Helios Stress Test Report · 22 June 2026

Helios Session Stability Under Static and Adversarial Prompt Switching

A technical report from two 20-minute Reactor Helios sessions: one single-prompt baseline and one high-variance five-prompt rotation instrumented for FPS, chunk/frame state, luma, capture checkpoints, and session-failure signals.

Test 1 session 9d077576-0956-4d4b-9da0-b5a5e2473a41 Test 2 session 04e1aece-b260-42f1-8d1c-645461fc1ac9

Both tests completed 1200 seconds with no SDK errors, no model errors, no black-screen event, and no reproduced degradation signal. The main observable difference was visual brightness variance under the rotating prompt run, while frame delivery remained broadly stable until the planned stop boundary.

2 continuous sessions 1200 seconds each 0 SDK errors 0 model errors 10 embedded evidence frames

Representative Prompt Frame

Prompt Under Test

photorealistic cinematic video, shattered financial wasteland, broken black monoliths, cracked earth, blood-red twilight, ash in the air, smooth continuous motion

Representative Test 2 frame at 120 seconds — Test 2 · 120s · luma 155.862 · chunk 66 · frame 2211

Context

Why These Tests Exist

Terra (which I made at Inception Hackathon) explored a real-time world model interface where market states were translated into navigable visual environments. The project reference is groundtruth-2mog.vercel.app, and the Terra codebase is available at Pavitrakus/terra.

While building Terra on June 21, 2026, I noticed that long Helios sessions inside the product loop sometimes became visually unstable. City scenes, buildings, and generated structures could soften into blurry, noisy, sand-like output after the model had been running for some time. The session was not always dead or disconnected; the problem looked more like gradual visual degradation while generation continued.

The suspected trigger was rapid prompt switching across prompts with high semantic distance. Terra's real prompts were also more complex than a generic stress prompt: they involved detailed city/building descriptions, atmosphere, market-state changes, and a first-person drone-like camera moving over cities or landscapes. Any of those factors could increase pressure on scene continuity and long-horizon spatial coherence.

These tests were created to separate the basic Helios session-stability question from the full Terra application. Test 1 holds one prompt fixed for 20 minutes to see whether continuous generation degrades by itself. Test 2 keeps the same duration but changes prompts every 12 seconds to approximate rapid semantic switching. The controlled tests did not reproduce the Terra failure exactly, so the remaining question is whether the issue depends on Terra's real prompt-building logic, drone camera motion, longer runtime, or infrastructure variance.

Technical Objective

What Was Measured

The objective was to keep each Helios session alive without resets and document whether degradation appeared over time. The report treats degradation as an observed runtime event, not as a subjective screenshot preference: SDK errors, model errors, session death, frame delivery collapse, black-screen detection, and mean-luma collapse were the primary signals.

Visual quality was also inspected through saved captures. Those images are useful for human review, but the numeric signals carry the main conclusion: both sessions completed, frame callbacks continued, and brightness never moved into a sustained near-zero range.

Original Observation

What Happened Inside Terra

During Inception Hackathon development on June 21, 2026, while building Terra, I observed Helios behaving differently inside the Terra product loop than it did in the controlled stress tests. After running for some time, city scenes and generated structures sometimes became blurry, noisy, and sand-like. The session did not necessarily fail immediately; the concern was progressive visual degradation under continued use.

My working hypothesis was that Helios may degrade under rapid adversarial prompt switching when the semantic distance between prompts is high. Terra was also more demanding than these synthetic tests: prompts were more detailed, often involved cities, buildings, atmosphere, and navigation context, and the experience used a first-person drone-like camera moving above cities or landscapes. That camera and scene-continuity pressure may be part of why the issue appeared in Terra but did not reproduce here.

Because credits were exhausted after these runs, the exact Terra reproduction path still needs more testing. The next useful test would run the Terra codebase itself, preserve the real prompt-building logic, keep the drone camera behavior, and log the same FPS, chunk, frame, luma, errors, and captures over a longer session.

Methodology

Protocol and Instrumentation

Both runs used the same core harness: connect to Helios through the Python Reactor SDK, start generation, avoid any reset or recovery loop, log state every 30 seconds, and save PNG frame captures every 60 seconds. The point was to observe natural session behavior rather than hide degradation behind reconnect logic.

