diff --git a/.ipynb_checkpoints/README-checkpoint.md b/.ipynb_checkpoints/README-checkpoint.md
new file mode 100644
index 0000000000000000000000000000000000000000..91608d27b2a5ae4d164c8275ebde3e3095ed2628
--- /dev/null
+++ b/.ipynb_checkpoints/README-checkpoint.md
@@ -0,0 +1,261 @@
+---
+license: cc-by-4.0
+dataset_info:
+  features:
+    - name: image
+      dtype: image
+    - name: file_name
+      dtype: string
+    - name: total_count
+      dtype: int64
+    - name: num_classes
+      dtype: int64
+    - name: class_names
+      sequence: string
+    - name: class_counts
+      sequence: int64
+    - name: class_descriptions
+      sequence: string
+    - name: objects
+      struct:
+        - name: bbox
+          sequence:
+            sequence: float64
+        - name: category
+          sequence: int64
+        - name: global_category_id
+          sequence: int64
+configs:
+  - config_name: default
+    data_files:
+      - split: train
+        path: parquet_data/train-*
+      - split: validation
+        path: parquet_data/val-*
+      - split: test
+        path: parquet_data/test-*
+tags:
+  - counting
+  - synthetic
+  - computer-vision
+  - open-vocabulary
+  - segmentation
+pretty_name: MixCount
+task_categories:
+  - image-classification
+  - object-detection
+---
+
+
+# The MixCount Dataset: Bridging the Data Gap for Open-Vocabulary Object Counting
+
+<p align="center">
+  <a href="https://corentindumery.github.io/">Corentin Dumery*</a> · <a href="https://reuben.ox.ac.uk/people/niki-amini-naieni">Niki Amini-Naieni*</a> · <a href="https://www.linkedin.com/in/shervin-n">Shervin Naini</a> · <a href="https://people.epfl.ch/pascal.fua">Pascal Fua</a>
+  <br>
+  <sub>EPFL · University of Oxford · Northwestern University · (* equal contribution)</sub>
+</p>
+
+<p align="center">
+  <a href="https://arxiv.org/abs/2605.18063"><img src="https://img.shields.io/badge/Paper-arXiv-b31b1b?style=for-the-badge" alt="Paper"></a>
+  <a href="https://corentindumery.github.io/projects/mixcount.html"><img src="https://img.shields.io/badge/Project-Page-143038?style=for-the-badge" alt="Project page"></a>
+</p>
+
+<style>
+.mixcount-stats {
+  display: grid;
+  grid-template-columns: repeat(5, minmax(0, 1fr));
+  gap: 10px;
+  max-width: 900px;
+  margin: 0 auto 1.5em;
+}
+.mixcount-stat {
+  background: linear-gradient(180deg, #f8fbfc 0%, #eef4f7 100%);
+  border: 1px solid #d8e4ea;
+  border-radius: 10px;
+  padding: 0.85em 0.5em;
+  text-align: center;
+}
+.mixcount-stat b {
+  display: block;
+  font-size: 1.35em;
+  color: #143038;
+}
+.mixcount-stat span {
+  display: block;
+  margin-top: 0.3em;
+  font-size: 0.82em;
+  color: #4f6468;
+  line-height: 1.3;
+}
+.mixcount-lead {
+  max-width: 820px;
+  margin: 0 auto 1.5em;
+  padding: 1em 1.15em;
+  background: #f7fafb;
+  border-left: 4px solid #5ba4c4;
+  border-radius: 0 8px 8px 0;
+  line-height: 1.55;
+}
+.mixcount-compare-wrap {
+  display: flex;
+  justify-content: center;
+  margin: 0 auto 1.25em;
+  overflow-x: auto;
+}
+.mixcount-compare-wrap table {
+  margin: 0 auto;
+}
+@media (max-width: 720px) {
+  .mixcount-stats { grid-template-columns: repeat(2, 1fr); }
+}
+</style>
+
+<p align="center">
+  <img src="images/teaser.png" width="96%" alt="MixCount sample scenes (2×6 grid)">
+</p>
+
+<div class="mixcount-lead">
+  <b>MixCount</b> is a large-scale synthetic dataset for <b>mixed-object, open-vocabulary counting</b>, the setting that dominates industrial inspection and sorting, but breaks current counting models. Our automatic generation pipeline produces pixel-perfect labels, text prompts at several levels of detail, and visual exemplars at scale.
+</div>
+
+<div class="mixcount-stats">
+  <div class="mixcount-stat"><b>58K</b><span>counting scenes</span></div>
+  <div class="mixcount-stat"><b>1,522</b><span>object classes</span></div>
+  <div class="mixcount-stat"><b>4M+</b><span>counting instances</span></div>
+  <div class="mixcount-stat"><b>−18.3%</b><span>MAE on PairTally (train)</span></div>
+  <div class="mixcount-stat"><b>−20.14%</b><span>MAE on FSC-147 (train)</span></div>
+</div>
+
+## Usage
+
+```python
+import matplotlib.pyplot as plt
+import matplotlib.patches as patches
+from datasets import load_dataset
+
+# Load the streaming dataset
+dataset = load_dataset("CorentinDumery/MixCount", split="train", streaming=True)
+example = next(iter(dataset))
+
+# Print image-level metadata
+print(f"Total Count: {example['total_count']}")
+print(f"Number of Classes: {example['num_classes']}\n")
+
+for name, count, desc in zip(example['class_names'], example['class_counts'], example['class_descriptions']):
+    print(f" - {name}: {count} instance(s)")
+    print(f"   Description: {desc}")
+
+# Extract object and class data
+objects = example['objects']
+class_names = example['class_names']
+
+# Set up the plot
+fig, ax = plt.subplots(1, figsize=(10, 8))
+ax.imshow(example['image'])
+
+# Extract lists, falling back to None if global_category_id isn't in the parquet yet
+bboxes = objects['bbox']
+local_categories = objects['category']
+global_categories = objects.get('global_category_id', [None] * len(bboxes))
+
+# Draw bounding boxes and labels
+for bbox, local_idx, global_id in zip(bboxes, local_categories, global_categories):
+    x, y, w, h = bbox
+    
+    # Color based on the local index so instances of the same class share a color
+    color = plt.colormaps['tab20'](local_idx % 20)
+    
+    # Format the label string
+    if global_id is not None:
+        label_name = f"{class_names[local_idx]} (Global ID: {global_id})"
+    else:
+        label_name = f"{class_names[local_idx]}"
+    
+    # Draw Bounding Box
+    rect = patches.Rectangle(
+        (x, y), w, h,
+        linewidth=2,
+        edgecolor=color,
+        facecolor='none',
+    )
+    ax.add_patch(rect)
+    
+    # Draw Text Label above the bounding box
+    ax.text(
+        x, y - 5, 
+        label_name, 
+        color='white', 
+        fontsize=8,
+        bbox=dict(facecolor=color, edgecolor='none', alpha=0.8)
+    )
+
+plt.axis('off')
+plt.tight_layout()
+plt.show()
+```
+
+## Overview
+
+Object counting models often struggle in **mixed-object scenes**. Common failure modes include:
+
+- **(a)** Distinguishing **visually similar objects** (e.g. *big marbles* in PairTally)
+- **(b)** Recognizing **self-similar components** as a single entity (e.g. counting pairs of sunglasses rather than lenses)
+- **(c)** Ignoring **repetitive background patterns** and focusing on the queried object class
+
+MixCount combines the scale of synthetic datasets with the photorealism of real-world 3D captures while targeting these failure modes. Training on MixCount yields about **20% lower error** on recent open-vocabulary counting benchmarks.
