeKVpL1qEx1LkdOBwO3l913KWZ/xyuYYgInLFMIZHETD4WYxhEeB0kD/vXzh2bSoRFzTiXxhCqoHLBU4HBV+8g2PnRs9532tvxq/zHeB2g8FA7ofP4Tpy7q/9IlI1RIeZGXtbJDVCzDicbiZ9dYwNewq8YiKCTYztHUktqw9FDjcn8hxMXHiM/SeKN65+oXcNron1p8jhxuFyM/XbE6zZnV8Rw5FL7Ios5kydMpnCwkIeG/l4qef/O38e33//Pamp+7BYLHzw4cd/6D45OTkkz53D5s2byMrKJiwslJYtW9G3X39CQkL+hxH8b3bt2sl/Zs7g0KFDFBXZiIiozl/+2oUePXqe85qMjAweHPFAifYXx0+kQYMGZbrve+++wzfffM2wYX+jW/ebPO39+t7ueW0ymQgPr0bHTp3o168/RqMmj4n83oQmPVmcvoOP923g6tBoprcZTLtv36DQWfLpPPWDqtM3phnfn0zzav86fSejti7E4XbROLQmc9rdTdtvXifHUXi5hiEickUIGPgk9p9WUrQyGVNsQ4IeeJ3s0b3BXuQVl/fhs7gLcgEwxTQg+NFpZD3RFVxOzInXYrlhAKfeehD3qUzw9QP9/0jkivBcrxosS8nlk/XZJEZbmDY0mm6vplJoP/M0MacL3lt5ku/3F/8/blDbMF68PZI73z0IwPIdeYz7PAOHCxrVtPDh32Po8so+ThW6KmRMculckcWcC3E4HFzbti0NGjRg5coVf6iPU6dO8czTowgNDWXEiIeIiooi/Wg6n86ezTNPj2LCxJcIDg6+tImXkcXiR9eu3YmNi8PPz4/du3bxzjv/xt/fn86d/3Lea8eMGUt0dLTnOKiMY9iyZTO7d+/Gag0v9fyDDz1Mk6ub4HA62btnD1OnTiEkOJibbu5R9oGJVHFW3wDaVIvjnk2zAdiWfZg9uce5oUY8i47s8Ir1MZh4temtPLV1AS80vsnr3DdHd3leb89Ox+12U90SqGKOiMglZAgMxVz/GnLffQoA54GdOI/uxyepLfYfV3jF/lbIATAEBHtm4AD4dRlC4dfTiws5ADZ9rRa5EoQFGGlRx59HZx0BIOVwEanH7HRICGRpypmvGSfznJzMc3qOf9hfwLBOVs/xip15ntc704twu91UCzKpmFMFqKxfin79B9CjR09iY2P/cB+zP5mFzWbjudHP0/jqq6keEUHjxlfz3OjnsdlszJ79CQCLF33FE4+P9Fy3evUq+vW9ndWrV3naHh/5GIsXfeU5Xrr0Gx55+CEG3TGAfzz6CMuXL/Ocy8jIoF/f29m4YQOjn3uWwYMG8vSopziYduY383Xq1KFDx47ExsZSo0YNOnTsSNOmTdm1c+cFxxUUHEyY1er5YzZfuB6YlZXF+++9y0MPPYzZbCo1JjAwkDCrlerVq9O6TRuaNGnC3n37Lti3yJWkln8oJ2x5FLkcnra0/Exq+YeViH2iUWe+PLKdXacyzttn/9jmHCrIZm/eiUudrojIFc1ojcSdm+k1C8d14gjG8KhS4wPuGEXImPkE/m0Cue+NAmfx13pTzfqYqscQ9Mg0gp+cjv8tD4Cx9P9PiUjVUTPUh8w8J0WOM7NwDmXaqRl2/p+/7mwfxrfbc0s9d1uLEI5kOUg9XnJGt1Q+KuaUA5fLxbp1a+narRsWi8XrnMVioWvXrqxbuxa3201iYhL79+8nL6+4YpqyfTvBwcHsSEkBIDc3lwMHDpCYmAQUF3vmJc9l0ODBvPHGm/Tt14+PP/qQTZs2et1nzpzZ3N6nD5NefgWLxZe33552znz37dvLrl27SExMvODYJk4Yzz1/H8bo557l+y1byvR+vD1tCt2730RsXFyZ4g+mpbF79y4SEhLOG5efn8+JEyc8fzIzs8rUv0hV1756PRJDonh/77rzxt1YowEPN+jEA5vnXKbMRETkXPI/mUjOmNvJe/8p/G97CPwCADAYTZhqX0Xu1Ec49fq9mGol4PfXwRWcrYj8GT3812pEh/nw+pLjJc51uiqQe68P57FPj1RAZlIetMyqHOTk5JCXl0dMrZhSz8fE1CYvL5ecnBxqx8YSFBTIjpQUWrZqRUpKCj163sLKFcsB2LEjhaCgQGqfniU0d84cht51N61btwGgRmQk+/buZek3X9OqVWvPPW7pdStNmzYD4NbetzH+xXHYbDZ8fX09Mfffdw85OTk4nS769+/P9TfceM4x+fn5MWTIUK5q2BCDwcj69euYNGkiTz41iubNW5zzusWLvqKwsIgePW8573v2+muvYTQacbmc2O12OnToSJcuXc97zRdfLGRe8lzPcVhYKO++9+F5rxGpzA4VZFPNNxCL0eyZnVM7wMo3R71n1bWvXo+E4AjWdH4UgAhLEA2Ca1DLP4x/71kDwF8jr+KFq29i6Pr/aFaOiEg5cGUexRBsBbMvOGwAGKvVxL5t1Xmvc/zyQ/FeOfWb4di+FufJI9i2LAVH8W/SbT8ux6dJp3LPX0Qq1pFsO+GBJnzNBmynZ+fUsvqwfEdeqfGPdKlG8zh/Hph+yGtPHYDrGwYyqkcED0w/rFk5VYiKORXIZDJhMBho2LARKSnbiY+P5+TJE3Tv1p3585LJysoiZft2GjZshMFgoLCwkKNH05k6ZTLTpk719ON0OoiIqOHV9++XiFnDitdM5mRnUz0iwtM+duyLFBYWsvuX3Xwy6z9E1axJu3btS801JCTEqyATHx9PVmYmCxd8TvPmLdixI4UJ48d7zt97333Uq1eP+fPnMX7CSxfcyPjuYcNonNQYl8tFeno606d/zMyZMxgyZOg5r+nRo6fXHj9ut/ucsSJVQaYtn40n9zMwrgUf79tA49CaxAdXZ0XGr15xL+9cyss7l3qOP217F7P2b/Y8zap7zUY8m9iNO9fPZE9uyd/ciIjI/86dl43j1x+xtO9VvAFy7aswRdXBnrLeK87gHwS+/rizjwHFGyAbq8fgSi9ebm7buAifpGux//AtGIz4NGqD8+Duyz4eEbm8svJdbNlfQJ+WIXyyPptG0RbqRvjy3S8lizmPdatO4xg/7p9+iAKb989Ef0kMYuRN1bnv40Mq5FQxKuaUg5CQEAIDAzl4MI3WbdqUOH/wYBpBQUEEBQUBkJiUxOpVq4hPSCAhoQF+/v4kJDRgx44UUlJS6HTddQAUFhZveDd8+IPUq1fPq0/TWXvRmEy/+6s9vYGe66xiR43ISABi4+LIzs5mXvLccxZzShOfkMD27cU/HNavV59XXnnVcy40LIwN69eRk5PDww+N8LS7XC4++ugjFi9exL/enOxpt1qtRNWsCUB0rVoUFBYw+a03GdB/AL5nLVX7TUBAAAEBAZ5jp9NRapxIVfL01i94tdmtDK3TGqfbxSPfz6fAaWdQXEsi/YJ5fdfyC/YxuXlfThTlMbl5n9/1u5Afsw6VZ+oiIlec/E9fJmDws1iu6wNOJ3nTx4CtEN8OvTGGVqfwy/cw+AUR+LfxGHwtuF1OsBeRN30MrhPFSyGKVswloN9jhDz7KbgcOPZto3DJ9IodmIhcFuM+z2DcbZEMuDYMp8vNqOR0Cuxu+rYKJSLExLRvT9Is1o+hHaykHrMx/Z7anmsHTDuAyw2T+kdxMs/Jy/1r/q7fo2w7WFTaLaUSUTGnHBiNRtq2bceSJUu4uUdPr31zioqKWLJkMe3bd/C0JSYmMnPGdDZv3uzZtyYxKYlNmzaRmprK/Q8UPxI8LCwMq9XK0YyjtGtf9qJLWbjdbuz2iyuGpKamEnZ61o+vxeIpxvymVes21Ksf79U2/sVxXH/99Vx/ww3n7bt4yZULh9OJ73kjRa4safmZ9F/7UYn2Wfs3n/OaAes+9jqO/3LspU5LRERK4TpxmNw3h5dot6357ExMZjqnXv3buTtxOsifPak80hORP7lDmQ6GfVDyl23Jm7I9r388UEiTZ385Zx8tnv/1nOekcrtiizn5+fmknvW0pJCQEMKrVeP4sWPk5uZy/PhxXC6XJy4mJgazj0+Z+h8w8A62bdvGuLEvMGDgQKKiapKefoQ5n87GYrHQf8BAT2xcXB38/PxY+90aRj8/BoCkxCTmz0vG39+PuLg6ntjb+/Rl5owZ+Pv50aRpM+x2G7/s3o3L5aJL125lyu3rJYsJD69GdK1aGAywc+dOFi5YwM033+yJWbzoKzZu3OjJZ8WK5ZjNZurWrQvAhg0bWL5sGSNGjCjtFkDxE6oCAwO92sxmE1arlZo1o73a8/LyyMrMxOV2k37kCPOSk0lMTPKaeSMiIiIiIiIiV3AxZ9u2rTzxxEivtptuupm77h7GnDmfsnLlCk/7b3FTpr5NjRree9OcS0hICOPHTyA5eS5TJr9FZmYWbreLRo0aMfGll72KHEajkYaNGrFt6zYSEhoAxUuYTCYTDRs18tpvpkuXrvhZLCxcuIAZM6bj7+9PXFwdbunVq8xjdwOzZ88iIyMDo9FEVFQkgwYN4i9/7eKJyTl1iqNH072umz9vHsePH8NoNBETU4t/PvYYbdpcW+b7ns+UyW8BYDAYsVrDaNq0GQPvGHRJ+hYRERERERGpSgwOh127xl4mixd9xYwZ0xn5+BPnfQKU/DFOp8OzV1DCl2OxuZwVnJGIiFS0ILMv27s/4znOfLST56lAIiJSBpYArK996zls8fyv2J36EVKkLHxMBra8EH/hwD/gip2ZUxG6db+JkNBQ0tLSaHJ1kzIv2RIRERERERER+Y2KOZfZxTwtSkRERERERETkbMYLh4iIiIiIiIiIyJ+FZuZIleRr1EdbRETA5+zvB2YtcRYRuShnfd30NRsqKBGRyqc8/71oA2SpMn6/AbKIiIiIiIhIVaVlViIiIiIiIiIilYiKOSIiIiIiIiIilYiKOVKlpB85iM1WVNFpiJQ7p9NB+pGDOJ2Oik5FpFzpsy5XEn3e5Uqhz7pcScrrc65ijoiIiIiIiIhIJaJijoiIiIiIiIhIJaJijoiIiIiIiIhIJaJijoiIiIiIiIhIJaJijoiIiIiIiIhIJaJijoiIiIiIiIhIJWJwOOzuik5C5FJwOh2YTOaKTkNERERERESkXGlmjoiIiIiIiIhIJaJijoiIiIiIiIhIJaI1KVIlJS2agM3lqOg0RESkigs0W/ix65Oe48yRncFhr8CMRET+BCwBWCct9hy2HbcHm0O7e8iVx9dsYN1z9culbxVzpEqyuRzYXM6KTkNERKo437N/ceCwq5gjImLy/jpoc7ixO1XMEbmUtMxKRERERERERKQSUTFHRERERERERKQSUTFHRERERERERKQS0Z45IiJVWIx/GK82u5VIv2Acbhdjfl7Ed8f3njP+jriWTGzSkwe3JLPw8M9e5xoGR/J5x3uYl/Yjz2z7orxTFxGR04zhUQQMfhZjWAQ4HeTP+xeOXZtKxAWN+BeGkGrgcoHTQcEX7+DYuREAv5v+hqVTH1xZGZ74Uy8NvWxjEJFLJzrMzNjbIqkRYsbhdDPpq2Ns2FPgFRMRbGJs70hqWX0ocrg5kedg4sJj7D9RvJ/RHdeG0qdVKHWq+zLl2xN8uCqzIoYi/4NyLeZMnTKZwsJCHhv5eKnn/zt/Ht9//z2pqfuwWCx88OHHf+g+OTk5JM+dw+bNm8jKyiYsLJSWLVvRt19/QkJC/ocR/G927drJf2bO4NChQxQV2YiIqM5f/tqFHj16nvOajIwMHhzxQIn2F8dPpEGDBmW673vvvsM333zNsGF/o1v3mzzt/fre7nltMpkID69Gx06d6NevP0Zj6ZO0zs7HbDYTEVGDrl27ctPNPcqUj4hUnAlNerI4fQcf79vA1aHRTG8zmHbfvkGhs+QGrfWDqtM3phnfn0wrcc5iNPNS01tYdCTlcqQtIiK/EzDwSew/raRoZTKm2IYEPfA62aN7g73IKy7vw2dxF+QCYIppQPCj08h6oiucfiiE/cfl5H/68mXPX0Qured61WBZSi6frM8mMdrCtKHRdHs1lUL7mU2mnS54b+VJvt9fCMCgtmG8eHskd757EIAfDhSy9td87rkuvELGIP+7Cp2Z43A4uLZtWxo0aMDKlSv+UB+nTp3imadHERoayogRDxEVFUX60XQ+nT2bZ54exYSJLxEcHHxpEy8ji8WPrl27ExsXh5+fH7t37eKdd/6Nv78/nTv/5bzXjhkzlujoaM9xUBnHsGXLZnbv3o3VWvo/ygcfepgmVzfB4XSyd88epk6dQkhw8AULM7/lY7Pb+fnnbbz37jtE1KhBq1aty5SXiFx+Vt8A2lSL455NswHYln2YPbnHuaFGPIuO7PCK9TGYeLXprTy1dQEvNL6pRF/PJnbl0wPfE+UXTIQl6LLkLyIiYAgMxVz/GnLffQoA54GdOI/uxyepLfYfV3jF/lbIATAEBIPbDQbD5UxXRMpZWICRFnX8eXTWEQBSDheResxOh4RAlqac+RpwMs/JybwzT/f9YX8BwzpZPcc7DhcXg116yFilVaHFnH79BwCwYvmyP9zH7E9mYbPZeG7081gsFgCqR0Tw3OgGPPzQg8ye/Qn33nsfixd9xbJly3j5lVcBWL16FZPfepOHHn6Ejh07AfD4yMfo3LmzZzbL0qXfsHDBAo4fP0aNGpHc0qsXN9xwI3BmxsrIkU/wxRcL2bt3D7GxcQwfPoKY2rUBqFOnDnXq1PHkWqNGDdavX8eunTsvWMwJCg4mzGo9b8zZsrKyeP+9dxk16hkmTZpYakxgYKCn3+rVq7N69Sr27tt3wb5/n8+NN3bm6yVL2Ld3r6eY8/2WLXz22XzS0tIwmUw0bNiIu4f9jerVqwOQm5vLB++/x9atP1FYWERERHX6DxhI27btADh+/Dgzpn/MTz/9hNlsIjExibuH/Y3wcFWKRf6oWv6hnLDlUfS7Ryen5WdSyz+sROwTjTrz5ZHt7DqVUeJc58gGRPmH8NzPX/Jog+vLMWMRETmb0RqJOzfTaxaO68QRjOFRpcYH3DEKc4OWGPyDyH1vFDjPfA/wubojwXUag62QotX/xbZpcbnnLyKXVs1QHzLznBQ5zlRhDmXaqRl2/h/t72wfxrfbc88bI5VLpd4A2eVysW7dWrp26+Yp5PzGYrHQtWtX1q1di9vtJjExif3795OXlwdAyvbtBAcHsyOleMlAbm4uBw4cIDExCSgu9sxLnsugwYN544036duvHx9/9CGbNm30us+cObO5vU8fJr38ChaLL2+/Pe2c+e7bt5ddu3aRmJh4wbFNnDCee/4+jNHPPcv3W7aU6f14e9oUune/idi4uDLFH0xLY/fuXSQkJJQpHsDtdrNz504OHTpI/O+uK7IV0bNnL1566WWeeXY0RUVFvPmv1z3n53w6m0OHDvH0M8/yxhv/4q67hhEQEAAUz9Aa/+I4goKCGPfieMa8MBY3bl6e9BIul+ucueTn53PixAnPn8zMrDKPQ0TOaF+9HokhUby/d12Jc9V9A3my4V946qcFFZCZiIhcrPxPJpIz5nby3n8K/9seAr/i/28Vrfk/sp+/jVMvDSHvPy/id/M9+DRuX8HZisjl8PBfqxEd5sPrS45XdCpyCVXqDZBzcnLIy8sjplZMqedjYmqTl5dLTk4OtWNjCQoKZEdKCi1btSIlJYUePW9h5YrlAOzYkUJQUCC1Y2MBmDtnDkPvupvWrdsAUCMykn1797L0m6+9lhbd0utWmjZtBsCtvW9j/IvjsNls+Pr6emLuv+8ecnJycDpd9O/fn+tPz+4pjZ+fH0OGDOWqhg0xGIysX7+OSZMm8uRTo2jevMU5r1u86CsKC4vo0fOW875nr7/2GkajEZfLid1up0OHjnTp0vW81wA8PepJDAYjDocDp9PBrbf29srntxk2v7n3vvt5cMQDnDhxgmrVqnH8+HHq1K1L/frxQPH7+Zu1a7/DaDRw7333e9oeHPEQd901hL179ngVjX7viy8WMi95ruc4LCyUd9/78IJjEblSHCrIpppvIBaj2TM7p3aAlW+O7vSKa1+9HgnBEazp/CgAEZYgGgTXoJZ/GLtPHaWaJZDPO94DQIiPHyaDkeqWIO7b/OllHY+IyJXIlXkUQ7AVzL7gsAFgrFYT+7ZV573O8csP4HJirt8Mx/a1uHNOnOkz4wD2n1Zgrt8M+8/flWv+InJpHcm2Ex5owtdswHZ6dk4tqw/Ld+SVGv9Il2o0j/PngemHvPbUkcqvUhdzyspkMmEwGGjYsBEpKduJj4/n5MkTdO/WnfnzksnKyiJl+3YaNmyEwWCgsLCQo0fTmTplMtOmTvX043Q6iIio4dV37OniD4A1rHgZUk52NtUjIjztY8e+SGFhIbt/2c0ns/5DVM2atGtX+m9CQkJCvAoy8fHxZGVmsnDB5zRv3oIdO1KYMH685/y9991HvXr1mD9/HuMnvHTOjYx/c/ewYTROaozL5SI9PZ3p0z9m5swZDBkytNS+r7qqIQCPjXycmlE1cTidpKUd4MMPPsAaHk7300vSjhw5zJxPP+WXX37h1Kkc3Ke/Thw/foxq1arxl7/+lddfe43Uffto2rQpba5tS3x8cWFnf2oqhw4d4s7Bg7xydblcpB9NP2cxp0ePnl7L1dxufXES+b1MWz4bT+5nYFwLPt63gcahNYkPrs6KjF+94l7euZSXdy71HH/a9i5m7d/seZpVi69f8Zx7tMH1RFiC9DQrEZHLxJ2XjePXH7G071W8AXLtqzBF1cGest4rzuAfBL7+uLOPAcUbIBurx+BKL15Obwirgfv0k6wMQVZ8EttS8NUHl3cwIvI/y8p3sWV/AX1ahvDJ+mwaRVuoG+HLd7+ULOY81q06jWP8uH/6IQps+lmpqqnUxZyQkBACAwM5eDCN1m3alDh/8GAaQUFBBAUVb9aZmJTE6lWriE9IICGhAX7+/iQkNGDHjhRSUlLodN11ABQWFu/4PXz4g9SrV8+rT5PZ5H1s+t1beHqDOddZRYXfZqHExsWRnZ3NvOS55yzmlCY+IYHt24t/qKpfrz6vnN73ByA0LIwN69eRk5PDww+N8LS7XC4++ugjFi9exL/enOxpt1qtRNWsCUB0rVoUFBYw+a03GdB/QKl9nzp1CoBq1ap7rouJieFoejr/99lnnmLOpJcmEhkZyQPDh2O1WikoKOTpUU/icBTPBmjRoiVTp73N999vYetPPzH6uWfo06cvt93eh8LCQhISEhgx4qESYw8NCzvn+xIQEOBZqgXFxTYR8fb01i94tdmtDK3TGqfbxSPfz6fAaWdQXEsi/YJ5fdfyik5RREQuIP/TlwkY/CyW6/qA00ne9DFgK8S3Q2+ModUp/PI9DH5BBP5tPAZfC26XE+xF5E0fg+tE8SapAX3+galG7eJzBiNFaxdg/+Hbih2YiPwh4z7PYNxtkQy4Ngyny82o5HQK7G76tgolIsTEtG9P0izWj6EdrKQeszH9ntqeawdMO4DLXfxo8rs7WgnxN+FwuRnYJpTnP8tg7a/5FTgyuRiVuphjNBpp27YdS5Ys4eYePb32zSkqKmLJksW0b9/B05aYmMjMGdPZvHmzZ9+axKQkNm3aRGpqKvc/UPwI7rCwMKxWK0czjtKu/aVdS+x2u7HbL67okJqaStjpWT++FounqPKbVq3bUO/08qXfjH9xHNdffz3X33DDefsuXnLlwuF0EhAQUKLv34o5pV1nt9s8MYcPH2b48AdpcNVVAPz4ww8lrgkLC+PGGztz442d+b//+4yl33zNbbf3oW7duqxfv57QsDD8/f3Pm6+IXJy0/Ez6r/2oRPus/ZvPec2AdR+f89y/dq+4BFmJiMjFcJ04TO6bw0u029Z8diYmM51Tr/7tnH3kvT+qXHITkcvvUKaDYR8cKtGevCnb8/rHA4U0efaXc/bxyfpsPlmffc7z8udX7sWc/Px8Us96WlJISAjh1apx/NgxcnNzOX78OC6XyxMXExOD2cenTP0PGHgH27ZtY9zYFxgwcCBRUTVJTz/CnE9nY7FY6D9goCc2Lq4Ofn5+rP1uDaOfHwNAUmIS8+cl4+/vR1xcHU/s7X36MnPGDPz9/GjStBl2u41fdu/G5XLRpWu3MuX29ZLFhIdXI7pWLQwG2LlzJwsXLODmm2/2xCxe9BUbN2705LNixXLMZjN169YFYMOGDSxftowRI0aUdgug+AlVgYGBXm1mswmr1UrNmtFe7Xl5eWRlZuJyu0k/coR5yckkJiZ5zXApTe6pU2RlZuJ0uThwYD9fffUlLVq09Nw/ODiYb775mpDQUDKOHmXWrP94XT93zqfUq1efmNq1KSoq5Kcff6RWrVoAdOjYic8//5xXX5lE3779CQ8PJyMjg3Xr1nLHoMElxiYiIiIiIiJyJSv3Ys62bVt54omRXm033XQzd909jDlzPmXlyhWe9t/ipkx9mxo1vPemOZeQkBDGj59AcvJcpkx+i8zMLNxuF40aNWLiSy97FQKMRiMNGzVi29ZtJCQ0AIqXMJlMJho2auS130yXLl3xs1hYuHABM2ZMx9/fn7i4OtzSq1eZx+4GZs+eRUZGBkajiaioSAYNGsRf/trFE5Nz6hRHj6Z7XTd/3jyOHz+G0WgiJqYW/3zsMdq0ubbM9z2fKZPfAsBgMGK1htG0aTMG3jHoAlfBmDGjgeL9h8LDw2nbth39Tz9a3mg08sij/+CjDz/ksX8+SkxMDHfeOYQXXxzrud5kNjNr1kwyMo7h52chKakxd909DCje9PmFseOY9Z+ZvPLKJAoLC6lWrRpNmjbDp4xFPREREREREZErhcHhqHpbWi9e9BUzZkxn5ONPnPcJUFK1OJ0Ozx5GCV+OxeZyVnBGIiJS1QWZfdne/RnPceajncBhr8CMRET+BCwBWF87sydTi+d/xe6scj92ilyQj8nAlhfiLxz4B1TqPXPOpVv3mwgJDSUtLY0mVzcp85ItEREREREREZE/uypZzAEu6mlRIiIiIiIiIiKVhfHCISIiIiIiIiIi8mdRZWfmyJXN16iPtoiIlD+fs7/fmLW0W0Tk7K+FvmZDBSUiUrHK87NfJTdAlivT7zdAFhEREREREamqtMxKRERERERERKQSUTFHRERERERERKQSUTFHqpT0Iwex2YoqOg2Rcud0Okg/chCn01HRqYiUK33W5Uqiz7tcKfRZlytJeX3OVcwREREREREREalEVMwREREREREREalEVMwREREREREREalEVMwREREREREREalEVMwREREREREREalEVMwREREREREREalEDA6H3V3RSYhcCk6nA5PJXNFpiIiIiIiIiJQrzcwREREREREREalEVMwREREREREREalEtCZFqqSkRROwuRwVnYaIXKRAs4Ufuz7pOc4c2Rkc9grMSERE5AphCcA6abHnsO24Pdgc2pFD5H/hazaw7rn65dK3ijlSJdlcDmwuZ0WnISIXyffsIqzDrmKOiIjI5WDy/n5rc7ixO1XMEfmz0jIrEREREREREZFKRMUcEREREREREZFKRMUcEREREREREZFKRMUcEREREREREZFKRBsgi8ifQox/GK82u5VIv2Acbhdjfl7Ed8f3esXUsATzSrNe1A6wUuR0cNyWy+htX7Ev74Qn5v76HegXew320xtgD1j3MZm2/Ms6FhGRqsgYHkXA4GcxhkWA00H+vH/h2LWpRFzIC/8Fpx23rRAA+7Y1FH75HgA+13TGr8udmKLqYtvwJfmfvnxZxyAi8mcXHWZm7G2R1Agx43C6mfTVMTbsKfCKiQg2MbZ3JLWsPhQ53JzIczBx4TH2nyjexPrBv1TjhoaBON1gMsBn3+fwn7VZFTAaKU9/+mLO1CmTKSws5LGRj5c4l5GRwfx5yfz8889kZWURHm6l03XX07v3bZjNFze0nJwckufOYfPmTWRlZRMWFkrLlq3o268/ISEhl2o4F23DhvV8vWQJqampOBx2YmNj6du3P02aNj3nNRkZGTw44oES7S+On0iDBg1KtC9cuID/zp/HO+++j6+vr9e5U6dOcd+9f+eB4SPo2LET/frezpNPjaJFi5Zlyn/evGS+W7Oa48ePYzabqVevHgMG3kFCwpk8+vW93fPaZDIRHl6Njp060a9ff4xGTR67Ukxo0pPF6Tv4eN8Grg6NZnqbwbT79g0KnWeerOByu5jyyyo2nTwAwN11r+X1Zr3p/d37AAyOa0WniPr0WPUO+U4bIT5+XteLiMgfFzDwSew/raRoZTKm2IYEPfA62aN7g72oRGzejLE4U7eXaHce2Uv+zHH4NO+MMSjsMmQtIlK5PNerBstScvlkfTaJ0RamDY2m26upFNrPPFnM6YL3Vp7k+/3FRfNBbcN48fZI7nz3IADT12QyZWnxLzuDLEbmPxTL1gOFbD1YePkHJOXmT1/MOZ/Dhw7hdru59777iIqKIu1AGu+88za2oiIGDb6zzP2cOnWKZ54eRWhoKCNGPERUVBTpR9P5dPZsnnl6FBMmvkRwcHA5juTcdqSk0KRpUwbeMYjAwACWL1/OSy9NYOJLk4iLq3Pea8eMGUt0dLTnOOgcY+jU6To+mTWLTZs20r59B69za9asxtfXlzat2/yh/KOiorj77r8RGRWJzWbjyy+/ZPyL45g8ZZrXe/rgQw/T5OomOJxO9u7Zw9SpUwgJDuamm3v8oftK5WL1DaBNtTju2TQbgG3Zh9mTe5wbasSz6MgOT9xxWx7HT+Z5jjefPMDw+DOf2eEJHRixOZl8pw2AHLu+YYmIXAqGwFDM9a8h992nAHAe2Inz6H58ktpi/3FFmftxpe8DwKfZ9eWQpYhI5RYWYKRFHX8enXUEgJTDRaQes9MhIZClKbmeuJN5Tk7mOT3HP+wvYFgnq+f4VKHL89rf14DZZMCNHjNf1VTqYk6za66h2TXXeI4jI6M4fPgQ33679KKKObM/mYXNZuO50c9jsVgAqB4RwXOjG/DwQw8ye/Yn3HvvfSxe9BXLli3j5VdeBWD16lVMfutNHnr4ETp27ATA4yMfo3PnznTrfhMAS5d+w8IFCzh+/Bg1akRyS69e3HDDjcCZGTQjRz7BF18sZO/ePcTGxjF8+AhiatcG4K67h3nlescdg9i8aSNbtmy5YDEnKDiYMKv1vDEAoaGhNG/enBXLl5co5qxYvoz27Tvge/p9uVgdOnT0Oh4yZCjLvl1K2oEDJCYledoDAwM9uVavXp3Vq1exd9++8/adn59PQcGZKYdut5vq1av/oTylYtXyD+WELY8il8PTlpafSS3/sPNe9/d6bVl8utgTZLZQyz+MluGxPJfUFR+jiS8Ob+edPd+VZ+oiIlcEozUSd26m1ywc14kjGMOjSo0PvGMUAM70/RR8+S6uo/svS54iIpVZzVAfMvOcFDnOFF4OZdqpGXb+H9vvbB/Gt9tzvdr6tgrljrah1A73YcrSE2w7WHIWpVRuVW4NS35+PkFBQWWOd7lcrFu3lq7dunkKOb+xWCx07dqVdWvX4na7SUxMYv/+/eTlFc8MSNm+neDgYHakpACQm5vLgQMHSEwsLlKsXr2KeclzGTR4MG+88SZ9+/Xj448+ZNOmjV73mTNnNrf36cOkl1/BYvHl7bennTffgoLCMo1x4oTx3PP3YYx+7lm+37LlvLE33HgjW7du5eSJM3uPpKamsm/fPm64sfMF71UWDrudpUu/ITAwiNjY2HPGHUxLY/fuXSQkJJy3vy++WMgD99/r+fP0qCcuSZ5SOTzesDMxAWGM3/E1ACZD8ZezmIAwbv/uQwavn0mvWldza62rKzJNEZErTu6/hpMzYTA5EwZj37mB4AffArNPRaclIlIlPfzXakSH+fD6kuNe7cmbsun91gF6vLGfrlcHkxj9x345L39elXpmztnS09NZtGgRd919d5mvycnJIS8vj5haMaWej4mpTV5eLjk5OdSOjSUoKJAdKSm0bNWKlJQUevS8hZUrlgOwY0cKQUGB1D5dqJg7Zw5D77qb1qeXKNWIjGTf3r0s/eZrWrVq7bnHLb1upWnTZgDc2vs2xr84DpvNVmL/GoAvFi7AZivi2mvbnnNMfn5+DBkylKsaNsRgMLJ+/TomTZrIk0+NonnzFqVec801zQkNDWHlqpX07n0bUDwrp3btWOLj4y/wLp7fli2b+dcbb2CzFREWZuW550aXWPL1+muvYTQacbmc2O12OnToSJcuXc/bb48ePenc+S+eY7dbUwcrq0MF2VTzDcRiNHtm59QOsPLN0Z2lxj/Z8C+0rhbHkPUzPXviZNsLyLEX8t+DP+HGTba9gG+P7uYaa23+79C2yzYWEZGqyJV5FEOwFcy+4CheymqsVhP7tlWlxKZ7XtvWLsC/13CM1WvhSk+9XOmKiFRKR7LthAea8DUbsJ2enVPL6sPyHXmlxj/SpRrN4/x5YPohrz11fi8928HmfQV0uzqYlMOanVOVVJlizsmTJ5kwfhzt27f3LGO6lEwmEwaDgYYNG5GSsp34+HhOnjxB927dmT8vmaysLFK2b6dhw0YYDAYKCws5ejSdqVMmM23qVE8/TqeDiIgaXn3/fpaKNax4qVFOdjbVIyK84tasWU1ycjJPPvnUeTdlDgkJoUfPWzzH8fHxZGVmsnDB5zRv3oIdO1KYMH685/y9991Hx46d6HTd9axYvpzevW/D4XCwevVqet92W5nen9WrV/HuO+94jp9+5hkaNUoEICmpMa+88io5p07x7dJveOON1xg/4SWvMdw9bBiNkxrjcrlIT09n+vSPmTlzBkOGDD3nPQMCAggICPAcO52Oc8bKn1umLZ+NJ/czMK4FH+/bQOPQmsQHV2dFxq8lYp9N7EqTsGjuXD/TszfObz47+BM31mjAT1mHsBjNtKtelzkHvr9cwxARqbLcedk4fv0RS/texRsg174KU1Qd7CnrvQP9AgE3FBY/RdCncfHybdeJI5c5YxGRyicr38WW/QX0aRnCJ+uzaRRtoW6EL9/9UrKY81i36jSO8eP+6YcosHkXcurX8GVPRvH/k0P9jbSLD+CD1ZmXZQxy+VSJYs7Jkyd5YczzNGhwFX+/596LujYkJITAwEAOHkyjdZuSm/wePJhGUFCQZ1lTYlISq1etIj4hgYSEBvj5+5OQ0IAdO1JISUmh03XXAVBYWLzx6vDhD1KvXj2vPk1mk/ex6Xd/DQYDAK6zZpms/e47/v32NP752EgaX33xy0biExLYvv1nAOrXq88rp/f9AQgNCwPgxhtuZMHn/8euXTvJysoiPz+fTqf3ArqQli1bkRB/ZllUeHi457Wfnx9RNWsSVbMmDRo04OGHRrBi+TJu6XWrJ8ZqtRJVsyYA0bVqUVBYwOS33mRA/wF/eL8eqVye3voFrza7laF1WuN0u3jk+/kUOO0MimtJpF8wr+9aTktrbe6p3449uceZ1/7MflI9Vr2DCzev7lzGpKa38O31D+LCzTfpu5ib9kMFjkpEpOrI//RlAgY/i+W6PuB0kjd9DNgK8e3QG2NodQq/fA9jeBSBQ57HYDTidrlw52WTO+2fnr12fJpcR0Dff2LwCwSjAZ+k9hR89T62dQsrdnAiIn8S4z7PYNxtkQy4Ngyny82o5HQK7G76tgolIsTEtG9P0izWj6EdrKQeszH9ntqeawdMO4DLDY92qUYtqw8OFxiABT/k8NVPpypuUFIuKn0x5+SJE7zwwvPUrVeP4cNHXPSjrI1GI23btmPJkiXc3KOn1745RUVFLFmy2GtT4MTERGbOmM7mzZtJTCyeeZKYlMSmTZtITU3l/geKHwkeFhaG1WrlaMZR2rVv/z+Ncc2a1bw9bRqP/uMf51wmdSGpqamEnZ7142uxeAonvxddqxZXXXUVK5YvJzMrkxYtWxASGlqm/v39/fH39y9TrNsNdsf5Z9EUL7ly4XA6KbnYTKqitPxM+q/9qET7rP2bPa83Z6YRt/D5c/aR4yjkgS1zyyU/EZErnevEYXLfHF6i3bbmszMxh/dw6qUh5+zDvnUl2VtXlkt+IiJVwaFMB8M+OFSiPXlTtuf1jwcKafLsL+fs46H/aDbklaBSFHPy8/NJPevJRr8t0RkzZjQREREMuXMoOTk5nvNleYrTbwYMvINt27YxbuwLDBg4kKiomqSnH2HOp7OxWCz0HzDQExsXVwc/Pz/WfreG0c+PASApMYn585Lx9/fzesLU7X36MnPGDPz9/GjStBl2u41fdu/G5XLRpWu3MuW2ZvVqpk6dzF13DyMhPoGszOLpcb6+vgQEBgKweNFXbNy40ZPPihXLMZvN1K1bF4ANGzawfNkyRowYccH73XDDjXz88UfY7XYef/zJUmMyMjJK/H1ER0eXmEFjs9mYlzyXlq1aY7WGcepULl9/vYSTJ0/Qps21XrF5eXlkZWbicrtJP3KEecnJJCYmeS2jEhEREREREZFKUszZtm0rTzwx0qvtpptupk6dOqSnp5Oens7993svr5qbPL/M/YeEhDB+/ASSk+cyZfJbZGZm4Xa7aNSoERNfepnA00UTKJ4x0rBRI7Zt3UZCQgOgeAmTyWSiYaNGXjODunTpip/FwsKFC5gxYzr+/v7ExdXhll69ypzb0qXf4HQ6+eD99/jg/fc87ddddz0jHnwIgJxTpzh6NN3ruvnz5nH8+DGMRhMxMbX452OPlSiglKZdu/Z89NFHhISE0qxZs1JjPvrwgxJtL7/8KnVOF49+YzQYOHzkMK+9+go5OTkEBwcRH5/AC2NfJCbGe8PpKZPfAsBgMGK1htG0aTMG3jHogvmKiIiIiIiIXGkMDsc5tr2+wi1e9BUzZkxn5ONP/OGlTXJ5OZ0Oz/5DCV+OxeZyVnBGInKxgsy+bO/+jOc489FO4LBXYEYiIiJXCEsA1te+9Ry2eP5X7E79qCjyv/AxGdjywv/2dOhzqRQzcypCt+43ERIaSlpaGk2uboLZx6eiUxIRERERERERUTHnfNq1+982LhYRERERERERudQu7tFPIiIiIiIiIiJSoTQzR6okX6M+2iKVkc/Z/3bNWuIqIiJyWZz1PdfXbKigRESqjvL8d6QNkKXK+P0GyCIiIiIiIiJVlZZZiYiIiIiIiIhUIirmiIiIiIiIiIhUIirmSJWSfuQgNltRRachUu6cTgfpRw7idDoqOhWRcqXPulxJ9HmXK4U+63IlKa/PuYo5IiIiIiIiIiKViIo5IiIiIiIiIiKViIo5IiIiIiIiIiKViIo5IiIiIiIiIiKViIo5IiIiIiIiIiKViMHhsLsrOgmRS8HpdGAymSs6DREREREREZFypZk5IiIiIiIiIiKViIo5IiIiIiIiIiKViNakSJWUtGgCNpejotMQkT+5QLOFH7s+6TnOHNkZHPYKzEhERKSSsgRgnbTYc9h23B5sDu3oIVc2X7OBdc/VL5e+VcyRKsnmcmBzOSs6DRH5k/M9u+jrsKuYIyIi8keYvL9/2hxu7E4Vc0TKi5ZZiYiIiIiIiIhUIirmiIiIiIiIiIhUIirmiIiIiIiIiIhUIirmiIiIiIiIiIhUItoAWUQqtRj/MF5tdiuRfsE43C7G/LyI747v9YqpYQnmlWa9qB1gpcjp4Lgtl9HbvmJf3gkAGofWZEzj7gSZLRgw8K/dy1l0ZEdFDEdE5IpjDI8iYPCzGMMiwOkgf96/cOzaVCIu5IX/gtOO21YIgH3bGgq/fK/4pNmHgAFPYK7fDICi1f+laNnsyzUEEZHLJjrMzNjbIqkRYsbhdDPpq2Ns2FPgFRMRbGJs70hqWX0ocrg5kedg4sJj7D9RvEn1HdeG0qdVKHWq+zLl2xN8uCqzIoYi/6M/fTFn6pTJFBYW8tjIx0ucy8jIYP68ZH7++WeysrIID7fS6brr6d37NszmixtaTk4OyXPnsHnzJrKysgkLC6Vly1b07defkJCQSzWci7Zhw3q+XrKE1NRUHA47sbGx9O3bnyZNm57zmoyMDB4c8UCJ9hfHT6RBgwYl2hcuXMB/58/jnXffx9fX1+vcqVOnuO/ev/PA8BF07NiJfn1v58mnRtGiRcsy5d+v7+2ltg8efCe39Lq1RIzJZCI8vBodO3WiX7/+GI2aPCbnN6FJTxan7+DjfRu4OjSa6W0G0+7bNyh0nnmigsvtYsovq9h08gAAd9e9lteb9ab3d+8D8F6rgYze9iXfHN1FhCWIzzr8nS0n08goyq2QMYmIXEkCBj6J/aeVFK1MxhTbkKAHXid7dG+wF5WIzZsxFmfq9hLtfjcOxGAJIOeFvhj8gwl+8mMce7eWGisiUpk916sGy1Jy+WR9NonRFqYNjabbq6kU2s88OczpgvdWnuT7/cXF70Ftw3jx9kjufPcgAD8cKGTtr/ncc114hYxBLo0/fTHnfA4fOoTb7ebe++4jKiqKtANpvPPO29iKihg0+M4y93Pq1CmeeXoUoaGhjBjxEFFRUaQfTefT2bN55ulRTJj4EsHBweU4knPbkZJCk6ZNGXjHIAIDA1i+fDkvvTSBiS9NIi6uznmvHTNmLNHR0Z7joHOMoVOn6/hk1iw2bdpI+/YdvM6tWbMaX19f2rRu84fyf/fd972Of/jxB/799jTaXHutV/uDDz1Mk6ub4HA62btnD1OnTiEkOJibbu7xh+4rVwarbwBtqsVxz6bi375uyz7Mntzj3FAj3mtmzXFbHsdP5nmON588wPD4Dp4+ovyCWZbxCwDHinLZlZNBz1pX88HedZdxNCIiVx5DYCjm+teQ++5TADgP7MR5dD8+SW2x/7iizP34tuxCfvLrALgLTmHbtATfVl0pUDFHRKqQsAAjLer48+isIwCkHC4i9ZidDgmBLE0580vIk3lOTuY5Pcc/7C9gWCer53jH4eJiuUtPjq/UKnUxp9k119Dsmms8x5GRURw+fIhvv116UcWc2Z/Mwmaz8dzo57FYLABUj4jgudENePihB5k9+xPuvfc+Fi/6imXLlvHyK68CsHr1Kia/9SYPPfwIHTt2AuDxkY/RuXNnunW/CYClS79h4YIFHD9+jBo1IrmlVy9uuOFG4MwMmpEjn+CLLxayd+8eYmPjGD58BDG1awNw193DvHK9445BbN60kS1btlywmBMUHEyY1XreGIDQ0FCaN2/OiuXLSxRzVixfRvv2HfA9/b5crLPvv2nTRpKSGhMZGeXVHhgY6ImtXr06q1evYu++fX/onnLlqOUfyglbHkUuh6ctLT+TWv5h573u7/Xasvh0sSfTls+hgmxuj2nK3LQfiAsIp0V4bQ7ka7qpiEh5M1ojcedmes3CcZ04gjE8qtT4wDtGAeBM30/Bl+/iOrr/dD9RuE6m/66Pw/jEdCrHzEVELr+aoT5k5jkpcpypwhzKtFMz7Pw/1t/ZPoxvt2vGeVVT5daw5OfnExQUVOZ4l8vFunVr6dqtm6eQ8xuLxULXrl1Zt3YtbrebxMQk9u/fT15e8W/4U7ZvJzg4mB0pKQDk5uZy4MABEhOTgOJiz7zkuQwaPJg33niTvv368fFHH7Jp00av+8yZM5vb+/Rh0suvYLH48vbb086bb0FBYZnGOHHCeO75+zBGP/cs32/Zct7YG268ka1bt3LyxAlPW2pqKvv27eOGGztf8F5lkZWVxQ/ff8+NF+jvYFoau3fvIiEh4bxx+fn5nDhxwvMnMzPrkuQpVdvjDTsTExDG+B1fe9r+tvETutdM5KtO9/N0YhdWH9uD0+2qwCxFRORsuf8aTs6EweRMGIx95waCH3wLzD4VnZaIyJ/aw3+tRnSYD68vOV7RqcglVqln5pwtPT2dRYsWcdfdd5f5mpycHPLy8oipFVPq+ZiY2uTl5ZKTk0Pt2FiCggLZkZJCy1atSElJoUfPW1i5YjkAO3akEBQUSO3YWADmzpnD0LvupvXpJUo1IiPZt3cvS7/5mlatWnvucUuvW2natBkAt/a+jfEvjsNms5XYvwbgi4ULsNmKuPbatucck5+fH0OGDOWqhg0xGIysX7+OSZMm8uRTo2jevEWp11xzTXNCQ0NYuWolvXvfBhTPyqldO5b4+PgLvItls3LlCvz8/GndpuSSrddfew2j0YjL5cRut9OhQ0e6dOl63v6++GIh85Lneo7DwkJ5970PL0muUjkcKsimmm8gFqPZMzundoCVb47uLDX+yYZ/oXW1OIasn+m1p86uUxncvXGW53hGmztZfWxP+SYvIiK4Mo9iCLaC2RccNgCM1Wpi37aqlNgzM29saxfg32s4xuq1cKWn4spMxxgehevE4dN9RHvN1BERqQqOZNsJDzThazZgOz07p5bVh+U78kqNf6RLNZrH+fPA9ENee+pI1VBlijknT55kwvhxtG/f3rOM6VIymUwYDAYaNmxESsp24uPjOXnyBN27dWf+vGSysrJI2b6dhg0bYTAYKCws5OjRdKZOmcy0qVM9/TidDiIianj1HXu6+ANgDSteapSTnU31iAivuDVrVpOcnMyTTz513k2ZQ0JC6NHzFs9xfHw8WZmZLFzwOc2bt2DHjhQmjB/vOX/vfffRsWMnOl13PSuWL6d379twOBysXr2a3rfdVqb3Z/XqVbz7zjue46efeYZGjRK9YpYv+5aOHTuWWqS6e9gwGic1xuVykZ6ezvTpHzNz5gyGDBl6znv26NGTzp3/4jl2u/UF6kqTactn48n9DIxrwcf7NtA4tCbxwdVZkfFridhnE7vSJCyaO9fPJN9p8zoXYQni2OnNjm+s0YB6QdX4/NC2yzIGEZErmTsvG8evP2Jp36t4A+TaV2GKqoM9Zb13oF8g4IbCfAB8GhcvC3edKN43wrb5Gyydbsfxy/cY/IPxbdWVvOljLuNIRETKX1a+iy37C+jTMoRP1mfTKNpC3QhfvvulZDHnsW7VaRzjx/3TD1Fg089JVVGVKOacPHmSF8Y8T4MGV/H3e+69qGtDQkIIDAzk4MG0UmeMHDyYRlBQkGdZU2JSEqtXrSI+IYGEhAb4+fuTkNCAHTtSSElJodN11wFQWFi8c/jw4Q9Sr149rz5NZpP3sel3fw0GAwCuswoTa7/7jn+/PY1/PjaSxldffVFjBIhPSGD79p8BqF+vPq+c3vcHIDQsDIAbb7iRBZ//H7t27SQrK4v8/Hw6dSzbevOWLVuREH9mWVR4uPfO6Dt2pHD48GEe/cdjpV5vtVqJqlkTgOhatSgoLGDyW28yoP+Ac+7XExAQQEBAgOfY6XSUGidV29Nbv+DVZrcytE5rnG4Xj3w/nwKnnUFxLYn0C+b1Xctpaa3NPfXbsSf3OPPan9mHqseqd3Dhpn9sc/rENMOFm8MF2dy14T9e+/CIiEj5yf/0ZQIGP4vluj7gdBYXYWyF+HbojTG0OoVfvocxPIrAIc9jMBpxu1y487LJnfZPz147hctmEzDwSUKeTwaDgaLV/8W5T0V5Eal6xn2ewbjbIhlwbRhOl5tRyekU2N30bRVKRIiJad+epFmsH0M7WEk9ZmP6PbU91w6YdgCXu/jR5Hd3tBLib8LhcjOwTSjPf5bB2l/zK3BkcrEqfTHn5IkTvPDC89StV4/hw0dc9KOsjUYjbdu2Y8mSJdzco6fXvjlFRUUsWbLYa1PgxMREZs6YzubNm0lMLJ55kpiUxKZNm0hNTeX+B4ofCR4WFobVauVoxlHatW//P41xzZrVvD1tGo/+4x/nXCZ1IampqYSdnvXja7F4Cie/F12rFldddRUrli8nMyuTFi1bEBIaWqb+/f398ff3P+f5Zd9+S7169alTp06Z+itecuXC4XRSch6PyBlp+Zn0X/tRifZZ+zd7Xm/OTCNu4fPn7GPKL6uY8kvJKf0iIlL+XCcOk/vm8BLttjWfnYk5vIdTLw05dycOG/kzx5VHeiIifyqHMh0M++BQifbkTdme1z8eKKTJs7+cs49P1mfzyfrsc56XyqFSFHPy8/NJPevJRr8tMxozZjQREREMuXMoOTk5nvNleYrTbwYMvINt27YxbuwLDBg4kKiomqSnH2HOp7OxWCz0HzDQExsXVwc/Pz/WfreG0c+PASApMYn585Lx9/fzesLU7X36MnPGDPz9/GjStBl2u41fdu/G5XLRpWu3MuW2ZvVqpk6dzF13DyMhPoGszOIn7Pj6+hIQGAjA4kVfsXHjRk8+K1Ysx2w2U7duXQA2bNjA8mXLGDFixAXvd8MNN/Lxxx9ht9t5/PEnS43JyMgo8fcRHR19zhk0+fn5rF+/jjvPs2QqLy+PrMxMXG436UeOMC85mcTEJK+ZNyIiIiIiIiJSSYo527Zt5YknRnq13XTTzdSpU4f09HTS09O5/37v5VVzk+eXuf+QkBDGj59AcvJcpkx+i8zMLNxuF40aNWLiSy8TeLpoAsUzRho2asS2rdtISGgAFC9hMplMNGzUyGtmUJcuXfGzWFi4cAEzZkzH39+fuLg63NKrV5lzW7r0G5xOJx+8/x4fvP+ep/26665nxIMPAZBz6hRHj3pv8jd/3jyOHz+G0WgiJqYW/3zsMdq0ufaC92vXrj0fffQRISGhNGvWrNSYjz78oETbyy+/Sp3TxaOzrf1uDW63mw5nPfb896ZMfgsAg8GI1RpG06bNGHjHoAvmKyIiIiIiInKlMTgc2ta6NIsXfcWMGdMZ+fgTf3hpk1xeTqfDs/9QwpdjsbmcFZyRiPzZBZl92d79Gc9x5qOdwGE/zxUiIiJSKksA1te+9Ry2eP5X7E79qClXNh+TgS0vXJqnQ5+tUszMqQjdut9ESGgoaWlpNLm6CWYfn4pOSURERERERERExZzzadfuf9u4WERERERERETkUru4Rz+JiIiIiIiIiEiF0swcqZJ8jfpoi8iF+Zz9tcKsJbUiIiJ/yFnfQ33NhgpKROTPozz/HWgDZKkyfr8BsoiIiIiIiEhVpWVWIiIiIiIiIiKViIo5IiIiIiIiIiKViIo5UqWkHzmIzVZU0WmIlDun00H6kYM4nY6KTkWkXOmzLlcSfd7lSqHPulxJyutzrmKOiIiIiIiIiEglomKOiIiIiIiIiEglomKOiIiIiIiIiEglomKOiIiIiIiIiEglomKOiIiIiIiIiEglomKOiIiIiIiIiEglYnA47O6KTkLkUnA6HZhM5opOQ0RERERERKRcaWaOiIiIiIiIiEglomKOiIiIiIiIiEglojUpUiUlLZqAzeWo6DREpAoJNFv4seuTnuPMkZ3BYa/AjERERKRUlgCskxZ7DtuO24PNod1F5PLzNRtY91z9culbxRypkmwuBzaXs6LTEJEqxPfsArHDrmKOiIjIn5HJ+/uzzeHG7lQxR6oWLbMSEREREREREalEVMwREREREREREalEVMwREREREREREalEtGeOiFQ5Mf5hvNrsViL9gnG4XYz5eRHfHd9bIm7mtXcSYQnC5XZjdzl5ddcyVh/bA4Cv0cT4q3vSplpccWzqJt7bu/ayjkNERP44Y3gUAYOfxRgWAU4H+fP+hWPXphJxIS/8F5x23LZCAOzb1lD45XsA+PW8D98m1+F2OcHtpmjZbGwbF13WcYiIXGrRYWbG3hZJjRAzDqebSV8dY8OeghJxL/SuQZv6AUSH+TD432lsPVjoOff20GiqBZ0pJ9Sv4curi44xe332ZRmDXKHFnKlTJlNYWMhjIx8vcS4jI4P585L5+eefycrKIjzcSqfrrqd379swmy/u7crJySF57hw2b95EVlY2YWGhtGzZir79+hMSEnKphnPRdu3ayX9mzuDQoUMUFdmIiKjOX/7ahR49ep7zmoyMDB4c8UCJ9hfHT6RBgwZluu97777DN998zbBhf6Nb95s87f363u55bTKZCA+vRsdOnejXrz9GoyaPycWb0KQni9N38PG+DVwdGs30NoNp9+0bFDq9N8MbsTmZHEfxN6WkkCjmth9G08Uv4XC7+Hu9dgSZfem07E1CfPz4qtP9bD55gB+yDlbEkERE5CIFDHwS+08rKVqZjCm2IUEPvE726N5gLyoRmzdjLM7U7SXaHXu2Urj4Y7AXYbRGEfzUxzj2p+A6uv8yjEBEpHw816sGy1Jy+WR9NonRFqYNjabbq6kU2r03if7ix1NMXXqC6ffWLtHHA9MPe17XDvfhvw/FsnhrbrnnLmdckcWc8zl86BBut5t777uPqKgo0g6k8c47b2MrKmLQ4DvL3M+pU6d45ulRhIaGMmLEQ0RFRZF+NJ1PZ8/mmadHMWHiSwQHB5fjSM7NYvGja9fuxMbF4efnx+5du3jnnX/j7+9P585/Oe+1Y8aMJTo62nMcVMYxbNmymd27d2O1hpd6/sGHHqbJ1U1wOJ3s3bOHqVOnEBIczE039yj7wEQAq28AbarFcc+m2QBsyz7Mntzj3FAjnkVHdnjF/lbIAQj18cfldmPAAECvWlcz5ueviuPshXx2cCu3xjRRMUdEpBIwBIZirn8Nue8+BYDzwE6cR/fjk9QW+48rytyPI2Wd57UrMx139nGM4VEq5ohIpRUWYKRFHX8enXUEgJTDRaQes9MhIZClKd7FmE37Ss7WKc3tLUNYtiOPzHw9Tfhy0rSHszS75hqGj3iQpk2bERkZRctWrejZ8xY2btxwUf3M/mQWNpuN50Y/T+Orr6Z6RASNG1/Nc6Ofx2azMXv2JwAsXvQVTzw+0nPd6tWr6Nf3dlavXuVpe3zkYyxe9JXneOnSb3jk4YcYdMcA/vHoIyxfvsxzLiMjg359b2fjhg2Mfu5ZBg8ayNOjnuJgWponpk6dOnTo2JHY2Fhq1KhBh44dadq0Kbt27rzguIKCgwmzWj1/yjJbKSsri/ffe5eHHnoYs9lUakxgYCBhVivVq1endZs2NGnShL379l2wb5Gz1fIP5YQtj6LfPUY6LT+TWv5hpcZPanILazo/ytst+3H/5k+xu52efg4WZJ/VR2i55i4iIpeG0RqJOzfTaxaO68QRjOFRpcYH3jGKkKf/Q+Cw8Rgj40qNMTdsjSEwFMfebeWSs4jI5VAz1IfMPCdFjjOzcA5l2qkZ9sfmeZiN0Kt5CPM2aXnV5aZiThnk5+cTFBRU5niXy8W6dWvp2q0bFovF65zFYqFr166sW7sWt9tNYmIS+/fvJy8vD4CU7dsJDg5mR0oKALm5uRw4cIDExCSguNgzL3kugwYP5o033qRvv358/NGHbNq00es+c+bM5vY+fZj08itYLL68/fa0c+a7b99edu3aRWJi4gXHNnHCeO75+zBGP/cs32/ZUqb34+1pU+je/SZi40r/z9HZDqalsXv3LhISEs4bl5+fz4kTJzx/MjOzytS/yO89uXUBHb79F/dtnsMziV0JMlsufJGIiFQZuf8aTs6EweRMGIx95waCH3wLzD5eMaa4RAIHP0vuB89AUX4FZSoi8udzY2IQpwpdZZ7FI5eOllldQHp6OosWLeKuu+8u8zU5OTnk5eURUyum1PMxMbXJy8slJyeH2rGxBAUFsiMlhZatWpGSkkKPnrewcsVyAHbsSCEoKJDasbEAzJ0zh6F33U3r1m0AqBEZyb69e1n6zde0atXac49bet1K06bNALi1922Mf3EcNpsNX19fT8z9991DTk4OTqeL/v37c/0NN55zTH5+fgwZMpSrGjbEYDCyfv06Jk2ayJNPjaJ58xbnvG7xoq8oLCyiR89bzvuevf7aaxiNRlwuJ3a7nQ4dOtKlS9fzXvPFFwuZlzzXcxwWFsq773143muk6jtUkE0130AsRrNndk7tACvfHD3/zLP1J1Jxul20Do9lWcYvHC7IJsY/lLT8TE8fhwr0GwcRkcrAlXkUQ7AVzL7gsAFgrFYT+7ZVpcSme17b1i7Av9dwjNVr4UpPBcBUJ4mgv00g76PROPduvSz5i4iUlyPZdsIDTfiaDdhOz86pZfVh+Y68P9Rfn1ahzNesnAqhYs55nDx5kgnjx9G+fXtuOE+h448ymUwYDAYaNmxESsp24uPjOXnyBN27dWf+vGSysrJI2b6dhg0bYTAYKCws5OjRdKZOmcy0qVM9/TidDiIianj1HXu6+ANgDbMCkJOdTfWICE/72LEvUlhYyO5fdvPJrP8QVbMm7dq1LzXXkJAQr4JMfHw8WZmZLFzwOc2bt2DHjhQmjB/vOX/vffdRr1495s+fx/gJL11wI+O7hw2jcVJjXC4X6enpTJ/+MTNnzmDIkKHnvKZHj55ee/y43e5zxsqVI9OWz8aT+xkY14KP922gcWhN4oOrsyLjV6+4ELMf/mYfjhaeAoo3QI4LDOeXU8cA+PzQNobUac26E6mE+PjRO6YJj3w//7KPR0RELp47LxvHrz9iad+reAPk2ldhiqqDPWW9d6BfIOCGwuLZNj6NOwDFS7IATPWaEHT3OHI/ek6FHBGpErLyXWzZX0CfliF8sj6bRtEW6kb48t0vF1/MqR3uQ7NYP56Yc6QcMpULUTHnHE6ePMkLY56nQYOr+Ps9917UtSEhIQQGBnLwYBqt27Qpcf7gwTSCgoI8S7cSk5JYvWoV8QkJJCQ0wM/fn4SEBuzYkUJKSgqdrrsOgMLC4s1ahw9/kHr16nn1aTprLxqT6Xd/tYbiDV1dZxU7akRGAhAbF0d2djbzkuees5hTmviEBLZv/xmA+vXq88orr3rOhYaFsWH9OnJycnj4oRGedpfLxUcffcTixYv415uTPe1Wq5WomjUBiK5Vi4LCAia/9SYD+g/A11L6speAgAACAgI8x06no9Q4ufI8vfULXm12K0PrtMbpdvHI9/MpcNoZFNeSSL9gXt+1nGAfC9Na9MPf5IPD7aLI6eDR7+eTVpAFwPt71zGhSU9W3fgIBoofTb4lM+289xURkT+P/E9fJmDws1iu6wNOJ3nTx4CtEN8OvTGGVqfwy/cwhkcROOR5DEYjbpcLd142udP+6dlrJ3Dws2D2IaDfY55+C7/6EPvWlRU0KhGR/924zzMYd1skA64Nw+lyMyo5nQK7m76tQokIMTHt25MATOoXRfM4P6oFmXlrcE3sTje3vnWAvCIXULzx8fIdeWTluypyOFcsFXNKcfLECV544Xnq1qvH8OEjLvrx2EajkbZt27FkyRJu7tHTa9+coqIilixZTPv2HTxtiYmJzJwxnc2bN3v2rUlMSmLTpk2kpqZy/wPFjwQPCwvDarVyNOMo7dqXvehSFm63G7v94oohqamphJ2e9eNrsXiKMb9p1boN9erHe7WNf3Ec119/PdffcMN5+y5ecuXC4XTie95IkZLS8jPpv/ajEu2z9m/2vD5UkE2vNe+ds48il4PHfvysXPITEZHy5zpxmNw3h5dot60587XddXgPp14acs4+csb2K5fcREQq0qFMB8M+OFSiPfms5VJPzk0vEfN7//r6xCXNSy7OFVvMyc/PJ/WspyWFhIQAMGbMaCIiIhhy51BycnI858Os1jL3P2DgHWzbto1xY19gwMCBREXVJD39CHM+nY3FYqH/gIGe2Li4Ovj5+bH2uzWMfn4MAEmJScyfl4y/vx9xcXU8sbf36cvMGTPw9/OjSdNm2O02ftm9G5fLRZeu3cqU29dLFhMeXo3oWrUwGGDnzp0sXLCAm2++2ROzeNFXbNy40ZPPihXLMZvN1K1bF4ANGzawfNkyRowYUdotgOInVAUGBnq1mc0mrFYrNWtGe7Xn5eWRlZmJy+0m/cgR5iUnk5iY5DXzRkRERERERESu4GLOtm1beeKJkV5tN910M3Xq1CE9PZ309HTuv997edXc5LLvlxESEsL48RNITp7LlMlvkZmZhdvtolGjRkx86WWvIofRaKRho0Zs27qNhIQGQPESJpPJRMNGjbxmBnXp0hU/i4WFCxcwY8Z0/P39iYurwy29epU5Nzcwe/YsMjIyMBpNREVFMmjQIP7y1y6emJxTpzh61LsSO3/ePI4fP4bRaCImphb/fOwx2rS5tsz3PZ8pk98CwGAwYrWG0bRpMwbeMeiS9C0iIiIiIiJSlRgcDrt2jb1MFi/6ihkzpjPy8SfO+wQo+WOcTodnr6CEL8diczkrOCMRqUqCzL5s7/6M5zjz0U7gsFdgRiIiIlIqSwDW1771HLZ4/lfsTv3YK5efj8nAlhfiLxz4B1yxM3MqQrfuNxESGkpaWhpNrm6C2cenolMSERERERERkUpGxZzL7GKeFiUiIiIiIiIicraLe0yTiIiIiIiIiIhUKM3MkSrJ16iPtohcWj5nf10xa6msiIjIn9JZ36N9zYYKSkSudOX52dMGyFJl/H4DZBEREREREZGqSsusREREREREREQqERVzREREREREREQqERVzpEpJP3IQm62ootMQKXdOp4P0IwdxOh0VnYpIudJnXa4k+rzLlUKfdbmSlNfnXMUcEREREREREZFKRMUcEREREREREZFKRMUcEREREREREZFKRMUcEREREREREZFKRMUcEREREREREZFKRMUcEREREREREZFKxOBw2N0VnYTIpeB0OjCZzBWdhoiIiIiIiEi50swcEREREREREZFKRMUcEREREREREZFKRGtSpEpKWjQBm8tR0WmIiFx2gWYLP3Z90nOcObIzOOwVmJGIiMh5WAKwTlrsOWw7bg82h3YCkarB12xg3XP1y6VvFXOkSrK5HNhczopOQ0TksvM9u5DtsKuYIyIif14m7+9RNocbu1PFHJEL0TIrEREREREREZFKRMUcEREREREREZFKRMUcEREREREREZFKRMUcEREREREREZFKRBsgi4iUQYx/GK82u5VIv2Acbhdjfl7Ed8f3loibee2dRFiCcLnd2F1OXt21jNXH9gDwaIPrGVq3NUcKcjzxN63692Ubg4iIlM4YHkXA4GcxhkWA00H+vH/h2LXpnPG+7W8lcOCT5H70HPYtSz3tlr8MxtK2BziLNyI/9eYI3HnZ5Z6/iAhAdJiZsbdFUiPEjMPpZtJXx9iwp8ArJiLYxNjekdSy+lDkcHMiz8HEhcfYf6J4I+oQfyPjboukXoQvbuDfy0/y1U+nKmA0ciHlWsyZOmUyhYWFPDby8RLnMjIymD8vmZ9//pmsrCzCw610uu56eve+DbP54tLKyckhee4cNm/eRFZWNmFhobRs2Yq+/foTEhJyqYZz0Xbt2sl/Zs7g0KFDFBXZiIiozl/+2oUePXqe85qMjAweHPFAifYXx0+kQYMGZbrve+++wzfffM2wYX+jW/ebPO39+t7ueW0ymQgPr0bHTp3o168/RmPpk7TOzsdsNhMRUYOuXbty0809ypSPSFUwoUlPFqfv4ON9G7g6NJrpbQbT7ts3KHR6P4FhxOZkchyFACSFRDG3/TCaLn4Jh9sFwFeHU3hm2xeXPX8RETm3gIFPYv9pJUUrkzHFNiTogdfJHt0b7EUlYo2RcViuvQnHvm1e7b4deuPTqA05k+4GWwEG/2Dc9sLLNQQREZ7rVYNlKbl8sj6bxGgL04ZG0+3VVArtZ54O5nTBeytP8v3+4q9Pg9qG8eLtkdz57kEAHulSnbSTdh6ZdYToMDOzH4hlS2oBR7Mdpd5TKk6Fzcw5fOgQbrebe++7j6ioKNIOpPHOO29jKypi0OA7y9zPqVOneObpUYSGhjJixENERUWRfjSdT2fP5pmnRzFh4ksEBweX40jOzWLxo2vX7sTGxeHn58fuXbt4551/4+/vT+fOfznvtWPGjCU6OtpzHFTGMWzZspndu3djtYaXev7Bhx6mydVNcDid7N2zh6lTpxASHHzBwsxv+djsdn7+eRvvvfsOETVq0KpV6zLlJVKZWX0DaFMtjns2zQZgW/Zh9uQe54Ya8Sw6ssMr9rdCDkCojz8utxsDhsuar4iIlJ0hMBRz/WvIffcpAJwHduI8uh+fpLbYf1zhHWwyEzj4GfJmTyKg7z+9Tvl3GULuh8+Crfi34O4C/SZbRC6fsAAjLer48+isIwCkHC4i9ZidDgmBLE3J9cSdzHNyMs/pOf5hfwHDOlk9xzc1CabPlP0AHM5ysOaXPLo2DmLGd1mXZyBSZhVWzGl2zTU0u+Yaz3FkZBSHDx/i22+XXlQxZ/Yns7DZbDw3+nksFgsA1SMieG50Ax5+6EFmz/6Ee++9j8WLvmLZsmW8/MqrAKxevYrJb73JQw8/QseOnQB4fORjdO7c2TObZenSb1i4YAHHjx+jRo1IbunVixtuuBE4M2Nl5Mgn+OKLhezdu4fY2DiGDx9BTO3aANSpU4c6dep4cq1Rowbr169j186dFyzmBAUHE2a1njfmbFlZWbz/3ruMGvUMkyZNLDUmMDDQ02/16tVZvXoVe/ftu2Dfv8/nxhs78/WSJezbu9dTzPl+yxY++2w+aWlpmEwmGjZsxN3D/kb16tUByM3N5YP332Pr1p8oLCwiIqI6/QcMpG3bdgAcP36cGdM/5qeffsJsNpGYmMTdw/5GeHjpRSmA/Px8CgrOTBt0u92e+4lcSrX8Qzlhy6PIdeY3Emn5mdTyDys1flKTW2gfUY9gs4X7N3+K3X3mG2aXqIY0t9amwGlj5v5NfHZwa3mnLyIi52G0RuLOzfSaheM6cQRjeFSJWP9bHsD2wzJch/d4n/ALwBgehbleEwJuewTMZmxbvqXo21nlnb6ICAA1Q33IzHNS5DgzC+dQpp2aYef/kf/O9mF8u7242BPib8Tfx8CRrDP/5y3uw6d8kpb/yZ9qz5z8/HyCgoLKHO9yuVi3bi09b+nlKeT8xmKx0LVrVxYuXMg999xLYmISH330EXl5eQQGBpKyfTvBwcHsSEmhY8dO5ObmcuDAARITk4DiYs+85LkM+9vfqRNXh1/3/Mo7/36boKAgr9koc+bMZsjQu6hevTrvv/cub789jfETSi+k7Nu3l127djFo0KALjm3ihPE4HHZq1ozm1lt707xFiwte8/a0KXTvfhOxcXEXjAU4mJbG7t27uO32PmWKh+KCya5duzh06CD9+vf3tBfZiujZsxexsbHkFxTwyaz/8Oa/XmfcixMAmPPpbA4dOsTTzzxLcFAwhw8fxmAsnq3gcDgY/+I4GjVqxLgXx2MwwJw5n/LypJeYMPGlcy4B++KLhcxLnus5DgsL5d33PizzWETKy5NbFwBwbbU6jE7qRr+1H5HrKOKT/ZuZ9utqbC4n9QKrMePaO8m2FbIsY3cFZywiIhdivqoVploJFHw2ucQ5g7H4v9TGajU59cZ9GPyDCXpoMu7sY9g2f325UxURKZOH/1qN6DAf7vu/QxWdivwBf5piTnp6OosWLeKuu+8u8zU5OTnk5eURUyum1PMxMbXJy8slJyeH2rGxBAUFsiMlhZatWpGSkkKPnrewcsVyAHbsSCEoKJDasbEAzJ0zh6F33U3r1m0AqBEZyb69e1n6zddexZxbet1K06bNALi1922Mf3EcNpsNX19fT8z9991DTk4OTqeL/v37c/3p2T2l8fPzY8iQoVzVsCEGg5H169cxadJEnnxqFM2bn7ugs3jRVxQWFtGj5y3nfc9ef+01jEYjLpcTu91Ohw4d6dKl63mvAXh61JMYDEYcDgdOp6O4wPS7fH6bYfObe++7nwdHPMCJEyeoVq0ax48fp07dutSvHw8Uv5+/Wbv2O4xGA/fed7+n7cERD3HXXUPYu2cP8QkJpebUo0dPrxlObre71DiR/9Whgmyq+QZiMZo9s3NqB1j55ujO8163/kQqTreL1uGxLMv4hYyiM1Nc9+adYPGRHbSpFqdijohIBXJlHsUQbAWzLzhsQHFRxr5tlVec+aqWmGrWIeSF/xbHhIRjiqpLoTWKoqX/wV2Qi23jYnC7cefnYP/5O0x1G4OKOSJyGRzJthMeaMLXbMB2enZOLasPy3fklRr/SJdqNI/z54Hphzx76uQUuCiwu6kZZuZQpsPTx64jJfcPk4r3pyjmnDx5kgnjx9G+fXvPMqZLyWQyYTAYaNiwESkp24mPj+fkyRN079ad+fOSycrKImX7dho2bITBYKCwsJCjR9OZOmUy06ZO9fTjdDqIiKjh1Xfs6eIPgDWseBlSTnY21SMiPO1jx75IYWEhu3/ZzSez/kNUzZq0a9e+1FxDQkK8CjLx8fFkZWaycMHnNG/egh07Upgwfrzn/L333Ue9evWYP38e4yecexbLb+4eNozGSY1xuVykp6czffrHzJw5gyFDhpba91VXNQTgsZGPUzOqJg6nk7S0A3z4wQdYw8PpfnpJ2pEjh5nz6af88ssvnDqVw291lePHj1GtWjX+8te/8vprr5G6bx9NmzalzbVtiY8vLuzsT03l0KFD3DnYe8aSy+Ui/Wj6OYs5AQEBBAQEeI6dTm3KJeUj05bPxpP7GRjXgo/3baBxaE3ig6uzIuNXr7gQsx/+Zh+OFhbvk5AUEkVcYDi/nDoGQE2/EI4UFj/JqppvINfXiOeNXSsu61hERMSbOy8bx68/Ymnfq3gD5NpXYYqqgz1lvVdc4YK3KVzwtuc46JGpFK35zPM0q6KNi/FJaodzfwqYffFp0IKidQsv61hE5MqVle9iy/4C+rQM4ZP12TSKtlA3wpfvfilZzHmsW3Uax/hx//RDFNi8fyG+aOspBl4bxquLjhMdZqZDQiCTvzlxuYYhF6HCizknT57khTHP06DBVfz9nnsv6tqQkBACAwM5eDCN1m3alDh/8GAaQUFBnqVbiUlJrF61iviEBBISGuDn709CQgN27EghJSWFTtddB0BhYfEGpsOHP0i9evW8+jSZTd7Hpt+9hYbiZUOus2aI/DYLJTYujuzsbOYlzz1nMac08QkJbN/+MwD169XnldP7/gCEhoWxYf06cnJyePihEZ52l8vFRx99xOLFi/jXm2emA1utVqJq1gQgulYtCgoLmPzWmwzoP6DUvk+dKv6htFq16p7rYmJiOJqezv999pmnmDPppYlERkbywPDhWK1WCgoKeXrUkzgcxQWWFi1aMnXa23z//Ra2/vQTo597hj59+nLb7X0oLCwkISGBESMeKjH20LCwMr9PIuXp6a1f8GqzWxlapzVOt4tHvp9PgdPOoLiWRPoF8/qu5QT7WJjWoh/+Jh8cbhdFTgePfj+ftIIsAMY07k7dwGo43C6MBgOzD3zPl0e2V+zARESE/E9fJmDws1iu6wNOJ3nTx4CtEN8OvTGGVqfwy/cu2EfhF+8QcMcoQp6dDW4Xtm1rsK3X0wtF5PIZ93kG426LZMC1YThdbkYlp1Ngd9O3VSgRISamfXuSZrF+DO1gJfWYjen31PZcO2DaAVxuePPr44y7LZIv/hGH2w2vLDpGup5k9adUocWckydO8MILz1O3Xj2GDx9xwVklZzMajbRt244lS5Zwc4+eXvvmFBUVsWTJYtq37+BpS0xMZOaM6WzevJnExMTitqQkNm3aRGpqKvc/UPwI7rCwMKxWK0czjtKufdmLLmXhdrux2y/uH0Nqaiphp2f9+FosnqLKb1q1bkO908uXfjP+xXFcf/31XH/DDeftu3jJlQuH00lAQECJvn8r5pR2nd1u88QcPnyY4cMfpMFVVwHw4w8/lLgmLCyMG2/szI03dub//u8zln7zNbfd3oe6deuyfv16QsPC8Pf3P2++IhUlLT+T/ms/KtE+a/9mz+tDBdn0WnPu//Dft3lOueQmIiL/G9eJw+S+ObxEu23NZ+e8JvfNEV7H7oJc8j545pLnJiJSVocyHQz7oOT+N8mbsj2vfzxQSJNnfzlnH9kFLh4+/UQs+XMr92JOfn4+qWc9LSkkJASAMWNGExERwZA7h5KTk+M5fzFPcRow8A62bdvGuLEvMGDgQKKiapKefoQ5n87GYrHQf8BAT2xcXB38/PxY+90aRj8/BoCkxCTmz0vG39+PuLg6ntjb+/Rl5owZ+Pv50aRpM+x2G7/s3o3L5aJL125lyu3rJYsJD69GdK1aGAywc+dOFi5YwM033+yJWbzoKzZu3OjJZ8WK5ZjNZurWrQvAhg0bWL5sGSNGjCjtFkDxE6oCAwO92sxmE1arlZo1o73a8/LyyMrMxOV2k37kCPOSk0lMTPJarlSa3FOnyMrMxOlyceDAfr766ktatGjpuX9wcDDffPM1IaGhZBw9yqxZ//G6fu6cT6lXrz4xtWtTVFTITz/+SK1atQDo0LETn3/+Oa++Mom+ffsTHh5ORkYG69at5Y5Bg0uMTURERERERORKVu7FnG3btvLEEyO92m666Wbq1KlDeno66enp3H+/9/Kqucnzy9x/SEgI48dPIDl5LlMmv0VmZhZut4tGjRox8aWXvQoBRqORho0asW3rNhISGgDFS5hMJhMNGzXymhnUpUtX/CwWFi5cwIwZ0/H39ycurg639OpV5tzcwOzZs8jIyMBoNBEVFcmgQYP4y1+7eGJyTp3i6NF0r+vmz5vH8ePHMBpNxMTU4p+PPUabNteW+b7nM2XyWwAYDEas1jCaNm3GwDsu/HStMWNGA8X7D4WHh9O2bTv69x8AFL+vjzz6Dz768EMe++ejxMTEcOedQ3jxxbGe601mM7NmzSQj4xh+fhaSkhpz193DgOJNn18YO45Z/5nJK69MorCwkGrVqtGkaTN8fPQYPBEREREREZHfMzgc9ir3CKDFi75ixozpjHz8ifM+AUqqFqfT4dnDKOHLsdhczgrOSETk8gsy+7K9+5mlHpmPdgKHvQIzEhEROQ9LANbXvvUctnj+V+zOKvcjqlyhfEwGtrwQf+HAP6DCN0AuD92630RIaChpaWk0uboJZs3uEBEREREREZEqokoWc4CLelqUiIiIiIiIiEhlcXGPjxIRERERERERkQpVZWfmyJXN16iPtohcmXzO/vpn1lJjERH5Ezvr+5Sv2VBBiYhceuX5ea6SGyDLlen3GyCLiIiIiIiIVFVaZiUiIiIiIiIiUomomCMiIiIiIiIiUomomCNVSvqRg9hsRRWdhki5czodpB85iNPpqOhURMqVPutyJdHnXa4U+qzLlaS8Pucq5oiIiIiIiIiIVCIq5oiIiIiIiIiIVCIq5oiIiIiIiIiIVCIq5oiIiIiIiIiIVCIq5oiIiIiIiIiIVCIGh8PurugkRC4Fp9OByWSu6DREREREREREypVm5oiIiIiIiIiIVCIq5oiIiIiIiIiIVCJakyJVUtKiCdhcjopOQ8pRoNnCj12f9BxnjuwMDnsFZiQiIiJyESwBWCct9hy2HbcHm0M7YIhUJb5mA+ueq18ufauYI1WSzeXA5nJWdBpSjnzPLtY57CrmiIiISOVh8v5/i83hxu5UMUdEykbLrEREREREREREKhEVc0REREREREREKhEVc0REREREREREKhEVc0REREREREREKhFtgCzyJxXjH8arzW4l0i8Yh9vFmJ8X8d3xvSXiXmnai3bV6xETEMatq9/jh6yDnnMjr7qRv0Y1xOl2YTIYmZv2Ax/sXXc5hyEi8qdjDI8iYPCzGMMiwOkgf96/cOzaVDLQEkDA7Y9iTrgG7EU4jx8i793ip+gZAkIIGPwMpqi6gJvCrz7AtvnryzsQERH504gOMzP2tkhqhJhxON1M+uoYG/YUeMVEBJsY2zuSWlYfihxuTuQ5mLjwGPtPFG+G/fbQaKoFnfkRvX4NX15ddIzZ67Mv61ikcvjTF3OmTplMYWEhj418vNTzr7w8iX379pKdnU1gYCBXX92EQYPvJDw8/KLuk5OTQ/LcOWzevImsrGzCwkJp2bIVffv1JyQk5FIM5Q/ZsGE9Xy9ZQmpqKg6HndjYWPr27U+Tpk3PeU1GRgYPjnigRPuL4yfSoEGDEu0LFy7gv/Pn8c677+Pr6+t17tSpU9x37995YPgIOnbsRL++t/PkU6No0aJlmfKfNy+Z79as5vjx45jNZurVq8eAgXeQkHAmj359b/e8NplMhIdXo2OnTvTr1x+j8cqdPDahSU8Wp+/g430buDo0multBtPu2zcodHo/+eC/B3/i1V3LmN/+byX6eHfPWl7dtQyAYLOFJdcP5/uTaV4FHxGRK03AwCex/7SSopXJmGIbEvTA62SP7g32Iq+4wDtG4Tp5hJwX+gJgCKnmOed/ywO4Thd3jOFRBD/xEfZff8SdlXFZxyIiIn8Oz/WqwbKUXD5Zn01itIVpQ6Pp9moqhfYzTyhzuuC9lSf5fn8hAIPahvHi7ZHc+W7x/80fmH7YE1s73If/PhTL4q25l3cgUmn86Ys5F5KUlESvXrdiDbeSeTKTmTOn88brrzHuxfFl7uPUqVM88/QoQkNDGTHiIaKiokg/ms6ns2fzzNOjmDDxJYKDg8txFOe2IyWFJk2bMvCOQQQGBrB8+XJeemkCE1+aRFxcnfNeO2bMWKKjoz3HQecYQ6dO1/HJrFls2rSR9u07eJ1bs2Y1vr6+tGnd5g/lHxUVxd13/43IqEhsNhtffvkl418cx+Qp07ze0wcfepgmVzfB4XSyd88epk6dQkhwMDfd3OMP3beys/oG0KZaHPdsmg3AtuzD7Mk9zg014ll0ZIdX7LoTqefsJ8dR6Hntb/LFx2DCjR55KSJXLkNgKOb615D77lMAOA/sxHl0Pz5JbbH/uMITZ6xeC3Oj1mQ/feb7kDvnhOe1b8u/kjPxTgBcJ9Oxp6zDt3lnipbNvjwDERGRP42wACMt6vjz6KwjAKQcLiL1mJ0OCYEsTTlTjDmZ5+RkntNz/MP+AoZ1spba5+0tQ1i2I4/MfGep50Uq/bSHm27uQYOrriIiogYNrrqKXr1688svu3G5XGXuY/Yns7DZbDw3+nkaX3011SMiaNz4ap4b/Tw2m43Zsz8BYPGir3ji8ZGe61avXkW/vrezevUqT9vjIx9j8aKvPMdLl37DIw8/xKA7BvCPRx9h+fJlnnMZGRn063s7GzdsYPRzzzJ40ECeHvUUB9PSPDF33T2MXr1uJT4+npo1o7njjkFERUWxZcuWC44rKDiYMKvV88dsLr12FxoaSvPmzVmxfHmJcyuWL6N9+w74WiwXvF9pOnToSJOmTYmMjKJ27ViGDBlKfn4+aQcOeMUFBgYSZrVSvXp1WrdpQ5MmTdi7b995+87Pz+fEiROeP5mZWX8oxz+jWv6hnLDlUeRyeNrS8jOp5R920X0NimvJ0utHsKbzo7y/dx0/Zh26hJmKiFQuRmsk7txMr1k4rhNHMIZHecWZatbFnXUM/573E/z4BwT/49+YE9sCxUus8PXHdfLoefsQEZErQ81QHzLznBQ5zvzS9FCmnZph5587cWf7ML7dXnLmjdkIvZqHMG+TllfJuVX6Ys7v5Z46xerVq2jYsFGZl+e4XC7WrVtL127dsJxVsLBYLHTt2pV1a9fidrtJTExi//795OXlAZCyfTvBwcHsSEkpvn9uLgcOHCAxMQkoLvbMS57LoMGDeeONN+nbrx8ff/QhmzZt9LrPnDmzub1PHya9/AoWiy9vvz3tvPkWFBQSFBR0wbFNnDCee/4+jNHPPcv3Fyj+3HDjjWzdupWTJ8781jE1NZV9+/Zxw42dL3ivsnDY7Sxd+g2BgUHExsaeM+5gWhq7d+8iISHhvP198cVCHrj/Xs+fp0c9cUnyrGpm7d/MX1ZM5frlb9EjOomrQ6MvfJGIyJXOaMIUXR9H6nZOvfI38ua8QuDQ5zFWq1nRmYmISBXw8F+rER3mw+tLjpc4d2NiEKcKXWzaV1DKlSLFKv0yK4D//GcmSxYvoqioiAYNruKpp0aV+dqcnBzy8vKIqRVT6vmYmNrk5eWSk5ND7dhYgoIC2ZGSQstWrUhJSaFHz1tYuaJ4RsuOHSkEBQVS+3ShYu6cOQy9625an16iVCMykn1797L0m69p1aq15x639LqVpk2bAXBr79sY/+I4bDZbif1rAL5YuACbrYhrr217zjH5+fkxZMhQrmrYEIPByPr165g0aSJPPjWK5s1blHrNNdc0JzQ0hJWrVtK7921A8ayc2rVjiY+Pv8C7eH5btmzmX2+8gc1WRFiYleeeG11iydfrr72G0WjE5XJit9vp0KEjXbp0PW+/PXr0pHPnv3iO3e6qs3zoUEE21XwDsRjNntk5tQOsfHN05x/u83BBNutPpNIzujHbsg9f+AIRkSrIlXkUQ7AVzL7gsAFgrFYT+7ZV3nEnjuC2FWL/oXhGrevwHpxH9mGqfVXxcixbAcbwSFwnjnj6cB785bKORURE/hyOZNsJDzThazZgOz07p5bVh+U78kqNf6RLNZrH+fPA9ENee+r8pk+rUOZrVo5cQJWYmXPLLb2Y9PKrPPvsaAwGA9OmTb3k9zCZTBgMBho2bERKynayMjM5efIE3bt15/jx42RlZZGyfTsNGzbCYDBQWFjI0aPpTJ0ymTsHD/L8+fLLL0hPP+rV9+9nqVjDitdM5mSX/Me7Zs1qkpOT+cc/HjvvpswhISH06HkLCQkNiI+PZ/DgO+nYsRMLF3wOFBedfp/T6tWrMJlMdLrues9SK4fDwerVq7nhxhvL9P6sXr3Kq88dO1I855KSGvPKK68y7sUJNGvWjDfeeI2cnByv6+8eNoxXXnmVV155jaeeepo9e/Ywc+aM894zICCAatWqef5YrWFlyrUyyLTls/HkfgbGFRffGofWJD64Oisyfr2ofhKCIjyvw3z86RQRT0rOkUuaq4hIZeLOy8bx649Y2vcCwFT7KkxRdbCnrPeKcx7cjev4IcwJzQEwhNXAFBmH8/AeAGxbvsFyXfHGyMbwKHwS22L7YRkiInLlycp3sWV/AX1aFv+M1ijaQt0IX777pWQx57Fu1WkW68/90w+RbytZyKkd7kOzWD8+/yGnxDn5//buO67q6o/j+OtekL0VRUDAgQNcOXM1zF9qmlruXGW/hrNdmpWmqWnlr5yllSszRTO1Uhtq7p0jceTADS6GgsBdvz/ImwgqmEhX38/Hg0f3e77ne76fczkY98M55ytXuiNm5vj4+ODj40NwcDAhoaH0ev5ZDhw4kKcZJT4+Pnh6enL8+DHq1M25ye/x48fw8vKyL2uKio5m9apVlIuMJDKyPG7u7kRGlmfPnlhiY2O57/77AUhPz9p4tnfvvpQpUyZbm07OTtmPna74NhgMAFivmmWybu1aPp00kZdfeZXKVarcsF9XKxcZye7dfwBQtkxZPvjgQ/s5Xz8/ABo/2JhFC79j3769JCUlkZaWxn2N7stT+7Vq1Say3N/Loq58mpibmxtBJUsSVLIk5cuXp3+/PqxcsZxWrdvY6/j7+xNUMmvqenBICJfSLzFu7Cd06tjppvfrcXRv7vyeD6u3oUdEHSw2Ky9sm88li4ku4bUo4ebNmH1ZibexNdpRJyCMQFcvPq/TGZPVQpOVE7hozmBApf8Q5umPyWrBgIH5x7bz3YldhdwzEZHClfbNaDy6voXr/e3AYiF1+hDITMel4WMYfYuR/sMUAC5OG4xnpzcwuHlgs1pImzcG6+msfe0uLZqER9e38BkcAzYbl+Z/gi0x4Tp3FRGRO9mwhacZ9ngJOt3rh8VqY2BMPJdMNtrX9iXQx4mJv56nepgbPRr6E3cmk+nPlLJf22niUax/ffxrW8uHFXtSSUrL+x6wcne6I5I5V7q81MZsMt2gZhaj0Ui9evVZtmwZLVo+mm3fnIyMDJYtW5rtCU9RUVHMnDGdLVu2EBUVlVUWHc3mzZuJi4vj+V5ZjwT38/PD39+fhNMJ1G/Q4B/1ac2a1UyaOJEXX3rpmsukbiQuLg6/v2b9uLi62hMnVwoOCaFChQqsXLGCxKREataqiY+vb57ad3d3x93dPU91bTYwmc3XrZO15MqK2WIh52Kzu8OxtEQ6rpuao3zWkS3Zjvtvm3fNNp7e/PUtj0tExNFZz53k4ie9c5RnrlmQvd7Jg1wY82yubdhSU0j9THu1iYhIlhOJZnp+kfNBIzFXLJfafjSdqm9df0nuxz+du+55kcscIpmTlpZG3FVPNvLx8SExKZF9+/YRVSkKTy9PEhISmDtnDkFBQfna56VT5yfYtWsXw4a+S6fOnQkKKkl8/CnmfDMbV1dXOnbqbK8bHh6Bm5sb69au4Z3BQwCIjopm/rwY3N3dsj0uvG279sycMQN3NzeqVquOyZTJn/uznrT1cNNmeYptzerVTJgwjief6klkuUiSEhMBcHFxwcPTE8h6ytamTZvs8axcuQJnZ2dKly4NwMaNG1mxfDl9+vS54f0efLAx06ZNxWQy8dprb+Ra5/Tp0zm+H8HBwTlm0GRmZjIvZi61atfB39+PCxcu8tNPyzh//hx1696brW5qaipJiYlYbTbiT51iXkwMUVHReHh43PhNEhEREREREbmLOEQyZ263jsYAAFq7SURBVNeunbz++qvZyh55pAUPNWnCls2bmRczl4yMrM11q1evzosvvYxzkSJ5bt/Hx4fhw0cQEzOX8ePGkpiYhM1mpVKlSox8fzSefyVNIGvGSMVKldi1cxeRkeWBrCVMTk5OVKyU/SlaDz/cFDdXVxYvXsSMGdNxd3cnPDyCVq1b5zm2X375GYvFwhefT+GLz6fYy++//wH69O0HQMqFCyQkxGe7bv68eZw9ewaj0YnQ0BBefuWVHAmU3NSv34CpU6fi4+NL9erVc60z9csvcpSNHv0hEX8ljy4zGgycPHWSjz78gJSUFLy9vShXLpJ3h75HaGj2DafHjxsLgMFgxN/fj2rVqtP5iS43jFdERERERETkbmMwm3PZPltYuuRHZsyYzquvvX7TS5vk9rJYzPb9hyJ/GEqm1VLIEUlB8nJ2YXfzQfbjxBfvA3PelleKiIiIFDpXD/w/+tV+WHPwAUwWfTQTuZMUcTKw9d1/9nToa3GImTmFoVnzR/Dx9eXYsWNUrVI1XzN9REREREREREQKipI511G//j/buFhERERERERE5FYz3riKiIiIiIiIiIj8W2hmjtyRXIwa2ne6Ild/j521FFJEREQcyFW/u7g4GwopEBEpKAX5c60NkOWOceUGyCIiIiIiIiJ3Ki2zEhERERERERFxIErmiIiIiIiIiIg4ECVz5I4Sf+o4mZkZhR2GSIGzWMzEnzqOxWIu7FBECpTGutxNNN7lbqGxLneTghrnSuaIiIiIiIiIiDgQJXNERERERERERByIkjkiIiIiIiIiIg5EyRwREREREREREQeiZI6IiIiIiIiIiAMxmM0mW2EHIXIrWCxmnJycCzsMERERERERkQKlmTkiIiIiIiIiIg5EyRwREREREREREQeiNSlyR4peMoJMq7mww5C7hKezK9ubvmE/Tnz1ITCbCjEiERERkZvg6oH/qKX2w3rDDpJp1q4cIjfLxdnA+rfLFkjbSubIHSnTaibTainsMOQu4XJ14tBsUjJHREREHI9T9t9fMs02TBYlc0T+jbTMSkRERERERETEgSiZIyIiIiIiIiLiQJTMERERERERERFxIErmiIiIiIiIiIg4EG2ALHKHC3X348PqbSjh5o3ZZmXIH0tYe/ZQjnofVGtN/WJlCPXwo83qKfyedNx+bkbdbhRz9bQfl/cuznu7lzEtbuNt6YOIyJ3OGBCER9e3MPoFgsVM2ryPMe/bnLOiqwcebV/EOfIeMGVgOXuC1MlZT9MzePjg0XUQTkGlARvpP35B5pafbm9HRETkHwn2c2bo4yUo7uOM2WJj1I9n2HjwUrY6gd5ODH2sBCH+Rcgw2ziXambk4jMcOZe1gXXfJkV5sKInFhs4GWDBthS+WpdUCL2RgvSvT+ZMGD+O9PR0Xnn1tVzPfzB6FIcPHyI5ORlPT0+qVKlKl67dCAgIyNd9UlJSiJk7hy1bNpOUlIyfny+1atWmfYeO+Pj43Iqu3JSNGzfw07JlxMXFYTabCAsLo337jlStVu2a15w+fZq+fXrlKH9v+EjKly+fo3zx4kV8O38en03+HBcXl2znLly4wHPP/pdevfvQqNF9dGjfljcGDKRmzVp5ir9D+7a5lnft2o1WrdvkqOPk5ERAQFEa3XcfHTp0xGjU5LF/akTVR1kav4dphzdSxTeY6XW7Uv/X/5Fuyf60gm+P7+DDfcuZ3+DpHG103zjT/jrcI4CfHujNopO7Cjx2EZG7hUfnNzDt+I2M32JwCquIV68xJL/zGJgystXzfGIg1vOnSHm3PQAGn6L2c+6temH9K7ljDAjC+/WpmA5sx5Z0+rb2RUREbt7brYuzPPYiX29IJirYlYk9gmn2YRzppr+fKmaxwpTfzrPtSDoAXer58V7bEnSbnPXH2OlrEhn/yzkAvFyNzO8Xxs6j6ew8nn77OyQF5l+fzLmR6OhoWrdug3+AP4nnE5k5czr/G/MRw94bnuc2Lly4wKA3B+Lr60ufPv0ICgoiPiGeb2bPZtCbAxkx8n28vb0LsBfXtic2lqrVqtH5iS54enqwYsUK3n9/BCPfH0V4eMR1rx0yZCjBwcH2Y69r9OG+++7n61mz2Lx5Ew0aNMx2bs2a1bi4uFC3Tt2bin/y5M+zHf++/Xc+nTSRuvfem628b7/+VK1SFbPFwqGDB5kwYTw+3t480qLlTd1Xsvi7eFC3aDjPbJ4NwK7kkxy8eJYHi5djyak92equPxeXpzY7h9fkp/i9nM9Mu9XhiojclQyevjiXvYeLkwcAYDm6F0vCEYpE18O0faW9nrFYCM6V6pD85t//b7SlnLO/dqn1H1JGdgPAej4eU+x6XGo8RMby2benIyIi8o/4eRipGeHOi7NOARB7MoO4MyYaRnryS+xFe73zqRbOp1rsx78fuUTP+/ztxxfSrfbX7i4GnJ0M2NAj5u80Dp/MufLDfmBgcVq3fowPPxyN1WrN86yO2V/PIjMzk7ffGYyrqysAxQIDefud8vTv15fZs7/m2WefY+mSH1m+fDmjP/gQgNWrVzFu7Cf06/8CjRrdB8Brr77CQw89RLPmjwDwyy8/s3jRIs6ePUPx4iVo1bo1Dz7YGPh7Bs2rr77O998v5tChg4SFhdO7dx9CS5UC4MmnemaL9YknurBl8ya2bt16w2SOl7c3fv7+160D4OvrS40aNVi5YkWOZM7KFctp0KAhLn+9L/l19f03b95EdHRlSpQIylbu6elpr1usWDFWr17FocOHb+qe8rcQd1/OZaaSYTXby46lJRLi7ndT7TkbjLQrVZ1+W2NuUYQiImL0L4HtYmK2WTjWc6cwBmT/f6VTydLYks7g/ujzOJerDmYTl5ZNxxy7HoOHD7i4Yz2fcN02RETk36ukbxESUy1kmP9OvJxINFHS7/of27s18OPX3RezlbWv7csT9XwpFVCE8b+cY9fxjGtcLY7qjlrDcvHCBVavXkXFipXynMixWq2sX7+Ops2a2RM5l7m6utK0aVPWr1uHzWYjKiqaI0eOkJqaCkDs7t14e3uzJzY26/4XL3L06FGioqKBrGTPvJi5dOnalf/97xPad+jAtKlfsnnzpmz3mTNnNm3btWPU6A9wdXVh0qSJ14330qV0vLy8bti3kSOG88x/e/LO22+xbevW69Z9sHFjdu7cyflzf/+FLy4ujsOHD/Ng44dueK+8SEpK4vdt22h8g/aOHzvG/v37iIyMvG69tLQ0zp07Z/9KTEy6JXHKtTUNqsQFU3qeZ/GIiMgtZHTCKbgs5rjdXPjgaVLnfIBnj8EYi5Ys7MhERKSQ9P9PUYL9ijBm2dls5TGbk3ls7FFa/u8ITat4ExV8c3+cl38vh5+ZA/DVVzNZtnQJGRkZlC9fgQEDBub52pSUFFJTUwkNCc31fGhoKVJTL5KSkkKpsDC8vDzZExtLrdq1iY2NpeWjrfht5QoA9uyJxcvLk1JhYQDMnTOHHk8+RZ2/ligVL1GCw4cO8cvPP1G7dh37PVq1bkO1atUBaPPY4wx/bxiZmZk59q8B+H7xIjIzM7j33nrX7JObmxvdu/egQsWKGAxGNmxYz6hRI3ljwEBq1KiZ6zX33FMDX18fflv1G4899jiQNSunVKkwypUrd4N3MW9++20lbm7u1Kmbc8nWmI8+wmg0YrVaMJlMNGzYiIcfbnrd9r7/fjHzYubaj/38fJk85ctbEuud4sSlZIq6eOJqdLbPzinl4c/PCXtvqr0nwmsy+8j1E4MiIpI/1sQEDN7+4OwC5kwAjEVLYtq1Knu9c6ewZaZj+n151vHJg1hOHcapVIWs5ViZlzAGlMB67pS9DcvxP29rX0RE5OadSjYR4OmEi7OBzL9m54T4F2HFntRc67/wcFFqhLvTa/qJbHvqXCk+2cyWw5doVsWb2JOanXMnuSOSOa1ataZx44c4e+YMMTFzmThxAq+/MeCW3sPJyQmDwUDFipWIjd1NuXLlOH/+HM2bNWf+vBiSkpKI3b2bihUrYTAYSE9PJyEhngnjxzFxwgR7OxaLmcDA4tnaDvsr+QPg75e11CglOZligYHZ6q1Zs5qYmBjeeGPAdTdl9vHxoeWjrezH5cqVIykxkcWLFlKjRk327IllxPC/9xR69rnnaNToPu67/wFWrljBY489jtlsZvXq1Tz2+ON5en9Wr17F5M8+sx+/OWgQlSpFZauzYvmvNGrUKNck1VM9e1I5ujJWq5X4+HimT5/GzJkz6N69xzXv2bLlozz0UBP7sc2mdaBXS8xMY9P5I3QOr8m0wxup7FuSct7FWHn6QL7bCvcIoFZAGH23zSuASEVE7l621GTMB7bj2qB11gbIpSrgFBSBKXZDtnqW4/uxnj2Bc2QNzH9uw+BXHKcS4VhOHgQgc+vPuN7fnkvfjsUYEESRqHpcWvxZbrcUEZF/oaQ0K1uPXKJdLR++3pBMpWBXSge6sPbPnMmcV5oVo3KoG89PP8GlzOyfg8oWd+Hg6aw/Dvi6G6lfzoMvVifelj7I7XNHJHN8fHzw8fEhODiYkNBQej3/LAcOHMjTjBIfHx88PT05fvxYrjNGjh8/hpeXl31ZU1R0NKtXraJcZCSRkeVxc3cnMrI8e/bEEhsby3333w9AenrWTuG9e/elTJky2dp0cnbKfux0xbfBYADAelViYt3atXw6aSIvv/IqlatUuWG/rlYuMpLdu/8AoGyZsnzw174/AL5+fgA0frAxixZ+x759e0lKSiItLY37/toL6EZq1apNZLm/l0Vd/TSxPXtiOXnyJC++9Equ1/v7+xNUMmuaeHBICJfSLzFu7Cd06tjpmvv1eHh44OHhYT+2WMy51rvbvbnzez6s3oYeEXWw2Ky8sG0+lywmuoTXooSbN2P2Zc0sG1ujHXUCwgh09eLzOp0xWS00WTmBi+asDH7n8Josi99LojY+FhG55dK+GY1H17dwvb8dWCykTh8Cmem4NHwMo28x0n+YAsDFaYPx7PQGBjcPbFYLafPGYD19DIBLiybh0fUtfAbHgM3GpfmfYEtMuM5dRUTk32bYwtMMe7wEne71w2K1MTAmnksmG+1r+xLo48TEX89TPcyNHg39iTuTyfRnStmv7TTxKFYbvPhwUUL8i2C2ggFY9HsKP+64UHidkgJxRyRzrnR5dobZZLpBzSxGo5F69eqzbNkyWrR8NNu+ORkZGSxbtjTbpsBRUVHMnDGdLVu2EBWVNfMkKjqazZs3ExcXx/O9sh4J7ufnh7+/PwmnE6jfoME/6tOaNauZNHEiL7700jWXSd1IXFwcfn/N+nFxdbUnTq4UHBJChQoVWLliBYlJidSsVRMfX988te/u7o67u/s1zy//9VfKlClLREREntrLWnJlxWyxkHMej+THsbREOq6bmqN81pEt2Y7732DGzft7fr6lcYmIyN+s505y8ZPeOcoz1yzIXu/kQS6MeTbXNmypKaR+9nqBxCciIrfHiUQzPb84kaM8ZnOy/fX2o+lUfevay2j7fXWqQGKTfxeHSOakpaURd9WTjXx8fEhMSmTfvn1EVYrC08uThIQE5s6ZQ1BQUL72eenU+Ql27drFsKHv0qlzZ4KCShIff4o538zG1dWVjp062+uGh0fg5ubGurVreGfwEACio6KZPy8Gd3e3bE+YatuuPTNnzMDdzY2q1apjMmXy5/79WK1WHm7aLE+xrVm9mgkTxvHkUz2JLBdJUmLW9DgXFxc8PD0BWLrkRzZt2mSPZ+XKFTg7O1O6dGkANm7cyIrly+nTp88N7/fgg42ZNm0qJpOJ1157I9c6p0+fzvH9CA4OvuYMmrS0NDZsWE+36yyZSk1NJSkxEavNRvypU8yLiSEqKjrbzBsRERERERERcZBkzq5dO3n99VezlT3ySAseatKELZs3My9mLhkZGfj5+VO9enVefOllnIsUyXP7Pj4+DB8+gpiYuYwfN5bExCRsNiuVKlVi5Puj8fwraQJZM0YqVqrErp27iIwsD2QtYXJycqJipexP0Xr44aa4ubqyePEiZsyYjru7O+HhEbRq3TrPsf3yy89YLBa++HwKX3w+xV5+//0P0KdvPwBSLlwgISE+23Xz583j7NkzGI1OhIaG8PIrr1C37r03vF/