Test 1: static prompt

One prompt was set at chunk 0 and left unchanged for the full run. This establishes the baseline for continuous generation without prompt churn.

Prompt: photorealistic cinematic video of a mountain landscape at sunrise, smooth continuous motion, atmospheric depth

Test 2: rotating prompts

Five prompts rotated every 12 seconds for 100 total prompt updates. This stresses semantic continuity, prompt ingestion, and output stability without changing the session identity.

Prompts covered financial wasteland, aurora city, storm cliffs, open plains, and apocalyptic ocean/void scenes.

Metric	Test 1	Test 2
Model	helios	helios
Session policy	single continuous session; no reset or reconnect	single continuous session; no reset or reconnect
Prompt policy	one prompt scheduled at chunk 0	initial prompt plus set_prompt every 12 seconds
Run cap	1200 seconds	1200 seconds
Log cadence	30-second sample events	30-second sample events
Capture cadence	60-second PNG frame captures	60-second PNG frame captures
FPS source	callback-observed frame delivery; WebRTC video FPS unavailable	callback-observed frame delivery; WebRTC video FPS unavailable
Brightness source	mean luma and max luma computed from saved captures	mean luma and max luma computed from saved captures

Runtime Summary

Session State and Event Counts

This table is generated from the raw JSONL logs. It distinguishes transport health from output quality: a run can stay connected and still degrade visually, so the report records both state events and image-derived signals.

Metric	Test 1	Test 2
Total duration	1200s	1200s
Final chunk	663	665
Final frame	21912	21978
SDK errors	0	0
Model errors	0	0
Degradation first observed	not observed	not observed
Black screen	not observed	not observed

Event or State	Test 1	Test 2
Sample events	40	40
Capture events	20	20
Prompt events	0	100
Callback frames received	21851	21848
Final status before cleanup	ready	ready
Session died	not observed	not observed
WebRTC FPS counter	unavailable:no_video_fps_counter	unavailable:no_video_fps_counter

Graphs

Runtime Signals

FPS is callback-observed because WebRTC FPS counters were unavailable through the Python SDK stats surface. Mean luma is computed from the 60-second frame captures.

Observed FPS Callback-derived frame delivery sampled every 30 seconds

Mean Luma Brightness measured from selected 60-second frame captures

Signal	Test 1	Test 2
Pre-terminal FPS range	17.23-18.67	15.73-18.61
Pre-terminal FPS average	18.35	18.35
Lowest pre-terminal FPS	17.23 at 30s	15.73 at 360s
Highest pre-terminal FPS	18.67 at 510s	18.61 at 210s
Terminal FPS sample	12.56 at 1200s	12.48 at 1200s
Mean luma range	39.40-140.46	25.40-177.08
Mean luma average	98.27	84.96
Lowest mean luma	39.395 at 840s	25.401 at 900s
Highest mean luma	140.458 at 720s	177.083 at 360s

Prompt Rotation

Test 2 Prompt Set

Test 2 deliberately alternated between visually distant domains. The rotation interval was 12 seconds, while captures were taken every 60 seconds. Since 60 seconds is exactly five prompt intervals, the saved screenshots repeatedly land on the same rotation phase; they are useful evidence of session health, but they are not a balanced gallery of all five prompt themes.

Prompt 1	photorealistic cinematic video, shattered financial wasteland, broken black monoliths, cracked earth, blood-red twilight, ash in the air, smooth continuous motion
Prompt 2	photorealistic cinematic video, floating islands of gold and crystal above a luminous city, aurora radiance, cyan and gold refractions, impossible architecture, smooth continuous motion
Prompt 3	photorealistic cinematic video, violent thunderstorm over storm cliffs above a dark ocean, blue-grey overcast light, waves surging, smooth continuous motion
Prompt 4	photorealistic cinematic video, vast open plains with glass data pylons in tall grass, balanced dawn light, slow aerial glide, smooth continuous motion
Prompt 5	photorealistic cinematic video, apocalyptic void over infinite black ocean, collapsing constellations, reality tearing into dark glass fragments, smooth continuous motion

