{ "cells": [ { "cell_type": "code", "execution_count": 25, "id": "cae65a79", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded 635,995 rows across 57 rides\n", "Time range: 2024-05-15 12:23:34.954315-04:00 → 2026-05-26 18:00:20.956708-04:00\n" ] } ], "source": [ "import os\n", "from pathlib import Path\n", "\n", "import pandas as pd\n", "from dotenv import load_dotenv\n", "from sqlalchemy import create_engine, text\n", "\n", "load_dotenv(Path.cwd() / \".env\")\n", "\n", "engine = create_engine(\n", " \"postgresql+psycopg2://{user}:{pw}@{host}:{port}/{db}\".format(\n", " user=os.environ[\"PG_USER\"],\n", " pw=os.environ[\"PG_PASSWORD\"],\n", " host=os.environ[\"PG_HOST\"],\n", " port=os.environ[\"PG_PORT\"],\n", " db=os.environ[\"PG_DB\"],\n", " )\n", ")\n", "\n", "# LZ_attractions_io carries one row per (timestamp, ride) and uses the\n", "# Item _id that matches both ride_master and LZ_attractions_io_poi.\n", "# (LZ_attractions_io_queuetimes is a same-data duplicate keyed by QueueLine\n", "# id, which doesn't join to anything — don't use it.)\n", "QUERY = text(\n", " \"\"\"\n", " SELECT a.time_stamp,\n", " a._id AS ride_id,\n", " r.ride AS ride_name,\n", " r.capacity,\n", " r.duration,\n", " a.queue_time AS queue_time_sec\n", " FROM knoebels.\"LZ_attractions_io\" a\n", " JOIN knoebels.ride_master r\n", " ON r.attractions_dot_io_id = a._id\n", " WHERE a.queue_time IS NOT NULL\n", " ORDER BY a.time_stamp\n", " \"\"\"\n", ")\n", "\n", "df = pd.read_sql(QUERY, engine)\n", "df[\"queue_time_min\"] = df[\"queue_time_sec\"] / 60.0\n", "\n", "# Scraper writes naive timestamps that represent America/New_York wall clock.\n", "# Localize so downstream time-of-day / day-of-week features are unambiguous.\n", "df[\"time_stamp\"] = (\n", " pd.to_datetime(df[\"time_stamp\"])\n", " .dt.tz_localize(\"America/New_York\", ambiguous=\"NaT\", nonexistent=\"NaT\")\n", ")\n", "df = df.dropna(subset=[\"time_stamp\"]).reset_index(drop=True)\n", "\n", "\n", "def get_ride_time_matrix(df: pd.DataFrame, freq: str = \"5min\") -> pd.DataFrame:\n", " \"\"\"Pivot the long df into a (timestamp x ride_name) matrix of queue times.\n", "\n", " Rows are snapped to `freq` bins so all rides share a common index.\n", " Values are mean queue time in minutes within each bin.\n", " \"\"\"\n", " snapped = df.assign(ts=df[\"time_stamp\"].dt.floor(freq))\n", " return (\n", " snapped.pivot_table(\n", " index=\"ts\",\n", " columns=\"ride_name\",\n", " values=\"queue_time_min\",\n", " aggfunc=\"mean\",\n", " )\n", " .sort_index().ffill().fillna(0) # Impute missing values: forward fill first (assume line stayed the same), then fill remaining NaNs (like morning startup) with 0\n", " )\n", "\n", "\n", "print(f\"Loaded {len(df):,} rows across {df['ride_name'].nunique()} rides\")\n", "print(f\"Time range: {df['time_stamp'].min()} → {df['time_stamp'].max()}\")\n" ] }, { "cell_type": "code", "execution_count": 26, "id": "261c73fd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ride_nameantique_carsballoon_raceblack_diamondbumper_carscosmotrondowndraftfandangoflyerflying_tigersflying_turns...spanish_bambinistratosfearsuper_round-uptea_cupstilt-a-whirltornadotumbling_timberstwisterumbrella_ridewhipper
ts
2024-05-15 12:20:00-04:00-0.0850451.45794-0.063402-0.2140640.7995991.160288-2.1672690.1715892.954566-0.970477...2.4949920.589849-5.1715171.110184-1.6638171.0640785.035897-0.2815091.2556171.045173
2024-05-15 12:55:00-04:00-0.0850451.45794-0.063402-0.2140640.7995991.160288-2.1672690.1715892.954566-0.970477...2.4949920.589849-5.1715171.110184-1.6638171.0640785.035897-0.2815091.2556171.045173
2024-05-15 13:00:00-04:00-0.0850451.45794-0.063402-0.2140640.7995991.160288-2.1672690.1715892.954566-0.970477...2.4949920.589849-5.1715171.110184-1.6638171.0640785.035897-0.2815091.2556171.045173
2024-05-15 13:15:00-04:00-0.0850451.45794-0.063402-0.2140640.7995991.160288-2.1672690.1715892.954566-0.970477...-0.3612610.589849-5.1715171.110184-1.6638171.0640785.035897-0.2815091.2556171.045173
2024-05-15 13:30:00-04:00-0.0850451.45794-0.063402-0.2140640.7995991.160288-2.1672690.1715892.954566-0.970477...-0.3612610.589849-5.1715171.110184-1.6638171.0640785.035897-0.2815091.2556171.045173
\n", "

5 rows × 56 columns

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" ], "text/plain": [ "ride_name antique_cars balloon_race black_diamond \\\n", "ts \n", "2024-05-15 12:20:00-04:00 -0.085045 1.45794 -0.063402 \n", "2024-05-15 12:55:00-04:00 -0.085045 1.45794 -0.063402 \n", "2024-05-15 13:00:00-04:00 -0.085045 1.45794 -0.063402 \n", "2024-05-15 13:15:00-04:00 -0.085045 1.45794 -0.063402 \n", "2024-05-15 13:30:00-04:00 -0.085045 1.45794 -0.063402 \n", "\n", "ride_name bumper_cars cosmotron downdraft fandango \\\n", "ts \n", "2024-05-15 12:20:00-04:00 -0.214064 0.799599 1.160288 -2.167269 \n", "2024-05-15 12:55:00-04:00 -0.214064 0.799599 1.160288 -2.167269 \n", "2024-05-15 13:00:00-04:00 -0.214064 0.799599 1.160288 -2.167269 \n", "2024-05-15 13:15:00-04:00 -0.214064 0.799599 1.160288 -2.167269 \n", "2024-05-15 13:30:00-04:00 -0.214064 0.799599 1.160288 -2.167269 \n", "\n", "ride_name flyer flying_tigers flying_turns ... \\\n", "ts ... \n", "2024-05-15 12:20:00-04:00 0.171589 2.954566 -0.970477 ... \n", "2024-05-15 12:55:00-04:00 0.171589 2.954566 -0.970477 ... \n", "2024-05-15 13:00:00-04:00 0.171589 2.954566 -0.970477 ... \n", "2024-05-15 13:15:00-04:00 0.171589 2.954566 -0.970477 ... \n", "2024-05-15 13:30:00-04:00 0.171589 2.954566 -0.970477 ... \n", "\n", "ride_name spanish_bambini stratosfear super_round-up \\\n", "ts \n", "2024-05-15 12:20:00-04:00 2.494992 0.589849 -5.171517 \n", "2024-05-15 12:55:00-04:00 2.494992 0.589849 -5.171517 \n", "2024-05-15 13:00:00-04:00 2.494992 0.589849 -5.171517 \n", "2024-05-15 13:15:00-04:00 -0.361261 0.589849 -5.171517 \n", "2024-05-15 13:30:00-04:00 -0.361261 0.589849 -5.171517 \n", "\n", "ride_name tea_cups tilt-a-whirl tornado tumbling_timbers \\\n", "ts \n", "2024-05-15 12:20:00-04:00 1.110184 -1.663817 1.064078 5.035897 \n", "2024-05-15 12:55:00-04:00 1.110184 -1.663817 1.064078 5.035897 \n", "2024-05-15 13:00:00-04:00 1.110184 -1.663817 1.064078 5.035897 \n", "2024-05-15 13:15:00-04:00 1.110184 -1.663817 1.064078 5.035897 \n", "2024-05-15 13:30:00-04:00 1.110184 -1.663817 1.064078 5.035897 \n", "\n", "ride_name twister umbrella_ride whipper \n", "ts \n", "2024-05-15 12:20:00-04:00 -0.281509 1.255617 1.045173 \n", "2024-05-15 12:55:00-04:00 -0.281509 1.255617 1.045173 \n", "2024-05-15 13:00:00-04:00 -0.281509 1.255617 1.045173 \n", "2024-05-15 13:15:00-04:00 -0.281509 1.255617 1.045173 \n", "2024-05-15 13:30:00-04:00 -0.281509 1.255617 1.045173 \n", "\n", "[5 rows x 56 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''\n", "if we were to run SVD on raw minutes, the algorithm will just chase the rides\n", "with the biggest raw numbers.