9+g2YOnUqPj6+VK9ePdc6U7/8IkfZ6NEfEvFX8uhq69auwWaz0fCqx55fafy4sQAYDEb8/f2oVq06nZ/ocsN4RURERERERO42BrP5Gtte3+WWLvmRGTOm8+prr9/00ia5vSwWs33/ocgfhpJptRRyRHK38HJ2YXfzQfbjxBfvA3PelnqKiIiI/Gu4euD/0a/2w5qDD2Cy6OOiyM0q4mRg67u35unQV3OImTmFoVnzR/Dx9eXYsWNUrVI1XzN9REREREREREQKipI511G//j/buFhERERERERE5FYz3riKiIiIiIiIiIj8W2hmjtyRXIwa2nL7FLl6vDlrWaaIiIg4oKt+h3FxNhRSICJ3hoL8GdIGyHLHuHIDZBEREREREZE7lZZZiYiIiIiIiIg4ECVzREREREREREQciJI5ckeJP3WczMyMwg5DpMBZLGbiTx3HYjEXdigiBUpjXe4mGu9yt9BYl7tJQY1zJXNERERERERERByIkjkiIiIiIiIiIg5EyRwREREREREREQeiZI6IiIiIiIiIiANRMkdERERERERExIEomSMiIiIiIiIi4kAMZrPJVthBiNwKFosZJyfnwg5DREREREREpEBpZo6IiIiIiIiIiANRMkdERERERERExIFoTYrckaKXjCDTai7sMOQu4+nsyvamb9iPE199CMymQoxIREREHIqrB/6jltoP6w07SKZZu2KIOCoXZwPr3y5bIG0rmSN3pEyrmUyrpbDDkLuMy9UJRLNJyRwRERHJO6fsvzdkmm2YLErmiEhOWmYlIiIiIiIiIuJAlMwREREREREREXEgSuaIiIiIiIiIiDgQ7ZkjchcIdffjw+ptKOHmjdlmZcgfS1h79lCOeh9Ua039YmUI9fCjzeop/J503H5uRt1uFHP1tB+X9y7Oe7uXMS1u423pg4jIv5kxIAiPrm9h9AsEi5m0eR9j3rc5Rz2fd78FiwlbZjoApl1rSP9hCgAeXQfhFFreXtcpsBQZaxZwacG429MJERG5JYL9nBn6eAmK+zhjttgY9eMZNh68lK1OoLcTQx8rQYh/ETLMNs6lmhm5+AxHzv29b9JTjfx5rIaPfd+kp788TlKa9bb2Rf697spkzoTx40hPT+eVV1/L9fwHo0dx+PAhkpOT8fT0pEqVqnTp2o2AgIB83SclJYWYuXPYsmUzSUnJ+Pn5UqtWbdp36IiPj8+t6MpN2bdvL1/NnMGJEyfIyMgkMLAYTf7zMC1bPnrNa06fPk3fPr1ylL83fCTly5fP5Yqcpkz+jJ9//omePZ+mWfNH7OUd2re1v3ZyciIgoCiN7ruPDh06YjRq8titMKLqoyyN38O0wxup4hvM9Lpdqf/r/0i3ZN9k79vjO/hw33LmN3g6RxvdN860vw73COCnB3qz6OSuAo9dRMQReHR+A9OO38j4LQansIp49RpD8juPgSkjR93UGUOxxO3OUZ721fC/D9w88Bu+mMxNSwoybBERKQBvty7O8tiLfL0hmahgVyb2CKbZh3Gkm/7ezNpihSm/nWfbkazkfpd6frzXtgTdJmf9MbVDHV/ql/Og46SjXMq04e1mzHa9yF2ZzLmR6OhoWrdug3+AP4nnE5k5czr/G/MRw94bfuOL/3LhwgUGvTkQX19f+vTpR1BQEPEJ8XwzezaD3hzIiJHv4+3tXYC9uDZXVzeaNm1OWHg4bm5u7N+3j88++xR3d3ceeqjJda8dMmQowcHB9mOvPPZh69Yt7N+/H3//3BNiffv1p2qVqpgtFg4dPMiECePx8fbmkRYt894xyZW/iwd1i4bzzObZAOxKPsnBi2d5sHg5lpzak63u+nNxeWqzc3hNforfy/nMtFsdroiIwzF4+uJc9h4uTh4AgOXoXiwJRygSXQ/T9pU31aZLraZYTh7CcuLALYxUREQKmp+HkZoR7rw46xQAsScziDtjomGkJ7/EXrTXO59q4Xzq30/f/f3IJXre528/fvo+f177Jp5LmVkJnAvpmpEj2WnaQy4eadGS8hUqEBhYnPIVKtC69WP8+ed+rNa8/wDN/noWmZmZvP3OYCpXqUKxwEAqV67C2+8MJjMzk9mzvwZg6ZIfef21V+3XrV69ig7t27J69Sp72WuvvsLSJT/aj3/55Wde6N+PLk904qUXX2DFiuX2c6dPn6ZD+7Zs2riRd95+i65dOvPmwAEcP3bMXiciIoKGjRoRFhZG8eLFadioEdWqVWPf3r037JeXtzd+/v72L2fnG+cDk5KS+HzKZPr164+zs1OudTw9PfHz96dYsWLUqVuXqlWrcujw4Ru2LTcW4u7LucxUMq54bPaxtERC3P1uqj1ng5F2parz9ZEttyhCERHHZvQvge1iYrZZONZzpzAGBOVa3/OJgfi8+RWePYdjLBGeax3XBm3IWPtdQYQrIiIFqKRvERJTLWSY/55FcyLRREm/639u6tbAj193ZyV7PF2NlPQrQvVwN2Y8G8rsXqV4sqFfQYYtDkjJnBu4eOECq1evomLFSnle8mO1Wlm/fh1NmzXD1dU12zlXV1eaNm3K+nXrsNlsREVFc+TIEVJTUwGI3b0bb29v9sTGZt3/4kWOHj1KVFQ0kJXsmRczly5du/K//31C+w4dmDb1SzZv3pTtPnPmzKZtu3aMGv0Brq4uTJo08ZrxHj58iH379hEVFXXDvo0cMZxn/tuTd95+i21bt+bp/Zg0cTzNmz9CWHjuv7Be7fixY+zfv4/IyMjr1ktLS+PcuXP2r8TEpDy1L/9M06BKXDCl53kWj4iI/O3ix71JGdGVlBFdMe3diHffseBcJFsdp/AojEVLkrn1l0KKUkREbqf+/ylKsF8Rxiw7C4DTXx87g/2K0GPKcZ6bdoLmVb15pFrhrOyQfycts7qGr76aybKlS8jIyKB8+QoMGDAwz9empKSQmppKaEhorudDQ0uRmnqRlJQUSoWF4eXlyZ7YWGrVrk1sbCwtH23FbytXALBnTyxeXp6UCgsDYO6cOfR48inq1KkLQPESJTh86BC//PwTtWvXsd+jVes2VKtWHYA2jz3O8PeGkZmZiYuLi73O8889Q0pKChaLlY4dO/LAg42v2Sc3Nze6d+9BhYoVMRiMbNiwnlGjRvLGgIHUqFHzmtctXfIj6ekZtHy01XXfszEffYTRaMRqtWAymWjYsBEPP9z0utd8//1i5sXMtR/7+fkyecqX173mbnTiUjJFXTxxNTrbZ+eU8vDn54Qbz8TKzRPhNZl9JG+JPBGRu4E1MQGDtz84u4A5EwBj0ZKYdq3KpW68/XXmukW4t+6NsVgI1vg4e7lrg9Zkbl6W6347IiLy73Yq2USApxMuzgYy/5qdE+JfhBV7UnOt/8LDRakR7k6v6Sfse+KkXLJyId3C99tTsNmyjlftS6VqqBs/7rhw2/oi/25K5lxDq1atadz4Ic6eOUNMzFwmTpzA628MuKX3cHJywmAwULFiJWJjd1OuXDnOnz9H82bNmT8vhqSkJGJ376ZixUoYDAbS09NJSIhnwvhxTJwwwd6OxWImMLB4trbD/kr+APj7Za29TElOplhgoL186ND3SE9PZ/+f+/l61lcElSxJ/foNco3Vx8cnW0KmXLlyJCUmsnjRQmrUqMmePbGMGP73nkLPPvccZcqUYf78eQwf8f4NZzU91bMnlaMrY7VaiY+PZ/r0acycOYPu3Xtc85qWLR/NtsePzaYNwXKTmJnGpvNH6Bxek2mHN1LZtyTlvIux8nT+92EI9wigVkAYfbfNK4BIRUQcky01GfOB7bg2aJ21AXKpCjgFRWCK3ZC9opsnYIP0rP3GilRuCGQtyfq7jgcuNZuQ8tGztyl6ERG5lZLSrGw9col2tXz4ekMylYJdKR3owto/cyZzXmlWjMqhbjw//YR9b5zLvt9+gfsqePLHiQxcnA3UKePBgq0pt6sb4gCUzLkGHx8ffHx8CA4OJiQ0lF7PP8uBAwcoV65cnq719PTk+PFj1KlbN8f548eP4eXlhZeXFwBR0dGsXrWKcpGRREaWx83dncjI8uzZE0tsbCz33X8/AOnpWTud9+7dlzJlymRr0+mqvWicnK741hoMAFivSnYUL1ECgLDwcJKTk5kXM/eayZzclIuMZPfuPwAoW6YsH3zwof2cr58fGzesJyUlhf79+tjLrVYrU6dOZenSJXz8yd+PWvX39yeoZEkAgkNCuJR+iXFjP6FTx064XLVU7TIPDw88PDzsxxaLOdd6Am/u/J4Pq7ehR0QdLDYrL2ybzyWLiS7htSjh5s2YfVkzwcbWaEedgDACXb34vE5nTFYLTVZO4KI566/DncNrsix+L4na+FhEJJu0b0bj0fUtXO9vBxYLqdOHQGY6Lg0fw+hbjPQfpmAMCMKz+2AMRiM2qxVbajIXJ76cbQZO1sbHB7GePFh4nRERkX9k2MLTDHu8BJ3u9cNitTEwJp5LJhvta/sS6OPExF/PUz3MjR4N/Yk7k8n0Z0rZr+008ShWG4z/5RxD2hTnu/7hWG02Vu5N5bttSubI35TMyYPLMz7MJtMNamYxGo3Uq1efZcuW0aLlo9n2zcnIyGDZsqU0aNDQXhYVFcXMGdPZsmWLfd+aqOhoNm/eTFxcHM/3ynokuJ+fH/7+/iScTqB+g7wnXfLCZrNhMuUvGRIXF4ffX7N+XFxd7cmYy2rXqUuZstmTX8PfG8YDDzzAAw8+eN22s5ZcWTFbLLhct6bkxbG0RDqum5qjfNZVmxj3v8GMm/f3/HxL4xIRuVNYz53k4ie9c5Rnrlnwd52TB7nwfvfrtpO5ZkG2a0RExPGcSDTT84sTOcpjNifbX28/mk7Vt/68ZhsX0q288k38Nc+L3LXJnLS0NOKuelqSj48PiUmJWZsBV4rC08uThIQE5s6ZQ1BQUJ5m5VzWqfMT7Nq1i2FD36VT584EBZUkPv4Uc76ZjaurKx07dbbXDQ+PwM3NjXVr1/DO4CEAREdFM39eDO7uboSHR9jrtm3XnpkzZuDu5kbVatUxmTL5c3/Wk7YebtosT7H9tGwpAQFFCQ4JwWCAvXv3snjRIlq0aGGvs3TJj2zatMkez8qVK3B2dqZ06dIAbNy4kRXLl9OnT5/cbgFkPaHK09MzW5mzsxP+/v6ULBmcrTw1NZWkxESsNhvxp04xLyaGqKjobDNvREREREREROQuTubs2rWT119/NVvZI4+04KEmTdiyeTPzYuaSkZGBn58/1atX58WXXsa5SJFrtJaTj48Pw4ePICZmLuPHjSUxMQmbzUqlSpUY+f7obEkOo9FIxUqV2LVzF5GR5YGsJUxOTk5UrJT9KVoPP9wUN1dXFi9exIwZ03F3dyc8PIJWrVvnOTYbMHv2LE6fPo3R6ERQUAm6dOlCk/88bK+TcuECCQnZM8Hz583j7NkzGI1OhIaG8PIrr1C37r15vu/1jB83FgCDwYi/vx/VqlWn8xNdbknbIiIiIiIiIncSg9ls0q6xt8nSJT8yY8Z0Xn3t9es+AUpujsVitu8VFPnDUDKtlkKOSO42Xs4u7G4+yH6c+OJ9YM7b8kwRERERXD3w/+hX+2HNwQcwWfRxTcRRFXEysPXdvK/wyY+7dmZOYWjW/BF8fH05duwYVatUzddMHxERERERERERUDLntsvP06JERERERERERK5mvHEVERERERERERH5t9DMHLkjuRg1tOX2K3L1uHPWUkoRERHJh6t+d3BxNhRSICJyKxTkz7A2QJY7xpUbIIuIiIiIiIjcqbTMSkRERERERETEgSiZIyIiIiIiIiLiQJTMkTtK/KnjZGZmFHYYIgXOYjETf+o4Fou5sEMRKVAa63I30XiXu4XGutxNCmqcK5kjIiIiIiIiIuJAlMwREREREREREXEgSuaIiIiIiIiIiDgQJXNERERERERERByIkjkiIiIiIiIiIg5EyRwREREREREREQdiMJtNtsIOQuRWsFjMODk5F3YYIiIiIiIiIgVKM3NERERERERERByIkjkiIiIiIiIiIg5Ea1LkjhS9ZASZVnNhhyF3GE9nV7Y3fcN+nPjqQ2A2FWJEIiIicsdx9cB/1FL7Yb1hB8k0a2cMEUfk4mxg/dtlC6RtJXPkjpRpNZNptRR2GHKHcbk6QWg2KZkjIiIit5ZT9t8tMs02TBYlc0QkOy2zEhERERERERFxIErmiIiIiIiIiIg4ECVzREREREREREQciJI5IiIiIiIiIiIORBsgi9yBQt39+LB6G0q4eWO2WRnyxxLWnj2Uo94H1VpTv1gZQj38aLN6Cr8nHc92/vmyDekQdg+mvzaT7rR+GomZabelDyIi/3bGgCA8ur6F0S8QLGbS5n2Med/mHPV83v0WLCZsmekAmHatIf2HKQAY/Irj+cRADD5FMTgXwXz4D9LmfADmzNvaFxERuXWC/ZwZ+ngJivs4Y7bYGPXjGTYevJStTqC3E0MfK0GIfxEyzDbOpZoZufgMR879vQH2U438eayGj30D7Ke/PE5SmvW29kX+vQo0mTNh/DjS09N55dXXcj3/wehRHD58iOTkZDw9PalSpSpdunYjICAgX/dJSUkhZu4ctmzZTFJSMn5+vtSqVZv2HTri4+NzK7pyU/bt28tXM2dw4sQJMjIyCQwsRpP/PEzLlo9e85rTp0/Tt0+vHOXvDR9J+fLl83TfKZM/4+eff6Jnz6dp1vwRe3mH9m3tr52cnAgIKEqj++6jQ4eOGI25T9K6Oh5nZ2cCA4vTtGlTHmnRMk/xyO03ouqjLI3fw7TDG6niG8z0ul2p/+v/SLdkfzrCt8d38OG+5cxv8HSONrqG1+a+wLK0XPUZaZZMfIq45bheRORu5tH5DUw7fiPjtxicwiri1WsMye88BqaMHHVTZwzFErc7R7l7q+cxH91D+veTweiEV/9xuNzbgsw1C25HF0REpAC83bo4y2Mv8vWGZKKCXZnYI5hmH8aRbvr7qWQWK0z57TzbjmQl+rvU8+O9tiXoNjnrj6sd6vhSv5wHHScd5VKmDW83Y7brRQp1Zk50dDStW7fBP8CfxPOJzJw5nf+N+Yhh7w3PcxsXLlxg0JsD8fX1pU+ffgQFBRGfEM83s2cz6M2BjBj5Pt7e3gXYi2tzdXWjadPmhIWH4+bmxv59+/jss09xd3fnoYeaXPfaIUOGEhwcbD/2ymMftm7dwv79+/H3zz0h1rdff6pWqYrZYuHQwYNMmDAeH2/vGyZmLseTaTLxxx+7mDL5MwKLF6d27Tp5iktuH38XD+oWDeeZzbMB2JV8koMXz/Jg8XIsObUnW9315+Ku2U7vyIb02RJDmiXrr8MppvQCi1lExNEYPH1xLnsPFycPAMBydC+WhCMUia6HafvKvDdkA4ObZ9Zr5yIYnF2xJZ2+9QGLiMht4edhpGaEOy/OOgVA7MkM4s6YaBjpyS+xF+31zqdaOJ9qsR//fuQSPe/ztx8/fZ8/r30Tz6XMrATOhXTNyJHsCjWZc2UCITCwOK1bP8aHH47GarVec6bI1WZ/PYvMzEzefmcwrq6uABQLDOTtd8rTv19fZs/+mmeffY6lS35k+fLljP7gQwBWr17FuLGf0K//CzRqdB8Ar736Cg899JB9Nssvv/zM4kWLOHv2DMWLl6BV69Y8+GBj4O8ZK6+++jrff7+YQ4cOEhYWTu/efQgtVQqAiIgIIiIi7LEWL16cDRvWs2/v3hsmc7y8vfHz979unaslJSXx+ZTJDBw4iFGjRuZax9PT095usWLFWL16FYcOH75h21fG07jxQ/y0bBmHDx2yJ3O2bd3KggXzOXbsGE5OTlSsWImnej5NsWLFALh48SJffD6FnTt3kJ6eQWBgMTp26ky9evUBOHv2LDOmT2PHjh04OzsRFRXNUz2fvu4srbS0NC5d+nu6os1ms9/vbhbi7su5zFQyrGZ72bG0RELc/fLchpezKyHuftQKCOPt6KYUMTrx/cndfHZwbQFELCLieIz+JbBdTMw2C8d67hTGgKBc63s+MRAAS/wRLv0wGWvCEQAufTcer/+OwHfEDxhc3cjYuATTH/q3VkTEUZX0LUJiqoUM89+zaE4kmijpd/2P3t0a+PHr7qxkj6erkZJ+Rage7sarjxSjiJOBZbsuMG1NUkGGLg7mX7NnzsULF1i9ehUVK1bKcyLHarWyfv06Hm3V2p7IuczV1ZWmTZuyePFinnnmWaKiopk6dSqpqal4enoSu3s33t7e7ImNpVGj+7h48SJHjx4lKioayEr2zIuZS8+n/0tEeAQHDh7gs08n4eXllW02ypw5s+ne40mKFSvG51MmM2nSRIaPyD2RcvjwIfbt20eXLl1u2LeRI4ZjNpsoWTKYNm0eo0bNmje8ZtLE8TRv/ghh4eE3rAtw/Ngx9u/fx+Nt2+WpPmQlTPbt28eJE8fp0LGjvTwjM4NHH21NWFgYaZcu8fWsr/jk4zEMe28EAHO+mc2JEyd4c9BbeHt5c/LkSQxGAwBms5nh7w2jUqVKDHtvOAYDzJnzDaNHvc+Ike9fczx8//1i5sXMtR/7+fkyecqXee6LXJuTIes9D/Xwo+3aL/Ep4sbsej1ISE/huxO7Cjk6ERHHcvHj3lgT4wFwqd8K775jSX63HZhNuDZog2n/NtL/9zy4eeD17GhcGz1OxupvCzlqERG5Xfr/pyjBfkV47rsTADj99fEn2K8IPaYcx9vNyJSnQjh9wcKPOy4UYqTyb1LoyZyvvprJsqVLyMjIoHz5CgwYMDDP16akpJCamkpoSGiu50NDS5GaepGUlBRKhYXh5eXJnthYatWuTWxsLC0fbcVvK1cAsGdPLF5enpQKCwNg7pw59HjyKerUqQtA8RIlOHzoEL/8/FO2ZE6r1m2oVq06AG0ee5zh7w0jMzMTFxcXe53nn3uGlJQULBYrHTt25IG/Zvfkxs3Nje7de1ChYkUMBiMbNqxn1KiRvDFgIDVqXDuhs3TJj6SnZ9Dy0VbXfc/GfPQRRqMRq9WCyWSiYcNGPPxw0+teA/DmwDcwGIyYzWYsFnNWgumKeC7PsLns2eeep2+fXpw7d46iRYty9uxZIkqXpmzZckDW+3nZunVrMRoNPPvc8/ayvn368eST3Tl08CDlIiNzjally0ezzXCy2bSGFODEpWSKunjianS2z84p5eHPzwl789xGsukSKaZ0vj2+Axs2kk2X+DVhP/f4l1IyR0QEsCYmYPD2B2cX+2bFxqIlMe1alUvdePvrzHWLcG/dG2OxEKzxcbg1eYKUkd2zTqanYdq+AucKtZTMERFxUKeSTQR4OuHibCDzr9k5If5FWLEnNdf6LzxclBrh7vSafsK+J07KJSsX0i18vz0Fmy3reNW+VKqGuimZI3aFnsxp1ao1jRs/xNkzZ4iJmcvEiRN4/Y0Bt/QeTk5OGAwGKlasRGzsbsqVK8f58+do3qw58+fFkJSUROzu3VSsWAmDwUB6ejoJCfFMGD+OiRMm2NuxWMwEBhbP1nbYX8kfAH+/rGVIKcnJFAsMtJcPHfoe6enp7P9zP1/P+oqgkiWpX79BrrH6+PhkS8iUK1eOpMREFi9aSI0aNdmzJ5YRw//eU+jZ556jTJkyzJ8/j+Ejrj2L5bKnevakcnRlrFYr8fHxTJ8+jZkzZ9C9e49c265QoSIAr7z6GiWDSmK2WDh27ChffvEF/gEBNP9rSdqpUyeZ8803/Pnnn1y4kPWPDsDZs2coWrQoTf7zH8Z89BFxhw9TrVo16t5bj3LlshI7R+LiOHHiBN26Zp+xZLVaiU+Iv2Yyx8PDAw8PD/uxxWLOtd7dJjEzjU3nj9A5vCbTDm+ksm9JynkXY+XpA/lqZ8HxHTQuXp4dSSdwNTpTv1hp5hzdVkBRi4g4FltqMuYD23Ft0DprA+RSFXAKisAUuyF7RTdPwAbpWU8CLFK5IZC1JAvAcvYkRSrXJ+O3eWB0wjmqHpYjsbezKyIicgslpVnZeuQS7Wr58PWGZCoFu1I60IW1f+ZM5rzSrBiVQ914fvoJ+944l32//QL3VfDkjxMZuDgbqFPGgwVbU25XN8QBFHoyx8fHBx8fH4KDgwkJDaXX889y4MAB+wf9G13r6enJ8ePHqFO3bo7zx48fw8vLCy8vLwCioqNZvWoV5SIjiYwsj5u7O5GR5dmzJ5bY2Fjuu/9+ANLTszZ67d27L2XKlMnWppOzU/ZjpyveQkPWsiHrVTNELs9CCQsPJzk5mXkxc6+ZzMlNuchIdu/+A4CyZcrywV/7/gD4+vmxccN6UlJS6N+vj73carUydepUli5dwsefjLOX+/v7E1SyJADBISFcSr/EuLGf0Kljp1zbvnAhK/NbtGgx+3WhoaEkxMfz3YIF9mTOqPdHUqJECXr17o2/vz+XLqXz5sA3MJuzEiw1a9ZiwsRJbNu2lZ07dvDO24No1649j7dtR3p6OpGRkfTp0y9H3339/PL8Psnf3tz5PR9Wb0OPiDpYbFZe2DafSxYTXcJrUcLNmzH7smakja3RjjoBYQS6evF5nc6YrBaarJzARXMGH+5dzqhqrfj1gb5YsfFz/D7mHvu9kHsmIvLvkfbNaDy6voXr/e3AYiF1+hDITMel4WMYfYuR/sMUjAFBeHYfjMFoxGa1YktN5uLEl+177aTNHIp7+5dxbdAGjE6YD+0k/ZdZhdovERH5Z4YtPM2wx0vQ6V4/LFYbA2PiuWSy0b62L4E+Tkz89TzVw9zo0dCfuDOZTH+mlP3aThOPYrXB+F/OMaRNcb7rH47VZmPl3lS+26Zkjvyt0JM5V7q8TMZsytvjj41GI/Xq1WfZsmW0aPlotn1zMjIyWLZsKQ0aNLSXRUVFMXPGdLZs2UJUVFRWWXQ0mzdvJi4ujud7ZT2C28/PD39/fxJOJ1C/Qd6TLnlhs9kwmfI3gyQuLg6/v2b9uLi62pMql9WuU5cyZbMnv4a/N4wHHniABx588LptZy25smK2WPDw8MjR9uVkTm7XmUyZ9jonT56kd+++lK9QAYDtv+f80O/n50fjxg/RuPFDfPfdAn75+Sceb9uO0qVLs2HDBnz9/HB3d79uvJI3x9IS6bhuao7yWUe2ZDvuv23eNdtIMafTa+vca54XEbnbWc+d5OInvXOUX/lYcevJg1x4v/s127CcOMDFj3O2ISIijutEopmeX5zIUR6zOdn+evvRdKq+9ec127iQbuWVb+KveV6kwJM5aWlpxF31tCQfHx8SkxLZt28fUZWi8PTyJCEhgblz5hAUFJSnWTmXder8BLt27WLY0Hfp1LkzQUEliY8/xZxvZuPq6krHTp3tdcPDI3Bzc2Pd2jW8M3gIANFR0cyfF4O7uxvh4RH2um3btWfmjBm4u7lRtVp1TKZM/ty/H6vVysNNm+Uptp+WLSUgoCjBISEYDLB3714WL1pEixYt7HWWLvmRTZs22eNZuXIFzs7OlC5dGoCNGzeyYvly+vTpk9stgKwnVHl6emYrc3Z2wt/fn5Ilg7OVp6amkpSYiNVmI/7UKebFxBAVFZ1tuVJuLl64QFJiIharlaNHj/Djjz9Qs2Yt+/29vb35+eef8PH15XRCArNmfZXt+rlzvqFMmbKElipFRkY6O7ZvJyQkBICGje5j4cKFfPjBKNq370hAQACnT59m/fp1PNGla46+iYiIiIiIiNzNCjyZs2vXTl5//dVsZY880oKHmjRhy+bNzIuZS0ZGBn5+/lSvXp0XX3oZ5yJF8ty+j48Pw4ePICZmLuPHjSUxMQmbzUqlSpUY+f7obIkAo9FIxUqV2LVzF5GR5YGsJUxOTk5UrJT9KVoPP9wUN1dXFi9exIwZ03F3dyc8PIJWrVvnOTYbMHv2LE6fPo3R6ERQUAm6dOlCk/88bK+TcuECCQnZM67z583j7NkzGI1OhIaG8PIrr1C37r15vu/1jB83FgCDwYi/vx/VqlWn8xM3frrWkCHvAFn7DwUEBFCvXn06duwEZL2vL7z4ElO//JJXXn6R0NBQunXrznvvDbVf7+TszKxZMzl9+gxubq5ER1fmyad6AlmbPr87dBizvprJBx+MIj09naJFi1K1WnWK5GMsiIiIiIiIiNwNDGaz6Y57BNDSJT8yY8Z0Xn3t9es+AUruLBaL2b6HUeQPQ8m0Wgo5IrnTeDm7sLv5IPtx4ov3gTlvy0JFRERE8sTVA/+PfrUf1hx8AJPljvvIJnJXKOJkYOu7eV95lB//qj1zbpVmzR/Bx9eXY8eOUbVK1XzN9BERERERERER+Te7I5M5QL6eFiUiIiIiIiIi4iiMN64iIiIiIiIiIiL/FnfszBy5u7kYNbTl1ity9bhy1hJOERERucWu+v3CxdlQSIGIyD9VkD+/d+QGyHJ3unIDZBEREREREZE7lZZZiYiIiIiIiIg4ECVzREREREREREQciJI5ckeJP3WczMyMwg5DpMBZLGbiTx3HYjEXdigiBUpjXe4mGu9yt9BYl7tJQY1zJXNERERERERERByIkjkiIiIiIiIiIg5EyRwREREREREREQeiZI6IiIiIiIiIiANRMkdERERERERExIEomSMiIiIiIiIi4kCUzBERERERERERcSBK5oiIiIiIiIiIOBAlc0REREREREREHIiSOSIiIiIiIiIiDkTJHBERERERERERB6JkjoiIiIiIiIiIA1EyR0RERERERETEgSiZIyIiIiIiIiLiQJTMERERERERERFxIErmiIiIiIiIiIg4ECVzREREREREREQciJI5IiIiIiIiIiIORMkcEREREREREREHomSOiIiIiIiIiIgDUTJHRERERERERMSBKJkjIiIiIiIiIuJAlMwREREREREREXEgzoUdgMitYrPZALBaLFgs5kKORqRgWSyWbP8VuVNprMvdRONd7hYa63I3uTzOjUYnDAbDLWvXYDabbLesNZFClJKSQlpqSmGHISIiIiIiIpKNl7cfXl5et6w9zcyRO0ZGRgYffvghbwwYRECAf2GHI1KgEhOTeHPg64wYORp/f7/CDkekwGisy91E413uFhrrcje5crwrmSOSC6PRyNGjxzAajTg5aWjLnc1gMJCUlIzBYNB4lzuaxrrcTTTe5W6hsS53kyvH+62kDZBFRERERERERByIkjkiIiIiIiIiIg5EyRy5Y7i7u9OufQfc3d0LOxSRAqfxLncLjXW5m2i8y91CY13uJgU13vU0KxERERERERERB6KZOSIiIiIiIiIiDkTJHBERERERERERB6JkjoiIiIiIiIiIA1EyR0RERERERETEgSiZIyIiIiIiIiLiQJwLOwCR/Fi6dAmLFy0kKSmJiIgInur5X8qVK3fN+uvXr2PON7M5c+YMQUEl6datO9Xvuec2Rixy8/Iz3n/55WdW/fYbx44dBQyULVuWzk88Qdmy1/75EPm3yO+/7Zd9990Cvp71FS0fbUX37j1uQ6Qi/1x+x/vFixeZ/fUsNm3aSFpaGsWLF+eZZ54jKjr6NkYtkn/5GesWi4U5c75h7ZrVJCUlU7RoAE3+8zCtWrW+zVGL5E9s7G4WLVrI4UOHSExM5I0BA6lZs9Z1r7lVn1E1M0ccxrq1a5kxfRrt2ndg1KgPCAsLZ/h7w0hJScm1/r59e/nk4//RuPFDjBr9IbXr1GH06Pc5fvz4bY5cJP/yO95jd++mQcOGDB78Lu8NH05AQADvDRtKYmLibY5cJH/yO9YvO3ToED//9BPh4eG3KVKRfy6/491sMvHesKGcO3eOV197nf99PJann34GH1/f2xy5SP7kd6x/990Clv/6C/995ln+9/EndOzUmblzvuG331be3sBF8ikjI4OI8AiefvqZPNW/lZ9RlcwRh/H994tp0uQ/PPhgY0JLleKZZ5/DxcWFlStX5Fr/xx9+oPo999CqdRtCQ0Pp1KkzpUuXZtnSJbc5cpH8y+947//CizRt2oyI0qUJCQnl+ed7YbVa2f3HH7c5cpH8ye9Yh6xfnMaN/YRnnn0WT0+v2xityD+T3/G+fMVyUlMv8uprr1OhQkWKFy9O5SpVCA0Nvc2Ri+RPfsf6n/v3U6dOXe65pwbFixenQYOGVKpUiQN//nmbIxfJn3vuqUGnzk9Qp27dPNW/lZ9RlcwRh2A2mTh06CBVq1WzlxmNRqpUrcr+/ftyvWb//v1Uq1Y9W1m1atXZv39/QYYq8o/dzHi/WkZmJmazBS8vfdCVf6+bHeszpk8junJlqlfXsllxHDcz3rdu2Uxk+Qp8PmUyz/y3J6+8/BLff78Ym812u8IWybebGevlK1Rg166dnDp1EoCDBw9w8OBBbY8gd5xb+RlVe+aIQ0i5cAGr1Yqfr1+2cj9fX/bFn8r1mqSkJHyvmobs6+dHUlJSAUUpcmvczHi/2qxZX1GsWFEqV65cABGK3Bo3M9a3bt3CH3/8wegPPrwNEYrcOjcz3hMSEji9axf33/8AA998i+PHj/HF559jNBh4pEXL2xC1SP7dzFhv0+Yx0lJTeaF/P5ycnLDZbHTv8eQN9x4RcTS38jOqkjkiIneYhQu/Y93aNQx5dxjORYoUdjgit0xKcjKTP/uU1157A1dX18IOR6TA2Ww2/Pz8eOaZZzE6OVGmTBlOJyTw888/KZkjd5T169exfv06Xnr5FUKCQzhw8AAzpk+jWNFieV6+InK3UTJHHIKPtzdGo5Gk5KRs5UnJyfj6+eV6jZ+fH8nJydnKkpOS8LtGfZF/i5sZ75ctWrSQBd/O5+13BhMWFlZwQYrcAvkd68eOHyMxMZG33nrTXma1WtmzJ5ZlS5cw6+tvCjhikZt3s7/LODs7Y3RyspeFhIZy9uzZAoxU5J+5mbH+1cwZPN62HfXq1QcgLDycUydPsnDhAiVz5I5yKz+jas8ccQjORYpQpkxZdu7caS+zWq38sWsn5ctXyPWa8uXLs3PHjmxlO3fupHz58gUaq8g/dTPjHbJm5MyfN483B72tR5KLQ8jvWC9bthwffvQ/Rn/wkf2rbNmy3H//A7w/avTtDF0k327ud5kKxMcnYLVa7WWnTp6kWLFiBR6vyM26mbGekZGB0Zj9o6nRaMRq1f5Qcme5lZ9RlcwRh9Gy5aP8+svPrFy5guPHj/P5lMlkZGTywAMPAjB+3Fi+nvWVvf4jLVqwffvvLF68iBMnjjN37hwOHTpI02bNC6sLInmW3/H+3XcLmPPNbHr17k3xwECSEhNJSkwk/dKlwuqCSJ7kZ6y7ubkRFhaW7cvV1Q0vb29KldJMNPn3y++/7Q83bUpKSgozZkzn5MmTbN68icWLF/Nw02aF1QWRPMnvWK9Zsxbfzp/H9t9/5/Tp06xbt5Zly5ZSu3btwuqCSJ6kX7pE3OHDxB0+DMDp06eJO3yYpMREoGA/o2qZlTiM+g0akJKSzNw535CUlERERGkGDXoLHx8fAM6ePYvBYLDXr1ChIv1feJFvZs9m9tezKFmyJK+9/oYe5ykOIb/j/eeflmE2mxnzUfZNYdu170CHDh1va+wi+ZHfsS7iyPI73gMDizPorbeZPm0qP/+0jKJFi/J427Y0VTJH/uXyO9Z7Pv1fvpn9NZMnf0pycgoBAQG0fLQVrds8VlhdEMmTg4cO8u6QwfbjqV9+Afz9O3hBfkY1mM0mzV0TEREREREREXEQWmYlIiIiIiIiIuJAlMwREREREREREXEgSuaIiIiIiIiIiDgQJXNERERERERERByIkjkiIiIiIiIiIg5EyRwREREREREREQeiZI6IiIiIiIiIiANRMkdERERERERExIEomSMiIiJyFYvFwvjx43jqye50aN+WuMOHb+v9586dw4A3Xr+t98xNWmoqo0e9T/duXejQvi2pqamFHVKeDRn8DjNmTC/sMERERAqEc2EHICIiIvJvs2HDejZv2sTgwUMICAjA28enwO7VoX1b3hgwkJo1a9nLWj3aiubNHymwe+bVTz8t4+jRI4wYOQovT088PDwKOyQRERFByRwRERGRHOLj4wkKCqJM2bLXrGM2mXAuUqRA7u/m7o5bgbScP/Hx8USULk1oaGhhhyIiIiJXMJjNJlthByEiIiLybzFh/Dh++22l/TgwMJAJEz9lyOB3CA8PxwasWb2KyMjyDHxzEIsWfsdvv60kISEBb28f7r33Xjo/0QUXFxd7G5s2bWT+vHkcP34Md3d3qle/h779+tOn9/OcOXMmx73mzp3Dtq1beX/UaACsVivzYuby66+/cuFCCmFh4XTv3oOo6GgAdu/+g3eHDObtdwYzY/p04uNPUb58efr06UdA0aLX7Osff+ziq5kzOXr0CN7ePjT5z39o27YdRqORIYPfITZ2t71uVFQ0Q94dmqONuLg4pk39kkOHDmIwGAgODqFP336EhoaSkpzMl19+wZ49e0hNvUjJksF06NiR2rXr2K/v0/t5mvznYY4eOcKWLZvx9fXl2WefJzg4mEmTJrJ//z5KlQqjX//+lCwZDGB/fx5s3Jhv588nLS2VOnXq8uxzz+Pq6gpkLbMqU7Ys3bv3ACAzM5NvZn/N2rVrSEu7REREON26P0n58uUBOHPmNF988Tl79+zBYrFQokQJevb8r/09FhER+TfRzBwRERGRKzz1VE+8fXzYtXMngwa9hdH49xaDK1Ysp1nzR3hv+Eh7mdHJiZ5P/5fAwOKcOnWSKZM/o4iLC0880QXISrT8b8xHtGvfgf4vvEBmZia7du0CYOTIUfz3vz3p268/VatUzXavK/3ww/f8+OMPPPd8L8LCwvhp2TJGjhzOJ5+My5asiZk7l/8+8wyurm6MG/sxM2ZO58UXX861zXPnzjFyxAiaNGlCv/79OXr0KJ99OgkPDw9atGjJq6++xpQpk8nIzOD553rh7Jz7r43jxn5MRERpnn32OTAYOHTwIEaDAchKoJQrV442bR7Dzd2dTZs2MuajD/ngwzHZZvt8v3gRT3TpSoeOHfl2/nzGjfuEiIgIWrRoSc+nn+bTSZP4fMoU3n5nsP2akydPsGXzZt4cNIgLKReYOHE8M2fO4L//fSbXOL/88gtOnjjBSy+/ip+fH2vXruG9Ye/y8cdjCShalC8+/xyz2czQoe/h4urK0aNHKOJSMDOvRERE/iklc0RERESu4OHpiZubG05OTvj5+2c7FxISYk/SXNay5aP218WLF6ddu/bMnz/fXm9ezFwa3Xc/bdu2s9crXboMAD6+vgB4enrmuNeVvl+8iMceb0u9evUBePKpnuzatZNly5bS+Yp4OnXuTIUKFQFo3vwR5syZc802ly1bSokSxXnyqZ4YDAZCQkI5ffo0ixYupEWLlnh5e+Pi4oLVar1ubGfPnuXRVq0JDgkBIDg42H6uWGAgLR9tZT9u1ao127ZuZePGDYSG/v1+1KxZi4ceagJA27bt+O23lVS/pwY1atYEoEWLlnzyycdYrVZ7wstkMtOnbz/8/PwA6N79ScaO/ZiuXbri5u6ePcYzZ/ht5QomfTrZXr9t23Zs27qF1WtW07p1G86ePUPde+sRFh4OQFBQ0DX7LCIiUtiUzBERERHJozJlcu6hs3PnDhZ8+y0nT54gLe0SVqsVq9VqP3/kyBEefLDxTd8zLTWVxMREe5IGwGAwUL5CRU6cOJGtblhYuP21n78/KSnJ12z3xPHjlK9QEcNfs2gAKlSoyKyvZpKWlpbnzY6bP9KCTydNZPWqVVSrVo169esTGFgcAKvFwrffzmf9+vWcP38es9mMyZRJyZIls8cd/nfcvn8lW0qFlrqizBeLxUxaaipe3t4AFC8eaE/MAJQvXx6z2Ux8QgIRERHZ2j969CgWi4V+fftkKzeZMgkPz6rbrFlzvvjic3bu2EHVatWoV6++9goSEZF/LSVzRERERPLI1S37tsSnT59m1PsjadqsOU906YKnpxc7d2znyy+/KJT4nJ2c7K8NBgM2W8FvjdipU2caNWrEtm3b2LZ1C3PmzGHAwIFUqVKVRYsWsnTpEp58siehpUrh5urKZ59Nwmw2Xzvuv/7r5HxlWVap9Sb7k56ejpOTM6M/+MDe1mXufyWtmvznYapVr87WrVvZvv13vp0/n+d79eL++x+4qXuKiIgUpNwXZouIiIjIDR06dBCA7t17EBlZnuDgYM6dO5etTnh4OH/s3p3b5QA4OTlnm8lzNQ9PT/z9/dm3b6+9zGazsX/f3n80cyQkNJT9+/ZmS/js27eXgICAfD+CPCQklEcfbcXgIUOJjo5m9erVAOzdt5c6derSsFEjIiIiKBYYSHx8/E3HfKXTp8+QnPz3zKP9f+7H2dmZoBIlctSNiIjAYjFzIeUCQSVLZvvy/WupG0BgYHGaNWvOgAFv0rhxY1auWHFLYhUREbnVlMwRERERuUlBQSUxmUwsXfIjCQnxLF/+KytXrsxWp137Dqxe9Rvfzp/HyRMnOHIkju+/X2w/X7x4ILt27iQpMZGLFy/mep+Wj7Ziwbfz2bB+PSdPnGDa1C85c+YMDzdtdtOxN23ajISE00yb+iUnT5xgw/r1LPh2Po+2ap3nNjIzMvjyi8+Jjd3NmTOnid29myNHjhDy1/45JYNKsmPHdvbv38+xY0eZNHECaWlpNx3zlYoUcWbihHEcORLHH3/sYuaMGTz4YOMc++UABIeEUL9+A8aN+4RNmzZyOiGBP//cz7yYucT+lWibNvVLduzYzumEBA78+Sf79u2190NEROTfRsusRERERG5SREQE3Xs8yYIF3/LVVzOpXLkKnTp35rNPJ9nrREdX5oUXX2L+vBjmzYvB09OTe+6pYT/frXsPZkyfxs8//0RAQAATJn6a4z4tWrTkUloaU6d+wYULFwgLC2fgwEEEBATcdOxFixZl4Jtv8tXMmfz88094e/vwSIuWNG/+SJ7bMBqNpFxIYdzYsSQnJ+Hr60vDhg3tm0K3bduOhNMJDBv6Lu7ubjRt1pyqmZk3HfOVgoNDuOeeGowY/h5paWnUrl2Hbt26X7N+3779mDcvhunTpnL+fCK+vj6Ur1CBBg0bAmCxWPh8ymTOnz+Ph4cnNWvWpEvXbrckVhERkVvNYDabCn4xtYiIiIjILTJ37hy2bd3K+6NGF3YoIiIihULLrEREREREREREHIiSOSIiIiIiIiIiDkTLrEREREREREREHIhm5oiIiIiIiIiIOBAlc0REREREREREHIiSOSIiIiIiIiIiDkTJHBERERERERERB6JkjoiIiIiIiIiIA1EyR0RERERERETEgSiZIyIiIiIiIiLiQJTMERERERERERFxIErmiIiI/AusXr0aX18/Ll68WNihiNhpXMrdaNasWZQuXea6dXr16kW3bt1vU0QiIjkpmSMiIiJ3rCNHjuDr60dsbGxhhyIit1lekjIiIo5KyRwREREpdCaTKUdZZmZmIUQidyuNNxERcSTOhR2AiIjIrRa9ZASZVnOBtO1idGZ38zfzfd2yZcv46KMx7N27BycnZ+rXr8eoUaMIDQ3NUddms1G2bDnGjRtLixYtALjnnhoA/P77NgC+//57+vd/gYMHD2AwGBg06C1+/PFHTp48SVBQEF27duWVV17GaDSyYcMGWrZ8lL1791CsWDH7ffr27ceZM6eZM2cOu3btYsCAAWzfvgODwUBkZCSffjqJChUq5Nqf8+cTeeedd1iyZAkXL16kXLmyjBgxgvvvvx+AyZMnM378BE6ePEmZMmUYNOhNWrduDWTNlqlatRpTp05l8uTJbN26lcmTJ/PTT8u4eDGVypWj+eKLLwkICGDDhvUcP36cN98cxIoVK3B2dqZhw4aMHj2KkiVL2uOZNm06EydO5PDhwxQtWpSOHTvy7rtDqFq1GgD16tUHoGHDBvzwww/5/v7dComvPgTmnEmrW8K5CP4f/prvy+6kcTlo0FvExR1m1qxZAHzwwYe89957LFu2lHvvvRer1Urp0mX47LNPadasGS1atKBy5crYbDbmzo2hdu3axMTMZdWqVbz99jvExsZStGhRnnyyB6+//jpGY9bfQKtUqcJTT/Vk3769LF78PYGBgQwbNpRWrVrZY/nhhx8YNOgtTp06Rf369WnVqhUvvvgiyclJ+f4e3Sr1hh0k02wrsPZdnA2sf7tsvq+rUqUK/fr149lnn7WXlS5dhvfeG0bDhg2pWrUaX301kwkTJrJ9+3aioqKYOHECFStWBLjmGDl9+jS9e/cBwNfXD4ABA95g4MCBfP3113z66WccOHAALy8vHnqoMSNGjMTf3y9bbAsXLmTw4CGcOnWK+++/nwkTxhMYGJhrP6xWK2PG/I/p06dx5sxZIiMjeeutQTRt2jTf74mISF5oZo6IiNxxMq1mMq2WAvq6uSRRWtol+vXry4oVK1mw4FtSU9Po2fPpXOsaDAbq16/P2rVrATh16hTx8fH2L4C1a9dSv359DAYDAL6+Pnz22ads2rSRYcOGMmHCBKZPnwHAvffeS0REBHPnzr0injQWLlxIly5dAHjmmWcJCQlh5coVrFy5gt69e9k/vOame/dubN++nS+//IL169czcOBAeywLFy5k0KC3eOmll9iwYT0dOnTgySefYvv27dnaePfdd+nXry+bN2+iQYOsZMvy5cs5evQoixYtZNq0qZhMJh5/vC3+/v4sW7aUH3/8AZvNRqdOnbFarUDWUoqBAwfyzDPPsGHDembOnGFPRixfvhyAH374nv379zFz5ld5/I4VALOpYL9uwp00Lhs2bMC6deux2Wz2WAICAli7dh0Au3fvJiUlhXvvvdd+zVdfzcLT04tffvmZkSNHcOLECdq378C999Zl7do1jBw5kokTJ/Lpp59mu9f48eOpX78Bq1evpmXLFjz/fC/Onz8PQFxcHD16PEmbNm1Yu3YNHTq0Z8SIEfn4rhSMTLMNk6XgvgoyUTR8+Ahee+01Vq36DQ8Pd/r27Wc/d60xUrduXd5/fyT+/v7s37+P/fv30a9f1nUmk5l33nmbtWvXMmPGdHbvjuXVV1/Nds+LFy8ybtx4vvjic3788QdOnjxhTw7l5qOPxhATE8Mnn4xl/fr19OzZk65du7Fjx46CeVNE5K6nmTkiIiK3wWOPtcl2/MknH1O1ajVOnDhBSEhIjvoNGzZg1qyvgawPpbVr18Zms7FmzVratWvL6tVr6Nq1i73+66+/bn8dHh7O7t27WbBgAU899SQA3bp14+uvv6Z3794ALF68mCJFitC8eXMAjh8/Tv/+/YiMjASgXLly1+zLmjVrWLduPdu2bSUiIgKAMmVK28+PHz+Bbt262e/96quvsGHDBsaPn8Dnn0+x1+vbt499hsdl3t7efPzxxxQpUgSAOXPmYDQa+eSTj+11Pv10EmFh4fz+++/UrFmT998fxYsvvsAzz/wXgLJly1K7dm0AihUrCkBAQAAlSpS4Zp/uVnfSuKxXrx5JSUns3r2bihUrsmnTJl555RXWrl3LK6+8zJo1a6hcuTJ+fn72ayIjIxk8+B378bvvDiUiIoL3338fg8FA+fLlOXLkCGPHjrPHCNC8eTN69Mja/Patt95i4sRJbNu2jSZNmjB16jQqVqzIkCGD7THv2LGDSZOyJ4Qk7154oT8PPdQYgJdeepnHH3+c9PR03NzcrjtGfHx8MBgMOX72L3/vAEqXjmD48Pd4/PG2WK1We7IwMzOTjz76kGrVsmb3jR07jgcffJADBw7kGIcZGRmMGTOG77//npo1a/zV7pOsWrWK6dNnMGbMR7f4HRER0cwcERGR2+LgwYM89VRPqlSpSkhIqH3Zz/Hjx3Ot36BBA/744w+Sk5NZs2YtjRo1pFGjhqxdu9b+gbVBgwb2+vPnf8t//vMw5cpFEhwcwpgx/8vWdufOndizZ6/9r8SzZn1Nhw7t7UmT559/jr59+9G6dRs++WQsR48evWZfdu/eTalSpeyJnKvt27ePe++tm62sbt267Nu3L1vZPffck+Pa6Ohoe0wAu3b9wf79+wkODrF/lS9fAYvFwuHDh7lw4QJHjx6lUaNG14xXru1OGpd+fn5ER0ezdu1afv/9d4oXL07Hjh3YuHEjFouFNWvW0rBhg2zXXD0G9+/fR506dewziwDuvbcup06dIiUlxV4WFRVlf+3u7o6vry9nzpwB4MCBP6lRo0a2dmvWrHnNuOXGrny/g4KyEjOX3+/8jJHLtm37nQ4dOhIdXZmQkFDat+9AZmYmCQkJ9jqurq5UrVrVfnzPPdVxcXHJ8e8YwKFDh0hLS+PRRx/N9m/V4sWLOXz48E33W0TkepTMERERuQ06duzEhQsXmDBhPCtWLGfx4sXAtTddjY6OxsfHh/Xr17Nu3ToaNGhAgwYNWLduHevXr8fHx4fo6GgANm3axDPPPEPz5s2JiYlh9epV9O7dG5Pp77aLFy9O06YPM2vWLI4fP87q1avtS1kga3bBhg3radLkIX7++Sdq167DypW/FeA7Ah4eHjcsS01NpVatWqxevTrb17Zt27QXxS1wp43Lhg0bsGbNWtauzYotNDSUokWLsn37dnu8V8ptDObFlQlHyFqCdnnZn+SPwWC0L427zGzOvpz1yvf7cqLt8vud3zGSmppK27Zt8ff34/PPp7By5QqmTJkM3Pwm2KmpqQDMnz8v279TGzduZMKE8TfVpojIjWiZlYiISAE7f/48f/75JxMnTqBOnToA/PLLL9e9xmg0Ur9+PRYsWMDRo0ftf9k/cuQI3333HfXr17MvB9i4cSOlS5fm5Zdfsl+f21+nu3XrRu/effD19aVy5cpUqVIl2/ny5ctTvnx5+vXrR9u27YiJmcsDD9yfo53o6GiOHTtGXFxcrrNzKlSowIYNG+nQoYO9bOPGjfYNS/OjatWqLFy4kOLFA/H29s61TlhYGKtXr6Z+/fo5zrm4uABgsVjyfe873Z02LiFr5tCLL77EpUuXaNv2cSArwTNlyhQSExNzHSPZ71WBH3/8EZvNZk8abNiwkeDgYHx8fK577WXlykXy66/ZN6Petm1bnq69GxUrVoyEhNP24yNHjmSbBZUX1xojLi4uOX729+//k/Pnz/Puu+8SFBQEwKpVq3O0mZGRwc6dO+3LrLZv30FmZmaum29XqFABFxcXTpw4Qb169fIVu4jIzdLMHBERueO4GJ1xMToV0Ff+/w7i5+dHQEAAU6dO5dChwyxfvoIhQ4bc8LoGDRoQEzOPWrVq4erqiqurK7Vq1SQmZl62