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kuh-no-bowls/knb_stats/writeup.ipynb
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wesandClaude Opus 4.8 94a91e29ad knb_stats: validate PC interpretations + rank-3 reconstruction + writeup PC sections
pca_svd: exclude torn-down powersurge from the PCA, trim attractions.io
category names (trailing-space gotcha), time-side validation of PC1-PC3
interpretations, per-ride R^2 of the rank-3 reconstruction, blog-ready
PC2xPC3 scatter. writeup: PC1/PC2/PC3 narrative sections.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-07 22:22:37 -04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Reading a Theme Park's Mind with PCA\n",
"\n",
"### What 600,000 queue-time readings can tell you about how people move through Knoebels\n",
"\n",
"I'm working my way through *An Introduction to Statistical Learning* and Gilbert\n",
"Strang's linear algebra lectures, and I got impatient. Principal Component\n",
"Analysis sits a few chapters ahead of where I am, but I had a dataset I couldn't\n",
"stop thinking about, so I skipped ahead and used it as an excuse to learn PCA by\n",
"*doing*. This notebook is me figuring it out live.\n",
"\n",
"**The data.** Every few minutes, a scraper records the posted wait time for each\n",
"ride at [Knoebels](https://knoebels.com) (a wonderful, weird old amusement park\n",
"in Pennsylvania). Two seasons of that adds up to ~600k readings across ~57 rides.\n",
"\n",
"**The question.** If I *don't* tell the algorithm anything about the rides — not\n",
"which are roller coasters, not which are for toddlers, not where they sit in the\n",
"park — can it still discover the hidden \"axes\" that explain how the whole park\n",
"behaves? That's exactly what PCA is for: it finds the handful of directions that\n",
"explain the most variation in the data, and leaves us to interpret them.\n",
"\n",
"Spoiler: it finds three, and they turn out to be **how busy the park is**,\n",
"**which half of the park you're in**, and **what time of day it is** — none of\n",
"which it was ever told."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The data: one big table of waits\n",
"\n",
"The natural shape for this is a table where every **row is a moment in time** (a\n",
"5-minute snapshot of the park) and every **column is a ride**. Each cell is the\n",
"wait, in minutes, for that ride at that moment.\n",
"\n",
"A couple of small judgment calls in building it:\n",
"\n",
"- **Forward-fill, then zero.** If a ride didn't report at 2:05 we carry its 2:00\n",
" value forward (the line probably didn't teleport). Anything still missing —\n",
" like early morning before the ride opens — becomes 0.\n",
"- **Drop `powersurge`.** It hasn't been running for most of the time since I began collecting data; ~90% of its column is\n",
" imputed zeros, so it only adds noise."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "80e904a5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"657,498 readings -> matrix of 12,535 time-snapshots x 56 rides\n",
"<class 'pandas.DataFrame'>\n",
"DatetimeIndex: 12535 entries, 2024-05-15 12:20:00 to 2026-05-31 17:30:00\n",
"Data columns (total 56 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 antique_cars 12535 non-null float64\n",
" 1 balloon_race 12535 non-null float64\n",
" 2 black_diamond 12535 non-null float64\n",
" 3 bumper_cars 12535 non-null float64\n",
" 4 cosmotron 12535 non-null float64\n",
" 5 downdraft 12535 non-null float64\n",
" 6 fandango 12535 non-null float64\n",
" 7 flyer 12535 non-null float64\n",
" 8 flying_tigers 12535 non-null float64\n",
" 9 flying_turns 12535 non-null float64\n",
" 10 galleon 12535 non-null float64\n",
" 11 giant_flume 12535 non-null float64\n",
" 12 giant_wheel 12535 non-null float64\n",
" 13 goin'_buggy 12535 non-null float64\n",
" 14 grand_carousel 12535 non-null float64\n",
" 15 hand_cars 12535 non-null float64\n",