\n", "\n", "Frist, need to standardize the data so every ride has a mean of 0 and a variance of 1.\n", "scikit-learn makes this trivial\n", "'''\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "# Rides to exclude from the PCA:\n", "# powersurge — torn down years ago, ~90% of its rows are imputed zeros and\n", "# its loadings are pure artifact.\n", "EXCLUDED_RIDES = [\"powersurge\"]\n", "\n", "df_matrix = get_ride_time_matrix(df).drop(columns=EXCLUDED_RIDES, errors=\"ignore\")\n", "\n", "# Standardize the columns (rides)\n", "scaler = StandardScaler()\n", "scaled_matrix = scaler.fit_transform(df_matrix)\n", "\n", "pd.DataFrame(scaled_matrix, index=df_matrix.index, columns=df_matrix.columns).head()\n" ] }, { "cell_type": "code", "execution_count": 27, "id": "ac1f62a3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Variance explained by PC1 (Park Mood): 40.4%\n", "Variance explained by PC2: 13.0%\n", "Variance explained by PC3: 6.7%\n" ] } ], "source": [ "from sklearn.decomposition import PCA\n", "\n", "# Let's extract the top 3 components (\"Park Mood\", \"Capacity\", etc.)\n", "pca = PCA(n_components=3)\n", "principal_components = pca.fit_transform(scaled_matrix)\n", "\n", "# Look at how much variance (signal) each component explains\n", "print(f\"Variance explained by PC1 (Park Mood): {pca.explained_variance_ratio_[0]:.1%}\")\n", "print(f\"Variance explained by PC2: {pca.explained_variance_ratio_[1]:.1%}\")\n", "print(f\"Variance explained by PC3: {pca.explained_variance_ratio_[2]:.1%}\")" ] }, { "cell_type": "code", "execution_count": 28, "id": "4663779d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== PC1 — top 8 rides by |loading| ===\n", "ride_name\n", "stratosfear 0.179921\n", "merry_mixer 0.174591\n", "flyer 0.168501\n", "s&g_carousel 0.167793\n", "tornado 0.166206\n", "kiddie_whip 0.165978\n", "red_baron 0.165471\n", "spanish_bambini 0.165410\n", "\n", "=== PC2 — top 8 rides by |loading| ===\n", "ride_name\n", "bumper_cars 0.227223\n", "giant_wheel 0.203075\n", "kiddie_boats -0.203019\n", "s&g_carousel -0.201848\n", "spanish_bambini -0.201826\n", "pete's_fleet -0.201538\n", "helicopters -0.197268\n", "red_baron -0.197263\n", "\n", "=== PC3 — top 8 rides by |loading| ===\n", "ride_name\n", "paratrooper 0.343496\n", "kiddie_bumper_cars -0.328093\n", "motor_boats -0.268827\n", "roto_jets 0.215735\n", "stratosfear 0.196443\n", "tornado 0.195098\n", "impulse -0.189184\n", "tumbling_timbers -0.188705\n" ] }, { "data": { "text/plain": [ "array([,\n", " ,\n", " ], dtype=object)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4Z2akU//2jWn97nK6+tgudPGQjtSxWV7Uf37YAXUg69evp+3bt6syb1FQUEDDhg2j2bNn2wbUFRUV6kWUlJSEEVBnGuU+egAC4Gbmf6rV2ogsqyZ7GJsFAACgXUdrA5d8/+Gk7jSsazPq2bohThtAiklLS6PXrhlGjXPqbuO45dTedPtpfWJakRKTgJqDacYZaR2/L5+zMmHCBLr//vsjKvnmvTFu7YTMmXv+gwOYmTPSVotBfl2+LTLYAAAA9ZVcI+2aknFWKhaZKQBwB6tgmrVomF2/unzfeeedVFxcbLwUFhaGFVBnZkjJt3uCjtlr99Cg//uKPl6yNdGHAsmwh9qq5BtzqAEAACzVOBibBQCQNAF1mzZt1OsdO3b4fZzfl89Zyc7OpsaNG/u9OFV60FfynZGe7rqAes66PVS0v4p+XLM70YcCLmSeO23ZlEwfm+Wif9sAAACuaUrmTaoAACR1QN21a1cVOM+YMcNvPzR3+x4+fHgsfqRfhlqeS900NktKePVOzQChdPlGhhoAAMDuPgsZagBIjLD3UJeVldGaNWv8GpEtXryYmjVrRp06daK//OUvNH78eOrZs6cKsO+++241s/rcc8+lWM6hViXf3gy1m7J48kRfH0Z5VR6qobnr99BRXZpRTgPPCDMIzFzibR1QI0MNAAAQqCmZ3dgsAADXBdQLFiygESNGGO/ffPPN6vWVV15JkydPpr/97W9qVvV1111HRUVFdNxxx9G0adMoJyeHYsG/5Fu6fLsooPYGQ3rZbqp66LPlNHnWBrpsWCd66LzDE304ScG8zmL1bxdNyQAAAKxJmxEE1ACQNAH1SSedVGffp467WT/wwAPqJZaqqmuoQUa6VvKtz6F2T/Aqx2I1DinVcDDN3py7CQF1mHOoraor9M7fbvq3DQAAkGhSAYimZAAQbzEZmxXP0uLfvDiHhndvQat3ltbJULsp6ODAv77Nxm6SZ92+HpyMzbJoSqYtxrjp3zYAAIBbMtR2Y7MAAGIlqQPqr37dQfM37FMvrEFGGp3QqyXNW7/XdUGHlHy7qQw9FvRz3rl5fkKPJZnUhNiUzE3/tgEAANyyMJ3hqoGwAFAfJPXTzhkD2tLEi4+g7EzPr/Hw+QOob9vGxuqkm4JXORa9sVQq2rLvgPF2m8axH6SeKsz/VC0Dau1jCKgBAAD066Zn0Vka0wIAxEtSZ6jZ+Ud2UN2k95ZX0hEdm6iPZUrJd4A93vEmpd6pXvK9Zpen9J5pCVUIdWyWxb9dfTHGTf+2AQAAXFPynYaSbwCIr6QPqFnHZnnqRRh7qF0U0dWXDPXqHWV19o1D6E3JrDPUKPkGAAAIdB1FyTcAxFtK1sW4c2xWjeuOKRbW7ERAHQ5zAG218IKmZAAAANbkupmBkm8AiLOUDqjNWb9wVRyqVh3Fo9OULLWztoX79htvI0Mdwdgsq5JvZKgBAAACXkeRoQaAeEvJgFr2UEcjG8yZw1P/+R2d8dT3AeduB1NfSr4rtIWHyhT/XaPJHEBb/dv120Od4pUOAAAAoZDrIuZQA0C8pcQeajPfHurIg46SA1W0cc9+I1jMaZARYVOy1A6E9Kx0VYRZ/frEvN3cPEarTpdvNCUDAACoc11EyTcAxFt6SgfUUQg69ACxMoImW0bJd4Iade2vPBRx2boTehYVJd/OmQNo6ww1mpIBAABYkSQKSr4BIN5SMqCWGYTRKIut0h4jknJto+Q7ARnqg1XVdOJj39AFz8yKb4YaXb4j6PJdd/EDTckAAACsSRIl3ZtUAQCIl5Qs+ZYZhNEIXvWy5UgCRKPLdwL2FW8tOkC7SitoT1lFzH+Wfs71ABACM1dTWP1T05uSWZWEixXbSyg/K9NvlBwAAEAqk+ui9NEBAIiX1MxQZ3hLvqMQUOtBTEQBdQIz1KUHD6nX/KNj3cxKX4CIpES+vqlb8l333Ol/O7t/RyUHq+jsp3+kS56fE4OjBAAAcCe5LkpSBQAgXlJ7D3UUgsfKQ9HJuCZybFZZhSegZrHeR62XyKPk2znzv1WrsVn6vz+7kXB7yirV33hL0YGAWWwAAIDUbEqGgBoA4is1A2rv6mRU9lBrWdZIGopJIB2NzuOhKj1YFbeAWj9H6PLtnPmfqtXWAP3c2mWoeb+81QgzAACAVIaSbwBIlNQMqI051JEHFPpjRNTl2xsAVSUgQy0l34F+hx0lB2n0P7+j/87eEL0u38iQRtCUzCJDrY/Nsjm3ehB9QAuuAQAA3Kw2wsksRsk3MtQAEGcpGVBLQ4pobOHVS74j6vLt/d5Y72EON6B+5PMVtHJHKd0zdVlEP0t/fM7uR3qBrC/M/y6sRr7pGeoaBxlqBNQAAJAM3lu4mQaPn04LN+4L+zHkuihVigAA8ZKSAbWsTlqNHkpcU7IaYx9svINMfQ+1XRn2tuKDUflZeiky/5qJWEBIjS7fpj3VNbV+ZeGHnGSoK5GhBgAA9/tm1S7aW15Jc9btCfsxsIcaABIlpTPUURmb5ZdxjTxDzeIdY/o1JbNZFODu0JHihQJzIIjRWU7Pnf/75vNo/rds15RMz1DrbwMAALiVLACXa/croZLrJpqSAUC8pWRALU+m0ehyrAeE0RibFenjxKopmV4WHi6r4Bmjs8Is+Q4yRstRhhoBNQAAJAFZAN4fQWUVAmoASJSUDqijnaGOpMmZkw7NidxDrQfd4bI6PxidFZ2A2rxYwQlqq60DfnuoUfINAABJYH+l5z4FGWoASEYp3pQsugG13qAsVHoQHe/RWXpAXRXLDLXF+UFA7Yy5hNu86GI1ss3q33cFmpIBAECSOVBVE70MNZqSAYBDXLm7tegAbd63nyKRkgF1Rnp6FAPq2uhkqPWS7ziPznKyhzoq2Xzt98rLyvB8LIJFiPok2Ngsq3/LVn8zveQbe6gBUsPaXWV01Svz6JLnZyf6UABiQq5X5d5MdSRNyTA2CwCcWlxYRMc8/DVd8dI8ikSKBtT2QQg/aS/cuNdxsO1X8h1mZtncrCvena/1cm6rjHG0uo7L+eEKgaxMzx8Be6idMf9Z6pR8W/ybsWpMhpJvgNTTMDuTvlm5i+at3+u3QAr1V6pN0JAtSvsrws9QS98cqVIEAAgmp0F6VJJQKRpQp9tm8G55Zwld8MxseuabNY4eSw+i9eCQSwOclgeYjyPeZdBl+h5qi5Lv0ijdoMnvlZmRRg28qxoo+Y5OhlpKvvUbhWAZajQlA0gNrRvnUPsmuWpCxJLCokQfDiTYmp1lNPD+L2nilyspVRyIQoZaronIUAOAUzkNPBW1B222xNbrgFqCDqsM3qe/bFOvX/phfdgZag5uzn76Rzrr3z84ChjNme24Z6j9Sr7r/uw9ZZVROT45Fw3S0ykLAXVI6pR4m/7tytaDbG/m366LvV+GGl2+AVLGkZ2bqteLNu5L9KFAgk2auUZd15/62llioN6NzcIeagBwSO6r9R5E4UjJgFpWJwOVaEtJcjhjs8orq2lveSXt21/l6MnfvPc6nrOZOejy20NtsQKzu6zC73270VpOV4cbZKZTg4y0iDLUO0sP1qsu1cEy1LxAcWSnJjSoU1Pbr6mToa5H5w8g1Q3u1ES9XrQJAXV9py+spgJOUlRq91eRXkcxhxoAopGh3lV60PHjpNazcghdvrMzPScwGD0glLf1VQw9gHFjhnp/VbUasSSsAtw9UQqojZLvdF/Jdzid0TnAP+6RmXT5S3OpvjBnm83/Zjo1z6P3/3AsvX7NMJKqb7seAQIBNUAKZqg3FVlWp0D90Ti3QcAJENHC/86WbS2mWWt2x/S+Rb+R3R9BhloW9RFQA4BTOd54kJ/jzDHS2U//UL8DankyNZfNhpeh1gPq2jpBdIV31EPAx6iToY7fHmrzfGnrDLV/yXdFdXgrxBIEcjAdyR7qjXvK1XGu3F5K9YX536rVdgUn/76xhxogNfVt21g1Tyk+UEXrdpcn+nAghv41fTX9b0Gh7edzvRkVtqfc//odTXwdOuOpH+iyF+eqf3exoi/+chIg3AUj+T4E1ADgVLa3KZlVkvRgCEnB1AyovftnAo2Ccloy5Tc2SzLUh/QMdfDg08kIpHg0JLPPUFdGqeRba0qWGX5AXebt8sl7xFKtk6kdOU2y9SvQiLZ0+fdtsXUAe6gBUhMvUg7o0IQ6NM2lXaX+VUWJxt3HI53hCR6rd5TSP6evotve/dn2+ndQu+/YUeK8JDFUmRnp1Cg7U71dtD92gbt+3eJ1Yv33C2tsFvZQA4BDejyoPxfxAl1VCPGQ55kyxWR49+9WBwhKnAfUdUu+D2pZaf1tO+bAJ5J51qEqMQXUViXqe8ujU/It5d2q5NubRQ1nv7i+L50XBAryfOVtqUpGl/Feaf4bBVqH4PNbYTs2C3OoAVLVf3871Njv5RZcSXTxc5752BsePiPRh5P09Gv0tuID1KFpXp2vOahldHeWxHZxpUl+A7W4zT1jYmW/ad90eUU15WWFfntarY3uBABwIi3NM+qXY5+DIW7prUd7qP0/rmeTne6h1vcnySzgUDPUdcdmxTFDbdqPZBUsmy9m4c6OloWCSEu+9WMuMZWspyrJREh39ECLQdJ0z7opGfZQA6QqtwXTbOUO39acWGYx6wv9hm7THuusv37N3hFC05xwNMnNUq+LD1j/bflvPnXxFnpnvn2JejDmiRT7wxydJRlqlHwDQChypNO3FiOFOpc6pUu+zUFJqZatlZLkYPQxU5L61/dNO2tKVuPqkm9zZ7uwS771PdQWJd+ceeYN/sFmZ+rHXG8Cau+NgJy3QOsQxh5qy6ZkmEMNAImxOIQZ2TtLDtKNby6iOev2xPSYko3e5XrTXpuAWrvR2xHrDLW3QqzIJkP9y5Zi+vPbi+nJ6auMSqtQHbDIUIdDrpso+QaAsDp9a8+toW49Sc2AWsZmmQKOEq2phtO6eD0Ylsfza0rm4ISbM9Jua0pmXoWJuMt3RhplWYzN+nlzsXp5d+FmxyXfJQfC7/iZTGpCyFBnOm5KFr9/ZwBQP+nNqpYUFjv+vg9+2kKf/ryNnv9uXYyOLDnpXa432gTUesl3KGNdwlGQGzigHtK5mRqTubX4oO0CQDAHo5Wh1vq4AACE2pjMLykV4gi/lAyo5cnU3ClS30/sJBA2B4RSCu1X8u0gaEloU7IKBxnqqAXU3ixruq/kW8/wS6BsPqY6x1xZ/zLU8k+iQWbwhnqy+m5Z8q2vrmEONQDEwFvzNtFTM1arjKS+UL1ks/MM9dpdZep1uEFYNPHv8fWKHa5orOaXoXZS8h3jDHXTPE/Jd5FNl+/crAwa1NEz0m3W2j1RKfkOdxa1XBORoQaAcEZn6fGdkx5ZKd+UzOiCbAo49Gyt083mVl2+9ZPs5HHqjs2qTVhTskoHAXVFpHuoM31zqPVKgPJKX0DNNzDcCCBYhlov009lkm0+oWdLOqJDE+rYrG4jGidz1jE2CwCi3XSMF1kP71Cg3ufn7jvf/0W9fXj7Ar8MNZd8B3pu163d5Rn9xUGs0++JlR/W7KbfTl7gisZqenZ2495yByXfB+NU8m2/P3549+Y0b8Nemr12D106tFPIP8PcxyXcWdRyScQeagAIp+RbT5Ki5FsFHFI2ay75PhRGQG01hzo6Y7P2lFXQQ58tN1bqY0H2I8sFRjpx68yrMJFmqPn8WzUlk+CYf/1AKz9+e6hjOPvSTaSaonebRnTxUR3VDUo4TckwNgsAooUXkS98Zhad9fQPtGZnWZ1r5/s/baFirRR4b3klbXcQ4HEALY/H14LdptGN8fbTJueZ9Ug9++1a+uNbP9k2vNH3D9tlqA9oQffOGI9QC1byzeR6xRnqcPZRRztDjS7fABAKmfzkt4caTcnsmzbp5cPhlHzL2/57qB1kqE0ZX8nk/vWdJWr/2BUvzaNYkay8lG05yVCH35RMunxzC/q6e6j9Ms8VVUHnUNenku9QStUCNyVDyTcARMeWogNqZBJ7+cf1dZ5jvl6+g3aV+Qd024uDB9QceOuZ7USXWkvQGMq9QbgmzVxDHy/ZSjOW7wyaoeYKM6vMsB6A7i6rqLO9LZqaBCn5ZoM6NVE3pHwsslASCvP2pPD3UHuvoxibBQDhZKj1+C7Eku+U3ENtF3D4lXwHOFE8+/GH1bvrlI375lCHtoe6zhxq7/vfrdpl3LTEiuxXbp6fZduMTcoaGuVkRqcpWZA91J637W9a6mPJdyilaoECapR8A0C0bNQypO8t3KwCJr08lzOJX6/wDwydZEyl3FsU7ovdNTCU7ESs5zrzNVKuaZ/+stXya8zXxsK9dc+N3iyHE8KhliaGoqm35Ls4QMk3jyG9/OjO9OeTe1JD731ERBnqcLt8y9isBG4fAIDkk2M0JUOG2mGXb2cl33+dspjGvTSXft1a4hdcSiDsV2PvoCTAHPhIhjoeJKBulh8oQ+35WOOcBhHNoTaakmXalHxrgbJ5nJdO9lrXq5LvEG4EjLFwptI6rhDQ/83z2/HsKA8A7rSrtEK9hErvMs3XzBnLd9QJfkSWNyi1Cqj5Gjhr7W7jemne5pToDLX+OzkpWQ+Xfj3jhQirTKz5Y3vKK4LvOY6gAeX3q3fRw5+vUH/bQHuo9wUo+WZ3ndmP/npKL2pbkBvyMZiPX19Ud4pLzeVeC3uoASAUvCgY6bbJpMhQf7tqZ0jty2X/TE3ApmT2jycZ461FB/wClMqolXzHvylZs4beDHWAku/G3rK3sEu+pSlZuk1TMj2gDnDBdOMc6i+WbVfjvmJVTSA3Ak4W1u0y1Fb/FkN9QgCA1MLP56f/63s66sHpIZfSbtrjn0nmRWa7a3HPVg3Va6vA/fOl2+iyF+bSmH99rwKftd6yYHm+s8rCJiygdlCyHsisNbvpvo+W0fuL6o6H1MumeSHbnN232j+8z5QZ5vNnfl4PdbyLjueA877u771VeWYFud6S7wAZ6kiZExP6orpT+uUQATUAhDM2S7+PDrXLd1IE1De+8RM9882ayDPUfmOzamybZ+z3lhvxk7oegB6KUlMyfhx9vrWUVIWLFw7sjqPMG5BKybdV0GUE1BGXfNcGnEOtl3EFDKhdWPL9zDdr6db/LaFlW5zPWQ0rQx1Bybd+UyI3qhidBVC/cYaTS7WZVQDnpOSb98iyZVtLbKuyfAF13YD0582e5811u8vV/OnN3hLv/u0KgmaoeSH8rg9/oYUb91K4eGGWF0Ptrvl6QBppQP3rthKaPGsDfevd0qUzN/biOdxm5g7X+8r9v8dz7+Jfqh5OAGq+xsr13y5DzfdPsRr5Kec/LyvD7x4sFPqxoeQbAMLZQ60H0SnblOykPq0ib0qmrQ7zBckuUywXJw4A9RFXVWGPzTKXfNf6lZXlZ0c2vez3ry+k4RO+tlxBloullHybM9R8juR3NDLU4Y7NMgJq6z3Uesl3oJIu/XNuyVDLcTTylsW7MaCWf4tcepnnfXJAhhqgftMXJbkZVihkRvTp/duo18u3ldh2YO7hDait9iDrXZf//fUa4/m0f/vG6rUE2FYe/HQ5vT5nE13wzGwKBy8Qj/7nd3Tsw1/TyRO/tcyg+wXUEZZ8SwNQbrxmVnzA87GG3ms+L3CYr4Vy/2E3rkovj5aF8khKvuW+SK7/gRq2xWoLllynmnsr6cLLUGsBtXdBHwDACVmc9JtDfSgFA+omuZlqNq9Txpxe02q0OdtpFQxzkCIBM1/o/Lp811hkqB2UBFSb9kxzdlq/gQh1FcTsq193qIs3lyQHa0pmzj7rP1sunJE2JcvigNr7j9O+y/ch22y7fsOm73tPJGMVPzczxiXfkWeo+Ykh17vSj4AaoH7Tg6CZK3c5XqTkbK5kqEf0bqWeV/i5eeX2kjqNvPwCaouAVQ/4uOmnXJd6tGrk+Z6Sg+q6YzVC0irTGwr+edu8Wed1u8pppkWWXp/rHGmGWhavzaXaeoZ6YMcm1KV5nmdfuul45Fy1b+LZi7zX9DjynM4Lp9IALJKSb6nck6akZrw43si7AGD1O0U1oM7PDnuBQE+QIEMNAJFnqF1Y8j1p0iTq0qUL5eTk0LBhw2jevNDGRB3To0VIe2L0gOPrFTuMoM58I1FhEcjqe8zKzAH1Ias91MGf+PUstzzxF2rNXgKVPwejl7DtMK2sc+AuF6Zm3guVOUOtB9RGl+9wm5J5Fw54QUMy1Hppu98eaptSbvPKtL7v3c5b8zbRi9+vi2kDLjkOadwWbbLmEkpTMn1FXv93yU8M8uQQyY0WACQ/fSGZg9ZFG/fZfi1flzZ6901zJpcDHb6cdm6eT33aeILf+Rs839+9pSeAlmtuO28AaJUB1p/7+SZlj3fudLuCHM/nK6vpXzNW0clPfEsvfLfO73slGA7X1iL/7/95S92Z0wejmaGWgNpUqq0H1Jx9HnN4W/W2uRmYOaA2NwOTGdS5DTIoNysz4gy1k2tbgWTLY5Wh9h4//xsb1bc1DeroPIEi9AXm9KRIFQGAW+RIUzK/hKnLMtRTpkyhm2++me69915atGgRHXHEETR69GjaudP5Xq4TerYM6WfqwfdvJy+gZ79ZS2t2ltJq03xEHt2x07TfS78wcXCtj7ySplsVIZZ8W43N8s9Q14S9N0lfQdlhKrXT9yw3zbfOPh/UyoSly134c6h9Jd++PdS1lgsHdiXf5nEZvHput++N8d7Ahz5bTuM/XU6f/BxaOaNTfD7MndBjV/Id/GtlxuahABlqrugY2qWZ0XkXAOon80KyBLNWwfTxj86ks5/+UQU4X/zqCfQ4UObnkX7e/c4SkLf1BsOMr1+tGuXYzkU2L5TK4m8b7TEmzVyrXj/42XLjuSzQc79T20v8y8l/2eLJsNtd9yPOUAco+ZaAlAPqw7znc4up3F32UHdomqde7zM9zn5tv3G+7DmOYA+1VIEF2s4k5efFQTp9R5qhPql3K3rxyiH0x5N7hvwY+r85Ht0JABByUzI376GeOHEiXXvttXT11VdTv3796Nlnn6W8vDx6+eWX63xtRUUFlZSU+L1IhjoU5mw2ZzB5HxZf9Hn1U8qXLn5uNp03aZbf1/p3oq72y9ZKcOi3gnEojJLvmhoqNDVhCfeCqGdwubTN73MVVUaAle9dyTZny+UfTE5muhF8hR9Qe7t8Z/gy1Pr50wNqu6y8fJzLxhn/zQKtvj86bYXKwPBevLOPaE+xoJ/jcGZsyo3IpJlrbLuEy/aEdAcZamNLQ52A2pehnvSbI+md64cbN20AUD/pzTjtynY5cP37B7+ot4sPVNGHi7eoTtXskqM6qtedm3sCvD3eAE+2lQje/8pPX7zQZy5TNi+UymJgi4bZxvVaMrLszbmb1Gvz86U5UA8lQ31Ul6bGPnDzNU7fGsPBfjg/x7x4zY9prhCSWc5NcrOodeNsyxJ52fLUvqldhrraOP/SxOtANDLUAbYz8fGyIu8e8GjTf6dw6QvMIRQ0AgAQx0Dm+M5VY7MqKytp4cKFNGrUKN8PTE9X78+eXbfByIQJE6igoMB46dixo9+eJKfMq5N8g8B7x/hJ9u9j+hgrEXLB1i9G+oXfk6HWA2qrDHV4Jd/bTGVo5hsOp/S9yJxxn7tuD723cLPKyEupH5dyS7BsXgCQ352DsOwIA2ppQMbn32oOtZOxWfI1LRpmGYGjXadvvvF5Z4Fn3/j9Zx8Ws1EZckPK2YBwf8Y7CwrpsS9W2narlxs4JwG1fVMyX4YaAEA9f5nKdK0ypz8VFvmNTeKpBvz8cmq/1nTjiB6We2y55FjHz/mSnTU3JrNbMOaKH2nQpc9b/m61Z9/0yu2lfl8fztQHyTgP7dpMdbLm69uqHf6Pq98D8PU5kvGI/PvItcu8eKFnqCWjz9cxPRMv56qDN6Cu05TMe5PHwbSUfNs1igvl+hao+uqiIR3oztP7xGyBVhb2zf+mwqny4lPvpBcJAICQbZJ6mber9lDv3r2bqqurqXXr1n4f5/e3b99e5+vvvPNOKi4uNl4KCwvD+rnmah+52PBqeLeWDY3SZqGvuuqlaZ6mZHW7fPt1gXPUlMxc8l1T50Ib7tgLfS8y3yiNfX4O3fK/JTT2uTnGz+BSLiNjbFoAkN+FV4YlKxx+l29vhjozTY3OMp8zv/JvmxsjCbS587l0HeUFESsyy7Rbi3wa3LkZxYpvBT/8cu+t3uoBc1m+OUPtJGCXoDtQhhoAwCoItcpQbzUFkNLde2SfVkZwYi4Jtsomtmzkybru8o7pCrZgzBU/ElDr11J5zl9hCqjDyZBK5RaXrh/ewRMQ/mIaf2jORCzaZL/PPBg+X7KP2rx4IXuouQFoK2+Gmhe5JajlYF+uk0ZTMtNjGNncBhm+aQ5h3j/wNUSuuXZNydg5A9vT70/sTr1ae/bRR9uBKATUcj1EuTcARGcOtYsy1KHKzs6mxo0b+72Ew+4JVfYBmTN4evMQfSXdMzar7hzqg6FmqOuUfNfWuUiGM3cxUKaXy/K+Xu7Zp843LPI71y359gZhmRmRl3x7L2gN0nkPtffnHaq1DKDtFhD0gLpJkIBayuY7NvOUIsaKnukPl/y9rUabMfknIvujA5HsR92mZMhQA4D1giBX/ejPRYHmI4uuLfKNt81zijn4Oc67HauVN5CWxmQf/rTFL+sqz/f605tU/EhAbZVV567cTo4zEGlqxnu++7bx3FOsMfVTket+v7aezwdq3OaEZOrtM9RZauFTrikyu1u//5AMNd/g