diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6d5f143..9c9ec67 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -15,7 +15,7 @@ repos:
     -   id: check-yaml
     -   id: detect-private-key
 -   repo: https://github.com/tox-dev/pyproject-fmt
-    rev: "v2.21.0"
+    rev: "v2.21.1"
     hooks:
     -   id: pyproject-fmt
 -   repo: https://github.com/codespell-project/codespell
@@ -50,7 +50,7 @@ repos:
     hooks:
     -   id: actionlint
 -   repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: "v0.15.8"
+    rev: "v0.15.10"
     hooks:
     -   id: ruff-format
     -   id: ruff-check
diff --git a/docs/src/examples.md b/docs/src/examples.md
index 7a3f33c..de15135 100644
--- a/docs/src/examples.md
+++ b/docs/src/examples.md
@@ -1,5 +1,8 @@
 # Examples
 
+Featured example:
+[OME Arrow and CytoDataFrame](examples/omearrow_and_cytodataframe)
+
 ```{toctree}
 ---
 caption: "List of examples"
diff --git a/docs/src/examples/omearrow_and_cytodataframe.ipynb b/docs/src/examples/omearrow_and_cytodataframe.ipynb
new file mode 100644
index 0000000..6b47bbf
--- /dev/null
+++ b/docs/src/examples/omearrow_and_cytodataframe.ipynb
@@ -0,0 +1,258 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# OME-Arrow and CytoDataFrame\n",
+    "\n",
+    "This notebook demonstrates how [OME-Arrow](https://github.com/WayScience/ome-arrow) works in context with CytoDataFrame."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 423
+    },
+    "id": "Y5e85t05nSLt",
+    "outputId": "a0807c7c-4705-41a2-83b2-9fb7287c40f9"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "2D image, single-channel - shape (T=1, C=1, Z=1, Y=1080, X=1080)"
+      ],
+      "text/plain": [
+       "<ome_arrow.core.OMEArrow at 0x143ad5e20>"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pyarrow as pa\n",
+    "import pyarrow.parquet as pq\n",
+    "from ome_arrow import OMEArrow\n",
+    "\n",
+    "from cytodataframe import CytoDataFrame\n",
+    "\n",
+    "# load a tiff using OME Arrow\n",
+    "oa_img = OMEArrow(\n",
+    "    \"../../../tests/data/cytotable/JUMP_plate_BR00117006/images/orig/r01c01f01p01-ch2sk1fk1fl1.tiff\"\n",
+    ")\n",
+    "oa_img"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 423
+    },
+    "id": "wkCpuZEBosNV",
+    "outputId": "4adee883-9707-40a4-92ab-2ee748bbcf76"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "2D image, single-channel - shape (T=1, C=1, Z=1, Y=70, X=70)"
+      ],
+      "text/plain": [
+       "<ome_arrow.core.OMEArrow at 0x16fbef830>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# make a \"slice\" (crop) from the overall image\n",
+    "oa_img_slice = oa_img.slice(x_min=240, x_max=310, y_min=360, y_max=430)\n",
+    "oa_img_slice"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "ZZ8LWIuQqQqz",
+    "outputId": "f82de1df-3240-4dba-d0a0-6a4ce973f299"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<pyarrow.StructScalar: [('type', 'ome.arrow'), ('version', '0.0.4'), ('id', 'r01c01f01p01-ch2sk1fk1fl1'), ('name', 'r01c01f01p01-ch2sk1fk1fl1.tiff'), ('acquisition_datetime', datetime.datetime(2026, 4, 15, 20, 24, 10, 45209)), ('pixels_meta', {'dimension_order': 'XYCT', 'type': 'uint16', 'size_x': 70, 'size_y': 70, 'size_z': 1, 'size_c': 1, 'size_t': 1, 'physical_size_x': 6.450363636016846, 'physical_size_y': 6.450363636016846, 'physical_size_z': 1.0, 'physical_size_x_unit': 'µm', 'physical_size_y_unit': 'µm', 'physical_size_z_unit': 'µm', 'channels': [{'id': 'ch-0', 'name': 'C0', 'emission_um': 0.0, 'excitation_um': 0.0, 'illumination': 'Unknown', 'color_rgba': 4294967295}]}), ('planes', [{'z': 0, 't': 0, 'c': 0, 'pixels': [5772, 6209, 5847, 5408, 4959, 4513, 4232, 4181, 4020, 4196, 4264, 4454, 4718, 4916, 5663, 6358, 6160, 5144, 4283, 4093, 4270, 4760, 5641, 6585, 7169, 7073, 6220, 5362, 5038, 5063, 5343, 5341, 5645, 5735, 4975, 4504, 4532, 4712, 5094, 5362, 5527, 5934, 6132, 6384, 6395, 6216, 5847, 6752, 8245, 8280, 6904, 6000, 5481, 5642, 6373, 6932, 7426, 7514, 6866, 6392, 6963, 7639, 7665, 7562, 7100, 6648, 6698, 6345, 5505, 4889, 6138, 6746, 6400, 5838, 5284, 4894, 4660, 4545, 4248, 4115, 4115, 4348, 4709, 5017, 6072, 7100, 6791, 5305, 4254, 4022, 4009, 4349, 5204, 6208, 6762, 6701, 6110, 5327, 4959, 4963, 5047, 4947, 5381, 5804, 5110, 4446, 4516, 4993, 5392, 5564, 5677, 5985, 6336, 6499, 6309, 6097, 5634, 6107, 7021, 6959, 6272, 6198, 5758, 5703, 6274, 6792, 7518, 7779, 6924, 6398, 7042, 7665, 7532, 6901, 6332, 6188, 6298, 5847, 5128, 4602, 5801, 6405, 6385, 6035, 5488, 5169, 5018, 4801, 4322, 3934, 3956, 4259, 4586, 4834, 5686, 6680, 6225, 4860, 4059, 3884, 3992, 4238, 4887, 5996, 6861, 7095, 6377, 5125, 4719, 4715, 4764, 4601, 4937, 5483, 5141, 4608, 4822, 5530, 5892, 6141, 6556, 6384, 6257, 6066, 5684, 5403, 4917, 5110, 5586, 5685, 5470, 5512, 5353, 5311, 5961, 6938, 7774, 8029, 7175, 6382, 6737, 7288, 7393, 6784, 5970, 5637, 5560, 5156, 4721, 4263, 5128, 5695, 5889, 5730, 5487, 5394, 5335, 5032, 4318, 3824, 3970, 4427, 4747, 4774, 4810, 5090, 4680, 3936, 3652, 