" 16 haunted_mansion 12535 non-null float64\n",
" 17 helicopters 12535 non-null float64\n",
" 18 impulse 12535 non-null float64\n",
" 19 italian_trapeze 12535 non-null float64\n",
" 20 jet_skyfighter 12535 non-null float64\n",
" 21 kiddie_boats 12535 non-null float64\n",
" 22 kiddie_bumper_cars 12535 non-null float64\n",
" 23 kiddie_firetrucks 12535 non-null float64\n",
" 24 kiddie_himalaya 12535 non-null float64\n",
" 25 kiddie_wheel 12535 non-null float64\n",
" 26 kiddie_whip 12535 non-null float64\n",
" 27 kozmo's_kurves 12535 non-null float64\n",
" 28 looper 12535 non-null float64\n",
" 29 merry_mixer 12535 non-null float64\n",
" 30 motor_boats 12535 non-null float64\n",
" 31 ole_smokey 12535 non-null float64\n",
" 32 panther_cars 12535 non-null float64\n",
" 33 paradrop 12535 non-null float64\n",
" 34 paratrooper 12535 non-null float64\n",
" 35 pete's_fleet 12535 non-null float64\n",
" 36 phoenix 12535 non-null float64\n",
" 37 pioneer_train 12535 non-null float64\n",
" 38 pony_carts 12535 non-null float64\n",
" 39 red_baron 12535 non-null float64\n",
" 40 ribbit 12535 non-null float64\n",
" 41 roto_jets 12535 non-null float64\n",
" 42 s&g_carousel 12535 non-null float64\n",
" 43 satellite 12535 non-null float64\n",
" 44 scenic_skyway 12535 non-null float64\n",
" 45 sklooosh 12535 non-null float64\n",
" 46 spanish_bambini 12535 non-null float64\n",
" 47 stratosfear 12535 non-null float64\n",
" 48 super_round-up 12535 non-null float64\n",
" 49 tea_cups 12535 non-null float64\n",
" 50 tilt-a-whirl 12535 non-null float64\n",
" 51 tornado 12535 non-null float64\n",
" 52 tumbling_timbers 12535 non-null float64\n",
" 53 twister 12535 non-null float64\n",
" 54 umbrella_ride 12535 non-null float64\n",
" 55 whipper 12535 non-null float64\n",
"dtypes: float64(56)\n",
"memory usage: 5.5 MB\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",
"engine = create_engine(\n",
" \"postgresql+psycopg2://{user}:{pw}@{host}:{port}/{db}\".format(\n",
" user=os.environ[\"PG_USER\"], pw=os.environ[\"PG_PASSWORD\"],\n",
" host=os.environ[\"PG_HOST\"], port=os.environ[\"PG_PORT\"], db=os.environ[\"PG_DB\"],\n",
" )\n",
")\n",
"\n",
"df = pd.read_sql(\n",
" text(\n",
" \"\"\"\n",
" SELECT a.time_stamp,\n",
" r.ride AS ride_name,\n",
" a.queue_time AS queue_time_sec\n",
" FROM knoebels.\"LZ_attractions_io\" a\n",
" JOIN knoebels.ride_master r ON r.attractions_dot_io_id = a._id\n",
" WHERE a.queue_time IS NOT NULL\n",
" \"\"\"\n",
" ),\n",
" engine,\n",
")\n",
"df[\"queue_time_min\"] = df[\"queue_time_sec\"] / 60.0\n",
"df[\"time_stamp\"] = pd.to_datetime(df[\"time_stamp\"])\n",
"\n",
"\n",
"def ride_time_matrix(df, freq=\"5min\"):\n",
" \"\"\"Long table -> (time x ride) matrix of mean wait in minutes per time bin.\"\"\"\n",
" snapped = df.assign(ts=df[\"time_stamp\"].dt.floor(freq))\n",
" return (\n",
" snapped.pivot_table(index=\"ts\", columns=\"ride_name\",\n",
" values=\"queue_time_min\", aggfunc=\"mean\")\n",
" .sort_index()\n",
" .ffill() # carry the last known wait forward\n",
" .fillna(0) # anything still missing (pre-open) = no line\n",
" )\n",
"\n",
"\n",
"df_matrix = ride_time_matrix(df).drop(columns=[\"powersurge\"], errors=\"ignore\")\n",
"print(f\"{len(df):,} readings -> matrix of {df_matrix.shape[0]:,} time-snapshots x {df_matrix.shape[1]} rides\")\n",
"#df_matrix.iloc[:3, :5]\n",
"df_matrix.info()"
]
},
{
"cell_type": "markdown",
"id": "89de2f88",
"metadata": {},
"source": [
"## Step 1: put every ride on the same footing\n",
"\n",
"Here's the first thing that bit me. PCA hunts for directions of **maximum\n",
"variance** — but \"variance\" is measured in whatever units the data is in. A\n",
"headline roller coaster might swing between 5 and 45 minutes; a kiddie ride\n",
"swings between 0 and 6. If I feed in raw minutes, PCA will conclude the coaster\n",
"is \"more important\" purely because its *numbers* are bigger, and the small rides\n",
