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ultralytics 8.0.236 dataset semantic & SQL search API (#7136)

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Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Laughing-q <1182102784@qq.com>
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Ayush Chaurasia 2024-01-07 00:23:25 +05:30 • committed by GitHub
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1
docs/en/guides/distance-calculation.md
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@ -65,7 +65,6 @@ Measuring the gap between two objects is known as distance calculation within a
- Mouse Right Click will delete all drawn points
- Mouse Left Click can be used to draw points
### Optional Arguments `set_args`
| Name | Type | Default | Description |

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docs/en/guides/heatmaps.md
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@ -25,7 +25,7 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
- **Intuitive Data Distribution Visualization:** Heatmaps simplify the comprehension of data concentration and distribution, converting complex datasets into easy-to-understand visual formats.
- **Efficient Pattern Detection:** By visualizing data in heatmap format, it becomes easier to spot trends, clusters, and outliers, facilitating quicker analysis and insights.
- **Enhanced Spatial Analysis and Decision Making:** Heatmaps are instrumental in illustrating spatial relationships, aiding in decision-making processes in sectors such as business intelligence, environmental studies, and urban planning.
- **Enhanced Spatial Analysis and Decision-Making:** Heatmaps are instrumental in illustrating spatial relationships, aiding in decision-making processes in sectors such as business intelligence, environmental studies, and urban planning.
## Real World Applications
@ -34,12 +34,11 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
| ![Ultralytics YOLOv8 Transportation Heatmap](https://github.com/RizwanMunawar/ultralytics/assets/62513924/288d7053-622b-4452-b4e4-1f41aeb764aa) | ![Ultralytics YOLOv8 Retail Heatmap](https://github.com/RizwanMunawar/ultralytics/assets/62513924/edef75ad-50a7-4c0a-be4a-a66cdfc12802) |
| Ultralytics YOLOv8 Transportation Heatmap | Ultralytics YOLOv8 Retail Heatmap |
!!! tip "Heatmap Configuration"
???+ tip "Heatmap Configuration"
- `heatmap_alpha`: Ensure this value is within the range (0.0 - 1.0).
- `decay_factor`: Used for removing heatmap after an object is no longer in the frame, its value should also be in the range (0.0 - 1.0).
!!! Example "Heatmaps using Ultralytics YOLOv8 Example"
=== "Heatmap"

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docs/en/guides/object-counting.md
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@ -167,7 +167,6 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly
### Optional Arguments `set_args`
| Name | Type | Default | Description |
|---------------------|-------------|----------------------------|-----------------------------------------------|
| view_img | `bool` | `False` | Display frames with counts |

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docs/en/guides/speed-estimation.md
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@ -73,17 +73,16 @@ Speed estimation is the process of calculating the rate of movement of an object
Speed will be an estimate and may not be completely accurate. Additionally, the estimation can vary depending on GPU speed.
### Optional Arguments `set_args`
| Name | Type | Default | Description |
|---------------------|-------------|----------------------------|---------------------------------------------------|
| reg_pts | `list` | `[(20, 400), (1260, 400)]` | Points defining the Region Area |
| names | `dict` | `None` | Classes names |
| view_img | `bool` | `False` | Display frames with counts |
| line_thickness | `int` | `2` | Increase bounding boxes thickness |
| region_thickness | `int` | `5` | Thickness for object counter region or line |
| spdl_dist_thresh | `int` | `10` | Euclidean Distance threshold for speed check line |
| Name | Type | Default | Description |
|------------------|--------|----------------------------|---------------------------------------------------|
| reg_pts | `list` | `[(20, 400), (1260, 400)]` | Points defining the Region Area |
| names | `dict` | `None` | Classes names |
| view_img | `bool` | `False` | Display frames with counts |
| line_thickness | `int` | `2` | Increase bounding boxes thickness |
| region_thickness | `int` | `5` | Thickness for object counter region or line |
| spdl_dist_thresh | `int` | `10` | Euclidean Distance threshold for speed check line |
### Arguments `model.track`