{
"cells": [
{
"cell_type": "markdown",
"id": "46a28f40",
"metadata": {},
"source": [
"# School catchment model — the working\n",
"\n",
"The postcode features **\"Good+/Outstanding primary/secondary school catchments\"** count the\n",
"rated state schools whose modelled *admission cutoff radius* covers a postcode. This notebook\n",
"walks through how those radii are produced and how well they match reality.\n",
"\n",
"**Why model it at all?** No national dataset of school catchments exists for England. Catchments\n",
"are set per admission authority, only a handful of councils publish polygons, and the\n",
"pupil-residence data behind commercial \"heatmap\" catchments lives in the restricted National\n",
"Pupil Database. What *is* public: where every school is and how many pupils it has (GIAS), how\n",
"many children live where (Census 2021), and the fact that most English admissions are run as\n",
"**deferred acceptance with distance tie-breaks**. That is enough to *solve for* each school's\n",
"cutoff distance — the \"last distance offered\" that councils publish each offer day — and those\n",
"published figures give us ground truth to calibrate against.\n",
"\n",
"The production code is `pipeline/transform/school_catchments.py`; the calibration harness is\n",
"`pipeline/check_school_cutoffs.py`. Everything below uses the same functions.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "7f9f82b8",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-10T18:53:21.904559Z",
"iopub.status.busy": "2026-06-10T18:53:21.904382Z",
"iopub.status.idle": "2026-06-10T18:53:23.353150Z",
"shell.execute_reply": "2026-06-10T18:53:23.351424Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calibrated constants (see the calibration section for how these were chosen):\n",
" DEMAND_SCALE = 0.8\n",
" CHOICE_TEMPERATURE_KM = 0.3\n",
" PREF_BONUS_OUTSTANDING_KM = 0.6\n",
" PREF_BONUS_GOOD_KM = 0.3\n",
" CUTOFF_CALIBRATION_FACTOR = {'primary': 1.44, 'secondary': 1.28}\n",
" radius clip = [0.3, 25.0] km\n"
]
}
],
"source": [
"import sys\n",
"from pathlib import Path\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import polars as pl\n",
"\n",
"ROOT = Path.cwd()\n",
"if not (ROOT / \"pipeline\").exists():\n",
" ROOT = ROOT.parent\n",
"sys.path.insert(0, str(ROOT))\n",
"DATA = ROOT / \"property-data\"\n",
"\n",
"from pipeline.transform import school_catchments as sc\n",
"\n",
"print(\"Calibrated constants (see the calibration section for how these were chosen):\")\n",
"print(f\" DEMAND_SCALE = {sc.DEMAND_SCALE}\")\n",
"print(f\" CHOICE_TEMPERATURE_KM = {sc.CHOICE_TEMPERATURE_KM}\")\n",
"print(f\" PREF_BONUS_OUTSTANDING_KM = {sc.PREF_BONUS_OUTSTANDING_KM}\")\n",
"print(f\" PREF_BONUS_GOOD_KM = {sc.PREF_BONUS_GOOD_KM}\")\n",
"print(f\" CUTOFF_CALIBRATION_FACTOR = {sc.CUTOFF_CALIBRATION_FACTOR}\")\n",
"print(f\" radius clip = [{sc.MIN_RADIUS_KM}, {sc.MAX_RADIUS_KM}] km\")\n"
]
},
{
"cell_type": "markdown",
"id": "e13f2bc4",
"metadata": {},
"source": [
"## 1. Supply — schools and their phase fill targets\n",
"\n",
"Every open, **non-selective** state school (academies, LA-maintained, free schools) takes part.\n",
"Grammar schools are excluded outright: their intakes are test-based and region-wide, so any\n",
"distance-based catchment would be fabricated. Independent, special and Welsh schools don't\n",
"admit by distance either.\n",
"\n",
"A school's *fill target* is `max(capacity, headcount)` — an over-full school keeps its\n",
"demonstrated size, an under-full one can admit up to capacity (the feature asks \"would you get\n",
"a place?\", not \"does a pupil already live there?\"). The target is prorated over the cohort ages\n",
"the school teaches, parsed from its age range: nursery years weigh 0.5 and sixth-form years 0.6,\n",
"because their cohort sizes differ from the Reception–Y11 core and neither is allocated by the\n",
"distance-based admissions round. Primary then competes for the cohort weight in ages 4–10,\n",
"secondary for ages 11–15.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "af3e5e33",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-10T18:53:23.356272Z",
"iopub.status.busy": "2026-06-10T18:53:23.355817Z",
"iopub.status.idle": "2026-06-10T18:53:23.541458Z",
"shell.execute_reply": "2026-06-10T18:53:23.541094Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"21,246 schools in the admissions model\n"
]
},
{
"data": {
"text/html": [
"
\n",
"
shape: (3, 6) name age_range pupils capacity primary_intake secondary_intake str str i32 i32 f64 f64 "The Aldgate School" "3–11" 249 245 232.0 0.0 "Haverstock School" "11–18" 909 1035 0.0 835.0 "Saint Mary Magdalene Church of… "3–18" 1667 1860 950.0 679.0
"
],
"text/plain": [
"shape: (3, 6)\n",
"┌──────────────────────────────┬───────────┬────────┬──────────┬────────────────┬──────────────────┐\n",
"│ name ┆ age_range ┆ pupils ┆ capacity ┆ primary_intake ┆ secondary_intake │\n",
"│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n",
"│ str ┆ str ┆ i32 ┆ i32 ┆ f64 ┆ f64 │\n",
"╞══════════════════════════════╪═══════════╪════════╪══════════╪════════════════╪══════════════════╡\n",
"│ The Aldgate School ┆ 3–11 ┆ 249 ┆ 245 ┆ 232.0 ┆ 0.0 │\n",
"│ Haverstock School ┆ 11–18 ┆ 909 ┆ 1035 ┆ 0.0 ┆ 835.0 │\n",
"│ Saint Mary Magdalene Church ┆ 3–18 ┆ 1667 ┆ 1860 ┆ 950.0 ┆ 679.0 │\n",
"│ of… ┆ ┆ ┆ ┆ ┆ │\n",
"└──────────────────────────────┴───────────┴────────┴──────────┴────────────────┴──────────────────┘"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gias = pl.read_parquet(DATA / \"gias.parquet\")\n",
"ofsted = pl.read_parquet(DATA / \"ofsted.parquet\")\n",
"\n",
"supply = (\n",
" sc.phase_intakes(gias)\n",
" .join(sc.school_preference_bonuses(ofsted), on=\"urn\", how=\"left\")\n",
" .with_columns(pl.col(\"bonus_km\").fill_null(0.0))\n",
")\n",
"print(f\"{len(supply):,} schools in the admissions model\")\n",
"\n",
"detail = supply.join(\n",
" gias.select(\"urn\", \"name\", \"age_range\", \"pupils\", \"capacity\"), on=\"urn\"\n",
")\n",
"# One of each shape: a primary with a nursery year, an 11-18 secondary with a\n",
"# sixth form, and an all-through school feeding both phases.\n",
"examples = pl.concat(\n",
" [\n",
" detail.filter(pl.col(\"age_range\") == \"3–11\").head(1),\n",
" detail.filter(pl.col(\"age_range\") == \"11–18\").head(1),\n",
" detail.filter(pl.col(\"age_range\").is_in([\"4–18\", \"3–18\"])).head(1),\n",
" ]\n",
").select(\n",
" \"name\", \"age_range\", \"pupils\", \"capacity\",\n",
" pl.col(\"primary_intake\").round(0), pl.col(\"secondary_intake\").round(0),\n",
")\n",
"examples\n"
]
},
{
"cell_type": "markdown",
"id": "2905514f",
"metadata": {},
"source": [
"## 2. Demand — children per postcode\n",
"\n",
"Census 2021 (TS007A) gives children by five-year band per LSOA. Bands don't align with school\n",
"phases, so phases take fractional shares — primary (ages 4–10) = ⅕·(0–4) + (5–9) + ⅕·(10–14);\n",
"secondary (11–15) = ⅘·(10–14) + ⅕·(15–19) — and each LSOA's total is split evenly across its\n",
"live postcodes (LSOAs hold ~40 postcodes, small enough at catchment scale).\n",
"\n",
"Not all of those children compete for state places: births fell ~10% between 2016 and 2021\n",
"(exactly the gap between the census stock and the cohorts reaching Reception by mid-decade) and\n",
"~7% attend independent schools or are home-educated. `DEMAND_SCALE = 0.8` absorbs both — without\n",
"it, modelled cutoffs run systematically tight and half the genuinely undersubscribed schools\n",
"look full (this was the single biggest correction the ground truth forced; see §7).\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f4d291d8",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-10T18:53:23.545962Z",
"iopub.status.busy": "2026-06-10T18:53:23.545728Z",
"iopub.status.idle": "2026-06-10T18:53:24.060323Z",
"shell.execute_reply": "2026-06-10T18:53:24.059899Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"primary : 4,646,719 resident children x 0.8 = 3,717,375 applicants vs 5,043,815 places (ratio 0.74)\n",
"secondary: 3,374,462 resident children x 0.8 = 2,699,569 applicants vs 3,222,545 places (ratio 0.84)\n"
]
}
],
"source": [
"arcgis = pl.read_parquet(DATA / \"arcgis_data.parquet\").select(\n",
" pl.col(\"pcds\").alias(\"postcode\"), \"lat\", pl.col(\"long\").alias(\"lng\"),\n",
" \"lsoa21cd\", \"doterm\",\n",
")\n",
"live = arcgis.filter(pl.col(\"doterm\").is_null() & pl.col(\"lsoa21cd\").str.starts_with(\"E\"))\n",
"demand = sc.children_per_postcode(live, pl.read_parquet(DATA / \"lsoa_children.parquet\"))\n",
"\n",
"for phase in (\"primary\", \"secondary\"):\n",
" kids = demand[f\"{phase}_children\"].sum()\n",
" places = supply[f\"{phase}_intake\"].sum()\n",
" print(\n",
" f\"{phase:9s}: {kids:>12,.0f} resident children \"\n",
" f\"x {sc.DEMAND_SCALE} = {kids * sc.DEMAND_SCALE:>12,.0f} applicants \"\n",
" f\"vs {places:>12,.0f} places (ratio {kids * sc.DEMAND_SCALE / places:.2f})\"\n",
" )\n"
]
},
{
"cell_type": "markdown",
"id": "20d44b21",
"metadata": {},
"source": [
"## 3. Preferences — grade bonuses and logit choice\n",
"\n",
"Families don't just pick the nearest school. Two ingredients:\n",
"\n",
"- **Grade bonus** — a school's *effective distance* is its real distance minus an Ofsted-grade\n",
" bonus (+0.6 km Outstanding, +0.3 km Good, −0.3/−0.6 km for grade 3/4). A family accepts that\n",