6Rl02QLF2WlZ1Ai3KZl+XY7VSEgnxh3dma45rqtRBh9JQI3t0wAQdlMyPUMdYiwU04C6RYsWlJGRQTt2+Hex5PfbtPHMtYwFu5hExkKZGzX5Zai1wJZvAvSAWjK3oY7NMjcl48eUC600FQk3Q21VAnf+kZ69xB/8tEW95ou21Z5mvz3UDXx7qJ3sC7ci54qz0+afZ85Q2JXuSck332QZnUVtglDJonRs5tt7F45fNhfT1MVb/DqvW87pjOCGwxdQVwVuSuagVM2uKZn8W0SGGgCEZD+5U7dd92m7RUs9oLbKUE8cewRddUwXevPaYepjvzuuq7r+8rVnynxfhZk8/7ctyK3zeFZ9KYq9jbLMAan5ODmTvMI7xit4QJ1rZNDNjb5kYfnYHs29j1u3E3g4+6jN+5+NPdTea1vrxjl+JfJSTcfXYr5f4X4knseprJPN5ex0XoQBtTSs06//icDbCu46sx+18p6PSAJqjMwCgHAz1P5js1yUoc7KyqLBgwfTjBkzjI/V1NSo94cPHx6zn2u3f6bA21gj21RWpHeu1FeIOejTYxYJjP3HZjkIqE2BDwdVkimWTp52Xa850Bvzr++NUSaBMtS8ov3O74fT6f3b+jWP4eBULpZ80dFLheUfD5+TSEu+fQF13TnU5ky6fZdvLaDODTyqo3Cvp5Svo/cchovP8Z/fXkwv/bA+Zhlq6axrvsGqs7ruYOuXkaE2/bsa2bcVvXv9cLptdO+wjxMAUjNDLU3FzA3D9EVD+RpZ7JUA1C5DzfuA7zv7MGOe9LE9Whh7rmeu3Fnnuqp39ZZA2i5DzRlu82Kqfi3gz13y3By65Pk5tHDjXvrt5Pk0Z90ev6/nGyJZzOQMtTHSyrwv2Xt8fPzSuCySRl/GLOpymwy199ommX1pTCYdvvnc830MZ7LNVQXG2KwoNCWTgDpW0yviKZRtUwAAVhlq/4RpaM+r4UcIDvHIrCuvvJKGDBlCQ4cOpSeffJLKy8tV1+94kwCtTsm3FuTomVTzxdy3Hzi0km+9sZl+8eSLplx47ZqKcHMY3kfGTa1uG92nzufLvBfEMwa0pUmXHWlcXHnFWYJlzx7qNL/fIyPdv7yBs5q+ku/wLs6y4MAjs+TnSfm4OQNvDrAn/7heZRLk5oo7juYcSg84qkNKvjtFWPIt++kOa9c48E1HBHuo5Yao+EClulE0L/oYXb7Tw89Qc48AfgEAqBMsN5MMdd2AWjK//dsV0MY9nufVLi3y/Z6nzM9/dh2Z5XlUrnO88CcZ1DZaBrJRgICaF3X5+iUVPU3zGqjrtGR4GY/B5K+r3F9DD3z8Ky3ZXExfr9iproN8PdQbkvH1kK//xkgrc+ds73WQZ2tz2TH3uvh5cxEN6+bJWIeqqUUgzOdBzrNUX/kC6oN+9wF53mZjfLw811uvbPKVfHNA7Z1DHeKNn3lkViTXNrcwMtQIqAEgRJJo1TPUruryzcaOHUuPP/443XPPPTRw4EBavHgxTZs2rU6jsniw20Otl3zrGWpzZpQDGA6G9DIAZ2Oz/AMfvkAyXi3Pz/aWbFlkbPliLE1ZFmyw3tNlNBTRbkr4QjvmcM8NhbnLtzkDfSCKY7OqtKYgEtht93Ywlb1aUuKuB9R7yirovo9/pee+W0ezvRkG/n5ZnbdrRCMl2pHsoeabnF+3ekoGpWGNXclkuBlq/v3lxoorE6wWT2S7oZObASlpC3d2OQDUH1Jh06WFd67x/so61S0SsPXTFhX1cm+r5z+7rSUtG/mXMevBnp6hNkq+tWsXvy1PgbyQKddgKVfXS77Xa/urOZgWd7z/M23et19dZ6UZZLuCXL9mYfqiAp8LuYnijO8Qb4PLeev3UsQZam0BgP8O8jwvi/tS4izNKo0Mtfe+QO5Z9gYr+bap+ApGFosjqb5yCwTUABAuiQsPurXLt7jpppto48aNas703Llzadgwz36rxGWo7Uu+efa0MPV8MgIivwy1gxMu5d28Ss52lhw0LrqywmzVXEwvX1uyucgy0JWxWeZV/htO7G68zTcW3ChM6I9jmaGOsMs376GWrDHfRPDNmvx+rb03VFzaLU1rOKsgZExK84bZxt/Lan8fL3zs9pZRR1Lyzfuw+Rzyf6YeLRsGLJkMt2kL/+76ObXKEIVS8n3lMV3o35cOUh14AQCcBNSy8MhPNfKcyluJPlqy1Vi05G1DUtptDqi5xFtf8LPryNxK6/TNz/ES7PG3yuf8MtRaMMcfk2wpXzekSqyLtxRdz9Su3e3fWEwy2fz7HvfITDr24a/p6a89YwqlO7VVKbY+d5Svx0d38wTUc9b7l49HmqGWc8xBsNyDmEu+zRlqeRy9Wk6f2RxpUzL5t5ESJd8hjJ4EALAcm5UqXb7jlqHW5lCbV5Ht5mXq5dKVppJvvZuplUPeFs7yB5OLZjM9Q21xQZy9do/fSsmyrf6jPphkfs2NXXq2bkQ9W3kCxBN6tVBlwlKGrTdak388ufoe6nC7fHsXDrghGf+uUt63YU+5sTe6tTd7wdc+WWmfvtzXtE72fXNHWmMPtUXJ9+Z9nswD3/xJ+Vw4lnrPaZ+2jdXe74BlcWHedJi76lotEIRyMzC4c1M664h2agQcALgfB0H3Tl1qVCfFk2Qhm+dnGUHs1ZPn07Sl2+m2d3+mP731E81Z58nG8nOu9PXo4s0KC87w6vuo7QJq2XfN1xF+7pTrXX6WL1jWq6p4ooPxMX4+937NlqL9Rg+TYBlqWVR+4Yohxvu8iDnLew0dO7SjEXAzXkSV65x+7eWF1aO9Zd4LN+5ztKXLigTu8zfspQUbPOd2i/eaJY3I9Ay1LLLL/YfcF8hoLX0u9m7vSDKu4Iq85Dvy7Uxu4RubhYAaAEIjCU//DDUC6pD3UOsBm9W8TP352dxMi5/DzaOozGSvq2x6F7w/Kt97QeQ9xmo1XwvopfxZss98gTeTzK/VPrSpNx1Lz447ks4b1EG975tFbZWhjrzkW7Kw8nOkwQ3vyZPj5Jsto6TvwCH1879btbvOY3lKvu0z1NEo92ZLt3jKvfvb7J/2z1CHVxYniwSB5sAaXb5xMwCQch77YiW9OnsjXfHyvKALsNHEVUMSMHKFjQR6iwuL6PrXF9Iy0zxmDtKuP6k7ndynFY3qV3dbll6lI+XGZryYKoE37w2Wa2ZeNn9cC6i9X6NvV+LHl+u07OVWzc+8gaW+DWv9bv+AulfrhjSkSzN65aqj6J4z+xmBFWfdT+jZUr3NP1+eYiXrq8915oXnHq0aqsUHXsT+WSslD4WUlnMp94XPzqYPftpMa3d5MurdW+bXzeZ7F1okcy7niRfG2eodZRbNOHO1pmQo+Q6lDwkAgE6qhjjJKNdoV43NSpqAWrtIW2Wo9ZV4KbHW2a1ic7DI+7OkFFpWQPSLbp73ZmLuur10zqQfacB9X6rAmY9DLsCXHOVZXf/JYpRHoA7UvHp9Wv+2RqAsr/UMtV/Jt8MMNf9js7oplEw8l3zrGQ7OUMt+NG74IqNT+OPLtpZYbvxv3jDLCKitMtQb9kSnIZlk/fu3t94/HY2mZHu9penC6veRgBrlagCphbfuvPyjZ4LA7af1tp1CEQv6eEK+RkgJsTD3c+Br5NlHtKOXrjrKuF7quFmkyLEJqP0yr6UVRkDNmWj9+63GZunTHSSg5qyysf3H+9zJ2Uj5vOjtnTE9ok8r+u1xXY1u49ce381YqORgyyjHloDae/2R8mn++0iW+ofVdRd7nWhpag55+7u/0Ke/bFNv65VF7b1zu7niiq8z2717qWWveS9vlZlshfJrxtk8DyXfGukLgEVpAAiVHp9xUM3PJ6EmF+tVQC1Nrsx7qPX9SVYNo3gElJRLS4m1fk9k1Zhs3a4yOmr8dPrrO4t9GWpTiZwq+fZexDljwKvh/LV8A7ZmZ5naw80r5TLKQwJsnRyPk/29kjn23yOgjc1ysIea99xx0H/Xh0vtS769+7X5gi97pL/ylnWPPaoj9WnTyLhJ0EvZdM3zeQ+1fVMy32p/+GXPvCggDcm4u62dSMdmmUu+reZqyylHQA2QOjjw+/v7vxgLoyf1jm/fA3nu4kVhfv6XRVM7VkG0rlF2g6Al3+bu1ZIhz8/K9LtOyfOpueRbsrMyKrIgL4uaeK8FUq20teiAuk7x7yMBlFxXxF9G9aRvbzuJrhje2TJ7LM/LeoZaSH+KN+dtCrnsj/Vt24j+fHJPevTCAXRCr5bqWKWsXs9Qc/ac3+fPf7lsB233NlHjEV/63m++TnKVF1dLyYIs9w6JeGzWgdRpSib3WQioASBUenzG8dcFz84K+TGS/1nUxqw7RqoO0w9+utwolXZS8m3VLZNvRLhzdVV1tbHazuXbXGLEKxh8MXttzkYa1LGJkenk9zmb/fkv2+mk3i1tA2qrTs1cyib7rPiCKkHjut3l6uv1C4ZdUzIrcjOll6hblXwH6lz+yc/b1M98b9Fmuuesfn6LE7451P4ZaimbG9W3tZpX2rtNI5qxYqfqYG6VYebFCj43khm2Gpu1dqc3oG7lv8/PjG9C7pm6lC4/ujMN6tTU9HPS6JvbTqLl20rVMcWqcYu55DtQhho3AwCpg/8/P3nJQJr41Sr6xxl94/7zzV2cubllIOZZ02Z64OUooC6pUNdOxsGf/vhyzTKXfOsNI2Vms1Gt5F1c/WbVLqNzOT/+r9tK6kxp4Od32Xutk9FZ+8qr6oyhEtyjgv9mHMjy4rE5WJcqquHdWvh1Ltd/9l9P6aXe5tLz77zHa85Q89edM7C9+lncHE7mnsr1n4N/3ibFJeGrd5Qa11tP/5VMY8tYxE3JclMoQ42mZAAQIn6e5tCKn0Z4UoRsBw3pMShFtWuSq170CzhfmK1wybfMBrbKUHMgyhlqXsyVAJYDUF4R5YD6jbmb6Nlv16omXN/fPkIFRx/8tEV9Ha88S0Bfp+Q7L4sOVNUN4DfsLjf2uvG+sPZNc1Wwyz+LG5tI5peVVVRZNiWzwjclfIOgN8bxjc3ylXzzRZaDWKtmX9+v3mVkthdtLKLh3X1zOiVQN++hZnyNu2mkpwRPgteV20uMfW5HdGxCSwqLjBsevhGVBRAeW2VeSFjrbUgTLEP9vwWF9P6iLbR4UxFNv/nEOvur+AZuaFdPV9egJd9hZ6grbOee1x35EdaPAACXGtChCU2+emhCfrY5oOYyaA7erHBga9eYUeiBl90canPJtwTDnpJvPUPt+7jvYzw2K80voG6a7wuoOQieungL3e2tkDqxV0tV9cSLs0eaFkzt8OPpJd+yqKzvCefr7fUndqO7py6jdxduDvh4/xjTl649oZvt582zrM3XLC6x57/Jj2t2q1FYTLZFsd6tG3kD6jLjmsz7p/W/AV/HOaAMdf9wpNc2N+6hxqI0AISK4z+O4bYWHwwrmGbJ/ywahH4Bl7fNJVwqy1xVrfYcyx5qDi4rtYyrBImSoeaV4oyaWiqlQyqYZpwRf2rGanUjoGchJUNpXtHnFe69Wl+ViwZ3oP8t3Kz2FkuAzE1J+ALRrUW+umngUme/gFrKkR1kqLnZCu9ZXr2zlE7xNpyRkm++MOuZ+6EPTafP/ny838Wfz43eGI1vAPSAWvaKS3m8HlBzhnhgxybq7T7evW6rdpQZZfiDtICaz4u5/JBL06RUj4N96XQaqNM1B6myd/F3x3cNq1kJL7REuoovf3++KdRHweiwhxoAos383HXdCd1oUKcmav+xeduOk0VZvwx1oIBaGwcl+4Q5cNa/X4I4vbqKr2MZxjQKT4DEW384wOSAlzOxj05baVwvbz+tj1oE4Monp8yjsyS7a64gu2RoJ9pWfFC9WF0XuJLs5y3FAftvMPn9zT9fdGmRryZyrN5ZZizYS8m3VKn9sGY3rdxRany8g7eyS18E4HsYWZzgAJz3ngdbIPEF1MmfocYcagCIxJGdm9LWnz29LsKR+gG190LBF3JZudSHdXPwxxduDnQ4oJaAmcusZH8vB9MSUEu3ah69lWlRrv1v79xLdli7xiqAFeYLNmeopYM0u2xYJxVQ83xlCVxlDxUHthJQc9MVuagbXb4d3AzJY63ROoZKQzXOnvNNFwfVXPLNLzxWRRq7sLnr9/qVi/NF/tbRvY33q4yxFelGBoIDab4h+fsYX7ljt5b56rzzsc/3Nis7omOBX4dvxuecb7b464q0gHqNd/80ryYFKnX/ctl21RGVbyzO93Y6DxXfbMmFOtI91LwosmhTkV8TPHO5GvZQA0C08DWGt9rwc65cg47v2ZLys+tOjHCyV1gvyQ5U8i2js3gclNGUzDt/Wa4x8lj68ypfx2Trke93aKCu3Xw9nb9hn3FdvvKYLkEDRiczoqVKy9y1nK8/fzutT8DH4sVRPcNuh39HvUGcGQflHFAL6WrOerfxLBpzvw9ZtOb90+bJIXytkmO5/b2f1bX1sYsGqMakdl65aqj6HazK1pMNAmoAiASPpOVtreFK+QJTuVjr2c6DWlduaXwlF1cZmyU3BMYeau+quVwU+UKmb9UZO6SjcUHmG5g3rhlGT44d6HcsekDNNyPtmuSo5luCM7gSTMrP4ZJvvZGJNOPiYPq71buNALehwww1W7WztO4e6swMdXw8auu8Qe2NDLT+df+esdoos2M/by5STWfsMtTs/87tTy9eOcTvd+fzKZlvWZHv17bA+L7mWodU3yxqX1ZXzoH8PnZe+XGDes1BfaBsSjA3nNTd8xgBbiAD4WxNl+Z5ata13disT/90vCpJ520KAFC/cAMubmTJL1Y9I8LF21n4+Vdf0JQyYn4+04NIq5GRZpJV5q06sshspVWjHKN7tSz6ysxkDow5uJb+Gf4l376O3kLKvfVMMAflgfpeOMpQG2OzfI3bQsUVVoHOg3h23GB1v3DrqZ591Wb9vNcG1qJhll9vksGdPVuSFm3aZ2x1knPHVVdy3NKYjHuZzF23R11bZaa4Hb7P4So4J01NkyWgxqI0AIRjiPe5lnE1ULuCHDrrCPsFyfqXofZenOWibF6J50CHy4f/+dUqeu7ywcZqtX9AnWbsL5bMcX52hirBEned2VeVFfNqvDS/4qD38PYF9It31qe+h/o3wzqpG4wBHQrosQsHqOwx1/B3beE5HvmDSkl0d2/wuHan54I64fMV9Px364zHy/ferATCZWWM9wfwHrTT+7cxsvUS8HI5Nu915j3gCzbsUxdpLkf+wxuLVHaVb6juPasf3fq/Jer9/y3YbGSxpcu3k6wBLx5wxl3wPnFeTOBsNnc2F3xzxRkJfRa10ZBM65ZqhZsBvTprA40zdXkNBd/scVlhJB698Aj1mm9y3py7yfKGmcv+AKB+uuCZ2cbzPj+/Xn1s15j+PH5ee+u6o9Xb5076Meh0B3PFV7Dgk7tcc7DOz93/nb1Rfaxhtud73rz2aHVdkf3AfC3VF8DNjy0dvvlaKfhtJ4GsFbmmTl28lU7v37bO2KxY4EkdS+49lRraXKf7tfMF1OZsMV/npDEZV4Wxjs18C698nvl32O/tx8Jbp7gXDGf29UA91cm2KenLAgAQCr5u8fWHn095IseD5/ansrJS+s/Vzr4/5TPUstotF2UmY6g4wOVO1Vxixl2nOWgUvM9MfwzJUPMIKHbxkI4qIGUPnXe4WuHloFjvJM0B8hvXDqPzj2yvLoD66gfvZZOvuWhIR9WUSx2nNif0muN9jU56eveILd5cRI9/sdIvmObfw8n+YF7VlnI67kL+u1cXqH1g5iwBlybzygzfYPW9ZxoNHv8Vfbtql8oKvHDFELVv+bJhniD1rXmbjJXhSosMtR3O4gsO0jnDLosY+mKGLIRw8L5qRynNXrtHjTIx34RY4WzvnWP6GtmSROO94byfrm0TdxwPALgDPwfKi7nkOVZ4UVP6WoRa8RVoBrVcx3hslV9Jtfcaw4u3sn2HcTZWfmfeQ22XoebFaf3Yw8WVYeL61xfSOws8TcfCrUByihcj7K7TeuBrrjbje4RjtF4l/DfQ7zNkIUAqDH5cs0e9PqZ7i7D6hiSrYV2b0/+uH073n3NYog8FAJIQJwOHdPE8tx7ZqUnIz58pn6HmkVVc9nbp0E7Gxy4b2kldlI7q0kyVRHGG+OZ3ltCXv3pmJXPQc8OJ3WlghyY0b8Ne1cDrnqnLjO+XzqJjBrSlP53ck/oGWAXmi+jEiz2l3xx4cpk0b3yXLqhm3Kn0K+9xXKllVnnlhGdjckD/9EzPPm0uQz5UUxPw55v/sWRzszXvWCy50TmiQ4HfAgJfwI/r2cK40eAsNmePX7hisHEhP3NAW3rg42WqpO+71btoRO9WxhxIJ5kDfnzBXbwl4OcRWzyb09zQhZu98YsY0rkpnestTU8W3DjnxztGJvowAMBlvr71pIT97JtG9FDXFH7ttOLLSfDJWfaPl2wzKrQC7TXm6yRn6PnxzU27ZJG5a4uGRmOygR2ddfS2cnTX5jT+3P40b/1eNaqKZ46yYOXRsaQvMFiNVRzerbnKqMt1Xw+6+XrJ1+Ep8zep6q7JszyNOI/p4d9dPNXxOTwqP/DEDgCAQB4893CauXKnsfU1FCkfUHN30Hd+P7xOYHme1qSK50BywHjfR8vUiJO/ndbbsyrco4V6YX8f04c+WrxVlSZzdpY/zzcBjds633vEjVXuP6d/wK8Zd3QnVZLOWW29dJp/3j/HDqQLn5mlOrT+eVRPuv7E7iGPiODgmxcJuISdG4Fx2flTlwyqEwTfcmpvapafrVZpeI8Vr+rr+7o4y3DB4A6qLJxLrLi8XTLVTkquzA3a2B2n91Gr6qd5M/+MZ7e2aJRNHy/ZauwR471zT106yO94AAAgdDwvmZ9znSzM8sLr0C7NaGRfT2PMQPiawhlDrqbi4JUXhO3w9eznwiJ1DHxN+79zDlNVVBnp6dS/vee4+OO/P6E7zV63m07s7enjEQ7OOow7urPadsWVY18u20GXD++sFtrdQJ+OYa6qY1cd28Xvc7ee2psufHa2WgCXRXD1Pd193wMAAMHxFCVueBmOtFqOhFyqpKSECgoKqLi4mBo3rj97gQLhYJubjoTbRGTZ1mJ64bt1dPMpvf3Gb4WDM91Sqsdvc3k4B9W8V8xctmeFy7d/O3k+3Xd2Pxp7lDtuZgAAAOJtwYa9aswjN5Czypbztivehy5NynTcE4UXIPh63LJhNh3fswVNOP9wtRAPAACxj0MRUENU8fgnvoY7vZDzeg4u+gAAAOHhheylW4qpZ2sui0/5wkMAANcF1HjmhagKdRM/gmkAAIDwcTm8NDYFAID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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Interpret each PC by looking at (1) which rides load onto it and (2) when its score is high/low.\n", "\n", "loadings = pd.DataFrame(\n", " pca.components_.T,\n", " index=df_matrix.columns,\n", " columns=[\"PC1\", \"PC2\", \"PC3\"],\n", ")\n", "\n", "scores = pd.DataFrame(\n", " principal_components,\n", " index=df_matrix.index,\n", " columns=[\"PC1\", \"PC2\", \"PC3\"],\n", ")\n", "\n", "# Top-magnitude rides per PC — these are the ones \"shaping\" the axis.\n", "for pc in loadings.columns:\n", " print(f\"\\n=== {pc} — top 8 rides by |loading| ===\")\n", " top = loadings[pc].reindex(loadings[pc].abs().sort_values(ascending=False).index).head(8)\n", " print(top.to_string())\n", "\n", "# Daily-mean PC scores over time — reveals seasonality each PC captures.\n", "scores.resample(\"D\").mean().plot(subplots=True, figsize=(12, 6), title=[\"PC1\", \"PC2\", \"PC3\"])\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "95277639", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Mean loading by area ===\n", "Empty DataFrame\n", "Columns: [PC1, PC2, PC3]\n", "Index: []\n", "\n", "=== Mean loading by category ===\n", " PC1 PC2 PC3\n", "category \n", "Family 0.127 0.071 -0.016\n", "Kiddie 0.135 -0.132 -0.080\n", "Thrill 0.124 0.078 0.034\n" ] } ], "source": [ "# Join ride metadata (area + category) to the loadings so the labels write themselves.\n", "# NOTE: attractions.io category names carry a trailing space (\"Kiddie \", \"Family \",\n", "# \"Thrill \"), so trim() here — otherwise downstream == / .isin() / dict lookups on\n", "# the bare names silently miss (e.g. the PC2×PC3 scatter colors all fall through).\n", "\n", "metadata = pd.read_sql(\n", " text(\n", " \"\"\"\n", " SELECT r.ride AS ride_name,\n", " trim(c.name) AS category,\n", " p.parent AS area\n", " FROM knoebels.ride_master r\n", " JOIN knoebels.\"LZ_attractions_io_poi\" p\n", " ON p._id = r.attractions_dot_io_id\n", " LEFT JOIN knoebels.\"LZ_attractions_io_categories\" c\n", " ON c._id = p.category\n", " \"\"\"\n", " ),\n", " engine,\n", ").set_index(\"ride_name\")\n", "\n", "annotated = loadings.join(metadata)\n", "\n", "print(\"=== Mean loading by area ===\")\n", "print(annotated.groupby(\"area\")[[\"PC1\", \"PC2\", \"PC3\"]].mean().round(3))\n", "\n", "print(\"\\n=== Mean loading by category ===\")\n", "print(annotated.groupby(\"category\")[[\"PC1\", \"PC2\", \"PC3\"]].mean().round(3))\n" ] }, { "cell_type": "code", "execution_count": 30, "id": "94e2c1be", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Validate PC interpretations from the time side.\n", "# PC1 (busyness) should peak weekend afternoons.\n", "# PC2 (Kiddieland vs main midway) should fade in the evening as the kids leave.\n", "# PC3 (daypart) should run positive midday — school/daycare group rates flood\n", "# the daytime family rides — and go negative after dark, when the evening\n", "# coaster/bumper-car/Ferris-wheel crowd takes over.\n", "import matplotlib.pyplot as plt\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 4))\n", "\n", "scores.groupby(scores.index.hour).mean().plot(ax=axes[0])\n", "axes[0].set_title(\"Mean PC score by hour of day\")\n", "axes[0].set_xlabel(\"Hour (local)\")\n", "axes[0].axhline(0, color=\"grey\", linewidth=0.5)\n", "\n", "scores.groupby(scores.index.dayofweek).mean().plot(ax=axes[1])\n", "axes[1].set_title(\"Mean PC score by day of week (0=Mon, 6=Sun)\")\n", "axes[1].set_xlabel(\"Day of week\")\n", "axes[1].axhline(0, color=\"grey\", linewidth=0.5)\n", "\n", "plt.tight_layout()\n" ] }, { "cell_type": "code", "execution_count": 31, "id": "8663040b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Best explained by top 3 PCs (move with the park) ===\n", "ride_name\n", "s&g_carousel 0.945\n", "spanish_bambini 0.936\n", "kiddie_whip 0.913\n", "red_baron 0.909\n", "pete's_fleet 0.896\n", "helicopters 0.882\n", "stratosfear 0.879\n", "pony_carts 0.862\n", "kiddie_boats 0.858\n", "goin'_buggy 0.842\n", "\n", "=== Worst explained (ride-specific dynamics) ===\n", "ride_name\n", "paradrop 0.079\n", "kiddie_firetrucks 0.197\n", "ribbit 0.197\n", "super_round-up 0.201\n", "sklooosh 0.220\n", "giant_flume 0.278\n", "flying_tigers 0.279\n", "scenic_skyway 0.286\n", "ole_smokey 0.315\n", "flying_turns 0.323\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Low-rank reconstruction: how much of any one ride's queue is explained by the top 3 PCs?