Key Findings

What Changed Over 20 Minutes

Neither session died early. Both runs reached the requested 1200-second duration and reported ready immediately before cleanup.
No SDK errors or model error events were recorded in either run. This matters because the original failure concern could have been transport-related, model-runtime-related, or purely visual; these logs do not support the first two explanations under this protocol.
No black screen was observed. Every saved capture had black_frame=false, and the summary-level black-screen field remained unset.
Pre-terminal frame delivery stayed in a narrow band: Test 1 ran at 17.23-18.67 FPS with a 18.35 FPS average; Test 2 ran at 15.73-18.61 FPS with a 18.35 FPS average.
The only notable FPS event was Test 2's lowest pre-terminal sample, 15.73 FPS at 360s. It recovered afterward, so it does not look like monotonic degradation.
The final FPS sample dropped at exactly 1200s in both runs. Because the drop occurs at the requested stop boundary for both unrelated prompt policies, it is best interpreted as a terminal sampling artifact unless a longer run reproduces it before the planned stop time.
Mean luma varied more in Test 2 (25.40-177.08; average 84.96) than in Test 1 (39.40-140.46; average 98.27). That is expected from the rotating prompt set and does not show a sustained drift toward zero.
The controlled tests did not reproduce the Terra degradation report. They narrow the likely trigger set toward factors not covered here: exact Terra prompt composition, real market-data-driven prompt mutation, image conditioning, longer runtime, concurrent sessions, or node-specific GPU/memory behavior.

Interpretation

How to Read the Result

The strongest conclusion is negative: under these two controlled 20-minute conditions, Helios did not show a measurable session-degradation failure. A healthy session here means the client remained connected, frame callbacks continued, state samples continued, error counters stayed at zero, and saved captures did not collapse into black frames.

That does not prove the original Terra issue was impossible or user error. It means the issue likely depends on conditions outside this simplified protocol. The most suspicious missing variables are Terra's exact prompt construction, high-detail city/building prompts, prompt changes driven by live market state, first-person drone camera motion, image or frame conditioning, longer runtime, and infrastructure variance between assigned GPU nodes.

The final 1200-second FPS dip should not be treated as a degradation onset by itself. It appears at the planned end of both runs and is not preceded by a trend. A follow-up test should extend the run to 30-60 minutes and log whether an equivalent dip appears before the stop boundary.

Limitations

What This Report Does Not Prove

The report does not evaluate visual aesthetics or prompt adherence with a formal perceptual metric. Mean luma is only a coarse brightness signal.
The report does not capture WebRTC-level FPS because no video FPS counter was exposed through the observed SDK stats path. Callback FPS is still useful, but it is not identical to browser-side decoded/rendered FPS.
The 60-second capture cadence aliases with the 12-second Test 2 prompt cadence. A future rotating-prompt run should capture at a non-multiple interval such as 17 seconds or capture immediately before and after each prompt mutation.
The report does not reproduce Terra's full product loop, including real Bitcoin data inputs, prompt construction logic, user navigation, and any image-conditioning path.
The report does not preserve Terra's first-person drone-like camera path, which may place additional pressure on scene continuity and long-horizon spatial coherence.
The report does not test concurrent sessions, GPU memory pressure, browser playback behavior, or server-side variance across Helios nodes.

Selected Images

Ten Frame Captures

Five images are from Test 1 and five are from Test 2. The representative prompt frame above is included as Test 2's first selected image.

Test 1: static prompt, five selected captures

Evenly spaced captures from the single-prompt mountain landscape run.

Test 1 capture at 60 seconds — 60s · luma 112.616 · chunk 32 · frame 1089

Test 1 capture at 300 seconds — 300s · luma 126.955 · chunk 166 · frame 5511

Test 1 capture at 600 seconds — 600s · luma 120.576 · chunk 334 · frame 11055

Test 1 capture at 900 seconds — 900s · luma 81.119 · chunk 501 · frame 16566

Test 1 capture at 1200 seconds — 1200s · luma 135.769 · chunk 663 · frame 21912

Test 2: rotating prompts, four additional captures

The 120s representative prompt frame above completes the five-image Test 2 set.

Test 2 capture at 300 seconds — 300s · luma 112.387 · chunk 166 · frame 5511

Test 2 capture at 600 seconds — 600s · luma 46.382 · chunk 334 · frame 11055

Test 2 capture at 900 seconds — 900s · luma 25.401 · chunk 502 · frame 16599

Test 2 capture at 1200 seconds — 1200s · luma 72.965 · chunk 665 · frame 21978

Sources

Raw Artifacts and Reproducibility

The report is generated directly from the saved JSONL logs and PNG captures. Every artifact link below stays inside this HTML file, so the deployed report remains self-contained.

