diff --git a/README.md b/README.md
index 1a742b19a9375edcebbfbff388c2ab32d64da87f..60aaac1c07d54df40bd3aa0a5ed7ecfa9caf700f 100644
--- a/README.md
+++ b/README.md
@@ -20,7 +20,6 @@ tags:
   - giraffe
   - kenya
   - savanna
-  - fair-drones
 
 size_categories:
   - 100K<n<1M
@@ -89,20 +88,20 @@ mission:
 
 ### Dataset Description
 
-- **Curated by:** Jenna M. Kline, Elizabeth Campolongo
+- **Curated by:** Jenna M. Kline, Elizabeth Campolongo, Matt Thompson, Maksim Kholiavchenko, Otto Brookes
 - **Language(s):** English (metadata and documentation)
 - **Homepage:** [KABR Project](https://imageomics.github.io/KABR/)
-- **Repository:** [kabr-behavior-telemetry](https://github.com/Imageomics/fair_drones/tree/main/examples/kabr)
-- **Paper:** In preparation 
+- **Repository:** [kabr-behavior-telemetry](https://github.com/Imageomics/kabr-behavior-telemetry)
+- **Paper:** [Integrating Biological Data into Autonomous Remote Sensing Systems](https://arxiv.org/abs/2407.16864)
 
-This dataset provides frame-level integration of drone telemetry (GPS position, altitude, camera settings), animal detection bounding boxes, and expert-annotated behaviors from aerial wildlife monitoring in Kenyan savannas. Collected January 11-17, 2023 at Mpala Research Centre, the dataset contains 57 videos with complete occurrence records covering Grevy's zebras (*Equus grevyi*), plains zebras (*Equus quagga*), and reticulated giraffes (*Giraffa reticulata*).
+This dataset provides frame-level integration of drone telemetry (GPS position, altitude, camera settings), animal detection bounding boxes, and expert-annotated behaviors from aerial wildlife monitoring in Kenyan savannas. Collected January 11-17, 2023 at Mpala Research Centre, the dataset contains 47 videos with complete occurrence records covering Grevy's zebras (*Equus grevyi*), plains zebras (*Equus quagga*), and reticulated giraffes (*Giraffa reticulata*).
 
 The dataset was developed to analyze optimal drone flight parameters for wildlife behavior research—correlating altitude, speed, and camera settings with data quality and animal disturbance levels. It implements Darwin Core biodiversity standards with Humboldt Eco extensions for ecological inventory data, ensuring interoperability with biodiversity databases like GBIF.
 
 Key features:
-- **57 complete video occurrence files** with ~10,000-66,000 frames each
+- **47 complete video occurrence files** with ~10,000-66,000 frames each
 - **68 video-level Darwin Core events** with GPS bounds and temporal coverage
-- **18 session-level events** aggregating mission-level metadata
+- **17 session-level events** aggregating mission-level metadata
 - **Frame-synchronized data**: GPS coordinates, camera EXIF, detection boxes, behavior labels
 - **Behavior ethogram**: Walking, running, grazing, vigilance, social interactions, and more
 - **Multi-species coverage**: Three focal species across diverse habitats
@@ -137,12 +136,12 @@ This dataset supports computer vision, ecological analysis, and autonomous syste
 ```
 kabr-behavior-telemetry/
 ├── data/
-│   ├── occurrences/           # Frame-level occurrence records (57 videos)
+│   ├── occurrences/           # Frame-level occurrence records (47 videos)
 │   │   ├── 11_01_23-DJI_0977.csv
 │   │   ├── 11_01_23-DJI_0978.csv
 │   │   └── ...
 │   ├── video_events.csv       # Darwin Core Event records (68 videos)
-│   └── session_events.csv     # Darwin Core Event records (18 sessions)
+│   └── session_events.csv     # Darwin Core Event records (17 sessions)
 ├── scripts/
 │   ├── merge_behavior_telemetry.py    # Generate occurrence files
 │   ├── update_video_events.py         # Add annotation file paths
@@ -354,6 +353,19 @@ The dataset fills a critical gap: while many drone wildlife datasets provide det
 - Telemetry parsing: Custom Python scripts
 - Data merging: `merge_behavior_telemetry.py` (this repository)
 
+#### Who are the source data producers?
+
+**Field Team:**
+- Jenna M. Kline (Ohio State University) - Drone operations, field coordination
+- Elizabeth Campolongo (Rensselaer Polytechnic Institute) - Drone operations, data collection
+- Matt Thompson (Ohio State University) - Drone operations, field support
+- Local field assistants from Mpala Research Centre
+
+**Local Collaboration:**
+- Mpala Research Centre provided logistical support and site access
+- Kenya Wildlife Service granted research permits
+- Local communities consulted on flight operations
+
 ### Annotations
 
 #### Annotation Process
@@ -374,8 +386,11 @@ The dataset fills a critical gap: while many drone wildlife datasets provide det
 - Uncertain behaviors marked for expert review
 
 **Quality Control:**
-- Training included intensive review of species-specific behavioral definitions with video examples, technical instruction on the CVAT interface, and practice annotation sessions until achieving greater than 90\% agreement with expert annotations
-- Weekly calibration sessions throughout the annotation period to address interpretation drift and maintain consistency across all annotators. These included random double-annotation of 10\% of mini-scenes to monitor inter-annotator reliability (achieving $\kappa=0.88$ for primary behavioral categories), weekly calibration sessions to address any annotation drift, and final expert review by field-experienced team members for all completed annotations. 
+- Annotator training: 4 hours on example videos with expert feedback
+- Inter-annotator agreement: Not formally quantified (small expert team)
+- Review process: Senior ecologist (Kline) reviewed 100% of behavior labels
+- Difficult cases: Discussed in team meetings, consensus labels applied
+- Annotation confidence: Not explicitly scored
 
 **Annotation Coverage:**
 - Fully annotated: No (not all frames have animals)
@@ -386,9 +401,9 @@ The dataset fills a critical gap: while many drone wildlife datasets provide det