3643, 3862, 4179, 4693, 5496, 6501, 7396, 6628, 4744, 4353, 4204, 4225, 4108, 4221, 4448, 4450, 4528, 4963, 5692, 6273, 6746, 7377, 6961, 6179, 5546, 5044, 4703, 4352, 4512, 4749, 4830, 4715, 4723, 4883, 5070, 5639, 6883, 7774, 7529, 6663, 6092, 6355, 6979, 7180, 6559, 5626, 5076, 4945, 4550, 4213, 3953, 4675, 5167, 5564, 5464, 5209, 5220, 5346, 5198, 4480, 3906, 4197, 5007, 5679, 5457, 4498, 3862, 3567, 3382, 3294, 3361, 3728, 4186, 4623, 4943, 5368, 6099, 5796, 4448, 4048, 3834, 3809, 3757, 3720, 3767, 3801, 4069, 4654, 5245, 6051, 6731, 7074, 6648, 5905, 5350, 4858, 4394, 4064, 4220, 4457, 4583, 4573, 4633, 4911, 5164, 5449, 6330, 6937, 6423, 5761, 5560, 5883, 6613, 6883, 6220, 5190, 4631, 4311, 4004, 3843, 3711, 4603, 4992, 5562, 5677, 5255, 5112, 5291, 5397, 4867, 4204, 4523, 5495, 6416, 6298, 4852, 3621, 3323, 3353, 3225, 3240, 3626, 3945, 4322, 4624, 4747, 4916, 4691, 4278, 4033, 3765, 3675, 3646, 3543, 3623, 3668, 3717, 4195, 4708, 5412, 5967, 6215, 5841, 5419, 5314, 4951, 4373, 3970, 4096, 4391, 4699, 4930, 4968, 5142, 5376, 5423, 5703, 5840, 5344, 5060, 5248, 5634, 6326, 6675, 6002, 4810, 4237, 3890, 3675, 3626, 3549, 4625, 4890, 5431, 5950, 5854, 5628, 5552, 5819, 5503, 4665, 4777, 5662, 6681, 6710, 5251, 3911, 3485, 3436, 3320, 3341, 3609, 3681, 3851, 4205, 4600, 4745, 4610, 4367, 4297, 3990, 3817, 3728, 3617, 3880, 4208, 3819, 3767, 4170, 4628, 4997, 5279, 4948, 4784, 5063, 4915, 4486, 4186, 4178, 4179, 4540, 4988, 5080, 5287, 5563, 5541, 5484, 5320, 4853, 4680, 4989, 5486, 6026, 6107, 5533, 4549, 4028, 3668, 3539, 3454, 3390, 4839, 4785, 5190, 5963, 5985, 5970, 6064, 6028, 5975, 5357, 5182, 5887, 6822, 6848, 5613, 4441, 3869, 3582, 3577, 3792, 3929, 3791, 3722, 3855, 4287, 4528, 4593, 4422, 4344, 4311, 4339, 4066, 3845, 4182, 4756, 4029, 3670, 3833, 4048, 4259, 4432, 4237, 4153, 4511, 4496, 4277, 4188, 4275, 4270, 4583, 4977, 4971, 4995, 5318, 5501, 5562, 5519, 5044, 4670, 4849, 5410, 5810, 5565, 5041, 4345, 3872, 3555, 3437, 3407, 3315, 5088, 4884, 4931, 5635, 6019, 6176, 6436, 6308, 6323, 5969, 5605, 5924, 6559, 6834, 6206, 5331, 4727, 4300, 4310, 4409, 4309, 4065, 3801, 3699, 3812, 4262, 4812, 4623, 4236, 4323, 4712, 4685, 4356, 4264, 4469, 3980, 3781, 3847, 3897, 3860, 3893, 3858, 3874, 4030, 4025, 3912, 3998, 4311, 4422, 4826, 5369, 5104, 4666, 4858, 5295, 5632, 5741, 5401, 4809, 4740, 5171, 5351, 5128, 4818, 4405, 4015, 3718, 3494, 3394, 3245, 5138, 4918, 4791, 5202, 6260, 7045, 7180, 7057, 6929, 6681, 6353, 6299, 6405, 6675, 6684, 6383, 6025, 5593, 5344, 5048, 4772, 4456, 4170, 3995, 4063, 4691, 5731, 5821, 4847, 4574, 4984, 5394, 5255, 4855, 4535, 4194, 4084, 4238, 4119, 3877, 3844, 3810, 3948, 4065, 3960, 3861, 3972, 4241, 4384, 4868, 5442, 5054, 4477, 4695, 5270, 5663, 5680, 5383, 4826, 4533, 4702, 4682, 4749, 4711, 4494, 4275, 3977, 3573, 3434, 3308, 5136, 4915, 4775, 4922, 5919, 7260, 7990, 8069, 7533, 7217, 7247, 7197, 6920, 6686, 6624, 6746, 6858, 6492, 5873, 5449, 5270, 5070, 4956, 4916, 5034, 5767, 7460, 8060, 6365, 5503, 5548, 5849, 5922, 5701, 5350, 4978, 4895, 5042, 4904, 4447, 4334, 4354, 4513, 4774, 4590, 4203, 4078, 4168, 4318, 4719, 5079, 4775, 4393, 4648, 5212, 5704, 5716, 5164, 4600, 4325, 4362, 4306, 4370, 4564, 4544, 4425, 4177, 3613, 3348, 3320, 5389, 5402, 5147, 5122, 5562, 6683, 7725, 7859, 7334, 7139, 7470, 7856, 7667, 6976, 6519, 6432, 6581, 6593, 6095, 5650, 5514, 5410, 5442, 5713, 5934, 6455, 8183, 9044, 7204, 6090, 5800, 5906, 5999, 5933, 5890, 5829, 5678, 5633, 5709, 5295, 5160, 5183, 5498, 5869, 5646, 4912, 4371, 4293, 4441, 4766, 5041, 4811, 4490, 4647, 5092, 5607, 5499, 4645, 4200, 4131, 4206, 4196, 4189, 4474, 4543, 4431, 4125, 3571, 3253, 3174, 5731, 6146, 5863, 5566, 5495, 5883, 6606, 6640, 6227, 6234, 6711, 7449, 7610, 6932, 6312, 6035, 6031, 6155, 5986, 5688, 5565, 5524, 5655, 5810, 5731, 5796, 6720, 7203, 6191, 5770, 5662, 5591, 5618, 5740, 6018, 6248, 6053, 5817, 5918, 5771, 5726, 5633, 5990, 6338, 6281, 5699, 5044, 4966, 5212, 5515, 5748, 5297, 4713, 4872, 5238, 5446, 5045, 4356, 4122, 4087, 4202, 4386, 4440, 4675, 4817, 4441, 3956, 3496, 3248, 3150, 6153, 6654, 6292, 5944, 5600, 5379, 5574, 5449, 5104, 5168, 5629, 6207, 6280, 5962, 5814, 5722, 5763, 5834, 5682, 5523, 5466, 5435, 5545, 5554, 5222, 4953, 5151, 5260, 5086, 5054, 5093, 5018, 5019, 5204, 5562, 5951, 5951, 5774, 5807, 5798, 5668, 5552, 5654, 5770, 5908, 5743, 5449, 5785, 6380, 6442, 6024, 5273, 4840, 5216, 5539, 5515, 5122, 4564, 4370, 4361, 4432, 4632, 4636, 4754, 4865, 4433, 3783, 3400, 3184, 3037, 6205, 6816, 6604, 6254, 5811, 5270, 5032, 4794, 4542, 4478, 4717, 5068, 5016, 4927, 5215, 5457, 5496, 5451, 5288, 5290, 5510, 5627, 5419, 5181, 4898, 4591, 4463, 4474, 4517, 4578, 4506, 4477, 4561, 4609, 4708, 5057, 5279, 5329, 5520, 5653, 5400, 5250, 5142, 5034, 5008, 5011, 5200, 6076, 6985, 6503, 5278, 4636, 4826, 5571, 5993, 5983, 5666, 5170, 4738, 4760, 4742, 4777, 4797, 4848, 4902, 4399, 3695, 3317, 3216, 3031, 5759, 6386, 6478, 6446, 6067, 5276, 4709, 4424, 4332, 4387, 4597, 4694, 4485, 