The HTML embeds only the selected ten images. The source folders still contain the complete capture set from both runs, so additional frames can be reviewed without changing the report's visual density.

Artifact	Open	What It Contains
Test 1 raw log	Jump to log	Static prompt run: state samples, frame counters, captures, errors, and summary.
Test 2 raw log	Jump to log	Rotating prompt run: prompt events, state samples, captures, errors, and summary.
Artifact manifest	Jump to manifest	Machine-readable index of report inputs and selected frames.
Selected Test 1 frames	60s 300s 600s 900s 1200s	Five embedded evidence frames from the static run.
Selected Test 2 frames	120s 300s 600s 900s 1200s	Five selected evidence frames from the rotating prompt run.
Full Test 1 capture set	Jump to index	All 20 saved capture checkpoints with chunk, frame, luma, and black-frame state.
Full Test 2 capture set	Jump to index	All 20 rotating-prompt capture checkpoints with chunk, frame, luma, and black-frame state.

Embedded Test 1 raw log

{"capture_interval_seconds": 60, "event": "script_start", "log_interval_seconds": 30, "model": "helios", "note": "No reset/reconnect/prompt-change logic is enabled.", "prompt": "photorealistic cinematic video of a mountain landscape at sunrise, smooth continuous motion, atmospheric depth", "run_seconds": 1200, "timestamp": "2026-06-21T21:22:50+00:00"}
{"event": "connecting", "timestamp": "2026-06-21T21:22:50+00:00"}
{"capabilities": {"protocol_version": "0.0.0", "tracks": [{"direction": "recvonly", "kind": "video", "name": "main_video"}]}, "event": "connected", "session_id": "9d077576-0956-4d4b-9da0-b5a5e2473a41", "status": "ready", "timestamp": "2026-06-21T21:23:01+00:00"}
{"chunk": 0, "event": "prompt_scheduled", "timestamp": "2026-06-21T21:23:01+00:00"}
{"event": "generation_started_command_sent", "timestamp": "2026-06-21T21:23:01+00:00"}
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{"event": "cleanup_disconnect", "timestamp": "2026-06-21T21:43:01+00:00"}

Embedded Test 2 raw log

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{"black_screen_seconds": null, "captures_written": ["C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_060s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_120s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_180s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_240s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_300s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_360s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_420s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_480s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_540s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_600s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_660s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_720s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_780s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_840s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_900s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_960s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_1020s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_1080s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_1140s.png", "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_1200s.png"], "degradation_first_observed_seconds": null, "degradation_reason": null, "end_reason": "completed_full_requested_duration", "event": "summary", "final_chunk_reached": 665, "final_frame_reached": 21978, "final_status_before_cleanup": "ready", "frames_received_by_callback": 21848, "low_luma_seconds": null, "model_error_count": 0, "prompt_change_count": 100, "sdk_error_count": 0, "session_died_seconds": null, "timestamp": "2026-06-21T22:19:38+00:00", "total_session_duration_seconds": 1200}
{"event": "cleanup_disconnect", "timestamp": "2026-06-21T22:19:38+00:00"}

Embedded artifact manifest

{
  "report": "helios_stress_report.html",
  "project_reference": "https://groundtruth-2mog.vercel.app/",
  "created_from": {
    "test1_log": "terra_stress_test.log",
    "test2_log": "test2_raw_log.jsonl"
  },
  "selected_frame_policy": {
    "total_embedded_images": 10,
    "test1_selected_seconds": [
      60,
      300,
      600,
      900,
      1200
    ],
    "test2_selected_seconds": [
      120,
      300,
      600,
      900,
      1200
    ],
    "note": "The representative Test 2 frame is embedded above context and counts as one of the five Test 2 images."
  },
  "selected_frames": [
    {
      "test": "Test 1",
      "elapsed_seconds": 60,
      "relative_path": "frame_060s.png",
      "absolute_path": "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\frame_060s.png"
    },
    {
      "test": "Test 1",
      "elapsed_seconds": 300,
      "relative_path": "frame_300s.png",
      "absolute_path": "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\frame_300s.png"
    },
    {
      "test": "Test 1",
      "elapsed_seconds": 600,
      "relative_path": "frame_600s.png",
      "absolute_path": "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\frame_600s.png"
    },
    {
      "test": "Test 1",
      "elapsed_seconds": 900,
      "relative_path": "frame_900s.png",
      "absolute_path": "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\frame_900s.png"
    },
    {
      "test": "Test 1",
      "elapsed_seconds": 1200,
      "relative_path": "frame_1200s.png",
      "absolute_path": "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\frame_1200s.png"
    },
    {
      "test": "Test 2",
      "elapsed_seconds": 120,
      "relative_path": "test2/frame_120s.png",
      "absolute_path": "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_120s.png"
    },
    {
      "test": "Test 2",
      "elapsed_seconds": 300,
      "relative_path": "test2/frame_300s.png",
      "absolute_path": "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_300s.png"
    },
    {
      "test": "Test 2",
      "elapsed_seconds": 600,
      "relative_path": "test2/frame_600s.png",
      "absolute_path": "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_600s.png"
    },
    {
      "test": "Test 2",
      "elapsed_seconds": 900,
      "relative_path": "test2/frame_900s.png",
      "absolute_path": "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_900s.png"
    },
    {
      "test": "Test 2",
      "elapsed_seconds": 1200,
      "relative_path": "test2/frame_1200s.png",
      "absolute_path": "C:\\Users\\kushw\\Documents\\Codex\\2026-06-22\\i-need-you-to-run-a\\outputs\\test2\\frame_1200s.png"
    }
  ],
  "complete_capture_sets": {
    "test1": [
      "frame_060s.png",
      "frame_120s.png",
      "frame_180s.png",
      "frame_240s.png",
      "frame_300s.png",
      "frame_360s.png",
      "frame_420s.png",
      "frame_480s.png",
      "frame_540s.png",
      "frame_600s.png",
      "frame_660s.png",
      "frame_720s.png",
      "frame_780s.png",
      "frame_840s.png",
      "frame_900s.png",
      "frame_960s.png",
      "frame_1020s.png",
      "frame_1080s.png",
      "frame_1140s.png",
      "frame_1200s.png"
    ],
    "test2": [
      "test2/frame_060s.png",
      "test2/frame_120s.png",
      "test2/frame_180s.png",
      "test2/frame_240s.png",
      "test2/frame_300s.png",
      "test2/frame_360s.png",
      "test2/frame_420s.png",
      "test2/frame_480s.png",
      "test2/frame_540s.png",
      "test2/frame_600s.png",
      "test2/frame_660s.png",
      "test2/frame_720s.png",
      "test2/frame_780s.png",
      "test2/frame_840s.png",
      "test2/frame_900s.png",
      "test2/frame_960s.png",
      "test2/frame_1020s.png",
      "test2/frame_1080s.png",
      "test2/frame_1140s.png",
      "test2/frame_1200s.png"
    ]
  }
}

Test 1 full capture index

Elapsed	Chunk	Frame	Mean luma	Black frame
60s	32	1089	112.616	false
120s	66	2211	133.689	false
180s	99	3300	135.749	false
240s	133	4422	83.630	false
300s	166	5511	126.955	false
360s	200	6633	75.702	false
420s	233	7722	102.187	false
480s	267	8844	93.901	false
540s	301	9966	83.231	false
600s	334	11055	120.576	false
660s	368	12177	116.736	false
720s	401	13266	140.458	false
780s	435	14388	72.965	false
840s	468	15477	39.395	false
900s	501	16566	81.119	false
960s	535	17688	71.319	false
1020s	568	18777	73.179	false
1080s	602	19899	78.480	false
1140s	635	20988	87.740	false
1200s	663	21912	135.769	false

Test 2 full capture index

Elapsed	Chunk	Frame	Mean luma	Black frame
60s	32	1089	46.192	false
120s	66	2211	155.862	false
180s	99	3300	88.954	false
240s	133	4422	79.490	false
300s	166	5511	112.387	false
360s	200	6633	177.083	false
420s	233	7722	61.543	false
480s	267	8844	88.570	false
540s	301	9966	44.483	false
600s	334	11055	46.382	false
660s	368	12177	150.517	false
720s	401	13266	136.815	false
780s	435	14388	75.134	false
840s	468	15477	55.550	false
900s	502	16599	25.401	false
960s	536	17721	86.935	false
1020s	569	18810	50.227	false
1080s	603	19932	62.506	false
1140s	636	21021	82.268	false
1200s	665	21978	72.965	false