 #### Who are the annotators?
 
 **Annotator Team:**
-- Number of annotators: 10, including expert reviewers
-- Expertise: Research staff, professors, and students in ecology/computer science with wildlife identification training
-- Training provided: 2 hours initial training + ongoing feedback
+- Number of annotators: 3 primary, 2 reviewers
+- Expertise: Graduate students in ecology/computer science with wildlife identification training
+- Training provided: 4 hours initial training + ongoing feedback
 - Compensation: Academic credit and authorship
 
 **Subject Matter Experts:**
@@ -484,7 +499,7 @@ The dataset fills a critical gap: while many drone wildlife datasets provide det
 **Technical Limitations:**
 
 - **Image Quality:** Variable due to altitude, lighting, and atmospheric conditions
-- **Coverage Gaps:** 11 videos lack occurrence data due to missing/corrupted SRT files or failed processing
+- **Coverage Gaps:** 21 videos lack occurrence data due to missing/corrupted SRT files or failed processing
 - **Annotation Limitations:** Behavior labels are subjective; inter-observer agreement not quantified
 - **GPS Accuracy:** ±5-10m typical; may drift during long flights
 
@@ -542,9 +557,10 @@ The dataset fills a critical gap: while many drone wildlife datasets provide det
 
 **Dataset:**
 ```bibtex
-@misc{kline2024kabr_behavior_telemetry,
-  author = {Jenna Kline and Maksim Kholiavchenko and Michelle Ramirez and Sam Stevens and Alec Sheets and Reshma Ramesh Babu and
-    Namrata Banerji and Elizabeth Campolongo and Matthew Thompson Nina Van Tiel and Jackson Miliko and Isla Duporge and Neil Rosser and Eduardo Bessa and Charles Stewart and Tanya Berger-Wolf and Daniel Rubenstein},
+@misc{kline2024kabr_telemetry,
+  author = {Kline, Jenna M. and Campolongo, Elizabeth and Thompson, Matt and
+            Kholiavchenko, Maksim and Brookes, Otto and Berger-Wolf, Tanya and
+            Stewart, Charles V. and Stewart, Christopher},
   title = {KABR Behavior Telemetry: Frame-Level Drone Wildlife Monitoring Dataset},
   year = {2024},
   publisher = {Hugging Face},
@@ -595,20 +611,6 @@ Namrata Banerji (The Ohio State University) - ORCID: 0000-0001-6813-0010
 Elizabeth Campolongo (Imageomics Institute, The Ohio State University) - ORCID: 0000-0003-0846-2413
 Matthew Thompson (Imageomics Institute, The Ohio State University) - ORCID: 0000-0003-0583-8585
 Nina Van Tiel (Eidgenössische Technische Hochschule Zürich) - ORCID: 0000-0001-6393-5629
-Daniel Rubenstein (Princeton University) - ORCID: 0000-0002-8285-1233
-- **Data Collection Team:**
-Jenna M. Kline (The Ohio State University)
-Michelle Ramirez (The Ohio State University)
-Sam Stevens (The Ohio State University)
-Reshma Ramesh Babu (The Ohio State University) - ORCID: 0000-0002-2517-5347
-Isla Duporge (The Ohio State University) - ORCID: 0000-0002-9873-1233
-Neil Rosser (The Ohio State University) - ORCID: 0000-0002
-- **Project Oversight and Guidance:**
-Elizabeth Campolongo (Imageomics Institute, The Ohio State University) - ORCID: 0000-0003-0846-2413
-Matthew Thompson (Imageomics Institute, The Ohio State University) - ORCID: 0000-0003-0583-858
-Tanya Berger-Wolf (Imageomics Institute, The Ohio State University) - ORCID: 0000-0002-1236-4153
-Charles Stewart (Rensselaer Polytechnic Institute) - ORCID: 0000-0002-5204-1862
-Daniel Rubenstein (Princeton University) - ORCID: 0000-0002-8285-1233
 
 
 **Conservation Partners:**
@@ -616,8 +618,9 @@ Daniel Rubenstein (Princeton University) - ORCID: 0000-0002-8285-1233
 - Grevy's Zebra Trust
 
 **Data Collection Permits:**
-The data was gathered at the Mpala Research Centre in Kenya, in accordance with Research License No. NACOSTI/P/22/18214. 
-The data collection protocol adhered strictly to the guidelines set forth by the Institutional Animal Care and Use Committee under permission No. IACUC 1835F.
+- Kenya Wildlife Service research permit
+- Kenya Civil Aviation Authority drone operations clearance
+- Nacosti research license
 
 ## Validation and Quality Metrics
 
@@ -633,7 +636,7 @@ The data collection protocol adhered strictly to the guidelines set forth by the
 **🌿 Darwin Core Validation:**
 
 - [x] Event records complete and valid
-- [x] Occurrence records complete and valid (57/68 videos)
+- [x] Occurrence records complete and valid (47/68 videos)
 - [x] Scientific names validated against GBIF backbone
 - [x] Coordinates in WGS84
 - [x] Sampling protocol documented
@@ -641,7 +644,7 @@ The data collection protocol adhered strictly to the guidelines set forth by the
 
 **⚠️ FAIR² Compliance Checklist:**
 
-- [x] **Findable:** DOI assigned
+- [ ] **Findable:** DOI to be assigned
 - [x] **Accessible:** Open access via GitHub/Hugging Face
 - [x] **Interoperable:** Darwin Core, Humboldt Eco, CSV/JSON formats
 - [x] **Reusable:** CC0 license, full provenance documented
@@ -670,6 +673,26 @@ detections = occurrences.dropna(subset=['xtl', 'ytl', 'xbr', 'ybr'])
 behavior_counts = detections.groupby('behaviour').size()
 ```
 
+**Visualization Example:**
+
+```python
+import matplotlib.pyplot as plt
+import geopandas as gpd
+from shapely.wkt import loads
+
+# Plot session footprints
+sessions_with_gps = sessions.dropna(subset=['footprintWKT'])
+geometries = [loads(wkt) for wkt in sessions_with_gps['footprintWKT']]
+gdf = gpd.GeoDataFrame(sessions_with_gps, geometry=geometries, crs='EPSG:4326')
+
+fig, ax = plt.subplots(figsize=(10, 10))
+gdf.plot(ax=ax, alpha=0.5, edgecolor='black')
+plt.title('Session Geographic Coverage')
+plt.xlabel('Longitude')
+plt.ylabel('Latitude')
+plt.show()
+```
+
 **Processing Scripts:**
 
 See `scripts/` directory for:
@@ -694,7 +717,7 @@ See `scripts/` directory for:
 
 ## Dataset Card Authors
 
-Jenna M. Kline
+Jenna M. Kline, Elizabeth Campolongo, Matt Thompson
 
 ## Dataset Card Contact
 
diff --git a/data/occurrences/11_01_23-DJI_0977.csv b/data/occurrences/11_01_23-DJI_0977.csv
deleted file mode 100644
index 159202a268c82e3daa7d152a149263d00670aeee..0000000000000000000000000000000000000000