+
+<p align="center">
+  <img src="images/bridging.png" width="68%" alt="Training on MixCount improves CountGD++ on PairTally, FSC-147, and MixCount">
+</p>
+
+## Dataset overview
+
+<div class="mixcount-compare-wrap">
+
+| | FSC-147 | PairTally | MCAC | **MixCount** |
+|---|:---:|:---:|:---:|:---:|
+| Multiple object types per image | | ✓ | ✓ | **✓** |
+| Fine-grained text prompts | | ✓ | | **✓** |
+| External visual exemplars | | | | **✓** |
+| Segmentation & bounding boxes | | | ✓ | **✓** |
+| # images | 6,135 | 681 | 20K | **58,000** |
+| # object classes | 147 | 98 | 343 | **1,522** |
+
+</div>
+
+
+**Visual & text inputs.** Multiple visual exemplars per object (external crops and in-scene crops at different scales), together with **short, concise, and detailed** text descriptions for flexible open-vocabulary counting prompts.
+
+<p align="center">
+  <img src="images/features.png" width="65%" alt="MixCount exemplars and tiered text descriptions">
+</p>
+
+**Dense annotations.** Pixel-perfect counting supervision plus instance and class segmentations, bounding boxes, depth, and normal maps.
+
+<p align="center">
+  <img src="images/annotations.png" width="65%" alt="MixCount dense annotations">
+</p>
+
+**Automatic generator.** Objects, distractors, environment, and camera placement are sampled procedurally to create photorealistic training scenes from high-quality real-world captures of objects, materials, and lighting.
+
+<p align="center">
+  <img src="images/data_generator.png" width="65%" alt="MixCount data generation pipeline">
+</p>
+
+
+See the [project page](https://corentindumery.github.io/projects/mixcount.html) and [paper](https://arxiv.org/abs/2605.18063) for additional details.
+
+## Citation
+
+```bibtex
+@article{dumery2026mixcount,
+  title   = {The MixCount Dataset: Bridging the Data Gap for Open-Vocabulary Object Counting},
+  author  = {Dumery, Corentin and Amini-Naieni, Niki and Naini, Shervin and Fua, Pascal},
+  journal = {arXiv preprint arXiv:2605.18063},
+  year    = {2026}
+}
+```
+
+## Acknowledgements
+
+We thank [DTC](https://www.projectaria.com/datasets/dtc/), [VasTextures](https://sites.google.com/view/infinitexture/home), [LavalIndoor](http://hdrdb.com/indoor/), and [PolyHaven](https://polyhaven.com/), as well as the [Blender Foundation](https://www.blender.org/). We also thank Andrew Zisserman for insightful discussions. This work is partially funded by the Swiss National Science Foundation, an AWS Studentship, the Reuben Foundation, a Qualcomm Innovation Fellowship (mentors: Dr Farhad Zanjani and Dr Davide Abati), and the AIMS CDT program at the University of Oxford.
\ No newline at end of file
diff --git a/README.md b/README.md
index 510b4eb6bfeaf88e6998f946fa91ac1ba62dd7c4..91608d27b2a5ae4d164c8275ebde3e3095ed2628 100644
--- a/README.md
+++ b/README.md
@@ -23,6 +23,8 @@ dataset_info:
             sequence: float64
         - name: category
           sequence: int64
+        - name: global_category_id
+          sequence: int64
 configs:
   - config_name: default
     data_files:
@@ -131,21 +133,45 @@ import matplotlib.pyplot as plt
 import matplotlib.patches as patches
 from datasets import load_dataset
 
+# Load the streaming dataset
 dataset = load_dataset("CorentinDumery/MixCount", split="train", streaming=True)
 example = next(iter(dataset))
 
+# Print image-level metadata
+print(f"Total Count: {example['total_count']}")
+print(f"Number of Classes: {example['num_classes']}\n")
+
 for name, count, desc in zip(example['class_names'], example['class_counts'], example['class_descriptions']):
     print(f" - {name}: {count} instance(s)")
     print(f"   Description: {desc}")
 
+# Extract object and class data
 objects = example['objects']
+class_names = example['class_names']
 
+# Set up the plot
 fig, ax = plt.subplots(1, figsize=(10, 8))
 ax.imshow(example['image'])
 
-for bbox, category_id in zip(objects['bbox'], objects['category']):
+# Extract lists, falling back to None if global_category_id isn't in the parquet yet
+bboxes = objects['bbox']
+local_categories = objects['category']
+global_categories = objects.get('global_category_id', [None] * len(bboxes))
+
+# Draw bounding boxes and labels
+for bbox, local_idx, global_id in zip(bboxes, local_categories, global_categories):
     x, y, w, h = bbox
-    color = plt.colormaps['tab20'](category_id % 20)
+    
+    # Color based on the local index so instances of the same class share a color
+    color = plt.colormaps['tab20'](local_idx % 20)
+    
+    # Format the label string
+    if global_id is not None:
+        label_name = f"{class_names[local_idx]} (Global ID: {global_id})"
+    else:
+        label_name = f"{class_names[local_idx]}"
+    
+    # Draw Bounding Box
     rect = patches.Rectangle(
         (x, y), w, h,
         linewidth=2,
@@ -153,8 +179,18 @@ for bbox, category_id in zip(objects['bbox'], objects['category']):
         facecolor='none',
     )
     ax.add_patch(rect)