" much extra travel for a better school.\n",
"- **Logit smearing** — even so, not everyone at a postcode ranks the same school first. Each\n",
" postcode's children split across the nearby feasible schools with weights\n",
" `softmax(−effective_distance / τ)`, τ = 0.3 km. This matters more than it looks: with\n",
" deterministic choice a popular school fills entirely from its nearest band, putting its\n",
" marginal admitted child — and therefore its cutoff — unrealistically close (about 2× too\n",
" tight against published cutoffs).\n",
"\n",
"Below: the share of applications a Good school captures against an unrated neighbour 1 km away.\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "51363989",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-10T18:53:24.061920Z",
"iopub.status.busy": "2026-06-10T18:53:24.061806Z",
"iopub.status.idle": "2026-06-10T18:53:24.197184Z",
"shell.execute_reply": "2026-06-10T18:53:24.196444Z"
}
},
"outputs": [
{
"data": {
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AZpjAtx2+ZcreKQxYP4Aa1jX4oMUHvLH1jSLzu7MYwxcHvuDW7Vt4WHswvvl42tTUXHzTu05v8pR5LIldwteHvqa6eXU61y75Z5RrNVdmd5rNjEMz6PdPP+zM7Xim7jMMbzRcGzOm2RhUahX/2/U/bhTcoIFTA+Z2nouduV3JT3QV0Lp1a65du8bvv/+Oubk5HTt2LLMe2a5du7JmzRp+/vlnrKysaN26NXl5eToxHTp0YN26dcyaNQulUslHH32Em5sbQ4YMITw8nF9++QW1Wo2DgwMNGjTQbte7d2/++ecffvnlF+30W8WNNTU1NSUtLY2YmBhu3ryJtbU1LVq00I6L9fb25rnnnmPnzp3s3r0bc3NzateuXeKf1czMjFdeeYWNGzcyf/58nem37ggODiYvL49NmzZx48YNnJ2dGTBgAI6OjiU+jhCPM4W6FIN5duzYwddff61dECEgIIB33333vqs5K6Ps7Gzs7OzIysrC1laWkBSiqohNj6X/uv4sf2o5AY4BFZ2OqAKuXLnCvHnzGD58uEGWqBVCGIY+tZre3xUtXbqU0NBQrKysGDVqFKNGjcLCwoJOnTrx+++/lzppIYQQQggh9KH30ILPP/+cL7/8krFjx2rbRo0axYwZM/j000958cUXyzRBIYQQQgghCqN3j+yFCxd4+umn72vv1auXdhJoIYQQQgghDK1UsxaEh4ff175161Y8PT312tfOnTt5+umn8fDwQKFQ8Pfffz9wm4iICJo2bYq5uTl16tRh0aJFeh1TCCGEEEI8GvQeWvDOO+8watQoYmJiaNmyJQB79uxh0aJFzJo1S6993bhxg8aNGzN06FD69u37wPi4uDh69uzJG2+8wW+//UZ4eDivvvoq7u7uOleBCiGEEEKIR5/eheyIESNwc3Pjm2++YcWKFQDUr1+f5cuX07t3b7321b17d7p3717i+Dlz5uDt7c0333yjPe7u3buZOXNmkYXsnbW078jOztYrx7KwKiqRA3EZdA5wpVN9zXKGOXm3+WxdLADT+jbUrqSz9sgV9pxLo72fM90CNUst5t9WMeUfzRr2U55ugIWpMQCbTiQTcTqVEF8nejW+e0XuhFWaybz/18MfGwvNyjTbT6ey+UQKzWtX59lmd+f7/eifE+QrVYzv4odDNc0yinvPpbHuWBKNatjxQou7SydO3XCSnLzbjOpYFzc7CwAOxWewOvoy/u62vPLk3Wlpvt50mmu5+bzRzhdPBysAjlzK5M/Dl/BxsmZoa29t7HfhZ0m9foshrbzxddbMrXgyKZvf9yfg6WDJ8LZ3J5ufu+M8iddu8tKTtfB301zJeC41h8V743Gzs+CtDnW0sQt3xxGffoPnmnnSsKZmeqRLGbnM33UBh2pmjAm9u1zp0n0XOZtynd5NatC0lmaVqOSsW/wUcQ5rCxPe7eqvjV1x6BKxV7LpHuhGsI9mipz0nDy+33YOcxMjJvSor439O/oyMZcyCa3vSuu6TgBk3ypgxuYzGCkUTH767tX3G44lcSAug3b1nOngr1m69VaBkulhpwD4sEd9TIw1X6JsiU1h7/k0Qnwc6dJAs1SsUqXm8/WamUTe7eqHpZnmfbLjzFV2nL5Ks9rV6dno7vKdUzecRKlSM6pTXewsNe+TvefTCD+ZSqOadvQOqqGN/WrTKW4VqBjR3hcna80qX4cvZrDxWDL+7rb0u+c9NWvrWa7fKmBYG2/c7TRTZh1NzGTtkSv4OFsz4J731E8R58m4kcfAEC/t++RkUjaroy/jWd2SV0K8dM4lQOK1mwT8OzPRudQcVhy6hJuthc57aklkPInXbtK3aU383DTLjSak5/Lb/os4WpvpvKeWHUggLv0GTzfyILCG5n2SlHWTRXvjsbUw1XlPrYpK5ExKDl0buNLk3/dJWk4eC3bFYWlqzOjQutrYf45cIfZKNh39XWjh7QBAVm4Bc3aex8RIwTtd/LSxYceTOZKYSZs6TrSso3mf5Obf5odt57Sv553PiP0X0jmZlE0jT3vte1UIIR5XpZrh+plnnmH37t2kp6eTnp7O7t279S5iSyMyMpLQ0FCdtq5duxIZGVnkNtOmTcPOzk5703f4Q1k4GH+NZQc1xc8d+bdVLDt4iWUHL+nERidksuzgJY4k3l13XKVW88eBS/xx4BJK1d3Z0o4lZvHHgUtEXdSd3/GPAwn8cSCBWwV3l5SMvZLNHwcSOBCXoRO74tAlft+fwI2829q2U8nX+X1/AnvO6y75uCoqkd/3J5B1s0Dbdi41h9/2J7Dj9FWd2L9jLvPb/gTScu7+ERGffoOl+xIIP5WiE7vu6BWW7ksgJfuWtu1SRi5L9l1k43HdOSA3HE9myb6LXL52U9uWnHWLJfsusvbIFZ3YzbHJ/Bp5kfj0u2u/p17P49fIi6z+tyi6Y9upVBZHXuRcao62LeNGPosjL7LiUKJO7I4zV1m0N55TyXdXPrp+6zaL9sbz+37dFXp2n0tj0d54jl2++3reyleyaG88iyPjdWL3XUhn0d54oi9latvylSp+2RPPL3viUd4zU96hixn8sieeg/F3X0+1Ws3CPXEs3BNH/u27r310wjUW7olj7/k0neMt2hPPz7vjyM2/+9ofv5zFz7vj2HFG9/VcEnmRn3fH6bz2sUnXWbA7jvCTuq/nHwcSWLA7jvScu6sZnUnJYf6uOML+83r+eegS83fFkXzPax+XdoN5Oy+w9miSTuy2U6kApN77PrmWy7ydF+57PdfEXGHuzgvEpd197a9k3WTuzgss/8/v3PpjSczdcYGzqXdfz6vX85i748J9r2fY8WTm7DhPbNLd3+XM3Hzm7DjPor261whsO5nCnB3nOZqYqW27nlfATxHnmbdTd7WoHWeu8lPEeQ7f87t8q0DFjxHn+THivE7sphMpfLQ2ls0n7p53pUrNk1PDee3XQ6Rev4UQQjwuSrUgAmjWvU5NTb1v/e1atWoVscXDS05OxtXVVafN1dWV7Oxsbt68iaWl5X3bTJgwgXHjxmkfZ2dnl3sx26WBKzWrW2p7ZQAsTY15t6vffbEd/J1xqGZK09p3e1qMjRSM76LpPTQ1vvu3R6s6TpibGNHI015nH+901sRa/dsjBxDs7cA7nesR4KE7H9vIjnW4rVRja3F3TfEmtewZ17ke9VytdWJfb+tLbr4SR2szbVtgDTvGhtbD27maTuzQVt5k3yrQ9twC+LnZMCa0Lp7VrXRiX3myNmk5+TrtPs7WjO5UF/d7tgd44QlP2tdzxsvp7vE8HSwZ1akuzvfkBdC3aU1aeDtSz9VG2+ZuZ8GojnWws9KNfbqxO4EetgS43z0/TtZmvN2xDlZmur8m3Rq44eNUTdvLC2BnacrbHetgZqz7t2FofRfcbC1oWste22ZlbsLIDnUw+s9y9m3rOmNjYUILr7vvEzNjI97qoOk9NFbc3SDExxFjhYIn7olVKBS82V4Ta256N48nvBx4s70vjf/zPhne1gelWk0187s/X+Oa9oxo70ugh+4E/0Nbe3OrQIW95d33SQMPW95o54ufm+775OUna3E977a25xbAz9WG19v54OukG9v/CU8ycvNxs737Ons7VeP1tj7UdNB9n3Sq78rvieByT6xndSuGt/XR2R6gV5AHTWtXx/ue94m7nQWvtfHG8Z68ALoHuuPvZkMd57vvEydrc15r463zewEQGuBKLQcr7bcBAHaWZrza2lvn9w2gvZ8Ljtbm2l5eAGtzE4a19sbkPy9+qzqOWJoa67xG5iZGDG3lzX8FeNjSs6G7zu9y4rVckrNvcf1cAdX/894WQohHmd4LIpw9e5ahQ4eyd+9enXa1Wo1CoUCpVJYuEYWC1atX06dPnyJj6tWrx5AhQ5gw4e4KQhs2bKBnz57k5uYWWsj+V7kviLDjK7iw3fDHEeIRF0s+/Y1SWG4fQoBLEFT3Amc/zb9Gxg/Y+tGWf1tFbFI2iddyearR3WFG34efpb2fi84fXY8TWRBBiKpJn1pN7x7ZwYMHY2Jiwrp163B3d9eO2yoPbm5upKTofo2ZkpKCra1tiYrYCpF2Bi7uqegshKj6zEyhhjucWAXRy++2m1iCS31wbQCugZp/PZqAuXXR+3rEmJkYEeRpT9A9Pbphx5P4ZssZvt9+jvVvt6buPd9MCCHEo0LvQjYmJobDhw/j7+//4OAyFhISwoYNG3TatmzZQkhISLnnUmLBb4B/z4rOQoiq78YVOPkTBL0EOZmQcUHzh+Ltm3AlSnO7Q2EMbg2h1pPgGaz51/bx6pEL8XGik78LIb6O1HF5fIp6IcTjRe9CNiAggLS0tAcHlkBOTg7nzp3TPo6LiyMmJgYHBwdq1arFhAkTuHz5Mr/++isAb7zxBj/88APvvfceQ4cOZdu2baxYsYL169eXST4GUbOZ5iaEeDjpsZpCNvh1cPx3tgeVEjLiIOU4pJzQ3JKOQHYiJMVobvvnaGKre0GdUKjbBbzagJlVEQd6NNhZmbJgUPNy/dZMCCHKW4kK2XunrJo+fTrvvfceU6dOpWHDhpia6l4Moc+400OHDtGhQwft4zsXZQ0aNIhFixaRlJREQsLdq4a9vb1Zv349Y8eOZdasWdSsWZMFCxbIHLJCPK6MjMGpjubWoM/d9qxESNinuV3apylwr8XDwQWam7E5+LSDBs9ovjGxeDTHkN5bxKrVajJzC6heTS4GE0I8OkpUyNrb29/3gdipUyedmNJc7NW+fXuKu9assFW72rdvT3R0dImPIYR4DNnVhIb9NDeAW9kQvxvObYGzWyDrEpzdrLkZm2l6ahu/AH49wNi0+H1XQWdSrvPun0dQqtWsHdlaemmFEI+MEhWy27fLVfdCiCrMwhb8e2huajVcPQWxa+D4Kkg7Dac3aG7VXKDJS9B0IDj4VHTWZcbZ2pwzKTmo1GoupN3QLjwihBBVXYkK2Xbt2hk6DyGEKB8KhWaWA5f60O59SD0Jx1ZAzO+QkwK7Z2pu/k9B67FQs3lFZ/zQqlcz48eXmtKwpp3O/L5CCFHV6b2y1y+//MKff/55X/uff/7J4sWLyyQpIYQoFwoFuAZA6Ecw9gQ8vwR8/x02dWodLOgEi56Cc+GantwqrIO/ixSxQohHjt6F7LRp03Bycrqv3cXFhalTp5ZJUkIIUe6MTSGgF7yyCt46oJnmy8gE4nfB0r7way+4ElPRWQohhLiH3oVsQkIC3t73L5tYu3ZtnRkGhBCiynL2gz4/wqgYzVzQxmYQtxPmtYNVwyHzUkVnWConk7J587fDjFkmF8wKIR4NeheyLi4uHD169L72I0eO4OjoWCZJCSFEpWDvCd2nw8hD0PA5TdvR5TC7BUTO1sxjW8VsOJZM2IlkbhVUvdyFEOK/9C5kBwwYwKhRo9i+fTtKpRKlUsm2bdsYPXo0L7zwgiFyFEKIilW9Njy7AF7bDrVaQkEubPof/NxZM0dtFeHvZsP73fxZNjwEM2O9P/6FEKLS0Xtlr08//ZT4+Hg6deqEiYlmc5VKxcCBA2WMrBDi0VajKQxeD1GLYctkuHwY5raF9h9A63GaBRoqMYVCwYj2vhWdhhBClBm9C1kzMzOWL1/OZ599RkxMDJaWljRs2JDatWsbIj8hhKhcjIyg+RCo1xXWj4fT62HbZxC/B/rOB2vnis5QCCEeG6X+bqlu3bo899xzdO/enWvXrnHt2rWyzEsIISo3Ww944Tfo8xOYWsGF7TCnNcTtqujMiqVWq9l9No15O89z/VZBRacjhBAPRe9CdsyYMfz8888AKJVK2rVrR9OmTfH09CQiIqKs8xNCiMpLoYCgFzVjZ539ISdZM01X5OxKO++sQqHgvZVHmLrhFCeTrld0OkII8VD0LmRXrlxJ48aNAVi7di0XLlzg1KlTjB07lg8//LDMExRCiErPxR9e26aZe1at0lwItvH9SjurQcf6LvRs6I6FqVzwJYSo2vQeI5uWloabmxsAGzZs4Pnnn6devXoMHTqUWbNmlXmCQghRJZhVg96zNT2zWybBgbmQdUkz24FZtYrOTsdnfRpWdApCCFEm9P5z3NXVldjYWJRKJWFhYXTu3BmA3NxcjI0r9xW7QghhUAoFtBoFzy0CY3M4vUGzxG1uRkVnJoQQjyS9C9khQ4bw/PPPExgYiEKhIDQ0FID9+/fj7+9f5gkKIUSV0+AZGPQPWDrAlShY3KtSFrO3CpSoVJVzLK8QQpSE3oXsRx99xIIFCxg+fDh79uzB3NwcAGNjYz744IMyT1AIIaqkWk/C0DCo5gIpxzQXgVWSYlatVtPrh90ETA7jQlpORacjhBClpvcYWYB+/frd1zZo0KCHTkYIIR4pzn4weB0s6gnJ/xazA/8BK4cKTUuhUGBspEClhjMpOdRxsanQfIQQorRKVcgKIYQoIWc/GLQOFj+lKWaX9NGsDmZescXjl882ws7KFBcbiwrNQwghHobMvSKEEIbm4g+D1oKVEyQdgT8Hg/J2haZU19VGilghRJUnhawQQpQHl/rw0gowsYRzW2HDO5V20QQhhKgqpJAVQojyUqMZ9PsZUMDhRbDn2wpL5VaBkgW7LvDJ2liZuUAIUWWVaIxsdnZ2iXdoa2tb6mSEEOKR598Tun0BYe/D1o/AvhYEPlvuaZgYKZi28RRKlZrhbX1ws5NhBkKIqqdEhay9vT0KhaJEO1QqK+eSjEIIUWk8+QZkXoR9P8KakeASoBl6UI5MjI14sUUtrMyMMZLv5oQQVVSJCtnt27dr78fHx/PBBx8wePBgQkJCAIiMjGTx4sVMmzbNMFkKIcSjpstncPUUnN8Gy1+B4dvLfSaDT/sEluvxhBCirJWokG3Xrp32/ieffMKMGTMYMGCAtq1Xr140bNiQefPmyXyyQghREkbG0Hc+zGkD6Wdh7Wh49mfNMrdCCCFKRO8vlCIjI2nevPl97c2bN+fAgQNlkpQQQjwWqjnBc4vAyASO/wUHF5R7CreVKjJz88v9uEIIURb0LmQ9PT2ZP3/+fe0LFizA09OzTJISQojHRq1g6PyJ5v6m/8HlqHI79NojV/CbFMbbf0SX2zGFEKIs6b2y18yZM3n22WfZuHEjwcHBABw4cICzZ8/y119/lXmCQgjxyHvyTUiIhJNrYdVweGMXmFoa/LCO1mYoVWpSs/MMfiwhhDAEvXtke/TowdmzZ3n66afJyMggIyODp59+mjNnztCjRw9D5CiEEI82hQJ6fQ/WbprxsuGflsthm9aqzv7/dWLj6DblcjwhhChrevfIAtSsWZOpU6eWdS5CCPH4sqyuKWZ/f04zLVf9p6B2S4Me0sLUGAtTY4MeQwghDKlUhWxmZiY///wzJ0+eBKBBgwYMHToUOzu7Mk1OCCEeK/W6QJOXIXop/D0C3tgD5tYVnZUQQlRaeg8tOHToEL6+vsycOVM7tGDGjBn4+voSFVV+FykIIcQjqetUsK0J1+Jh6xSDH27DsSQ+WRvLwfgMgx9LCCHKmt6F7NixY+nVqxfx8fGsWrWKVatWERcXx1NPPcWYMWMMkKIQQjxGLOyg9w+a+wcXQNwugx5uS2wKC/fEcfjiNYMeRwghDKFUPbLvv/8+JiZ3RyWYmJjw3nvvcejQIb0TmD17Nl5eXlhYWBAcHPzAuWi//fZb/Pz8sLS0xNPTk7Fjx3Lr1i29jyuEEJWWbwdoNkRzf/07oCww2KE6+rvwelsfgjztDXYMIYQwFL0LWVtbWxISEu5rv3TpEjY2+i2vuHz5csaNG8eUKVOIioqicePGdO3aldTU1ELjf//9dz744AOmTJnCyZMn+fnnn1m+fDn/+9//9P0xhBCicgudAlZOkHZac/GXgTzd2IMJPerzpI+jwY4hhBCGonch279/f4YNG8by5cu5dOkSly5dYtmyZbz66qs6y9aWxIwZM3jttdcYMmQIAQEBzJkzBysrKxYuXFho/N69e2nVqhUvvvgiXl5edOnShQEDBhTbi5uXl0d2drbOTQghKj3L6ncXSoiYDlmXKzYfIYSohPQuZL/++mv69u3LwIED8fLywsvLi8GDB9OvXz+mT59e4v3k5+dz+PBhQkND7yZjZERoaCiRkZGFbtOyZUsOHz6sLVwvXLjAhg0bip2/dtq0adjZ2WlvsvqYEKLKaDwAPIOh4AZs/tBghylQqrh6XRZFEEJUPXoXsmZmZsyaNYtr164RExNDTEwMGRkZzJw5E3Nz8xLvJy0tDaVSiaurq067q6srycnJhW7z4osv8sknn9C6dWtMTU3x9