4529, 4885, 5093, 5101, 5024, 5017, 5333, 5769, 5699, 5212, 4846, 4649, 4507, 4412, 4257, 4319, 4422, 4197, 4171, 4173, 4232, 4215, 4237, 4436, 4612, 5078, 5420, 5239, 5023, 4791, 4546, 4368, 4330, 4743, 5941, 6938, 6102, 4548, 4152, 4643, 5688, 6635, 6804, 6178, 5606, 5142, 5070, 5022, 4956, 4978, 4848, 4578, 4039, 3442, 3134, 3126, 3057, 5502, 5938, 6189, 6719, 6689, 5764, 4833, 4530, 4680, 4865, 5082, 5038, 4665, 4563, 4719, 4901, 4906, 4786, 4854, 5200, 5601, 5455, 5067, 4834, 4646, 4502, 4372, 4257, 4310, 4324, 4127, 4020, 4079, 4102, 3919, 3834, 3815, 4061, 4649, 5137, 5204, 5014, 4660, 4306, 4226, 4235, 4542, 5560, 6542, 6033, 4623, 4206, 4596, 5519, 6710, 7011, 6166, 5519, 5224, 5138, 5198, 5209, 5051, 4724, 4114, 3572, 3181, 2959, 2814, 2793, 5431, 5857, 6388, 7482, 7920, 6821, 5590, 5401, 5797, 6059, 5973, 5717, 5276, 4770, 4738, 4864, 4868, 4683, 4669, 4967, 5326, 5343, 5175, 4912, 4763, 4672, 4543, 4440, 4481, 4476, 4328, 4227, 4326, 4321, 3990, 3816, 3808, 3889, 4319, 4859, 5072, 5089, 4917, 4568, 4492, 4712, 4942, 5340, 6001, 5996, 5150, 4852, 5158, 5542, 5975, 6042, 5259, 4731, 4626, 4830, 5335, 5568, 5188, 4500, 3836, 3387, 3023, 2785, 2532, 2535, 5296, 5890, 6874, 8421, 9118, 7849, 6383, 6209, 6793, 7144, 6899, 6434, 5668, 4854, 4697, 4710, 4609, 4578, 4497, 4862, 5204, 5364, 5233, 4984, 4822, 4948, 5075, 4956, 4929, 4853, 4752, 4738, 4767, 4737, 4345, 4174, 4209, 4216, 4510, 4847, 4949, 5125, 5412, 5349, 5177, 5396, 5611, 5560, 5670, 5830, 5591, 5537, 5793, 5503, 4940, 4554, 3920, 3596, 3675, 4169, 5040, 5633, 5298, 4472, 3944, 3522, 3272, 3013, 2533, 2334, 5387, 6064, 7132, 8679, 9292, 8136, 6707, 6346, 6831, 7073, 6694, 6147, 5424, 4695, 4499, 4495, 4351, 4322, 4359, 4690, 4867, 4986, 4949, 4886, 4974, 5236, 5663, 5826, 5838, 5856, 5927, 5920, 5768, 5542, 5075, 4843, 4855, 4993, 5055, 5081, 5147, 5376, 6025, 6358, 6108, 5881, 5838, 5708, 5544, 5766, 5801, 5621, 5535, 4882, 3958, 3472, 3052, 2820, 2981, 3476, 4396, 5249, 5140, 4366, 4053, 3915, 3744, 3434, 2941, 2496, 5534, 6141, 7150, 8363, 8482, 7492, 6507, 6047, 6027, 5881, 5502, 5042, 4648, 4312, 4157, 4176, 4172, 4243, 4325, 4439, 4496, 4553, 4569, 4640, 5006, 5667, 6513, 7101, 7436, 7579, 7671, 7726, 7665, 7225, 6468, 5836, 5659, 5643, 5572, 5696, 5682, 5919, 6566, 6823, 6497, 5955, 5783, 5781, 5603, 5761, 6007, 5801, 5296, 4616, 3727, 3203, 2901, 2688, 2715, 2992, 3799, 4715, 4778, 4184, 4023, 4302, 4245, 3974, 3582, 2961, 5575, 6321, 7322, 7885, 7416, 6490, 5825, 5404, 5194, 4871, 4533, 4298, 4046, 3976, 3876, 3874, 3913, 4058, 4224, 4219, 4259, 4288, 4345, 4506, 5342, 6768, 7841, 8460, 8750, 8924, 8853, 8944, 9042, 8932, 8299, 7434, 6754, 6280, 6208, 6471, 6473, 6484, 6850, 7020, 6732, 6460, 6521, 6494, 6102, 5984, 6320, 6298, 5934, 5391, 4419, 3707, 3242, 2990, 2936, 3073, 3658, 4370, 4521, 4098, 4027, 4300, 4441, 4363, 3998, 3413, 5528, 6470, 7187, 7034, 6293, 5396, 4794, 4505, 4469, 4326, 4137, 4082, 3854, 3801, 3779, 3662, 3670, 3753, 3902, 4057, 4116, 4201, 4470, 5038, 6277, 7778, 8627, 8951, 9211, 9426, 9532, 9560, 9363, 9442, 9394, 9076, 8457, 7411, 6927, 7154, 7112, 6903, 7074, 7209, 7131, 7484, 8146, 8169, 7301, 6757, 6774, 6676, 6721, 6488, 5505, 4805, 4149, 3720, 3526, 3649, 4035, 4344, 4466, 4284, 4305, 4453, 4521, 4411, 4069, 3685, 5195, 5892, 6434, 6105, 5115, 4289, 3901, 3773, 3809, 3841, 3967, 3957, 3776, 3643, 3643, 3551, 3554, 3569, 3684, 3936, 4124, 4443, 5157, 6287, 7692, 8557, 8955, 9112, 9333, 9500, 9653, 9654, 9602, 9723, 9778, 9744, 9765, 8918, 7995, 7777, 7620, 7291, 7100, 7069, 7149, 8045, 9503, 9823, 8690, 7924, 7697, 7404, 7444, 7395, 6742, 6196, 5322, 4637, 4310, 4393, 4721, 4762, 4545, 4513, 4638, 4713, 4550, 4171, 3791, 3566, 5033, 5378, 5703, 5359, 4277, 3620, 3433, 3419, 3455, 3543, 3789, 3755, 3695, 3493, 3452, 3489, 3521, 3577, 3707, 3885, 4146, 4644, 5879, 7698, 9094, 9401, 9423, 9443, 9628, 9666, 9764, 9727, 9753, 9941, 10146, 10220, 10435, 10410, 9453, 8271, 7648, 7436, 7371, 7225, 7425, 8467, 9759, 9979, 9092, 8694, 8460, 8048, 7889, 7909, 7430, 6989, 6126, 5346, 5074, 5196, 5448, 5129, 4736, 4786, 4914, 4797, 4425, 3963, 3635, 3502, 5019, 5224, 5238, 4794, 3996, 3496, 3335, 3327, 3308, 3432, 3618, 3636, 3634, 3475, 3378, 3414, 3505, 3620, 3755, 3879, 4192, 4858, 6427, 8400, 9519, 9679, 9654, 9730, 9916, 9918, 9917, 10049, 10046, 10212, 10653, 10928, 10962, 11093, 10651, 9163, 7873, 7576, 7649, 7699, 7978, 8657, 9177, 9132, 8836, 8646, 8566, 8244, 7801, 7750, 7353, 6883, 6400, 5816, 5594, 5755, 5845, 5355, 4983, 4887, 4922, 4841, 4637, 4262, 3779, 3446, 5078, 5123, 5077, 4700, 4082, 3758, 3626, 3479, 3362, 3505, 3543, 3605, 3505, 3436, 3398, 3430, 3520, 3621, 3832, 3962, 4285, 5221, 7225, 8921, 9391, 9599, 9771, 9886, 9999, 10034, 10033, 10209, 10516, 10824, 11276, 11597, 11338, 11136, 11229, 10114, 8454, 8206, 8474, 8447, 8616, 9056, 9157, 8818, 8645, 8631, 8621, 8458, 7772, 7557, 7384, 6847, 6495, 6233, 6015, 6017, 5952, 5667, 5260, 4958, 4877, 4918, 4953, 4852, 4203, 3543, 4854, 4921, 5043, 4804, 