GQZly5blyJEjfPvtAg4dOszYseP49decH8offvhhXFxc+PjjT7Lta3Lp0iVee+011q5dy9GjR1mzZg27d+8mMrJ8rnE1bNiQ+vXr0bVrN3777Tfi4uJYsmQJq1dnfSDq27cPM2fOZOrUaRw8eJCPPhrDr7/+Sp8+vXNt73o6dGiPj48PXbp0Zf369cTFxfHbb7/x0ksvk5SUBMDAgQP4+ONPmDLlcw4ePMS2bb/zxRdfAhAYGIi7uzu//PIrZ86cITk5Od8x3DLORQr2K5/utHF5ObZz586xfPlyGjZsCGSN17lzY4iKqkRAQMB1+/bf/z5NXFwcAwYM4M8//+S77xYyZsxH9OvX94bvy2VPPfUke/fuZejQYRw4cIA5c+Ywf/63eb6+oLg4GyjiVHBfLs6GGweRi4YNG/LNN9+wadMmduzYwYsvvmRPwt7IjcZIWFgYKSkprF69mnPnzpGWlkapUqG4uLjw2WeTiYuLY+HChYwdOzbn++Xiwmuvvc7WrdvYunUb/fv3p0mTJrnu2+Tt7U3v3r15440BfPPNNxw6dJjff9/OhAkTWLDgu5t6X0REbkQzc0RE5I5zM48OL0hGo5Evv/ySN954g3vvvZcKFSowdOgwHnvssete16BBQywWS7Z9Pho0aMDq1Wto0KChveyRRx6hV69evPLKK5hMJh55pDkvvPAi06ZNzdaek5MTHTt2ZNKkSbRv3z5b+blz53n22ec4ffo0gYGBtGvXjr59r/3klhkzZjBo0CB69HiS9PR0ypUrx8iRWU/sad26NQkJCYwZM4bXXnuNMmXKMG3aVKpXr56ftw0AT09Pliz5kcGDB/PEE11ITU0lJCSExo0b4+bmBsATTzxBWtolJk6cyMCBAwkMDKRz584AODs7M2rUKEaPHs3QoUOpX79eoT2a/GYeHV6Q7sRxGRAQQKVKlbh48SKlSpWyx2axWHIsscpNSEgIMTFzefvtd/jyy6kULVqUXr168fzzz9/w2ssiIiKYNm0qb731NuPHj6dBgwa89NKLDBnybp7bKAg389jw2+Hll1/i0KFDPPbY4wQGBjJixPAcT767lhuNkbp16/LUU0/RvXsPzp8/b380+aRJE3n33aynq9WsWYOhQ9+le/ce2dr28vKiV69ePPnkkyQkJHD//fczfvy4a8YyZMhgAgOL8cEHH3LkyBH8/PyoUaMGb7zx+jWvERH5Jwxms6ngniMoIiIi/yrPPfcc6ekZTJ8+rbBDEbG708flkCHvsmzZMtavX1fYoYiIyB1CM3NERETuAsnJyfzxxx8sWPAd3323oLDDEQHu3HE5efJkatWqjZ+fH2vWrGby5MkMGDCgsMMSEZE7iJI5IiIid4EnnniCbdt+p1evXjfcBFbkdrlTx+WBAwf46KMxJCYmEhYWxoABA667PExERCS/tMxKRERERERERMSB6GlWIiIiIiIiIiIORMkcEREREREREREHomSOiIiIiIiIiIgDUTJHRERERERERMSBKJkjIiIiIiIiIuJAlMwREREREREREXEgSuaIiIiIiIiIiDgQJXNERERERERERByIkjkiIiIiIiIiIg5EyRwREREREREREQeiZI6IiIiIiIiIiANRMkdERERERERExIEomSMiIiIiIiIi4kCUzBERERERERERcSBK5oiIiIiIiIiIOJD/A2aQ0oT5VJqTAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1210x770 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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></th>\n",
       "      <th>n</th>\n",
       "      <th>always_correct_rate</th>\n",
       "      <th>always_wrong_rate</th>\n",
       "      <th>unstable_rate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>task</th>\n",
       "      <th>model</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">VSR</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>2195</td>\n",
       "      <td>0.653</td>\n",
       "      <td>0.151</td>\n",
       "      <td>0.195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>2195</td>\n",
       "      <td>0.719</td>\n",
       "      <td>0.122</td>\n",
       "      <td>0.159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>2195</td>\n",
       "      <td>0.745</td>\n",
       "      <td>0.129</td>\n",
       "      <td>0.126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>2195</td>\n",
       "      <td>0.753</td>\n",
       "      <td>0.109</td>\n",
       "      <td>0.138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">L1</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>821</td>\n",
       "      <td>0.301</td>\n",
       "      <td>0.476</td>\n",
       "      <td>0.223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>821</td>\n",
       "      <td>0.346</td>\n",
       "      <td>0.446</td>\n",
       "      <td>0.208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>821</td>\n",
       "      <td>0.418</td>\n",
       "      <td>0.361</td>\n",
       "      <td>0.222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>821</td>\n",
       "      <td>0.443</td>\n",
       "      <td>0.348</td>\n",
       "      <td>0.208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">L2</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>764</td>\n",
       "      <td>0.259</td>\n",
       "      <td>0.513</td>\n",
       "      <td>0.228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>764</td>\n",
       "      <td>0.289</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>764</td>\n",
       "      <td>0.301</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>764</td>\n",
       "      <td>0.346</td>\n",
       "      <td>0.458</td>\n",
       "      <td>0.196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">L3</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>836</td>\n",
       "      <td>0.133</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>836</td>\n",
       "      <td>0.171</td>\n",
       "      <td>0.602</td>\n",
       "      <td>0.227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>836</td>\n",
       "      <td>0.172</td>\n",
       "      <td>0.567</td>\n",
       "      <td>0.261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>836</td>\n",
       "      <td>0.164</td>\n",
       "      <td>0.577</td>\n",
       "      <td>0.260</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         n  always_correct_rate  always_wrong_rate  unstable_rate\n",
       "task model                                                                       \n",
       "VSR  Qwen2.5-VL-3B    2195                0.653              0.151          0.195\n",
       "     Qwen2.5-VL-7B    2195                0.719              0.122          0.159\n",
       "     Qwen3.5-4B       2195                0.745              0.129          0.126\n",
       "     Qwen3.5-4B-Base  2195                0.753              0.109          0.138\n",
       "L1   Qwen2.5-VL-3B     821                0.301              0.476          0.223\n",
       "     Qwen2.5-VL-7B     821                0.346              0.446          0.208\n",
       "     Qwen3.5-4B        821                0.418              0.361          0.222\n",
       "     Qwen3.5-4B-Base   821                0.443              0.348          0.208\n",
       "L2   Qwen2.5-VL-3B     764                0.259              0.513          0.228\n",
       "     Qwen2.5-VL-7B     764                0.289              0.500          0.211\n",
       "     Qwen3.5-4B        764                0.301              0.525          0.174\n",
       "     Qwen3.5-4B-Base   764                0.346              0.458          0.196\n",
       "L3   Qwen2.5-VL-3B     836                0.133              0.600          0.267\n",
       "     Qwen2.5-VL-7B     836                0.171              0.602          0.227\n",
       "     Qwen3.5-4B        836                0.172              0.567          0.261\n",
       "     Qwen3.5-4B-Base   836                0.164              0.577          0.260"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = stability.sort_values([\"task\", \"model\"], ascending=[True, True]).reset_index(drop=True)\n",
    "labels = [f\"{r.task}  {r.model}\" for _, r in order.iterrows()]\n",
    "segs = [(\"always_correct_rate\", SLOTS[2], \"always correct\"),\n",
    "        (\"always_wrong_rate\",   SLOTS[1], \"always wrong\"),\n",
    "        (\"unstable_rate\",       SLOTS[0], \"unstable\")]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(11, 7))\n",
    "left = np.zeros(len(order))\n",
    "for col, color, name in segs:\n",
    "    v = order[col].values\n",
    "    # 2px surface gap between adjacent segments so the boundary reads.\n",
    "    ax.barh(labels, v, left=left, color=color, label=name, height=0.72,\n",
    "            edgecolor=SURFACE, linewidth=2, zorder=3)\n",
    "    for i, (l, w) in enumerate(zip(left, v)):\n",
    "        if w > 0.06:\n",
    "            ax.text(l + w / 2, i, f\"{w:.2f}\", ha=\"center\", va=\"center\",\n",
    "                    fontsize=7.5, color=SURFACE if color != SLOTS[3] else INK)\n",
    "    left += v\n",
    "ax.set_xlim(0, 1); ax.set_xlabel(\"fraction of samples\"); ax.invert_yaxis()\n",
    "ax.grid(axis=\"x\", zorder=0)\n",
    "ax.set_title(\"Sample stability across the six baselines\")\n",
    "ax.legend(ncol=3, loc=\"upper center\", bbox_to_anchor=(0.5, -0.07))\n",
    "plt.show()\n",
    "\n",
    "display(order.set_index([\"task\", \"model\"])[\n",
    "    [\"n\", \"always_correct_rate\", \"always_wrong_rate\", \"unstable_rate\"]].round(3))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e214917a",
   "metadata": {},
   "source": [
    "## 5. How far the unstable samples move\n",
    "\n",
    "`unstable` lumps together a sample that flipped once and one that flipped at\n",
    "every baseline. The per-sample files carry `num_correct` (0-6), so the shape of\n",
    "that distribution says whether instability is a thin edge or a broad band. A\n",
    "chance-level model piles up in the middle; a model with real signal is U-shaped."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d976e900",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:53.861863Z",
     "iopub.status.busy": "2026-08-31T14:04:53.861759Z",
     "iopub.status.idle": "2026-08-31T14:04:54.154491Z",
     "shell.execute_reply": "2026-08-31T14:04:54.153929Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1650x385 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def per_sample(model, task):\n",
    "    inv_m = {v: k for k, v in SHORT.items()}\n",
    "    inv_t = {v: k for k, v in TASK_LABEL.items()}\n",
    "    p = ANALYSIS_DIR / f\"{inv_m[model].replace('/', '_')}__{inv_t[task]}_per_sample.csv\"\n",
    "    return pd.read_csv(p) if p.is_file() else None\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(1, len(TASKS), figsize=(15, 3.5), sharey=True)\n",
    "x = np.arange(7)\n",
    "for ax, task in zip(axes, TASKS):\n",
    "    for i, model in enumerate(MODELS):\n",
    "        df = per_sample(model, task)\n",
    "        if df is None:\n",
    "            continue\n",
    "        frac = df.num_correct.value_counts(normalize=True).reindex(x, fill_value=0)\n",
    "        ax.plot(x, frac.values, marker=\"o\", color=COLOR[model], label=model,\n",
    "                markeredgecolor=SURFACE, markeredgewidth=1.2, zorder=3)\n",
    "    ax.set_title(task); ax.set_xticks(x); ax.set_xlabel(\"# baselines correct (of 6)\")\n",
    "    ax.grid(axis=\"y\", zorder=0)\n",
    "axes[0].set_ylabel(\"fraction of samples\")\n",
    "h, l = axes[0].get_legend_handles_labels()\n",
    "fig.legend(h, l, loc=\"upper center\", bbox_to_anchor=(0.5, 1.10), ncol=4)\n",
    "fig.suptitle(\"U-shaped = decided answers; humped in the middle = chance churn\",\n",
    "             y=1.20, fontsize=12, fontweight=\"600\")\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c475cfb1",
   "metadata": {},
   "source": [
    "## 6. Summary\n",
    "\n",
    "One row per run. `kappa` is the bias-corrected skill from §1, `flip@0.25` and\n",
    "`flip slope` the intervention effect from §2, `unstable` the population it reaches\n",
    "from §4, and `failure J @0.25` the failure overlap between the extremes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c4f579d3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-31T14:04:54.156365Z",
     "iopub.status.busy": "2026-08-31T14:04:54.156263Z",
     "iopub.status.idle": "2026-08-31T14:04:54.199708Z",
     "shell.execute_reply": "2026-08-31T14:04:54.198716Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "written: /HDD2/disheng/Spatial_VLM_Stereo/June/Spatial_VLM_Stereo/01_3_prelimilary_intervention_different_baseline/analysis/intervention_analysis/notebook_summary.csv\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>n</th>\n",
       "      <th>acc</th>\n",
       "      <th>chance</th>\n",
       "      <th>kappa</th>\n",
       "      <th>acc spread</th>\n",
       "      <th>flip@0.25</th>\n",
       "      <th>flip slope</th>\n",
       "      <th>unstable</th>\n",
       "      <th>failure J @0.25</th>\n",
       "      <th>success J @0.25</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>task</th>\n",
