Assessing Tree Health And Stability by Kaggle | Healthcare

About this Dataset

Assessing Tree Health And Stability

Assessing Tree Health and Stability

Insights into Different Tree Species

About this dataset

This comprehensive dataset was compiled to capture comprehensive quantitative insights into the health, stability, and compliance of different tree species. The dataset includes cumulative data from sensors deployed on trees in various slopes across the world over a period of time. It offers an extensive view of important variables including slope IDs, tree IDs, status, rawx-rawz readings and more. Such detail enables users to identify patterns in key components that may help increase the accuracy of future analyses. Furthermore, this dataset also contains information regarding tasks performed such as start and finish times, events on trees and much more! Such information provides valuable insights for policy makers aiming to safeguard our biodiversity from increasing degradation trends that are being observed across the globe. Using this detailed dataset will allow researchers to explore new ways for monitoring critical ecosystems for better management in a timely fashion

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How to use the dataset

This guide will walk you through how to use this dataset for all your tree-sensor related needs so you can be informed about any changes or updates to a particular tree species’ health or stability. Let’s get started!

Research Ideas

To analyze tree health over an extended period of time, compare cumulative data from sensors and track trends in different slopes for different tree species.

Using sensor readouts to predict the stability and longevity of certain trees by looking at changes in the cumulative data over time.

To monitor compliance with environmental regulations by tracking sensor readings to monitor tree health and stability for particular areas or regions

Acknowledgements

If you use this dataset in your research, please credit the original authors.
Data Source

License

License: CC0 1.0 Universal (CC0 1.0) - Public Domain Dedication
No Copyright - You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission. See Other Information.

Columns

File: CumulativeDailyWarning.csv

Column name	Description
Date compared	Date when the data was compared. (Date)
Date assessed	Date when the data was assessed. (Date)
Status (in Order / follow-up	Status of the tree in order or follow-up. (String)

File: DataCumulated2.csv

Column name	Description
rs2Time	Time of the sensor reading. (DateTime)
rs2Mean	Mean of the sensor readings. (Float)
rs2STD	Standard deviation of the sensor readings. (Float)
rs2ComX	X-axis component of the sensor readings. (Float)
rs2ComY	Y-axis component of the sensor readings. (Float)
rs2ComZ	Z-axis component of the sensor readings. (Float)
rawx	Raw x-axis readings from the sensor. (Float)
rawy	Raw y-axis readings from the sensor. (Float)
rawz	Raw z-axis readings from the sensor. (Float)

File: DataCumulatedFlex2.csv

Column name	Description
MaxDiff	Maximum difference between x/y/z axes. (Float)
date	Date of the measurement. (Date)

File: Task_Info_Flex.csv

Column name	Description
Task	The type of task that was conducted. (String)
Start	The start date of the task. (Date)
Finish	The end date of the task. (Date)
Description	A description of the task. (String)

File: Tasks_info.csv

Column name	Description
Task	The type of task that was conducted. (String)
Start	The start date of the task. (Date)
Finish	The end date of the task. (Date)
Events	Descriptor of any sensed events like wind blasts etcetera during the given period. (String)

File: pivotFlexBarrier.csv

Column name	Description
Slope ID	Unique identifier for each slope. (Integer)

File: treeInfoDailyUpdate.csv

Column name	Description
Slope ID	Unique identifier for each slope. (Integer)
Date compared	Date when the data was compared. (Date)
Date assessed	Date when the data was assessed. (Date)
Status (in Order / follow-up	Status of the tree in order or follow-up. (String)

Acknowledgements

If you use this dataset in your research, please credit the original authors.
If you use this dataset in your research, please credit .

Tables

Cumulativedailywarning

@kaggle.thedevastator_assessing_tree_health_and_stability_with_sensor.cumulativedailywarning

15.63 KB
1558 rows
5 columns


CREATE TABLE cumulativedailywarning (
  "date_compared" VARCHAR,
  "date_assessed" VARCHAR,
  "slope_ids" VARCHAR,
  "tree_ids" VARCHAR,
  "status_in_order_follow_up" VARCHAR
);

Datacumulated2

@kaggle.thedevastator_assessing_tree_health_and_stability_with_sensor.datacumulated2

5.66 MB
124878 rows
12 columns


CREATE TABLE datacumulated2 (
  "slopeid" VARCHAR,
  "treeid" VARCHAR,
  "deviceid" BIGINT,
  "rs2time" TIMESTAMP,
  "rs2mean" DOUBLE,
  "rs2std" DOUBLE,
  "rs2comx" DOUBLE,
  "rs2comy" DOUBLE,
  "rs2comz" DOUBLE,
  "rawx" DOUBLE,
  "rawy" DOUBLE,
  "rawz" DOUBLE
);

Datacumulatedflex2

@kaggle.thedevastator_assessing_tree_health_and_stability_with_sensor.datacumulatedflex2

4.86 KB
356 rows
3 columns


CREATE TABLE datacumulatedflex2 (
  "maxdiff" DOUBLE,
  "date" TIMESTAMP,
  "deviceid" BIGINT
);

Pivotflexbarrier

@kaggle.thedevastator_assessing_tree_health_and_stability_with_sensor.pivotflexbarrier

62.13 KB
5 rows
87 columns


CREATE TABLE pivotflexbarrier (
  "unnamed_0_1" BIGINT,
  "unnamed_0" BIGINT,
  "deviceid" BIGINT,
  "n_2022_10_03" DOUBLE,
  "n_2022_10_04" DOUBLE,
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  "n_2022_12_24" DOUBLE,
  "n_2022_12_25" DOUBLE
);

Tasks Info

@kaggle.thedevastator_assessing_tree_health_and_stability_with_sensor.tasks_info

4.65 KB
9 rows
6 columns


CREATE TABLE tasks_info (
  "task" VARCHAR,
  "start" TIMESTAMP,
  "finish" TIMESTAMP,
  "events" VARCHAR,
  "slopeid" VARCHAR,
  "treeid" VARCHAR
);

Task Info Flex

@kaggle.thedevastator_assessing_tree_health_and_stability_with_sensor.task_info_flex

4.53 KB
5 rows
6 columns


CREATE TABLE task_info_flex (
  "task" VARCHAR,
  "start" TIMESTAMP,
  "finish" TIMESTAMP,
  "description" VARCHAR,
  "slopeid" VARCHAR,
  "sensorid" VARCHAR
);

Treeinfodailyupdate

@kaggle.thedevastator_assessing_tree_health_and_stability_with_sensor.treeinfodailyupdate

5.2 KB
13 rows
6 columns


CREATE TABLE treeinfodailyupdate (
  "unnamed_0" BIGINT,
  "date_compared" TIMESTAMP,
  "date_assessed" TIMESTAMP,
  "slope_ids" VARCHAR,
  "tree_ids" VARCHAR,
  "status_in_order_follow_up" VARCHAR
);