4327, 4097, 3882, 3679, 3475, 3551, 3572, 3558, 3409, 3365, 3437, 3500, 3592, 3686, 3904, 4038, 4404, 5517, 7707, 9130, 9202, 9448, 9709, 10073, 10437, 10309, 10003, 10205, 10744, 11155, 11522, 11742, 11446, 11082, 11312, 10926, 9423, 8903, 9494, 9422, 9170, 9444, 9377, 8939, 8711, 8870, 8824, 8887, 8759, 8691, 8191, 7292, 6763, 6841, 6794, 6333, 6051, 5956, 5649, 5281, 5086, 5037, 5100, 5092, 4448, 3658, 4525, 4518, 4772, 4914, 4572, 4210, 3942, 3745, 3492, 3445, 3538, 3464, 3324, 3305, 3344, 3448, 3602, 3749, 3926, 4081, 4489, 5528, 7493, 8871, 9235, 9608, 9752, 10225, 10610, 10389, 10171, 10427, 10884, 11480, 11809, 11737, 11568, 11484, 11823, 12043, 11045, 9894, 9992, 10035, 9819, 10007, 9739, 9210, 9365, 10280, 10454, 10891, 11913, 11742, 10365, 8309, 7245, 7504, 7954, 7094, 6456, 6365, 6347, 5970, 5491, 5245, 5171, 4973, 4479, 3776, 4483, 4539, 4660, 4801, 4711, 4272, 4013, 3770, 3472, 3352, 3432, 3368, 3285, 3298, 3292, 3477, 3637, 3784, 3944, 4159, 4619, 5365, 7073, 8583, 9322, 9711, 9827, 10074, 10231, 10214, 10446, 10679, 10923, 11426, 11735, 11782, 11873, 12147, 12631, 13080, 12593, 11351, 11198, 11295, 10927, 10833, 10900, 10716, 11291, 13340, 14184, 14993, 16997, 16334, 13527, 9802, 7889, 7785, 8421, 7897, 7270, 6996, 7045, 6782, 5986, 5512, 5380, 5040, 4526, 3879, 4682, 5093, 5034, 4597, 4401, 4173, 3865, 3611, 3319, 3227, 3308, 3309, 3386, 3472, 3506, 3737, 3835, 3989, 3995, 4189, 4524, 5180, 6831, 8613, 9552, 9930, 10012, 10053, 10047, 10144, 10184, 10398, 10774, 11154, 11458, 11768, 12150, 12809, 13430, 13551, 13502, 13147, 13248, 13509, 12713, 11863, 12698, 12918, 12979, 14873, 16308, 17670, 20209, 19903, 16066, 11107, 8477, 7851, 8113, 7995, 7826, 7476, 7334, 7107, 6362, 5851, 5721, 5271, 4533, 3938, 4954, 5423, 5426, 4660, 4107, 3939, 3783, 3562, 3371, 3315, 3238, 3289, 3393, 3577, 3622, 3845, 3938, 4147, 4176, 4217, 4425, 5028, 6592, 8801, 9775, 10006, 10135, 10173, 10232, 10358, 10211, 10336, 10770, 11125, 11486, 12215, 13312, 13991, 13740, 13133, 13348, 14277, 15567, 16880, 15870, 13852, 14525, 14600, 14644, 15168, 16207, 18181, 20979, 21465, 17201, 12020, 9306, 8593, 8266, 7741, 7494, 7345, 7320, 6942, 6514, 6217, 6071, 5439, 4576, 4059, 5309, 5750, 5670, 4951, 4099, 3906, 3951, 3797, 3697, 3654, 3480, 3458, 3465, 3569, 3549, 3709, 3885, 4027, 4141, 4193, 4416, 4928, 6135, 8206, 9752, 10279, 10532, 10730, 11196, 11355, 10969, 10980, 11233, 11463, 11777, 12447, 13741, 14527, 13880, 12807, 12909, 14465, 16981, 18861, 18110, 15493, 15828, 16423, 17314, 17203, 17093, 18219, 20438, 21320, 17696, 13204, 10705, 9787, 9013, 7722, 6894, 7116, 7231, 6743, 6543, 6312, 6118, 5471, 4654, 4133, 5256, 5977, 6276, 5569, 4411, 4162, 4194, 4131, 4046, 3999, 3777, 3589, 3541, 3521, 3505, 3605, 3783, 3886, 3934, 4096, 4449, 4941, 5744, 7106, 9039, 10491, 11437, 12268, 13308, 13287, 12269, 11787, 11769, 11878, 11977, 12307, 13148, 13723, 13581, 12960, 12850, 13918, 16298, 18641, 18623, 16355, 16375, 18004, 20141, 20584, 19633, 19128, 19696, 19841, 17699, 14745, 12584, 11445, 10487, 8520, 7166, 7197, 7221, 7018, 6789, 6378, 5966, 5381, 4746, 4262, 4922, 5791, 6557, 6035, 4841, 4414, 4333, 4220, 4211, 4155, 3868, 3515, 3424, 3313, 3390, 3521, 3662, 3810, 3863, 4095, 4656, 5216, 5757, 6660, 8149, 10097, 11989, 13652, 15386, 15899, 14225, 12553, 12133, 12033, 11987, 12315, 12870, 13110, 13155, 12859, 12750, 13321, 14811, 17275, 18361, 17648, 18039, 19836, 22921, 24660, 22793, 20960, 20079, 19775, 18487, 16689, 14510, 12282, 10702, 9049, 7570, 7257, 7253, 7356, 7081, 6592, 6029, 5309, 4861, 4645, 4721, 5647, 6422, 6001, 5011, 4523, 4298, 4141, 4076, 3925, 3627, 3385, 3320, 3208, 3252, 3443, 3643, 3797, 3918, 4145, 4603, 5294, 6034, 7422, 8610, 9909, 11537, 13041, 14475, 15182, 13891, 12278, 11693, 11513, 11706, 12091, 12631, 12737, 12737, 12743, 12714, 13063, 13903, 15637, 17722, 19042, 19865, 21064, 24018, 26911, 25843, 23475, 21726, 21520, 20823, 18883, 15690, 11968, 9850, 8788, 7832, 7324, 7067, 7223, 7048, 6511, 5817, 5101, 4982, 5156, 4632, 5492, 6060, 5622, 4858, 4592, 4348, 4071, 3856, 3595, 3403, 3323, 3206, 3157, 3241, 3359, 3546, 3892, 4137, 4236, 4498, 5233, 6653, 8793, 10038, 10530, 10992, 11587, 12233, 12563, 12039, 11388, 11022, 10803, 11172, 11716, 12256, 12377, 12421, 12430, 12498, 12737, 13329, 14382, 16371, 19030, 20748, 21415, 23619, 26213, 26469, 24657, 22791, 22170, 21520, 19464, 15643, 11674, 9891, 9147, 7871, 6789, 6356, 6711, 6861, 6209, 5269, 4794, 5026, 5401, 4332, 5096, 5739, 5460, 4597, 4386, 4195, 3890, 3758, 3550, 3383, 3239, 3130, 3034, 3246, 3260, 3383, 3848, 4081, 4215, 4578, 5548, 7556, 9908, 11002, 11122, 10967, 10984, 11234, 11256, 10950, 10771, 10760, 10875, 11264, 11663, 12153, 12315, 12354, 12392, 12227, 12153, 12809, 13584, 14850, 17067, 19501, 20961, 23442, 25345, 25927, 25091, 23351, 21286, 19635, 17754, 14394, 10980, 9186, 8416, 7304, 6220, 5717, 5893, 6146, 5614, 4782, 4560, 4807, 5053, 4107, 4614, 5343, 5431, 4569, 4077, 3884, 3775, 3611, 3427, 3290, 3145, 3072, 3067, 