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duong
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Clear notebook output
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‎notebooks/analyzer_training.ipynb

Lines changed: 7 additions & 181 deletions
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@@ -49,7 +49,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
@@ -109,73 +109,9 @@
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"execution_count": null,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"INFO:python.content_understanding_client:Analyzer train-sample-18473b27-6d27-4d51-8906-9e341ad3fb59 create request accepted.\n",
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"INFO:python.content_understanding_client:Request 7a0f7689-2b41-4a5e-96bc-c7ef8cb72c5e in progress ...\n",
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"INFO:python.content_understanding_client:Request 7a0f7689-2b41-4a5e-96bc-c7ef8cb72c5e in progress ...\n",
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"INFO:python.content_understanding_client:Request 7a0f7689-2b41-4a5e-96bc-c7ef8cb72c5e in progress ...\n",
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"INFO:python.content_understanding_client:Request 7a0f7689-2b41-4a5e-96bc-c7ef8cb72c5e in progress ...\n",
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"INFO:python.content_understanding_client:Request 7a0f7689-2b41-4a5e-96bc-c7ef8cb72c5e in progress ...\n",
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"INFO:python.content_understanding_client:Request result is ready after 13.72 seconds.\n",
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"INFO:root:Here is the analyzer detail for train-sample-18473b27-6d27-4d51-8906-9e341ad3fb59\n",
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"INFO:root:{\n",
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" \"id\": \"7a0f7689-2b41-4a5e-96bc-c7ef8cb72c5e\",\n",
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" \"status\": \"Succeeded\",\n",
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" \"result\": {\n",
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" \"analyzerId\": \"train-sample-18473b27-6d27-4d51-8906-9e341ad3fb59\",\n",
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" \"description\": \"Extract useful information from purchase order\",\n",
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" \"createdAt\": \"2024-12-09T23:58:59Z\",\n",
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" \"lastModifiedAt\": \"2024-12-09T23:59:14Z\",\n",
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" \"config\": {\n",
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" \"returnDetails\": false,\n",
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" \"enableOcr\": true,\n",
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" \"enableLayout\": true,\n",
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" \"enableBarcode\": false,\n",
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" \"enableFormula\": false\n",
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" },\n",
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" \"fieldSchema\": {\n",
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" \"fields\": {\n",
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" \"PurchaseOrderNumber\": {\n",
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" \"type\": \"string\",\n",
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" \"method\": \"extract\",\n",
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" \"description\": \"\"\n",
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" },\n",
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" \"PurchaseDate\": {\n",
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" \"type\": \"date\",\n",
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" \"method\": \"extract\",\n",
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" \"description\": \"\"\n",
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" },\n",
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" \"TotalPayment\": {\n",
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" \"type\": \"number\",\n",
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" \"method\": \"extract\",\n",
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" \"description\": \"\"\n",
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" },\n",
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" \"ShippedToAddress\": {\n",
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" \"type\": \"string\",\n",
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" \"method\": \"extract\",\n",
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" \"description\": \"\"\n",
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" }\n",
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" }\n",
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" },\n",
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" \"trainingData\": {\n",
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" \"containerUrl\": \"https://chethodevusw2.blob.core.windows.net/test?sv=2023-01-03&st=2024-12-09T19%3A27%3A04Z&se=2024-12-10T19%3A27%3A04Z&skoid=4de42c4d-0fe6-4b96-93a4-161b1303ea3b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2024-12-09T19%3A27%3A04Z&ske=2024-12-10T19%3A27%3A04Z&sks=b&skv=2023-01-03&sr=c&sp=rl&sig=sbUVLXK2JfJdUG7Fxyakg1e9lR%2B%2B6oMISoZqfudtvgw%3D\",\n",
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" \"kind\": \"blob\",\n",
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" \"prefix\": \"train\"\n",
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" },\n",
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" \"warnings\": [],\n",
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" \"status\": \"ready\",\n",
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" \"scenario\": \"document\"\n",
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" }\n",
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"}\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"import uuid\n",
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"ANALYZER_ID = \"train-sample-\" + str(uuid.uuid4())\n",
@@ -206,101 +142,9 @@
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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": null,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"INFO:python.content_understanding_client:Analyzing file ../data/purchase_order.jpg with analyzer: train-sample-18473b27-6d27-4d51-8906-9e341ad3fb59\n",
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"INFO:python.content_understanding_client:Request dced30f5-bb4d-473b-8b7a-13a7e29ed3ac in progress ...\n",
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"INFO:python.content_understanding_client:Request dced30f5-bb4d-473b-8b7a-13a7e29ed3ac in progress ...\n",
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"INFO:python.content_understanding_client:Request result is ready after 5.52 seconds.\n",
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"INFO:root:{\n",
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" \"id\": \"dced30f5-bb4d-473b-8b7a-13a7e29ed3ac\",\n",
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" \"status\": \"Succeeded\",\n",
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" \"result\": {\n",
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" \"analyzerId\": \"train-sample-18473b27-6d27-4d51-8906-9e341ad3fb59\",\n",
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" \"apiVersion\": \"2024-12-01-preview\",\n",
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" \"createdAt\": \"2024-12-09T23:59:16Z\",\n",
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" \"warnings\": [],\n",
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" \"contents\": [\n",
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" {\n",