"will be invisible.\n",
"\n",
"The fix is to **standardize** every column: subtract its mean and divide by its\n",
"standard deviation, so each ride has mean 0 and variance 1. Now a \"big day\" for\n",
"the kiddie carousel counts just as much as a big day for the coaster. We're\n",
"asking about *patterns of co-movement*, not raw magnitudes."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "e3c1738c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>ride_name</th>\n",
" <th>antique_cars</th>\n",
" <th>balloon_race</th>\n",
" <th>black_diamond</th>\n",
" <th>bumper_cars</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.0</td>\n",
" <td>-0.0</td>\n",
" <td>-0.0</td>\n",
" <td>-0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"ride_name antique_cars balloon_race black_diamond bumper_cars\n",
"mean 0.0 -0.0 -0.0 -0.0\n",
"std 1.0 1.0 1.0 1.0"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"scaler = StandardScaler()\n",
"scaled = scaler.fit_transform(df_matrix) # each column now mean 0, variance 1\n",
"pd.DataFrame(scaled, columns=df_matrix.columns).describe().loc[[\"mean\", \"std\"]].iloc[:, :4].round(2)"
]
},
{
"cell_type": "markdown",
"id": "dc6ae7d7",
"metadata": {},
"source": [
"## Step 2: ask for the axes of variation\n",
"\n",
"This is the part I'd been intimidated by, and it turned out to be a clean idea.\n",
"\n",
"We have ~57 ride-columns, but they're hugely redundant — when the park is\n",
"mobbed, *everything* gets busy together. PCA asks: **can I describe most of that\n",
"57-dimensional wobble with just a few new axes?** Each axis (a *principal\n",
"component*) is a weighted blend of the original rides, chosen so the first one\n",
"captures as much variance as possible, the second captures as much of what's\n",
"left as possible while being perpendicular to the first, and so on.\n",
"\n",
"The linear algebra underneath is the **singular value decomposition**. Our\n",
"standardized matrix $X$ factors as\n",
"\n",
"$$X = U\\,\\Sigma\\,V^{\\top}.$$\n",
"\n",
"The columns of $V$ are the new axes — the **loadings**, telling us how much each\n",
"ride contributes to each component. $U\\Sigma$ gives the **scores** — where each\n",
"time-snapshot lands along those axes. And the singular values in $\\Sigma$, squared,\n",
"tell us how much variance each axis explains. `sklearn`'s `PCA` does exactly this\n",
"and hands back the pieces with friendly names.\n",
"\n",
"I asked for the top 3 components. Look at how concentrated the signal is:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "404f4039",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PC1: 40.4% of all variance\n",
"PC2: 13.0% of all variance\n",
"PC3: 6.7% of all variance\n",
" 60.1% captured by just 3 axes (out of 56)\n"
]
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"pca = PCA(n_components=3)\n",
"principal_components = pca.fit_transform(scaled)\n",
"\n",
"scores = pd.DataFrame(principal_components, index=df_matrix.index,\n",
" columns=[\"PC1\", \"PC2\", \"PC3\"])\n",
"loadings = pd.DataFrame(pca.components_.T, index=df_matrix.columns,\n",
" columns=[\"PC1\", \"PC2\", \"PC3\"])\n",
"\n",
"for i, pc in enumerate([\"PC1\", \"PC2\", \"PC3\"]):\n",
" print(f\"{pc}: {pca.explained_variance_ratio_[i]:5.1%} of all variance\")\n",
"print(f\"{'':4} {pca.explained_variance_ratio_[:3].sum():5.1%} captured by just 3 axes (out of 56)\")"
]
},
{
"cell_type": "markdown",
"id": "c8f88158",
"metadata": {},
"source": [
"Three axes out of fifty-six explain ~60% of everything. The rest is\n",
"ride-specific noise. Now the fun part — **what are these three axes?** PCA won't\n",
"tell us; it just hands us numbers. We have to read them.\n",
"\n",
"My approach for each component: look at **which rides load heavily on it** (the\n",
"`loadings`), form a hypothesis about what real-world thing that represents, then\n",
"**validate** the hypothesis against something the PCA never saw."