fWlffv2xQ4tmDBhAllZWdrbpUuXSpyjEEJUKCMj6PkNKIzgxGo4v73MD3EpI5e6H26k9fRtqNXqMt+/EEIYUqnmkQWwsrKievXq2vvlISIigqlTp/Ljjz8SHBzMuXPnGD16NJ9++imTJk0qdBtzc3O9CmxD2J+0n3OZ54p8vk+dPlQzrQbAoeRDnL52usjYp3yews5cM19vTGoMJ9JPFBnbzasbjpaacW8n0k4QczWmyNjOtTvjYuUCwKmMUxxOOVxkbAfPDnhYewBw7to59ifvLzK2bY22eNpqesHjsuLYe2VvkbEhHiH42PkAcOn6JXYm7iwy9gm3J6hXvR4ASTlJbLu0rcjYpi5Nqe9YH4CruVfZfHFzkbGNnBrR0LkhABm3MtgYt7HI2ADHAJq4NAEgOz+btefXFhlbr3o9nnB7AoDcglxWn1tdZKyPnQ8hHiEA5Cvz+fPMn0XG1ratTesarQFQqVX8ceqPImNrWNegvWd77eM/Tv2BSq0qNNbNyo1OtTtpH684vYICVeEXHDlaOtLNq5v28eqzq8m9nVtorL25PT19emof/3P+H67nXy801trUmt51emsf77m8BwClSllo/CPLrSG0GA7758CG8TAiEkzMymz3jtaafRUoVdzIV2JtXur/FoQQotzp/YmlUqn47LPP+Oabb8jJyQHAxsaGd955hw8//BAjo5J18jo5OWFsbExKSopOe0pKCm5uboVuM2nSJF555RVeffVVABo2bMiNGzcYPny4Xscub2HxYaw8s7LI5zvV6qQtZMMTwll6cmmRsS09WmoL2Z2JO5l/bH6RsU1dmmoL2cikSGZFzSoytr5DfW0heyj5ENMPFj1MxMvWS1vIHrl6hC8OfFFkrFt7N20hezL9ZLGxU1tP1RayZ6+dLTZ20pOTtIVsfHZ8sbHvNn9XW8hezrlcbOzIoJHaQvZq7tViY4cFDtMWspm3MouNfan+S9pC9kbBjWJj+9btqy1k85R5xcZ29+quU8gWF9ves71OIfvVwa+KLE6D3YN1Ctlvo74tsuBs5NxIp5D9IeYHUnMLv2CzXvV6OoXs/KPzic+OLzTW08ZTp5D95/w/AIzePprXG71O33p9MTUyLXTbR06H/8HxVZB+Dg4vguDhZbZrKzMTDk8MpbqVGUZGijLbrxBClAe9C9kPP/yQn3/+mS+++IJWrVoBsHv3bj766CNu3brF559/XqL9mJmZ0axZM8LDw+nTpw+gKZLDw8MZOXJkodvk5ubeV6waG2uWV6zMX4kFOgZyw+tGkc9bGFto79d3rE93r+5Fxt4peEFTFBQXa2tuq73vY+dTbKy9hb32fm3b2sXGOlk6ae/XtKlZbKxrtbtDR9yt3YuNvVMcA7hauRYb62lzd6yzo6VjsbFedl7a+/bm9sXG1rGvo71vY2ZTbOydQhrAytSq2Nj6DvW1982MzYqNDXQK1N43MTIpNraxS2PtfQWKYmMDHAN0Hnf16lpk72ad6nV0Hneu3ZmbBTcLja1lW0vncQfPDmTnFX5RpZu17h+pbWq2oX5u/UJj7/wRdkdDp4bEZ8dz9eZVPtv/GUtPLmVM0zF0rNURheIRL8As7KD9B7B+HOz4Ahq/ABa2D96uhBytK/ZbKyGEKC2FWs8K0MPDgzlz5tCrVy+d9jVr1vDmm29y+XLJr6xdvnw5gwYNYu7cubRo0YJvv/2WFStWcOrUKVxdXRk4cCA1atRg2rRpAHz00UfMmDGDefPmaYcWjBgxgmbNmrF8+fISHTM7Oxs7OzuysrKwtS27/wiEEIYVmx5L/3X9GdxgMP+c/4eMW5qVqJq4NOGDFh/cV6g/cpQF8GMIpJ+Ftu9Cx4kVnVGld+XKFebNm8fw4cPx8PB48AZCiEpBn1pN7x7ZjIwM/P3972v39/cnI0O/JQ779+/P1atXmTx5MsnJyQQFBREWFqa9ACwhIUGnB3bixIkoFAomTpzI5cuXcXZ25umnny5xL7AQourr7t2d1xu9zsLjC1kSu4To1Ggy8zIrOi3DMzbVzC27/GXY+wM0Hwa27mWy67DjSRyIu0ZHfxda13V68AZCCFFJ6F3INm7cmB9++IHvvvtOp/2HH36gcePGRWxVtJEjRxY5lCAiIkLnsYmJCVOmTGHKFMOvPy6EqLyszawZ1XQU/f36ExYfRkuPltrn9l7ZSwPHBtqx5I8U/6c003Fd2g8RU6HX92Wy251n0/h9fwI2FiZSyAohqhS9C9kvv/ySnj17snXrVkJCNBekREZGcunSJTZs2FDmCQohRFFcq7kyqMEg7eP0m+mMixiHiZEJI4NG0q9eP0yMHqGr8BUK6PwpLOwC0UvhybfA5f5vyPTVtq4zNhYmtPB2KIMkhRCi/Oh9mX+7du04c+YMzzzzDJmZmWRmZtK3b19Onz5NmzZtDJGjEEKUSMatDDysPcjKy+Lz/Z/Tf11/DiYfrOi0ylatYE3PrFoF4R+XyS67BboxoXt9WtWR3lghRNVSqq4KDw8PGZcqhKh06lavy4qnVvDnmT/5IfoHzlw7w9BNQ+lcuzPjm4/XmRmjSgv9CE5v0NyuRINHk4rOSAghKoRePbLZ2Xen1NmwYQP//POP9rZ+/foyT04IIfRlYmTCAP8BrH9mPf39+mOkMGLLxS30/acv2fmFTwtW5TjVhYbPa+5HlHxp8OLIMrVCiKqoxD2y69atY9KkSURHRwOaGQdu3Lg7N6pCoWD58uX069ev7LMUQgg92VvYM/HJiTxX7zmmH5yOX3U/bM0eoSn32r4Lx1bAmY1wJQY8gkq9q7i0G3T4OgJrcxOOf9y1zFIUQghDK3GP7Lx583j77bd12s6dO4dKpUKlUjFt2jQWLlxY5gkKIcTD8HPw4+cuPzOu2Tht25lrZxizfQyXc0o+73Wl41QHAv/tONjx5UPtyqGaZpnamwVKbhU8ZksACyGqtBIXsseOHdOu5FWY7t27c+jQoTJJSgghypJCocDU+O5yttMPTCc8IZw+f/dhwbEFFCgLX6q30mv7LiiM4PR6SDpS6t3YWpgQPakzZz/rjoWpcRkmKIQQhlXiQjYpKQlz87vLGG7fvh1Pz7vLhFpbW5OVlVW22QkhhAF8GPwhzV2bc0t5i1lRs+i3tl/VnN3AuR4EPqu5/xC9sgqFgurVzDAyesSX+hVCPHJKXMg6ODhw7tw57ePmzZtjanq3h+Ps2bM4OMgchEKIys/H3oeFXRcytfVUHCwcuJB1gaGbhvLh7g+1S99WGW3fBRRwah0kHa3obIQQolyVuJBt27btfat53eu7776jbdu2ZZKUEEIYmkKh4Gnfp/mnzz88X+95FCj45/w/rL9QxWZgcfa72yu76+tS72b90SQ+XnuCvefTyigxIYQwvBIXsu+//z6bN2/mueee4+DBg2RlZZGVlcWBAwd49tln2bp1K++//74hcxVCiDJnZ27HpJBJLO2xlF6+vRjgP0D7nEqtqsDM9NDmHc2/J9dC+vlS7SLidCq/7IknOiGz7PISQggDK/H0W02aNGH58uW8+uqrrFq1Sue56tWrs2zZMpo2bVrmCQohRHlo5NyIRs6NtI/zlHkM3DiQp32eZoD/AIyNKvFFUK4BULcLnN0MkbPhqRl676JTfRccrc0J8rQv+/yEEMJA9FrZq3fv3nTu3JlNmzZx9uxZAOrWrUuXLl2oVq2aQRIUQoiKsObcGmLTY4lNj2Vj3EY+bvkxdarXqei0itZylKaQjfkNOvwPqum33Gy3QHe6BbobKDkhhDAMvZeotbKy4plnnjFELkIIUWn0q6eZo3XG4RkcTTvKc+ue49WGrzK84XCdqbwqDa/W4NEUrkTBgXmaYlYIIR5xei1RK4QQjwsjhRHP+z3P373/pn3N9txW3WbOkTkMWD+A0xmnKzq9+ykU0Gq05v6B+ZB/o/j4QuTdVpKZm1/GiQkhhOFIISuEEMVwq+bGdx2/46u2X2Fvbs/pa6f5Nurbik6rcPWfhurecDMDon/Ta9MDcRn4TQyj7497DZScEEKUPSlkhRDiARQKBd28u7G692p6+vRk0pOTKjqlwhkZQ8uRmvuR34Pydok3tbPUDJfIvlVFVzkTQjyWpJAVQogScrJ04os2X+Bh7aFtm35gOguPL0SpUlZgZvcIegmsHCEzAU7+U+LNfJ2rcWRKFw78L9SAyQkhRNkqVSF7/vx5Jk6cyIABA0hNTQVg48aNnDhxokyTE0KIyuxE2gmWnlzKzMMzGRQ2iPis+IpOCUwt4YnXNPf3zynxZibGRthZmsoytUKIKkXvQnbHjh00bNiQ/fv3s2rVKnJycgA4cuQIU6ZMKfMEhRCisgpwDOCTlp9QzbQaR64eod/afiyJXVLxCyk0HwpGpnBpP1yOqthchBDCgPQuZD/44AM+++wztmzZgpmZmba9Y8eO7Nu3r0yTE0KIykyhUPBM3WdY3Ws1T7o/SZ4yjy8PfsnwzcNJvpFccYnZuEJgX839A/NKvNkve+L4eO0JEtJzDZSYEEKULb0L2WPHjhU6j6yLiwtpabJGtxDi8eNu7c68zvOYGDwRSxNL9ifvZ+imodxWlfxiqzIX/Lrm3+N/QU5qiTZZfvASv+yJJz5d/6m7hBCiIuhdyNrb25OUlHRfe3R0NDVq1CiTpIQQoqpRKBT09+/PiqdWEOgYyNhmYzEx0nvNmbJToxnUfAKU+XDolxJt8mzTmoxo74uHvYWBkxNCiLKh96fsCy+8wPvvv8+ff/6JQqFApVKxZ88exo8fz8CBAw2RoxBCVBledl4s7bEUYyNjbdvey3uxMrUiyCWofJMJfgMSD8Khn6H1WDAxKzb8tbY+5ZSYEEKUDb17ZKdOnYq/vz+enp7k5OQQEBBA27ZtadmyJRMnTjREjkIIUaXcW8Sm3Uzjg10fMChsED9E/0CBqhznaa3fC6zdICcFYteU33GFEKKc6F3ImpmZMX/+fM6fP8+6detYunQpp06dYsmSJRgbGz94B0II8RixMLagdY3WqNQq5h6dy6CNg7iYfbF8Dm5iBk8M09wv4VRcebeV5ORV4NheIYTQQ6kXRKhVqxY9evTg+eefp27dumWZkxBCPDKszayZ2mYqX7X9ChszG46lHeO5tc+x6uwq1Gq14RNoNgSMzeDyIbh8uNjQ+Tsv4DcxjMlrjhs+LyGEKAN6j5FVKpUsWrSI8PBwUlNTUal050vctm1bmSUnhBCPim7e3QhyCeJ/u//HweSDTNk7hX1X9jG1zVTDXhRm7QwNnoGjy+HQQs1FYEWwsdDkkZUry9QKIaoGvT89R48ezaJFi+jZsyeBgYEoFLIKjBBClIRbNTcWdFnAwuML+SH6ByxNLctnZoPmQzWF7LG/oMtnYFm90LDeQTXo3tAdG/MKnG1BCCH0oPen1bJly1ixYgU9evQwRD5CCPFIM1IY8WrDV3nS/Ul87O7OEnCj4AaWJpYYKUo94qtonsHg0gBST8CR5fDkG4WGWZoZY4lc6yCEqDpKdbFXnTp1DJGLEEI8NgKdArEytQJApVYxLmIcb4a/SfrN9LI/mEIBzYdo7h9aCOUxNlcIIcqB3oXsO++8w6xZs8rnIgUhhHgMnL12lsMph9lzeQ/91vZjX5IBlvtu1B9Mq0Haabi4p9CQm/lKZm09yydrY+UzXghRJZRoaEHfvn11Hm/bto2NGzfSoEEDTE1NdZ5btWpV2WUnhBCPAT8HP/7o+Qfv7XyPc5nnGL55OK82fJU3g94suzG0FrbQ6Dk4vAgO/gxere8LUShg5tYzAIztXBcbC9P7YoQQojIpUY+snZ2dzu2ZZ56hXbt2ODk53fecvmbPno2XlxcWFhYEBwdz4MCBYuMzMzN56623cHd3x9zcnHr16rFhwwa9jyuEEJVJ3ep1+b3n7/Sr1w81auYfm8+QsCEk5dy/JHipNR+q+ffkWshJve9pC1NjXn6yFiPa+5bdMYUQwoBK9Kf+L7+UbJ1ufS1fvpxx48YxZ84cgoOD+fbbb+natSunT5/GxcXlvvj8/Hw6d+6Mi4sLK1eupEaNGly8eBF7e3uD5CeEEOXJ0sSSKSFTCHYP5uO9HxNzNYbxO8aztMfSspkhxr0x1GiumVM2egm0eee+kM/6NHz44wghRDnRe4xsx44dyczMvK89Ozubjh076rWvGTNm8NprrzFkyBACAgKYM2cOVlZWLFy4sND4hQsXkpGRwd9//02rVq3w8vKiXbt2NG7cWN8fQwghKq1uXt1Y8fQKmro0ZeKTE8t2msM7K30dXgT/mQdcCCGqGr0L2YiICPLz8+9rv3XrFrt27SrxfvLz8zl8+DChoaF3kzEyIjQ0lMjIyEK3+eeffwgJCeGtt97C1dWVwMBApk6dilKpLPI4eXl5ZGdn69yEEKKy87TxZFG3RdR3rK9tC08IJzX3/iEBemnwDJjbQWYCxEUUGpJ3W8mtgqI/V4UQorIo8VUER48e1d6PjY0lOTlZ+1ipVBIWFkaNGjVKfOC0tDSUSiWurq467a6urpw6darQbS5cuMC2bdt46aWX2LBhA+fOnePNN9+koKCAKVOmFLrNtGnT+Pjjj0uclxBCVBb39sSeSDvBuzvexcbMhi/afEGIR0jpdmpqCY2eh4PzIepX8NX9Jm3k71GsO5rEp70b8EqI10NkL4QQhlfiQjYoKAiFQoFCoSh0CIGlpSXff/99mSb3XyqVChcXF+bNm4exsTHNmjXj8uXLfPXVV0UWshMmTGDcuHHax9nZ2Xh6eho0TyGEKGvWZtb42Plw+tppXt/yOiMaj2B4o+EYG5ViAYNmgzSF7Ml1cCMdqjlqn7Iy0+wv66YsUyuEqPxKXMjGxcWhVqvx8fHhwIEDODs7a58zMzPDxcUFY+OSf6A6OTlhbGxMSkqKTntKSgpubm6FbuPu7o6pqanOcerXr09ycjL5+fmYmZndt425uTnm5uYlzksIISqj2ra1WdpjKV8c+IK/zv7Fj0d+JCo1ii/afIGjpeODd3Avt4bg0QSuRMORP6DlSO1TH/YI4MOeAbJMrRCiSijxGNnatWvj5eWFSqWiefPm1K5dW3tzd3fXq4gFTfHbrFkzwsPDtW0qlYrw8HBCQgr/yqxVq1acO3cO1T0XKJw5cwZ3d/dCi1ghhHiUWJhY8FHLj5jaeiqWJpbsS9rHc2uf41DyIf131nSg5t+oX3VW+rKzMsXO0hQjozK8wEwIIQzEAIt6l9y4ceOYP38+ixcv5uTJk4wYMYIbN24wZIhmKcWBAwcyYcIEbfyIESPIyMhg9OjRnDlzhvXr1zN16lTeeuutivoRhBCi3D3t+zS/9/gdHzsfrt68SszVGP13EtgPTK00K31dKn7+biGEqKwq9Luj/v37c/XqVSZPnkxycjJBQUGEhYVpLwBLSEjAyOhure3p6cmmTZsYO3YsjRo1okaNGowePZr333+/on4EIYSoEHWq1+GPnn+w8sxKXg54Wf8dWNhqZjCI+U3TK1srGIALV3P458gVHKqZMVAu9hJCVHIVPghq5MiRjBw5stDnIiIi7msLCQlh3z4DrEMuhBBVjJWpFQMbDNQ+vnn7Ju/vfJ83g97E38H/wTtoOkhTyJ5YBd2mgYUtCRm5fLv1LAHutlLICiEqvQodWiCEEKLszI6ezfZL23l5w8v8fe7vB2/g2QKc/KAgF46vBKC2YzVeDK5F7yAPwyYrhBBloNSF7OHDh1m6dClLly4lKiqqLHMSQghRCq81eo02NdqQp8xj0p5JfBz5MXnKvKI3UCh0L/oCvJ2qMfWZhrzezrccMhZCiIejdyGbmppKx44deeKJJxg1ahSjRo2iefPmdOrUiatXrxoiRyGEECVgZ27HD51+4K2gt1CgYOWZlQzaOIgrOVeK3qjxC2BkqpmKK+lo0XFCCFEJ6V3Ivv3221y/fp0TJ06QkZFBRkYGx48fJzs7m1GjRhkiRyGEECVkpDDijcZv8FPoT9iZ23Ei/QTPr3ue6NTowjeo5gT1n9Lc/7dXFjTL1KpU6sK3EUKISkLvQjYsLIwff/yR+vXvrv8dEBDA7Nmz2bhxY5kmJ4QQonRa1WjFiqdW0MCxAcYKY9yruRcdfGd4wdEVUHCTZp9uwW9iGInXbpZPskIIUUp6z1qgUqkwNTW9r93U1FRnoQIhhBAVy8Pag1+7/0pCdgJu1e6umJinzMPc+J4VD73bg10tyEqA2DWYGmtWbpRlaoUQlZ3ePbIdO3Zk9OjRXLlyd8zV5cuXGTt2LJ06dSrT5IQQQjwcM2Mz6lSvo3289eJWev/dm5PpJ+8GGRlB01c096OW8PdbrTgypQsNPGzLOVshhNCP3oXsDz/8QHZ2Nl5eXvj6+uLr64u3tzfZ2dl8//33hshRCCFEGVCpVcw9OpfLOZd5ecPLrD67+u6TQS8CCri4G7fbl2WZWiFElaD30AJPT0+ioqLYunUrp06dAqB+/fqEhoaWeXJCCCHKjpHCiAVdFvDh7g/ZkbiDyXsnc+TqESYET8DcribU6QTntkL0UgidUtHpCiHEA+ndI/vrr7+Sn59P586defvtt3n77bcJDQ0lPz+fX3/99cE7EEIIUWHszO34ruN3jAwaiQIFf539i4EbB3I55zI00QwvyDu8lFlbYtlzLq2CsxVCiOLpXcgOGTKErKys+9qvX7/OkCFDyiQpIYQQhmOkMOL1xq8zJ3QO9ub2xKbH0n9df9JrPwlWjpjfTOXI9r/YdVYKWSFE5aZ3IatWq1Eo7h83lZiYiJ2dXZkkJYQQwvBa1mjJiqdWEOgYyNM+T+No7QaNXgDgHaf9BHnaV2yCQgjxACUeI9ukSRMUCgUKhYJOnTphYnJ3U6VSSVxcHN26dTNIkkIIIQzD3dqdxd0X3+2gaPoKaQd+ombuPhp4lXoVcyGEKBclLmT79OkDQExMDF27dsXa2lr7nJmZGV5eXjz77LNlnqAQQgjDMjM2094vcKrDO57epChvMmP/DwR0+qQCMxNCiOKVuJCdMkVzBauXlxf9+/fHwsLCYEkJIYSoGGm5aaSaW3G5oIBXLq1m4pkgnqnXt6LTEkKIQun9vdGgQYOkiBVCiEeUu7U7k5vNo/WNPPIVMDlyCh/t/Yg8ZV5FpyaEEPeRAVBCCCF0ONl70jGpHm9nZKIA3Sm6hBCiEpFCVgghhI7ajtVo+/w4hmdlM+dqNvZmdsSmx/K/Xf9DrVZXdHpCCKElhawQQggdZiZGuAZ2AMc6tMzJZIX3CwS7BzOl5ZRCp18UQoiKIoWsEEKI+ykU0ORlANyPr2FBlwX42Plonw6/GE5W3v2L4wghRHkq8awFd4wbN67QdoVCgYWFBXXq1KF37944ODg8dHJCCCEqxvKDCWRlB/OawhhF4gG4ehqc/QA4mHyQd3a8g1s1N2a2n0l9x/oVnK0Q4nGldyEbHR1NVFQUSqUSPz/Nh9qZM2cwNjbG39+fH3/8kXfeeYfdu3cTEBBQ5gkLIYQwvHk7L3D+6g361emAQ+JWiPoVun4OgK2ZLe7V3EnMSeTlDS8z8cmJPFP3mQrOWAjxONJ7aEHv3r0JDQ3lypUrHD58mMOHD5OYmEjnzp0ZMGAAly9fpm3btowdO9YQ+QohhCgH3QPdGdCiFjcDX9Q0HFkGt/MB8HPwY9lTy2hXsx35qnwm750sU3QJISqE3oXsV199xaeffoqtra22zc7Ojo8++ogvv/wSKysrJk+ezOHDh8s0USGEEOVnfFc/pvVtSI0neoO1K+SmwZkw7fN25nZ81/E7RgaNRIFCO0XXlZwrFZi1EOJxo3chm5WVRWpq6n3tV69eJTs7GwB7e3vy8/MfPjshhBAVy9gEGg/Q3I9eovOUkcKI1xu/zpzQOdib2xObHsvOxJ0VkKQQ4nFVqqEFQ4cOZfXq1SQmJpKYmMjq1asZNmwYffr0AeDAgQPUq1evrHMVQghRzlQqNTR5RfPg3FbIvr/HtWWNlix/ajlvBr1Jf7/+5ZyhEOJxpnchO3fuXDp16sQLL7xA7dq1qV27Ni+88AKdOnVizpw5APj7+7NgwYIyT1YIIUT5mLvjPP6TNjLlnxPgVAdqtQS1CmJ+KzTew9qDEY1HaOeZvZ5/nU8jP5UpuoQQBqV3IWttbc38+fNJT08nOjqa6Oho0tPTmTdvHtWqVQMgKCiIoKCgss5VCCFEOTE2UnCrQEXWzQJNQ9N/e2Wjl4JK9cDtP438lBVnVtB/XX9Opp80YKZCiMdZqRdEsLa2plGjRjRq1Ahra+uyzEkIIUQF69esJrve68DUvg01DQG9wcwGrsXDxd0P3H5ow6HUsK7B5ZzLvLLxFVafXW3YhIUQjyW9C9kbN24wadIkWrZsSZ06dfDx8dG5CSGEqPrsrczwdLDC2vzf6cbNqkHDZzX3o5YUveG//B38Wf7UctrWbEueMo/JeyfzceTHMkWXEKJM6b0gwquvvsqOHTt45ZVXcHd3l3W3hRDicdFkIBxeBCf/gZtfgaV9seF25nZ83/F75h+dz+yY2aw8s5KT6SeZ2X4m7tbu5ZKyEOLRpnchu3HjRtavX0+rVq0MkY8QQohKIOtmAauiEsm/reL1dr6axhpNwSUAUmPh2J/Q4rUH7ufOFF0NnRry/q73uXrzKhYmFgbOXgjxuNB7aEH16tVxcHAwRC5CCCEqiRt5t/l4bSxfbz6NWq3WNCoUd6fiin7w8IJ7tazRkhVPreC7jt9R3aK6tl2pUpZVykKIx5Deheynn37K5MmTyc3NLbMkZs+ejZeXFxYWFgQHB3PgwIESbbds2TIUCoV2/lohhBBlo7qVGT0bufNcc0+UKvXdJxr1ByNTSDoCSUf12qe7tTsNHBtoH685t4aBYQNJykkqq7SFEI8ZvYcWfPPNN5w/fx5XV1e8vLwwNTXVeT4qKkqv/S1fvpxx48YxZ84cgoOD+fbbb+natSunT5/GxcWlyO3i4+MZP348bdq00fdHEEII8QCWZsbMfrHp/U9UcwT/nhD7t6ZX1v2rUu0/T5nHd9HfkZqbynPrnmNq66m0rdn24ZIWQjx29C5ky7r3c8aMGbz22msMGTIEgDlz5rB+/XoWLlzIBx98UOg2SqWSl156iY8//phdu3aRmZlZpjkJIYQoRtNXNIXs0eXQ+RMwtdR7F+bG5izutpjxO8ZzIv0Eb4W/xdDAoYxsMhJTI9MH70AIIShFITtlypQyO3h+fj6HDx9mwoQJ2jYjIyNCQ0OJjIwscrtPPvkEFxcXhg0bxq5du4o9Rl5eHnl5d6d7yc7OfvjEhRDiMaJWq3VnqPHpCPa1IDMBTqyGoBdLtd+aNjX5tfuvfHPoG34/9TsLjy8kJjWGL9t+iWs11zLKXgjxKCv1gghlIS0tDaVSiaur7geWq6srycnJhW6ze/dufv75Z+bPn1+iY0ybNg07OzvtzdPT86HzFkKIx8GQXw7gN3EjW0+m6j5hZATNBmvuH1r4UMcwMzZjQvAEvmn3Ddam1kSlRvH8uufJzpdOByHEg5WokHVwcCAtLQ24O2tBUTdDun79Oq+88grz58/HycmpRNtMmDCBrKws7e3SpUsGzVEIIR4Vt1Vq8m6ryL6zTO29mrwCRiaQeBCSjz30sbp4dWH5U8vxd/Dn2brPYmtm+9D7FEI8+ko0tGDmzJnY2Nho75fVIghOTk4YGxuTkpKi056SkoKbm9t98efPnyc+Pp6nn35a26b6d81vExMTTp8+ja+vr8425ubmmJubl0m+QgjxOJn6jGZ5WmebQj5DrV3A/ynNWNlDv8BTMx76eLVsa7G0x1KMFcbatsTriZgYmeBW7f7/E4QQokSF7KBBg7T3Bw8eXGYHNzMzo1mzZoSHh2svIlOpVISHhzNy5Mj74v39/Tl2TPcv/4kTJ3L9+nVmzZolwwaEEKIMeTpYFR/QfOg9F319DOY2D31Mc+O7RXOBsoDxO8Zz6folPmn1CZ1qdXro/QshHi16j5Ft164dv/76Kzdv3iyTBMaNG8f8+fNZvHgxJ0+eZMSIEdy4cUM7i8HAgQO1F4NZWFgQGBioc7O3t8fGxobAwEDMzMzKJCchhBAl4N0WHOtAfg4cW1nmu8/Kz0KBguz8bMZsH8Nn+z4jT5n34A2FEI8NvQvZJk2aMH78eNzc3HjttdfYt2/fQyXQv39/vv76ayZPnkxQUBAxMTGEhYVpLwBLSEggKUkmyxZCiPJ2JuU6v+yJY9OJwi++RaHQvehLrS48rpScLJ34tfuvDGmg6dhYfno5A9YP4ELmhTI9jhCi6tK7kP3222+5cuUKv/zyC6mpqbRt25aAgAC+/vrr+8a6ltTIkSO5ePEieXl57N+/n+DgYO1zERERLFq0qMhtFy1axN9//12q4wohhCha1MVrfLw2lhUHi7lItvGLYGwOyUfhin4L4pSEqbEp45qPY07oHBwsHDh77Sz91/XnrzN/3V06Vwjx2CrV9FsmJib07duXNWvWkJiYyIsvvsikSZPw9PSkT58+bNu2razzFEIIUc58nK3p2cidYJ9iZqSp5ggN+mjuH/zZYLm0qtGKv3r9RYh7CLeUt1h5ZiW31bcNdjwhRNWg94II9zpw4AC//PILy5Ytw8XFhcGDB3P58mWeeuop3nzzTb7++uuyylMIIUQ5a+HtQAvvEkyr2HyY5oKvYyuh86ea4tYAnCydmNN5Dktil9DRs6OsACaE0L9HNjU1lW+++YbAwEDatGnD1atX+eOPP4iPj+fjjz9mwYIFbN68mTlz5hgiXyGEEJWNZwtwbwzKPIhabNBDGSmMGNRgEJ62d2ep+S7qO3468hO3VdJDK8TjRu8e2Zo1a+Lr68vQoUMZPHgwzs7O98U0atSIJ554okwSFEIIUckpFNDidVjzpmZ4QctRYPxQX/iV2Llr51hwbAFq1Oy9vJepbabiaSNTMQrxuNC7RzY8PJyTJ0/y7rvvFlrEAtja2rJ9+/aHTk4IIUTFycm7TYvPt+I3cSO3CpTFBwc+C1aOkJ0IZzaWT4JAnep1mNpmKtam1sRcjeG5tc/xz/l/5EIwIR4Teheybdq0MUQeQgghKhkrU2Ou5uRplqm9VcgytfcytYCm/y6es3+u4ZO7x1M+T7Gy10qaujTlRsENPtz9Ie/ufJfs/OxyzUMIUf5K9N1PkyZNSrwsbVRU2U+/UhGUSiUFBQ/44BbiAUxNTTE2Nn5woBCVkJGRgvVvt8HGwgTHaiVY6rv5UNjzLcTvgpRYcA0weI531LCuwcKuC/n5+M/8FPMTm+I3cfHSRRrQAIC0m2lsvbi1yO0bOjWkgZMm9tqta2yK31RkbH3H+jR2bgzA9fzrrL+wvsjYutXr0sy1GQC5Bbn8c/6fImN97Hxo4d4C0Kxq9tfZv4qMrWVTi5Y1WgKgUqtYcXpFkbEe1h60rdlW+3jF6RWo1KpCY12tXOlQq4P28aqzq8hX5hca62jpSOfanbWP15xbw83bhS+WZG9uTzfvbtrH6y+s53r+9UJjq5lW42nfu0vRh8WHkXkrs9BYCxML+tTpo3289eJW0m6mFRprYmRCv3r9tI8jLkWQfKPwOZIVKOjv31/7eFfiLi7nXC40FuC5es9hbKT5rI+8EsnF7ItFxj5T9xntCnYHkw9yPvN8kbG9fHthZapZYS86NZrTGaeLjO3u3R07czsAjl49Smx6bJGxXby64GChuZDzRPoJjl09VmRsp1qdcLYq/Bv4yqBEheyd5WMfB2q1muTkZDIzMys6FfGIsLe3x83NrcR/DApRmQR42JY82N4T/HvCybVwYB48/a3B8iqMsZExwxsNp6VHSz7a+xG9XHpx/pymSEi8nsjn+z8vctuRQSO1hWxqbmqxscMCh2kL2Wu3rhUb+6L/i9pC9kbBjWJj+9btqy1k85R5xcZ29+quU8gWF9u+ZnudQvaLA19QoCq8oybYPVinkP3m0DdF9mw3cm6kU8h+F/0dqbmphcbWrV5Xp5Cdc2QO8dnxhcZ62njqFLILjy3kZMbJQmOdLJ10CtlfY38lOjW60NhqptV0Ctk/Tv3B3it7C401VhjrFLJ/nf2L8ITwQmNB89oZoylk15xfU+wfN929u2sL2Q1xG1h5puhV8dp7ttcWslsubmFJ7JIiY4Pdg7WFbMSlCOYfm19kbCPnRtpCNvJKJLOiZhUZW696vapfyE6ZMsXQeVQad4pYFxcXrKyspPgQpaZWq8nNzSU1VfPB7u7uXsEZCVEOWryuKWSPLofQKWBZvdxTCHQKZNlTy0hJTuE8mkLWztxOp+j6Lx97H+19GzObYmPrVK+jvW9pYllsrL+Dv/a+mbFZsbEBDnd7sI2NjIuNbejcUHtfgaLY2AaODXQeh9YKLXIO3rrV6+o87uDZgdzbuYXGetl66TxuW7MtWXlZhca6V9P9/GtVo9V9x7rDydJJ5/GT7k9S06ZmobG2Zrp/aD3h9sR9299hYWyh87ipS1OqmVYrNNZIoTvysrFz4/va7nVvrdDQqWGRvdig6Rm+o75D/WJfu3tz9qvuV2yslYmV9n4d+zrFxtqY2Wjve9t6Fxtrb25f5HOVgUJdyhHxhw4d4uRJzV9IAQEBNGvWrEwTM5Ts7Gzs7OzIysrC1lb3F0CpVHLmzBlcXFxwdDTMPIji8ZOenk5qair16tWTYQYPITY9lv7r+rP8qeUEOJbfV9aPu30X0om9kk1zr+o0qmn/4A3UavipJaTGQudPoNVog+dYlCtXrjBv3jyGDx+Oh4dHheUhhNBPcbXaf+l9sVdiYiJt2rShRYsWjB49mtGjR/PEE0/QunVrEhMTS510ZXBnTKyVldUDIoUouTvvJxlzLaqiPw8l8sm6WHadLXzc4X0UCnjyTc39fXPgdtE9U0II8bD0LmRfffVVCgoKOHnyJBkZGWRkZHDy5ElUKhWvvvqqIXIsdzKcQJQleT+JqqxZ7er0bOSOr3PhX8EWqtHzUM0Frl+BE6sNl5wQ4rGn94zVO3bsYO/evfj5+Wnb/Pz8+P7772VqLiGEeMS8GFyLF4Nr6beRiTkED4dtn0Hk95rCVv6gE0IYgN49sp6enoV+RapUKmUMkqhyPvroI4KCgio6DSEePc2HgakVJB+DuB0VnY0Q4hGldyH71Vdf8fbbb3Po0CFt26FDhxg9ejRff/11mSYnSq59+/aMGTOmotMosYiICJo2bYq5uTl16tRh0aJFD9zm6NGjtGnTBgsLCzw9Pfnyyy91nl+0aBEKhULnZmFhUcTehBAGZeUATV7W3N/7fcXmIoR4ZOk9tGDw4MHk5uYSHByMiYlm89u3b2NiYsLQoUMZOnSoNjYjI6PsMhWPjLi4OHr27Mkbb7zBb7/9Rnh4OK+++iru7u507dq10G2ys7Pp0qULoaGhzJkzh2PHjjF06FDs7e0ZPny4Ns7W1pbTp+9OGC3jU4V4OLFXshmy6ADVzE3Y9k57/TZ+cgQcXADntpb7AglCiMeD3oXst99+a4A0Kr/cfM2ce5amxtriKP+2itsqFcZGCsxNjO+LtTAxxshIE1ugVFGgVGGkUGBh+uBYU+OSd5YPHjyYHTt2sGPHDmbN0kxqHBcXh6enJ8OHD2fbtm0kJydTq1Yt3nzzTUaPvjsdTvv27QkKCtJ5Xfv06YO9vX2JeklLY86cOXh7e/PNN98AUL9+fXbv3s3MmTOLLGR/++038vPzWbhwIWZmZjRo0ICYmBhmzJihU8gqFArc3NxKndv58+fp3LkzPXr04Pvvv2fx4sWMGTOGpUuX8s4773Dp0iV69OjBr7/+yp9//smUKVPIysrilVdeYebMmTK9lnjkWJoZk5KdRzWzwucdLZaDD9R/GmLXQOQP0OfHsk9QCPFY07uQHTRokCHyqPQCJmuWKzw8MRRHa82KHPN2nufrzWd44QlPvni2kTa22adbuVmgZNd7HfB00Ey99GvkRT5dF0vvIA9mvdBEG9t6+nYybuSzeWxb6rlqJiheeTiRAS1KfnHFrFmzOHPmDIGBgXzyyScAODs7o1KpqFmzJn/++SeOjo7s3buX4cOH4+7uzvPPP1/qc7Fr1y66d+9ebMzcuXN56aWXCn0uMjKS0NBQnbauXbsWOzQiMjKStm3bYmZmprPN9OnTuXbtGtWrayZdz8nJoXbt2qhUKpo2bcrUqVNp0KBBUbvVcfToUbp27cqwYcP47LPPtO25ubl89913LFu2jOvXr9O3b1+eeeYZ7O3t2bBhAxcuXODZZ5+lVatW9O/fv5gjCFH11LC3ZO3I1jhYmz04uDAtR2kK2aMroMOHYFejbBMUQjzW9C5kQXNh1+rVq3UWROjdu7d2qIEoX3Z2dpiZmWFlZaXTG2lsbMzHH3+sfezt7U1kZCQrVqx4qEK2efPmxMTEFBvj6upa5HPJycn3Pe/q6kp2djY3b97E0tKy0G28vb0LPUZycjLVq1fHz8+PhQsX0qhRI7Kysvj6669p2bIlJ06coGbNwleFuWPv3r089dRTfPjhh7zzzjs6zxUUFPDTTz/h6+sLQL9+/ViyZAkpKSlYW1sTEBBAhw4d2L59uxSy4pFjZmJEw5p2pd9BzeZQuxVc3AN7v4Pu08suOSHEY0/vyvPEiRP06tWL5ORk7RRc06dPx9nZmbVr1xIYGFjmSVYGsZ9ovvK2vGdYwPC2vgxt7Y2xke44zMOTNL2NFvcMNxgYUpsBLTwx+s+Yzd3vd7gvtl+z4osufcyePZuFCxeSkJDAzZs3yc/Pf+ir9C0tLalTp86DA8tZSEgIISEh2sctW7akfv36zJ07l08//bTI7RISEujcuTOff/55ob3CVlZW2iIWNAW0l5cX1tbWOm13lqIVQvxH2/GwZA8cXgStx4FN0X/oCiGEPkq1IEKDBg1ITEwkKiqKqKgoLl26RKNGjXTGKj5qrMxMsDIz0bl4yMzECCszE53xsffGGt1T4Joaa2LvHR9bXGxZWLZsGePHj2fYsGFs3ryZmJgYhgwZQn7+3ZV2jIyM+O8qxQ9agWrXrl1YW1sXe/vtt9+K3N7NzY2UlBSdtpSUFGxtbQvtjS1umzvPFcbU1JQmTZpw7ty5Yn8eZ2dnWrRowR9//EF2dnah+7mXQqEotE2lUhV7HCGqqu2nUlm4O474tBul24FPB6j5BNy+pZlXVgghyojePbIxMTEcOnRIOyYRoHr16nz++ec88cQTZZqcKDkzMzOUSqVO2549e2jZsiVvvvmmtu38+fM6Mc7OziQlJWkfK5VKjh8/TocOHYo81sMOLQgJCWHDhg06bVu2bNHpTS1smw8//JCCggJtEbllyxb8/Px03ov3UiqVHDt2jB49ehSbq6WlJevWraNHjx507dqVzZs3Y2NjU+w2QjxO5u48z74LGTham+HlpMcKX3coFND2Pfj9OTi4EFqNhWqOZZ+oEOKxo3fXX7169e7rGQNITU2tlF83Py68vLzYv38/8fHxpKWloVKpqFu3LocOHWLTpk2cOXOGSZMmcfDgQZ3tOnbsyPr161m/fj2nTp1ixIgRZGZmFnusO0MLirsVVwi+8cYbXLhwgffee49Tp07x448/smLFCsaOHauN+eGHH+jUqZP28YsvvoiZmRnDhg3jxIkTLF++nFmzZjFu3DhtzCeffMLmzZu5cOECUVFRvPzyy1y8eLFESydXq1aN9evXY2JiQvfu3cnJyXngNkI8Llr6OvFUI3dcbR9iXua6ncE9CApuwL7ZZZabEOLxpnchO23aNEaNGsXKlStJTEwkMTGRlStXMmbMGKZPn052drb2JsrP+PHjMTY2JiAgAGdnZxISEnj99dfp27cv/fv3Jzg4mPT0dJ3eWYChQ4cyaNAgBg4cSLt27fDx8Sm2N7YseHt7s379erZs2ULjxo355ptvWLBggc7UW2lpaTq9x3Z2dmzevJm4uDiaNWvGO++8w+TJk3WGs1y7do3XXnuN+vXr06NHD7Kzs9m7dy8BASWbu9La2pqNGzeiVqvp2bMnN26U8mtUIR4xozrV5YcXm/Kkz0P0oioU0PZdzf398yBX5hkXQjw8hfq/AyQfwMjobu17Z7zonV3c+1ihUNz3VXdlkJ2djZ2dHVlZWdja2uo8d+vWLeLi4vD29pYVoUSZkfdV2YhNj6X/uv4sf2o5AY4ysX6VpFLBnNaQegLafQAdJhj0cFeuXGHevHkMHz5cllAXogoprlb7L73HyG7fvr3UiQkhhHiMGRlpZjBYOQT2/QTBr2uWshVCiFLSu5Bt166dIfIQQghRSW0/ncr7K4/i52bDkmHBD7ezgD7g+g2kHIfdM6FL0VPjCSHEg5R6BYPc3FwSEhJ0pnICaNSoURFbCCGEqIpMjYxIvZ6HvZXpg4MfxMgIOk3RzGBwYB4EvyGrfQkhSk3vQvbq1asMGTKEjRs3Fvp8ZRwXK4QQovQae9qx7u3WOP27PPdDq9sZarWEhL0QMQ16/1A2+xVCPHb0nrVgzJgxZGZmsn//fiwtLQkLC2Px4sXUrVuXf/75xxA5CiGEqEA2FqYE1rDDza6MLlZUKKDzv8tnx/wGV8+UzX6FEI8dvQvZbdu2MWPGDJo3b46RkRG1a9fm5Zdf5ssvv2TatGmGyFEIIcSjxrMF+PUEtQq2fVLR2Qghqii9C9kbN27g4uICaFb0unr1KgANGzYkKiqqbLMTQghRKWw+kcz8nRdIyb5VdjvtNAkURnByLSQeKrv9CiEeG3oXsn5+fpw+fRqAxo0bM3fuXC5fvsycOXNwd3cv8wSFEEJUvBlbzvD5hpOcSr5edjt1qQ+NB2jub/of6DetuRBC6F/Ijh49mqSkJACmTJnCxo0bqVWrFt999x1Tp04tVRKzZ8/Gy8sLCwsLgoODOXDgQJGx8+fPp02bNlSvXp3q1asTGhpabLwQQoiH187PmV6NPbC3LIOZC+7V4UMwtYJL++HoirLdtxDikad3Ifvyyy8zePBgAJo1a8bFixc5ePAgly5don///nonsHz5csaNG8eUKVOIioqicePGdO3aldTU1ELjIyIiGDBgANu3bycyMhJPT0+6dOnC5cuX9T62eLRFRESgUCjIzMys6FSEqPImdK/PdwOa0NjTvmx3bFdDs0gCwJbJkFeGPb5CiEee3oXsf1lZWdG0aVOcnJxKtf2MGTN47bXXGDJkCAEBAcyZMwcrKysWLlxYaPxvv/3Gm2++SVBQEP7+/ixYsACVSkV4ePjD/BhVXvv27RkzZkxFp1FiERERNG3aFHNzc+rUqcOiRYuKjT99+jQdOnTA1dUVCwsLfHx8mDhxIgUFBeWTsBDCcEJGgoMP5CTDji8rOhshRBXy0IXsw8jPz+fw4cOEhoZq24yMjAgNDSUyMrJE+8jNzaWgoAAHh8KXOczLyyM7O1vnJipWXFwcPXv2pEOHDsTExDBmzBheffVVNm3aVOQ2pqamDBw4kM2bN3P69Gm+/fZb5s+fz5QpU8oxcyGE2hDjWE3ModsXmvv7fpLpuIQQJVahhWxaWhpKpRJXV1eddldXV5KTk0u0j/fffx8PDw+dYvhe06ZNw87OTnvz9PTUL0m1GvJvVMythP9hDB48mB07djBr1iwUCgUKhYL4+HiUSiXDhg3D29sbS0tL/Pz8mDVrls62hfXk9unTRzt8xBDmzJmDt7c333zzDfXr12fkyJH069ePmTNnFrmNj48PQ4YMoXHjxtSuXZtevXrx0ksvsWvXrhIfNzc3l+7du9OqVSsyMzOJj49HoVCwYsUK2rRpg6WlJU888QRnzpzh4MGDNG/eHGtra7p3766dnUOIx9Wh+AxafL6VXj/sMcwB6nWFul1BVQBh78uFX0KIEin1ErWVwRdffMGyZcuIiIjAwqLwibonTJjAuHHjtI+zs7P1K2YLcmGqx8OmWjr/uwJm1R4YNmvWLM6cOUNgYCCffKKZj9HZ2RmVSkXNmjX5888/cXR0ZO/evQwfPhx3d3eef/75Uqe1a9cuunfvXmzM3Llzeemllwp9LjIy8r4/PLp27arX0Ihz584RFhZG3759SxSfmZlJz549sba2ZsuWLVhZWWnHzk6ZMoVvv/2WWrVqMXToUF588UVsbGyYNWsWVlZWPP/880yePJmffvqpxPkJ8aixMjMh9XoeSpUBC8xu0+DCdji/DU7+AwG9DXcsIcQjoUILWScnJ4yNjUlJSdFpT0lJwc3Nrdhtv/76a7744gu2bt1Ko0aNiowzNzfH3LyMllWspOzs7DAzM8PKykrnvBkbG/Pxxx9rH3t7exMZGcmKFSseqpBt3rw5MTExxcb8t5f9XsnJyYX2wmdnZ3Pz5k0sLS2L3LZly5ZERUWRl5fH8OHDtYV7cZKTk+nfvz9169bl999/x8zMTOf58ePH07VrV0AzK8eAAQMIDw+nVatWAAwbNuyBY3iFeNT5OFdj7cjWuNoZ8PPU0RdajYadX8H68eDVBqwKHzYmhBBQykJ2165dzJ07l/Pnz7Ny5Upq1KjBkiVL8Pb2pnXr1iXej5mZGc2aNSM8PJw+ffoAaC/cGjlyZJHbffnll3z++eds2rSJ5s2bl+ZHKDlTK03PaEUwtXroXcyePZuFCxeSkJDAzZs3yc/PJygo6KH2aWlpSZ06dR46t9JYvnw5169f58iRI7z77rt8/fXXvPfee8Vu07lzZ1q0aMHy5csxNja+7/l7/xC6U2A3bNhQp62oWTSEeFxYmBrTsKad4Q/U9l2I/QfSTkPYB9B3nuGPKYSosvQeI/vXX3/RtWtXLC0tiY6OJi8vD4CsrKxSzSM7btw45s+fz+LFizl58iQjRozgxo0bDBkyBICBAwcyYcIEbfz06dOZNGkSCxcuxMvLi+TkZJKTk8nJydH72CWiUGi+3q+Im0LxUKkvW7aM8ePHM2zYMDZv3kxMTAxDhgwhPz9fG2NkZHTfxRsPmglg165dWFtbF3v77bffitzezc2t0F54W1vbYntjATw9PQkICGDAgAF88cUXfPTRRyiVymK36dmzJzt37iQ2NrbQ501N786Lqfj3nP+3TaVSFXsMIUQZMTGHPj9qVvw6uhxOh1V0RkKISkzvHtnPPvuMOXPmMHDgQJYtW6Ztb9WqFZ999pneCfTv35+rV68yefJkkpOTCQoKIiwsTNszlpCQgJHR3Xr7p59+Ij8/n379+unsZ8qUKXz00Ud6H/9RYWZmdl9Bt2fPHlq2bMmbb76pbTt//rxOjLOzs3aBCwClUsnx48fp0KFDkcd62KEFISEhbNiwQadty5YthISEFLvP/1KpVBQUFKBSqQrtab3jiy++wNramk6dOhEREUFAQIBexxFCaOw9l8bxK1m09HUisIYBe2drNoeQt2Dv97BuDNTaB5b2hjueEKLK0ruQPX36NG3btr2v3c7OrtQTz48cObLIoQQRERE6j+Pj40t1jEedl5cX+/fvJz4+HmtraxwcHKhbty6//vormzZtwtvbmyVLlnDw4EG8vb2123Xs2JFx48axfv16fH19mTFjxgNfx4cdWvDGG2/www8/8N577zF06FC2bdvGihUrWL9+vTbmhx9+YPXq1dr5gX/77TdMTU1p2LAh5ubmHDp0iAkTJtC/f3+d3tOifP311yiVSjp27EhERAT+/v6lzl+Ix9UfBy+x9sgVJvasb9hCFjQrfp3eCOnnYPOH0Hu2YY8nhKiS9B5a4Obmxrlz5+5r3717Nz4+PmWSlNDf+PHjMTY2JiAgAGdnZxISEnj99dfp27cv/fv3Jzg4mPT0dJ3eWYChQ4cyaNAgBg4cSLt27fDx8Sm2N7YseHt7s379erZs2ULjxo355ptvWLBggfaCK9BMzXZv77GJiQnTp0+nRYsWNGrUiI8//piRI0eyYMGCEh935syZPP/883Ts2JEzZ2SeSiH0FeztQK/GHng5Png2lYdmavlv8aqA6KVwcp3hjymEqHIUaj1nt542bRpLly5l4cKFdO7cmQ0bNnDx4kXGjh3LpEmTePvttw2Va5nIzs7Gzs6OrKwsbG1tdZ67desWcXFxeHt7FzmdlxD6kvdV2YhNj6X/uv4sf2o5AY4yPOSxsXmiZoiBhR28vguq1y7xpleuXGHevHkMHz4cD48KmkZRCKG34mq1/9J7aMEHH3yASqWiU6dO5Obm0rZtW8zNzRk/fnylL2KFEEJUMR0nw8VIuHwIVg6FoWFg/ODhREKIx4NeQwuUSiW7du3irbfeIiMjg+PHj7Nv3z6uXr3Kp59+aqgchRBCVCIGXRThv0zMoN9CMLfTFLPhD547Wgjx+NCrkDU2NqZLly5cu3YNMzMzAgICaNGiBdbW1obKTwghRCWRlpPHE59vpf7kMG4ry3FKuuq1oc+/F3vt/Q7ObCq/YwshKjW9L/YKDAzkwoULhshFCCFEJeZgZcb1WwXk31Zx6drN8j14/aehxeua+6uGQ/r54uOFEI8FvQvZzz77jPHjx7Nu3TqSkpLIzs7WuQkhhHg0GRkp+GtES6IndcbbqRxmLvivLp9CjeZwKxN+fx5yM8o/ByFEpaL3xV49evQAoFevXtpVkADUajUKheKBqywJIYSouhp4lMMytUUxMYcXfocFnTTzy64YCK+slou/hHiM6V3Ibt++3RB5CCGEEA9m4woDlsHCrhC/C9aPg6e/e+glvYUQVZPehWy7du0MkYcQQogqIDnrFmuPXOG2Ss2I9r4Vk4RboGYmgz9egKhfobo3tBlXMbkIISqU3oXsHbm5uSQkJJCfn6/T3qhRo4dOSgghROWUlpPH5xtO4lDNrOIKWYB6XaHL57BpAoR/DGbWEDy84vIRQlQIvQvZq1evMmTIEDZu3Fjo8zJGVlQW8fHxeHt7Ex0dTVBQUEWnI8QjwdupGj0buePrVA2lSo2xUQV+pR/yJuSmw66vYeO7mjlnmw2uuHyEEOVO71kLxowZQ2ZmJvv378fS0pKwsDAWL15M3bp1+eeffwyRoyiB9u3bM2bMmIpOo0SSkpJ48cUXqVevHkZGRiXOOyEhgZ49e2JlZYWLiwvvvvsut2/fNmyyQggd1cxNmP1iU8Z18avYIvaOjhMhZKTm/toxcGRZhaYjhChfevfIbtu2jTVr1tC8eXOMjIyoXbs2nTt3xtbWlmnTptGzZ09D5CkeIXl5eTg7OzNx4kRmzpxZom2USiU9e/bEzc2NvXv3kpSUxMCBAzE1NWXq1KkGzlgIUWkpFNDlM7idBwfnw98jAAU07l/RmQkhyoHePbI3btzAxcUFgOrVq3P16lUAGjZsSFRUVNlmV4nkFuQWectT5pU49tbtWyWK1cfgwYPZsWMHs2bNQqFQoFAoiI+PR6lUMmzYMLy9vbG0tMTPz49Zs2bpbFtYT26fPn0YPHiwXjnow8vLi1mzZjFw4EDs7Eo2lc/mzZuJjY1l6dKlBAUF0b17dz799FNmz5593zjtoiiVSoYOHYq/vz8JCQkAKBQK5s6dy1NPPYWVlRX169cnMjKSc+fO0b59e6pVq0bLli05f14mXxfiXrcKlKTl5D04sDwoFND9S2g6ENQqWD0c9s+r6KyEEOVA7x5ZPz8/Tp8+jZeXF40bN2bu3Ll4eXkxZ84c3N3dDZFjpRD8e3CRz7Wp0YYfQ3/UPm6/oj03bxe+6k1z1+b80u0X7eNuf3XjWt61++KODTpW4txmzZrFmTNnCAwM5JNPNOuQOzs7o1KpqFmzJn/++SeOjo7s3buX4cOH4+7uzvPPP1/i/f/Xrl276N69e7Exc+fO5aWXXir1Mf4rMjKShg0b4urqqm3r2rUrI0aM4MSJEzRp0qTY7fPy8hgwYADx8fHs2rULZ2dn7XOffvopM2bMYMaMGbz//vu8+OKL+Pj4MGHCBGrVqsXQoUMZOXJkkePChXjcrDycyHsrj9DR35UFg5pXdDoaRkbw1CwwsYQDczVjZgPOAhWwcIMQotzoXciOHj2apKQkAKZMmUK3bt347bffMDMzY9GiRWWdnygBOzs7zMzMsLKyws3NTdtubGzMxx9/rH3s7e1NZGQkK1aseKhCtnnz5sTExBQbc2/BWRaSk5Pv2+edx8nJycVum5OTQ8+ePcnLy2P79u339QIPGTJEez7ef/99QkJCmDRpEl27dgU07/khQ4aU1Y8iRJXnZmuBSg1ZN0v2bUi5MTKC7tOhmjNs/wxi/wZe0ixpa5ZT0dkJUbVZ2MHANRWdxX30LmRffvll7f1mzZpx8eJFTp06Ra1atXBycirT5CqT/S/uL/I5YyNjnccRz0cUGWuk0B3NEfZs2EPl9SCzZ89m4cKFJCQkcPPmTfLz8x/6Cn5LS0vq1KlTNgmWgwEDBlCzZk22bduGpaXlfc/fO2XcneK4YcOGOm23bt0iOzsbW1tbwycsRCXX3Ks6u97rQM3q9/8+VTiFAtq9Cx5BsPJ9yAPSTgOpFZyYEFWclWNFZ1CoUs8je4eVlRVNmzYti1wqNStTqwqP1deyZcsYP34833zzDSEhIdjY2PDVV1+xf//dotzIyAi1Wq2zXUFBQbH7rYihBW5ubhw4cECnLSUlRftccXr06MHSpUuJjIykY8eO9z1vanp3ecs7yy4X1qZSqUqXvBCPGAtTYzwdDPfZVSbqdob+nvDrMug2HRysKzojIaq2SroUtN6FrFKpZNGiRYSHh5Oamnrff+7btm0rs+REyZmZmd03h++ePXto2bIlb775prbtvxctOTs7a4eKgOb1PX78OB06dCjyWBUxtCAkJITPP/+c1NRU7cWGW7ZswdbWloCAgGK3HTFiBIGBgfTq1Yv169fL6nRCPC4s/v0GpdaT4OFRsbkIIQyiVGNkFy1aRM+ePQkMDNT2VomK5eXlxf79+4mPj8fa2hoHBwfq1q3Lr7/+yqZNm/D29mbJkiUcPHgQb29v7XYdO3Zk3LhxrF+/Hl9fX2bMmEFmZmaxxyqLoQV3CuGcnByuXr1KTEwMZmZm2qJ09erVTJgwgVOnTgHQpUsXAgICeOWVV/jyyy9JTk5m4sSJvPXWW5ibmz/weG+//TZKpZKnnnqKjRs30rp164fKX4jH3ZXMm/wUcZ6M3Hxmv/jofysnhKic9C5kly1bxooVK+jRo4ch8hGlNH78eAYNGkRAQAA3b94kLi6O119/nejoaPr3749CoWDAgAG8+eabOlffDx06lCNHjjBw4EBMTEwYO3Zssb2xZeXeWQYOHz7M77//Tu3atYmPjwcgKyuL06dPa2OMjY1Zt24dI0aMICQkhGrVqjFo0CDtLA0lMWbMGFQqFT169CAsLIyWLVuW2c8jxOPGxEjBkn0XUSgg62YBdpaV82tHIcSjTaH+7wDJB/Dw8CAiIoJ69eoZKieDys7Oxs7OjqysrPsu3Ll16xZxcXF4e3tjYWFRQRmKR428r8pGbHos/df1Z/lTywlwLH44iSgf3249g5+rDR38XbAwNX7wBuXsypUrzJs3j+HDh+MhQwuEqDKKq9X+S+8FEd555x1mzZp13wVCQgghHi9jQuvRvaF7pSxihRCPhxINLejbt6/O423btrFx40YaNGigc3U3wKpVq8ouOyGEEEIIIYpQokL2vxPIP/PMMwZJRgghRNWSnpPH6ujLtK7rhL+bzLMshChfJSpkf/nllwcHCSGEeOx8si6WNTFXGBhSm096B1Z0OkKIx4zeY2Rv3rxJbm6u9vHFixf59ttv2bx5c5kmVpFk/K8oS/J+Eo+y55p50rimHY1r2ld0KkKIx5De02/17t2bvn378sYbb5CZmUmLFi0wMzMjLS2NGTNmMGLECEPkWS7ujPfNzc0tdClTIUrjzh9+/x1PLsSjoFUdR1rXlXmZhRAVQ+9CNioqipkzZwKwcuVK3NzciI6O5q+//mLy5MlVupA1NjbG3t6e1FTNmtxWVlay4IMoNbVaTW5uLqmpqdjb22NsLFd2i0ePfEYKISqS3oVsbm4uNjY2AGzevJm+fftiZGTEk08+ycWLF8s8wfLm5uYGoC1mhXhY9vb22veVEI8qtVrNmpgrpOXk8Wobn4pORwjxmNC7kK1Tpw5///03zzzzDJs2bWLs2LGApvB70KS1VYFCocDd3R0XFxcKCgoqOh1RxZmamkpPrHgs7LuQwZjlMZgaK+gdVANnmwcvHS2EEA9L70J28uTJvPjii4wdO5ZOnToREhICaHpn7112tKozNjaWAkQIIUroSR8HOvm70LCmnRSxQohyo/esBf369SMhIYFDhw4RFhambe/UqZN27Ky+Zs+ejZeXFxYWFgQHB3PgwIFi4//880/8/f2xsLCgYcOGbNiwoVTHFUIIUTYUCgXfv9iE0Z3qatvScvJQqmTWDiGE4ehdyIJmHGmTJk0wMrq7eYsWLfD399d7X8uXL2fcuHFMmTKFqKgoGjduTNeuXYsco7p3714GDBjAsGHDiI6Opk+fPvTp04fjx4+X5kcRQghRRqzMTLQXf6nVat78LYqu3+7kZFJ2BWcmhHhUlaqQLUszZszgtddeY8iQIQQEBDBnzhysrKxYuHBhofGzZs2iW7duvPvuu9SvX59PP/2Upk2b8sMPP5Rz5kIIIYqSeO0mp5KyiUu7gauthbb918h4Bv9ygDUxl7VttwqU/LInjqX7LqK6pwf3WGIWa2IuE3vlbiF8W6li7ZErrD1yhdtKlbb9dPJ1NhxL0om9I/J8Gnm3ldrH51JzCDuexPHLWTpxm08kE3Y8iZv5d2Pj0m4QdjyJI5cydWLDT6YQdjyJ67fuXktxKSOXsONJHL54TSd2++lUwo4nkZV7N/Zy5k3CjidxMD5DJ3bX2auEHU8iPSdP25aSfYuw40nsu5CuE7v3XBphx5NIvX5L23b1eh5hx5PYcy5NJ3b/hXTCjieRnHU3NuNGPmHHk9h55qpO7KH4DMKOJ5F47e6c8Vk3Cwg7nsT2U7qdTFEJ1wg7nkRC+t3YnLzbhB1PYmtsik7s0cRMwo4nceFqjrbtVoGSsONJhB1P1ok9fjmLsONJnEu9rm3Lv636NzZJ531yKjmbsONJnEq++9qrVGptbME975OzKdcJO57EiSu6r33Ycc1rf6vg7mt/4armfXIsUTd2S6zmtb+Rd1vbdjFd8z6JTvjPa3/q39f+ZmHvE93XfscZzWt/7Ua+ti0pS/M+2f+f137Pv6992j3vk9R/3yd7z+u+9pHnNa99Svbd1z49R/M+2X1WN/ZAnOa1v5J5U9uWmZtPxOnKewG83mNky1J+fj6HDx9mwoQJ2jYjIyNCQ0OJjIwsdJvIyEjGjRun09a1a1f+/vvvQuPz8vLIy7v7Qmdlad6Q2dnSQyBEVZJzPQflTSU513PINpXf38rOzgTWv9Gc6EvXMFHeIvvf/0QPnbnMtqNXCHQ2JdtHMwNOek4eU1YeAuDp+vbaXt3fd5/it/0JDG/jQ81QzZCFG3m3eWvRHgAOfhiKpZnmWoble86wYHccLz9Zmw+6a74dvH79Onl5eXyyOopmdTxwqGYGwKp95/lh+zn6NavBR73urkb21uI95BWo2DSmDTWqWwGw7lAcX206Q8+Gbkzv11gbO3bJXjJv3mbNWy3xddH8HJtiLvHJ2lg6+jvz3YCm2tgP/thPUtYtlg0PJrCGPQARxy4zYdVxQnwdmT+wuTZ20p8HuXD1Br8MfoInvB0A2B2bwtjlMTTxtGfJq8Ha2E9WHSY2KZsfX2pK23rOmvN7Lo3XlxzGz82Gv0a01MZ+8U80hy9eY8bzjenSQDOLypGLGQxfeJDajlasH9VGGztjQwy7z6bzWZ9A+jSpAcDJK1kM/3kfLjbmbBvfXhs7e9NRtsSmMrGnPy+0qA1AXFoOw3/eg42FMZETQrWxc7ceZ+2RJN7pUpchrTQzWyRn3WT4z7sxNVYQPbmLNnbxjliWH0zkzfa+vNmhDgBZuQUM/3k3ADGTO2NirOmL+23XKRbvvciQVl6808UP0BS9d2L3TuiIrYVmHu8/I88xZ8d5BrTw5MOeAdrjjfhlN0qVmm3vtMPl3z+81hy8wMwtZ+kd5MHnzzTUxo7+dQ85eUrWj2pNbcdqAGyMusjUDafoGuDKN/2DtLHjf4vkak4+K98Iwd9dc0F8+NFEJq85Qdt6Tvz4UjNt7P+W7+dSxk2WDHuCJrU0r/2uE0mM//MoT3hV55chLbSxU1Ye5ExKDvMHNifE1xGAfadTGfl7NIEetix7PUQbO/XvwxxJzGLWC0F0qu8KQNSFdIYvPkQdl2r8/dbdeaC/XhfNvgsZTH+2IT0beQBwPDGT91ccYcu4dpSXOzVaiRYUUlegy5cvqwH13r17ddrfffdddYsWLQrdxtTUVP3777/rtM2ePVvt4uJSaPyUKVPUgNzkJje5yU1ucpOb3KrQ7dKlSw+sJSu0R7Y8TJgwQacHV6VSkZGRgaOjY7lM5J2dnY2npyeXLl16JKYnK0tybgon56Vwcl6KJuemcHJeCifnpWhybgpX3udFrVZz/fp1PDw8HhhboYWsk5MTxsbGpKTojqNJSUkpcgJ5Nzc3veLNzc0xN9edCsbe3r70SZeSra2t/FIUQc5N4eS8FE7OS9Hk3BROzkvh5LwUTc5N4crzvNjZ2ZUorkIv9jIzM6NZs2aEh4dr21QqFeHh4dr5af8rJCREJx5gy5YtRcYLIYQQQohHU4UPLRg3bhyDBg2iefPmtGjRgm+//ZYbN24wZMgQAAYOHEiNGjWYNm0aAKNHj6Zdu3Z888039OzZk2XLlnHo0CHmzZtXkT+GEEIIIYQoZxVeyPbv35+rV68yefJkkpOTCQoKIiwsDFdXzZV1CQkJOvPVtmzZkt9//52JEyfyv//9j7p16/L3338TGBhY1CEqlLm5OVOmTLlveIOQc1MUOS+Fk/NSNDk3hZPzUjg5L0WTc1O4ynxeFGp1SeY2EEIIIYQQonKp8AURhBBCCCGEKA0pZIUQQgghRJUkhawQQgghhKiSpJAVQgghhBBVkhSyBvD555/TsmVLrKysSrz4wuDBg1EoFDq3bt26GTbRclaa86JWq5k8eTLu7u5YWloSGhrK2bNnDZtoBcjIyOCll17C1tYWe3t7hg0bRk5OTrHbtG/f/r73zBtvvFFOGRvG7Nmz8fLywsLCguDgYA4cOFBs/J9//om/vz8WFhY0bNiQDRs2lFOm5U+fc7No0aL73hsWFhblmG352LlzJ08//TQeHh4oFAr+/vvvB24TERFB06ZNMTc3p06dOixatMjgeZY3fc9LRETEfe8XhUJBcnJy+SRcTqZNm8YTTzyBjY0NLi4u9OnTh9OnTz9wu0f9c6Y056UyfcZIIWsA+fn5PPfcc4wYMUKv7bp160ZSUpL29scffxgow4pRmvPy5Zdf8t133zFnzhz2799PtWrV6Nq1K7du3TJgpuXvpZde4sSJE2zZsoV169axc+dOhg8f/sDtXnvtNZ33zJdfflkO2RrG8uXLGTduHFOmTCEqKorGjRvTtWtXUlNTC43fu3cvAwYMYNiwYURHR9OnTx/69OnD8ePHyzlzw9P33IBmBZ573xsXL14sx4zLx40bN2jcuDGzZ88uUXxcXBw9e/akQ4cOxMTEMGbMGF599VU2bdpk4EzLl77n5Y7Tp0/rvGdcXFwMlGHF2LFjB2+99Rb79u1jy5YtFBQU0KVLF27cuFHkNo/D50xpzgtUos8YtTCYX375RW1nZ1ei2EGDBql79+5t0Hwqi5KeF5VKpXZzc1N/9dVX2rbMzEy1ubm5+o8//jBghuUrNjZWDagPHjyobdu4caNaoVCoL1++XOR27dq1U48ePbocMiwfLVq0UL/11lvax0qlUu3h4aGeNm1aofHPP/+8umfPnjptwcHB6tdff92geVYEfc+NPp89jwpAvXr16mJj3nvvPXWDBg102vr376/u2rWrATOrWCU5L9u3b1cD6mvXrpVLTpVFamqqGlDv2LGjyJjH6XPmjpKcl8r0GSM9spVIREQELi4u+Pn5MWLECNLT0ys6pQoVFxdHcnIyoaGh2jY7OzuCg4OJjIyswMzKVmRkJPb29jRv3lzbFhoaipGREfv37y92299++w0nJycCAwOZMGECubm5hk7XIPLz8zl8+LDOa21kZERoaGiRr3VkZKROPEDXrl0fqfcGlO7cAOTk5FC7dm08PT3p3bs3J06cKI90K7XH5T1TWkFBQbi7u9O5c2f27NlT0ekYXFZWFgAODg5FxjyO75mSnBeoPJ8xUshWEt26dePXX38lPDyc6dOns2PHDrp3745Sqazo1CrMnfFZd1Z5u8PV1fWRGruVnJx831d4JiYmODg4FPtzvvjiiyxdupTt27czYcIElixZwssvv2zodA0iLS0NpVKp12udnJz8yL83oHTnxs/Pj4ULF7JmzRqWLl2KSqWiZcuWJCYmlkfKlVZR75ns7Gxu3rxZQVlVPHd3d+bMmcNff/3FX3/9haenJ+3btycqKqqiUzMYlUrFmDFjaNWqVbErgz4unzN3lPS8VKbPmApforaq+OCDD5g+fXqxMSdPnsTf379U+3/hhRe09xs2bEijRo3w9fUlIiKCTp06lWqf5cHQ56UqK+m5Ka17x9A2bNgQd3d3OnXqxPnz5/H19S31fkXVFxISQkhIiPZxy5YtqV+/PnPnzuXTTz+twMxEZeTn54efn5/2ccuWLTl//jwzZ85kyZIlFZiZ4bz11lscP36c3bt3V3QqlUpJz0tl+oyRQraE3nnnHQYPHlxsjI+PT5kdz8fHBycnJ86dO1epC1lDnhc3NzcAUlJScHd317anpKQQFBRUqn2Wp5KeGzc3t/su2rl9+zYZGRnac1ASwcHBAJw7d67KFbJOTk4YGxuTkpKi056SklLkOXBzc9Mrvqoqzbn5L1NTU5o0acK5c+cMkWKVUdR7xtbWFktLywrKqnJq0aLFI1vkjRw5UntRbc2aNYuNfVw+Z0C/8/JfFfkZI4VsCTk7O+Ps7Fxux0tMTCQ9PV2ngKuMDHlevL29cXNzIzw8XFu4Zmdns3//fr1nhKgIJT03ISEhZGZmcvjwYZo1awbAtm3bUKlU2uK0JGJiYgAq/XumMGZmZjRr1ozw8HD69OkDaL7iCg8PZ+TIkYVuExISQnh4OGPGjNG2bdmyRaeX4FFQmnPzX0qlkmPHjtGjRw8DZlr5hYSE3Dd10qP4nikLMTExVfKzpDhqtZq3336b1atXExERgbe39wO3eRw+Z0pzXv6rQj9jKvpqs0fRxYsX1dHR0eqPP/5YbW1trY6OjlZHR0err1+/ro3x8/NTr1q1Sq1Wq9XXr19Xjx8/Xh0ZGamOi4tTb926Vd20aVN13bp11bdu3aqoH6PM6Xte1Gq1+osvvlDb29ur16xZoz569Ki6d+/eam9vb/XNmzcr4kcwmG7duqmbNGmi3r9/v3r37t3qunXrqgcMGKB9PjExUe3n56fev3+/Wq1Wq8+dO6f+5JNP1IcOHVLHxcWp16xZo/bx8VG3bdu2on6Eh7Zs2TK1ubm5etGiRerY2Fj18OHD1fb29urk5GS1Wq1Wv/LKK+oPPvhAG79nzx61iYmJ+uuvv1afPHlSPWXKFLWpqan62LFjFfUjGIy+5+bjjz9Wb9q0SX3+/Hn14cOH1S+88ILawsJCfeLEiYr6EQzi+vXr2s8RQD1jxgx1dHS0+uLFi2q1Wq3+4IMP1K+88oo2/sKFC2orKyv1u+++qz558qR69uzZamNjY3VYWFhF/QgGoe95mTlzpvrvv/9Wnz17Vn3s2DH16NGj1UZGRuqtW7dW1I9gECNGjFDb2dmpIyIi1ElJSdpbbm6uNuZx/JwpzXmpTJ8xUsgawKBBg9TAfbft27drYwD1L7/8olar1erc3Fx1ly5d1M7OzmpTU1N17dq11a+99pr2P6lHhb7nRa3WTME1adIktaurq9rc3FzdqVMn9enTp8s/eQNLT09XDxgwQG1tba22tbVVDxkyRKfAj4uL0zlXCQkJ6rZt26odHBzU5ubm6jp16qjfffdddVZWVgX9BGXj+++/V9eqVUttZmambtGihXrfvn3a59q1a6ceNGiQTvyKFSvU9erVU5uZmakbNGigXr9+fTlnXH70OTdjxozRxrq6uqp79OihjoqKqoCsDevOtFH/vd05F4MGDVK3a9fuvm2CgoLUZmZmah8fH53Pm0eFvudl+vTpal9fX7WFhYXawcFB3b59e/W2bdsqJnkDKuyc/Pf/nMfxc6Y056UyfcYo1Gq12qBdvkIIIYQQQhiATL8lhBBCCCGqJClkhRBCCCFElSSFrBBCCCGEqJKkkBVCCCGEEFWSFLJCCCGEEKJKkkJWCCGEEEJUSVLICiGEEEKIKkkKWSGEEEIIUSVJISuEqHLUajXDhw/HwcEBhUJBTEyMwY41ePBg+vTpo33cvn17nXXXK6OS5Lho0SLs7e3LJZ/Tp0/j5ubG9evXDXrsF154gW+++abM9yuEqLxMKjoBIYTQV1hYGIsWLSIiIgIfHx+cnJwMdqxZs2ZR1RZAXLVqFaamptrHXl5ejBkzRqe47d+/Pz169CiXfCZMmMDbb7+NjY2NQY8zceJE2rZty6uvvoqdnZ1BjyWEqBykR1YIUeWcP38ed3d3WrZsyf/bu9uQJr8+DuDfS5dzVlpqzchQFFvLpVnas6WmiZGUUaaL0EKRAhUVI8is1ouiB2xkz4KB6ZakhlpWVErSg1lGKpmatSZlOHygZw0994sbr7vVpv3rXjT/v8+rnXOdc/3OdV79dq6zMycnJwgEpvtObmdn98dWLv9f7O3tR0waRSIRJk+ebPKxaLValJeXIzY21uSxZDIZ3N3dcf78eZPHIoT8HSiRJYSYldjYWCQmJkKr1YLjOLi6ugL47yrtkiVLMGHCBDg4OGDVqlVoa2vj+2k0GnAch8LCQvj7+0MkEsHPzw8tLS2ora2Fr68vxo0bh7CwMOh0Or14324t+JZCoYBMJvuhfvbs2di1a5fBPlVVVeA4DpcvX4aXlxesra2xYMECNDY26rUrKiqCp6cnhEIhXF1df3hlfuLECXh4eMDa2hpisRjr1q3jr327tSAgIACvXr1CSkoKOI4Dx3EADL/eP3nyJNzd3WFlZQWJRIK8vDy96xzHIScnBxEREbCxsYGHhwdKS0sNPueQwsJCeHt7Y+rUqUbb6HQ6+Pr6IiIiAn19ffwcXbt2DT4+PhCJRAgKCkJnZycqKioglUpha2sLuVyOT58+6d0rPDwcarV62DERQkYPSmQJIWZFqVRCoVDA2dkZHR0dqK2tBQB8/PgRqampePjwIW7evAkLCwtERERgcHBQr//u3buRkZGBuro6CAQCyOVybN++HUqlEtXV1Xj+/DkyMzN/aixbtmxBU1MTPwYAePz4Merr67F58+Zh+6anp+PIkSOora3FpEmTEB4ejq9fvwIAHj16hMjISERFRaGhoQF79uzBrl27cO7cOQDAw4cPkZSUBIVCgebmZly9ehVLly41GKe4uBjOzs5QKBTo6OhAR0eHwXYlJSVITk5GWloaGhsbkZCQgM2bN6OyslKv3d69exEZGYn6+nqsXLkSGzduRHd3t9HnrK6uhq+vr9Hr7e3t8Pf3h0wmw8WLFyEUCvlre/bsQXZ2Nu7evYv29nZERkbi6NGjKCgowOXLl3H9+nUcO3ZM737z5s3DgwcP0NfXZzQmIWQUYYQQYmaysrKYi4vLsG10Oh0DwBoaGhhjjL18+ZIBYDk5OXwblUrFALCbN2/ydfv372cSiYQvx8TEsNWrV/PlZcuWseTkZL4cFhbGtm7dypcTExNZQECA0XFVVlYyAEytVvN1XV1dTCQSsQsXLjDGGJPL5SwkJESvX3p6Ops5cyZjjLGioiJma2vL3r17ZzDG92N0cXFhWVlZem1yc3OZnZ0dX160aBGLj4/Xa7N+/Xq2cuVKvgyAZWRk8OUPHz4wAKyiosLo83p7ezOFQmEw9rNnz9i0adNYUlISGxwc5K8PzdGNGzf4uv379zMArK2tja9LSEhgoaGhevd+8uQJA8A0Go3RMRFCRg9akSWEjAqtra2Ijo6Gm5sbbG1t+S0HWq1Wr52Xlxf/WSwWAwBmzZqlV9fZ2fnTcePj46FSqfDlyxf09/ejoKAAW7ZsGbHfwoUL+c/29vaQSCRoamoCADQ1NWHx4sV67RcvXozW1lYMDAwgJCQELi4ucHNzw6ZNm5Cfn//DK/Z/yljMoTEN+Xb+xo4dC1tb22Hn6/Pnz7C2tjZY7+/vj7Vr10KpVPJbHozFEovFsLGxgZubm17d97FFIhEA/PZ8EELMAyWyhJBRITw8HN3d3Th79ixqampQU1MDAOjv79dr9+2v+YeSp+/rvt+OMFJcoVCIkpISlJWV4evXr3r7VU1h/PjxqKurg0qlwpQpU5CZmQlvb2/09vaaNC6gP1fAyPPl6OiInp6eH+qFQiGCg4NRXl6O169fjxiL47ifij20zWHSpEnDPwghZFSgRJYQYva6urrQ3NyMjIwMLF++HFKp1GDyZAoCgQAxMTHIzc1Fbm4uoqKi+FXB4dy/f5//3NPTg5aWFkilUgCAVCrFnTt39NrfuXMH06dPh6WlJR83ODgYBw8eRH19PTQaDW7dumUwlpWVFQYGBoYdj7GYM2fOHPFZhuPj44OnT5/+UG9hYYG8vDzMnTsXgYGBePPmzW/FGdLY2AhnZ2eTHslGCPl70DmyhBCzN3HiRDg4OODMmTOYMmUKtFotduzY8cfix8XF8Uno98mgMQqFAg4ODhCLxdi5cyccHR350xHS0tLg5+eHffv2YcOGDbh37x6ys7Nx4sQJAEB5eTlevHiBpUuXYuLEibhy5QoGBwchkUgMxnJ1dcXt27cRFRUFoVBoMMlLT09HZGQkfHx8EBwcjLKyMhQXF+PGjRu/MCP/Exoairi4OAwMDPBJ+BBLS0vk5+cjOjoaQUFBqKqqgpOT02/Fq66uxooVK37rHoQQ80ErsoQQs2dhYQG1Wo1Hjx5BJpMhJSUFhw4d+mPxPTw8sGjRIsyYMQPz58//qT4HDhxAcnIy5s6di7dv36KsrAxWVlYAgDlz5qCwsBBqtRoymQyZmZlQKBT8WawTJkxAcXExgoKCIJVKcerUKahUKnh6ehqMpVAooNFo4O7ubvSV+5o1a6BUKnH48GF4enri9OnTyM3NRUBAwD+ej2+FhYVBIBAYTYgFAgE/9qEjtn7Vly9fcOnSJcTHx//yPQgh5oVjzMz+soYQQv4yjDF4eHhg27ZtSE1NHbZtVVUVAgMD0dPTY3Z/tPCrjh8/jtLSUly7ds2kcU6ePImSkhJcv37dpHEIIX8P2lpACCG/QafTQa1W4+3btyOeHftvlZCQgN7eXrx//96kf1M7ZsyYH86VJYSMbrQiSwghv4HjODg6OkKpVEIul4/Y/t+4IksIIaZCiSwhhBBCCDFL9GMvQgghhBBiliiRJYQQQgghZokSWUIIIYQQYpYokSWEEEIIIWaJEllCCCGEEGKWKJElhBBCCCFmiRJZQgghhBBiliiRJYQQQgghZuk/ng/W9m441+AAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xs = np.linspace(-1.5, 2.5, 300) # family position along the line, schools at 0 and 1 km\n",
"d_good, d_other = np.abs(xs), np.abs(xs - 1.0)\n",
"\n",
"fig, ax = plt.subplots(figsize=(7, 3.2))\n",
"for tau, ls in [(0.05, \":\"), (0.3, \"-\"), (1.0, \"--\")]:\n",
" eff_good = d_good - sc.PREF_BONUS_GOOD_KM\n",
" z = np.stack([-eff_good / tau, -d_other / tau])\n",
" share_good = np.exp(z[0] - z.max(0)) / np.exp(z - z.max(0)).sum(0)\n",
" ax.plot(xs, share_good, ls, label=f\"tau = {tau} km\")\n",
"ax.axvline(0, color=\"tab:green\", lw=1); ax.text(0, 1.04, \"Good school\", ha=\"center\", color=\"tab:green\")\n",
"ax.axvline(1, color=\"tab:gray\", lw=1); ax.text(1, 1.04, \"unrated school\", ha=\"center\", color=\"tab:gray\")\n",
"ax.set(xlabel=\"family position (km)\", ylabel=\"share applying to the Good school\", ylim=(0, 1.12))\n",
"ax.legend(loc=\"lower left\"); fig.tight_layout()\n"
]
},
{
"cell_type": "markdown",
"id": "04bcfbcf",
"metadata": {},
"source": [
"## 4. The equilibrium — cutoff dynamics\n",
"\n",
"English admissions run deferred acceptance with distance priority; in a continuum economy that\n",
"is equivalent to finding **market-clearing cutoff distances** (Azevedo & Leshno 2016). The solver:\n",
"\n",
"1. start every school's cutoff at ∞;\n",
"2. every child unit applies to its preferred school(s) among those whose cutoff still covers it;\n",
"3. every oversubscribed school tightens its cutoff to the distance of its **marginal admitted\n",
" child** — exactly the published \"last distance offered\";\n",
"4. repeat. Cutoffs only ever tighten, so the iteration converges to the deferred-acceptance\n",
" outcome. Schools that never fill keep no binding cutoff; their radius falls back to the\n",
" distance within which the local child population would cover their fill target.\n",
"\n",
"Toy city: three identical-capacity schools on a 14 km line with uniform children. The popular\n",
"end oversubscribes school A; its rejections cascade outward and the cutoffs settle in a few\n",
"rounds.\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "50496410",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-10T18:53:24.198279Z",
"iopub.status.busy": "2026-06-10T18:53:24.198137Z",
"iopub.status.idle": "2026-06-10T18:53:24.743900Z",
"shell.execute_reply": "2026-06-10T18:53:24.743352Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"deterministic cutoffs: [1.5 2.2 2.2] logit cutoffs: [1.5 2.2 2.2]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"school_xy = np.array([[0.0, 0.0], [4.0, 0.0], [9.0, 0.0]])\n",
"targets = np.array([60.0, 90.0, 90.0])\n",
"pc_xy = np.column_stack([np.arange(-2, 12, 0.1), np.zeros(140)])\n",
"children = np.full(len(pc_xy), 2.0) # 20 children / km\n",
"\n",
"iters = range(1, 8)\n",
"trajectories = np.array(\n",
" [\n",
" sc.equilibrium_cutoffs(school_xy, targets, np.zeros(3), pc_xy, children,\n",
" tau_km=0.0, max_iter=n)\n",
" for n in iters\n",
" ]\n",
")\n",
"final_smeared = sc.equilibrium_cutoffs(school_xy, targets, np.zeros(3), pc_xy, children,\n",
" tau_km=0.3)\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 3.4))\n",
"for s, label in enumerate([\"A (60 places)\", \"B (90 places)\", \"C (90 places)\"]):\n",
" ax1.plot(list(iters), np.where(np.isinf(trajectories[:, s]), 12, trajectories[:, s]),\n",
" marker=\"o\", label=label)\n",
"ax1.set(xlabel=\"iteration\", ylabel=\"cutoff (km, 12 = unbounded)\", title=\"cutoffs tighten monotonically\")\n",
"ax1.legend()\n",
"\n",
"x = np.arange(3)\n",
"det = np.where(np.isinf(trajectories[-1]), 12, trajectories[-1])\n",
"sme = np.where(np.isinf(final_smeared), 12, final_smeared)\n",
"ax2.bar(x - 0.18, det, 0.36, label=\"deterministic (tau=0)\")\n",
"ax2.bar(x + 0.18, sme, 0.36, label=\"logit (tau=0.3)\")\n",
"ax2.set(xticks=x, xticklabels=[\"A\", \"B\", \"C\"], ylabel=\"final cutoff (km)\",\n",
" title=\"smearing widens the popular school's cutoff\")\n",
"ax2.legend(); fig.tight_layout()\n",
"print(\"deterministic cutoffs:\", np.round(det, 2), \" logit cutoffs:\", np.round(sme, 2))\n"
]
},
{
"cell_type": "markdown",
"id": "aec83d81",
"metadata": {},
"source": [
"## 5. Solving England\n",
"\n",
"The real solve: ~17.8k primary-phase and ~4k secondary-phase schools against 1.49 M live\n",
"postcodes, 16 nearest candidate schools each. This reruns the exact pipeline path and then\n",
"checks the result against the shipped `school_catchment_radii.parquet`. (Takes a couple of\n",
"minutes per phase.)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "2cc217fe",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-10T18:53:24.745404Z",
"iopub.status.busy": "2026-06-10T18:53:24.745249Z",
"iopub.status.idle": "2026-06-10T18:57:01.958207Z",
"shell.execute_reply": "2026-06-10T18:57:01.957691Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"primary: 6,353/17,815 schools have binding cutoffs, median calibrated radius 1.30 km\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"secondary: 2,465/4,035 schools have binding cutoffs, median calibrated radius 1.75 km\n",
"vs shipped pipeline artifact: 14,361 rated rows, max |radius diff| = 0.000000 km\n"
]
}
],
"source": [
"pc_lats = arcgis[\"lat\"].to_numpy()\n",
"pc_lngs = arcgis[\"lng\"].to_numpy()\n",
"pc_valid = sc.valid_uk_coords_mask(pc_lats, pc_lngs)\n",
"origin_lat = float(np.mean(pc_lats[pc_valid]))\n",
"\n",
"demand_lats = demand[\"lat\"].to_numpy()\n",
"demand_lngs = demand[\"lng\"].to_numpy()\n",
"demand_valid = sc.valid_uk_coords_mask(demand_lats, demand_lngs)\n",
"demand_xy = sc._project_lat_lng_km(demand_lats, demand_lngs, origin_lat)\n",
"school_xy_all = sc._project_lat_lng_km(\n",
" supply[\"lat\"].to_numpy(), supply[\"lng\"].to_numpy(), origin_lat\n",
")\n",
"\n",
"radii_frames = []\n",
"for phase in (\"primary\", \"secondary\"):\n",
" in_phase = supply[f\"{phase}_intake\"].to_numpy() > 0\n",
" targets = supply[f\"{phase}_intake\"].to_numpy()[in_phase]\n",
" xy = school_xy_all[in_phase]\n",
" kids = np.where(\n",
" demand_valid, demand[f\"{phase}_children\"].to_numpy() * sc.DEMAND_SCALE, 0.0\n",
" )\n",
" cutoffs = sc.equilibrium_cutoffs(\n",
" xy, targets, supply[\"bonus_km\"].to_numpy()[in_phase], demand_xy, kids\n",
" )\n",
" filled = np.isfinite(cutoffs)\n",
" raw = cutoffs.copy()\n",
" raw[~filled] = sc.capacity_fill_radii(xy[~filled], targets[~filled], demand_xy, kids)\n",
" radii_frames.append(\n",
" pl.DataFrame(\n",
" {\n",
" \"urn\": supply[\"urn\"].to_numpy()[in_phase],\n",
" \"phase\": phase,\n",
" \"cutoff_km\": raw,\n",
" \"filled\": filled,\n",
" \"radius_km\": np.clip(\n",
" raw * sc.CUTOFF_CALIBRATION_FACTOR[phase],\n",
" sc.MIN_RADIUS_KM, sc.MAX_RADIUS_KM,\n",
" ),\n",
" }\n",
" )\n",
" )\n",
" print(\n",
" f\"{phase}: {filled.sum():,}/{len(targets):,} schools have binding cutoffs, \"\n",
" f\"median calibrated radius \"\n",
" f\"{radii_frames[-1].filter(pl.col('filled'))['radius_km'].median():.2f} km\"\n",
" )\n",
"model_radii = pl.concat(radii_frames)\n",
"\n",
"shipped = pl.read_parquet(DATA / \"school_catchment_radii.parquet\")\n",
"check = model_radii.join(shipped.select(\"urn\", \"phase\", \"radius_km\"), on=[\"urn\", \"phase\"], how=\"inner\")\n",
"max_diff = (check[\"radius_km\"] - check[\"radius_km_right\"]).abs().max()\n",
"print(f\"vs shipped pipeline artifact: {len(check):,} rated rows, max |radius diff| = {max_diff:.6f} km\")\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "5daa36b7",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-10T18:57:01.959228Z",
"iopub.status.busy": "2026-06-10T18:57:01.959095Z",
"iopub.status.idle": "2026-06-10T18:57:02.256601Z",
"shell.execute_reply": "2026-06-10T18:57:02.256145Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(10, 3.4), sharey=True)\n",
"bins = np.geomspace(0.2, 30, 50)\n",
"for ax, phase in zip(axes, (\"primary\", \"secondary\")):\n",
" sub = model_radii.filter(pl.col(\"phase\") == phase)\n",
" ax.hist(sub.filter(pl.col(\"filled\"))[\"radius_km\"], bins=bins, alpha=0.75,\n",
" label=\"binding cutoff (oversubscribed)\")\n",
" ax.hist(sub.filter(~pl.col(\"filled\"))[\"radius_km\"], bins=bins, alpha=0.75,\n",
" label=\"feasibility radius (spare places)\")\n",
" ax.set(xscale=\"log\", xlabel=\"catchment radius (km)\", title=f\"{phase} schools\")\n",
"axes[0].set_ylabel(\"schools\")\n",
"axes[0].legend(fontsize=8)\n",
"fig.tight_layout()\n"
]
},
{
"cell_type": "markdown",
"id": "39039685",
"metadata": {},
"source": [
"The bimodal logic is visible: oversubscribed urban schools cluster well under 1 km while schools\n",
"with spare places reach further. A concrete slice — Cambridge and its villages. Circles are the\n",
"calibrated catchment radii of Good+ primary schools: tight in town, wide in the villages.\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "664426c2",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-10T18:57:02.257888Z",
"iopub.status.busy": "2026-06-10T18:57:02.257746Z",
"iopub.status.idle": "2026-06-10T18:57:02.490665Z",
"shell.execute_reply": "2026-06-10T18:57:02.490325Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"open_urns = set(gias[\"urn\"].drop_nulls().cast(pl.Int64).to_list())\n",
"rated = sc.classify_good_plus_schools(ofsted, open_urns=open_urns).with_columns(\n",
" pl.col(\"category\").str.split(\"_\").list.get(1).alias(\"phase\")\n",
")\n",
"rated_radii = rated.join(model_radii, on=[\"urn\", \"phase\"], how=\"inner\").join(\n",
" supply.select(\"urn\", \"lat\", \"lng\"), on=\"urn\", how=\"inner\"\n",
")\n",
"\n",
"centre = sc._project_lat_lng_km(np.array([52.205]), np.array([0.119]), origin_lat)[0]\n",
"half = 12.0 # km\n",
"\n",
"fig, ax = plt.subplots(figsize=(8.5, 8.5))\n",
"in_box = (np.abs(demand_xy[:, 0] - centre[0]) < half) & (np.abs(demand_xy[:, 1] - centre[1]) < half)\n",
"ax.scatter(demand_xy[in_box, 0] - centre[0], demand_xy[in_box, 1] - centre[1],\n",
" s=1, c=\"0.8\", rasterized=True, label=\"postcodes\")\n",
"\n",
"prim = rated_radii.filter(pl.col(\"phase\") == \"primary\")\n",
"sxy = sc._project_lat_lng_km(prim[\"lat\"].to_numpy(), prim[\"lng\"].to_numpy(), origin_lat)\n",
"for x, y, r, cat in zip(sxy[:, 0] - centre[0], sxy[:, 1] - centre[1],\n",
" prim[\"radius_km\"], prim[\"category\"]):\n",
" if abs(x) < half and abs(y) < half:\n",
" colour = \"tab:purple\" if cat == \"outstanding_primary\" else \"tab:green\"\n",
" ax.add_patch(plt.Circle((x, y), r, fill=False, color=colour, lw=1.2, alpha=0.8))\n",
" ax.plot(x, y, \".\", color=colour, ms=5)\n",
"ax.plot([], [], color=\"tab:green\", label=\"Good primary catchment\")\n",
"ax.plot([], [], color=\"tab:purple\", label=\"Outstanding primary catchment\")\n",
"ax.set(xlim=(-half, half), ylim=(-half, half), xlabel=\"km east of Cambridge centre\",\n",
" ylabel=\"km north\", title=\"Modelled primary catchments around Cambridge\")\n",
"ax.set_aspect(\"equal\"); ax.legend(loc=\"upper left\", fontsize=8)\n",
"fig.tight_layout()\n"
]
},
{
"cell_type": "markdown",
"id": "25770af8",
"metadata": {},
"source": [
"## 6. Calibration — modelled vs published cutoffs\n",
"\n",