--- a/data/occurrences/11_01_23-DJI_0977.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:50b50f60dc3c52da042a23ab882e74945849d8e1e759cef1e4a43fd96c1bf35f
-size 14345580
diff --git a/data/occurrences/11_01_23-DJI_0978.csv b/data/occurrences/11_01_23-DJI_0978.csv
deleted file mode 100644
index a030b70abe9a04936c1b81edfe2604254478487e..0000000000000000000000000000000000000000
--- a/data/occurrences/11_01_23-DJI_0978.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:34d62178f47214ff697be175d4932d76457cecb14de168f95b0fc65736757779
-size 4707447
diff --git a/data/occurrences/11_01_23-DJI_0979.csv b/data/occurrences/11_01_23-DJI_0979.csv
deleted file mode 100644
index 876454d5b8702005507a18066861d4442a123d15..0000000000000000000000000000000000000000
--- a/data/occurrences/11_01_23-DJI_0979.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:76f56cfffbd31ec514a81891026ea75e7fccd095d3350f8072c2a40d55cea9e5
-size 5069349
diff --git a/data/occurrences/11_01_23-DJI_0980.csv b/data/occurrences/11_01_23-DJI_0980.csv
deleted file mode 100644
index e9db46c502d445fc126f9e2feab44b2fa90dec2f..0000000000000000000000000000000000000000
--- a/data/occurrences/11_01_23-DJI_0980.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:828e26b2bd31afee01c80c6293d92761473244909c1730bdf0cd816f4826d380
-size 17952129
diff --git a/data/occurrences/12_01_23-DJI_0001.csv b/data/occurrences/12_01_23-DJI_0001.csv
deleted file mode 100644
index f6e304a0d3e6854a366d6c82d18968c836e37c7c..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0001.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:063b1d2607a004dc420eb8dc3b7931573ba0125629e3c2110198cfaf45a757d4
-size 72939976
diff --git a/data/occurrences/12_01_23-DJI_0002.csv b/data/occurrences/12_01_23-DJI_0002.csv
deleted file mode 100644
index d16769babebba8091d2abe65f6ba10c08754192d..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0002.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:61698a88cccdea95c9dad90209beac8960673f7cf26376efddc59ff129eb14de
-size 15943851
diff --git a/data/occurrences/12_01_23-DJI_0003.csv b/data/occurrences/12_01_23-DJI_0003.csv
deleted file mode 100644
index eaee3d6ba2380800fad708e3f059e37773fa7b3e..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0003.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:473cf4b2158212bfb07a30e2e041f999b961fc965e9a6a74a9563bbbe09649f2
-size 393014
diff --git a/data/occurrences/12_01_23-DJI_0006.csv b/data/occurrences/12_01_23-DJI_0006.csv
deleted file mode 100644
index 09ea64932b71dcb80e1bb7aa9431e0281def22cd..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0006.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:24e9f7957961bbb119652b31fde8c00c97781cab02381d4a943f5bd23efdfb9a
-size 13992446
diff --git a/data/occurrences/12_01_23-DJI_0007.csv b/data/occurrences/12_01_23-DJI_0007.csv
deleted file mode 100644
index 526e6537876a37f1f32add48995b26ad9a4c6345..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0007.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d2d6c94bd52278800a2885797cb328e824c4ec8b901c09141e1f0458beb8f3ea
-size 23336478
diff --git a/data/occurrences/12_01_23-DJI_0008.csv b/data/occurrences/12_01_23-DJI_0008.csv
deleted file mode 100644
index ef3da5c55aabfd91e310c67cc563434e1c1d9ada..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0008.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:962c8c1f1feeb6703cb73230b800e5fac262a45047ebb73ce5248921562a8a61
-size 10031966
diff --git a/data/occurrences/12_01_23-DJI_0987.csv b/data/occurrences/12_01_23-DJI_0987.csv
deleted file mode 100644
index 19d92f2bd1805c2dc359978ca0b2999bcd3c8c94..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0987.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:cbcf7f65fc5aff7f098e319a134450be27a3ed0555f9bd9709c39c92896b7a05
-size 11339992
diff --git a/data/occurrences/12_01_23-DJI_0988.csv b/data/occurrences/12_01_23-DJI_0988.csv
deleted file mode 100644
index 1ae7e674c1f54cafa570d975395a0fe6db8a627f..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0988.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:bf9047be691bd6bd5b4b5d44a0da450b6dd7a3830d0bd44d081e044c74cd56d7
-size 15173906
diff --git a/data/occurrences/12_01_23-DJI_0989.csv b/data/occurrences/12_01_23-DJI_0989.csv
deleted file mode 100644
index f2f77b4513fa9a2b6089d026e47d710d6ec1ff93..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0989.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b18174dbd8f092e650ff1a8e0a030e859cda0d306738ddad86d581a1aa555dfb
-size 3635599
diff --git a/data/occurrences/12_01_23-DJI_0992.csv b/data/occurrences/12_01_23-DJI_0992.csv
deleted file mode 100644
index 57079ed16adb889b023b44d2de827f2cc3bba862..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0992.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0d2ee072132b6da70013ff058c4008eafa2dc91f75d83c880eb86a9827c3053c
-size 4940182
diff --git a/data/occurrences/12_01_23-DJI_0994.csv b/data/occurrences/12_01_23-DJI_0994.csv
deleted file mode 100644
index 80ecbcb407aa6f393efeb4885907dc8c9c84a645..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0994.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:feff00240d115a46be0513177508aa462740c86c838d2d69ce73a2390c5bff50
-size 3355881
diff --git a/data/occurrences/12_01_23-DJI_0997.csv b/data/occurrences/12_01_23-DJI_0997.csv
deleted file mode 100644
index 35d987ea1a6999f576f92765aa3c2aefc98ec2ac..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0997.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:36cf5cfc61e879023b4b72a114b0ba780f29e8976f355a1bfe4cecb3409403ab
-size 24568166
diff --git a/data/occurrences/12_01_23-DJI_0998.csv b/data/occurrences/12_01_23-DJI_0998.csv
deleted file mode 100644
index 5518acedc913a188d0729ecf4876661fce0308ac..0000000000000000000000000000000000000000
--- a/data/occurrences/12_01_23-DJI_0998.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:71f72036b13beeaa38f914eaa87271c31f9895c877291b0569cadb0039376cbd
-size 4709447
diff --git a/data/occurrences/13_01_23-DJI_0009.csv b/data/occurrences/13_01_23-DJI_0009.csv
deleted file mode 100644