]
},
{
"cell_type": "markdown",
"id": "ef23e2c7",
"metadata": {},
"source": [
"## PC1 — the whole park breathes together\n",
"\n",
"The first component is the easiest. Every single ride loads on it with the\n",
"**same sign** — they all move together. That's the signature of one global force:\n",
"overall busyness. Empty Tuesday morning, the whole park is near zero; packed\n",
"Saturday afternoon, everything spikes at once.\n",
"\n",
"**The test:** if PC1 is really \"busyness,\" then a snapshot's PC1 score should\n",
"track the plain average wait across all rides at that moment. To make that easy\n",
"to eyeball, I put both quantities on the same standardized scale — so **if PC1\n",
"were exactly the average wait, every dot would land on the dashed 45° line.** The\n",
"red line is the actual relationship (its slope is the correlation). For PC1 the\n",
"red line sits almost on top of the diagonal:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "72b3033b",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 700x650 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"def validation_plot(real_quantity, pc_score, score_name, xlabel):\n",
" \"\"\"Put a PC score and the real-world quantity it should track on the same\n",
" standardized scale. If the PC *were* that quantity every dot would sit on the\n",
" dashed 45° line; the red line is the actual fit (its slope is the correlation\n",
" r). The closer red hugs the diagonal, the stronger the validation.\"\"\"\n",
" zx = (real_quantity - real_quantity.mean()) / real_quantity.std()\n",
" zy = (pc_score - pc_score.mean()) / pc_score.std()\n",
" r = real_quantity.corr(pc_score)\n",
"\n",
" fig, ax = plt.subplots(figsize=(7, 6.5))\n",
" ax.scatter(zx, zy, s=4, alpha=0.12, color=\"steelblue\")\n",
" line = np.array([-3, 3])\n",
" ax.plot(line, line, \"k--\", lw=1.3, label=\"perfect match (y = x)\")\n",
" ax.plot(line, r * line, color=\"crimson\", lw=2.5,\n",
" label=f\"actual relationship (r = {r:.2f})\")\n",
" ax.set(xlim=(-3, 3), ylim=(-3, 3), aspect=\"equal\",\n",
" xlabel=f\"{xlabel} (standardized)\",\n",
" ylabel=f\"{score_name} score (standardized)\")\n",
" ax.set_title(f\"{score_name}: does it track the real-world quantity?\")\n",
" ax.legend(loc=\"upper left\")\n",
" plt.tight_layout()\n",
"\n",
"\n",
"park_mean = df_matrix.mean(axis=1)\n",
"validation_plot(park_mean, scores[\"PC1\"], \"PC1\", \"Park-wide mean wait\")"
]
},
{
"cell_type": "markdown",
"id": "5c88f656",
"metadata": {},
"source": [
"## PC2 — Kiddieland vs. Everything else\n",
"\n",
"PC2 is a **contrast**: some rides load positive, others negative. Reading the\n",
"extremes, the negative end is dominated by the tiny-tots rides (`kiddie_boats`,\n",
"`pony_carts`, `red_baron`...) and the positive end by the big rides in the rest of the park. So\n",
"my first guess was \"kiddie rides vs. everything else.\"\n",
"\n",
"### The category tag is a trap\n",
"\n",
"The park's own data tags each ride `Kiddie` / `Family` / `Thrill`, so I reached\n",
"for that to define the two groups — and got a muddy result. Two problems:\n",
"\n",
"1. The tag values secretly carry a **trailing space** (`\"Kiddie \"`, not\n",
" `\"Kiddie\"`), so naive equality checks silently matched *nothing*. (Lesson\n",
" learned: a `value_counts()` printout will never show you that.)\n",
"2. Even cleaned up, the tag **misfiles rides** relative to how they behave. The\n",
" big Ferris wheel (`giant_wheel`) and the large `grand_carousel` are tagged\n",
" `Family` but behave like main-midway rides; the small `s&g_carousel` is tagged\n",
" `Family` but behaves like a Kiddieland ride.\n",
"\n",
"PC2 isn't tracking the *taxonomy* — it's tracking **physical geography**: the\n",
"Kiddieland corner vs. the main midway. So let me define the two groups from\n",
"geometry the PCA never touched, and see if the contrast gets sharper.\n",
"\n",
"### Validating from the map\n",
"\n",
"Each ride has a GPS coordinate. I run k-means on **just the lat/lon** (no queue\n",
"data, no PCA) to carve the park into areas, and call the cluster with the lowest\n",
"mean PC2 loading \"Kiddieland.\" Then I build the contrast *main-midway mean \n",