+    
+    # Draw Text Label above the bounding box
+    ax.text(
+        x, y - 5, 
+        label_name, 
+        color='white', 
+        fontsize=8,
+        bbox=dict(facecolor=color, edgecolor='none', alpha=0.8)
+    )
 
 plt.axis('off')
+plt.tight_layout()
 plt.show()
 ```
 
diff --git a/parquet_data/test-p2-00000.parquet b/parquet_data/test-p2-00000.parquet
index 68d37f9ebcd80ac746106f4851d4f2e2749cbeb1..e3d31f0dedc8c593426669ebefdd759ed209555e 100644
--- a/parquet_data/test-p2-00000.parquet
+++ b/parquet_data/test-p2-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fdb6788654289ad3c5707f15481017ce3f5e781f100eabecb0eb6c4a49f848e0
-size 115280088
+oid sha256:8d6c9358c89c1cf4441c74eb0eb4d00177ce733018737f0799b13e95a502ed4c
+size 116949802
diff --git a/parquet_data/test-p3-00000.parquet b/parquet_data/test-p3-00000.parquet
index 7ca11e457a8d0e443afdb8082a9d190ce5878a74..021b49e8b1bf5f47780b3b0c9c799fb2926ffdea 100644
--- a/parquet_data/test-p3-00000.parquet
+++ b/parquet_data/test-p3-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a5ede6a1a22a0c879e754ef2aa11a54cf85e0a1bc321649696d25ed2d141f75d
-size 111512061
+oid sha256:4344a0e540e07b36a11f6fb7d6950ce912bc6c78b2af66faa62fdba22684c805
+size 113081086
diff --git a/parquet_data/train-p1-00000.parquet b/parquet_data/train-p1-00000.parquet
index 5faad1b5a9036570a44a23336c9fb52125fbaa69..360c7c98bcd98d2f136b364def08b18a460606ae 100644
--- a/parquet_data/train-p1-00000.parquet
+++ b/parquet_data/train-p1-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:24ed7d2d7458dc57d64d4a6c50474d79685d624396f641cc4100ca1499a4d606
-size 232357737
+oid sha256:a39571067c0b19d47e1dd8a3ce60e8f2cd7c4ffdcd72b2c63faf3c059204d0e8
+size 235657778
diff --git a/parquet_data/train-p2-00000.parquet b/parquet_data/train-p2-00000.parquet
index 7ddb9551b5e25f4b4502fbb9c3025ac4e2e98d86..349bbac87b546fb2c3f2328f7a647b0e551d59fd 100644
--- a/parquet_data/train-p2-00000.parquet
+++ b/parquet_data/train-p2-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:19b4ab61413aaeda23f79301af40bb3380f7288d19b8e0d522f8c7311ca64992
-size 235191137
+oid sha256:2e2734bf9178951d8a02a2705fce25998e7d6e91aca9aea77c4a0b03dad28313
+size 238425809
diff --git a/parquet_data/train-p2-00001.parquet b/parquet_data/train-p2-00001.parquet
index 7ab9fda2549f31d075e5b892108784a23a427a44..bebb90458089c5bce73de1e809097d4d5311b663 100644
--- a/parquet_data/train-p2-00001.parquet
+++ b/parquet_data/train-p2-00001.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8686258f07c78d60bca8d16507b29ba484cca6a041a62fe1254713f3d585e2fa
-size 233764507
+oid sha256:e88c3873522d040762fb6633d00efe1b93b3812500cd31752d97b8e7b8e0f895
+size 236927672
diff --git a/parquet_data/train-p2-00002.parquet b/parquet_data/train-p2-00002.parquet
index 64dd1fc726368678f7d8662a13f871a5061dd66d..7efdceffcbcd6a30ab12e01517af2f57dc202b9f 100644
--- a/parquet_data/train-p2-00002.parquet
+++ b/parquet_data/train-p2-00002.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a9b9815a09a254a5faab3fb88b627f2c6e35ef6fc951887e8aadd088044d92b5
-size 239256064
+oid sha256:24b81f2232ebb49feaf0ec0ffdee4d4911343233ea5835d61d57d46d4f49c6d8
+size 242542432
diff --git a/parquet_data/train-p2-00003.parquet b/parquet_data/train-p2-00003.parquet
index ddcf7c5732c90f524c23287bd1c4c568c4034132..d8a7ab102b48334fc4005e943e6df4d9b5e7ecef 100644
--- a/parquet_data/train-p2-00003.parquet
+++ b/parquet_data/train-p2-00003.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:09a7a0f8a9f3ae8ac5034878a1b50de7a66aa8abab6e70028d631db793d54546
-size 241812486
+oid sha256:1ae800fa98f4e47832e2b20c0ee894ad34328196d0242fa946cf8abd3e4675e4
+size 245072027
diff --git a/parquet_data/train-p2-00004.parquet b/parquet_data/train-p2-00004.parquet
index 317181bea5ecb8ae3e393465efd8722ca729c94b..8d914af279d51e6267866e5b6829ad6055081b60 100644
--- a/parquet_data/train-p2-00004.parquet
+++ b/parquet_data/train-p2-00004.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1fe2a52e914b48a08fe948e0b975471b12a295d4162496c1d6716da41f9c4280
-size 236514413
+oid sha256:6e419ff214d6922c7f4680ccd4690157f6bc14c4cb742099ae4a1991cb2e52e2
+size 239780576
diff --git a/parquet_data/train-p3-00000.parquet b/parquet_data/train-p3-00000.parquet
index 7bde003cadab9919b93ee6dba48e7b1429f3d118..8175dbd19736a6f335adf4a7006f63c10daf3ca7 100644
--- a/parquet_data/train-p3-00000.parquet
+++ b/parquet_data/train-p3-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5aec4c447c691e1e4941235526750e384189df8870e3473ce58a9d7673feb642
-size 224834840
+oid sha256:e0f4ab7888e15ab817dcb3ecdd83719bafcbea9df31ec33eb055446debc0649f
+size 228148780
diff --git a/parquet_data/train-p3-00001.parquet b/parquet_data/train-p3-00001.parquet
index bf2e9a9822a2368a89933f83536a8274dbd914f8..42fd6ff16baa6032313ed3a9fb7d03744b805f01 100644
--- a/parquet_data/train-p3-00001.parquet
+++ b/parquet_data/train-p3-00001.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0774a0f96fad58294d9b9ebda5afac2ee4133831f5d3ddaca7d5da8fe36810b9
