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giant/analysis/validation.ipynb
T
lars 1a22ae022c Add energy-conservation PoC ODE-step comparison scripts
Add analysis scripts for the 10-vs-20 flow-matching ODE-step ablation on the
energy-conservation PoC predict outputs:

- compare_ode_steps_energy_conservation.py: per-event energy-budget table +
  20-step plots and the 10-vs-20 overlay.
- compare_ode_steps_kl.py: per-step marginal KL(real||gen) per target dim over
  fixed shared bins, so the two runs are directly comparable dim-by-dim.

Also commit export_energy_conservation_poc.py (the baseline event-level budget
export) and repoint validation.ipynb at the PoC predict file at sample_frac=1.0.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-06 11:58:25 +02:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "bb22f42a",
"metadata": {},
"outputs": [],
"source": [
"# Auto-reload edited modules (e.g. giant.analysis) without restarting the kernel.\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "markdown",
"id": "f65c3ad9",
"metadata": {},
"source": [
"# GIANT validation notebook\n",
"\n",
"Diagnostics for a trained checkpoint's sample quality, run against `giant predict --coord local` output (`pred_*`/`true_*` columns, denormalized but still local-frame/log-scaled — see `giant.analysis`'s module docstring). Four tiers, each building on the last:\n",
"\n",
"1. **stratified marginals** — per-dimension real-vs-generated, sliced by pdg/material/energy\n",
"2. **joint structure** — correlation matrices, physically-coupled pairwise plots, direction alignment\n",
"3. **physical constraints** — unit-norm directions, non-negative step_length/delta_e/edep\n",
"4. **event-level (shower) observables** — total energy, longitudinal/transverse profiles, shower-max depth, in world-frame physical units (mm, MeV)\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1b65ca80",
"metadata": {},
"outputs": [],
"source": [
"from giant.analysis import load_predicted_local, plot_kl_bars_pl\n",
"\n",
"# Predict parquet produced by `giant predict --coord local --checkpoint ...`,\n",
"# carrying both pred_*/true_* columns so real vs. generated can be compared.\n",
"FILE = \"/home/lars/Programming/giant/9879e806-5e88-4b06-b1fa-0e61de9cda6f.parquet\""
]
},
{
"cell_type": "markdown",
"id": "82142e6b",
"metadata": {},
"source": [
"## Tier 1: stratified marginals\n",
"\n",
"KL(real || generated) per target dimension, computed lazily straight from the parquet over every row in the file."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f2752229",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_702611/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n",
"/tmp/ipykernel_702611/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n",
"/tmp/ipykernel_702611/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n",
"/tmp/ipykernel_702611/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# KL(real || generated) per target dimension, read lazily straight from the\n",
"# parquet (no SampleCollection, no row subsampling) so this covers every row\n",
"# in the file regardless of size. \"energy\"/\"pdg\"/\"material\" stratify the\n",
"# aggregate check so a failure hidden by the overall KL doesn't go unnoticed.\n",
"for grouping in [None, \"energy\", \"pdg\", \"material\"]:\n",
" fig = plot_kl_bars_pl(FILE, group_by=grouping)\n",
" fig.show()"
]
},
{
"cell_type": "markdown",
"id": "22c67dc4",
"metadata": {},
"source": [
"## Detailed marginals, correlation & constraints (Tiers 13, in-memory sample)\n",
"\n",
"The richer per-row diagnostics below (overlaid histograms, correlation matrices, pairwise scatter, direction alignment, constraint violations) need `real_raw`/`gen_raw` materialized as numpy arrays, so they run on a `SampleCollection` built from a 50% row sample rather than the lazy, full-file path used above."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6f0903ac",
"metadata": {},
"outputs": [],
"source": [
"# Tier 2/3 plots need real_raw/gen_raw arrays in memory (per-row scatter,\n",
"# correlation matrices, ...), not just lazy aggregates, so they're built on\n",
"# a SampleCollection rather than the FILE path directly (see the next cell).\n",
"from giant.analysis import plot_marginals, plot_correlation_matrices, plot_pairwise\n",
"from giant.analysis import plot_direction_alignment, plot_constraint_violations"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6d292c9c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 3150x280 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# sample_frac=0.5 keeps this a manageable in-memory size — fine for these\n",
"# per-row diagnostics, unlike the event-level checks further down, which\n",
"# need every row of an event present to sum correctly.\n",
"samples = load_predicted_local(FILE, sample_frac=1.0)\n",
"_ = plot_marginals(samples)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "79e066b1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 3150x1120 with 36 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_marginals(samples, group_by=\"energy\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d5a0bdb6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ffWVRDGEYhvHiiy8a1atXN9zc3Iy9e/fecVwAyE23K4Y4cODAbb/bokUL80u9N/LrL7/8YhjXJ7txdHQ0v382c+ZMo169ehbfX79+vfHAAw8YRjaLIaZNm2Y8/PDDFm2DBw82F0OkpaUZZcuWNRcXr1+/3nB1daX4DIDV3aoYYtq0abf93pQpU4y+ffuatx9//HHzBOKpqalGiRIlzDnv+PHjhslkssinycnJhpOTk3Hs2DHDyEYxxIEDBwwbGxuLvyNWr16daTHE7NmzjcDAwCzlcRRcNtZemQLIqueee07dunVTp06d1KhRI/3f//2fLl++fMv+//zzj/bv32+xzE2TJk107tw5paSkmPs98MAD5p/Lli0rOzu7bC+9k9Vj+fr6mn92dnZWQkKCJOns2bMqX768xZg3x3U7txoTAPLamTNnMuSuChUqmH/+559/FBISYpErX3vtNZ08eTLLx4iKilKfPn1UokQJ2draymQyKSoqKkt5OyeODwAFwT///KP+/ftb5LulS5ea891/87WTk5NKlSqV5e8rk2vVChUq3PXylQCQH7m6ulr8e7tChQqKj49XVFSUwsLCzEu03xAQEKCwsDBJ0rhx4xQQEKBmzZqpefPmeu+99+763+p3usaWJE9PT/Xp00f79u3TqFGj5ODgcFfHAgBrKF++vEwmk3n75uvKO+XbhQsX6sSJE6pbt64ee+wxLViw4K7j+G++tbW1VdmyZc3bjRs3VtmyZbVo0SLFxsZq8eLFGjBgwF0fDwCs4eY8V6FCBRmGoXPnzt0x37722mtq2LCh2rRpoyZNmuidd95RXFzcXcWQletbSRowYICcnJw0a9asuzoOAFhLmTJlLLZDQkJUvXp1ubi4yGQyadKkSRb3UZ999lnNnz9fkrRs2TJ5enqqZcuW0vX7tElJSebvmkwmeXh4yDCMbD/bOnPmjEqUKCFnZ2dzW2b5d8iQITpw4IA6dOigWrVqZfv8ASCv3Jxv09LSNHLkSJUrV04ODg4ymUzauHGjOd86OzurR48e+vzzzyVJn3/+uZ544gkVLVpUup5vd+7cafFcrE2bNnf1HsGdrndtbGz0wgsvaPbs2ZKk2bNnq3v37ipSpMhd/iYAIHf99/p24cKFqlWrltzc3GQymTRy5MgM17cLFixQWlqa1qxZo5SUFHXq1Em6nm8Nw5CPj4853zo4OCgxMfGurm+9vLzk6elpbsvs+vb777/XuHHj9NNPP6lYsWJ38RtAQUExBAoMOzs7vfbaa/rtt9+0fv16hYeHq1+/ftL1i8X/Klu2rOrXr6/rK6BYfOzt7c39/vnnH/PPp0+fVmpqqkqXLp2t2LJ6rFspVaqURRyS9Pfff5t/zuz8ACC/KV269G1zWdmyZTVkyJAMeXL37t2ZjpdZ7nvzzTd18eJFbd++XQkJCUpPT5enp6dSU1PvGF92jw8ABVXZsmW1cOHCDPkuODhYyiRfJyUl6dy5c1n+vv6T329sZ/caGgDys6tXr+rSpUvm7b///lsuLi7y8vKSv79/hjwYGhoqf39/SZK7u7smTZqkHTt2aOnSpVq/fr3eeust6S7+fX+na2xJ2r17t95//3298MILGjZsmKKiorJ9vgBgLZnluBvXlXfKt+XKldO8efO0Z88effTRR3rjjTe0dOlSKQfybVpamk6dOmXRZ9CgQZo9e7a+/PJL+fr6qnXr1tk8WwCwrpvz3N9//y2TyaSSJUveMd86Oztr7Nix2r59u1avXq09e/Zo2LBhUi5d344ZM0aHDx/W4sWLZWtrm+3zBIC8cKv8d3Oh7/79+zVkyBDNmDFD4eHhMgxDI0eOtHim1a1bN507d07btm3T/Pnz1a9fP/MYZcuWlZubm5KTkzPcq61Xr1624i1durTOnz+vxMREc9t/829SUpL69OmjZ555RuvWrdMPP/yQrWMAQE673bXmzfn2888/1/Lly7V69WrFxsbKMAw1a9bMIt8+++yzWrp0qSIiIrRo0SI9++yz5n1ly5ZV06ZNM+TatLS0bMeclevd559/Xlu2bNGWLVu0atUqJlsAkC9k5fr29OnT6tOnj959912dP39e6enpmjRpkkW+feyxx5Samqq1a9dq/vz56tWrl3kSrxsTld/I1Td/2rRpk614S5curaioKEVHR5vb/ptvd+zYof79+2vFihWZFkqgcOENaxQY7777rj7//HNdunRJqampSk9PN8884+XlJScnJ+3du1eGYUjXbxyEhYVp/PjxunTpkqKjo7Vq1SoFBQVZjDty5EidPHlSFy9e1JAhQ9S8efMMFW13ktVj3UrXrl11+PBhffzxx7py5Yo2bdqkkJAQ8/7Mzg8A8pu+ffvqyy+/1Nq1axUXF6d58+Zpy5Yt5v0vvfSSPv/8cy1evFixsbE6f/685s6dq/fffz/T8UqUKKFLly5ZVBDHxcXJyclJRYoU0ZUrV/Taa69ZXNjeTnaPDwAF1ZAhQ/TGG29o8+bNio+PV2hoqMaMGaM1a9ZI1/P1hAkTdODAAUVFRWnEiBG6cuVKlr8vSXv37tXMmTN15coV/fzzz5o3b5769u