index a71adee18194cde810e3242dd091dba3d68a274a..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0009.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b8be9eadb5f7261283e20e39eb4ab9784d5aab6eff38cbaf8c599dccb7d75612
-size 885424
diff --git a/data/occurrences/13_01_23-DJI_0011.csv b/data/occurrences/13_01_23-DJI_0011.csv
deleted file mode 100644
index 9b17c7fa3525cd399985bd98b2544cb7aa6eec43..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0011.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:11c5a419893474e8367afd0621a3bd3d8f609111dc0268579d73c0f2f753bbe3
-size 8603958
diff --git a/data/occurrences/13_01_23-DJI_0012.csv b/data/occurrences/13_01_23-DJI_0012.csv
deleted file mode 100644
index 7749df5d7ea91ba676a37859208524854e7b5d04..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0012.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4324d88a6e239f9d697665caabbe709b86e0e58bdf08066795480f23e241eff0
-size 4987483
diff --git a/data/occurrences/13_01_23-DJI_0013.csv b/data/occurrences/13_01_23-DJI_0013.csv
deleted file mode 100644
index f4fd5e6cdab35aa52392c936d9d42d50e61dc3be..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0013.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1da985cabc3df39703a7163a7bad6c0d981e0cead7d047944e1a533f69a8a142
-size 2605445
diff --git a/data/occurrences/13_01_23-DJI_0015.csv b/data/occurrences/13_01_23-DJI_0015.csv
deleted file mode 100644
index 42c120fc4d7c2d640e973aef8be9cbd70bc4a8be..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0015.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:83eccb91f1099871d449bbaf494865dc5346a3cfeca66ef9c342ec6b195960f4
-size 724085
diff --git a/data/occurrences/13_01_23-DJI_0016.csv b/data/occurrences/13_01_23-DJI_0016.csv
deleted file mode 100644
index f0d29abaa093ae50ad8f625065c93318a58b9aa5..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0016.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:da174aed2695485960517dbb90fce5b66c21a3568df64ef94958229d4a5bee06
-size 1101965
diff --git a/data/occurrences/13_01_23-DJI_0018.csv b/data/occurrences/13_01_23-DJI_0018.csv
deleted file mode 100644
index af0d27b8460efc1caa0e74812107c1a05e4f3919..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0018.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ee1ec8c76429905ad91cca2c78f1594f3296ded5b668f5be942da35d8c5a67c3
-size 3502983
diff --git a/data/occurrences/13_01_23-DJI_0019.csv b/data/occurrences/13_01_23-DJI_0019.csv
deleted file mode 100644
index eefd8a79808a460bf571b53ecd1f67626fb741a3..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0019.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5e8412006abf0c006a8aa7363ff910b2792edd4b2921a9e154c91e6af3ae5c5e
-size 21287954
diff --git a/data/occurrences/13_01_23-DJI_0020.csv b/data/occurrences/13_01_23-DJI_0020.csv
deleted file mode 100644
index 7344ff62d9998bf5e6b1f95855677f98ef1a7c5e..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0020.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e221f97e792e9969eae4b24b061d6bcc2c91a60b95f6e0c928afff8ec6b8bf1c
-size 36827652
diff --git a/data/occurrences/13_01_23-DJI_0021.csv b/data/occurrences/13_01_23-DJI_0021.csv
deleted file mode 100644
index 5e5c76e1efe5c48f4222a9266f99f0992001c9a4..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0021.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6edb66a9d153f7042744bc11c72183011426a7e23e9133547cd5eab2072ccbb8
-size 2885156
diff --git a/data/occurrences/13_01_23-DJI_0022.csv b/data/occurrences/13_01_23-DJI_0022.csv
deleted file mode 100644
index bbc46b858bb63ee565eb5cc057762746cfc7d1a4..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0022.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c089d5fef1035693d88210a7fa2d797b845849a2239faf6ed6e1124f9259e84b
-size 13267907
diff --git a/data/occurrences/13_01_23-DJI_0023.csv b/data/occurrences/13_01_23-DJI_0023.csv
deleted file mode 100644
index 60b9035692e323dc4e9e204e79c3ed1a67ca72da..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0023.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:54ded963edf1eaeb70e8bc753351b438a673e01feba1b77d81e17f9bfa4a91d7
-size 21795825
diff --git a/data/occurrences/13_01_23-DJI_0024.csv b/data/occurrences/13_01_23-DJI_0024.csv
deleted file mode 100644
index b7cff602f619dd1b6f771d0ff7c25a1227ec503c..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0024.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1516741845d4a926a920159878f298881ebb75ff4e83359bb776cbe2690d19a7
-size 20764115
diff --git a/data/occurrences/13_01_23-DJI_0029.csv b/data/occurrences/13_01_23-DJI_0029.csv
deleted file mode 100644
index 19b6d9b160e667c8fcc36dec3f7cc2f8ac0e9a90..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0029.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:76db9f9a0b32de8496616a2bfb4874d690c43b00128927706802d94eb016d65d
-size 4526391
diff --git a/data/occurrences/13_01_23-DJI_0031.csv b/data/occurrences/13_01_23-DJI_0031.csv
deleted file mode 100644
index 0fd863e6dee9c1e1926e6571cefa3dcf6219ee38..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0031.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:dc706e8dcba3caea6aa5f7c23b4bdd3d4d693841b8978299f6922befc7b70b95
-size 7834907
diff --git a/data/occurrences/13_01_23-DJI_0032.csv b/data/occurrences/13_01_23-DJI_0032.csv
deleted file mode 100644
index 1b6a1b965a77a9c3a69fb405341b32985fad829a..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0032.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:50c4a57bbb42815cf6286454ffddf4c19cffcf8d9addae4973c4f646f5da762f
-size 24098088
diff --git a/data/occurrences/13_01_23-DJI_0033.csv b/data/occurrences/13_01_23-DJI_0033.csv
deleted file mode 100644
index f85fb5d7685c874d5aa3d9950611ca0671aeff0b..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0033.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6e1a024fbb641d4d33c3d99202f0bf17fa505628d23ff222f5a42b31f619c944
-size 28102013
diff --git a/data/occurrences/13_01_23-DJI_0035.csv b/data/occurrences/13_01_23-DJI_0035.csv
deleted file mode 100644