-size 223024905
+oid sha256:76bb3304efe6331050484804b18b18095f07082597e453280faecc9ed7bd2a6d
+size 226261611
diff --git a/parquet_data/train-p3-00002.parquet b/parquet_data/train-p3-00002.parquet
index aa434228dbaafe534dc77c648f83978e7373dd13..8f68a6748d386e74f746317777eb1bd5d5413bf0 100644
--- a/parquet_data/train-p3-00002.parquet
+++ b/parquet_data/train-p3-00002.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3fcdbbc357373af722e633cf16b4ae8d37aca7493f62ade92597bbd0855fd367
-size 219909602
+oid sha256:7f5f424a200463ac21ccd4767b61652bc21e6dffde74c1f0cadd892673a485e4
+size 223194167
diff --git a/parquet_data/train-p3-00003.parquet b/parquet_data/train-p3-00003.parquet
index 5c18475f9fd11544029cc1d5d7b677e7fc05bfd4..a9affe0f7655ee20681e3432e3f6ab6f4b399647 100644
--- a/parquet_data/train-p3-00003.parquet
+++ b/parquet_data/train-p3-00003.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1cd98e459dc2e8ab784ede64f2b3220140950714028ee0fc650586cfe98afc6a
-size 222559235
+oid sha256:742d838004946f6e7cb4ecbe73ab5f5d16c9ef5cb3b35a893d8cc045738d36e7
+size 225807709
diff --git a/parquet_data/train-p3-00004.parquet b/parquet_data/train-p3-00004.parquet
index 342289b6155b0a7b68cddc166ec1b8d51886ddf4..ed05c0c1a798e1b23a1743a0e7ea368487779450 100644
--- a/parquet_data/train-p3-00004.parquet
+++ b/parquet_data/train-p3-00004.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:615e67d6bb12ca3e2e4154d6c6b8c9767af19f90342c35780d2c31cc161fdd7b
-size 216295723
+oid sha256:fe73bf84cabe139f5fca1f7e3da8f7cd7cbbbe8cfca2bac10122c91477c3ec26
+size 219513111
diff --git a/parquet_data/train-p4-00000.parquet b/parquet_data/train-p4-00000.parquet
index f1d43c05df98984244259b4f3bf15d77ecaa145f..2492050e46463b1c8ad9c35f4a9077f14a012a85 100644
--- a/parquet_data/train-p4-00000.parquet
+++ b/parquet_data/train-p4-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:27b371cf2d69ef7df5b88f335de6f5c2c859e81fb57b2e3037d29e54d911a424
-size 212773535
+oid sha256:ad2269af109a76774070f9b623a7f7ec709ba1d0c1172976aab432bc893b71f0
+size 216072253
diff --git a/parquet_data/train-p4-00001.parquet b/parquet_data/train-p4-00001.parquet
index 6d316353dd90fad1942102e3256c12a9f989a831..e04c8662d185a2b100046f292daa908a5afc03b4 100644
--- a/parquet_data/train-p4-00001.parquet
+++ b/parquet_data/train-p4-00001.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e2780817b63fe7a57c0ef4bc2144f65ef35abeac33ed7b192c8a9ca3fe3de24d
-size 216866647
+oid sha256:746e6ccd3f0087122d0b5db06c96eed3c4450b58de399ec283672b688d047497
+size 220103169
diff --git a/parquet_data/train-p4-00002.parquet b/parquet_data/train-p4-00002.parquet
index c7badf268d2f4fd098f27a575c62e02ae7b55394..963a5aeb8daf7d01c76869c1582eb7973071a74d 100644
--- a/parquet_data/train-p4-00002.parquet
+++ b/parquet_data/train-p4-00002.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6c6931b79470a6ca7779d9fc107aed71b5d72fb73d3fbfa4d3cdb4496deb277d
-size 225118344
+oid sha256:ce0c191f7921424708646bf0765c7ca5abe64d92b559370c08daed2e0d0f9045
+size 228442264
diff --git a/parquet_data/train-p4-00003.parquet b/parquet_data/train-p4-00003.parquet
index 02aa23b8ccbe89b8c4d855c8c5fc0e2c01b5cf32..b45dfd2d26feea4898da15dd429c7d8fb6420cbb 100644
--- a/parquet_data/train-p4-00003.parquet
+++ b/parquet_data/train-p4-00003.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:792cef22f00ecb323c982225fe8f64d4dd937eb020f4725f78647966661dfeb6
-size 220383396
+oid sha256:68efe27b8aa761cb765d0ec1e9240c97b1525c6fb1699aced1d4d587c597ade7
+size 223588407
diff --git a/parquet_data/train-p4-00004.parquet b/parquet_data/train-p4-00004.parquet
index 8a229c4f07188c4584b59a8b17774a97a742c038..b59116b191f3f40cb74ad304351ba04f306b5866 100644
--- a/parquet_data/train-p4-00004.parquet
+++ b/parquet_data/train-p4-00004.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c6388b0eb06b84f24667830b1dc311ad77f5a4520ca53d4c825c8d97018cfd90
-size 217740473
+oid sha256:113364f4619f3e08d28926ee22a050f6c3d09da400b8a3a9c5797dd477e39806
+size 221100426
diff --git a/parquet_data/train-p5-00000.parquet b/parquet_data/train-p5-00000.parquet
index 5e18eff24b1eb15b7d311dece7eb8333da89fb1d..f75aafa520211a43148e06c4d6c4ea3010d93ccf 100644
--- a/parquet_data/train-p5-00000.parquet
+++ b/parquet_data/train-p5-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0fe1623c221eaf8c807aaa774ff7e4b5876296f60d4c8262932e222d9c193175
-size 219258375
+oid sha256:77cd6df74b6216af5caa715dea1cae1f312ff5f81e462ebdee8673abeb16b6e8
+size 222510934
diff --git a/parquet_data/train-p5-00001.parquet b/parquet_data/train-p5-00001.parquet
index 613bb7b4ef59264cec525b809da593699932a661..18cfb7f40d58aa07a37804cfeef2fe04d165606d 100644
--- a/parquet_data/train-p5-00001.parquet
+++ b/parquet_data/train-p5-00001.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ac64d924fd928ce4b62a15e7d34984874b66a46bdbd5c47f17359868053015ec
-size 220189742
+oid sha256:ea87e2876261ccd60f7217a518a61d510171051e3b67022db6b2dd5709970a02