"Kiddieland mean* and check it against PC2.\n",
"\n",
"(Small but important detail: **standardize the coordinates first.** On raw\n",
"degrees the clustering is unstable from one random seed to the next; standardized,\n",
"it's identical every run.)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "dad04b89",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Kiddieland (19 rides): 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"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x700 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.cluster import KMeans\n",
"\n",
"# category tag, with the sneaky trailing space trimmed off\n",
"category = pd.read_sql(\n",
" text(\n",
" \"\"\"\n",
" SELECT r.ride AS ride_name, trim(c.name) AS category\n",
" FROM knoebels.ride_master r\n",
" JOIN knoebels.\"LZ_attractions_io_poi\" p ON p._id = r.attractions_dot_io_id\n",
" LEFT JOIN knoebels.\"LZ_attractions_io_categories\" c ON c._id = p.category\n",
" \"\"\"\n",
" ),\n",
" engine,\n",
").set_index(\"ride_name\")[\"category\"]\n",
"\n",
"coords = pd.read_sql(\n",
" text(\n",
" \"\"\"\n",
" SELECT r.ride AS ride_name,\n",
" (p.location)[0]::float AS lat, (p.location)[1]::float AS lon\n",
" FROM knoebels.ride_master r\n",
" JOIN knoebels.\"LZ_attractions_io_poi\" p 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",
"annotated = loadings.join(category.rename(\"category\"))\n",
"located = annotated.join(coords, how=\"inner\")\n",
"\n",
"# k-means on STANDARDIZED coordinates only -> reproducible spatial areas\n",
"located[\"area\"] = KMeans(n_clusters=5, n_init=10, random_state=0).fit_predict(\n",
" StandardScaler().fit_transform(located[[\"lat\", \"lon\"]])\n",
")\n",
"kiddie_area = located.groupby(\"area\")[\"PC2\"].mean().idxmin()\n",
"kiddie_rides = located.index[located[\"area\"] == kiddie_area]\n",
"main_rides = located.index[located[\"area\"] != kiddie_area]\n",
"\n",
"# Does the map agree? Left: each ride at its real GPS point, colored by PC2\n",
"# loading. Right: areas from clustering lat/lon alone — no queue data, no PCA.\n",
"fig, axes = plt.subplots(1, 2, figsize=(15, 7))\n",
"sc = axes[0].scatter(located[\"lon\"], located[\"lat\"], c=located[\"PC2\"],\n",
" cmap=\"RdBu_r\", s=140, edgecolor=\"black\", lw=0.4)\n",
"axes[0].set(title=\"Each ride at its real location, colored by PC2 loading\\n\"\n",
" \"(blue = Kiddieland end, red = main-midway end)\",\n",
" xlabel=\"Longitude\", 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\"]), fontsize=6, alpha=0.6,\n",
" xytext=(3, 3), textcoords=\"offset points\")\n",
"for area, g in located.groupby(\"area\"):\n",
" label = f\"Area {area}\" + (\" (Kiddieland)\" if area == kiddie_area else \"\")\n",
" axes[1].scatter(g[\"lon\"], g[\"lat\"], label=label, s=140, alpha=0.85)\n",
"axes[1].set(title=\"k-means on standardized lat/lon alone\\n(no queue data, no PCA)\",\n",
" xlabel=\"Longitude\", ylabel=\"Latitude\")\n",
"axes[1].legend()\n",
"plt.tight_layout()\n",
"print(f\"Kiddieland ({len(kiddie_rides)} rides): {', '.join(sorted(kiddie_rides))}\")"
]
},
{
"cell_type": "markdown",
"id": "2bfb6369",
"metadata": {},
"source": [
"The blue (negative-PC2) rides really do huddle in one corner of the park —\n",
"and clustering the coordinates on their own rediscovers that same corner without\n",
"ever touching a wait time. So PC2 is genuinely spatial. Now the quantitative\n",
"check: take *main-midway mean Kiddieland mean* at each moment and see how\n",
"tightly it tracks the PC2 score."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "1f8c5e7d",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 700x650 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"contrast = df_matrix[main_rides].mean(axis=1) - df_matrix[kiddie_rides].mean(axis=1)\n",
"validation_plot(contrast, scores[\"PC2\"], \"PC2\", \"Main-midway Kiddieland wait\")"
]
},
{
"cell_type": "markdown",
"id": "efbf0dda",
"metadata": {},
"source": [
"r ≈ 0.78, built from coordinates the model never saw, and `giant_wheel` /\n",
"`grand_carousel` correctly land on the main-midway side while `s&g_carousel`\n",
"lands in Kiddieland — exactly the rides the category tag got wrong. PC2 is\n",
"**where in the park you are**."