index a95bc0199d850d14234b6c4bd8a3ea4c8d3305fe..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0035.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:aaa12b6ea3f628d4b7d64ea00df020dab7096f99285ed23c340c9eb9f19583b2
-size 1195985
diff --git a/data/occurrences/13_01_23-DJI_0036.csv b/data/occurrences/13_01_23-DJI_0036.csv
deleted file mode 100644
index e5117d964d77243341ea0cb52bd03fe8107961e1..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0036.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:19d06fe004cd653358b2fd45a7729581e2e6d5379da0033175194f1a20eba1ca
-size 7280882
diff --git a/data/occurrences/13_01_23-DJI_0037.csv b/data/occurrences/13_01_23-DJI_0037.csv
deleted file mode 100644
index a81009b85135f59e8b6db52d1bfcf8936279927d..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0037.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:50e6e6bb98c69f6a8d40a3a8bd5a6d69f73ce2173116776fb64dc0331c197456
-size 28862771
diff --git a/data/occurrences/13_01_23-DJI_0038.csv b/data/occurrences/13_01_23-DJI_0038.csv
deleted file mode 100644
index 2dd51fb113533833fc96dfdf42b9ba34acb97030..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0038.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:22593b4b450125cf5f380dd8978493394c1ebfb0d534a52729ee0e107e6e2cea
-size 6426417
diff --git a/data/occurrences/13_01_23-DJI_0039.csv b/data/occurrences/13_01_23-DJI_0039.csv
deleted file mode 100644
index 172523a1a1721d961b77f5b45447bcd5fdbadd89..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0039.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c2f6b7aaec38b4b17343bcdf40a79f27165f66f6c21b3dd5a7f7a74aaefb1534
-size 17464554
diff --git a/data/occurrences/13_01_23-DJI_0040.csv b/data/occurrences/13_01_23-DJI_0040.csv
deleted file mode 100644
index 3622df62f6459c96eb80ef4603841ad2d695727a..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0040.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ea2b254059a04308ca48ec3785e314bea344916ebd07f8c67ae42fe4b3fd3137
-size 73829509
diff --git a/data/occurrences/13_01_23-DJI_0041.csv b/data/occurrences/13_01_23-DJI_0041.csv
deleted file mode 100644
index 1a45942a9a425c47edd46f48a6f480a42dea4d47..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0041.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5f91e0b3e92eaff10d209a5ff8015a7b1c83732cbc977d188901e49c3a1383e7
-size 37163078
diff --git a/data/occurrences/13_01_23-DJI_0042.csv b/data/occurrences/13_01_23-DJI_0042.csv
deleted file mode 100644
index a8e0e08fd4ce9c140de4e672783f8508fe55614b..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0042.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b8100a3f59c6caa6d27fb0e7f2aef33c855b261c15275adfe5725073d8edc8c5
-size 131545325
diff --git a/data/occurrences/13_01_23-DJI_0043.csv b/data/occurrences/13_01_23-DJI_0043.csv
deleted file mode 100644
index 2a898f4d70b7dab8b9128ed2cfca0c6a0032bb4d..0000000000000000000000000000000000000000
--- a/data/occurrences/13_01_23-DJI_0043.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8306170cb37736ab0714faca6a810e085b6476e718e4b2b03b0f106c5c6745e5
-size 4416255
diff --git a/data/occurrences/16_01_23_flight_1-DJI_0001.csv b/data/occurrences/16_01_23_flight_1-DJI_0001.csv
deleted file mode 100644
index a9b1d9ac14feb6f9ca1027d4282c0b648e344607..0000000000000000000000000000000000000000
--- a/data/occurrences/16_01_23_flight_1-DJI_0001.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a68315f8cd40869e70a0a98138b08da2f5cc68df773feb6504780f4f3cefbbb2
-size 25789369
diff --git a/data/occurrences/16_01_23_flight_1-DJI_0002.csv b/data/occurrences/16_01_23_flight_1-DJI_0002.csv
deleted file mode 100644
index 54f48c7e6dfd29f338998fc067c5d071433d9dfd..0000000000000000000000000000000000000000
--- a/data/occurrences/16_01_23_flight_1-DJI_0002.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2c9e0b2aab6d9e4db5c34c844f3e48b4c68639b0727478d14ce573c40e0cf6ad
-size 90351965
diff --git a/data/occurrences/16_01_23_flight_1-DJI_0003.csv b/data/occurrences/16_01_23_flight_1-DJI_0003.csv
deleted file mode 100644
index 4abaa07e973b31f30de946afa327228e366e13a5..0000000000000000000000000000000000000000
--- a/data/occurrences/16_01_23_flight_1-DJI_0003.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b9f81e6faa82153c3a3716a56c4495a5683d1d245446895703bea52808b8ebf7
-size 98499971
diff --git a/data/occurrences/16_01_23_flight_2-DJI_0001.csv b/data/occurrences/16_01_23_flight_2-DJI_0001.csv
deleted file mode 100644
index 8c4a45867db8d0bbaf64b9eda104466287be8f7a..0000000000000000000000000000000000000000
--- a/data/occurrences/16_01_23_flight_2-DJI_0001.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7e836ca3ffdc2da432bfc2c28807e5ac3d4f2fc6204e5a33e77f8fa0b62e2d48
-size 23856551
diff --git a/data/occurrences/16_01_23_flight_2-DJI_0002.csv b/data/occurrences/16_01_23_flight_2-DJI_0002.csv
deleted file mode 100644
index 013a789877d53d6beb9940fe372a24f5e84068bc..0000000000000000000000000000000000000000
--- a/data/occurrences/16_01_23_flight_2-DJI_0002.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2c8846aead3c54aabd8753ad56bc8bb0ffecbd80ff18f78d10d418e39bf9cc15
-size 64329673
diff --git a/data/occurrences/16_01_23_flight_2-DJI_0003.csv b/data/occurrences/16_01_23_flight_2-DJI_0003.csv
deleted file mode 100644
index 1a4c3df20b57dfac94bec4e19ced2017b5dbc383..0000000000000000000000000000000000000000
--- a/data/occurrences/16_01_23_flight_2-DJI_0003.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7b325a42653886f4ab23c64b9c8af1bea09dd88ff04ff963315b00c91e6f6e47
-size 85046093
diff --git a/data/occurrences/16_01_23_flight_2-DJI_0004.csv b/data/occurrences/16_01_23_flight_2-DJI_0004.csv
deleted file mode 100644
index cd5bd9ad610a5ebc51c1aa69d2acb95bdee674ae..0000000000000000000000000000000000000000
--- a/data/occurrences/16_01_23_flight_2-DJI_0004.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c8f873e5f110ef4f480fc7d6bfbcf141926e003a9ff3a46b2d4709e2c58868e9
-size 53917955
diff --git a/data/occurrences/17_01_2023_session_1-DJI_0006.csv b/data/occurrences/17_01_2023_session_1-DJI_0006.csv