1rlfMFgNwyePBghYeH68SJE3rjjTfUp08fmUwm9e3bV6tXr9bixYsVFxenVatW6euvv9Zzzz0nXc+jK1euVExMTIb7FyVKlNCVK1cUGhqapRj69OmjpUuXasWKFYqLi9PixYv1448/mvfHxMTo6aef1vjx4zVnzhzVrVvXPHEEABQEf//9tyZOnKjY2Fht27ZNs2bNMl9X9uvXTx988IG2bdum2NhYTZkyRadOndLTTz8tSerSpYu2bdumhIQEpaWlZci3J06cUExMTJbi6Nu3r6ZOnardu3crJiZGb775pi5cuGDRp3fv3jp27Jjeeecd80pqAFCQDB06VOfPn1dYWJhee+01de/eXU5OTurVq5d+++03ffrpp7py5YrWr1+vkJAQ9e/fX7r+HO2bb75RZGSkUlJSLPKtn5+fTCaT9uzZk6UYevXqpQ0bNmjhwoXma+lvvvnGvD8kJERLlizR6tWr5eLikku/CQC4dyVKlNCff/552xdlr169KhsbG3l4eMjW1lY///yzxTsAur4yZbdu3fTOO+9o48aNFv+mr1u3rh588EH1799fJ0+e1NWrV7V161Z17do12/E2aNBA/v7+Gj58uKKionTw4EG98847Fn2GDRsmR0dHffbZZ5o7d6769u1rXiUIAKzBx8dHdnZ22rt37237xcXFyd7e3jyJYkhIiMV7CrqeB8uVK6c+ffrI2dlZbdu2Ne/r2bOnDh8+rMmTJysiIkJRUVFavny5hg4dmu2Yn376ae3du1dz585VXFyc1q9fb14B6AZfX1916dJFTz31lCpVqqSGDRtm+zgAkNOycn0bHx8vSfLw8JCDg4N+++03zZw506KPvb29evfurffff1+rVq0yPzuTpIoVK6p169bq16+fQkNDFR8frz/++MO8ckR2VK1aVXXq1NHLL7+siIgIHT9+XGPGjDHvP3HihDp37qzPPvtM9evXz/b4KHgohkCB8eyzz+q3335TjRo1VLZsWZ09e1Zz5syRrlegTZkyRc8++6xsbW01duxYeXl56ddff9Wff/6pBx98UBUqVNDnn3+uwYMHW4zbs2dPPfroowoMDFRaWpoWLlyY7diyeqxbKVGihFatWqXZs2erZMmSeuutt9S3b19zVVxm5wcA+U3r1q01depUvfjiiypbtqzWr1+v7t27m/fXrVtXq1at0ieffKKyZcuqXr162rdvn/r06ZPpeLVr11bPnj1VvXp1mUwmrVmzRm+//baioqJUsmRJVa1aVQ4ODlkuYMvu8QGgoBo4cKDGjBmjIUOGyNfXV4899pjc3NzUokUL6fpLDI899phatmypGjVqyM3NTdWrV8/y9yXp8ccf144dO1S+fHk9++yzGjt2rJ544gmrnC8A5AZvb2/VrVtX9erVU7169VSjRg1NnTpVkvTQQw/pm2++0aRJk1S8eHGNGjVKs2fPVrt27aTrRbhffvmlypUrp2rVqsnHx8f8gkH58uU1ZMgQNWjQQCaTSYsXL75tHPXq1dOnn36qV199Vf7+/lq8eLHF9euzzz6rGjVqmGfmnTdvng4cOKDp06fn4m8HAHJOy5YtderUKQUGBqpbt24aMmSIOc8NHDhQw4YNU58+fVSqVCmtWLFCa9asUalSpSRJQUFBGjVqlIoVK6ZWrVrpf//7n3r37i1JeuKJJxQYGKjSpUvLZDLdcZn1QYMGqU+fPurYsaMqV66suLg4PfzwwxZ93Nzc9MwzzygyMtJiBkkAKAhsbW3VoUMHNW7cWDVq1FDJkiX18ccfS5IqVaqk77//XrNnz1aJEiU0ePBgvfvuu+bis4EDB2r58uUKDAxUxYoVZWNjY77eLFq0qMaMGaN27drJZDJp9uzZt42jcuXKWrJkicaPH69SpUrpk08+0fPPP2/eHxwcrNDQUPn6+spkMslkMrESJYB86a233tKcOXPk6Oiozp07Z9qnYcOGGjJkiNq1aycvLy+9++676tKlS4Z+zz77rNasWaPmzZurXLly5nYbGxutWrVKrq6uatasmUqUKKExY8bo5Zdfzna8dnZ2WrVqlQ4dOqQyZcqoV69eFvl3yZIl+vbbb7VkyRLZ2dmpW7du6tGjh7p3756l1dkBIDfY29vr3XffVY8ePWQymTR58uRM+w0YMEBVqlRRlSpVVKpUKW3evNnimdYN/fr1008//aS+fftazIDu4+OjzZs3a/v27apWrZoCAwO1cOFCvfTSS9mO2d/fXytXrtSMGTNUsmRJTZo0SS+++GKGfi+99JIuXbqkF154IdvHAIDcMHr0aC1btkxOTk5q3rx5pn0qV66scePGqUuXLvLw8NDo0aNveX37888/q0aNGnrwwQct9i1evFhlypRR27Zt5evrq+HDh2vQoEHZjtdkMmnp0qW6dOmSHnjgAT355JM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",
"text/plain": [
"<Figure size 3150x1680 with 54 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_marginals(samples, group_by=\"pdg\")"
]
},
{
"cell_type": "markdown",
"id": "c3585ead",
"metadata": {},
"source": [
"## Tier 2: joint structure"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8cdb9c2a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1300x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Real vs. generated Pearson correlation matrices (+ their difference) over\n",
"# the 9 raw target dims — catches a model that decorrelates targets that are\n",
"# physically coupled even when every individual marginal looks clean.\n",
"_ = plot_correlation_matrices(samples)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "e88c8bd9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x700 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Scatter for physically-coupled pairs (step_length/delta_e/edep) — the\n",
"# joint-structure check correlation matrices alone can't fully capture.\n",
"_ = plot_pairwise(samples, n_sample=10000)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "8c6e5d81",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# cos(angle) between post_dir and travel_dir — coupled through the\n",
"# scattering physics, so this is another joint-structure check.\n",
"_ = plot_direction_alignment(samples)"
]
},
{
"cell_type": "markdown",
"id": "6aed1234",
"metadata": {},
"source": [
"## Tier 3: physical constraints"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "2fb6c511",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x350 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Unit-norm direction vectors, non-negative step_length/delta_e/edep — the\n",
"# unconstrained MLP has nothing enforcing these, so any violation here is a\n",
"# pure generation artifact rather than a real-data property.\n",
"_ = plot_constraint_violations(samples)"
]
},
{
"cell_type": "markdown",
"id": "0a0446d6",
"metadata": {},
"source": [
"## Tier 4: event-level (shower) observables\n",
"\n",
"Everything above is a **step-level** check: one row in, one row out, compared in the local frame (`pre_dir = ẑ`). This section aggregates those same rows **per `event_id`**, reconstructed into world-frame physical units (mm, MeV), to check the shower-level quantities that actually matter physically: total deposited energy, longitudinal/transverse shower profiles, and shower-max depth (see `diffusion-model-tutorial.md` §7.2).\n",
"\n",
"**Caveat:** this re-aggregates one-step-ahead generations — each row is generated conditioned on the *real* preceding state, then grouped by event — not a full autoregressive shower rollout. It won't surface covariate-shift failures that only appear under true rollout, only how well one-step generation reconstructs aggregate shower structure when fed real conditioning throughout.\n",
"\n",
"`compute_event_observables_pl` streams the full file directly (two polars passes, no `SampleCollection`) rather than reusing `samples` above — per-event sums would be silently corrupted by `sample_frac`-style row subsampling, since a partially-sampled event no longer sums to the true per-event total."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d9a6c47b",
"metadata": {},
"outputs": [],
"source": [
"from giant.analysis import compute_event_observables_pl\n",
"from giant.analysis import plot_total_energy, plot_total_length\n",
"from giant.analysis import plot_mean_energy_per_step, plot_mean_length_per_step\n",
"from giant.analysis import plot_longitudinal_profile\n",
"from giant.analysis import plot_transverse_profile, plot_shower_max_depth\n",
"\n",
"# Full file, not `samples` — see the markdown cell above for why.\n",
"obs = compute_event_observables_pl(FILE)"
]
},
{
"cell_type": "markdown",
"id": "078d4844",
"metadata": {},
"source": [
"### Total deposited energy per event\n",
"\n",
"`sum(edep)` grouped by `event_id`, real vs. generated, with the resolution (σ/μ) for each annotated in the legend."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "0e5d3f74",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_total_energy(obs)"
]
},
{
"cell_type": "markdown",
"id": "8c63c999",
"metadata": {},
"source": [
"### Total length traveled per event\n",
"\n",
"`sum(step_length)` grouped by `event_id` — total path length traveled by every track in the shower, real vs. generated (not the same as the depth of any single point, since tracks scatter)."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d6561b73",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_total_length(obs)"
]
},
{
"cell_type": "markdown",
"id": "dab935fd",
"metadata": {},
"source": [
"### Mean deposited energy per step, per event\n",
"\n",
"`total_edep / n_steps` grouped by `event_id` — the per-event mean, as opposed to the per-event total above, so a difference here points at the typical step's energy deposit rather than at how many steps the event happened to have."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "e761bdc2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_mean_energy_per_step(obs)"
]
},
{
"cell_type": "markdown",
"id": "d6b6ae02",
"metadata": {},
"source": [
"### Mean step length per step, per event\n",
"\n",
