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Neha Sharma
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update mussel farms notebook
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‎samples/04_gis_analysts_data_scientists/detecting_mussel_farms_using_deep_learning.ipynb

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@@ -111,28 +111,14 @@
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"## Export training data"
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]
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},
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{
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"cell_type": "markdown",
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"id": "976969ad-2fda-4280-9781-38eb04e2d9ff",
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"metadata": {},
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"source": [
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"### Necessary imports"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "ad42be61",
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import glob\n",
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"import zipfile\n",
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"from pathlib import Path\n",
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"\n",
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"from arcgis.gis import GIS\n",
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"from arcgis.learn import prepare_data, MMDetection"
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"from arcgis.gis import GIS"
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]
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},
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{
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"## Train the model"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3f1e06f1-07d5-46f7-a11a-f039df91bc27",
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"metadata": {},
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"source": [
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"### Necessary imports"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "31855a8d-f160-4ec2-83ae-7e948edaca3b",
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import glob\n",
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"import zipfile\n",
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"from pathlib import Path\n",
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"from arcgis.learn import prepare_data, MMDetection"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e6384531",
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"execution_count": 6,
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"id": "d8eefa5e",
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"metadata": {
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"scrolled": true
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"<Item title:\"musselfarm_detection_training_data\" type:Image Collection owner:api_data_owner>"
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]
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},
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"execution_count": 5,
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"execution_count": 6,
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"metadata": {},
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"output_type": "execute_result"
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}
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},
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{
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"cell_type": "code",
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"id": "42dffd87",
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"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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"id": "df888232",
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"metadata": {},
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"outputs": [],
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},
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"cell_type": "code",
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"execution_count": 9,
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"id": "45a82139",
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"metadata": {},
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"outputs": [],
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},
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"cell_type": "code",
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"id": "09d7e4a6",
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"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"id": "106b22dc",
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"metadata": {},
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"outputs": [
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "596352f8",
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"metadata": {},
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"outputs": [
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" 'vfnet']"
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]
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},
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"execution_count": 11,
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"metadata": {},
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"output_type": "execute_result"
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}
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},
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"cell_type": "code",
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"id": "8cc9efa5",
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"outputs": [],
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},
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"cell_type": "code",
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"execution_count": 14,
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"id": "c73f075f",
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"metadata": {},
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"outputs": [
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"4.365158322401661e-05"
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]
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},
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"metadata": {},
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"output_type": "execute_result"
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}
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},
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"cell_type": "code",
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"id": "4b001851",
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"scrolled": true
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},
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{
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"cell_type": "code",
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},
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"id": "4ac11fea",
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"metadata": {},
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"outputs": [
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"{'MusselFarm': 0.8913268297731172}"
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]
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},
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"metadata": {},
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"output_type": "execute_result"
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},
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"id": "55fb85a1",
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"metadata": {},
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"outputs": [
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"WindowsPath('~/AppData/Local/Temp/musselfarm_detection_training_data/models/musselfarms_mmd_dynamic_rcnn_10ep')"
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]
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},
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"metadata": {},
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"output_type": "execute_result"
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},
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"cell_type": "code",
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"id": "f4b0f8ac",
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"metadata": {},
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"outputs": [
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"<Item title:\"mussel_farm_detection_test_imagery\" type:Tiled Imagery Layer owner:demos_deldev>"
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]
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},
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"metadata": {},
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"output_type": "execute_result"
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},
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"execution_count": 20,
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"id": "1aa22a12",
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"metadata": {},
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"outputs": [
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"<Item title:\"Model Builder for Mussel Farm Detection\" type:Geoprocessing Sample owner:api_data_owner>"
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]
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"output_type": "execute_result"
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},
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"id": "ca913fd8",
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"metadata": {},
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"outputs": [
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"<Item title:\"musselfarms_detected\" type:Feature Layer Collection owner:demos_deldev>"
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]
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"output_type": "execute_result"
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},
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"cell_type": "code",
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"id": "b9287d0a",
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"metadata": {},
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"outputs": [
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"<Item title:\"mussel_farm_detection\" type:Web Map owner:demos_deldev>"
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"metadata": {},
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"output_type": "execute_result"
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},
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"cell_type": "code",
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"execution_count": 23,
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"id": "529f399b",
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"metadata": {
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"scrolled": true

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