From 842e3b691de5d07cc1d3b5f51a6b099fe83d1a5f Mon Sep 17 00:00:00 2001
From: nwp2 <nwp2@illinois.edu>
Date: Sun, 13 Apr 2025 21:15:39 -0500
Subject: [PATCH] Update file data.ipynb

---
 data.ipynb | 251 +++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 251 insertions(+)
 create mode 100644 data.ipynb

diff --git a/data.ipynb b/data.ipynb
new file mode 100644
index 0000000..06b2cf7
--- /dev/null
+++ b/data.ipynb
@@ -0,0 +1,251 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "b95ed24f-1e5f-402a-baac-30acb133e051",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import boto3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "30bd7123-0500-46bd-bc95-5064c8786a08",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "AWS_ACCESS_KEY = 'AKIAZZNHM3AWMAPGYYX2'\n",
+    "AWS_SECRET_KEY = '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'\n",
+    "AWS_REGION = \"us-east-2\"\n",
+    "athena_client = boto3.client(\n",
+    "    \"athena\",\n",
+    "    aws_access_key_id=AWS_ACCESS_KEY,\n",
+    "    aws_secret_access_key=AWS_SECRET_KEY,\n",
+    "    region_name=AWS_REGION,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "4feb0d13-add5-4c99-a871-23b7da2e6c1b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import time\n",
+    "import numpy as np\n",
+    "def run_query(query):\n",
+    "    query_response = athena_client.start_query_execution(\n",
+    "        QueryString=QUERY,\n",
+    "        QueryExecutionContext={\"Database\": '\"AwsDataCatalog\".\"crawled-database\".\"myawsbucket_npiphi\"'},\n",
+    "        ResultConfiguration={\n",
+    "            \"OutputLocation\": \"s3://myawsbucket-npiphi/staging\",\n",
+    "            \"EncryptionConfiguration\": {\"EncryptionOption\": \"SSE_S3\"},\n",
+    "        },\n",
+    "    )\n",
+    "    time.sleep(2)\n",
+    "    result = athena_client.get_query_results(\n",
+    "            QueryExecutionId=query_response[\"QueryExecutionId\"]\n",
+    "    )\n",
+    "    headers = [x['VarCharValue'] for x in result['ResultSet']['Rows'][0]['Data']]\n",
+    "    body = [x['Data'] for x in result['ResultSet']['Rows'][1:]]\n",
+    "    rows = [[float(x['VarCharValue']) for x in x] for x in body]\n",
+    "    return (headers,np.array(rows))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "fde037bf-cc90-480d-b526-62209b94a3b8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "QUERY = 'SELECT vehicle_noise, vehicle_fuel FROM \"AwsDataCatalog\".\"crawled-database\".\"myawsbucket_npiphi\" where vehicle_fuel is Not null limit 1000';\n",
+    "\n",
+    "query_response = athena_client.start_query_execution(\n",
+    "    QueryString=QUERY,\n",
+    "    QueryExecutionContext={\"Database\": '\"AwsDataCatalog\".\"crawled-database\".\"myawsbucket_npiphi\"'},\n",
+    "    ResultConfiguration={\n",
+    "        \"OutputLocation\": \"s3://myawsbucket-npiphi/staging\",\n",
+    "        \"EncryptionConfiguration\": {\"EncryptionOption\": \"SSE_S3\"},\n",
+    "    },\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "42e949ac-c298-4704-80fb-44344a320d30",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result = athena_client.get_query_results(\n",
+    "        QueryExecutionId=query_response[\"QueryExecutionId\"]\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "2f8f7d17-fc59-4314-aaf5-819f0e4a5ac3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7feef9de2620>"
+      ]
+     },
+     "execution_count": 76,
+     "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 matplotlib.pyplot as plt\n",
+    "\n",
+    "QUERY = 'SELECT vehicle_noise, vehicle_fuel FROM \"AwsDataCatalog\".\"crawled-database\".\"myawsbucket_npiphi\" where vehicle_fuel is Not null limit 10000';\n",
+    "headers,rows = run_query(QUERY)\n",
+    "\n",
+    "plt.xlabel(headers[0])\n",
+    "plt.ylabel(headers[1])\n",
+    "plt.scatter(rows[:,0], rows[:,1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "b1332efb-cfff-498b-a32d-348206890d0a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7feef9e46590>"
+      ]
+     },
+     "execution_count": 80,
+     "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": [
+    "QUERY = 'SELECT vehicle_PMx, vehicle_speed FROM \"AwsDataCatalog\".\"crawled-database\".\"myawsbucket_npiphi\" where vehicle_NOx is Not null and vehicle_NOx != 0 limit 10000';\n",
+    "headers,rows = run_query(QUERY)\n",
+    "\n",
+    "plt.xlabel(headers[0])\n",
+    "plt.ylabel(headers[1])\n",
+    "plt.scatter(rows[:,0], rows[:,1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "5e5e93f6-d44b-4986-bd90-2f4f26c94b03",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7feef9b78760>"
+      ]
+     },
+     "execution_count": 81,
+     "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": [
+    "QUERY = 'SELECT vehicle_PMx, vehicle_NOx FROM \"AwsDataCatalog\".\"crawled-database\".\"myawsbucket_npiphi\" where vehicle_NOx is Not null and vehicle_NOx != 0 limit 10000';\n",
+    "headers,rows = run_query(QUERY)\n",
+    "\n",
+    "plt.xlabel(headers[0])\n",
+    "plt.ylabel(headers[1])\n",
+    "plt.scatter(rows[:,0], rows[:,1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "a39dc881-28fb-46dc-b290-5c97427c477e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['vehicle_noise', 'vehicle_fuel']"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "headers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7100e61b-3888-4dc2-be1e-fd64b0897f2c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "conda_python3",
+   "language": "python",
+   "name": "conda_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": "3.10.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
-- 
GitLab