"`total_length / n_steps` grouped by `event_id` — the per-event mean step length, as opposed to the per-event total above."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "79b08c5a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_mean_length_per_step(obs)"
]
},
{
"cell_type": "markdown",
"id": "cf3ea615",
"metadata": {},
"source": [
"### Longitudinal profile\n",
"\n",
"Mean deposited energy per event, binned by depth along the shower axis (the `pre_dir` of each event's highest-`pre_E` row), with the event-to-event RMS as error bars — the classic `E_dep(depth)` profile."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "a94c6034",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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J01NPPcVTTz3FkSNHWLx4Me+99x4zZsygV69ejB07lh49ehQpoM8++4yUlBQWLlxI586dC62TmJhodLx582a6du3K4MGDjcoHDBjA2rVri3I7opKoevo7qm5/lw35edK6vH87vAIB060YmRCissnvJipOV5GwLpMHh9+pSZMmfPrpp1y/fp3ly5eTnp5Ov379CAoKMuxMbIo333yTDz/8sEhTIRcvXky9evVo3769OaGLyqjFaDJG3d40MmPUBhi/XT/NVwghhCgCsxKnfBqNhiFDhrBp0yZ++eUXMjIyeOeddywX3X/cunWLn376iXHjxhU49/vvv6PRaPD29mbAgAGcP3++xOIQ5Yyrn37hzjyKbyMIaCpTfIUQQhRZsRKnpKQk5s+fT6tWrejTpw/+/v58+OGHlovuP1asWIFOp+Oxxx4zKq9Tpw5r167l1q1b/Pvvv2RmZtKhQ4cC3Xx3ysrKIjk52eghhBBCCHEvRU6cFEVh69atjBo1Cn9/f6ZOnUqjRo34999/OX78OC+88ELJRJrXTde/f3+qVq1qVP7CCy/Qo0cPnJycCAkJYeXKlSQkJPD999/f9Vpz587F3d3d8AgMLN5+P0IIIYSo+IqUOM2ePZtatWrRuXNnzp49y6effkp0dDSLFy+mbdu2JRclcODAAQ4fPlxoN91/5SdC586du2ud6dOnk5SUZHhcuXLFwhELIYQQoqIp0qy6Tz/9lJEjRzJ27FhCQ0NLLqpCLF68mAceeOCus+/udOvWLS5fvnzPrV80Gg0ajUxHF0IIIYTpipQ4Xbt2DXt7e4u9uKIoaLVaw3oWWq2W3Nxco8UtATIyMli5ciXTpk0rsEBmVlYWAwcOZPr06YSGhnL58mVeeOEF3N3dGTFihMViFUIIIYQoUlfdnUnThQsXmDNnDmPGjDGUrV+/nqysgltb3M2yZctwcHCgVq1aqNVqunfvjoODA2+//bZRvZ9++omMjAyeeOKJAtfQaDQ8++yzzJgxgxo1atCvXz8CAgLYt28f3t7eRbk9IYQQQoh7Uilm7Hi3c+dOIiIiaNWqFVu3bjVsiTJ16lSqV6/O5MmTSyLWEpWcnIy7uztJSUm4ublZO5wyJT01CacPgvRfv3QZJxfL71dY0q9RGvcghBCifCpKDmDWcgTTpk1j3rx5bNmyxah89OjRfPnll+ZcUgghhBCizDMrcYqMjGT48OGQt3x8vuDgYKKioiwXnRBCCCFEGWJW4uTk5ERcXFyB8kOHDuHr62uJuIQQQgghyhyzEqcBAwYwdepU0tLSDC1OBw4cYNy4cQwaNMjSMQohhBBClAlmJU7vvfcecXFxeHl5odPp8Pb2pkWLFvj5+TF79mzLRymEEEIIUQYUaR2nfG5ubmzbto0dO3awf/9+dDodYWFhdOzYscA6S0IIIYQQFYVZiVO+8PBwwsPDLReNEEIIIUQZVqTE6d133zWp3iuvvGJuPEIIIYQQZVaREqfp06fj6emJo6PjPetJ4iSEEEKIiqhIiVPLli05deoUAwYMYMyYMbRp06bkIhNCCCGEKGOKNKtu79697Ny5E0dHR3r16kVoaCgfffRRoWs6CSGEEEJUNEVejqBx48Z8+umnXL9+nRkzZrBhwwYCAwMZOHBgyUQohBBCCFFGmD2rTqPRMGjQIFxcXEhOTuann36ybGRCCCGEEGWMWQtgnjlzhldeeYXAwECef/55+vXrx6VLlywfnRBCCCFEGVKkFqelS5eyZMkSDhw4QP/+/VmxYgWdOnWSRS+FEEIIUSkUKXF68sknCQ4OZtKkSXh4eLB371727t1boJ4sRyCEEEKIiqhIiVNwcDAAq1atumc9SZyEEEIIUREVKXG6ePFiyUUihBBCCFHGmTU4XAghhBCiMjI5capdu7bJFy1KXSGEEEKI8sLkrrrz58+ze/duk+sKIYQQQlQ0RRrj1LZt25KLRAghhBCijDM5cUpJSSnZSIQQQgghyjiTEycXF5eSjUQIIYQQooyTWXVCCCGEECYye5NfIcRtN5IzuZGSVaDcx1WDj5uDVWISQghheVZNnDIyMvj++++ZP38+p06dYv369bRv396ozgsvvMCSJUuMyho0aMC///5rVLZkyRI++eQTYmNjadSoEe+99x7NmjUrlfsQ4ucdB/ll58EC5f3ahzG+VzurxCSEEMLyrJo4vfnmm8TExDB16lQGDhxIbm5ugTrp6el06NCB//3vf4YytVptVGflypU89dRTLF68mLZt2/L+++/TuXNnTpw4gb+/f6nci6jcRqg3M17zQYHyNPVLgCROQghRUZidOJ05c4bdu3dz8+bNAueef/55k67x7rvvolKpuHr16j3r2dnZ4eHhcdfzc+fOZfTo0YwcORKAL774gp9//pmvvvqKt956y6RYhCgO5wfHkRHSCcdlvQDIGLUBR0cXnF39rB2aEEIICzIrcVq4cCFPPfUUvr6+VKlSpcB5UxMnlUplUr3NmzcTEBCAu7s74eHhzJ49G19fXwASExM5evQor7/+uqG+Wq2mc+fO7Ny50+R7EqJYXP1QVI6GQ8W3Ebi4WzUkIYQQlmdW4vT222+zaNEinnjiCctH9B/VqlXj008/pUOHDly7do2pU6fy4IMPcuTIEZydnbl+/TqAIZHK5+Pjw8GDBcec5MvKyiIr6/Zg3uTk5BK8C3E/Wp3CLm19buCB+8VEwhu4obYxLbEWQgghSotZiVNiYiKDBw+2fDSFuLMlKSgoiJ9++onq1auzatUqxowZYzhnY2O8soKtrS2Kotz1unPnzmXWrFklFLUoij+ORTPzl2PE5uS918uP4e9+jpl9GhDRUMaoCSGEKDvMWscpLCzsnq05Jcnb25vg4GBOnz4NeS1LAPHx8Ub1bty4YThXmOnTp5OUlGR4XLlypYQjF4X541g0Ty0/SGxKtlF5TFImTy0/yB/Hoq0WmxBCCPFfZrU49ejRg6FDh/Lyyy9Tu3btAmOVIiIiLBVfAWlpaVy9etWQFFWtWpUHHniAHTt28Mgjjxjq/f333wwcOPCu19FoNGg0mhKLU9yfVqcwa90JCmsXVAAVMGvdCbo18JNuOyGEEGWCWYnTq6++CsCUKVMKPV/YsgLmyMrKYuLEiUyfPp2QkBBiYmJ49tlnsbe3Z9iwYYZ6kydP5vXXX2fAgAG0bNmSDz/8kJiYGCZMmGCROETJ2Bt1k+ikzLueV4DopEz2Rt2kbS2vUo1NCCGEKIxZXXW5ubn3fJjqu+++w8PDg9DQUAB69+6Nh4cH7777LuS1CnXt2pWBAwfi5ORE3bp1yczM5J9//qFatWqG6zz33HNMnjyZnj174uTkxOLFi/n5558JCQkx5/ZEKbmRcvekyZx6QgghREmz6gKYAwcOpGfPngXKHRxub1ExYsQIRowYQXZ2Nvb29oVeR6VS8dZbbzFr1iwyMzNxdHQstJ4oWzyc7Eyq5+MqW5YIIYQoG0xOnNauXQt5yU7+13dzr7FFd7K3t79rMlRY3ftRqVSSNJUTKZk5fLHlnEl1d5yNo3lwFextZU9qIYQQ1mVy4jR27FjIS4ryv74bUxMnUTklpGbxxNJ9HL2WhIOtDZm5OlR5Y5ry3Xn85bbzbD0dx4eDmtAgwM1KUQshhBBFSJwSExML/VqIoohOymDkoj2cj0vD09meb59sxdVb6fp1nO5YksDP3YGZfRqgU2DGz8c4GZ1Mvy92MqlzCE91rIWtWlqfhBBClD6rjnESlUtUfBojF+3hWmIG/u4OLBvTmto+LjSs5s6DQY4cez9Cv3L4kK8JbxBkWIKgVU1PXvvpKBuPx/Lhn2f482QsHw5qQoivq7VvSQghRCVj9sf2ffv2MWLECMLCwggLC2PkyJHs37/fstGJCuPE9WQGzd/FtcQMalZ1Zs3EttT2cTGcV9uoaKs+ST/1LlrV8DBat6mqi4b5I5vz8ZCmuDnYEnk1iV6f7eTr7efR6u6+OrwQQghhaWYlTsuWLaNNmzYkJSXRr18/+vXrR2JiIm3atGHFihWWj1KUa/sv3mTIgl3Ep2bRwN+NNRPbUr2KU5GuoVKpeKRZNf58oQOd6nqTnatj7u+nGPz1LqLi00osdiGEEOJOZnXVzZgxg6+++orx48cblS9YsIAZM2YwYsQIS8UnyrntZ+KYsGw/mTk6WgRXYfETLXF3NG0ZgsL4ujmw5ImWrN5/hdnrT3Lg0i16fPI3r0TU47G2NbCRFcaFEEKUILNanG7evMnQoUMLlA8ZMoSEhARLxCUqgA2R0Yz93z4yc3R0qOPNsjGti5U05VOpVAxpGcQfz4fzYG0vMnN0vLnuBCMW7eHKzXSLxC6EEEIUxqzEqUmTJuzYsaNA+Y4dO2jSpIkl4hLl3Kq9l3lu5UFytAq9Gvuz8LEWONqrC1ZMvALXD6OKPWooUsUeheuH9Y/Eu2++XL2KE8uebM3sfqE42qnZdSGBiI//5rs9l1EUGfskhBDC8kzuqvvjjz8MX/fs2ZNhw4YxceJEWrZsiaIo7N+/n/nz5zN9+vSSilWUEwv+Ps87v50CYFirQN5+pFHhm/QmXoHPm0NuFncuW+q4rNftA1sNPHsAPAILfS0bGxWj2tYgPMSbqWuPsO/iLV796Sh/HI/h/x5thL+7/spancIubX39rL2LiYQ3cJONg4UQQhSZSjHxo7mtrenDoSy1yW9pSk5Oxt3dnaSkJNzcZJHFO6WnJuH0QZD+65cu4+TiXmg9RVH4YNNpvth6HoAJHR7glYh6qFR3SVCuH4YFHe4fwPjtEND0vtW0OoWl/0Tx3sbTZOfqcHWw5c0+oTjZq3nzV+N1ovzz1omKaOh//9c3kanfJyGEEGVLUXIAk7Oh8pgMidKj0ym88esxlu++DMC0iLo83bF2qcagtlExNvwBOtb14cU1RzhyJZEX1xwptG5MUiZPLT/IVyPDLJo8CSGEqNhk+WVRbDlaHVNWH2b57suoVPD2Iw1LPWm6U20fF36Y2JYXH65z1zr5zayz1p2QtaCEEEKYTBInUSyZOVomLDvAL4evY2uj4pOhzRjZJtjaYWGrtqFFsOc96yhAdFIme6NullpcQgghyjfZckWYLSUzhzH/28/eqJtobG2YP7I5ner5WDssgxspmRatJ4QQQkiLkzBLQmoWwxbuZm/UTVw1tiwb07poSZOiQOT3ptWN/B5ys02oaMzH1cGi9YQQQgizEqc333zT8pGIMit/Kv8v2rbsvZjIlZvpDP56F8euJePlbM/K8W1oVfPe3WLGF8yFDS/C7i9Nq7/7S/iqHZz9s0hxt6rpib+7A/dadMDf3aFosQshhKjUTF6O4E4ODg6kpKRgZ1f8VaDLClmOoHB/HItm5i/GU/ltVKBTIMDdgWVjW1PL2+We1zCSlQprR8PZTXkXswXdPWZs2tiCxg0y8sYhhXSHiLngVcvk+J9afhDuGBB+pw8HNeHR5tVNj/8eZDkCIYQon4qSA5jV4tSsWTN27txpbnyinMhPOu5MmkCfNAE807l20ZKm5GhY2kOfNNk6wOBlMOkwjN9OxqgNhmoZozbo124av11/fvJhaPusPok6uxG+aA2bXofM5Pu+ZERDf74aGYaPq71RuTqvGeq3o9HoZFadEEIIE5k1OLxfv34MHTqUKVOm0KBBA+ztjf8oRUREWCo+YSVancKsdScKbaXJ9/mWcwxtGWTaCtyxx2HFIEi+Bk5VYfj3UL2F/pxHIEpqkqGq4tsI/tta030ONH8C/pgO5/6Efz+FI6ug65vQZBjY3P0zQERDfx4McuTY+xH6lcOHfE0Vd3cGfb2Lzadu8NX28zzTyXrLJwghhCg/zEqcZsyYYfTvf8limeXf3qibRCfde7ZZ/lT+trW87n2xc5th9eOQnQJV68Dw1eBZs+hBVQ2BkWvhzEZ9AnXzPPzyNOxfDD3eu52IFUJto6Kt+iQA6TU8cHJx5+1+DZn2QyQfbjpNk+oetA+pWvSYhBBCVCpmddXl5ube8yHKP4tN5T/wjb6lKTsFaoTDmE3mJU13qtMdnt4N3d4Ce1e4dgAWdYEfJ+i7A000uGUgQ1oEolNg0qpDXE/MKF5cQgghKjxZjkAUqthT+XU6+OtNWDcZFC00HgIjfwDHKpYJ0NYeHpwMzx2ApiP0ZZGr4PMWsOMjyM0y6TKz+oXSsJobN9OyeXrFQbJytZaJTwghRIVkduJ04cIF5syZw5gxYwxl69evJyvLtD9Yomy731R+1b2m8udkwg9jYOc8/XGHl6H/12CrsXygrr7wyJcwdgtUawHZqbB5ln4A+anfIPEyXD+MKvbo7dhjj+o3GL5+GIe063w1ojnujnYcvpLInA0nLR+jEEKICsOsxGnnzp00btyYzZs3s2TJEkP59u3bmT9/viXjE1aitlExs0+DQgeH5ydTM/s0KDgwPC0Bvu0Hx3/Uz4J75Cvo9CqoTBhAXhzVm8OYP+GR+eDiC7eiYNUw+KQJLOiA47JehqqOy3rBgg76x+fNCbRJ4OMhTQH4dtclfj50rWRjFUIIUW6ZlThNmzaNefPmsWXLFqPy0aNH8+WXJi5qKMq8iIb+hbYo+bk78NXIMCIa+hufSDgPi7vCld2gcYeRP0LT4aUXsI0NNB2m77578Hl94qbo7v2c3CxIT6BTPR8mddbPrHvlx0hOxdx/qQMhhBCVj1mJU2RkJMOH6/8gqu5oSQgODiYqKsrk62i1Wn7++WciIiKoUaMGu3fvLlDn/PnzPPfcczRv3pzWrVvz4osvEh8fb1Tntddeo0aNGkaP7t27m3Nr4g6ZOVpOXNcnELNsl/KJ3Wd8M7IhO1/uXDBpurQLFnWFmxfAPUg/CPyBDtYJXOMK3WbBoP8V6WmTu9YhPKQqmTk6nlp+kOTMnBILUQghRPlk1nIETk5OxMXF4ezsbFR+6NAhfH19Tb7OK6+8wpkzZxgyZAhPPvkkmZnGM7S0Wi29evXiueeeY/To0aSnpzNt2jS6dOnC3r170Wj0Y2YSEhJo0KCBUWvXf9eWEkW3/UwcqVm5+LlpGJX1FzYqhfQaHgW75479AD9NBG02BITBsFX6sUfW5l60FcHVNio+GdqMPp/tJCo+jalrjjB/ZHOjDwdCCCEqN