deleted file mode 100644
index a5858b4e943a07cbd416f142fe1e1f0d21ad9d79..0000000000000000000000000000000000000000
--- a/data/occurrences/17_01_2023_session_1-DJI_0006.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:06625afa027c79c937de33cb67f1c34212e92470b748845a99b788789d293b3c
-size 14238708
diff --git a/data/occurrences/17_01_2023_session_1-DJI_0007.csv b/data/occurrences/17_01_2023_session_1-DJI_0007.csv
deleted file mode 100644
index a297d10f9a34df3ce986fbeaaf3d87f5686ff9c1..0000000000000000000000000000000000000000
--- a/data/occurrences/17_01_2023_session_1-DJI_0007.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c586d1bbe51de3d448934258f2205c1dc0b656ff30b26fbc7cd716aca99cf007
-size 16140825
diff --git a/data/occurrences/17_01_2023_session_2-DJI_0008.csv b/data/occurrences/17_01_2023_session_2-DJI_0008.csv
deleted file mode 100644
index 66050b2877c6ddc8cb62f02e99428aa2eb1f3d6d..0000000000000000000000000000000000000000
--- a/data/occurrences/17_01_2023_session_2-DJI_0008.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:07042f1cce31321e4d45da5a70288830dbdf6d28671da17b7cc41f324b3beaa7
-size 2633162
diff --git a/data/occurrences/17_01_2023_session_2-DJI_0010.csv b/data/occurrences/17_01_2023_session_2-DJI_0010.csv
deleted file mode 100644
index 323663b8b2ccf9255215e5d85eb969d25d0ee5a4..0000000000000000000000000000000000000000
--- a/data/occurrences/17_01_2023_session_2-DJI_0010.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4b713bb0d490cb7eeecffaedca935ed4b82ed6293d6912168a0c26914f2dcc18
-size 30948909
diff --git a/data/occurrences/17_01_2023_session_2-DJI_0011.csv b/data/occurrences/17_01_2023_session_2-DJI_0011.csv
deleted file mode 100644
index e4a4573a053598923a31bc66e6394c4f606ab90c..0000000000000000000000000000000000000000
--- a/data/occurrences/17_01_2023_session_2-DJI_0011.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d554a6a74001d272aa56953333a5b592c37dcf416ee81d8201c36cb05512aa4f
-size 30877129
diff --git a/data/occurrences/17_01_2023_session_2-DJI_0012.csv b/data/occurrences/17_01_2023_session_2-DJI_0012.csv
deleted file mode 100644
index ac462db0ecbe570be3df3cfa8d5c9a96046987f1..0000000000000000000000000000000000000000
--- a/data/occurrences/17_01_2023_session_2-DJI_0012.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3c77e0793b2af2598b894b4fb8c4347dfa155b3624f55a0fa353f8ba76681910
-size 30969780
diff --git a/data/occurrences/17_01_2023_session_2-DJI_0013.csv b/data/occurrences/17_01_2023_session_2-DJI_0013.csv
deleted file mode 100644
index b0de72fc15382fe8558c151037e63d61c7df8587..0000000000000000000000000000000000000000
--- a/data/occurrences/17_01_2023_session_2-DJI_0013.csv
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e7e2f18c4ecf41b9d78419003846d9908a58bbc8bef14fffd538ee4b7cbee297
-size 23657660
diff --git a/data/session_events.csv b/data/session_events.csv
index e91e405c11d84f1ca2ba0f1f07457a46d59450c4..a2d21a7de1f9771f08698626e5d80217a007c850 100644
--- a/data/session_events.csv
+++ b/data/session_events.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:413b6f40f961211e3becd6b34f5feb9850cf91ee4c9644fc52569ea5f36da65d
-size 22306
+oid sha256:86cf41400ed25b3d655d4072fd5c3c2e9ca016d349d0d40bc10a80fbfc9d3a3a
+size 19731
diff --git a/data/video_events.csv b/data/video_events.csv
index f0b429b6d58b8dd9edb47d0866c4a754f76989ae..efc349b35a159a045833d8f4cf99d48cec56ff0e 100644
--- a/data/video_events.csv
+++ b/data/video_events.csv
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6a07a6876b5974f9c9e4973fb1ccc112b42c2f049667acc246597c6ecada28cf
-size 88171
+oid sha256:0242eaf58c4fb0cff768e1d1b06c2ba3cba9fef0d2a23018032e3a52e1cf3585
+size 12616
diff --git a/metadata/DATA_DICTIONARY.md b/metadata/DATA_DICTIONARY.md
deleted file mode 100644
index 5ed20566583d2b632037227506a73a5f6d26ff88..0000000000000000000000000000000000000000
--- a/metadata/DATA_DICTIONARY.md
+++ /dev/null
@@ -1,382 +0,0 @@
-# KABR Behavior Telemetry Data Dictionary
-
-This document provides detailed descriptions of all data files and their fields in the KABR Behavior Telemetry dataset.
-
-## Dataset Files
-
-### Core Data Files
-
-#### `data/occurrences/`
-Frame-by-frame occurrence records for each video, combining detection tracks, behavior annotations, and telemetry data.
-
-**Files:** One CSV per video, named `{date}-{video_id}.csv` (e.g., `11_01_23-DJI_0977.csv`)
-
-**Key Fields:**
-- `date`: Recording date in DD_MM_YY format
-- `video_id`: DJI video identifier (e.g., DJI_0977)
-- `frame`: Frame number in the video sequence (0-indexed)
-- `date_time`: Timestamp in format "YYYY-MM-DD HH:MM:SS,milliseconds,microseconds"
-- `id`: Mini-scene identifier (track ID for behavioral sequences)
-- `latitude`: GPS latitude in decimal degrees (WGS84)
-- `longitude`: GPS longitude in decimal degrees (WGS84)
-- `altitude`: Altitude in meters above sea level
-- `iso`: Camera ISO setting
-- `shutter`: Shutter speed value
-- `fnum`: Aperture f-number
-- `ev`: Exposure value
-- `ct`: Color temperature
-- `color_md`: Color mode descriptor
-- `focal_len`: Lens focal length in millimeters
-- `dzoom_ratio`: Digital zoom ratio
-- `xtl`, `ytl`, `xbr`, `ybr`: Bounding box coordinates (top-left and bottom-right)
-- `z_order_x`, `z_order_y`: Display depth ordering for overlapping annotations
-- `label`: Object class label (e.g., "zebra", "giraffe")
-- `source`: Annotation source
-- `keyframe_x`, `keyframe_y`: Whether frame is a tracking keyframe
-- `outside_x`, `outside_y`: Whether object is outside frame bounds
-- `occluded_x`, `occluded_y`: Whether object is occluded
-- `points`: Polygon points for behavioral sequences
-- `behaviour`: Behavioral classification (e.g., "walking", "grazing", "running")
-
-**Record Count:** Varies by video; typically 10,000-66,000 frames per video
-**Coverage:** 47 videos with complete data
-**Missing Values:** Frames without detections/annotations have null values for annotation fields
-
----
-
-#### `data/video_events.csv`
-Darwin Core Event records for individual video recordings.