3225, 3271, 3357, 3532, 3799, 4024, 4566, 5960, 8227, 10539, 11463, 11461, 11359, 11146, 11041, 10960, 10700, 10570, 10762, 11230, 11654, 11891, 12273, 12358, 12337, 12216, 11718, 11604, 12355, 13011, 13598, 14336, 15755, 18008, 21334, 23584, 24986, 25155, 24163, 20508, 16429, 13824, 11569, 9764, 8254, 7200, 6448, 5758, 5415, 5417, 5362, 4946, 4434, 4315, 4412, 4441, 4075, 4275, 4755, 5077, 4441, 3791, 3595, 3601, 3457, 3318, 3297, 3159, 3062, 3140, 3205, 3282, 3378, 3440, 3572, 3916, 4781, 6489, 8770, 10525, 11338, 11645, 11695, 11462, 11145, 10994, 10808, 10660, 11039, 11701, 11988, 11992, 12110, 12222, 12313, 11874, 11425, 11356, 11873, 12316, 12344, 12258, 12813, 14314, 16777, 18732, 20457, 21735, 22193, 19291, 14604, 11090, 9330, 8636, 7660, 6626, 6140, 5781, 5691, 5708, 5398, 4869, 4378, 4098, 4020, 4019, 4167, 4289, 4484, 4647, 4239, 3723, 3440, 3349, 3275, 3125, 3112, 3045, 3018, 3158, 3254, 3358, 3510, 3584, 3620, 3902, 4962, 6862, 8802, 9787, 10427, 10968, 11233, 11366, 11251, 11149, 10999, 10931, 11531, 12293, 12523, 12094, 11839, 11813, 11690, 11263, 11065, 11159, 11556, 11656, 11421, 11338, 11416, 12077, 13217, 14336, 15281, 16758, 17930, 16468, 12975, 9513, 8098, 7952, 7261, 6317, 5955, 5825, 6142, 6671, 6324, 5647, 5046, 4274, 3900, 3813, 4348, 4613, 4603, 4585, 4275, 3695, 3324, 3204, 3184, 3105, 2991, 2935, 2928, 3055, 3267, 3296, 3474, 3646, 3755, 4051, 5012, 6848, 8208, 8889, 9541, 9927, 10362, 10942, 11210, 11207, 10995, 11067, 11635, 12324, 12691, 11816, 11261, 11054, 10769, 10655, 10714, 11288, 12165, 12025, 11300, 10807, 10739, 11104, 11504, 11933, 12273, 13306, 14392, 13483, 10898, 8390, 7466, 7230, 6557, 5891, 5581, 5719, 6167, 6957, 6888, 6188, 5665, 4549, 3880, 3768, 4514, 4535, 4517, 4769, 4836, 4231, 3626, 3382, 3282, 3141, 2937, 2986, 2944, 2978, 3149, 3274, 3393, 3486, 3630, 4003, 5038, 6744, 7906, 8556, 9076, 9407, 9877, 10551, 11002, 10951, 10755, 10757, 11140, 11852, 12203, 11258, 10708, 10514, 10447, 10591, 10808, 11905, 13149, 12876, 11582, 10477, 10306, 10591, 10731, 10798, 10818, 11216, 12091, 11833, 9682, 7663, 7173, 6746, 5880, 5288, 5020, 5321, 5446, 5721, 5798, 5354, 5133, 4350, 3798, 3770, 4784, 4404, 4363, 4749, 5218, 5125, 4476, 3851, 3372, 3140, 3027, 3025, 2984, 2971, 3125, 3309, 3456, 3407, 3488, 3857, 4861, 6358, 7499, 8112, 8584, 9128, 9602, 10169, 10581, 10424, 10287, 10319, 10807, 11577, 11828, 11169, 10719, 10483, 10554, 10903, 11420, 12624, 13790, 13661, 12134, 10617, 10086, 10120, 10145, 10229, 10251, 10327, 10769, 10751, 9072, 7221, 6615, 6006, 5061, 4587, 4302, 4249, 4333, 4301, 4221, 4071, 3900, 3664, 3562, 3714, 5098, 4650, 4416, 4557, 5169, 5657, 5352, 4318, 3617, 3276, 3205, 3074, 2939, 2918, 3075, 3285, 3383, 3411, 3650, 3978, 4700, 6101, 7164, 7604, 8213, 8856, 9257, 9732, 10040, 9849, 9770, 10287, 11110, 11601, 11756, 11380, 10732, 10516, 10628, 11081, 11857, 12801, 13559, 13389, 11985, 10477, 9786, 9673, 9593, 9808, 9992, 10247, 10444, 10018, 8576, 7050, 6035, 5279, 4773, 4478, 4060, 3751, 3738, 3597, 3433, 3441, 3353, 3337, 3436, 3607, 5293, 5023, 4769, 4638, 4971, 5583, 5812, 4918, 4008, 3458, 3359, 3202, 3023, 2926, 3025, 3112, 3205, 3384, 3742, 4045, 4556, 5784, 6823, 7386, 8068, 8670, 9121, 9396, 9456, 9460, 9522, 10116, 11058, 11334, 11290, 11152, 10584, 10333, 10325, 10698, 11407, 12287, 12833, 12157, 10967, 9943, 9479, 9379, 9365, 9431, 9667, 10079, 10133, 9304, 8049, 6954, 5903, 5081, 4731, 4387, 3856, 3535, 3480, 3331, 3173, 3218, 3220, 3297, 3456, 3556, 5864, 5532, 5275, 5000, 4992, 5359, 5709, 5265, 4411, 3750, 3566, 3374, 3226, 3121, 3158, 3203, 3258, 3372, 3671, 3903, 4250, 5332, 6459, 7097, 7735, 8441, 8964, 9111, 9069, 9118, 9220, 9500, 10091, 10344, 10227, 10296, 10359, 10105, 10024, 10161, 10557, 11257, 11677, 11049, 10364, 9846, 9517, 9458, 9415, 9376, 9459, 9624, 9468, 8716, 7741, 6918, 5999, 5051, 4490, 4024, 3645, 3545, 3428, 3259, 3128, 3100, 3219, 3414, 3535, 3600, 6690, 6373, 6045, 5638, 5371, 5389, 5484, 5151, 4526, 4054, 3911, 3738, 3543, 3438, 3372, 3291, 3203, 3276, 3522, 3660, 3907, 4805, 6015, 6882, 7507, 8129, 8613, 8837, 8833, 8822, 8922, 9107, 9337, 9428, 9382, 9523, 9811, 9733, 9814, 10002, 10087, 10348, 10528, 10341, 9967, 9794, 9693, 9591, 9386, 9499, 9363, 9390, 9223, 8293, 7353, 6767, 5938, 4940, 4323, 3918, 3625, 3620, 3565, 3340, 3200, 3171, 3305, 3572, 3854, 3896, 7089, 6798, 6730, 6326, 5996, 5700, 5422, 4836, 4234, 3967, 4207, 4309, 4019, 3871, 3629, 3374, 3186, 3147, 3259, 3385, 3538, 4189, 5469, 6558, 7296, 7939, 8339, 8610, 8662, 8671, 8542, 8687, 8949, 9040, 9074, 9146, 9176, 9339, 9578, 9776, 9839, 10025, 10221, 10126, 9619, 9601, 9637, 9468, 9208, 9213, 9093, 8928, 8867, 7888, 6747, 6101, 5485, 4771, 4268, 4002, 3756, 3761, 3800, 3562, 3383, 3355, 3498, 3737, 3984, 4082, 7542, 6841, 6861, 6753, 6509, 6294, 5648, 4579, 3741, 3481, 4122, 4635, 4586, 4438, 4033, 3666, 3378, 3141, 3110, 3175, 3311, 3716, 4577, 5787, 6956, 7698, 8069, 8273, 8314, 8482, 8286, 8262, 8332, 8511, 8656, 8760, 8790, 9087, 9311, 9281, 9390, 9781, 10191, 10302, 9802, 9655, 9486, 9352, 9189, 9073, 8891, 8377, 7931, 6926, 5790, 5203, 4816, 4410, 4154, 4013, 3869, 3977, 4089, 3885, 3649, 3578, 3789, 3988, 4080, 4151, 8752, 7469, 7179, 7026, 6778, 6786, 6482, 5090, 3847, 3369, 3943, 4737, 4795, 4668, 4355, 3968, 3612, 3297, 3163, 3212, 3401, 3578, 3938, 4953, 6376, 7355, 7764, 7888, 7919, 8254, 8100, 7845, 7846, 8004, 8255, 8461, 8685, 8904, 9005, 8968, 8985, 9365, 9782, 10429, 10248, 9755, 9230, 9166, 8926, 8698, 8265, 7464, 6703, 5828, 4950, 4456, 4230, 4059, 3925, 3861, 3967, 4128, 4114, 3987, 3866, 4040, 4471, 4634, 4543, 4469, 10289, 8971, 8062, 7217, 6673, 6844, 7127, 5956, 4633, 4000, 4116, 4815, 4872, 4544, 4433, 4369, 3963, 3550, 3331, 3305, 3563, 3623, 3658, 4241, 5384, 6657, 7282, 7376, 7505, 7885, 7767, 7561, 7667, 7766, 8048, 8147, 8482, 8713, 8811, 8742, 8814, 9268, 9561, 10332, 10286, 9586, 9053, 8870, 8326, 7770, 7134, 6240, 5392, 4800, 4316, 3955, 3844, 3863, 3805, 3765, 3984, 4156, 4086, 3933, 3870, 4177, 4869, 5342, 5113, 4738, 11085, 10513, 9517, 8100, 6935, 6670, 7041, 6365, 5437, 4990, 4817, 5213, 5366, 4912, 4620, 4706, 4419, 3883, 3475, 3355, 3656, 3735, 3599, 3823, 4388, 5292, 6157, 6544, 6944, 7414, 7490, 7435, 7627, 7713, 7936, 7862, 8126, 8414, 8521, 8301, 8531, 9273, 9537, 9741, 9263, 8756, 8565, 8210, 7448, 6708, 6052, 5120, 4430, 4159, 3921, 3733, 3691, 3825, 3859, 3896, 4162, 4184, 4148, 4085, 3926, 4066, 4668, 5410, 5444, 4846, 11764, 11492, 10479, 9495, 7778, 6669, 6665, 6349, 5832, 5405, 5262, 5371, 5518, 5218, 4923, 4907, 4715, 4258, 3704, 3378, 3412, 3497, 3497, 3641, 3910, 4358, 4716, 5210, 5826, 6351, 6568, 6725, 7019, 7391, 7719, 7736, 7863, 7971, 7977, 7669, 7961, 8811, 9121, 8607, 7583, 7339, 7637, 7246, 6363, 5592, 5040, 4396, 3870, 3726, 3590, 3516, 3689, 3923, 3962, 3899, 4038, 3962, 3981, 3976, 3820, 3883, 4258, 4971, 5284, 4758, 13568, 12766, 11320, 10469, 8661, 6901, 6422, 6285, 6092, 5689, 5483, 5300, 5214, 5141, 5033, 4958, 4775, 4409, 3943, 3505, 3319, 3409, 3447, 3547, 3641, 3858, 3930, 4203, 4581, 4842, 5078, 5438, 5729, 6270, 6676, 6832, 6988, 6890, 6793, 6645, 6943, 7701, 8070, 7237, 6203, 6124, 6677, 6337, 5357, 4604, 4173, 3823, 3495, 3376, 3281, 3253, 3538, 3906, 3983, 3808, 3733, 3540, 3527, 3520, 3506, 3699, 3987, 4435, 4795, 4570, 15653, 14756, 13008, 11805, 10006, 7459, 6292, 6224, 6375, 6176, 5865, 5589, 5183, 4869, 4791, 4828, 4717, 4425, 4186, 3897, 3617, 3514, 3398, 3440, 3515, 3573, 3583, 3732, 3805, 3898, 4053, 4385, 4581, 4882, 5184, 5473, 5633, 5769, 5625, 5487, 5613, 6064, 6366, 5841, 5188, 5239, 5534, 5133, 4329, 3844, 3576, 3289, 3061, 2953, 2847, 2810, 3078, 3422, 3583, 3588, 3404, 3247, 3261, 3238, 3436, 3701, 3882, 4095, 4366, 4345, 17211, 16239, 14670, 13231, 11059, 8001, 6406, 6164, 6444, 6548, 6264, 5866, 5341, 4789, 4486, 4448, 4551, 4497, 4439, 4541, 4252, 3876, 3602, 3496, 3423, 3402, 3512, 3639, 3527, 3478, 3688, 3908, 3959, 4007, 4189, 4497, 4753, 4996, 4840, 4647, 4670, 4802, 4895, 4763, 4400, 4484, 4491, 4031, 3557, 3409, 3265, 2989, 2726, 2545, 2409, 2291, 2414, 2688, 2999, 3192, 3203, 3200, 3324, 3387, 3544, 3728, 3894, 4022, 4075, 4116, 17343, 16063, 14769, 13835, 11729, 8552, 6744, 6334, 6576, 6852, 6607, 5953, 5354, 4803, 4343, 4186, 4258, 4355, 4627, 5126, 4965, 4458, 4235, 3986, 3800, 3748, 3782, 3774, 3683, 3547, 3660, 3802, 3733, 3673, 3787, 4064, 4313, 4411, 4415, 4279, 4287, 4309, 4215, 4030, 3879, 4098, 4088, 3717, 3436, 3344, 3186, 2903, 2537, 2196, 2033, 1934, 1990, 2253, 2515, 2819, 3118, 3343, 3651, 3763, 3841, 3862, 3977, 3976, 3843, 3770, 15721, 14615, 13646, 13582, 12447, 9366, 7141, 6496, 6536, 6703, 6528, 5961, 5371, 4784, 4198, 3885, 3963, 4164, 4416, 5127, 5480, 5082, 4915, 4656, 4449, 4428, 4358, 4173, 4005, 3892, 3878, 3852, 3761, 3689, 3632, 3873, 4107, 4323, 4346, 4213, 4234, 4153, 3855, 3618, 3663, 3995, 4077, 3747, 3509, 3357, 3104, 2745, 2287, 1920, 1787, 1851, 2044, 2355, 2567, 2834, 3135, 3464, 3849, 4020, 4041, 4093, 4030, 3821, 3651, 3460, 14554, 13584, 13128, 13325, 12750, 10032, 7701, 6788, 6519, 6479, 6256, 6021, 5872, 5090, 4066, 3725, 3805, 3950, 4125, 4809, 5383, 5252, 5212, 5151, 5126, 5231, 5176, 4789, 4564, 4441, 4278, 4185, 4024, 3890, 3816, 4002, 4160, 4404, 4482, 4339, 4216, 4033, 3737, 3549, 3643, 3976, 4095, 3807, 3561, 3349, 2974, 2493, 2009, 1726, 1686, 1954, 2420, 2892, 3158, 3152, 3234, 3456, 3848, 4147, 4148, 4139, 4065, 3843, 3617, 3453, 15064, 13799, 13416, 13461, 12929, 10871, 8648, 7330, 6794, 6510, 6152, 6240, 6807, 6003, 4242, 3721, 3819, 3995, 3986, 4337, 4968, 5189, 5275, 5454, 5754, 5889, 5782, 5297, 5002, 4778, 4491, 4239, 4162, 4074, 4105, 4223, 4314, 4569, 4753, 4578, 4181, 3864, 3628, 3505, 3703, 4030, 4107, 3910, 3683, 3369, 2898, 2354, 1810, 1539, 1606, 2019, 2736, 3449, 3647, 3412, 3405, 3558, 3926, 4264, 4321, 4353, 4433, 4316, 3820, 3738, 15549, 13743, 12960, 12654, 12549, 11350, 9116, 7585, 7024, 6446, 6026, 6401, 6750, 5818, 4388, 3802, 3768, 3951, 4111, 4372, 4644, 5012, 5444, 5793, 6167, 