7MSpwEDBjB16lS++eYbwx+VAwcOMG7cOAYNGmTydebOnYutrS1Xr14t9Lxareb48eOo1WpD2TfffEPdunXZvXs3HTrcbtFwcnKiRo0a5tyOuIsNkfqp/d3re2FzpJDRToqiHwC+eZb+uF5vGLAQ7J1KOVLL8XS258sRYQyav4uNx2NZ8PcFJnQwbXuXEpUSo3/8l6uf/iGEEKJUmNVV99577xEXF4eXlxc6nQ5vb29atGiBn58fs2fPNvk6trb3z9vuTJrIa4UqrHzHjh00aNCAtm3bMm3aNJKSkhDmy8zR8tfJWAAiGngXrKDNgXWTbidNbZ6Gwd+W66QpX5NAD97o0wCA//vjFLvOJ1g7JNL+WXh7QPsdj7R/Flo7NCGEqFTManFyc3Nj27Zt7Nixg/3796PT6QgLC6Njx44l3q0xY8YMHnjgAVq1amUo8/LyYsaMGXTo0IFr167x2muv8dtvv3HgwAFDd95/ZWVlGS2dkJwsg4HvtO30DTyyY2ntlk1T9e0ND1WxRyFeBX/NhKv7QGUDEe9C6wlWjdfSRrQO4uDlW/x48BrPrTzEhknt8XUzbW2rkrBC24WNWc78oNEnqo9mzSQTe/ppwxhvtaiEEKLyMStxyhceHk54eLjlormPGTNmsHHjRrZt22Y0hmn27NnY5O1V1rhxY5o0aUKNGjVYtWoVjz/+eKHXmjt3LrNmzSq12EvKjeRMbqQUXDvLx1WDTzH+0P9z4DBbNC/ikJ0Dy2+X3zmtH4Den0Dzx8x+nTKhkM2CVSoVcx5pxInryZyKSeGZFQdZOb4NdmrrrBn7SHgYLeoEwQr9z+xrTw7G3skVH9cSWBtLCCHEXZn9V2Dfvn2MGDGCsLAwwsLCGDlyJPv377dsdHd4++23+fjjj/ntt99o0cJ4TzKb/2zwGhAQQHBwMCdOnLjr9aZPn05SUpLhceXKlRKLvSSt2HOZ3p/tLPBYseey2dfMyNZy4lwUDioTZpX5Nzb7dUqck5dpi27+9WahK4072quZP7I5rhpb9l+6xdzfTpVMnCbwcXOgnr+r4bievysNq7kXKzkWQghRdGYlTsuWLaNNmzYkJSXRr18/+vXrR2JiIm3atGHFihUWD3LOnDnMnTuX9evX89BDD923fmZmJtHR0Xh6FrKqdR6NRoObm5vRozwaFarht0GuhKqiCFVF8dsgV/4a5s6oUPNbIracukFm7n3WPyoPPALh2QMwfjsZozYYijNGbYDx22HQN2DvAtcPwC/P6Ae7/0eNqs58OLgJAEv+iWJ95PVSvQUhhBBli1lddTNmzOCrr75i/Hjj0RULFixgxowZjBgxwlLx8e677zJ37lx+++03o1l0+bKzs3n55ZeZPn06Pj4+pKam8swzz6AoCkOGDLFYHGVV1dPfUXX7u2zIz5PW5f3b4RUImG7WNTccrUDJgUcgeASipN6eLKD4NgIXdwhoCg4esGIgHF0DVWpA5xkFLvFwqB9PdazFV9vOM21tJPX8XKnt41qgnhBCiIrPrBanmzdvMnTo0ALlQ4YMISHB9BlIa9eupUaNGrRt2xaAoUOHUqNGDT7++GPD60yfrv/j//jjjxstcPn9998DYGdnR+3atWnRogXe3t54eXlx7tw5tm7dWjmWJ2gxuvDWlBajzbpcWlYuW07dsGCAZVytTtBb//PG3+/DwWWFVnuxWx3aPuBFeraWCcsOkJqVW7pxCiGEKBPManFq0qQJO3bsoFcv44HCO3bsoEmTJiZfJyIiosB4JQAPDw/Dv3dbibxq1aqQN4j3mWee4ZlnniEhIQE3Nzfs7OyKeEflmKsfisrRcGhoTTHTllM3yMzR4e/hAJkmPKEiCBsFty7Cjg9g/fP6hTNrdTKqYqu24bPhzej16Q7Ox6Xxyg+RfDasmSyOKYQQlYxZiVPPnj0ZNmwYEydOpGXLliiKwv79+5k/fz7Tp0/njz/+MNSNiIi463VcXFxwcXG563kbG5sitRp5eXkV4S5EYfIXvQwPqQpHrR1NKeo8AxIv6bvsVj8GT24E3wZGVaq6aPhyRBhDvt7N+showoKq8GT7mlYLWQghROkzK3F64403APjoo48KnHv99deNjnNzpUujvEjNymXraX03XfvKljipVNDvC0i6Bpf/he8Gw9i/CqzK3TzYkxm96vPmuhO889tJGld3p0WNu09CEEIIUbGYNcYpNzfX5IcoPzafjCUrV0fNqs48EBR0/6n8thr9lP+KwlYDQ1eAV21IugLfDYHstALVHm9Xg75NAsjVKTzz3UHiCllHSwghRMVkndX8RJm0Pq+brndjf1QeQTBEv7SEYnO7YdIw+Hz8dv1Uf49Aq8VbIpw8YcQafUIYfRjWjgGd1qiKSqVi7oBGhPi4EJucxXMrD5KrrQDLNwghhLgvSZwEACmZOWw/HQdAr8b++sIL2wDQ1upmqKf4NtJP4w9oWvGSpnyeD8DQlaDWwJnfYeOrBao4a2z5amRznO3V7L5wk/c3nUarU9ilrc8v2rbsvZiIVlfIxshCCCHKNUmcBAB/nYwlW6ujlrczdX1d9a0sR9cCoG0wwNrhlb6g1jDga/3Xe+bD7q8KVKnt48L7g/SzSL/efoHweXsYlvM6k3Oe44nlx2j/f1v441h0aUcuhBCiBEniJOCO2XS9Ggfop9hf2AapMeBYBe0Dne77/AoptD90zdvP8I/pcGpDgSo9G/nTpZ4PAIkZxmP6YpIyeWr5QUmehBCiAjErcfLz8zPrnCibkjJy+PtMPOSNbwIgUr/AKKEDQG1/j2dXcA9OhuajAUU/3unaAaPTWp3C8esFNwlG/wwAZq07Id12QghRQZiVOMXGxhZanpOTw82bN4sbkyhlf53Qd9OF+LhQx9cVslLhZN7eLU0KrhBfqahU0PMDqN0VcjPgu6Fw65Lh9N6om8Qk332lUAWITspkb5T8vxBCiIqgSOs4/fzzz4V+DaDT6di9eze1atWyXHSiVGw4mt9Nl9fadGo95KTrB0lXbwlphbeoVBpqW/2GwEt6QOxRWDEIxmwCRw9upJi2vLqp9YQQQpRtRUqcRo4cWejX5O0ZV6NGDT799FPLRSdKXFJ6DjvO6mfTGbrpjqzU/9t4qL7FRYDGFYZ/D4u6QPxpWD0KRvyAj6uDSU83tZ4QQoiyrUiJU2pqKgA1atTg4sWLJRWTKEUbT8SQo1Wo5+dKbR9XSL4OF7brTzYebO3wyhb3ajB8NSztAVF/w7rJtOr7Bf7uDsQkZVLYKCYV4OfuQKuasrq4EEJUBGaNcZKkqeIwzKZrlNfadHSNfmROYBvwlH3YCvBvrO+2U6nhyHeod37AzD76Pe0Ka5tTgJl9GqC2kZY7IYSoCMzaqw7gzJkz7N69u9DB4M8//3xx4xKl4FZaNv+c08+m62nopsubTddkiBUjK+NCukHP92HDC7B1DhH9g/lq5EPM/OUYsSnZRlUdbG0IDXC3WqhCCCEsy6zEaeHChTz11FP4+vpSpUqVAuclcSofNp2IIVenUN/fjVreLhBzFG4c1y8/ENrf2uGVbS3HwK2L8O+n8PPTRPT+kPDBtTj/7UvcxBWnbq+x5vANTkSnMHdVNp9P7IuNtDoJIUS5Z1bi9Pbbb7No0SKeeOIJy0ckSs2de9MBcGSV/t863cGxYEIs/qPrLIg7CWf/hHWTcQYaq/PObRlKKwANZMba8f3mXxjW7UHrxiuEEKLYzBrjlJiYyODBMnC4PLuZls2/5xMgf3yTNjdvfFPebDpxfzY2ED71vtUcVDl8v/0IZ2NTSiUsIYQQJcesxCksLIyDBw9aPhpRav44FoNWp9Cwmhs1qjpD1DZIjdW3NIU8bO3wyg9bjUnVcrQ6Xlh9hBytrsRDEkIIUXLM6qrr0aMHQ4cO5eWXX6Z27dr6vc3uEBERYan4RAnZcPQ6AL0aBegL8geFN3wUbCvxFislxNXBlt3Xkvh8yzmmdKtj7XCEEEKYyazE6dVXXwVgypQphZ7Pzc0ttFyUDfGpWey6s5suK1W/WjjSTVdSnu5Yi92/Z/P51nN0rudDk0APa4ckhBDCDGZ11eXm5t7zIcq2P47FoFOgcXV3gryc9PvS5aSDZy2o3sLa4VVID4V407dJAFqdwpTVh8nM0Vo7JCGEEGYwK3ES5VuBRS8j82bTNR4iW6yUoLf6heLjquFCXBr/98cpa4cjhBDCDGYnThcuXGDOnDmMGTPGULZ+/XqysrIsFZsoATdSMtkTpe+m69nIH5KuyRYrpcTDyZ73BjYGYOk/F/k3b/FRIYQQ5YdZidPOnTtp3LgxmzdvZsmSJYby7du3M3/+fEvGJywsv5uuSaAHgZ5Ot7dYCWorW6yYw8nr/jPrVGp9PaBjXR9GtA4C4KU1R0jOzCmNKIUQQliIWYnTtGnTmDdvHlu2bDEqHz16NF9++aWlYhMlIH/Ryz6N/UFRIDJvNl1j2WLFLB6B8OwBGL+djFEbDMUZozZApxn6A0ULcbe75l7tWZ9gLyeuJ2Xy1roT1ohaCCGEmcxKnCIjIxk+fDiA0VIEwcHBREVFWS46YVGxyZnsu6jfW7BHI/+8LVZO5G2x8oi1wyu/PAIhoCmKbyNDkeLbCDpMhRZP6gt+HAeJlwFw1tjy4aAm2Khg7YGrbDweY63IhRBCFJFZiZOTkxNxcXEFyg8dOoSvr2+RrrVt2zaGDh1K06ZN2b9/f6F1/vrrL/r160ebNm0YN24cV65cMatOZff70WgUBcKCPKjm4Xi7talOhGyxUlIi3oWAZpBxC9Y8Abn6MYAtangyoUMtAF798SjxqTI2UAghygOzEqcBAwYwdepU0tLSDC1OBw4cYNy4cQwaNMjk67zyyivMnDmTNm3acOTIEVJTUwvU+fPPP+nRowctW7Zkzpw5xMbG8uCDD5KUlFSkOgI2HM2bTdc4wHiLlSaydlOJsdXAoP+BgwdcOwAbXzOcer5rCPX8XElIy2b6j0dRFMWqoQohhLg/sxKn9957j7i4OLy8vNDpdHh7e9OiRQv8/PyYPXu2ydd5/fXX2b59OwMHDrxrnTfeeIMhQ4YwY8YMunTpwurVq0lJSeHrr78uUp3KLiYpk30XbwHQs5HfHVuseELtbtYOr2KrEgwDFui/3rcQjq4FQGOrZt6QptipVfx5IpYfDl6zapjx1y9x7sjOAo/465esGpcQQpQlZiVObm5ubNu2jT///JOPPvqIV155hS1btrBlyxacnZ1Nvs796qamprJnzx569uxpKHNwcKBLly5s3rzZ5DoCfstrbWoRXAV/d0c4krd2k2yxUjrqdIfwl/Rf/zoJbugHi9f3dzNswTLr1+NcS8ywWohnf/+M2j/1KvA4+/tnVotJCCHKGrMSp3nz5hETE0N4eDhTpkzhxRdfpFOnTgX2rCuua9euoSgK/v7+RuUBAQGGMUym1ClMVlYWycnJRo+KbH1k3t50jf0hKwVO5m2xIt10pafTq1DzIchJg9WP6be6ASY8VIvmwVVIycpl6poj6HTW6bIL6fEcJ3usMRyf7LGGc/03ENLjOavEI4QQZZFZidNHH31E9erV6d69O8uWLSt0bJIl5OTo17jRaIzXydFoNIZzptQpzNy5c3F3dzc8AgMDS+AOyoZriRkcvJyISpW36OXJdZCbod9ipVpza4dXedio4dEl4OoP8adh3WRQFNQ2Kj4c1ARHOzX/nk/gf7suWiW8qgHBBIe2NhwHh7amdpP2VA0Itko8QghRFpmVOF26dIk///yTwMBAJk2ahK+vLyNGjOD333+36F51Xl76RQMTEhKMyhMSEgznTKlTmOnTp5OUlGR4VORZeL/nddO1rOGJr5vD7W66JkNli5XS5uINA5fqF8U8thb2LQKgRlVnXutVH4B3fz/FuRsl82FECCFE8ZiVONnY2NCpUycWLVpETEwMy5YtIzMzk/79+1OtWjWLBefv709AQAB79+41Kt+9ezfNmzc3uU5hNBoNbm5uRo+KKn/Ry96N87ZYifpbf0K2WLGO4LbQ7S39139Mh6sHABjROoiH6niTlavjhdWHydHqrBunEEKIAoq9ya9Go6F169a0bduWGjVqcOPGDctElmfcuHEsWrSIixf13Rffffcdp06dMtojz5Q6ldWVm+kcvqLvpoto6Ge8xUqVGtYOr/Jq+wzU7wO6HFjzOKTfRKVS8d6jjXF3tCPyahJfbj1v7SiFEEL8h9mJU2JiIosXL6Zz584EBQUxf/58Bg8ezOnTp02+xq+//krTpk3p3r07AGPHjqVp06ZG+9299tprdOvWjbp16xIUFMTEiRNZuHAhYWFhRapTWf1+TN/a1LqmJz4umtvddGVoi5UbyZmcik4xHJ+KTuHYtSRuJGdaNa4SpVJBvy/A8wFIuqJfWVynw8/dgbf6hQLw2ZazRF5NtHakQggh7mBrzpMeffRRNmzYgJubG4MHD2bOnDm0bdu2yNdp374933zzTYFyPz8/w9d2dnZ8++23fPTRR8TFxVGjRg0cHR2N6ptSp7LaEHnHopcxkRB3EtSaMrXFyoo9l1mw+SgnHfTHIxbvIQMHJncJMUzVr5Ac3GHwMljUBc79BTs+gA7T6NskgE0nYtkQGc0Lq4+w/rn2ONiprR2tEEIIcxMnjUbDDz/8QPfu3bG1NesSAHh6euLp6WlS3apVq1K1atVi16lMLiekc+RqEjYqiAj1g3/yFgStW7a2WBnROoiHQ1whL4deO7Edip0TPq6a+z21/PNrCL0+gl+ehq3vQPWWqGp14u1+DdkbdZNzN1L5YONpZvRuYO1IhRBCmNtV991339GrV69iJU2i5OVvsdLmAS+8ndS3t1hpXLbWbvJxcyA04Pbg/NAANxpWc8fHzcGqcZWaZiMg7DH92LMfxkDSNao42/Peo40BWPxPFLvOJ9z3MkIIIUqe2WOcLly4wJw5c4wGYK9fv56sLNmstKzYcFS/6GXvxgFwYRuk3cjbYqWrtUMT/9XjPfBrBOkJ+s2AtTl0qufDsFZBKAq8tOYIqVmWW+pDCCGEecxKnHbu3Enjxo3ZvHkzS5YsMZRv377daGC3sJ6L8Wkcu5aM2kZF91BfiKy8W6yUi8Hndo768U4ad7i6F/58A4AZveoT5OnEtcQM5m68wC5tfX7RtmXvxUS0VlphXAghKjOzEqdp06Yxb948tmzZYlQ+evRovvzyS0vFJoohv5uuXS0vvOyyK/UWKyv2XGbE4j2G4xGL99D7s52s2HPZqnEV4FkT+ud98Nj9JRz/CWeNLR8ObgLAT5E3GJbzOpNznuOJ5cdo/39b+CNv1qQQQojSYVbiFBkZyfDhwwGM9qcLDg4mKirKctEJsxlm0zXyhxO/6rdY8apdKbdYGdE6iLUT2xmO105sx/rn2jOidZBV4ypUvZ7w4GT91788C/FnSUgtvPs7JimTp5YflORJCCFKkVmJk5OTE3FxcQXKDx06hK+vryXiEsVwIS6VE9H53XR+t7vpGlfOLVbK3eDzzm9A8IOQnYqy+jH+79eDhVbL76ibte6EdNsJIUQpMStxGjBgAFOnTiUtLc3Q4nTgwAHGjRvHoEGDLB2jKKL81qYHa1elSm4cRO3Qn5AtVsoHtS0MXALOPqhunODZjC/vSJOMKUB0UiZ7o26WephCCFEZmZU4vffee8TFxeHl5YVOp8Pb25sWLVrg5+fH7NmzLR+lKJL88U29G/nD0dV5W6y0gyqyy3254eoHg5aiYMOj6p0MU2+5Z/UbKWVooLsQQlRgZi3E5ObmxrZt29ixYwf79+9Hp9MRFhZGx44djcY8idJ3Pj6dUzEp2KlVdG/gC998rz/RpOxssSJMVKM9l5u9RPCh95hl+w3pioZzSsFNtG8prvi4ltFuRyGEqGCKtYJleHg44eHhlotGFNvGE/EAtK9dFffkk7e3WGlQdrZYEaarHj4S7aH3sVdp+cS+8BmrWdhh69kJ8Cr1+IQQorIxewFMUTb9cVKfOPVqHHB7Q9+6PcDRw7qBCbOoM2+hvsv4pnwaclBnyBgnIYQoDZI4VSBndNU4F5eOnVpFt3pecHSt/kQlXLupstlxNt7aIQghRKUgiVMFskHbBoCHQrxxv75Tv8WKk5dssVIJfLz5DGdiU0yoKYQQojjMSpzefPNNy0ciikVRYL1Onzj1aux/u5uu4aOgtrNucKLEZebomLDsAMmZOdYORQghKjSzEqd3332XnBz5BV1WaHUKq7UdOK9UQ20DnWo6wakN+pONpZuuMvBx1RAVn8aLq4+gk8UwhRCixJiVODVr1oydO3daPhpRZH8ci6brZ/t4OXcCAFodfP7Fh3dssRJm7RBFKXi1Zz3sbW3480QsX247Z+1whBCiwjJrOYJ+/foxdOhQpkyZQoMGDbC3tzc6HxERYan4xD38cSyap5YfLDDnqkvWFlDDGb9e1JF1tSqFEB8X3u5Xg2k/RPLhn2doWM2djnV9rB2WEEJUOGYlTjNmzDD6979yc3OLF5W4L61OYda6EwWSJn8SaGNzEoCXz9ZnrU5BbSPJU7nl5AW2GsgtfKNfg6M/MLj72xy+msh3ey4zedVh1j/XnkBPp9KKVAghKgWzuupyc3Pv+RAlb2/UTaKTCm6z8Yj6H2xUCnt09TiU7CZ7mJV3HoHw7AEYv52MURsMxRmjNsD47RD+gr5g12dw7Edm9mlA00APkjJymLDsABnZWuvFLoQQFZAsR1BOFb43mUJ/tX5D3x+14feoJ8oVj0AIaIri28hQpPg2goCm0GUmtHlGX/jzU2hiDvHVyDC8nO05EZ3Maz8dRVFksLgQQliK2YnThQsXmDNnDmPGjDGUrV+/nqys+3QpCIsobG+yUNVF6thcI0ux43dtq7vWExXMw7OhTg/IzYSVQ/FX4vh8eBhqGxU/HrrGst2XrB0hAPHXL3HuyM4Cj/jrZSM+IYQwhVmJ086dO2ncuDGbN29myZIlhvLt27czf/58S8Yn7qJVTU/83Y2TogFq/UzHP3VhpOCMv7sDrWp6WilCUWps1PDoIvBtBGlx8N0Q2lazY3qPegC8te4E+y9av8v27O+fUfunXgUeZ3//zNqhCSGEycxKnKZNm8a8efPYsmWLUfno0aP58svCNyIVlqW2UTG3iwehqihCVVE0Vp1ngPpvAA7qQghVRTG3i4cMDK8sNC4wfBW4+MKNE7D2Sca0C6R3Y39ydQpPrTjIjWTrdtuG9HiOkz3WGI5P9ljDuf4bCOnxnFXjEkKIojBrVl1kZCTDhw8HQHXHdPfg4GCioqIsF524u8QrdNjYg46agl2jb9gt13+xSQN1DujHyJjpRnImV2NTyF8N6lR0CvZO+gUXfdykG7BMca8Ow1bC0l5w7k9UG1/j/x59hzOxKZyJTeXpFQf5blwb7G2tM7SxakAwTm4e8Lv+ODi0NU4u7laJRQghzGXWb1AnJyfi4uIKlB86dAhfX19LxCXuJz0BlfY+48lysyA9oVgvs2LPZUYs3mM4HrF4D70/28mKPZeLdV1RQqo1h/553eV7v8b5yFK+HtUCV40t+y/d4p3fTlo7QiGEKNfManEaMGAAU6dO5ZtvvjG0OB04cIBx48YxaNAgiwbYp08fMjIyCpT36tWLKVOmAPDJJ5+wbt06o/M1a9Zk4cKFFo2lMhrROoiHQ1zhG/3x2ontUOyc8HHVWO5FUmLg1h0tlTGRYOsIrn76hyia0Efg5huw+S34fRo1h9dk3pCmjP12P9/8e5HG1d0ZEFbd2lEKIUS5ZFbi9N5779G3b1+8vLzQ6XR4e3sTHx9Px44dmT17tkUDfPHFF43Whjpz5gzPPPOM0Wy+kydPkp2dzRtvvGEoc3FxsWgcZY2CQmmMXvJxc8DHwc1wHBrgBvbOln2R/Uth+7u3j5fkrTzf4RXoNN2yr1VZtH8B4s/Bke9g7Wi6jtnEpM61+XTLOab/eJS6fq6EBkg3mRBCFJVZiZObmxvbtm1jx44d7N+/H51OR1hYGB07djQa82QJHTt2NDretGkTnp6eDBgwwKjcx8eHrl27WvS1y7LzcWnUtnYQltJiNNTtUbDcUq1NpdCiVebGgqlU0OcTSLwEl/6B7wYzecxmIq95s+10HBOXH2Dds+3xcLI34WJCCCHymZU45QsPDyc8PNxy0dxHTk4O3377LY899hgajXFX0cGDB+nbty/u7u6Eh4czZswY1Gp1qcVW2vZdvFVxEqeS7pIrhRatFXsus2DzUU7m5UgjFu8hAwcmdwlhSrc6FnmNIrO1hyHLYVEXuHkB9fcj+HjwD/Sdn8blm+lMWnWYpU+0lJmXQghRBGYnTvv27ePjjz/m5En9YNMGDRrw/PPP06JFC0vGZ2T9+vXExsYybtw4o3KNRkOfPn3o0KED165dY/bs2axevZpNmzZhY1P4+PesrCyjxTqTk5NLLO6SsDfqJsOsHUR5UdItWqU1FswcTp4wfLU+ebq6F49NU5g/4iMGzP+Xv8/E8fFfZ3jx4brWjVEIIcoRsxKnZcuW8cQTT9CjRw/69esHeYlUmzZt+N///seIESMsHScAixcvpl27djRo0MCo/J133sHZ+fa4m65du9KwYUN+/PFHBg4cWOi15s6dy6xZs0okzpIWl5LFmdgUsPLf5HKjFAaZl8pYMHNVDdG3PC3rD8fW0sCrNnMHjGLK90f4bMs5GlVz5+FQGYQvhBCmMGs5ghkzZvDVV1+xfv16Zs6cycyZM1m/fj1ffvklM2bMsHyUwPXr1/njjz8KtDYBRkkTQP369alRowYHDx686/WmT59OUlKS4XHlypUSibskbD19g1uKK9nY3buirQacvEorLFGW1XwIes/Tf739Xfqrd/FEuxoAvLj6CBfiUq0bnxBClBNmJU43b95k6NChBcqHDBlCQkLx1g26m2+++QYXFxcGDx5837o6nY6bN2/i4HD3QbkajQY3NzejR3mx5eQNrlOVnTUnA6BzDTCcyxi1AcZv1z+eLd7il6KCCXsM2k3Sf/3L08xonEzLGlVIycplwrIDpGXl3u8KQghR6ZmVODVp0oQdO3YUKN+xYwdNmjSxRFxGFEVhyZIljBgxAicnJ6NzOTk5fPHFF2i1WkPdN998k5SUFPr372/xWKwtK1fLjrP6xUfDlOMAaBvcvk/FtxEENNU/JGkS/9V1FtTrDdpsbFeP5KteXvi4ajh7I5VpayPJ1erYpa3PL9q27L2YiFanWDtiIYQoU8wa49SzZ0+GDRvGxIkTadmyJYqisH//fubPn8/06dP5448/DHUjIiKKHeT27ds5f/48Y8eOLXBOrVZz7tw5qlWrRs2aNbl69SqKovD999/TqFGjYr92WbM36iZp2VoCXRTcr24DIDekB3Z7vrB2aKI8sLGBAQv0MwtjIqn662N8Pfh7Bn9zgg1Ho9l+5gapOa/r6y4/hr/7OWb2aUBEQ39rRy6EEGWCWYlT/kKTH330UYFzr7/+utHxnYtXmis4OJitW7fSrFmzAudsbGyYN28eb731FidOnKBKlSrUrFkTO7v7jP8ppzafvAHAeP8LqK5kgEeQvpVJCFPZO8Pw72FhZ4g7RbPdUxjU7HW+2x9NapbWqGpMUiZPLT/IVyPDJHkSQghzEydLJENFUbNmTWrWrHnPOq6urrRu3brUYrIGRVHYfCoWgK7s1hfW76tf7FCIonALgGGrYGkPOL+F5jZ2fMdj8J/16JW8klnrTtCtgZ+s+SSEqPSKtQCmKF3n41K5cjMDF3UufrH6bjoaPGLtsER5FdAUBixE+X4kj+o2Eq9W86vuwUKr3kpyZW/UTdrWklmaQojKTRKnciS/m26MfxSq+DRwDYBqzSE9xdqhifKqfm/OhoylztmFTLD7jQn8Vmi1TMWOv2MbgCROQohKzqxZdcI6Np/SJ0597ffrCxr01Q/2FaIYMmv3vm8dB1UOfrbppRKPEEKUZfJXt5xITM/mwKVb2JFLzfjt+sL6fa0dlqgAQqu7m1avWvlZ60wIIUqKJE7lxPYzcWh1CoM9L2CTnQzOPhDUxtphiQpAbeLkAlnTSQghipE47du3jxEjRhAWFkZYWBgjR45k//79lo1OGGzJ66Yb7Jy3jUz93mCjtm5QolJ59/dTZOfqrB2GEEJYlVmJ07Jly2jTpg1JSUn069ePfv36kZiYSJs2bVixYoXlo6zkcrU6tp2OQ42WBsl5K7Y36GftsEQlsyfqJpNXHSJXK8mTEKLyMmtWXf4mv+PHjzcqX7BgATNmzGDEiBGWik8ABy7dIikjh4cdz2KXdQscPSG4vbXDEpWMnY0Nvx+LYcrqI3w8pKms6SSEqJTKzSa/lVl+N91j7kf0BfV6gVpWkhCla2ZHD2xtVKw7cp2pa4+gkzFPQohKqFxs8lvZbT51Axt0tMj4R18gi16WPSkxEBN5+zgmEq4f1peXdU5eYKu5b7Vmh2eypI8HahsVPx68xqs/HZXkSQhR6ZSLTX4rs0sJaZy7kUpr9VkcsuJB4w41H7J2WOK/9i+F7e/ePl6S93Pf4RXoNN1qYZnEIxCePQDpCWRkpOK4rBcAGaM24OjoAukJsOEluHWBh3Y+zqIeixjzWyqr9l3BTm3DW/1CUZWVbX9SYgpPVl399A8hhCimcrHJb2WW3033hMdhSAPq9QRbe2uHJf6rxWio26NgeXn5Y+0RCB6BKKlJhiLFtxG45K3xNGYTLHsEYo/RaddoFj78NWM3ZbNs9yXs1Da83rt+mUie0v5ZiPPuDwqWt3kJ54jXC32OEEIURbnY5Lcy23LqBip0hOfesamvKHsqeouGizc8vg6WD4Drh+iyZwwLOn/FuM2w5J8o7G1teDmirtWTpxXaLmzMcuYHzSwAHs2aSSb29NOGMf6+zxZCiPuTEcZlWGpWLrsvJNBUdR6XrFiwd4FanUs3iJQYuBV1+zgmEmwdK36iIApy8oTHfoEVg+DKHrrtm8D8hz5l4t8a5m8/j72tDS90q2PVEB8JD6NFnSBYoU+cXntyMPZOrvi43n8MlxBCmMLsBTAvXLjAnDlzGDNmjKFs/fr1ZGVlWSq2Sm/n2ThytApDXA7pC+p0BzuH0g1i/9Lb43XIG7uzoIO+XFQ+Du4w8keoEQ7ZKUQceoYv26UC8Onms3yx9ZxVw/Nxc6Cev6vhuJ6/Kw2ruePjVsr/b4QQFZZZLU47d+4kIiKCVq1asXXrVhYvXgzA9u3bOX/+PJMnT7Z0nJXS5pM3AIXuqj36Amsselnex+4Iy9O4wPDV8P0IOL+FnpGT+KLV+zyz14v3N57GTq1i/EO1rB2lEEKUCLNanKZNm8a8efPYsmWLUfno0aP58ssvLRVbpabTKWw9fYNQ1UWqZEfru8dqdy39QFz9IKBpwYckTpWbvRMMWwV1ekBuJr2OvcDnYdcBeOe3Uyz9J+q+lxBCiPLIrMQpMjKS4cOHAxgNBg0ODiYqSn5hWkLktSTiU7N5xH6fviCkG9g7WzssIW6z1cDgb/Utobocep96hc8a6f//z1p3ghV7Llk7QiGEsDizEicnJyfi4uIKlB86dAhfX19LxFXpbTkZCyj0tc/bOFn2phNlka09PLoEGg8BXS69z73OZw1OAfDaT8dYvf+KtSMUQgiLMitxGjBgAFOnTiUtLc3Q4nTgwAHGjRvHoEGDLB1jpbT51A3qqq7gm3MV1BoIedjaIQlROLUtPPIVhD2GStHR+8JsPqtzGICXf4jkp0NXrR2hEEJYjFmJ03vvvUdcXBxeXl7odDq8vb1p0aIFfn5+zJ492/JRVjIxSZkcv55MD/VefUGtzuDgZu2whLg7GzX0/gRajkOFQp/L7/HZA3tRFHhx9RHWR163doRCCGERZs2qc3NzY9u2bezYsYP9+/ej0+kICwujY8eOVl8AryLIXy18gOYAaKWbTsCN5EyuxqYQlnd8KjoFeyfwcdWUnan2NjbQ8339khn/fkaf6x9jEzyRZy49xORVh7FT29Au0IFd2vrcwAP3i4mEN3BDbSO/M4QQ5UexFsAMDw8nPDzcctEIALaciqWW6hpB2ktgYwt1Zb+/ym7Fnsss2HyUk3k50ojFe8jAgcldQphi5UUnjahU0G22fhbo3+/RK3Y+6upZTLzaladXHMBVY0tiTt7WJ8uP4e9+jpl9GhDR0N/akQshhElMTpyWL19u8kVHjhxpbjyVXmaOlp3n4hljkzeb7oGO4FjF2mEJKxvROoiHQ1zhG/3x2ontUOycyuaK2CoVdH5NP+tuy2wi4pfykWcqL9x8hMQM4+2aYpIyeWr5Qb4aGSbJkxCiXDA5cXrllVcMXyuKwvXr+jELLi4uqFQqUlJSAAgICJDEqRh2nU8gM0dHX8d9oMjedELPx80BnzvGuYUGuJX95SkeegnsHGHjqwxIX4Ot7VW+1vYCjLvmVMD8X1Po1mCIdNsJIco8kxOnq1dvz4z54IMPWLduHV9//TX16tUD4NSpU4wfP55+/Sw7HmfBggVs2rTJqCwoKIiPPvrIqOzUqVMsXLiQ2NhYGjVqxDPPPIOLi4tFYykNm0/FEqiKpa4SBSo11Ott7ZCEMF/bZ7gUE0/wkY/oa7uLvra7Cq2WmWXH4WMNaN64camHKIQQRWHWrLqvv/6ab7/91pA0AdSrV49vv/2Wr7/+2pLxcfDgQa5du8bQoUMNjx49ehSo07x5c27evEl4eDhr164lPDy83O2bpygKW07eoIdN3my6Gg+Cs5e1wxKiWKKqtLtvHQdVDik3Y0slHiGEKA6zBodfuXIFW9uCT7Wzs+PKFcsveFetWjUGDhx41/PTp0+nY8eOLF2q33h24MCBBAYGsnTpUiZOnGjxeErKyegUridl0kuTlzjJbDpRAXg62Vu0nhBCWJNZLU4PPvggEyZMIDo62lAWHR3NhAkTePDBBy0ZHwDHjh3jscce47nnnmP16tVG57KystiyZYtRYuXl5UWXLl347bffLB5LSdpyKpYA4mmiOq8f+VGvj7VDEqLYQquZtgZZcFWnEo9FCCGKy6zEaeHChVy7do3AwECCg4MJCgoiMDCQ6OhoFi1aZNEAbW1tad26NR07dsTHx4enn36a/v37G85fvnyZ3NxcgoKCjJ4XFBTEhQsX7nrdrKwskpOTjR7WtvnUDSLUebPpgtqCq2xfI8o/tYlru01bG8nF+LQSj0cIIYrDrK66Bx54gIMHD7Jt2zZOnDgBQIMGDUpkAczZs2dTpcrt6fi9e/emefPm/PLLL/Tr188wjsnJyfjTqouLC5mZmXe97ty5c5k1a5ZFYy2O+NQsDl9JZLpdfjedzKYTlcvVWxn0++IfvhoZRrtaVa0djhBCFMqsFicAlUpFp06deOaZZ3jmmWfo1KlTiawafmfSBNCsWTOCg4PZt0/fMuPu7g7ArVu3jOolJCTg4eFx1+tOnz6dpKQkw6MkxmYVxbbTcVRVbtHC5oy+oL5004nKZbL7dpIzsnhs8V6+23PZ2uEIIUShzF45/MKFC6xcuZILFy6wePFiANavX0+3bt3QaEpuUT5FUUhJSUGtVgNQvXp1qlSpQmRkJD179jTUi4yMpPE9pjZrNJoSjbOotpyKpbt6PzYoUK0FuFe3dkhClKqHMzfxq1cqwxKe5NWfjnL2Rgqv9ayPrdrsz3clIv76JRLjCn7Q8vAOpGpAsFViEkKUHrN+I+3cuZPGjRuzefNmlixZYijfvn078+fPt1hwOTk5rFixwqjsww8/5ObNm/Tpo2+RUalUjBgxgsWLF5OYmGiIY9++feVmIc7sXB1/n4mnp80efYHMphMViZOXfhXxe7GxBRt7GqX9y99V5lBTFc3Sfy4y5n/7Sc7MKa1ITXL298+o/VOvAo+zv39m7dCEEKXArBanadOmMW/ePMaNG2fUPTd69Gj69+/P5MmTLRKcWq3mr7/+4vXXX6du3bpcuXKF6OhoFi9eTIsWLQz15syZw8GDB6lfvz7169dnz549vPrqq3Tu3NkicZS0fRdvYp91k9YOp/QFMr5J/FdKDNyKun0cE6nfD87VT/8oyzwC4dkDkJ5ARkYqjst6AZAxagOOjnmL1Dp5QdoNWDUSz5QoNrm8yVOZz/DXmcYM+PJfFj/egmCvsrFSekiP5zh55WHq/z4IgJM91mDn4ESId6C1QxNClAKzEqfIyEiGDx8OeS0++YKDg4mKirrHM4vGxsaGpUuXEh0dTWRkJFWqVCE0NBRnZ+NfoG5ubuzcuZN9+/YRGxtLw4YNqVmzpsXiKGmbT97gYfV+1OjAvwlUqWHtkERZs38pbH/39vGSvI2fO7wCnaZbLSyTeQSCRyBKapKhSPFtBC7uxnXGb4PVo7C7soeF6v/jC/uRfHAjgn5f/MP8kc1p84D1F4StGhCMk5sH/K4/Dg5tjdOd9yGEqNDMSpycnJyIi4srkMAcOnQIX1/LT6H39/fH3//eG4CqVCpatWpl8dcuaYqisPlULG/lrxYue9OJwrQYDXV7FCwv661NReXqC4+vg99eQnXwW57VLqOR+2UmJD3ByEV7mNO/IUNaBplwISGEKBlmjXEaMGAAU6dOJS0tzdDidODAAcaNG8egQYMsHWOFdiE+jVsJN2hnc1xf0OARa4ckyiJXPwhoWvBR0RIn0I+H6vMp9PwAbGzpkLWdP93fwUcXx8s/HGX2+hNodYq1oxRCVFJmJU7vvfcecXFxeHl5odPp8Pb2pkWLFvj5+TF79mzLR1mBbTl5g242B7FTacGnAVStbe2QhLA+lQpajYPHfgEnLwKzzvKX60xaqU6yeGcUY/+3j5QyNmhcCFE5mNVV5+bmxrZt29ixYwf79+9Hp9MRFhZWIgtglmspMfrHf90xoHfzqVjGqmU2nRCFqtFeP+5p1XCcYo6yymEub2kf45vTXfMGjbckyEu2ahFClB6z13ECCA8PJzw83HLRVDT/HdCbL29Ab1JGDicvXiPc7qi+XMY3CVGQRxA8uQl+eQab4z/yps0SmjhdYdqNUTzypX7QeKuantaOUghRSZStleUqmPi6wznf5wfD8fk+P3Cu/wbi6+pnJP59Jo4OHESjygWvEPCpb8VohSjD7J1g4BLo+iagor/uT35xeRebtDhGLNrN6v3WXflfCFF5SOJUgpYdz6L3mtvTr3uvSaLryiSWHdfvr7fl1A16qO/Ym86Mbs4byZmcik4xHJ+KTuHYtSRuJN99nz4hyiWVCtpPgeGrQeNOg9wT/OnyBvV055m2NpJ3fjuJVqeg1Sns0tbnF21b9l5MlIHkQgiLKlZXnbi3Ea2D6FDDCfIWP18xpjX2Tq74uGr0v9xPXeYdmyP6k2aOb1qx5zILNh/lpEPeay7eQwYOTO4SwpRudSx1K0KUHXUehnFbYNUwqsSf4SfH2byUOYYFf8Ou8/HEJmVyI+d1fd3lx/B3P8fMPg2IaHjvJU2EEMIUkjiVIB83B1xsXA3H9fxdDQvl7b94k2ZZ+3G0z0bxCEbld/d99e5lROsgHg5xhW/0x2sntkOxc8LHtezswyeExVWtDWP/gh/HY3vmDz62/5LW2lOsvN4Jb2zwvqPxVpUMn684iUP/tnRs1dyaUQshKgCzE6czZ86we/dubt68WeDc888/X9y4Kry/Tt6gZ95sOlWDfmZ105GXnPk4uBmOQwPcwL5sbE0hRIlycIehK2HrHNjxAcPUWxim3nLX6lm/2aENOYi6iiygKYQwn1mJ08KFC3nqqafw9fWlSpUqBc5L4nR/O05e4Vmbw/oDWYZACPPY2ECX17mYqqbGof+7Z1UNOUSejaJxK0mchBDmMytxevvtt1m0aBFPPPGE5SOqBK7cTMc/fhcu9pnoXKthU026D4T13UjO5GpsCmF5x6eiU7B3Ah9XDT5uDlaO7t4uurfElB0eb6Znl0I0xWTC+m9CCOsxK3FKTExk8ODBlo+mktDPptN309mYOZtOCEsrzxMNPJ3sTapnry77/9fS/lmI8+4PCpa3eQnniNetEpMQ4jazEqewsDAOHjxI+/btLR9RJbDt5DU+sTmoP5BuOlFGlOeJBqHV3EyoBR//dYYrDnUY3CKwzO5ysELbhY1ZzvygmQXAo1kzycSeftowxls7OCGEeYlTjx49GDp0KC+//DK1a9cu8AsoIiLCUvFVOGlZuaijtuNmm06ukw+2ga2tHZIQUM4nGqhNTIJq557l5R+O8uPBa7wzoBG1vF1KPLaieiQ8jBZ1gmCFPnF67cnBhmVMhBDWZ1bi9OqrrwIwZcqUQs/n5uYWL6oKbOe5eLqi76ZTN+irH9wqhCgV79gtob36JLOiRtDj40Se6VSbiR0fQGOrtnZoBvdaxkQIYX1m/dXOzc2950Pc3bYT13lYvR8AVah00wlRulT0tNnFNsepPMY6PvvrBD0/2cHeqILLqgghRGGkuaMU6RSFpFPb8FSlkqPxhKB21g5JiIrByQts79OVZavRb9dSvSWOSgYz7Fbwh8MMvOL3M/jrXUz/8ShJ6TmlFbEQopwq9srhqampBVqZPDw8invZCulEdCrtsnaCLdg06ANqWbhdCIvwCIRnD0B6AhkZqTgu6wVAxqgNODrmjWNy8tLXq90VDq+Av2ZSO/0yqzWz+VHbnrl7h/PniVje7NuAXo38y+zgcSGEdZnV4pScnMyECRPw9PTE1dWVKlWqGD1E4bafiaN7XjedOrSvtcMRwlhKDMRE3j6OiYTrhwtfU6gs8giEgKYovo0MRYpvIwhoqn94BOoLbWwgbBQ8ux9aPAmoGKDeyVaHl+iV8SuTv9vPmP/t5+qtdOvdixCizDIrcXr55Zc5fvw4q1evBmDHjh18+OGHeHp68s4771g6xgoj7tS/eKuSyLZzg5odrB2OEMb2L4Uld8yIXRIBCzroyysiJ0/oPQ/GbYaAZriQziy7/7FO8zqJp3fy8Ly/WbTjArlanbUjFUKUIWb1Ff36669s2bKFunXrAtCuXTvat29PvXr1eOONN5g+fbql4yz3YhUP6iduB1vQ1ekBajvLXDglBm5F3T6OiQRbR1llWBRdi9FQt0fB8or+c1StOYzdDAe+gc1v0SDzIj9q3uT73I7834ah/HL4OnMHNKJhtdsz27Q6hV3a+tzAA/eLiYQ3cENtI117QlQGZiVO169fJyQkBABXV1du3bqFl5cXHTp04NixY5aOsULYqm1ChHofAA6NB1juwvuXwvZ3bx/ntxh0eAU6SQIriqAyJ9s2amg5Rr8g7V8z4dByhthuI8J2H+/FDOGRz28xun0tXmjlxKFT55i//TwJuSP1z12xjqUu9kx46AHaNap7u0tQCFEhmT062SZv/aF69erx888/M2bMGP766y+qVq1qyfjKvfxPpvt09Rhqu50stTOaWp0s9wKVtZVAiJLgXBX6fQHNHoMNL+Iee5Q5dksYrNvGJzv7Y7PvU9qRQzuAOyfx5QCbQbvVHvWkg2U/eZL98IQwm1mJU34XHXmLYQ4ePJiZM2cSExPD+++/b8n4yq/EK/x79LThk+mT6t8B2K8NQbVrh+U+mcovOiEsL6g1jN8G+xfDlrdpknWBRZoP7zsoVK3LRpsWj7qsJ07/banOJy3VQtyXWYnTqVOnDF8/8sgjHD16lH379lGvXj1atGhhyfjKp8QraD8No50uu8An0wc5DJsfLT+fTIWorNS20HoCNHgE/nwDm8hVJj3t+LVkGlcr8eiKJb7ucJLcWlJr3aMAnO/zA4qtAx7egUifgRD3ZpGFhOrWrWvUCmVJOp2OdevW8e+//2Jra0v79u3p0cO4a2r58uVs27bNqKxatWrMmjWrRGK6H21aPGpd9j3rlJtPpkJUdq6+MOBrDtk0oNnhN+5b/Wb6vf/vlwXLjmexYHMSJx30x73XJJFBFpO7+DAlwNrRCVG2mZ04XbhwgZUrV3LhwgUWL14MwPr16+nWrRsajWU2o9TpdDRq1Ig6derQtm1b0tPTeeyxx+jRowfffvutod7OnTs5fPgwEydONJR5enpaJAZzHL+WTGNT65XxT6ZCCD11QFM4fP96aVllf9upEa2D6FDDCVboj1eMaS0bCQthIrMSp507dxIREUGrVq3YunWrIXHavn0758+fZ/LkyRYJTqVS8dNPP1GnTh1DWYcOHejcuTMvvPACTZs2NZTXqFGDsWPHWuR1i8vUT5zl4ZOpEEIvtJqbSfV+2r6XpRfcGffQA3St71smlymQjYSFMJ9ZC2BOmzaNefPmsWXLFqPy0aNH8+WXX1oqNlQqlVHSxB0D02NjY43KT58+zaRJk3j99dfZtGmTxWIwh6eTvUXrCSGsT23iFiwL7D5i4vVXWb5iKV0/2MKy3ZfIyNaWeHxCiNJhVuIUGRnJ8OHDIS+5yRccHExUVNQ9nll8CxYswMXFhVatWhnKVCoVDzzwADVq1CA9PZ1HH32UJ5544p7XycrKIjk52ehhKaZ+MjW1nhCi/LBRQVf1IZbZv8ui1Gc4u+5Dus5dz4ebThOXkmXt8IQQxWRWV52TkxNxcXE4OzsblR86dAhfX19LxVbAb7/9xttvv82CBQuM9sR744038Pf3Nxw/+uijtG/fnqFDhxIREVHotebOnVtig8dN/WRqaj0hKoIbyZlcjU0hLO/4VHQK9k7g46rBx83BytGZwMkLbDWQe4/kx1YDI36AU+tRDi2nVnY0b9n8j6m61az9+yFGbO9Os2YtGRtekxBf17tfRwhRZpnV4jRgwACmTp1KWlqaocXpwIEDjBs3jkGDBlk6RgA2b97MwIEDmTNnDk8++aTRuTuTJvK2gAkMDOTff/+96/WmT59OUlKS4XHlypUSiVsIobdiz2VGLN5jOB6xeA+9P9vJij2XrRqXyTwC4dkDMH47GaM2GIozRm2A8dv1j2cPQM1w6PF/qF48BT0/QKlaB1dVBqNtN7LJ7gV6HnmGdz75hNFLdvPvuXgURSnwUvkL5/6ibcvei4lodQXrCCGsw6wWp/fee4++ffvi5eWFTqfD29ub+Ph4OnbsyOzZsy0e5NatW+nbty+vv/46L7/8sknPycjIKPQXUj6NRmOx2X8FmPrJ1MmrZF5fiDJoROsgHg5xhW/0x2sntkOxcypfM7k8AsEjECU1yVCk+DaCwgZWa1yh1ThULcfCha2wZwHKmT/ooI6kgzqSixe/Zdn5bsyr2psRHRvTq7E/dinXjBbOBdnSRYiyxqzEyc3NjW3btrFjxw7279+PTqcjLCyMjh07Go15soTt27fTu3dvZsyYUejmwbm5uWzcuJFevXoZyhYuXEhcXFyB9Z5KTf4n0/QEMjJScVymjy1j1AYcHV30dZy85BegqFR83Bzwcbg9ri80wA3sne/5nApBpYJanaFWZ1Q3o2DfIrQHl1EjK5bXbZaTlriGn35oz5QN7ZmnnUs7peDCubKlixBlR7EWwAwPDyc8PNxy0fxHamoqvXv3xsXFhfPnzxstN/DEE0/Qvn17VCoVixcv5tVXX6VBgwZcvnyZI0eOMG/ePNq1a1disd1XUT6ZCiEqB8+a0H0O6k6vQuT3aHd/jXP8KUbabmZk7ub7Pr28LJyb9s9CnHd/ULC8zUs4R7xulZiEsBSzE6fc3FwuXbrErVu3Cpyz1LYrdnZ2zJs3r9Bz3t7eAKjVan788UdOnz7N4cOHqVKlCmFhYbLZsBBlTUoM3Lpj1m1MJNg6Vs5WCHtnaPEk6uaj4eIOtLu/RnV6AzbcfyxTeVg4d4W2CxuznPlBo5+A82jWTDKxp582jPHWDk6IYjIrcfr7778ZMWIEV69eLfT8vcYWFYVGozF5UcuS3PZFCGEB/91YdknejNfKvLGsSgU1H0Jd8yF2/bGCtrufvu9TbqaV/YVzHwkPo0WdIFihT5xee3KwrEwuKgyzEqcJEyYwaNAgJk2ahIeHh+WjEkJUPC1GQ91Cxh1Wttamu3D2rG5SvUM713M0x58+YTWpUbVsjhGTlclFRWZW4hQVFcVbb72Fi4uL5SMSQlRMlbFLrghMXRB3ivYbkv5ZzR9/t+Kbql2p1bIHPZsE4uUirTlClAazEqdGjRpx8uRJWrZsafmIhBCiEjJ1QdxM+yq4Z99iiO02SNxG3Kb3+O2PNlyt1pOGbbrRtYE/jvbqEo9XiMrKrMTp448/ZsyYMUyaNIlatWoVWIKgY8eOlopPCCHEHRwe/xFy0sk4+D2qk7/inZPIKPUmiNnEtZ+8WPVTOxJr9aVV2060qVW14CbDiVcgPQElLYVIbQ1u4orLoX9p9oCfPnmTpVKEuCezEqfz589z6tQpxo0bV+h5Sw0OF0KISsPUhXOdvcEjEMca7UH7EVzYRvL+VWjO/U41bQKjWQcX1nH+nD9LbdujDR1A+7YP0sDfDVXSVfi8OeRm4Qw0zm+Y2jwUNt/xGs8eKPPJU/z1SyTGFdzxwcM7kKoBwVaJSVQOZiVOr732GtOmTeP555+XweFCCGEJ5iycq7aDkG64hXSDnAx0ZzaRuG8Vrpf+opZNNLV0a+DoGk4eCWKJY0f8QprR616JGegTt/SEMp84nf39M9peWVigfFfgOKqOKbiGlBCWYlbilJiYyPTp0wts8iuEEKIYirNwrp0jNqH98AztB1kp5JzYwK29K/GK3kF9m8vUz/oWjn1rUhhaRaGsj5IK6fEcJ688TP3f9fujnuyxBjsHJ0K8y3bCJ8o/sweHHzlyxLorcwshxH/cSM7kamwKYXnHp6JTsHcCH1cNPm4OVo6uFGlcsWs2FJ9mQyH9JulHfiJl//d4J+wxaWf38rDIZtWAYJzcPOB3/XFwaGtZ8kCUCrMSpy5dujB48GBefvllateuXWBweEREhKXiE0IIk63Yc5kFm49yMi9HGrF4Dxk4MLlLCFO61bF2eNbh5IlT2zE4tR3DvxtX025X4WNT77TvwB4yPOvTtIYXGtuy3vYkROkyK3GaO3cuAFOmTCn0fG5ubvGiEkIIM4xoHcTDIa7wjf547cR2KHZOsmJ1HpcqvibVGxM7h6Rl89ih1Oe6R3Nsaj7EAw1bEVajKg52piVSWp3CLm19buCB+8VEwhu4FZzhJ0Q5ZFbiJImREKIs8nFzwMfh9kKSoQFu+n3hBBRhkc1MlQPupNNVdQCSD8CRBSQedmanUp+r7s2xeSCcWg1bExbsVXDNqMQr/Hv0NPO3nychd6S+bMU6lrrYM+GhB2jXqG6ZH3gOeXsrpsQULJeFXCs9szf5Ffcn4y2EKGWykfA9mbrIpsOY31CAhONbyDq3Hc+EA3jo0uiq2g8p++HI17cTKbcwbB4Ip2Zoa1pUyUAzvyXtdNm0A7izoS8H2AzarfaoJx0s88lT2j8Lcd5dcHZeWpuXcI543SoxibJBEqcSJOMthChlspHwvZm6VpSLDyqPQKpWbw7dp4I2FyX6MLdObCHz7O1EqptqP6Tuh8gFJB5xJlIXRBv1vTchVuuy0abFoy7jidMKbRc2Zjnzg0a/UfGjWTPJxJ5+2jDGWzs4YVWSOJUgGW8hRCmTjYTv7Y61otLSUjj/7bP6lcMffu3eK4erbVFVb4Fn9Rbw8DRDIpV4YiuZZ7dTJWE/Hro02qhPmhRGeZi190h4GC3qBMEKfeL02pODsXdyld/fQhKnkiTjLYQoZdIld395a0WpUpNorL4IQHqzdqiLMpU/L5GqUr0FPKxvkSL6CMf/WEjo1ZX3ffrVDXPZ++9mbHxDcQ9uRK3AAOr4uuBkb+KfpFLYNsbHzQEXG1fDcT1/V8svdyDjqMolSZyEEEIUj9oWqjdH2zgVTEiceqp2QeIuSAROw1WlKrt0gUQ7PECmRx3sA0LxrtGYkGpe1PBywlZ9x+pTiVcqzLYxMo6qfJLEqSTJQFUhRCVi6qy9hAf6k51yA+fEM7jlxFFdFU91dTzkHII4IA5yD9sQpfiziUASnGqR61UPh+qNCHHT0qKCbBsj46jKJ0mcSpIMVBWiwpHZsndn6qw9r67PQ0BT/UH6TYg7RerlI6ReOQo3TuKWfAYnXSohqmuEcA0yd8M14BpkKrZgwssUa9uYUugKpLTGUUl3oMVJ4lSSZKCqEBWOzJa1MCdPCG6HS3A7XPLLFAVSotHFnCDp0mHSrx7DNuEUVdLO48C9Z+3l2/C/90n1bYG99wO4+4fg71+NoKrOuDnY3fuJpdgVWBrjqKQ70PIkcSpJktELUeGMCtXQ19Md1umP1w9yR7F1wMNbZluZvNyBk9e9r6NSgVsANm4BVKnTlSr55Tote/5YTuu9k+4bSt/sDXBlA1zRH6cqDlxRvDlo40uyY3WyXQNRe9bAybcWXtVCqO5bFR9XDTbpCfeOHwt1BZZSq5Z0B1qeJE5CCFEEVU9/R9U7uuBrrXtU/0WHVyCgknfB37HcQUZGKo7LegGQMWoDjo557UnFSQhs1DhWrWFS1XMeD+KgS8cl/SpuufG4qDKpr7pCfa5Axn7IAG4Ap/T14xR3IvEh29aFViZcv9hdgaXUqlXi3YGl0RVYxrobJXESQoiikC74e8tb7kBJTTIUKb6NwEJdUKYOQK85aA7qas30BzmZkHSFjBsXSLx2hsy4Cyi3LqFJvYJH5jWclTS8VUl4kwRa0+LYuvz/yKzaEBt3P+zdA3CpWg137+r4eLhQxckem3vty1eKrVo+6Qk4c0erVsxR6j/ghzpVBbrit2qVSlfgf8cL57PSeGFJnIQQoiikC96qTB2AblTPzgGqhuBYNQTHBt0LVs64RU7CRW5dPcvFQ3/SKnb1fa/fNeN3uPK7oSsQQKeouIkrpxUPEtWepNlXJcvBG62zDypXf+w9/HHyqoaXkkQDE+6hzLdqJV7hj+RgdmWN5zHbTdzEldW5HVGjpWNyMI8mXil+d2PiFW55NSU5/D2Stn3JTVzRNhlJLS8N7l5+VLHEaxSRJE5CCFGGyKy9+7DUOKo7OVbBrnoVfKo3I8bGF367f+J03L0D9jY6NBlxOOfE4669ha1KS1WSqapKBuUyZKF/JN33coX6bePvuDyQgKOrJ05unri4VcHd2QE3Rzvs7lzbqjAl3aqVl5g9mpvFo3f0+nVUH9V/cQI4U/zEjM+bUyU3Sz/OLT/5O/by7TpWWLNLEichhChDZNbefZi7bYyJTO0KrDd41u2uQACdDjJukpN0neS4q6QnXCPr1nW0ydHYpMZinxGHU3Y8brkJaEycGdjn8v/BZeOyZMWRGziRijMZNi5kql3ItnMh184Nnb0bioM7No7uuCkptDThNcxu1SqN7sbS6tIsogqTOMXFxbFq1SpiY2Np1KgRAwcORK02u5FTCCGsQmbtmcAS28bchVldgQA2NuBcFTvnqngFNOau7V2KwrF/f6fhn8Pu+xqxNr7Yk4OjLg0H9AmEmyoDNzKABFCA3LxHhklhFxC1cBSptlXIUTuTY+uE1tYZrZ0zir0LKntn0Lhi4+CKrYMLto5u2Du6Yu/sjkv6VYJMuH5xuhtNfW6xujTNUCESp/Pnz/Pggw8SGhpKq1atmD59OkuWLOG3336T5EkIUa7IrD0rK4muwDupVNSv4W9S1apjvr/dqpWbDVnJ5KbdIj35JunJCWSm3iI79RY56Yno0hNRMpOxyUpCnZ2MfXoMtbQX7vsatbkCuVf0ydd9GnfMEbtwEDk2GvSrlqr0S02Qt+RE3rGCCpXqzvP6f21yMzGlHam0N42uEInTyy+/TO3atfnzzz+xsbFhwoQJ1KlTh1WrVjFixAhrhyeEEKYrhVl7Mo7qHkq4KxBzW7Vs7cG2KrbOVXHzgft1KEbu3Q6/9b3va+wNeRGXqgFoM1LQZaWgy0qFrFRUOWnY5KShzknFNjcDO20a9roMHHTpOCoZOCoZ3GviYL4A4kBnws0Ww81007o+LaXcJ065ubls2LCBjz76CBsb/WC5GjVq0KFDB37++WdJnIQQ5UspzNqTcVT3UYJdgVAKrVpFGKvVvGMf47FaJorcs43Gv/e7b71/6r+BR2B9FJ0OraJDp1PQ6W7/qy/TH+vr6MsVnUL2jbP0iv7svq/h6WRf5PiLo9wnTpcuXSIzM5NatWoZldeqVYtdu3bd9XlZWVlkZd3+oU1OTi7ROIUQoqwY0TqIh0Nc4Rv98dqJ7VDsnCy7R5q4u7LaqlUEodVNSyLbtO9sVmIGoL12CBbeP3EyNUm0lHKfOKWnpwPg5mb8jXN3dyctLe2uz5s7dy6zZs0q8fiEEKKs8VEl4mNz0XAcanMRVI6g8gOK39olXYEmKOetWiWdmJXWa5ij3CdOLi76ZfwTExONyhMTE3F1db3Ls2D69Om88MILhuPk5GQCA0t3ES0hhLCK/67EvCRC/6+FVmL+ecdBNu7czQ95DVhzlqzW74/WPozxvdoV+/qUQnJWGslfib5GSbdqlUJ3Y6m8hhnKfeIUFBSEs7Mzp0+fJiIiwlB+6tQp6tevf9fnaTQaNBpplhZCVEIlPAB9hHoz4zW3t+HI32A2Tf0SYJnEqaSTs9JI/kp8rJlHIDdsvLmaFk9YXqvWQb9GnMQVH5diJmd5idkPm7ay69DRgiuHN6vPow93Kt76SnmvsWLrIX7Ye443bf/HTVz5OPdRcrBjeKsgRnRqJiuHF5VarWbAgAH873//Y+LEiWg0Go4dO8bOnTtZu3attcMTQoiyp4QHoDs/OA4a9ylYbsHXLOnkrDSSv9JYs6tEE0CPQCLcLvGoZoGhKH/l8DS3lyyT0HgE0r21jjZBTtRap0/+Ah95M+/7FFjqSROASlEUpdRf1cKio6MJDw/HxcWFsLAw1q9fz8MPP8zy5ctNvkZycjLu7u4kJSUVGC8lhBCijEmJ0T/+y1JJYUlfH2Dr3BLfvDbtj9kluwlvBfk+FSUHqBCJE3mDxNevX29YObxjx45Fer4kTkIIIUpVaSQdpfEaJa0U7qFSJk7FJYmTEEIIUTkVJQe4z/bKQgghhBAinyROQgghhBAmksRJCCGEEMJEkjgJIYQQQphIEichhBBCCBNJ4iSEEEIIYSJJnIQQQgghTCSJkxBCCCGEiSRxEkIIIYQwkSROQgghhBAmsrV2AGVF/s4zycnJ1g5FCCGEEKUo/2+/KbvQSeKUJyUlBYDAwEBrhyKEEEIIK0hJScHd3f2edWST3zw6nY7r16/j6uqKSqWy6LWTk5MJDAzkypUrlW4D4cp673Lfleu+qcT3Xlnvm0p87xXxvhVFISUlhYCAAGxs7j2KSVqc8tjY2FC9evUSfQ03N7cK80NWVJX13uW+K5/Keu+V9b6pxPde0e77fi1N+WRwuBBCCCGEiSRxEkIIIYQwkSROpUCj0TBz5kw0Go21Qyl1lfXe5b4r131Tie+9st43lfjeK+t955PB4UIIIYQQJpIWJyGEEEIIE0niJIQQQghhIkmchBBCCCFMJOs4WdiVK1e4desWtWrVwtnZ2ehcQkICJ0+eLPCc1q1bY2dnV4pRWtbevXvJzs42KgsKCiIoKMioTKfTceLECbRaLQ0bNkStVpdypJZ18OBB0tPTC5RXqVKF0NBQyPt5uHTpktF5W1tb2rRpU2pxWkpsbCxnz56lYcOGeHh4FFrn6tWrxMTEULt27WLVKUu0Wi0HDhzAxcWFBg0aFFonPj6eK1euUKNGDapUqWJ0LjMzk/379xd4zr2+j2VFVFQU165do2XLlgUGAh8/fpxbt24ZlXl6ehb6PTp37hxJSUk0aNAAR0fHEo+7uDIzMzl48CABAQHUqFHD6Nzp06eJi4sr8Bx7e3tatWoFwK1btzh+/HiBOoV9H8uS9PR0zpw5g7e3N9WqVSu0jqIonDhxgtzcXEJDQ7G1LZhGmFKnXFOERfz8889KaGioUr16daVRo0aKs7OzMmvWLKM6a9asUdRqtfLggw8aPRISEqwWtyX4+voqderUMbqnBQsWGNU5fvy4Urt2bcXPz0+pVq2aEhQUpOzbt89qMVvC8OHDC7yXgDJq1ChDndmzZyuurq5GdSIiIqwad1EdOnRIGTx4sOLj46MAyu+//16gTlZWljJkyBDF0dFRqV+/vuLg4KC8//77Ra5TlmRkZChvvfWWEhwcrLi5uSm9evUqUGfv3r1Kx44dlapVqypNmzZVHB0dlccff1zJysoy1Dl79qwCKC1atDD6Odi9e3cp35Hp/vrrL+Xhhx9WPD09FUCJiooqUKd79+5KtWrVjO5p2rRpRnUSEhKU9u3bK25ubkpISIji7u6urFmzphTvpGji4uKUF154QfH391ccHR2VF198sUCdmTNnFvh/7+zsrDRq1MhQZ926dYpKpSpQLzo6upTvyDQxMTHK6NGjFXd3d6Vp06aKp6en0rZtW+X8+fNG9U6fPq3Uq1dP8fHxUQIDA5Vq1aop//77b5HrlHeSOFnIxx9/rJw4ccJwvGXLFsXW1lb54YcfDGVr1qxR3N3drRRhyfH19VWWLVt21/NarVYJDQ1VBg4cqOh0OkVRFOXxxx9XgoODjf7AlHd///23AiibN282lM2ePVtp3bq1VeMqruXLlysrV65Url27dtfE6c0331T8/PyUy5cvK4qiKL/99puiUqmU7du3F6lOWRITE6O89tpryqVLl5QhQ4YUmjitWLFC2bZtm+H4/Pnzire3t/L6668byvITp8KSj7Jq3rx5yu+//274mb5b4lRYYnGnoUOHKk2aNFFSUlIM19VoNMqlS5dKLPbi2L9/v/LBBx8o8fHxSpMmTe57f4qiKPHx8Yq9vb3y4YcfGsrWrVunaDSaEo7Wcvbt26csXbpUycnJURRFUVJTU5XOnTsrbdu2NarXrFkzpU+fPkpubq6iKIoyYcIEJSAgQMnIyChSnfJOEqcS1LBhQ2XKlCmG4zVr1ihubm7K8ePHlaNHj1aYHyRfX1/lo48+Uvbt26fExsYWOP/vv/8qgHL48GFD2blz5+76R7i8evzxx5VatWoZkkMlL3Fq3ry5cvjwYeXUqVOGX0zlUVxc3F3fs6CgIOWVV14xKmvRooXy+OOPF6lOWXW3xKkwI0eOVDp16mQ4zk+ctmzZohw8eFBJTk4uwUgta8eOHfdMnCZMmKDs27dPuXTpktHPvaIoSlJSkmJnZ6d88803hrKcnBzF09NTmTt3bqnEXxymJk7z5s1T7O3tlbi4OENZfuJ04sQJJTIyslz+rv/mm28UGxsbw++sgwcPKoBRS+mVK1cUlUql/PTTTybXqQhkcHgJSUhIICoqitq1axuVJycn069fP/r164enpyfvvPOO1WK0pDfffJOxY8dSs2ZNOnfubDSu59ChQ9ja2tK4cWNDWa1atfD09OTQoUNWitiyUlJSWLNmDWPHji2wSfShQ4cYPnw4Xbp0wc/Pj2XLllktzpJw8+ZNLl++TPPmzY3KW7VqZXh/TalTEeh0Og4ePFjg/z3AyJEjGTlyJF5eXowfP56MjAyrxGhJ33zzDWPHjqVJkyaEhoayZ88ew7ljx46Rk5Nj9J7b2trStGnTCvWeL168mP79+1O1alWj8qysLHr37s2AAQOoUqUKb775ptViNMe+ffsIDg42jE/Kf8/CwsIMdapXr46/v7/hnCl1KgJJnEqAoiiMGzcOb29vRo0aZSgPDg7m4MGDnD17lvPnz7N69WreeOONcv+H9J133iEhIYHDhw9z8eJF0tPTGTp0KPlrq968eRNPT88CCYWXlxc3b960UtSWtXLlSrKzs3niiSeMylu2bMmFCxc4fvw4V69eZcaMGTzxxBPs3r3barFaWv576OXlZVR+5/trSp2K4K233uLixYu8+OKLhjJnZ2d+/fVXrl27xvHjxzlw4AA//vgjM2bMsGqsxfX4448TFxfH4cOHiY6OJiwsjEceecQwYLwyvOd79+7l2LFjjBs3zqi8WrVq7N27l/Pnz3P27Fl++eUX3nnnHRYuXGi1WIti27ZtfP3117z++uuGsps3b+Lm5lZgItN//5/fr05FIIlTCXjmmWf4+++/WbduHa6urobyli1b0qxZM8Nx79696d27N6tWrbJSpJbx5JNPGj6VeHt78/bbb7N7924uXrwIgJ2dHZmZmQWel5GRgb29fanHWxIWL15Mnz598PPzMyrv3r07wcHBhuPnn3+ekJAQ1qxZY4UoS0b+L8n/vsd3vr+m1Cnv5s+fz9y5c1m5ciV169Y1lPv7+9OnTx/DcaNGjXj22WfL/f/7YcOGGX6/OTg48PHHHxMTE8O2bdugkrznixcv5oEHHqBz585G5c2aNaNly5aG44cffpgBAwaUi/f8wIEDPPLII0yePJnRo0cbyk35PV4ZftcjiZPlPffcc6xevZrNmzfTsGHD+9b39fXl2rVrpRJbafH19QUw3FdwcDDJycmkpKQY6mRnZxMXF1dgyYLy6NixY+zdu7fAp867qWjveUBAAHZ2dgXu6dq1a4b315Q65dnChQuZPHkyq1atom/fvvet7+vrS3R0NDqdrlTiKw2enp5G73H+B4aK+p6np6ezatWqQrvnC1Me/t8fPHiQbt26MXr0aD744AOjc8HBwWRnZxMfH28o02q1xMbGGt5PU+pUBJI4WdCkSZP47rvv+Ouvv2jSpEmB82lpaUbHOTk5bN++3aQEq6z67z0BbNq0CVtbW+rVqwdAp06dsLW1Zd26dYY6GzduJDs7m65du5ZqvCVh0aJFBAYG0r179wLn/vv9ye/aKM/v+X/Z2dnRoUMHfv31V0NZZmYmGzdupFu3bibXKa8WLVrEs88+y8qVK+nfv3+B83f7P9KgQQNsbMrnr+CsrCxyc3ONyrZu3UpOTo7hZ7tu3boEBgYaveeXLl3i8OHD5f49B1i9ejXp6ekFuucp5D3XarVs3bq1TP+/z39fRo0axbx58wqcf+ihh7C3tzd6P7ds2UJKSorh/TSlTkVQwValsp5XX32VL7/8ko8//pjU1FR27twJeV1X+c32jz/+OLVr16Zdu3ZkZ2fz5ZdfEhcXV67HOmzbto2PP/6Y4cOHExAQwD///MP777/P9OnTDYMlfX19mTJlCpMmTSIrKws7OzumTZvGuHHjqFWrlrVvoViys7NZvnw5zz33XKF/BDt16sQjjzxCs2bNiI+P57333sPHx4enn37aKvGaIz4+nlOnTpGUlAR5Cx+6uLgQGBhoaFWYPXs2HTp04KWXXuKhhx5i/vz5uLi4GN2nKXXKmj179pCTk0N8fDwZGRns3LkTtVpN27ZtAVi1ahXjx49nypQp+Pj4GP7fOzk5GQbIzp07l+joaLp3746joyNr165lw4YN/PTTT1a9t3u5fPkyly9f5ujRowDs37+fq1evUqdOHXx8fIiOjmbAgAGMHTuW2rVrc/LkSd5++2369u1Lx44dAVCpVMydO5cnnngCb29vatWqxZw5c2jdujWPPPKIle+wcLm5uYbxh2lpaVy7do2dO3fi6upa4MPw4sWL6d27N/7+/gWuM27cOAICAggPDyc3N5cFCxZw+fJlVqxYUWr3UhRnzpyha9euNGzYkEGDBhl+jsmbwGFvb4+npycvv/wyL774IjqdDicnJ15++WUee+wxw6KnptSpCFRK/gheUSyjR4/m7NmzBcq7du1qmE2RlZXF119/zdatW1EUhcaNGzNp0qQCszHKm3///ZelS5dy+fJlgoKCGD58OJ06dTKqo9PpWLRoEb/88gs6nY6ePXvy1FNPlfsVZXft2sXUqVNZuXIlgYGBBc7funWLzz//nD179uDk5ESrVq14+umncXJyskq85ti8eTMzZ84sUD5y5EgmTpxoON6zZw+fffYZ0dHRhIaG8vLLLxdYfdiUOmVJ7969SUxMNCpzcnJi06ZNkDcx4rfffivwvODgYMMfSUVR+P777/n1119JSkqiTp06PP3004SEhJTSXRTdkiVLWLJkSYHy1157jR49egBw9uxZvvzyS06cOIGvry8REREMGzasQLfV+vXrWbp0KUlJSbRt25apU6fi5uZWavdSFElJSfTq1atAeb169Vi0aJHhOD4+nv79+zNr1qwC45vI+0C1aNEi/vrrL8NOCZMmTTIMYyhrNm3axFtvvVXouZ9++glvb2/I+1n+5ptv+OGHH8jNzaV79+48++yzRoPBTalT3kniJIQQQghhovLZwS6EEEIIYQWSOAkhhBBCmEgSJyGEEEIIE0niJIQQQghhIkmchBBCCCFMJImTEEIIIYSJJHESQgghhDCRJE5CWMHVq1dLbeXos2fPFrpIY3FFRUUZba1QVpXU/ZcnxXmvTpw4wapVq1i1alWhi/yWhqtXrxpiOHjwoFViECKfJE5CWMHu3btN3hS4KC5cuGC0JyB5+wK+8MILFn+t7du3l+ntUvKV1P2XJ8V5r3788UeeffZZfv75Z6KioiwemymuXbvGzz//zEsvvVToiuZClCZJnISoQLZs2cJzzz1n7TBEGVOzZk369etn9vNr167NqlWrePjhhy0al6lat27NqlWraNGihVVeX4g7le+NwoQoJxRFYdeuXSQlJdG4ceO71svfPd7Ly4uwsDCjPe3Onj3L2bNn6datG0eOHOHatWu0bt0aPz8/yPtUvm/fPtLS0li1ahWA0cakubm5REZGEh0dTdOmTe+5R1xMTAzbtm0DwNHRkbp161KvXj2T7jUyMpJz587h7+9P69atjTY/zr+Hhx9++J6x6HQ6du3aRXJyMo0bN0ZRFPbt20f//v3v+roJCQkcOHAAW1tbWrRoUWA/NFPu/26x5+bmsnbtWrp3706VKlUA2Lp1K1lZWURERACQnp7Or7/+Sp8+fXB2doYivJ+7d+8mOjqa/v37F9jTy5T34pdffiEwMNCwsTDAvn37iImJoU+fPgQFBdG9e/cifb/u5c7YIyMjuXbtGi1atCAgIICcnBz+/fdf0tLSaNOmDZ6ensV+nhBliSROQpSw7OxsevfuzaFDh2jZsiWRkZEFdgpXFIXnn3+e5cuX06ZNG+Lj44mOjuaHH36gZcuWkNfl9Pbbb1OtWjUcHR3R6XQcPnyYVatW0bdvX6Kjozl06BDp6en8/PPPkLchLXmbl4aHh6PRaCBvs93vv/+evn37FhpzbGys4RppaWn8888/9OjRg+XLlxfYxDVfbm4ugwcPZtu2bbRp04bIyEj8/Pz4/fffDZuEbty4kTlz5lCjRo27xpKZmUmPHj04duwYLVu25OjRo9SvX5+DBw/eNXH6+eefeeyxx2jevDn29vacP3+er7/+mi5duph0//eL3dbWlmnTppGdnc1jjz0GwNChQ0lOTiYxMRGNRsPWrVuZMGECgwYNKtL7GRQUhIODAwEBAfTu3btA4mTKe3Hp0iWeeOIJjhw5QlBQEOfPn6dLly588MEHkNdVN2PGDMP93u/7dT/5sVetWhVfX19SU1OJjIzk888/56OPPiIgIIBbt25x+fJl/vnnH8OGxuY+T4gyRRFClKhPPvlE8fPzU6KjoxVFUZT4+HglODhY8fLyMtRZsGCBUqtWLSU+Pt5Q9vbbbyv16tUzHH/22WcKoLz//vuGspkzZyp+fn5Kenq6oiiKsnDhQiU4ONjo9fOft3btWkPZSy+9pDRu3Njke4iLi1P8/f2NrrF06VKlWrVqhuPPP/9c8fT0VC5duqQoiqIkJycrjRs3VsaNG1ekWD766COj71dCQoJSs2ZNo+/Xf7Vo0UJ55513DMcJCQnKtm3bTH5NU2IfOXKkMnr0aEVRFOXYsWOKh4eHUqtWLWX79u2Ga/bs2VNRivh+Ll269J7f+/8q7L3Q6XRKRESE8tBDDymZmZlK69atlX79+hnO//e9utf3679mz56ttG7d2qgsP/affvrJUNa7d28FUH7//XdDWceOHZWnnnqq2M/L169fP+WZZ54x4bskRMmRMU5ClLDVq1czcuRIQ5eal5cXY8aMMaqzdOlSGjduzNatW1mzZg2rV6/GxcWFU6dOER0dbain0WiMxjC99NJL3Lhxg7///vueMXh7e/Poo48ajjt27Mjp06fv+ZycnBx2797Njz/+yF9//UVgYCB79+69a/1Vq1YxcuRIgoKCAHB1dWXSpEl8//33RYpl7dq1Rt8vT0/PAt+v/3J0dOTMmTNkZmYantOhQweTX9OU2Dt27MjWrVsB2LZtGx06dKBTp05GZR07doQivJ9ubm48/vjj97w3THgvVCoV33zzDadOnaJly5ZcvnyZRYsWmf39MoWPjw+PPPKI4bhNmzYEBQUZui7zy86cOWOR5wlRVkhXnRAl7PLlywwbNsyorGbNmkbHFy9eJDs7m7Vr1xqVDxkyhOzsbMOxv7+/obsJwMXFBW9vby5dunTPGP47XkSj0ZCVlXXX+kePHv3/du4vpMkujgP4962Z4qQLc7XVFoFlkaGlVlaTlkiJo7VGoIEJld7F0isFRQi6kMiJqNOom0hFGFR6IZQsKSa6KRnqwKss0v7SHHrRTWzvlQ8c/8xj5au9fj935/A8z/nt/MD9PM/ZQV5enrKnRq1W48uXL/j69euS97x//x6XLl0S+hITEzEzM4Pp6Wllb9BysXz48AF79uwRrpnfnq+hoQElJSXQaDQ4efIkLBYLiouLlblabkyZ2E0mE4qLi/Hu3TulSNJoNLh//z7KysowPDwMp9MJrCCfWq12yVefc2RzsWPHDty4cQPV1dVwOp1ISEj45fmSMZfPOdHR0Yv2zRVnv3sf0XrBwololW3btg3T09NC3/z21q1bkZ2djTt37kR8VjAYFNrhcBjBYDDil+SvqKysRHZ2Nh4+fKj05ebmIhwOL3lPQkICAoGA0BcIBBAVFbWijcfx8fELPuf8+ZovNTUVPp8Pnz59gtvtxq1bt9DX14f29napMWViT0xMhMFgQG9vL169eoWqqipoNBpcv34dPT09UKvVyuZs2XwuVzRhBbmYnJxEXV0dDh48CIfDgStXriAuLm7RZ/7ufBFtZHxVR7TKjEYjOjs7hS+6x48fC9fk5uaira0Ns7OzQv/U1JTQDgaDyi+sAKC7uxuhUEjZcBwXF/dH/lP//Pkz9u/fL7T7+voi3mM0GvH06VOEQiGlz+Vy4cSJE9i8ebP02KdOnVpwWONyhzfOzZNOp0NhYSHsdjsGBgakx5SN/fTp03A6nfj58ydSUlKwc+dOGAwG1NTUwGg0KtfK5lOGTC5CoRCKiopw7Ngx+Hw+qFQq3Lx5c8ln/u58EW1kXHEiWmUVFRVISUmBxWLB+fPn0dPTg7GxMeGa6upquN1uHD16FCUlJYiNjYXX68Xbt2+F/UtqtRpFRUWw2+0IhUKoqamB3W6HwWAAAKSlpeHbt2+4ffs29u7dKxxHsBJWqxW1tbWIiYmBSqVCQ0MDVKrIfy6qqqrgcrmQl5cHm82G/v5+dHZ2CoWejPLychw+fBhWqxVmsxlutxvDw8MRV2dsNhuSk5Nx/Phx/PjxAw6HY8Hr0T8Ru8lkQmtrKy5evKjEYzKZ8ODBA2F1STafMmRycffuXYyOjmJkZARqtRrt7e3IzMyE2WyGzWb74/NFtJGxcCJaZbt27cLQ0BCampowNDSEnJwclJaWCq9e4uPj4fP50NraCq/Xi5iYGOTk5KCgoEB4ll6vh8vlQkdHBz5+/AiHwyFsLk5KSkJ3dze6urrg9/sRGxuLpKQkmM1m4TlarRb5+flLxlxRUQG9Xo+XL18iOjoa9fX1mJiYEM5kmn+o4vbt2/HmzRvcu3cPHo8HWq0Wr1+/Fs4ckoll9+7dGBwcRHNzMwYHB3HmzBlkZWWhtrZ2yXg9Hg/a2trQ39+PLVu2oL6+XolNZkyZ2AHg7NmzyM/PF4qMy5cvY3Z2VhhDJp+LxbWY5XIxMzMDv9+PR48eQafTAQCOHDmClpYWvHjxAhcuXFiQq0jztZjv37+jo6MD6enp2Ldv36KxHzhwQNjgDQCHDh0S2r963+TkJDweD6ampqDX65edM6LV9E840qYFIlo3Ghsb0djYiPHx8bUOZdUFAgFhQ7fVakVUVBRcLteaxrURPXnyRPl14bVr19bk9HCv14u6ujoAwLlz53D16tX/PAaiOSyciP4SG6lwysjIgMVigU6nw7Nnz/D8+XP09vYiPT19rUMjog2Om8OJ/hKyr3b+D7q6urBp0yYMDAwgNTUVfr+fRRMRrQtccSIiIiKSxBUnIiIiIkksnIiIiIgksXAiIiIiksTCiYiIiEgSCyciIiIiSSyciIiIiCSxcCIiIiKSxMKJiIiISBILJyIiIiJJ/wKnPlqnd61dagAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_longitudinal_profile(obs)"
]
},
{
"cell_type": "markdown",
"id": "adbbd0ef",
"metadata": {},
"source": [
"### Transverse profile\n",
"\n",
"Same idea, binned by perpendicular distance from the shower axis instead of depth — a Molière-radius-style lateral containment check."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "f3652b29",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_transverse_profile(obs)"
]
},
{
"cell_type": "markdown",
"id": "de4713d9",
"metadata": {},
"source": [
"### Shower-maximum depth\n",
"\n",
"Per event, the depth bin where that event's longitudinal profile peaks — compares the real vs. generated distribution of shower-max depth across events, rather than the pooled profile above."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "78bf19d5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_shower_max_depth(obs)"
]
},
{
"cell_type": "markdown",
"id": "f8dabe1c",
"metadata": {},
"source": [
"## Particle-species (pdg) contribution shares\n",
"\n",
"Dataset-wide (not per-event) breakdown of which pdg species contributed how much of the total deposited energy / total length traveled, real vs. generated. Pure lazy `group_by(\"pdg\")` over the whole file — no post_pos reconstruction needed since these are scalar sums."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "d4ef0559",
"metadata": {},
"outputs": [],
"source": [
"from giant.analysis import pdg_contribution_table_pl\n",
"from giant.analysis import plot_pdg_energy_share, plot_pdg_length_share\n",
"\n",
"pdg_table = pdg_contribution_table_pl(FILE)"
]
},
{
"cell_type": "markdown",
"id": "44aa3ad3",
"metadata": {},
"source": [
"### Energy share by particle type\n",
"\n",
"Two pies side by side — real and generated — so the breakdown of which species deposits the energy can be compared directly. Small contributors are lumped into \"other\" (see `max_slices`)."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "06952b61",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x450 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_pdg_energy_share(pdg_table)"
]
},
{
"cell_type": "markdown",
"id": "7b1ee5f0",
"metadata": {},
"source": [
"### Length-traveled share by particle type\n",
"\n",
"Same breakdown, but by total path length traveled (`sum(step_length)`) rather than deposited energy."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "d46f1d96",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x450 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_pdg_length_share(pdg_table)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c61eeb68",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "giant (3.12.13)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}