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![\"Momentum:\"](\"https://storage.googleapis.com/kaggle-script-versions/263933858/output/train_momentum_plot.png?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20250927%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20250927T010807Z&X-Goog-Expires=345600&X-Goog-SignedHeaders=host&X-Goog-Signature=3e334d3ee3be9827bc09e2ad410dca1799939b165fb58f3df29eceaf9f32277d151e356a0bce589fc6097f06fb2593b85790af4426bd0d4a5c1104826b2569969f3b6ddb92469ec76b40fe84d02be806f1ac94cabecc98e5e7c613cfc3a72bc4a11ef11d7c503e7d2fc089e0850b74960aba555e33354fb4075f9790fb6e92e2a48b165d1194ab897177d6ebcf6b2d41098c838e4ec665abac062658163f6b64649d0cd1051dc8cc1c134c043575a7a906e3952eddc47425f2495e8a98bc4ba8122b4fb39fbad8cf7353a56633f1bc6f7c1942e898dd610cf8b836c6b02e576886644ee0a693791fdd0e69fd9acc26d8de127aa741bc92a2e7db4c78a72bec9b\")
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![\"Ratio\"](\"https://storage.googleapis.com/kaggle-script-versions/263933858/output/train_ratio_plot.png?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20250927%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20250927T011828Z&X-Goog-Expires=345600&X-Goog-SignedHeaders=host&X-Goog-Signature=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\")
\n
![\"\"](\"https://storage.googleapis.com/kaggle-script-versions/263933858/output/train_sm_momentum_plot.png?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20250927%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20250927T011847Z&X-Goog-Expires=345600&X-Goog-SignedHeaders=host&X-Goog-Signature=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\")
\n
![\"\"](\"https://storage.googleapis.com/kaggle-script-versions/263933858/output/train_sm_ratio_plot.png?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20250927%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20250927T011916Z&X-Goog-Expires=345600&X-Goog-SignedHeaders=host&X-Goog-Signature=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\")
In the earlier discussion, the host mentioned that they used ratio, momentum, sm_ratio, and sm_momentum values as base descriptors, and from those, they generated troughs, peaks, zones, etc. based on thresholds. So, I plotted all the line graphs of these four features grouped by ticker_id and marked the samples labeled as H or L with dots. However, it doesn’t really seem to make much sense.
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You can see that both the green dots (H) and the yellow dots (L) are sometimes at the highest point of the graph, sometimes at the lowest, and sometimes in between.
\nWhat exactly do H and L represent? Are they peaks or troughs, or do they indicate some kind of trend? Or are they labels meant for an entire sequence but only assigned to a single sample?
In the earlier discussion, the host mentioned that they used ratio, momentum, sm_ratio, and sm_momentum values as base descriptors, and from those, they generated troughs, peaks, zones, etc. based on thresholds. So, I plotted all the line graphs of these four features grouped by ticker_id and marked the samples labeled as H or L with dots. However, it doesn’t really seem to make much sense.
\n
\n
\n
\n
You can see that both the green dots (H) and the yellow dots (L) are sometimes at the highest point of the graph, sometimes at the lowest, and sometimes in between.
\nWhat exactly do H and L represent? Are they peaks or troughs, or do they indicate some kind of trend? Or are they labels meant for an entire sequence but only assigned to a single sample?
its higher high(HH),higher low(HL),lower low(LL),lower high(LH) this are points in the chart just search it there will be diagrams you will understand.
", "rawMarkdown": "its higher high(HH),higher low(HL),lower low(LL),lower high(LH) this are points in the chart just search it there will be diagrams you will understand.", "votes": null } ], "comments": [ { "id": 3294939, "author_name": "prakashn01", "author_url": "", "post_date": "09/27/2025 07:12:31", "content": "its higher high(HH),higher low(HL),lower low(LL),lower high(LH) this are points in the chart just search it there will be diagrams you will understand.
", "votes": null, "replies": [] } ], "raw_markdown_by_id": { "3294866": "In [the earlier discussion](https://www.kaggle.com/competitions/detecting-reversal-points-in-us-equities/discussion/607687#3292795), the host mentioned that they used ratio, momentum, sm_ratio, and sm_momentum values as base descriptors, and from those, they generated troughs, peaks, zones, etc. based on thresholds. So, I plotted all the line graphs of these four features grouped by ticker_id and marked the samples labeled as H or L with dots. However, it doesn’t really seem to make much sense.\n\n\n\n\n \nYou can see that both the green dots (H) and the yellow dots (L) are sometimes at the highest point of the graph, sometimes at the lowest, and sometimes in between.\nWhat exactly do H and L represent? Are they peaks or troughs, or do they indicate some kind of trend? Or are they labels meant for an entire sequence but only assigned to a single sample?", "3294939": "its higher high(HH),higher low(HL),lower low(LL),lower high(LH) this are points in the chart just search it there will be diagrams you will understand." }, "source": "meta" }