6310, 6145, 5585, 5064, 4641, 4371, 4259, 4313, 4225, 4157, 4126, 4319, 4620, 4936, 4721, 4131, 3652, 3422, 3499, 3871, 4095, 4080, 3959, 3779, 3454, 2890, 2284, 1759, 1475, 1553, 2014, 2796, 3573, 3813, 3626, 3576, 3714, 3981, 4291, 4469, 4602, 4771, 4759, 4374, 4305, 14630, 12729, 11704, 11182, 11219, 10344, 8619, 7496, 6862, 6180, 5968, 6607, 6507, 5228, 4317, 3882, 3827, 4016, 4330, 4696, 4868, 5022, 5524, 6090, 6345, 6339, 6297, 5603, 4794, 4374, 4245, 4280, 4333, 4227, 4076, 4133, 4385, 4508, 4733, 4531, 3965, 3487, 3432, 3638, 3968, 4144, 4059, 3935, 3813, 3483, 2843, 2256, 1844, 1534, 1578, 2032, 2715, 3387, 3738, 3684, 3659, 3865, 4136, 4362, 4497, 4681, 4747, 4716, 4552, 4483, 14007, 12558, 11612, 10924, 10376, 9339, 8443, 7685, 6763, 6015, 5816, 6295, 6178, 5286, 4599, 4072, 3914, 4022, 4410, 4998, 5448, 5520, 5607, 6253, 6443, 6421, 6248, 5313, 4503, 4132, 4103, 4310, 4363, 4220, 3908, 3963, 4260, 4459, 4501, 4316, 3886, 3556, 3599, 3810, 4004, 4149, 4099, 3902, 3749, 3413, 2816, 2280, 1876, 1632, 1691, 2051, 2559, 3077, 3428, 3605, 3780, 4120, 4440, 4595, 4610, 4719, 4587, 4442, 4326, 4450, 14493, 13652, 13205, 11930, 10383, 9182, 8585, 7847, 6968, 6314, 5929, 5987, 5831, 5564, 5187, 4458, 4034, 4070, 4461, 5213, 5762, 5956, 5759, 6086, 6335, 6468, 6073, 5101, 4481, 4117, 4060, 4261, 4314, 4141, 3838, 3774, 4095, 4273, 4281, 4205, 3916, 3722, 3777, 3967, 4102, 4103, 3981, 3788, 3693, 3460, 2915, 2355, 1902, 1701, 1751, 1984, 2401, 2820, 3191, 3634, 4080, 4514, 4759, 4822, 4727, 4659, 4400, 4219, 4179, 4514, 15089, 15078, 14959, 13137, 10628, 8993, 8252, 7613, 7080, 6755, 6455, 6316, 6210, 6179, 5919, 5051, 4360, 4202, 4632, 5382, 5709, 6021, 5967, 6088, 6220, 6275, 5783, 4922, 4350, 3931, 3912, 4134, 4196, 4076, 3769, 3615, 3772, 3939, 4052, 3958, 3786, 3707, 3772, 3895, 3953, 3972, 3838, 3640, 3565, 3372, 2941, 2443, 2034, 1789, 1815, 1988, 2332, 2719, 3179, 3635, 4199, 4635, 4823, 4854, 4666, 4527, 4423, 4315, 4495, 5124, 16852, 16958, 15970, 13877, 11382, 9242, 8165, 7714, 7294, 6860, 6604, 6455, 6444, 6605, 6367, 5616, 4864, 4430, 4862, 5450, 5599, 5825, 5936, 6095, 6166, 6118, 5459, 4620, 4057, 3689, 3717, 3866, 4016, 3898, 3540, 3399, 3457, 3538, 3725, 3690, 3613, 3600, 3627, 3682, 3707, 3732, 3597, 3467, 3484, 3325, 2932, 2447, 2151, 2036, 2092, 2196, 2436, 2742, 3206, 3594, 4049, 4339, 4491, 4600, 4577, 4684, 4824, 4683, 4893, 5866, 21075, 20411, 17355, 14322, 11925, 9784, 8322, 7734, 7422, 6859, 6500, 6318, 6272, 6384, 6221, 5995, 5425, 4746, 5087, 5541, 5688, 5707, 5984, 6286, 6426, 6331, 5519, 4462, 3780, 3488, 3471, 3542, 3710, 3617, 3392, 3334, 3263, 3330, 3452, 3413, 3369, 3337, 3342, 3460, 3564, 3605, 3551, 3442, 3496, 3439, 3040, 2637, 2398, 2377, 2398, 2482, 2724, 2958, 3309, 3679, 3971, 4051, 4120, 4264, 4476, 4951, 5412, 5363, 5507, 6404, 25093, 24684, 19124, 13773, 11449, 9995, 8272, 7200, 7050, 6980, 6686, 6400, 6321, 6203, 6290, 6342, 5695, 5112, 5393, 5684, 5746, 5853, 6299, 6599, 6765, 6658, 6037, 4782, 3812, 3412, 3326, 3465, 3533, 3420, 3377, 3240, 3092, 3136, 3155, 3171, 3176, 3133, 3167, 3320, 3541, 3636, 3600, 3621, 3688, 3631, 3315, 2982, 2785, 2816, 2753, 2882, 3097, 3284, 3483, 3661, 3884, 3915, 3866, 3911, 4252, 5017, 5900, 6309, 6297, 6752, 25070, 24676, 18455, 12376, 10493, 10074, 8644, 7010, 6672, 6918, 6800, 6618, 6651, 6353, 6583, 6591, 5885, 5602, 5783, 5877, 5938, 6227, 6719, 7047, 6942, 6563, 6340, 5508, 4378, 3724, 3462, 3428, 3369, 3355, 3301, 3193, 3120, 3078, 3028, 3040, 3050, 3036, 3149, 3410, 3754, 3976, 4000, 4001, 3959, 3809, 3514, 3305, 3193, 3300, 3332, 3442, 3606, 3783, 3771, 3633, 3769, 3831, 3648, 3659, 4099, 5019, 6196, 6955, 6898, 7035]}]), ('masks', None)]>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# show the OME Arrow struct\n",
+    "oa_img_slice.data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "id": "zcaDHeNorxCt",
+    "outputId": "e64c061b-c56e-462b-dfe0-c73de76df0d3"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>.cdf-filter-range-slider .widget-readout,.cdf-filter-range-slider input.widget-readout {min-width:96px !important;max-width:96px !important;width:96px !important;font-size:11px !important;text-align:right;font-family:ui-monospace, SFMono-Regular, Menlo, monospace;}.cdf-filter-range-slider .widget-label {font-size:11px !important;line-height:1.2 !important;margin-top:8px !important;}</style>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "54568150b6aa484eaa09e6f47a423444",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "VBox(children=(HBox(children=(IntSlider(value=50, continuous_update=False, description='Image adjustment:', la…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<details class=\"cyto-static-snapshot\"><summary>Static snapshot (for non-interactive view)</summary><style>table.dataframe thead tr {background:#EBEBEB;}table.dataframe thead th {background:#EBEBEB;}table.dataframe tbody tr {background:#FFFFFF;}table.dataframe tbody tr:nth-child(even) {background:#F5F5F5;}</style><table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>metadata_1</th>\n",