+size 223464997
diff --git a/parquet_data/train-p5-00002.parquet b/parquet_data/train-p5-00002.parquet
index 64c0ca32be5581c21831d0159b407e5449e2cdb5..a38901b879fc826b374982c343b7e489a5f64872 100644
--- a/parquet_data/train-p5-00002.parquet
+++ b/parquet_data/train-p5-00002.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:009828ff83aeaa5a57b8fd268d28aef36d517846f7eccd95386075e4c17a28a9
-size 220668836
+oid sha256:c6c697ffcfb29eddeb257ec399187a1c502c613a792d877ea0dc8eeb8a3877a9
+size 223905043
diff --git a/parquet_data/train-p5-00003.parquet b/parquet_data/train-p5-00003.parquet
index df4c775d9933145d0ec069cfca59eda40038b5c0..fdc2f1bd45c42aef59a3a6d94f5de8ce28ce762d 100644
--- a/parquet_data/train-p5-00003.parquet
+++ b/parquet_data/train-p5-00003.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:dbdc22611d81ef49a2b4e8a52eb4b47a1de8dd37b9cb31a38a444ad5189a579a
-size 223154445
+oid sha256:0dbc3d92b610aeefd2c1c0f744292cb5b36bbd158a0527be915c5755b3300ea4
+size 226055500
diff --git a/parquet_data/train-p5-00004.parquet b/parquet_data/train-p5-00004.parquet
index 3bd238dacc5714f87330ba2887a318b2c77c5d4c..7ef57f295522d893a132f413a460b63da03bd42b 100644
--- a/parquet_data/train-p5-00004.parquet
+++ b/parquet_data/train-p5-00004.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d03d56fd8f2b2e5b4c41bdea286c63066a179890f1b1e06fd10413162ed3dfcb
-size 215696562
+oid sha256:cfc0e023d76dfef273a96441f7d65cdba90fa964e6f5a4ef0461ecbd38a89f1b
+size 219009209
diff --git a/parquet_data/train-p6-00000.parquet b/parquet_data/train-p6-00000.parquet
index 749a10629077c90833181f4503a443bb937bd8f0..e02541c6f96c367667491d4cbf25b3bcde89be31 100644
--- a/parquet_data/train-p6-00000.parquet
+++ b/parquet_data/train-p6-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4f58bed100d2e543b9cbbbe9c7452048599531730e2bf545dfb7fd217b727d43
-size 209779660
+oid sha256:31c1112494240053a33307d482a48ad6113a49621d0acd13fb222c46c7d43f00
+size 212997562
diff --git a/parquet_data/train-p6-00001.parquet b/parquet_data/train-p6-00001.parquet
index 751fcc49f235478e3bcf7d59f4e6d38b9d225204..d749db932e9f5bebc7830332849ba7317863d79e 100644
--- a/parquet_data/train-p6-00001.parquet
+++ b/parquet_data/train-p6-00001.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c7b90249a6e84bd5f9dcdbc6cd8ddc8e4e103a13865eb937df2af345df304c75
-size 219911679
+oid sha256:1c13d1d532c9a5dc94eb990a0a7eb58cd74bce15df964edaecbd5c0d7434a916
+size 223157513
diff --git a/parquet_data/train-p6-00002.parquet b/parquet_data/train-p6-00002.parquet
index d0b804e31ef7e05396bee4616305b3850f1c5583..067f40371e4052be7b23e82b0ad8f20f16b01ca0 100644
--- a/parquet_data/train-p6-00002.parquet
+++ b/parquet_data/train-p6-00002.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:11f3ff0fc4c3bab92315ca42d6984755a2fa79dfaa51ebb7e67f75d1bd2ca28f
-size 224455515
+oid sha256:555fba73e7d92d6d974dc4909c3f56fd725c7e47bdf106e8fa808d190745695f
+size 227669410
diff --git a/parquet_data/train-p6-00003.parquet b/parquet_data/train-p6-00003.parquet
index e2cf170809651b0814ffb7ce4303e6c0e1a751a6..5cdf0f378a68717616ded09a80d7f3bb0b2da395 100644
--- a/parquet_data/train-p6-00003.parquet
+++ b/parquet_data/train-p6-00003.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1729b26fbc7ce366f493bd62a224acd33fb4c2e6f00e6f6a4c73884936b322a2
-size 221347213
+oid sha256:852d04408feb3866550410df21f8df459d5474bd13819e15facec3d408c3d3d8
+size 224623514
diff --git a/parquet_data/train-p6-00004.parquet b/parquet_data/train-p6-00004.parquet
index 262671c8ee06f6cb78d43a57254f74e02e0e320c..b9404c377a43d4c020b7405430ae39d64a1a059c 100644
--- a/parquet_data/train-p6-00004.parquet
+++ b/parquet_data/train-p6-00004.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e0a84a5dd77eef313b3eb3788e5710d4a2b06d2ac90758932549ba6cc6ef7af7
-size 221428240
+oid sha256:75aeb855169bc79ae896d68d73f0e5477861ec7d04c82183728e6d9b33e96d9a
+size 224697539
diff --git a/parquet_data/train-p6-00005.parquet b/parquet_data/train-p6-00005.parquet
index a10b815b2a9ed39ab3037c720b5341c68b8770cd..b01dc73e2061810fa7e9bfcb3495b153fc83d40f 100644
--- a/parquet_data/train-p6-00005.parquet
+++ b/parquet_data/train-p6-00005.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e57717d1d9373d3ef0508da219b0d2da280a60b855e9a602f55da2b9d890f02b
-size 211807465
+oid sha256:fcc74318b5992142896608a2db27e3de7e6947fed328d88b9c3695c854d78680
+size 215131198
diff --git a/parquet_data/train-p6-00006.parquet b/parquet_data/train-p6-00006.parquet
index ca04a130caaa8245da0c32d5102c77b43d1fceb7..854b870eef553440d106abfcfb858c0b8ed47aba 100644
--- a/parquet_data/train-p6-00006.parquet
+++ b/parquet_data/train-p6-00006.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:77b8078557112facbf3f54d76a5c9d27c42c02ed158b83bcb69c247dec9c379c
-size 212587260
+oid sha256:7790c431a4c6c5c014354a8c46c9b8e8c56d27fc6f3d6c4a8363947b65d4285f
+size 215872616
diff --git a/parquet_data/train-p6-00007.parquet b/parquet_data/train-p6-00007.parquet