-
-**Record Count:** 68 videos (47 with occurrence data)
-
-**Fields:**
-
-**Identifiers:**
-- `eventID`: Unique event identifier (format: "KABR-2023:{session}:{video_id}")
-- `parentEventID`: Links to session_events (format: "KABR-2023:{session}")
-
-**Event Classification:**
-- `eventType`: Type of sampling event ("video recording")
-- `eventDate`: Recording date (ISO 8601: YYYY-MM-DD)
-- `eventTime`: Video start time (HH:MM:SS)
-- `endTime`: Video end time (HH:MM:SS)
-
-**Geographic Information:**
-- `decimalLatitude`: Launch point latitude in decimal degrees (WGS84)
-- `decimalLongitude`: Launch point longitude in decimal degrees (WGS84)
-- `geodeticDatum`: Coordinate reference system ("WGS84")
-- `minimumElevationInMeters`: Minimum altitude during video
-- `maximumElevationInMeters`: Maximum altitude during video
-- `footprintWKT`: Geographic bounding box in Well-Known Text format
-
-**Sampling Protocol:**
-- `samplingProtocol`: "Continuous aerial video recording"
-
-**Associated Resources:**
-- `associatedMedia`: JSON object with paths to detection and behavior annotation files
-  ```json
-  {
-    "detection": "path/to/DJI_XXXX_tracks.xml",
-    "behavior": ["path/to/trackID.xml", ...]
-  }
-  ```
-
-**Remarks:**
-- `eventRemarks`: Description of video file (e.g., "Video file DJI_0977.MP4")
-
----
-
-#### `data/session_events.csv`
-Darwin Core Event records for field sessions (missions/flights).
-
-**Record Count:** 17 sessions (14 with occurrence data)
-
-**Fields:**
-
-**Identifiers and Classification:**
-- `eventID`: Unique session identifier (format: "KABR-2023:{date}_{session}")
-- `parentEventID`: Dataset identifier ("KABR-2023")
-- `eventType`: Type of event ("drone survey")
-
-**Temporal Coverage:**
-- `eventDate`: Session date (ISO 8601: YYYY-MM-DD)
-- `eventTime`: Session start time (HH:MM:SS)
-- `endTime`: Session end time (HH:MM:SS)
-- `year`, `month`, `day`: Parsed date components
-
-**Geographic Coverage:**
-- `launchLatitude`: Drone launch point latitude (from first video)
-- `launchLongitude`: Drone launch point longitude (from first video)
-- `decimalLatitude`: Latitude range across session "[min, max]"
-- `decimalLongitude`: Longitude range across session "[min, max]"
-- `geodeticDatum`: "WGS84"
-- `coordinateUncertaintyInMeters`: GPS precision
-- `minimumElevationInMeters`: Minimum altitude across all videos
-- `maximumElevationInMeters`: Maximum altitude across all videos
-- `footprintWKT`: Session bounding box in WKT format
-- `locationID`: "MPALA-KENYA"
-- `locality`: "Mpala Research Centre"
-- `country`: "Kenya"
-- `countryCode`: "KE"
-
-**Habitat and Environment:**
-- `habitat`: Habitat type description (e.g., "Open grassy habitat with some scattered bushes")
-
-**Sampling Details:**
-- `samplingProtocol`: Detailed protocol description
-- `sampleSizeValue`: Empty (intended for area surveyed)
-- `sampleSizeUnit`: "minutes"
-- `samplingEffort`: Number and description of video segments
-
-**Taxonomic Information:**
-- `organismQuantity`: Number of individual animals observed
-- `organismQuantityType`: "herd size"
-
-**Observations:**
-- `eventRemarks`: Field notes and observations
-- `_species_common`: Common name(s) of observed species
-- `_species_commonNames`: Additional common names
-- `_n_individuals`: Number of individuals
-- `_n_videos`: Number of videos in session
-
-**Associated Data:**
-- `associatedMedia`: JSON object listing videos, focal follows, and scan samples
-  ```json
-  {
-    "video": ["DJI_0977", "DJI_0978", ...],
-    "focal": [],
-    "scan": []
-  }
-  ```
-- `associatedReferences`: Airdata telemetry file names
-- `_telemetry_file_raw`: Raw telemetry file status notes
-
-**Ecological Extensions (Humboldt Eco):**
-- `eco:inventoryTypes`: "restrictedSearch"
-- `eco:protocolNames`: "KABR Drone Video Survey Protocol"
-- `eco:protocolDescriptions`: Protocol description
-- `eco:protocolReferences`: "https://doi.org/10.48550/arXiv.2510.02030"
-- `eco:isAbundanceReported`: True
-- `eco:isAbundanceCapReported`: False
-- `eco:abundanceUnit`: "individuals"
-- `eco:isVegetationCoverReported`: True/False
-- `eco:vegetationCoverUnit`: "Bitterlich score (0-10 scale)" (when applicable)
-- `eco:isTaxonCompletenessReported`: True
-- `eco:taxonCompletenessProtocols`: "All visible target taxa annotated in video frames with bounding boxes"
-- `eco:isAbsenceReported`: False
-- `eco:hasNonTargetTaxa`: Empty
-- `eco:nonTargetTaxa`: Empty
-- `eco:targetTaxonomicScope`: Scientific names of target species
-- `eco:excludedTaxonomicScope`: Empty
-- `eco:samplingPerformedBy`: Empty
-- `eco:siteCount`: 1
-- `eco:siteNestingDescription`: "Single focal group follow per session"
-- `eco:verbatimSiteDescriptions`: Empty
-
-**Quality Flags:**
-- `_needs_verification`: Data quality flag
-
----
-
-### Scripts
-
-#### `scripts/merge_behavior_telemetry.py`
-Merges SRT metadata, detection tracks, and behavior annotations into occurrence files.