"Councils publish each school's **last distance offered** in their allocation reports. We scraped\n",
"783 rows from nine authorities (Hertfordshire, Surrey, Stockport, Manchester, Bristol, Barnet,\n",
"Redbridge, Ealing, Lambeth — `property-data/ground_truth/`), matched them to GIAS URNs, and\n",
"compare against the modelled radii. Faith schools are reported separately: their published\n",
"cutoff applies *within* faith priority, which a postcode model cannot see. \"All applicants\n",
"offered\" schools test whether the model agrees there was no binding cutoff at all.\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "c0174356",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-10T18:57:02.492282Z",
"iopub.status.busy": "2026-06-10T18:57:02.492183Z",
"iopub.status.idle": "2026-06-10T18:57:04.229239Z",
"shell.execute_reply": "2026-06-10T18:57:04.228777Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ground truth rows: 783 from /volumes/projects/perfect-postcode/property-data/ground_truth\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Matched 648/767 ground-truth rows to GIAS URNs (postcode 0, exact name 566, stripped 65, fuzzy 17)\n",
"primary : n=225 median bias x0.95 median error x1.57 within x2: 70% Spearman 0.24\n",
"secondary: n= 75 median bias x0.99 median error x1.45 within x2: 71% Spearman 0.32\n",
"all-offered: n=295 model agrees no binding cutoff for 57%\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pipeline.check_school_cutoffs import load_ground_truth, match_schools\n",
"\n",
"truth = (\n",
" load_ground_truth(DATA / \"ground_truth\")\n",
" .sort(\"entry_year\", descending=True)\n",
" .unique(subset=[\"school_name\", \"la\", \"phase\"], keep=\"first\")\n",
")\n",
"gias_match = gias.select(\"urn\", \"name\", \"postcode\", \"local_authority\")\n",
"matched = match_schools(truth, gias_match).join(\n",
" gias.select(\"urn\", \"religious_character\"), on=\"urn\", how=\"left\"\n",
").with_columns(\n",
" pl.when(pl.col(\"religious_character\").is_not_null())\n",
" .then(~pl.col(\"religious_character\").is_in([\"None\", \"Does not apply\"]))\n",
" .otherwise(pl.col(\"faith_school\"))\n",
" .alias(\"faith_school\")\n",
")\n",
"# Select only the model columns we need: both frames carry a `cutoff_km`\n",
"# column (published vs raw model), and a bare join would shadow the truth.\n",
"joined = matched.join(\n",
" model_radii.select(\"urn\", \"phase\", \"filled\", \"radius_km\"),\n",
" on=[\"urn\", \"phase\"],\n",
" how=\"inner\",\n",
")\n",
"binding = joined.filter(~pl.col(\"all_offered\") & pl.col(\"cutoff_km\").is_between(0.05, 20.0))\n",
"\n",
"fig, ax = plt.subplots(figsize=(6.4, 6.4))\n",
"lim = (0.1, 22)\n",
"ax.plot(lim, lim, \"k-\", lw=1, label=\"y = x\")\n",
"ax.fill_between(lim, [v / 2 for v in lim], [v * 2 for v in lim], color=\"0.92\",\n",
" label=\"within factor 2\")\n",
"for phase, colour in [(\"primary\", \"tab:green\"), (\"secondary\", \"tab:blue\")]:\n",
" sub = binding.filter((pl.col(\"phase\") == phase) & ~pl.col(\"faith_school\"))\n",
" ax.scatter(sub[\"cutoff_km\"].to_numpy(), sub[\"radius_km\"].to_numpy(),\n",
" s=14, alpha=0.6, color=colour, label=f\"{phase} (n={len(sub)})\")\n",
"sub = binding.filter(pl.col(\"faith_school\"))\n",
"ax.scatter(sub[\"cutoff_km\"].to_numpy(), sub[\"radius_km\"].to_numpy(),\n",
" s=14, alpha=0.5, color=\"tab:orange\", marker=\"^\", label=f\"faith (n={len(sub)})\")\n",
"ax.set(xscale=\"log\", yscale=\"log\", xlim=lim, ylim=lim,\n",
" xlabel=\"published last distance offered (km)\", ylabel=\"modelled cutoff radius (km)\")\n",
"ax.set_aspect(\"equal\"); ax.legend(fontsize=8); fig.tight_layout()\n",
"\n",
"for phase in (\"primary\", \"secondary\"):\n",
" sub = binding.filter((pl.col(\"phase\") == phase) & ~pl.col(\"faith_school\"))\n",
" lr = np.log2(sub[\"radius_km\"].to_numpy() / sub[\"cutoff_km\"].to_numpy())\n",
" rho = pl.DataFrame({\"t\": sub[\"cutoff_km\"], \"m\": sub[\"radius_km\"]}).select(\n",
" pl.corr(\"t\", \"m\", method=\"spearman\")).item()\n",
" print(\n",
" f\"{phase:9s}: n={len(sub):3d} median bias x{2 ** np.median(lr):.2f} \"\n",
" f\"median error x{2 ** np.median(np.abs(lr)):.2f} \"\n",
" f\"within x2: {np.mean(np.abs(lr) <= 1):.0%} Spearman {rho:.2f}\"\n",
" )\n",
"offered = joined.filter(pl.col(\"all_offered\"))\n",
"print(\n",
" f\"all-offered: n={len(offered)} model agrees no binding cutoff for \"\n",
" f\"{float((~offered['filled']).mean()):.0%}\"\n",
")\n"
]
},
{
"cell_type": "markdown",
"id": "e8cdf18b",
"metadata": {},
"source": [
"## 7. How the parameters were chosen\n",
"\n",
"Each lever was swept against the ground truth (`--demand-scale`, `--choice-temperature-km`,\n",
"`--bonus-*-km` + `--schools-output`, evaluated with `check_school_cutoffs.py`):\n",
"\n",
"| configuration | primary bias | primary within ×2 | primary Spearman | undersubscribed agreement |\n",
"|---|---|---|---|---|\n",
"| deterministic, raw census demand | ×0.54 | 54% | 0.31 | 12% |\n",
"| + demand scale 0.8 | ×0.55 | 54% | 0.24 | ~30% |\n",
"| + logit τ=0.3 | ×0.69 | 64% | 0.24 | 49% |\n",
"| logit τ=0.6 | ×0.77 | 60% | **0.07** | 57% |\n",
"| logit τ=1.0 | ×0.76 | 58% | **0.01** | 60% |\n",
"| τ=0.3 + residual factors 1.44/1.28 | **×1.00** | **70%** | 0.24 | 49% |\n",
"\n",
"Three findings drove the final settings:\n",
"\n",
"1. **Deterministic choice is ~2× too tight.** If everyone applies to their nearest school, the\n",
" marginal admitted child lives implausibly close. Logit smearing fixes the level…\n",
"2. **…but too much smearing erases school identity.** Above τ≈0.6 every school's cutoff drifts\n",
" toward the local average and rank correlation collapses. τ=0.3 keeps both.\n",
"3. **The residual is a clean multiplicative bias** (offer-day frictions, waiting-list churn,\n",
" furthest-applicant noise), so it is removed with explicit per-phase factors\n",
" (2^0.53≈1.44 primary, 2^0.36≈1.28 secondary) that shift the median without touching ranking.\n",
"\n",
"Published cutoffs themselves swing ±50% year on year, so ~×1.4–1.6 median error against a single\n",
"year's snapshot is close to the noise floor.\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "93781235",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-10T18:57:04.230987Z",
"iopub.status.busy": "2026-06-10T18:57:04.230879Z",
"iopub.status.idle": "2026-06-10T18:57:04.652122Z",
"shell.execute_reply": "2026-06-10T18:57:04.648825Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
shape: (5, 5) postcode good_primary_catchments good_secondary_catchments outstanding_primary_catchments outstanding_secondary_catchments str i32 i32 i32 i32 "CB2 1TN" 6 3 0 1 "M14 5RB" 4 4 0 0 "N1 1QN" 7 1 1 0 "SW1A 1AA" 2 3 0 1 "YO62 4LF" 2 3 0 2
"
],
"text/plain": [
"shape: (5, 5)\n",
"┌──────────┬─────────────────────┬─────────────────────┬─────────────────────┬─────────────────────┐\n",
"│ postcode ┆ good_primary_catchm ┆ good_secondary_catc ┆ outstanding_primary ┆ outstanding_seconda │\n",
"│ --- ┆ ents ┆ hments ┆ _catchments ┆ ry_catchmen… │\n",
"│ str ┆ --- ┆ --- ┆ --- ┆ --- │\n",
"│ ┆ i32 ┆ i32 ┆ i32 ┆ i32 │\n",
"╞══════════╪═════════════════════╪═════════════════════╪═════════════════════╪═════════════════════╡\n",
"│ CB2 1TN ┆ 6 ┆ 3 ┆ 0 ┆ 1 │\n",
"│ M14 5RB ┆ 4 ┆ 4 ┆ 0 ┆ 0 │\n",
"│ N1 1QN ┆ 7 ┆ 1 ┆ 1 ┆ 0 │\n",
"│ SW1A 1AA ┆ 2 ┆ 3 ┆ 0 ┆ 1 │\n",
"│ YO62 4LF ┆ 2 ┆ 3 ┆ 0 ┆ 2 │\n",
"└──────────┴─────────────────────┴─────────────────────┴─────────────────────┴─────────────────────┘"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"counts = pl.read_parquet(DATA / \"school_catchments.parquet\")\n",
"live_counts = live.select(\"postcode\").join(counts, on=\"postcode\", how=\"inner\")\n",
"\n",
"fig, ax = plt.subplots(figsize=(7, 3.2))\n",
"vals = live_counts[\"good_primary_catchments\"].value_counts().sort(\"good_primary_catchments\")\n",
"ax.bar(vals[\"good_primary_catchments\"], vals[\"count\"] / len(live_counts) * 100, color=\"tab:green\")\n",
"ax.set(xlabel=\"Good+ primary catchments covering the postcode\",\n",
" ylabel=\"% of live England postcodes\", xticks=range(0, 16))\n",
"fig.tight_layout()\n",
"\n",
"examples = [\"N1 1QN\", \"CB2 1TN\", \"YO62 4LF\", \"M14 5RB\", \"SW1A 1AA\"]\n",
"counts.filter(pl.col(\"postcode\").is_in(examples))\n"
]
},
{
"cell_type": "markdown",
"id": "b4a6c49e",
"metadata": {},
"source": [
"## 8. Limitations\n",
"\n",
"- **Faith admissions are not modelled** — whether a faith school's catchment is open to a given\n",
" family depends on the family. Their fit is accordingly worse (the orange triangles above).\n",
"- **Cutoffs are single-year snapshots**; real ones move with each cohort. The model is a\n",
" steady-state estimate, not this September's number.\n",
"- **Straight-line distance** is used throughout — it is the modal LA tie-break, but some\n",
" authorities measure walking routes, and none of sibling priority, feeder schools or\n",
" designated catchment polygons are visible to the model.\n",
"- Census 2021 child counts age; `DEMAND_SCALE` should drift upward as the birth-rate dip works\n",
" through, and the constants can be re-fit any time by re-running the sweep against\n",
" `pipeline/check_school_cutoffs.py` (more LA reports in `property-data/ground_truth/` = tighter\n",
" calibration).\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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
}