]
},
{
"cell_type": "markdown",
"id": "d896a1de",
"metadata": {},
"source": [
"## PC3 — morning school groups vs. the evening crowd\n",
"\n",
"PC3 was the one I got wrong at first, so this is the honest version.\n",
"\n",
"My initial hypothesis was *ride throughput*: \"people-eater\" walk-on rides vs.\n",
"low-capacity rides that build a line. It's a tidy story, and it's **wrong** here:\n",
"\n",
"- The `capacity` and `duration` columns I'd have needed are **completely empty**\n",
" in this dataset, so I couldn't even compute throughput.\n",
"- When I split rides by their PC3 sign and compared actual wait behavior, the two\n",
" groups were a near-tie (mean wait 9.8 vs. 8.8 min). PC3 simply doesn't separate\n",
" \"builds a line\" from \"walk-on.\"\n",
"\n",
"What it *does* separate is **time of day**. The PC3 *score* runs strongly\n",
"positive at midday and strongly negative after dark. So the rides loading\n",
"positive are busy in the daytime, and the ones loading negative are busy in the\n",
"evening — and that maps onto a real thing about how Knoebels operates:\n",
"\n",
"> Knoebels runs discounted group rates for schools and daycares, who arrive at\n",
"> open and leave by mid-afternoon. Those big groups of little kids hammer the\n",
"> daytime family flat-rides (tea cups, tilt-a-whirl, paratrooper). After they\n",
"> clear out, the evening belongs to teens and date-night couples on the coasters,\n",
"> bumper cars, and the Ferris wheel at dusk.\n",
"\n",
"**The test:** de-trend each group's wait by the park-wide average for that hour\n",
"(so we're looking at *shape*, not PC1's overall nightly ramp), and watch the two\n",
"groups pull apart across the day."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "a1723720",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1400x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"daytime_rides = loadings.index[loadings[\"PC3\"] > 0.1]\n",
"evening_rides = loadings.index[loadings[\"PC3\"] < -0.1]\n",
"\n",
"hour = df_matrix.index.hour\n",
"park_by_hour = df_matrix.mean(axis=1).groupby(hour).mean()\n",
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
"\n",
"# left: the axis itself, by hour\n",
"scores.groupby(scores.index.hour)[\"PC3\"].mean().plot(ax=axes[0], marker=\"o\")\n",
"axes[0].axhline(0, color=\"grey\", lw=0.5)\n",
"axes[0].set(title=\"PC3 score by hour (+ daytime / evening)\",\n",
" xlabel=\"Hour (local)\", ylabel=\"Mean PC3 score\")\n",
"\n",
"# right: each group's wait as a share of the park-wide level, de-trended\n",
"for name, grp, color in [(\"daytime rides (PC3 +)\", daytime_rides, \"tab:orange\"),\n",
" (\"evening rides (PC3 )\", evening_rides, \"tab:blue\")]:\n",
" (df_matrix[grp].mean(axis=1).groupby(hour).mean() / park_by_hour).plot(\n",
" ax=axes[1], marker=\"o\", label=name, color=color)\n",
"axes[1].axhline(1.0, color=\"grey\", lw=0.5)\n",
"axes[1].set(title=\"Group wait ÷ park-wide wait, by hour\",\n",
" xlabel=\"Hour (local)\", ylabel=\"Share of park-wide mean wait\")\n",
"axes[1].legend()\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "429f01a2",
"metadata": {},
"source": [
"The daytime group fades through the afternoon while the evening group\n",
"climbs — and the school-group operating detail is part of the mechanism. PC3 is **what\n",
"time of day it is**.\n",
"\n",
"(There's a mild bit of circularity worth flagging: I defined the two groups using\n",
"the PC3 loadings, so this plot confirms *what the axis means* more than it's a\n",
"fully independent test. The genuinely external evidence is the operational fact\n",
"about group rates.)"