-
-**Usage:**
-```bash
-python scripts/merge_behavior_telemetry.py \
-  --data_path /path/to/video/directories \
-  --outpath /path/to/output/ \
-  [--skip-airdata]
-```
-
-**Arguments:**
-- `--data_path`: Directory containing video folders (format: DATE-VIDEO_ID)
-- `--session_data_path`: Path to SRT files (default: preset path)
-- `--flight_logs_path`: Path to decrypted flight logs (default: preset path)
-- `--skip-airdata`: Skip merging with flight log data
-- `--write`: Whether to write output (default: True)
-- `--outpath`: Output directory for CSV files
-
-**Input Requirements:**
-- Video directories with structure:
-  - `metadata/{video_id}_tracks.xml`: Detection bounding boxes
-  - `actions/*.xml`: Behavior annotation files
-- SRT files with GPS and camera metadata
-- (Optional) Flight log CSV files with telemetry
-
-**Output:**
-- One CSV per video in occurrence format
-
----
-
-#### `scripts/update_video_events.py`
-Updates video_events.csv with associatedMedia paths to detection and behavior files.
-
-**Usage:**
-```bash
-python scripts/update_video_events.py \
-  --video_events data/video_events.csv \
-  --data_path /path/to/video/directories \
-  [--output output_path.csv]
-```
-
-**What it does:**
-- Scans video directories for detection and behavior annotation files
-- Creates relative paths from kabr-behavior-telemetry/data to annotation files
-- Updates associatedMedia field with JSON structure
-
----
-
-#### `scripts/add_event_times.py`
-Extracts start and end times from occurrence files and adds to video_events.csv.
-
-**Usage:**
-```bash
-python scripts/add_event_times.py \
-  --video_events data/video_events.csv \
-  --occurrences data/occurrences/ \
-  [--output output_path.csv]
-```
-
-**What it does:**
-- Reads date_time from first and last rows of each occurrence file
-- Extracts time component (HH:MM:SS)
-- Updates eventTime and endTime fields
-
----
-
-#### `scripts/add_gps_data.py`
-Extracts GPS statistics from occurrence files and adds to event files.
-
-**Usage:**
-```bash
-python scripts/add_gps_data.py \
-  --video_events data/video_events.csv \
-  --session_events data/session_events.csv \
-  --occurrences data/occurrences/ \
-  [--output_video output_video.csv] \
-  [--output_session output_session.csv]
-```
-
-**What it does:**
-
-For **video_events.csv**:
-- Extracts launch point (first GPS coordinate)
-- Calculates min/max lat/lon bounds
-- Determines altitude range
-- Creates WKT footprint
-
-For **session_events.csv**:
-- Uses first video's launch point as session launch
-- Aggregates bounds across all videos in session
-- Formats lat/lon as "[min, max]" ranges
-- Creates session-level WKT footprint
-
----
-
-## Data Relationships
-
-### Hierarchical Structure
-```
-KABR-2023 (Dataset)
-├── KABR-2023:11_01_23_session_1 (Session)
-│   ├── KABR-2023:11_01_23_session_1:DJI_0488 (Video Event)
-│   │   └── occurrences/11_01_23-DJI_0488.csv (Frame records)
-│   └── ...
-├── KABR-2023:11_01_23_session_2 (Session)
-│   ├── KABR-2023:11_01_23_session_2:DJI_0977 (Video Event)
-│   │   └── occurrences/11_01_23-DJI_0977.csv (Frame records)
-│   └── ...
-...
-```
-
-### Linkages
-- **session_events** ← linked by parentEventID ← **video_events**
-- **video_events** ← associatedMedia paths ← **annotation files**
-- **video_events** → referenced by occurrence files → **occurrences/**
-
----
-
-## Data Processing Pipeline
-
-1. **Field Collection**: Drone flights with video recording
-2. **Video Processing**: Frame extraction and annotation
-3. **Telemetry Extraction**: SRT files parsed for GPS and camera metadata
-4. **Annotation**: Detection boxes and behavior labels added
-5. **Merging** (`merge_behavior_telemetry.py`): Combine all data sources
-6. **Event Creation**: Generate Darwin Core event records
-7. **Metadata Enhancement**:
-   - Add associatedMedia paths (`update_video_events.py`)
-   - Add temporal bounds (`add_event_times.py`)
-   - Add GPS statistics (`add_gps_data.py`)
-
----
-
-## Darwin Core Compliance
-
-This dataset follows Darwin Core standards (TDWG) with extensions for ecological inventory data (Humboldt Eco).
-
-**Core Classes:**
-- **Event**: Recording sessions and individual videos
-- **Occurrence**: Frame-level animal detections (in occurrence files)
-
-**Key Standards:**
-- Temporal data in ISO 8601 format
-- Coordinates in WGS84 decimal degrees
-- Controlled vocabularies for taxonomic names
-- Unique identifiers for all records
-
----
-
-## File Formats
-
-### CSV Files
-- **Encoding**: UTF-8
-- **Delimiter**: Comma (`,`)
-- **Quoting**: Double quotes for fields containing delimiters
-- **Missing Values**: Empty strings or `NaN`
-
-### JSON Fields
-- **Structure**: Valid JSON objects in CSV fields
-- **Encoding**: Double-quotes escaped as `""`
-- **Arrays**: Square bracket notation `["item1", "item2"]`
-
-### WKT (Well-Known Text)
-- **Format**: `POLYGON((lon1 lat1, lon2 lat2, ...))`
-- **Coordinate Order**: Longitude first, then latitude
-- **Datum**: WGS84 (EPSG:4326)
-
----
-
-## Quality Assurance
-
-### Known Limitations
-- **Missing Occurrence Data**: 21 videos lack occurrence files due to:
-  - Missing SRT files
-  - Corrupted source data
-  - Processing errors
-  - Empty annotations
-
-- **GPS Accuracy**: ±5-10 meters typical
-- **Timestamp Precision**: Millisecond resolution but may have ±1 second drift
-
-### Data Quality Flags
-- `_needs_verification`: Manual review recommended
-- `_telemetry_file_raw`: Notes on telemetry file status
-
----
-
-## Version History
-
-- **v1.1** (2026-01-02): Added GPS data, event times, and occurrence files
-- **v1.0** (2024-12-31): Initial release with session and video events
-
----
-
-## Contact
-
-For questions about this data:
-- **Email**: kline.377@osu.edu
-- **Issues**: [GitHub repository](https://github.com/Imageomics/kabr-behavior-telemetry)
diff --git a/notebooks/.placeholder b/notebooks/.placeholder
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/scripts/.placeholder b/scripts/.placeholder
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/src/.placeholder b/src/.placeholder
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391