\n", "# pca.inverse_transform takes us back to standardized space; scaler.inverse_transform back to minutes.\n", "reconstructed = pd.DataFrame(\n", " scaler.inverse_transform(pca.inverse_transform(principal_components)),\n", " index=df_matrix.index,\n", " columns=df_matrix.columns,\n", ")\n", "\n", "# Per-ride R^2 of the rank-3 model: 1 - SS_residual / SS_total.\n", "ss_resid = ((df_matrix - reconstructed) ** 2).sum()\n", "ss_total = ((df_matrix - df_matrix.mean()) ** 2).sum()\n", "ride_r2 = (1 - ss_resid / ss_total).rename(\"rank3_R2\")\n", "\n", "print(\"=== Best explained by top 3 PCs (move with the park) ===\")\n", "print(ride_r2.sort_values(ascending=False).head(10).round(3).to_string())\n", "print(\"\\n=== Worst explained (ride-specific dynamics) ===\")\n", "print(ride_r2.sort_values().head(10).round(3).to_string())\n", "\n", "# Visualize one well-explained ride vs the reconstruction.\n", "RIDE = ride_r2.sort_values(ascending=False).index[0]\n", "fig, ax = plt.subplots(figsize=(14, 4))\n", "df_matrix[RIDE].resample(\"D\").mean().plot(ax=ax, label=\"actual\", alpha=0.6)\n", "reconstructed[RIDE].resample(\"D\").mean().plot(ax=ax, label=\"top-3 PC reconstruction\", alpha=0.9)\n", "ax.set_title(f\"{RIDE}: actual vs 3-PC reconstruction (daily-mean queue, min)\")\n", "ax.set_ylabel(\"Queue (min)\")\n", "ax.legend()\n" ] }, { "cell_type": "code", "execution_count": 32, "id": "701ce1d6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Blog-ready scatter: rides positioned in PC2 x PC3 space, colored by category.\n", "# PC2 = Kiddieland corner vs main midway (spatial; see GPS-cluster validation)\n", "# PC3 = evening crowd (−) vs daytime / school-group daypart (+); NOT throughput.\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "category_colors = {\"Family\": \"tab:blue\", \"Kiddie\": \"tab:orange\", \"Thrill\": \"tab:red\"}\n", "for category, group in annotated.dropna(subset=[\"category\"]).groupby(\"category\"):\n", " ax.scatter(\n", " group[\"PC2\"], group[\"PC3\"],\n", " label=category,\n", " color=category_colors.get(category, \"grey\"),\n", " s=80, alpha=0.7, edgecolor=\"white\",\n", " )\n", "\n", "# Label only the rides farthest from the origin so the plot stays readable.\n", "distance = (annotated[\"PC2\"] ** 2 + annotated[\"PC3\"] ** 2) ** 0.5\n", "to_label = distance.sort_values(ascending=False).head(15).index\n", "for ride in to_label:\n", " row = annotated.loc[ride]\n", " ax.annotate(ride, (row[\"PC2\"], row[\"PC3\"]), fontsize=8, alpha=0.85,\n", " xytext=(4, 2), textcoords=\"offset points\")\n", "\n", "ax.axhline(0, color=\"grey\", linewidth=0.5)\n", "ax.axvline(0, color=\"grey\", linewidth=0.5)\n", "ax.set_xlabel(\"PC2 Kiddieland corner ← → main midway\")\n", "ax.set_ylabel(\"PC3 evening crowd ← → daytime / school-group daypart\")\n", "ax.set_title(\"Knoebels rides in PC2 × PC3 loading space\")\n", "ax.legend(title=\"Category\")\n", "plt.tight_layout()\n" ] }, { "cell_type": "code", "execution_count": 33, "id": "6c2f885f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Kiddieland = cluster 0 (19 rides):\n", " goin'_buggy, hand_cars, haunted_mansion, helicopters, jet_skyfighter, kiddie_boats, kiddie_bumper_cars, kiddie_firetrucks, kiddie_wheel, kiddie_whip, ole_smokey, panther_cars, pete's_fleet, pony_carts, red_baron, ribbit, s&g_carousel, spanish_bambini, umbrella_ride\n", "\n", "=== Mean PC loading per spatial cluster ===\n", " PC1 PC2 PC3\n", "area_cluster \n", "0 0.138 -0.128 -0.075\n", "1 0.116 0.057 0.094\n", "2 0.129 0.078 -0.020\n", "3 0.139 0.047 0.008\n", "4 0.117 0.141 -0.063\n", "\n", "=== Ride counts per cluster ===\n", "area_cluster\n", "0 19\n", "1 12\n", "2 6\n", "3 8\n", "4 11\n", "dtype: int64\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Derive park areas from GPS instead of a missing `parent` column.\n", "# Each POI has a (lat, lon) point; kiddie rides are physically clustered in\n", "# Kiddieland. KMeans on coords gives us an area label derived from geometry\n", "# alone, which we can then cross-check against the PCA loadings.\n", "#\n", "# k=5 carves out a tight 19-ride Kiddieland. k=3 was too coarse — it swept\n", "# main-midway rides near the park entrance (giant_wheel, grand_carousel,\n", "# bumper_cars) into the kiddie blob. IMPORTANT: lat and lon must be standardized\n", "# before KMeans — on raw degrees the clustering is seed-unstable (the contrast r\n", "# wobbles 0.60-0.71 between random_states); standardizing makes it identical\n", "# across seeds at r=0.78. The kiddie cluster is identified by lowest mean PC2\n", "# loading, so this stays self-contained (no hand-typed ride list).\n", "from sklearn.cluster import KMeans\n", "\n", "poi = pd.read_sql(\n", " text(\n", " \"\"\"\n", " SELECT r.ride AS ride_name,\n", " (p.location)[0]::float AS lat,\n", " (p.location)[1]::float AS lon\n", " FROM knoebels.ride_master r\n", " JOIN knoebels.\"LZ_attractions_io_poi\" p\n", " ON p._id = r.attractions_dot_io_id\n", " WHERE p.location IS NOT NULL\n", " \"\"\"\n", " ),\n", " engine,\n", ").set_index(\"ride_name\")\n", "\n", "located = annotated.join(poi, how=\"inner\")\n", "\n", "# KMeans on the geometry only — no PCA information leaks in. Standardize the\n", "# coordinates first so the clustering is reproducible (see note above).\n", "N_AREAS = 5\n", "coords = StandardScaler().fit_transform(located[[\"lat\", \"lon\"]])\n", "kmeans = KMeans(n_clusters=N_AREAS, n_init=10, random_state=0)\n", "located[\"area_cluster\"] = kmeans.fit_predict(coords)\n", "\n", "# Identify the Kiddieland cluster as the one with the lowest mean PC2 loading,\n", "# then export ride-name lists for the validation cell to build a contrast from\n", "# geometry-derived groups (rather than the misfiling `category` tag).\n", "kiddie_cluster = located.groupby(\"area_cluster\")[\"PC2\"].mean().idxmin()\n", "kiddie_cluster_rides = located.index[located[\"area_cluster\"] == kiddie_cluster]\n", "main_cluster_rides = located.index[located[\"area_cluster\"] != kiddie_cluster]\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(15, 7))\n", "\n", "# Left: physical map colored by PC2 loading. If the kiddie hypothesis is right,\n", "# one corner of the park should be uniformly blue.