       "      <th>model</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>VSR</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>2195</td>\n",
       "      <td>0.760</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.521</td>\n",
       "      <td>0.023</td>\n",
       "      <td>0.109</td>\n",
       "      <td>0.039</td>\n",
       "      <td>0.195</td>\n",
       "      <td>0.631</td>\n",
       "      <td>0.866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L1</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>821</td>\n",
       "      <td>0.405</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.202</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.194</td>\n",
       "      <td>0.045</td>\n",
       "      <td>0.223</td>\n",
       "      <td>0.811</td>\n",
       "      <td>0.729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L2</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>764</td>\n",
       "      <td>0.374</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.164</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.211</td>\n",
       "      <td>0.072</td>\n",
       "      <td>0.228</td>\n",
       "      <td>0.816</td>\n",
       "      <td>0.702</td>\n",
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       "    <tr>\n",
       "      <th>L3</th>\n",
       "      <th>Qwen2.5-VL-3B</th>\n",
       "      <td>836</td>\n",
       "      <td>0.255</td>\n",
       "      <td>0.25</td>\n",
       "      <td>-0.018</td>\n",
       "      <td>0.028</td>\n",
       "      <td>0.274</td>\n",
       "      <td>0.029</td>\n",
       "      <td>0.267</td>\n",
       "      <td>0.815</td>\n",
       "      <td>0.561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VSR</th>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>2195</td>\n",
       "      <td>0.805</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.613</td>\n",
       "      <td>0.034</td>\n",
       "      <td>0.093</td>\n",
       "      <td>0.033</td>\n",
       "      <td>0.159</td>\n",
       "      <td>0.613</td>\n",
       "      <td>0.890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L1</th>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>821</td>\n",
       "      <td>0.452</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.271</td>\n",
       "      <td>0.024</td>\n",
       "      <td>0.202</td>\n",
       "      <td>0.080</td>\n",
       "      <td>0.208</td>\n",
       "      <td>0.773</td>\n",
       "      <td>0.728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L2</th>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>764</td>\n",
       "      <td>0.392</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.186</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.056</td>\n",
       "      <td>0.211</td>\n",
       "      <td>0.813</td>\n",
       "      <td>0.723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L3</th>\n",
       "      <th>Qwen2.5-VL-7B</th>\n",
       "      <td>836</td>\n",
       "      <td>0.278</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.035</td>\n",
       "      <td>0.019</td>\n",
       "      <td>0.232</td>\n",
       "      <td>0.035</td>\n",
       "      <td>0.227</td>\n",
       "      <td>0.851</td>\n",
       "      <td>0.654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VSR</th>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>2195</td>\n",
       "      <td>0.813</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.622</td>\n",
       "      <td>0.017</td>\n",
       "      <td>0.076</td>\n",
       "      <td>0.031</td>\n",
       "      <td>0.126</td>\n",
       "      <td>0.662</td>\n",
       "      <td>0.911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L1</th>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>821</td>\n",
       "      <td>0.530</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.374</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.166</td>\n",
       "      <td>0.062</td>\n",
       "      <td>0.222</td>\n",
       "      <td>0.782</td>\n",
       "      <td>0.805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L2</th>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>764</td>\n",
       "      <td>0.386</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.191</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.187</td>\n",
       "      <td>0.065</td>\n",
       "      <td>0.174</td>\n",
       "      <td>0.826</td>\n",
       "      <td>0.739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L3</th>\n",
       "      <th>Qwen3.5-4B</th>\n",
       "      <td>836</td>\n",
       "      <td>0.296</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.048</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.295</td>\n",
       "      <td>0.057</td>\n",
       "      <td>0.261</td>\n",
       "      <td>0.799</td>\n",
       "      <td>0.576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VSR</th>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>2195</td>\n",
       "      <td>0.827</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.654</td>\n",
       "      <td>0.016</td>\n",
       "      <td>0.086</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.138</td>\n",
       "      <td>0.608</td>\n",
       "      <td>0.901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L1</th>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>821</td>\n",
       "      <td>0.557</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.409</td>\n",
       "      <td>0.030</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.049</td>\n",
       "      <td>0.208</td>\n",
       "      <td>0.760</td>\n",
       "      <td>0.798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L2</th>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>764</td>\n",
       "      <td>0.448</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.270</td>\n",
       "      <td>0.014</td>\n",
       "      <td>0.188</td>\n",
       "      <td>0.058</td>\n",
       "      <td>0.196</td>\n",
       "      <td>0.805</td>\n",
       "      <td>0.760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L3</th>\n",
       "      <th>Qwen3.5-4B-Base</th>\n",
       "      <td>836</td>\n",
       "      <td>0.279</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.032</td>\n",
       "      <td>0.036</td>\n",
       "      <td>0.285</td>\n",
       "      <td>0.037</td>\n",
       "      <td>0.260</td>\n",
       "      <td>0.806</td>\n",
       "      <td>0.588</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         n    acc  chance  kappa  acc spread  flip@0.25  flip slope  unstable  failure J @0.25  success J @0.25\n",
       "task model                                                                                                                     \n",
       "VSR  Qwen2.5-VL-3B    2195  0.760    0.50  0.521       0.023      0.109       0.039     0.195            0.631            0.866\n",
       "L1   Qwen2.5-VL-3B     821  0.405    0.25  0.202       0.012      0.194       0.045     0.223            0.811            0.729\n",
       "L2   Qwen2.5-VL-3B     764  0.374    0.25  0.164       0.018      0.211       0.072     0.228            0.816            0.702\n",
       "L3   Qwen2.5-VL-3B     836  0.255    0.25 -0.018       0.028      0.274       0.029     0.267            0.815            0.561\n",
       "VSR  Qwen2.5-VL-7B    2195  0.805    0.50  0.613       0.034      0.093       0.033     0.159            0.613            0.890\n",
       "L1   Qwen2.5-VL-7B     821  0.452    0.25  0.271       0.024      0.202       0.080     0.208            0.773            0.728\n",
       "L2   Qwen2.5-VL-7B     764  0.392    0.25  0.186       0.026      0.200       0.056     0.211            0.813            0.723\n",
       "L3   Qwen2.5-VL-7B     836  0.278    0.25  0.035       0.019      0.232       0.035     0.227            0.851            0.654\n",
       "VSR  Qwen3.5-4B       2195  0.813    0.50  0.622       0.017      0.076       0.031     0.126            0.662            0.911\n",
       "L1   Qwen3.5-4B        821  0.530    0.25  0.374       0.022      0.166       0.062     0.222            0.782            0.805\n",
       "L2   Qwen3.5-4B        764  0.386    0.25  0.191       0.012      0.187       0.065     0.174            0.826            0.739\n",
       "L3   Qwen3.5-4B        836  0.296    0.25  0.048       0.016      0.295       0.057     0.261            0.799            0.576\n",
       "VSR  Qwen3.5-4B-Base  2195  0.827    0.50  0.654       0.016      0.086       0.040     0.138            0.608            0.901\n",
       "L1   Qwen3.5-4B-Base   821  0.557    0.25  0.409       0.030      0.157       0.049     0.208            0.760            0.798\n",
       "L2   Qwen3.5-4B-Base   764  0.448    0.25  0.270       0.014      0.188       0.058     0.196            0.805            0.760\n",
       "L3   Qwen3.5-4B-Base   836  0.279    0.25  0.032       0.036      0.285       0.037     0.260            0.806            0.588"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_rows = []\n",
    "for model in MODELS:\n",
    "    for task in TASKS:\n",
    "        pb = per_baseline[(per_baseline.model == model) & (per_baseline.task == task)]\n",
    "        if pb.empty:\n",
    "            continue\n",
    "        pw = pairwise[(pairwise.model == model) & (pairwise.task == task)]\n",
    "        st = stability[(stability.model == model) & (stability.task == task)].iloc[0]\n",
    "        kp = kappa_df[(kappa_df.model == model) & (kappa_df.task == task)].kappa.mean()\n",
    "        f = pb.set_index(\"baseline\").flip_rate_vs_reference\n",
    "        ext = pw[(pw.baseline_a == \"0.00\") & (pw.baseline_b == \"0.25\")]\n",
    "        summary_rows.append({\n",
    "            \"model\": model, \"task\": task, \"n\": int(st.n),\n",
    "            \"acc\": pb.accuracy.mean(), \"chance\": CHANCE[task], \"kappa\": kp,\n",
    "            \"acc spread\": pb.accuracy.max() - pb.accuracy.min(),\n",
    "            \"flip@0.25\": f[\"0.25\"], \"flip slope\": f[\"0.25\"] - f[\"0.05\"],\n",
    "            \"unstable\": st.unstable_rate,\n",
    "            \"failure J @0.25\": ext.failure_jaccard.iloc[0] if len(ext) else np.nan,\n",
    "            \"success J @0.25\": ext.success_jaccard.iloc[0] if len(ext) else np.nan,\n",
    "        })\n",
    "out = pd.DataFrame(summary_rows).set_index([\"task\", \"model\"]).round(3)\n",
    "out.to_csv(ANALYSIS_DIR / \"notebook_summary.csv\")\n",
    "print(f\"written: {ANALYSIS_DIR / 'notebook_summary.csv'}\")\n",
    "out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7cee6ac",
   "metadata": {},
   "source": [
    "### Reading the summary\n",
    "\n",
    "- **`flip slope` > 0** with a moderate `flip@0.25` is the signature of a real\n",
    "  intervention effect.\n",
    "- **`flip@0.25` high with `flip slope` ~ 0** is chance churn — check `kappa` before\n",
    "  reading anything into it.\n",
    "- **`failure J @0.25` well below 1** means the extremes fail on different samples,\n",
    "  i.e. the intervention moved the failure set rather than just its size.\n",
    "\n",
    "See `readme.md` for the caveats that constrain what these numbers can support —\n",
    "in particular the non-uniform evaluation modes, the level-2 v2 data boundary, and\n",
    "level 3 sitting at chance for both Qwen2.5-VL models."
   ]
  }
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