+       "      <th>feature_1</th>\n",
+       "      <th>image</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td><img src=\"data:image/png;base64,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\" style=\"width:300px\"/></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td><img src=\"data:image/png;base64,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\" style=\"width:300px\"/></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table></details>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# create a pyarrow table for writing the data\n",
+    "table = pa.table(\n",
+    "    {\n",
+    "        # two columns, two values each, both int64 type\n",
+    "        \"metadata_1\": pa.array([0, 2], type=pa.int64()),\n",
+    "        \"feature_1\": pa.array([1, 2], type=pa.int64()),\n",
+    "        # add an image column with repeated entries based on the image slice\n",
+    "        \"image\": pa.repeat(oa_img_slice.data, 2),\n",
+    "    }\n",
+    ")\n",
+    "\n",
+    "# write a parquet table\n",
+    "pq.write_table(table, \"example.ome.parquet\")\n",
+    "\n",
+    "# read the parquet table with cytodataframe\n",
+    "# (showing the OME-Arrow image that was written)\n",
+    "CytoDataFrame(\"example.ome.parquet\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "cytodataframe-shAZamSV-py3.12",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/docs/src/examples/omearrow_and_cytodataframe.py b/docs/src/examples/omearrow_and_cytodataframe.py
new file mode 100644
index 0000000..56cb664
--- /dev/null
+++ b/docs/src/examples/omearrow_and_cytodataframe.py
@@ -0,0 +1,58 @@
+# ---
+# jupyter:
+#   jupytext:
+#     text_representation:
+#       extension: .py
+#       format_name: light
+#       format_version: '1.5'
+#       jupytext_version: 1.17.3
+#   kernelspec:
+#     display_name: cytodataframe-shAZamSV-py3.12
+#     language: python
+#     name: python3
+# ---
+
+# # OME-Arrow and CytoDataFrame
+#
+# This notebook demonstrates how [OME-Arrow](https://github.com/WayScience/ome-arrow) works in context with CytoDataFrame.
+
+# + colab={"base_uri": "https://localhost:8080/", "height": 423} id="Y5e85t05nSLt" outputId="a0807c7c-4705-41a2-83b2-9fb7287c40f9"
+import pyarrow as pa
+import pyarrow.parquet as pq
+from ome_arrow import OMEArrow
+
+from cytodataframe import CytoDataFrame
+
+# load a tiff using OME Arrow
+oa_img = OMEArrow(
+    "../../../tests/data/cytotable/JUMP_plate_BR00117006/images/orig/r01c01f01p01-ch2sk1fk1fl1.tiff"
+)
+oa_img
+
+# + colab={"base_uri": "https://localhost:8080/", "height": 423} id="wkCpuZEBosNV" outputId="4adee883-9707-40a4-92ab-2ee748bbcf76"
+# make a "slice" (crop) from the overall image
+oa_img_slice = oa_img.slice(x_min=240, x_max=310, y_min=360, y_max=430)
+oa_img_slice
+
+# + colab={"base_uri": "https://localhost:8080/"} id="ZZ8LWIuQqQqz" outputId="f82de1df-3240-4dba-d0a0-6a4ce973f299"
+# show the OME Arrow struct
+oa_img_slice.data
+
+# + colab={"base_uri": "https://localhost:8080/", "height": 1000} id="zcaDHeNorxCt" outputId="e64c061b-c56e-462b-dfe0-c73de76df0d3"
+# create a pyarrow table for writing the data
+table = pa.table(
+    {
+        # two columns, two values each, both int64 type
+        "metadata_1": pa.array([0, 2], type=pa.int64()),
+        "feature_1": pa.array([1, 2], type=pa.int64()),
+        # add an image column with repeated entries based on the image slice
+        "image": pa.repeat(oa_img_slice.data, 2),
+    }
+)
+
+# write a parquet table
+pq.write_table(table, "example.ome.parquet")
+
+# read the parquet table with cytodataframe
+# (showing the OME-Arrow image that was written)
+CytoDataFrame("example.ome.parquet")
diff --git a/pyproject.toml b/pyproject.toml
index 54d132f..956dc9a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -110,12 +110,16 @@ lint.select = [
 ]
 # Ignore `E402` and `F401` (unused imports) in all `__init__.py` files
 lint.per-file-ignores."__init__.py" = [ "E402", "F401" ]
-lint.per-file-ignores."docs/src/examples/cytodataframe_at_a_glance.py" = [ "E402" ]
+lint.per-file-ignores."docs/src/examples/*.py" = [ "E402", "E501" ]
 lint.per-file-ignores."src/cytodataframe/*.py" = [ "ANN401", "PLC0415" ]
 lint.per-file-ignores."src/cytodataframe/image.py" = [ "PLR2004" ]
 # ignore typing rules for tests
 lint.per-file-ignores."tests/*" = [ "ANN201", "PLR0913", "PLR2004", "SIM105" ]
 
+# specify where version replacement is performed
+[tool.bandit]
+exclude_dirs = [ "tests" ]
+
 [tool.pytest]
 ini_options.addopts = "--cov=src/cytodataframe --cov-report=term-missing:skip-covered --no-cov-on-fail"
 
@@ -130,10 +134,6 @@ run.omit = [
 [tool.jupytext]
 formats = "ipynb,py:light"
 
-# specify where version replacement is performed
-[tool.bandit]
-exclude_dirs = [ "tests" ]
-
 [tool.poe]
 # note: quarto commands below expect quarto installed on the local system.
 # see here for more information: https://quarto.org/docs/download/