index 3685901347d494d4a7880459d66d051687bb9be9..2f8af880e50b6a6da3d5feafbbffb1fd562bb6d3 100644
--- a/parquet_data/train-p6-00007.parquet
+++ b/parquet_data/train-p6-00007.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:249b7466498359f0260bd6bd6d76bb93100ff7d1df40c4b1a9ef915fdeda45ca
-size 228297705
+oid sha256:b97428fd7aa62f647bfccfac17b9376030a59d73874e9db4e8739cb031a29b5f
+size 231459580
diff --git a/parquet_data/train-p6-00008.parquet b/parquet_data/train-p6-00008.parquet
index 47032ad82dd569b9c0335e9f02f2bc1709ed0cf3..10407c7e29593438beee6abb5e773f10922d9b14 100644
--- a/parquet_data/train-p6-00008.parquet
+++ b/parquet_data/train-p6-00008.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4a2fe760202ac82f34d566b4f07ab71a93fa8e682728d57752c383120426c2d5
-size 219316408
+oid sha256:925fc9848332d8604bed07c60d7568cbc3b915d5cdb5504b7bbe400e2c1245df
+size 222604245
diff --git a/parquet_data/train-p6-00009.parquet b/parquet_data/train-p6-00009.parquet
index 2d88b18d7ba58b23a9cf755fd8f22c1e09802488..16930774f2b32ff5733e91e54f957ac4d65efd60 100644
--- a/parquet_data/train-p6-00009.parquet
+++ b/parquet_data/train-p6-00009.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b8c63722cc3faf85ac9b1aa7f47d4a4613172f2dcea9e4e0b76ba2d777d1395d
-size 220322302
+oid sha256:46b1bb5a11adac696a4a6bf2f79362c03446b10d93b44cbf89ffc4b08c98060a
+size 223662115
diff --git a/parquet_data/train-p7-00000.parquet b/parquet_data/train-p7-00000.parquet
index 9578d10d14066179ab319bbf0cea2a5692a6a021..816939e9c753478817bfde03589c7d869dbffa8b 100644
--- a/parquet_data/train-p7-00000.parquet
+++ b/parquet_data/train-p7-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0613ca54ba6b771a58afc4ee162165ac0bdfd58a88313b0678e223a1042209f2
-size 227771644
+oid sha256:a76b51f1f3b5b37a270f11b31007603f6753932d4e0a30f4aff013600d57af4d
+size 231083512
diff --git a/parquet_data/train-p7-00001.parquet b/parquet_data/train-p7-00001.parquet
index fb1e0745dfc4a48a963cd221086acaeea64c846c..6f4e7c910db8c05775677cda660fd7d079336878 100644
--- a/parquet_data/train-p7-00001.parquet
+++ b/parquet_data/train-p7-00001.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5e3e7757f7bb082bc367ed457797905d934266e0c3231f530b3aad674e43eb57
-size 243641038
+oid sha256:70bb80f4e7478d5cc04948eb98aae9b9dc984b754cf426ebe9fa5a6df2aa6856
+size 246944144
diff --git a/parquet_data/train-p7-00002.parquet b/parquet_data/train-p7-00002.parquet
index 2980ed39bfd963c08a6df868f56f22a760322142..3655ec8274f7478cdd2041d502ebb83dd253de7d 100644
--- a/parquet_data/train-p7-00002.parquet
+++ b/parquet_data/train-p7-00002.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5ddc30015e4a0994b458cba467e99a84a1aec63ac384bd7cafd61448ea5bc625
-size 227781506
+oid sha256:72d4217432077a73298d7a2a9e0bb3fafb66d69c655a23eb5234df95a01b887e
+size 231106653
diff --git a/parquet_data/train-p7-00003.parquet b/parquet_data/train-p7-00003.parquet
index b063151132dfecbdb81bef157c05255143df6d09..eaed0a569f5c108ecd8aecc2740ef25ef5f667c3 100644
--- a/parquet_data/train-p7-00003.parquet
+++ b/parquet_data/train-p7-00003.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c3e6437f6bedfd288201e23241fa4a333cdc2de604f74c98ca6c3256f5742111
-size 221817733
+oid sha256:ca7bd9f4d5a897d5ee3a405cddea1fc1c3e0626f9648a5e407f1ecfd7b994098
+size 225138363
diff --git a/parquet_data/train-p7-00004.parquet b/parquet_data/train-p7-00004.parquet
index 5bbb3c6a50e873c71267d79a0b3b192707cb258f..5f300bc6405b67de82a7909a61066d968544cfda 100644
--- a/parquet_data/train-p7-00004.parquet
+++ b/parquet_data/train-p7-00004.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8b57a4967e90c534af83849461431712161080ca212885232fc6c26e00915a0a
-size 228960259
+oid sha256:de4a0cca89fea496a0322a66ad49ab61ad48e9c8a228a7ab5831eb6695151f42
+size 232234628
diff --git a/parquet_data/train-p7-00005.parquet b/parquet_data/train-p7-00005.parquet
index e12a4091fa79bde5d50249b5fd47f90cae0844e5..0e01d3d9e8a49d63730a46df626eb2b69afe9cfa 100644
--- a/parquet_data/train-p7-00005.parquet
+++ b/parquet_data/train-p7-00005.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:98676f92e74530e0848d1d3b5f0e3348704b4dcdee743d1a0c0b59b5378a2c15
-size 212980327
+oid sha256:317b07d8b2ca876448730b829f5a23189c55f147c96f80dd9d70310c9ad0c8cf
+size 216171358
diff --git a/parquet_data/train-p7-00006.parquet b/parquet_data/train-p7-00006.parquet
index 83e7f30677c92e09a4e078afc4e5abb8e4798c9a..8f54bb3458d06c4a8f73fa0aef831e29b7d7de15 100644
--- a/parquet_data/train-p7-00006.parquet
+++ b/parquet_data/train-p7-00006.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4c4e459de502b4476264101aba7d5339e324ee557d035a9f79013dfdad8b84a2
-size 222922840
+oid sha256:d2de92f1c66be2339e38646e76a98149f1c470207b94e9aedf3b950a56eb3fb4
+size 226220279
diff --git a/parquet_data/train-p7-00007.parquet b/parquet_data/train-p7-00007.parquet
index 6ca441c0a2a44d0d3663e9645e063f198be5cb82..b17506068b52723ea77cdb933b2a98ffe48662e5 100644
--- a/parquet_data/train-p7-00007.parquet