]
},
{
"cell_type": "markdown",
"id": "7941c76a",
"metadata": {},
"source": [
"### What PC3 adds that PC2 doesn't\n",
"\n",
"It's fair to ask what's left for PC3 to do. PC2's *score* also drifts with the clock — kiddie-heavy in the morning, midway-heavy by night — so a third time-flavored axis can feel redundant. It isn't, and seeing why gets at the heart of why PCA stacks several axes.\n",
"\n",
"The mechanics: each component assigns every ride a **single number** (its loading), and the axes are built to be independent — here PC2 and PC3 correlate **0.00**. PC2 spends its one-number-per-ride on a single question — *kiddie corner or main midway?* — so every grown-up ride gets a similar positive loading. That makes PC2 structurally **blind** to the fact that, say, the tea cups and the giant Ferris wheel behave nothing alike. Both are just \"midway\" to it."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1c9deb70",
"metadata": {},
"outputs": [],
"source": [
"# PC2 calls these two rides almost identical (both lean \"main midway\").\n",
"# PC3 sends them to opposite ends.\n",
"loadings.loc[[\"tilt-a-whirl\", \"giant_wheel\"], [\"PC2\", \"PC3\"]].round(3)"
]
},
{
"cell_type": "markdown",
"id": "5d738e76",
"metadata": {},
"source": [
"PC2 puts them practically side by side (+0.16 and +0.20); PC3 sends them to opposite poles (+0.15 vs 0.18). And that matches the park exactly: the tilt-a-whirl is a *daytime* ride the school-and-daycare crowd swarms at opening, while the giant wheel is an *evening* ride — dusk views, the date-night crowd. To describe a ride as \"midway **and** daytime\" versus \"midway **and** evening\" takes two numbers, and the second one is PC3.\n",
"\n",
"It even shows up in the *shape* of each axis across a day: PC2 is a steady all-day drift, PC3 a midday hump. So the three components stack into one clean read on the park:\n",
"\n",
"- **PC1** — *how many* people are here? (overall busyness)\n",
"- **PC2** — *which half* of the park are they in? (kiddie corner ↔ main midway)\n",
"- **PC3** — among the midway rides, *which kind* is peaking? (daytime family flat-rides ↔ evening marquee rides)\n",
"\n",
"The gut-check for what \"independent axes\" really buys you: two moments can share an identical PC1 **and** PC2 — same crowd size, same kiddie/midway balance — and still split on PC3. A midday with the flat rides surging versus an evening with the coasters and bumper cars going: same volume, same spatial tilt, different ride *mix*. PC3 is the only one of the three that can tell them apart."