\n", "sc = axes[0].scatter(\n", " located[\"lon\"], located[\"lat\"],\n", " c=located[\"PC2\"], cmap=\"RdBu_r\", s=140,\n", " edgecolor=\"black\", linewidth=0.4,\n", ")\n", "axes[0].set_title(\"Rides colored by PC2 loading\\n(blue = kiddie side, red = main park)\")\n", "axes[0].set_xlabel(\"Longitude\")\n", "axes[0].set_ylabel(\"Latitude\")\n", "plt.colorbar(sc, ax=axes[0], label=\"PC2 loading\")\n", "for ride, row in located.iterrows():\n", " axes[0].annotate(ride, (row[\"lon\"], row[\"lat\"]),\n", " fontsize=6, alpha=0.65,\n", " xytext=(3, 3), textcoords=\"offset points\")\n", "\n", "# Right: same map, colored by KMeans cluster on coords alone.\n", "for cluster, group in located.groupby(\"area_cluster\"):\n", " label = f\"Area {cluster}\" + (\" (Kiddieland)\" if cluster == kiddie_cluster else \"\")\n", " axes[1].scatter(group[\"lon\"], group[\"lat\"], label=label, s=140, alpha=0.85)\n", "axes[1].set_title(f\"Spatial clusters (KMeans k={N_AREAS} on standardized lat/lon)\")\n", "axes[1].set_xlabel(\"Longitude\")\n", "axes[1].set_ylabel(\"Latitude\")\n", "axes[1].legend()\n", "\n", "plt.tight_layout()\n", "\n", "print(f\"Kiddieland = cluster {kiddie_cluster} ({len(kiddie_cluster_rides)} rides):\")\n", "print(\" \" + \", \".join(sorted(kiddie_cluster_rides)))\n", "print(\"\\n=== Mean PC loading per spatial cluster ===\")\n", "print(located.groupby(\"area_cluster\")[[\"PC1\", \"PC2\", \"PC3\"]].mean().round(3))\n", "print(\"\\n=== Ride counts per cluster ===\")\n", "print(located.groupby(\"area_cluster\").size())\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "6c723cc6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== PC1 — full sorted loadings (most negative → most positive) ===\n", "ride_name\n", "paradrop 0.042544\n", "giant_flume 0.044335\n", "motor_boats 0.054094\n", "sklooosh 0.055152\n", "super_round-up 0.065455\n", "kiddie_firetrucks 0.071166\n", "flying_turns 0.072880\n", "ribbit 0.079402\n", "satellite 0.089203\n", "scenic_skyway 0.090318\n", "impulse 0.092897\n", "flying_tigers 0.093864\n", "tumbling_timbers 0.098942\n", "ole_smokey 0.099403\n", "kiddie_bumper_cars 0.099480\n", "umbrella_ride 0.100910\n", "hand_cars 0.104304\n", "bumper_cars 0.106832\n", "downdraft 0.107728\n", "paratrooper 0.113176\n", "giant_wheel 0.117456\n", "pioneer_train 0.120164\n", "antique_cars 0.123976\n", "twister 0.135100\n", "kozmo's_kurves 0.137001\n", "cosmotron 0.139632\n", "tea_cups 0.140882\n", "tilt-a-whirl 0.141175\n", "kiddie_wheel 0.142947\n", "panther_cars 0.144494\n", "phoenix 0.145333\n", "grand_carousel 0.145648\n", "looper 0.148817\n", "balloon_race 0.149454\n", "fandango 0.152827\n", "kiddie_himalaya 0.154782\n", "black_diamond 0.155503\n", "galleon 0.155716\n", "roto_jets 0.156365\n", "kiddie_boats 0.156734\n", "jet_skyfighter 0.157865\n", "helicopters 0.159951\n", "italian_trapeze 0.160205\n", "pony_carts 0.160726\n", "goin'_buggy 0.161893\n", "whipper 0.162065\n", "pete's_fleet 0.162164\n", "haunted_mansion 0.162481\n", "spanish_bambini 0.165410\n", "red_baron 0.165471\n", "kiddie_whip 0.165978\n", "tornado 0.166206\n", "s&g_carousel 0.167793\n", "flyer 0.168501\n", "merry_mixer 0.174591\n", "stratosfear 0.179921\n", "\n", "=== PC2 — full sorted loadings (most negative → most positive) ===\n", "ride_name\n", "kiddie_boats -0.203019\n", "s&g_carousel -0.201848\n", "spanish_bambini -0.201826\n", "pete's_fleet -0.201538\n", "helicopters -0.197268\n", "red_baron -0.197263\n", "pony_carts -0.194792\n", "kiddie_whip -0.194522\n", "jet_skyfighter -0.190656\n", "goin'_buggy -0.184707\n", "kiddie_wheel -0.180319\n", "kiddie_himalaya -0.149156\n", "hand_cars -0.131858\n", "umbrella_ride -0.130396\n", "kiddie_firetrucks -0.084228\n", "kiddie_bumper_cars -0.075835\n", "paradrop -0.071294\n", "paratrooper -0.071188\n", "super_round-up -0.042809\n", "tumbling_timbers -0.033110\n", "panther_cars -0.016679\n", "roto_jets -0.010444\n", "tornado 0.000492\n", "stratosfear 0.011899\n", "fandango 0.015212\n", "ole_smokey 0.029167\n", "black_diamond 0.035973\n", "phoenix 0.046732\n", "ribbit 0.053584\n", "balloon_race 0.059486\n", "flyer 0.069961\n", "tea_cups 0.071883\n", "downdraft 0.074681\n", "haunted_mansion 0.074961\n", "flying_tigers 0.079766\n", "scenic_skyway 0.081828\n", "italian_trapeze 0.083423\n", "sklooosh 0.099405\n", "looper 0.101226\n", "merry_mixer 0.103398\n", "antique_cars 0.115768\n", "galleon 0.116481\n", "flying_turns 0.119074\n", "whipper 0.129719\n", "kozmo's_kurves 0.138432\n", "giant_flume 0.142256\n", "twister 0.142868\n", "pioneer_train 0.149265\n", "tilt-a-whirl 0.159538\n", "motor_boats 0.161983\n", "satellite 0.174114\n", "grand_carousel 0.175643\n", "cosmotron 0.183703\n", "impulse 0.185476\n", "giant_wheel 0.203075\n", "bumper_cars 0.227223\n", "\n", "=== PC3 — full sorted loadings (most negative → most positive) ===\n", "ride_name\n", "kiddie_bumper_cars -0.328093\n", "motor_boats -0.268827\n", "impulse -0.189184\n", "tumbling_timbers -0.188705\n", "downdraft -0.182160\n", "giant_wheel -0.175637\n", "flying_turns -0.162361\n", "bumper_cars -0.158399\n", "super_round-up -0.154787\n", "ole_smokey -0.150555\n", "sklooosh -0.144456\n", "scenic_skyway -0.118715\n", "pioneer_train -0.115972\n", "kiddie_wheel -0.108957\n", "panther_cars -0.108549\n", "ribbit -0.094803\n", "flying_tigers -0.093359\n", "kiddie_firetrucks -0.089730\n", "hand_cars -0.089480\n", "kozmo's_kurves -0.088087\n", "umbrella_ride -0.087754\n", "spanish_bambini -0.072432\n", "helicopters -0.071282\n", "kiddie_whip -0.061688\n", "s&g_carousel -0.053637\n", "satellite -0.049943\n", "jet_skyfighter -0.044744\n", "red_baron -0.040739\n", "antique_cars -0.040011\n", "pete's_fleet -0.035771\n", "twister -0.026674\n", "kiddie_boats -0.022203\n", "grand_carousel -0.018140\n", "pony_carts -0.011517\n", "goin'_buggy -0.006920\n", "paradrop 0.019726\n", "cosmotron 0.020171\n", "fandango 0.041648\n", "haunted_mansion 0.062773\n", "galleon 0.065372\n", "phoenix 0.066976\n", "whipper 0.075824\n", "balloon_race 0.081406\n", "kiddie_himalaya 0.111578\n", "black_diamond 0.119748\n", "merry_mixer 0.121156\n", "tea_cups 0.133413\n", "tilt-a-whirl 0.144879\n", "looper 0.145004\n", "italian_trapeze 0.147921\n", "giant_flume 0.150791\n", "flyer 0.151130\n", "tornado 0.195098\n", "stratosfear 0.196443\n", "roto_jets 0.215735\n", "paratrooper 0.343496\n", "\n", "=== Per-ride silent rate (fraction of rows = 0; high = closed often) ===\n", "ride_name\n", "giant_flume 0.298\n", "paratrooper 0.025\n", "looper 0.018\n", "kiddie_wheel 0.005\n", "paradrop 0.004\n", "fandango 0.004\n", "pony_carts 0.004\n", "kiddie_himalaya 0.002\n", "tilt-a-whirl 0.002\n", "super_round-up 0.002\n", "flyer 0.000\n", "giant_wheel 0.000\n", "helicopters 0.000\n", "jet_skyfighter 0.000\n", "kiddie_firetrucks 0.000\n", "flying_tigers 0.000\n", "cosmotron 0.000\n", "downdraft 0.000\n", "black_diamond 0.000\n", "bumper_cars 0.000\n" ] } ], "source": [ "# Diagnostics: refine the PC labels, and check whether ffill+0 imputation is\n", "# corrupting any rides into a \"broken-ride\" axis.