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" \"markdown\": \"Purchase Order\\n\\n\\n# Hero Limited\\n\\nCompany Phone: 555-348-6512\\nWebsite: www.herolimited.com\\nEmail:\\[email protected]\\n\\nPurchase Order\\n\\nDated As: 12/20/2020\\nPurchase Order #: 948284\\n\\nShipped To\\n\\nVendor Name: Hillary Swank\\nCompany Name: Higgly Wiggly Books\\nAddress: 938 NE Burner Road\\nBoulder City, CO 92848\\nPhone: 938-294-2949\\n\\nShipped From\\n\\nName: Bernie Sanders\\nCompany Name: Jupiter Book Supply\\nAddress: 383 N Kinnick Road\\nSeattle, WA 38383\\n\\nPhone: 932-299-0292\\n\\n\\n<table>\\n<tr>\\n<th>Details</th>\\n<th>Quantity</th>\\n<th>Unit Price</th>\\n<th>Total</th>\\n</tr>\\n<tr>\\n<td>Bindings</td>\\n<td>20</td>\\n<td>1.00</td>\\n<td>20.00</td>\\n</tr>\\n<tr>\\n<td>Covers Small</td>\\n<td>20</td>\\n<td>1.00</td>\\n<td>20.00</td>\\n</tr>\\n<tr>\\n<td>Feather Bookmark</td>\\n<td>20</td>\\n<td>5.00</td>\\n<td>100.00</td>\\n</tr>\\n<tr>\\n<td>Copper Swirl Marker</td>\\n<td>20</td>\\n<td>5.00</td>\\n<td>100.00</td>\\n</tr>\\n</table>\\n\\n\\n<table>\\n<tr>\\n<td>SUBTOTAL</td>\\n<td>$140.00</td>\\n</tr>\\n<tr>\\n<td>TAX</td>\\n<td>$4.00</td>\\n</tr>\\n<tr>\\n<td>TOTAL</td>\\n<td>$144.00</td>\\n</tr>\\n</table>\\n\\n\\nBernie Sanders\\n\\nBernie Sanders\\nManager\\n\\nAdditional Notes:\\n\\nDo not Jostle Box. Unpack carefully. Enjoy.\\n\\nJupiter Book Supply will refund you 50% per book if returned within 60 days of reading and\\n\\noffer you 25% off you next total purchase.\\n\",\n",
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" \"fields\": {\n",
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" \"PurchaseDate\": {\n",
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" \"type\": \"date\",\n",
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" \"valueDate\": \"2020-12-20\",\n",
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" \"spans\": [\n",
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" {\n",
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" \"offset\": 149,\n",
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" \"length\": 10\n",
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" }\n",
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" ],\n",
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" \"confidence\": 0.998,\n",
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" \"source\": \"D(1,1168,418,1318,418,1318,450,1168,450)\"\n",
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" },\n",
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" \"PurchaseOrderNumber\": {\n",
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" \"type\": \"string\",\n",
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" \"valueString\": \"948284\",\n",
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" \"spans\": [\n",
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" {\n",
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" \"offset\": 178,\n",
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" \"length\": 6\n",
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" }\n",
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" ],\n",
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" \"confidence\": 0.998,\n",
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" \"source\": \"D(1,1281,459,1376,459,1376,490,1281,490)\"\n",
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" },\n",
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" \"ShippedToAddress\": {\n",
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" \"type\": \"string\",\n",
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" \"valueString\": \"938 NE Burner Road Boulder City, CO 92848\",\n",
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" \"spans\": [\n",
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" {\n",
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" \"offset\": 268,\n",
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" \"length\": 18\n",
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" },\n",
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" {\n",
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" \"offset\": 287,\n",
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" \"length\": 22\n",
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" }\n",
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" ],\n",
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" \"confidence\": 0.998,\n",
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" \"source\": \"D(1,278,683,527,683,527,714,278,714);D(1,279,720,564,720,564,752,279,752)\"\n",
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" },\n",
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" \"TotalPayment\": {\n",
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" \"type\": \"number\",\n",
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" \"valueNumber\": 144,\n",
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" \"spans\": [\n",
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" {\n",
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" \"offset\": 991,\n",
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" \"length\": 7\n",
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" }\n",
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" ],\n",
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" \"confidence\": 0.997,\n",
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" \"source\": \"D(1,1428,1669,1531,1669,1531,1699,1428,1699)\"\n",
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" }\n",
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" },\n",
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" \"kind\": \"document\",\n",
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" \"startPageNumber\": 1,\n",
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" \"endPageNumber\": 1,\n",
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" \"unit\": \"pixel\",\n",
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" \"pages\": [\n",
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" {\n",
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" \"pageNumber\": 1,\n",
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" \"angle\": 0.05652412,\n",
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" \"width\": 1700,\n",
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" \"height\": 2200\n",
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" }\n",
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" ]\n",
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" }\n",
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" ]\n",
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" }\n",
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"}\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"response = client.begin_analyze(ANALYZER_ID, file_location='../data/purchase_order.jpg')\n",
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"result = client.poll_result(response)\n",
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"execution_count": null,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"INFO:python.content_understanding_client:Analyzer train-sample-18473b27-6d27-4d51-8906-9e341ad3fb59 deleted.\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"<Response [204]>"
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]
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},
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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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"outputs": [],
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"source": [
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"client.delete_analyzer(ANALYZER_ID)"
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]

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