]
},
{
"cell_type": "markdown",
"id": "ba034336",
"metadata": {},
"source": [
"## The map of the park, drawn from wait times alone\n",
"\n",
"Here's the payoff. Plot every ride by its PC2 and PC3 loadings — its *behavioral*\n",
"position — and color it by the park's category tag. Remember: the **position**\n",
"comes purely from how each ride's queue moves over two seasons. The model was\n",
"never told what any ride is or where it sits.\n",
"\n",
"And yet the picture is the park. Kiddieland collapses into a tight cluster on the\n",
"left. The evening thrill rides sink to the bottom-right. The daytime family\n",
"flat-rides float to the top. The two blue dots stranded inside Kiddieland are the\n",
"`Family`-tagged rides the queue data insists are really kiddie rides."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "3a436334",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1100x850 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.patches import Ellipse\n",
"\n",
"# the tight Kiddieland pile = rides loading hard-negative on PC2\n",
"kiddie_core = loadings.index[loadings[\"PC2\"] < -0.13]\n",
"kx, ky = loadings.loc[kiddie_core, \"PC2\"], loadings.loc[kiddie_core, \"PC3\"]\n",
"\n",
"fig, ax = plt.subplots(figsize=(11, 8.5))\n",
"cat_colors = {\"Family\": \"tab:blue\", \"Kiddie\": \"tab:orange\", \"Thrill\": \"tab:red\"}\n",
"for c, g in annotated.dropna(subset=[\"category\"]).groupby(\"category\"):\n",
" ax.scatter(g[\"PC2\"], g[\"PC3\"], label=c, color=cat_colors.get(c, \"grey\"),\n",
" s=80, alpha=0.75, edgecolor=\"white\", zorder=3)\n",
"\n",
"# one callout for the dense kiddie pile, instead of 13 overlapping labels\n",
"w, h = (kx.max() - kx.min()) + 0.07, (ky.max() - ky.min()) + 0.07\n",
"ax.add_patch(Ellipse((kx.mean(), ky.mean()), width=w, height=h, facecolor=\"tab:orange\",\n",
" alpha=0.08, edgecolor=\"tab:orange\", ls=\"--\", lw=1.5, zorder=1))\n",
"ax.annotate(\"Kiddieland\\n(tight cluster of kiddie rides)\", (kx.mean(), ky.mean() - h / 2),\n",
" ha=\"center\", va=\"top\", fontsize=9, color=\"tab:orange\", fontweight=\"bold\")\n",
"\n",
"# label only the rides that carry the story\n",
"plain = {\"giant_wheel\": (6, 5), \"grand_carousel\": (8, -3), \"impulse\": (7, -3),\n",
" \"bumper_cars\": (7, 4), \"motor_boats\": (7, 0), \"paratrooper\": (7, 0),\n",
" \"tea_cups\": (7, 0), \"tilt-a-whirl\": (7, -2), \"roto_jets\": (-42, 6)}\n",
"for ride, (dx, dy) in plain.items():\n",
" p = annotated.loc[ride]\n",
" ax.annotate(ride, (p[\"PC2\"], p[\"PC3\"]), fontsize=8.5,\n",
" xytext=(dx, dy), textcoords=\"offset points\", zorder=4)\n",
"\n",
"# the two Family-tagged rides that behave like kiddie rides — pull labels out with arrows\n",
"misfiled = {\"s&g_carousel\": (-70, -30), \"kiddie_himalaya\": (-78, 20)}\n",
"for ride, (dx, dy) in misfiled.items():\n",
" p = annotated.loc[ride]\n",
" ax.annotate(ride + \" (tagged Family)\", (p[\"PC2\"], p[\"PC3\"]), fontsize=8.5,\n",
" color=\"tab:blue\", xytext=(dx, dy), textcoords=\"offset points\",\n",
" arrowprops=dict(arrowstyle=\"->\", lw=0.7, color=\"tab:blue\"), zorder=5)\n",
"\n",
"ax.axhline(0, color=\"grey\", lw=0.5)\n",
"ax.axvline(0, color=\"grey\", lw=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 space\\n\"\n",
" \"(position comes from queue patterns alone; color = the park's category tag)\")\n",
"ax.legend(title=\"Category tag\", loc=\"lower left\")\n",
"plt.tight_layout()"
]
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"## What I took away\n",
"\n",
"- **PCA found real structure with zero domain input.** Three axes — busyness,\n",
" geography, time of day — fell out of nothing but wait times, and each one maps\n",
" to something you could verify against the park independently (the average wait,\n",
" the GPS map, the operating schedule).\n",
"- **Standardizing matters twice.** Once before PCA (so small rides aren't\n",
" drowned out), and again before k-means on coordinates (so the clustering is\n",
" reproducible).\n",
"- **The model's labels beat the official ones.** Where the category tag and the\n",
" queue behavior disagreed (`giant_wheel`, `s&g_carousel`), the behavior was the\n",
" truer description of how a ride is actually *used*.\n",
"- **Be willing to kill a pretty hypothesis.** The PC3 \"throughput\" story was\n",
" tidy and wrong; the data pointed at time-of-day instead.\n",
"\n",
"Skipping ahead in the textbook to chase a dataset I cared about turned out to be\n",
"a great way to learn this."
]
}
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