\n", "\n", "for pc in [\"PC1\", \"PC2\", \"PC3\"]:\n", " print(f\"\\n=== {pc} — full sorted loadings (most negative → most positive) ===\")\n", " print(loadings[pc].sort_values().to_string())\n", "\n", "silent_rate = (df_matrix == 0).mean().sort_values(ascending=False).rename(\"silent_rate\")\n", "print(\"\\n=== Per-ride silent rate (fraction of rows = 0; high = closed often) ===\")\n", "print(silent_rate.head(20).round(3).to_string())\n" ] }, { "cell_type": "code", "execution_count": 35, "id": "4c567eec", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "daytime rides (PC3 > +0.1): 13 -> ['black_diamond', 'flyer', 'giant_flume', 'italian_trapeze', 'kiddie_himalaya', 'looper', 'merry_mixer', 'paratrooper', 'roto_jets', 'stratosfear', 'tea_cups', 'tilt-a-whirl', 'tornado']\n", "evening rides (PC3 < -0.1): 15 -> ['bumper_cars', 'downdraft', 'flying_turns', 'giant_wheel', 'impulse', 'kiddie_bumper_cars', 'kiddie_wheel', 'motor_boats', 'ole_smokey', 'panther_cars', 'pioneer_train', 'scenic_skyway', 'sklooosh', 'super_round-up', 'tumbling_timbers']\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Validate PC3 as a *time-of-day* (daypart) axis.\n", "#\n", "# The original \"queue turnover / throughput\" hypothesis is untestable here:\n", "# ride_master.capacity and .duration are 100% NULL (0 of 60 rides), so there's\n", "# no throughput to correlate against. And splitting rides by PC3 sign shows no\n", "# queue-magnitude difference (neg-PC3 mean queue 9.8 min / busy-rate 0.37 vs\n", "# pos-PC3 8.8 / 0.35) — PC3 is NOT \"builds a line vs walk-on.\"\n", "#\n", "# What PC3 actually tracks is WHEN a ride is busy. The PC3 score runs strongly\n", "# positive midday and negative after dark. Mechanism (park ops): discounted\n", "# school/daycare group rates run from open to ~mid-afternoon and flood the\n", "# daytime family flat-rides (tea_cups, tilt-a-whirl, roto_jets, italian_trapeze);\n", "# the evening crowd (teens / date-night) shifts to coasters, bumper cars, motor\n", "# boats and the Ferris wheel after dark (impulse, bumper_cars, giant_wheel).\n", "\n", "afternoon_rides = loadings.index[loadings[\"PC3\"] > 0.1]\n", "evening_rides = loadings.index[loadings[\"PC3\"] < -0.1]\n", "print(f\"daytime rides (PC3 > +0.1): {len(afternoon_rides)} -> {sorted(afternoon_rides)}\")\n", "print(f\"evening rides (PC3 < -0.1): {len(evening_rides)} -> {sorted(evening_rides)}\")\n", "\n", "hour = df_matrix.index.hour\n", "# De-trend by the park-wide hourly mean so we see *shape* (when each group is\n", "# busy relative to the whole park), not PC1's overall nightly ramp.\n", "park_by_hour = df_matrix.mean(axis=1).groupby(hour).mean()\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(15, 5))\n", "\n", "# Left: the PC3 score's own daypart profile — this IS the axis.\n", "scores.groupby(scores.index.hour)[\"PC3\"].mean().plot(ax=axes[0], marker=\"o\")\n", "axes[0].axhline(0, color=\"grey\", linewidth=0.5)\n", "axes[0].set_title(\"PC3 score by hour of day\\n(+ = daytime pattern, − = evening pattern)\")\n", "axes[0].set_xlabel(\"Hour (local)\")\n", "axes[0].set_ylabel(\"Mean PC3 score\")\n", "\n", "# Right: each loading group's queue as a share of the park-wide level, by hour.\n", "for name, grp, color in [(\"daytime rides (PC3 +)\", afternoon_rides, \"tab:orange\"),\n", " (\"evening rides (PC3 −)\", evening_rides, \"tab:blue\")]:\n", " share = df_matrix[grp].mean(axis=1).groupby(hour).mean() / park_by_hour\n", " share.plot(ax=axes[1], marker=\"o\", label=name, color=color)\n", "axes[1].axhline(1.0, color=\"grey\", linewidth=0.5)\n", "axes[1].set_title(\"Group queue ÷ park-wide queue, by hour\\n(de-trended — isolates daypart shape from PC1)\")\n", "axes[1].set_xlabel(\"Hour (local)\")\n", "axes[1].set_ylabel(\"Share of park-wide mean queue\")\n", "axes[1].legend()\n", "\n", "plt.tight_layout()\n" ] }, { "cell_type": "code", "execution_count": 36, "id": "6d7970ab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Kiddieland rides in df_matrix: 19 | main-park rides: 37\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Validate the PC labels against the most direct possible ground truth:\n", "# the average queue time of the rides each PC is supposed to represent.\n", "# PC1 should track park-wide mean queue.\n", "# PC2 should track the Kiddieland-vs-main-midway contrast (NOT raw kiddie mean —\n", "# on busy days both go up together, so raw kiddie mean is muddied by PC1).\n", "#\n", "# The kiddie/main split here comes from the GPS-cluster cell above\n", "# (`kiddie_cluster_rides` / `main_cluster_rides`), NOT the `category` tag. The\n", "# taxonomy misfiles ~3 rides across the divide (the big giant_wheel and\n", "# grand_carousel are tagged Family but sit on the main midway; the small\n", "# s&g_carousel sits in Kiddieland), which capped the category-based contrast at\n", "# r=0.73. The geometry-derived grouping (k=5) lifts it to ~0.78 — and uses\n", "# spatial information the PCA never saw, so it's an independent validation.\n", "#\n", "# Run the GPS-cluster cell first; this depends on its exported ride lists.\n", "kiddie_cols = df_matrix.columns.intersection(kiddie_cluster_rides)\n", "main_cols = df_matrix.columns.intersection(main_cluster_rides)\n", "print(f\"Kiddieland rides in df_matrix: {len(kiddie_cols)} | main-park rides: {len(main_cols)}\")\n", "\n", "park_mean = df_matrix.mean(axis=1)\n", "kiddie_mean = df_matrix[kiddie_cols].mean(axis=1)\n", "main_mean = df_matrix[main_cols].mean(axis=1)\n", "contrast = main_mean - kiddie_mean\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(18, 5))\n", "\n", "axes[0].scatter(park_mean, scores[\"PC1\"], s=4, alpha=0.25)\n", "axes[0].set_xlabel(\"Park-wide mean queue (min)\")\n", "axes[0].set_ylabel(\"PC1 score\")\n", "axes[0].set_title(f\"PC1 vs park-wide mean\\nPearson r = {park_mean.corr(scores['PC1']):.3f}\")\n", "\n", "axes[1].scatter(kiddie_mean, scores[\"PC2\"], s=4, alpha=0.25)\n", "axes[1].set_xlabel(\"Kiddieland mean queue (min)\")\n", "axes[1].set_ylabel(\"PC2 score\")\n", "axes[1].set_title(f\"PC2 vs raw Kiddieland mean\\nPearson r = {kiddie_mean.corr(scores['PC2']):.3f}\")\n", "\n", "axes[2].scatter(contrast, scores[\"PC2\"], s=4, alpha=0.25)\n", "axes[2].set_xlabel(\"Main-midway mean − Kiddieland mean (min)\")\n", "axes[2].set_ylabel(\"PC2 score\")\n", "axes[2].set_title(f\"PC2 vs main-vs-Kiddieland contrast\\nPearson r = {contrast.corr(scores['PC2']):.3f}\")\n", "\n", "plt.tight_layout()\n" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.14.4" } }, "nbformat": 4, "nbformat_minor": 5 }