+++ b/parquet_data/train-p7-00007.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:168c25a5577801854f0e53dbbd73f955077c6e9c3dbb2994d821f9778ea11450
-size 213437283
+oid sha256:58f19a3fa97bd5cb588d1f33354e507c06ef8d046c7ed763afbb2897b139ae84
+size 216566600
diff --git a/parquet_data/train-p7-00008.parquet b/parquet_data/train-p7-00008.parquet
index b682501dc5e7702971d0eeb6d2f7c9611ccc4989..91be2f07d41ceb2ac1b700387376ad549c30ea21 100644
--- a/parquet_data/train-p7-00008.parquet
+++ b/parquet_data/train-p7-00008.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6d311f63c2e066b526d14c55bc23438df0277d6938617d8dd4238d7376b8e460
-size 234979414
+oid sha256:2299fa0b774ec5fb604f500171868b02a3e4a7864c89b54b00dfb2bc58e84c5b
+size 238305285
diff --git a/parquet_data/train-p7-00009.parquet b/parquet_data/train-p7-00009.parquet
index cc85d0ec83ba9d6ca3945f331fb984b1631a670c..44fe43a42d15b677243740f9f21ddc1fe3d4a770 100644
--- a/parquet_data/train-p7-00009.parquet
+++ b/parquet_data/train-p7-00009.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4d2f1917e12a1650aacab9a1dcd35cb915f85c408e09015bd1bb2c02003ad7fa
-size 219723584
+oid sha256:468d86a2c50b1250a6432449f6026b9b9621b868611bd80e4996dc3bd4fb28ea
+size 223018678
diff --git a/parquet_data/train-p8-00000.parquet b/parquet_data/train-p8-00000.parquet
index 5fcc2808aa1a29f1a081093a9a951355462253df..c923378cbd853fc89fdec239cde7aa1026d0d521 100644
--- a/parquet_data/train-p8-00000.parquet
+++ b/parquet_data/train-p8-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4949b38f59e75a0f09620730599c789b5e49e65f01122e630bc64218affbbba1
-size 218355944
+oid sha256:4042693b5bca4824420633e861a633bae484f676d23ba36e5f3a335e00029e10
+size 221623146
diff --git a/parquet_data/train-p8-00001.parquet b/parquet_data/train-p8-00001.parquet
index c3e6d509941e67457a517bc99a1ee4bc4a27cfc4..210d56e144ea0414a8dae2682486dbd0a87dbb62 100644
--- a/parquet_data/train-p8-00001.parquet
+++ b/parquet_data/train-p8-00001.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bae83512f7610a118be7f0d2417f227ff7d988f2f9e7e322310fa6c50722e862
-size 221358142
+oid sha256:802e290580a795b23680127a31244e28222ff1c71e90f31417cee1f4ab585bc0
+size 224641661
diff --git a/parquet_data/train-p8-00002.parquet b/parquet_data/train-p8-00002.parquet
index ccd9f6fb9e6c9133139d9f63debde1765637a1ff..2bc1bd71e963a2cc84bc8398241301ca1ff4937d 100644
--- a/parquet_data/train-p8-00002.parquet
+++ b/parquet_data/train-p8-00002.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:908750195d8d95351f19beb96a14d7771f5966c712701246337e4074d79a0c04
-size 211843546
+oid sha256:2eef9b431578e1c2dcd0c39f3fc31753e17869245825a065b83ba184be20cb50
+size 215080436
diff --git a/parquet_data/train-p8-00003.parquet b/parquet_data/train-p8-00003.parquet
index 1a2889fdb51c5b3555b91e89e5b2ffc035baafb4..ab5db0c5e84f6064789948ebbe0682598d4440f0 100644
--- a/parquet_data/train-p8-00003.parquet
+++ b/parquet_data/train-p8-00003.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:daaf4565133fa2ee46bea62a1560630579617e6e53df81885defa83d1fb48317
-size 212050640
+oid sha256:77f0d2ec917b732bfb970612185393957d31cbfc4de8f9057c923c5699c8af11
+size 215186874
diff --git a/parquet_data/train-p8-00004.parquet b/parquet_data/train-p8-00004.parquet
index 3c9812329ccbcee0e220d1366549419aed00e848..ecdc521f2e4cbd68ebee1872419d167de90e4825 100644
--- a/parquet_data/train-p8-00004.parquet
+++ b/parquet_data/train-p8-00004.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:352b78723fb3e86acea327fe3b6cdf6e040f0c9124311ed9fd755dbe843dff18
-size 227759707
+oid sha256:a19bcea2c8da870fd325a296790d1cefe3cb9e7679a0ba86c12bf5394d4c44ae
+size 230980635
diff --git a/parquet_data/train-p8-00005.parquet b/parquet_data/train-p8-00005.parquet
index db0636893d7457e27ff035792140efa763b2a1d5..4e4fb74660fb59df0a271cba0ad3d62632713730 100644
--- a/parquet_data/train-p8-00005.parquet
+++ b/parquet_data/train-p8-00005.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:87f7f9a280a523b2c3a45a2199e7e73ea78d5af4ffcecdcfb61da740f5a6a1d5
-size 213058985
+oid sha256:bba6fe007495cca558ffa996bb0da89d6f6f36750f394eae9ba3afb3a498c5ef
+size 216261606
diff --git a/parquet_data/train-p8-00006.parquet b/parquet_data/train-p8-00006.parquet
index c15df9a1a0294512ca6772574df16d851bb3d919..66870d1e7a679329e369b51c9366544860c36f54 100644
--- a/parquet_data/train-p8-00006.parquet
+++ b/parquet_data/train-p8-00006.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6f93619f131674cc71e8ec761f028282004406d8be240c24e4a49382f4fd3513
-size 211501710
+oid sha256:e03d89ab2f8e49ce31e9577357178923339986e200daa8007896b964f5f285f9
+size 214779230
diff --git a/parquet_data/train-p8-00007.parquet b/parquet_data/train-p8-00007.parquet
index d4dd0467bc0d7ba27d9cb433dcabdf05a22084db..69b24b0c76e2abfccd882edd714217610ac046e2 100644
--- a/parquet_data/train-p8-00007.parquet
+++ b/parquet_data/train-p8-00007.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0961275bf366580af14a4a80df1c9ace7fdab90edbe2c5e7def75821f4c63121
-size 214117051
+oid sha256:0572e69acc80f74575e32e085d847ab395119cc2f37b7becc9da6012014c6047
+size 217342569
diff --git a/parquet_data/train-p8-00008.parquet b/parquet_data/train-p8-00008.parquet
index 6828be7c213b2e70de1f9c2ab61cc6f568bfd910..e8bb5456411b6137e546e61ba02d5aefa6f31f8a 100644
--- a/parquet_data/train-p8-00008.parquet
+++ b/parquet_data/train-p8-00008.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8992d6db18275f87813bf5799a19a69c62d6cb2ae7b5cbca9150d9ac50d9323d
-size 216711035
+oid sha256:b75cba49526a9f485441b99b6e6e276c791aef6926ffe12be8dc3c16cee31acb
+size 220025394
diff --git a/parquet_data/train-p8-00009.parquet b/parquet_data/train-p8-00009.parquet
index 0933049dcb0bf275c313f03e1ad176ac728baf62..da16ad32ec34db7d2f3ded4ef5d428e9da010463 100644
--- a/parquet_data/train-p8-00009.parquet
+++ b/parquet_data/train-p8-00009.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5f1b4910cc9b728c90728167d7b07350a9345b48638c3947d53fc20e6daae424
-size 236428811
+oid sha256:a7e1814b4229a3bf69e2489b8e4e548c7999b1bdadd033525834afe40d8302e3
+size 239662071
diff --git a/parquet_data/train-p8-00010.parquet b/parquet_data/train-p8-00010.parquet
index 5dca64b68a67fe4ec1e5b017a9ba6d95c3845278..5e71f0e3fb3e967c584d0c45e829ec995828e610 100644
--- a/parquet_data/train-p8-00010.parquet
+++ b/parquet_data/train-p8-00010.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:37ec4ece795c5ec68603480101c127f7b6a40e8f1d299b9f579dc12da1202719
-size 223867130
+oid sha256:001cfd80f10696f5e56eee6a5834bc70a50d68e68d4677afb6e6d86de7164a07
+size 227139644
diff --git a/parquet_data/train-p8-00011.parquet b/parquet_data/train-p8-00011.parquet
index 717900f602e45e4cec97b731841b6061fcb59c9e..c2f601d22f5e5e92bc5a22071dd40fc72c5a914b 100644
--- a/parquet_data/train-p8-00011.parquet
+++ b/parquet_data/train-p8-00011.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:13e6da05f9167bdb490ec57ec245e7fc99b81011c5ba6079f70ecbc21b2b2a9c
-size 224357389
+oid sha256:7d1e7b8849641ca582fd32dc5c0c296c943467ec766e4d1cefacec91af0c2c4b
+size 227545433
diff --git a/parquet_data/train-p8-00012.parquet b/parquet_data/train-p8-00012.parquet
index ee86bb6981a348d537cee8d4061a7baef4d5d72c..eecaec1aace53a380d4a0587273adb269fdbb1f9 100644
--- a/parquet_data/train-p8-00012.parquet
+++ b/parquet_data/train-p8-00012.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f42efe562cfd4ee31ad88055c0805bf92e31fc40c4346d737bc6cd8baab60bff
-size 237200965
+oid sha256:ddc05ccf7a22a6cb8cf6961e787b215fb70332b6495cc4fd03b5cbed64a12109
+size 240407598
diff --git a/parquet_data/train-p8-00013.parquet b/parquet_data/train-p8-00013.parquet
index cc84b0b60dda7bba1fa67ab7593ddaeb6eaea2f5..37b04d66bf764d4e385ee2d8ce38bb7322b32661 100644
--- a/parquet_data/train-p8-00013.parquet
+++ b/parquet_data/train-p8-00013.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:33e8ea872ce2f343063ef0508a0dfe1bc45c7e3cfc768755fe2de416a54239e5
-size 232441643
+oid sha256:79313d75171fa1297b3af782f1516c253277f35087f1734994266ceb2b0559bd
+size 235657390
diff --git a/parquet_data/train-p8-00014.parquet b/parquet_data/train-p8-00014.parquet
index 2af9caff888a7e14f6a60819bb938ed96130e376..681757dbb46ec8da8a296876dad829303a62d6c9 100644
--- a/parquet_data/train-p8-00014.parquet
+++ b/parquet_data/train-p8-00014.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9e85711753b0381e1941d1143a670426bd6f9d688e623c3ad988ea885cb94796
-size 213168921
+oid sha256:7c336198b93fbfac9bc7c3419bb7966f8919f850ff89485cf3dd334590036efd
+size 216404199
diff --git a/parquet_data/val-p1-00000.parquet b/parquet_data/val-p1-00000.parquet
index 7c894e4c207908af71bc1a6e0e2573974725f854..f51cd8e5eedc427aa46dc4b58c90182bf306dd84 100644
--- a/parquet_data/val-p1-00000.parquet
+++ b/parquet_data/val-p1-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:08e4c778fc911a1454e3850d934a2ad0641ada242598fd4c2b60bd73f73af60d
-size 23542899
+oid sha256:5d05a3a7a4cc7ca9458f7992c18aa95ee46dd300a53cb5a1190e606c3e6bee9f
+size 23897552
diff --git a/parquet_data/val-p2-00000.parquet b/parquet_data/val-p2-00000.parquet
index 9f82efb7064353ef0b518aad0b6fe0fa874a43e6..3cfdae509219363e4980d856dd8e075e0344dda7 100644
--- a/parquet_data/val-p2-00000.parquet
+++ b/parquet_data/val-p2-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4c28deebe2cab7adf95cd1908ed0e88309afce1b4b7ffb9ad90a76a1bca5bfab
-size 118015734
+oid sha256:548d89f4050521a0f4698944bfd75a9e4a8420178c751f1a5f691bcdcefeda09
+size 119782720
diff --git a/parquet_data/val-p3-00000.parquet b/parquet_data/val-p3-00000.parquet
index 4f8aebd34ccf16a31e23f1b50e125671aa7113c4..709c1b0b2a63349912a1a5eace5d7c35791ef18a 100644
--- a/parquet_data/val-p3-00000.parquet
+++ b/parquet_data/val-p3-00000.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2202c163fcda17387089223c374a0e2bbfe81782a4976d8f658333620b90d40b
-size 113783760
+oid sha256:f61f43572728f3390958bdafcb3519a5fd0ef147ab6b64cb83f8ff4f33134a63
+size 115487211